diff --git a/.agents/skills b/.agents/skills
new file mode 120000
index 00000000..42c5394a
--- /dev/null
+++ b/.agents/skills
@@ -0,0 +1 @@
+../skills
\ No newline at end of file
diff --git a/.assets/menu-bar-client.png b/.assets/menu-bar-client.png
new file mode 100644
index 00000000..1cf2d4c0
Binary files /dev/null and b/.assets/menu-bar-client.png differ
diff --git a/.claude/skills b/.claude/skills
new file mode 120000
index 00000000..42c5394a
--- /dev/null
+++ b/.claude/skills
@@ -0,0 +1 @@
+../skills
\ No newline at end of file
diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 00000000..5b30b17e
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,22 @@
+[run]
+branch = True
+relative_files = True
+source =
+    config_manager
+    discovery
+    services
+    setup_utils
+    status
+    updates
+    wizard
+
+[report]
+precision = 1
+show_missing = True
+skip_empty = True
+
+[xml]
+output = coverage-reports/coverage.xml
+
+[html]
+directory = coverage-reports/html
diff --git a/.easignore b/.easignore
new file mode 100644
index 00000000..a5360919
--- /dev/null
+++ b/.easignore
@@ -0,0 +1,73 @@
+# .easignore at repo root — used by EAS because this is a monorepo and
+# the git root is the upload root. Must cover both the monorepo top-level
+# and the app/ subdir (EAS ignores .gitignore when this file exists).
+
+# --- Sibling projects not needed for the Expo build ---
+backends/
+extras/
+tests/
+docs/
+sdk/
+untracked/
+
+# --- Root-level junk / non-code artifacts ---
+*.log
+*.env*
+asc-api-key.p8
+**/asc-api-key.p8
+*.m4a
+*.wav
+plan.md
+sample-voice-response.json
+deepgram_response.json
+init-feedback
+*.ipa
+*.apk
+*.aab
+connection-logging-*.md
+memory-service-settings.md
+docs-consolidation-analysis.md
+BLE_OPTIMIZATION.md
+.github/
+.cursor/
+.claude/
+
+# --- Inside app/ (the EAS project) ---
+# Dependencies — reinstalled on EAS build server
+app/node_modules/
+# Expo / Metro
+app/.expo/
+app/dist/
+app/web-build/
+app/.metro-health-check*
+# Native build outputs — regenerated on EAS
+app/android/.gradle/
+app/android/build/
+app/android/app/build/
+app/android/app/.cxx/
+app/ios/build/
+app/ios/Pods/
+app/ios/DerivedData/
+app/ios/*.xcworkspace/xcuserdata/
+app/ios/*.xcodeproj/xcuserdata/
+app/ios/*.xcodeproj/project.xcworkspace/xcuserdata/
+# Local artifacts
+app/*.ipa
+app/*.apk
+app/*.aab
+app/build-*.ipa
+# Credentials (EAS uses server-side credentials)
+app/*.jks
+app/*.p8
+app/*.p12
+app/*.key
+app/*.mobileprovision
+app/*.pem
+# Logs
+app/npm-debug.*
+app/yarn-debug.*
+app/yarn-error.*
+
+# --- OS / editor ---
+.DS_Store
+**/.DS_Store
diff --git a/.env.template b/.env.template
index 388edbf5..5f313dc3 100644
--- a/.env.template
+++ b/.env.template
@@ -32,7 +32,6 @@ BACKEND_PORT=8000
 WEBUI_PORT=5173
 SPEAKER_PORT=8085
 MONGODB_PORT=27017
-QDRANT_PORT=6333
 NGROK_PORT=4040
 
 # Kubernetes node ports (for LoadBalancer services)
@@ -63,8 +62,18 @@ AUTH_SECRET_KEY=your-super-secret-jwt-key-here-make-it-random-and-long
 ADMIN_EMAIL=admin@example.com
 ADMIN_PASSWORD=secure-admin-password
 
+# Native client login (vault sync and other client-node integrations).
+# These may use a non-admin Chronicle account.
+AUTH_USERNAME=admin@example.com
+AUTH_PASSWORD=
+
+# Vault sync client settings
+LOCAL_VAULT_DIR=~/ChronicleVault
+# DEVICE_NAME=my-macbook
+# VAULT_SYNC_GUI_PORT=8385
+
 # CORS origins (auto-generated based on DOMAIN and ports)
-CORS_ORIGINS=http://${DOMAIN}:${WEBUI_PORT},http://${DOMAIN}:3000,http://localhost:${WEBUI_PORT},http://localhost:3000
+CORS_ORIGINS=http://${DOMAIN}:${WEBUI_PORT},http://localhost:${WEBUI_PORT}
 
 # ========================================
 # LLM CONFIGURATION
@@ -107,28 +116,13 @@ PARAKEET_ASR_URL=http://host.docker.internal:8767
 MONGODB_URI=mongodb://mongo:${MONGODB_PORT}
 MONGODB_K8S_URI=mongodb://mongodb.${INFRASTRUCTURE_NAMESPACE}.svc.cluster.local:27017/chronicle
 
-# Qdrant configuration
-QDRANT_BASE_URL=qdrant
-QDRANT_K8S_URL=qdrant.${INFRASTRUCTURE_NAMESPACE}.svc.cluster.local
-
-# Neo4j configuration (optional)
-NEO4J_HOST=neo4j-mem0
-NEO4J_USER=neo4j
-NEO4J_PASSWORD=neo4j-password
-
 # ========================================
 # MEMORY PROVIDER CONFIGURATION
 # ========================================
 
-# Memory Provider: chronicle or openmemory_mcp
+# Memory Provider: chronicle (agentic Markdown vault) — the only provider
 MEMORY_PROVIDER=chronicle
 
-# OpenMemory MCP configuration (when MEMORY_PROVIDER=openmemory_mcp)
-OPENMEMORY_MCP_URL=http://host.docker.internal:8765
-OPENMEMORY_CLIENT_NAME=chronicle
-OPENMEMORY_USER_ID=openmemory
-OPENMEMORY_TIMEOUT=30
-
 # ========================================
 # SPEAKER RECOGNITION CONFIGURATION
 # ========================================
@@ -218,4 +212,4 @@ WEBUI_MEMORY_REQUEST=128Mi
 SPEAKER_CPU_LIMIT=2000m
 SPEAKER_MEMORY_LIMIT=4Gi
 SPEAKER_CPU_REQUEST=500m
-SPEAKER_MEMORY_REQUEST=2Gi
\ No newline at end of file
+SPEAKER_MEMORY_REQUEST=2Gi
diff --git a/.github/workflows/README.md b/.github/workflows/README.md
index 0b8987c5..a9bbc1a9 100644
--- a/.github/workflows/README.md
+++ b/.github/workflows/README.md
@@ -6,11 +6,12 @@ Documentation for CI/CD workflows and test automation.
 
 Chronicle uses **three separate test workflows** to balance fast PR feedback with comprehensive testing:
 
-| Workflow | Trigger | Test Coverage | API Keys | Purpose |
+| Workflow | Trigger | Test selection | API Keys | Purpose |
 |----------|---------|---------------|----------|---------|
-| `robot-tests.yml` | All PRs | ~70% (no-API tests) | ❌ Not required | Fast PR validation |
-| `full-tests-with-api.yml` | Push to dev/main | 100% (full suite) | ✅ Required | Comprehensive validation |
-| `pr-tests-with-api.yml` | PR label trigger | 100% (full suite) | ✅ Required | Pre-merge API testing |
+| `python-tests.yml` | Relevant PRs, dev/main | Root, backend, and ASR pytest lanes | Not required | Unit tests and branch coverage reports |
+| `robot-tests.yml` | All PRs | No-API Robot subset | Not required | Fast PR validation |
+| `full-tests-with-api.yml` | Push to dev/main | Full Robot selection | Required | Comprehensive validation |
+| `pr-tests-with-api.yml` | PR label trigger | Full Robot selection | Required | Pre-merge API testing |
 
 ## Workflow Details
 
@@ -32,10 +33,10 @@ on:
 - **No secrets required** - Works for external contributors
 - **Excludes**: Tests tagged with `requires-api-keys`
 - **Config**: `tests/configs/mock-services.yml`
-- **Test Script**: `./run-no-api-tests.sh`
+- **Makefile Target**: `make test-no-api OUTPUTDIR=results-no-api`
 - **Results**: `results-no-api/`
 - **Time**: ~10-15 minutes
-- **Coverage**: ~70% of test suite
+- **Selection**: Robot cases that do not require secrets, GPUs, or excluded slow/SDK environments
 
 **Benefits**:
 - Fast feedback on PRs
@@ -134,7 +135,7 @@ if: contains(github.event.pull_request.labels.*.name, 'test-with-api-keys')
 **Normal PR Workflow**:
 1. Push your branch
 2. Create PR
-3. `robot-tests.yml` runs automatically (~70% coverage)
+3. `robot-tests.yml` runs the no-API Robot selection automatically
 4. Fix any failures
 5. Merge when tests pass
 
@@ -142,7 +143,7 @@ if: contains(github.event.pull_request.labels.*.name, 'test-with-api-keys')
 1. Push your branch
 2. Create PR
 3. Ask maintainer to add `test-with-api-keys` label
-4. `pr-tests-with-api.yml` runs (100% coverage)
+4. `pr-tests-with-api.yml` runs the full Robot selection
 5. Fix any failures
 6. Merge when tests pass
 
@@ -312,7 +313,7 @@ runs-on: ubuntu-latest
     CLEANUP_CONTAINERS: "false"  # Handled by workflow
     # API keys if needed
   run: |
-    ./run-{no-api|robot}-tests.sh
+    make test-no-api  # or ./run-robot-tests.sh for full suite
     TEST_EXIT_CODE=$?
     echo "test_exit_code=$TEST_EXIT_CODE" >> $GITHUB_ENV
     exit 0  # Don't fail yet
diff --git a/.github/workflows/advanced-docker-compose-build.yml b/.github/workflows/advanced-docker-compose-build.yml
index 93e72d68..f04088d5 100644
--- a/.github/workflows/advanced-docker-compose-build.yml
+++ b/.github/workflows/advanced-docker-compose-build.yml
@@ -13,7 +13,6 @@ on:
       - "backends/advanced/**"
       - "extras/asr-services/**"
       - "extras/speaker-recognition/**"
-      - "extras/openmemory-mcp/**"
       - ".github/workflows/advanced-docker-compose-build.yml"
   release:
     types: [ published ]
@@ -28,27 +27,55 @@ env:
   REGISTRY: ghcr.io
 
 jobs:
-  build-default:
+  build-images:
+    name: Build ${{ matrix.image }}
     runs-on: ubuntu-latest
     timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - image: chronicle-backend
+            service: chronicle-backend
+            source-image: chronicle-backend:latest
+            directory: backends/advanced
+            variant: ""
+          - image: chronicle-asr-nemo-cu126
+            service: parakeet-asr
+            source-image: parakeet-asr:latest
+            directory: extras/asr-services
+            variant: cu126
+          - image: chronicle-asr-nemo-cu128
+            service: parakeet-asr
+            source-image: parakeet-asr:latest
+            directory: extras/asr-services
+            variant: cu128
+          - image: chronicle-speaker-cpu
+            service: speaker-service
+            source-image: chronicle-speaker:latest
+            directory: extras/speaker-recognition
+            variant: cpu
+          - image: chronicle-speaker-cu126
+            service: speaker-service
+            source-image: chronicle-speaker:latest
+            directory: extras/speaker-recognition
+            variant: cu126
+          - image: chronicle-speaker-cu128
+            service: speaker-service
+            source-image: chronicle-speaker:latest
+            directory: extras/speaker-recognition
+            variant: cu128
     env:
       ADVANCED_ENV: ${{ secrets.ADVANCED_ENV }}
-      RUNNER_FLAVOUR: ubuntu-latest
-    defaults:
-      run:
-        shell: bash
-        working-directory: backends/advanced
 
     steps:
-      - name: Show selected runner
-        run: echo "Workflow running on ${RUNNER_FLAVOUR} runner"
-        working-directory: .
-
       - name: Checkout
         uses: actions/checkout@v4
 
       - name: Print commit details
+        working-directory: ${{ matrix.directory }}
         run: |
+          echo "Image: ${{ matrix.image }}"
           echo "Event: ${{ github.event_name }}"
           echo "Ref: $GITHUB_REF"
           echo "Ref name: ${{ github.ref_name }}"
@@ -69,44 +96,25 @@ jobs:
           username: ${{ github.actor }}
           password: ${{ secrets.GITHUB_TOKEN }}
 
-      - name: Copy .env.template to .env
+      - name: Copy .env template
+        working-directory: ${{ matrix.directory }}
         run: |
           set -euo pipefail
-          copy_env() {
-            local dir="$1"
-            local template="${dir}/.env.template"
-            local target="${dir}/.env"
-            if [ -f "$template" ]; then
-              echo "Copying $template to $target"
-              cp "$template" "$target"
-            else
-              echo "$template not found; skipping"
-            fi
-          }
-
-          copy_env .
-          copy_env ../../extras/asr-services
-          copy_env ../../extras/speaker-recognition
-          copy_env ../../extras/openmemory-mcp
+          if [ -f .env.template ]; then
+            cp .env.template .env
+          else
+            touch .env
+          fi
 
       - name: Create .env from secret (if provided)
-        if: env.ADVANCED_ENV != ''
+        if: matrix.image == 'chronicle-backend' && env.ADVANCED_ENV != ''
+        working-directory: ${{ matrix.directory }}
         run: |
           echo "Writing .env from ADVANCED_ENV secret"
           printf "%s\n" "${ADVANCED_ENV}" > .env
 
-      - name: Source .env (if present)
-        run: |
-          if [ -f .env ]; then
-            set -a
-            # shellcheck disable=SC1091
-            source .env
-            set +a
-          else
-            echo ".env not found; continuing"
-          fi
-
       - name: Free Disk Space
+        working-directory: ${{ matrix.directory }}
         run: |
           echo "Freeing disk space..."
           df -h
@@ -119,6 +127,7 @@ jobs:
 
       - name: Determine version
         id: version
+        working-directory: ${{ matrix.directory }}
         run: |
           if [ -n "${{ github.event.inputs.version }}" ]; then
             VERSION="${{ github.event.inputs.version }}"
@@ -132,151 +141,40 @@ jobs:
 
           echo "VERSION=$VERSION" >> "$GITHUB_OUTPUT"
 
-      - name: Build, tag, and push services sequentially with version
+      - name: Build, tag, and push ${{ matrix.image }}
+        working-directory: ${{ matrix.directory }}
         env:
           OWNER: ${{ github.repository_owner }}
           VERSION: ${{ steps.version.outputs.VERSION }}
+          CHRONICLE_BUILD_VERSION: ${{ steps.version.outputs.VERSION }}
+          PYTORCH_CUDA_VERSION: ${{ matrix.variant }}
         run: |
           set -euo pipefail
           docker compose version
           OWNER_LC=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
-          
-          # CUDA variants from pyproject.toml
-          CUDA_VARIANTS=("cpu" "cu121" "cu126" "cu128")
-          
-          # Base services (no CUDA variants, no profiles)
-          base_service_specs=(
-            "chronicle-backend|advanced-chronicle-backend|docker-compose.yml|."
-            "workers|advanced-workers|docker-compose.yml|."
-            "webui|advanced-webui|docker-compose.yml|."
-            "openmemory-mcp|openmemory-mcp|../../extras/openmemory-mcp/docker-compose.yml|../../extras/openmemory-mcp"
-          )
-          
-          # Build and push base services
-          for spec in "${base_service_specs[@]}"; do
-            IFS='|' read -r svc svc_repo compose_file project_dir <<< "$spec"
-            
-            echo "::group::Building and pushing $svc_repo"
-            if [ "$compose_file" = "docker-compose.yml" ] && [ "$project_dir" = "." ]; then
-              docker compose build --pull "$svc"
-            else
-              docker compose -f "$compose_file" --project-directory "$project_dir" build "$svc"
-            fi
-            # Resolve the built image ID via compose (avoids name mismatches)
-            if [ "$compose_file" = "docker-compose.yml" ] && [ "$project_dir" = "." ]; then
-              img_id=$(docker compose images -q "$svc" | head -n1)
-            else
-              img_id=$(docker compose -f "$compose_file" --project-directory "$project_dir" images -q "$svc" | head -n1)
-            fi
-            if [ -z "${img_id:-}" ]; then
-              echo "Skipping $svc_repo (no built image found after build)"
-              echo "::endgroup::"
-              continue
-            fi
-            
-            # Tag and push with version
-            target_image="$REGISTRY/$OWNER_LC/$svc_repo:$VERSION"
-            latest_image="$REGISTRY/$OWNER_LC/$svc_repo:latest"
-            echo "Tagging $img_id as $target_image"
-            docker tag "$img_id" "$target_image"
-            echo "Tagging $img_id as $latest_image"
-            docker tag "$img_id" "$latest_image"
-            
-            echo "Pushing $target_image"
-            docker push "$target_image"
-            echo "Pushing $latest_image"
-            docker push "$latest_image"
-            
-            # Clean up local tags
-            docker image rm -f "$target_image" || true
-            docker image rm -f "$latest_image" || true
-            echo "::endgroup::"
-            
-            # Aggressive cleanup to save space
-            docker system prune -af || true
-          done
-          
-          # Build and push parakeet-asr with CUDA variants (cu121, cu126, cu128)
-          echo "::group::Building and pushing parakeet-asr CUDA variants"
-          cd ../../extras/asr-services
-          for cuda_variant in cu121 cu126 cu128; do
-            echo "Building parakeet-asr-${cuda_variant}"
-            export PYTORCH_CUDA_VERSION="${cuda_variant}"
-            docker compose build parakeet-asr
-            
-            img_id=$(docker compose images -q parakeet-asr | head -n1)
-            if [ -n "${img_id:-}" ]; then
-              target_image="$REGISTRY/$OWNER_LC/parakeet-asr-${cuda_variant}:$VERSION"
-              latest_image="$REGISTRY/$OWNER_LC/parakeet-asr-${cuda_variant}:latest"
-              echo "Tagging $img_id as $target_image"
-              docker tag "$img_id" "$target_image"
-              echo "Tagging $img_id as $latest_image"
-              docker tag "$img_id" "$latest_image"
-              
-              echo "Pushing $target_image"
-              docker push "$target_image"
-              echo "Pushing $latest_image"
-              docker push "$latest_image"
-              
-              # Clean up local tags
-              docker image rm -f "$target_image" || true
-              docker image rm -f "$latest_image" || true
-            fi
-            
-            # Aggressive cleanup to save space
-            docker system prune -af || true
-          done
-          cd - > /dev/null
-          echo "::endgroup::"
-          
-          # Build and push speaker-recognition with all CUDA variants (including CPU)
-          # Note: speaker-service has profiles, but we can build it directly by setting PYTORCH_CUDA_VERSION
-          echo "::group::Building and pushing speaker-recognition variants"
-          cd ../../extras/speaker-recognition
-          for cuda_variant in "${CUDA_VARIANTS[@]}"; do
-            echo "Building speaker-recognition-${cuda_variant}"
-            export PYTORCH_CUDA_VERSION="${cuda_variant}"
-            # Build speaker-service directly (profiles only affect 'up', not 'build')
-            docker compose build speaker-service
-            
-            img_id=$(docker compose images -q speaker-service | head -n1)
-            if [ -n "${img_id:-}" ]; then
-              target_image="$REGISTRY/$OWNER_LC/speaker-recognition-${cuda_variant}:$VERSION"
-              latest_image="$REGISTRY/$OWNER_LC/speaker-recognition-${cuda_variant}:latest"
-              echo "Tagging $img_id as $target_image"
-              docker tag "$img_id" "$target_image"
-              echo "Tagging $img_id as $latest_image"
-              docker tag "$img_id" "$latest_image"
-              
-              echo "Pushing $target_image"
-              docker push "$target_image"
-              echo "Pushing $latest_image"
-              docker push "$latest_image"
-              
-              # Clean up local tags
-              docker image rm -f "$target_image" || true
-              docker image rm -f "$latest_image" || true
-            fi
-            
-            # Aggressive cleanup to save space
-            docker system prune -af || true
-          done
-          cd - > /dev/null
-          echo "::endgroup::"
-          
-          # Summary
-          echo "::group::Build Summary"
-          echo "Built and pushed images with version tag: ${VERSION}"
-          echo "Images pushed to: $REGISTRY/$OWNER_LC/"
-          echo "::endgroup::"
+          docker compose build --pull "${{ matrix.service }}"
 
+          img_id=$(docker image inspect "${{ matrix.source-image }}" --format '{{.Id}}')
+
+          target_image="$REGISTRY/$OWNER_LC/${{ matrix.image }}:$VERSION"
+          latest_image="$REGISTRY/$OWNER_LC/${{ matrix.image }}:latest"
+          docker tag "$img_id" "$target_image"
+          docker tag "$img_id" "$latest_image"
+          docker push "$target_image"
+          docker push "$latest_image"
+
+  update-release:
+    name: Update release notes
+    needs: build-images
+    if: github.event_name == 'release' || inputs.version != ''
+    runs-on: ubuntu-latest
+    env:
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      OWNER: ${{ github.repository_owner }}
+      VERSION: ${{ github.event.release.tag_name || inputs.version }}
+      TAG_NAME: ${{ github.event.release.tag_name || inputs.version }}
+    steps:
       - name: Update release notes with Docker images
-        if: github.event_name == 'release'
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          OWNER: ${{ github.repository_owner }}
-          VERSION: ${{ steps.version.outputs.VERSION }}
-          TAG_NAME: ${{ github.event.release.tag_name }}
         run: |
           set -euo pipefail
           OWNER_LC=$(echo "$OWNER" | tr '[:upper:]' '[:lower:]')
@@ -291,31 +189,26 @@ jobs:
 
           ### Core Services
           \`\`\`bash
-          docker pull ghcr.io/${OWNER_LC}/advanced-chronicle-backend:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/advanced-workers:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/advanced-webui:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/openmemory-mcp:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-backend:${VERSION}
           \`\`\`
 
           ### Parakeet ASR (pick your CUDA version)
           \`\`\`bash
-          docker pull ghcr.io/${OWNER_LC}/parakeet-asr-cu121:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/parakeet-asr-cu126:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/parakeet-asr-cu128:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-asr-nemo-cu126:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-asr-nemo-cu128:${VERSION}
           \`\`\`
 
           ### Speaker Recognition (pick your variant)
           \`\`\`bash
-          docker pull ghcr.io/${OWNER_LC}/speaker-recognition-cpu:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/speaker-recognition-cu121:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/speaker-recognition-cu126:${VERSION}
-          docker pull ghcr.io/${OWNER_LC}/speaker-recognition-cu128:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-speaker-cpu:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-speaker-cu126:${VERSION}
+          docker pull ghcr.io/${OWNER_LC}/chronicle-speaker-cu128:${VERSION}
           \`\`\`
           EOF
           )
 
           EXISTING_BODY=$(gh release view "$TAG_NAME" --json body -q '.body' --repo "$GITHUB_REPOSITORY")
+          EXISTING_BODY="${EXISTING_BODY%%$'\n---\n\n## Docker Images'*}"
           UPDATED_BODY="${EXISTING_BODY}${DOCKER_SECTION}"
           gh release edit "$TAG_NAME" --notes "$UPDATED_BODY" --repo "$GITHUB_REPOSITORY"
           echo "Release notes updated with Docker image info"
-        working-directory: .
diff --git a/.github/workflows/android-apk-build.yml b/.github/workflows/android-apk-build.yml
index 4434eb13..756da707 100644
--- a/.github/workflows/android-apk-build.yml
+++ b/.github/workflows/android-apk-build.yml
@@ -5,10 +5,10 @@ permissions:
 
 on:
   push:
-    branches: [main, develop]
+    branches: [main, dev]
     paths: ['app/**']
   pull_request:
-    branches: [main]
+    branches: [main, dev]
     paths: ['app/**']
   workflow_dispatch:
 
@@ -18,11 +18,11 @@ jobs:
     defaults:
       run:
         working-directory: ./app
-    
+
     steps:
       - name: Setup repo
         uses: actions/checkout@v4
-      
+
       - name: Setup node
         uses: actions/setup-node@v4.0.2
         with:
@@ -54,7 +54,7 @@ jobs:
 
       - name: Build Android APK
         run: eas build --platform android --profile local --local --output ${{ github.workspace }}/app-release.apk --non-interactive
-                            
+
       - name: Generate release tag
         id: tag
         run: |
@@ -73,11 +73,11 @@ jobs:
           release_name: ${{ steps.tag.outputs.RELEASE_NAME }}
           body: |
             ## 📱 Android APK Build
-            
+
             **Built from commit:** ${{ github.sha }}
             **Branch:** ${{ github.ref_name }}
             **Build time:** ${{ steps.tag.outputs.BUILD_TIME }}
-            
+
             Ready to install on Android devices!
           draft: false
           prerelease: true
@@ -90,4 +90,4 @@ jobs:
           upload_url: ${{ steps.create_release.outputs.upload_url }}
           asset_path: ${{ github.workspace }}/app-release.apk
           asset_name: friend-lite-android.apk
-          asset_content_type: application/vnd.android.package-archive 
\ No newline at end of file
+          asset_content_type: application/vnd.android.package-archive
diff --git a/.github/workflows/build-all-platforms.yml b/.github/workflows/build-all-platforms.yml
index e73e6147..9be5cb25 100644
--- a/.github/workflows/build-all-platforms.yml
+++ b/.github/workflows/build-all-platforms.yml
@@ -26,11 +26,11 @@ jobs:
     defaults:
       run:
         working-directory: ./app
-    
+
     steps:
       - name: Setup repo
         uses: actions/checkout@v4
-      
+
       - name: Setup node
         uses: actions/setup-node@v4.0.2
         with:
@@ -80,14 +80,14 @@ jobs:
           release_name: ${{ steps.tag.outputs.RELEASE_NAME }}
           body: |
             ## 🚀 Automated Build
-            
+
             **Built from commit:** ${{ github.sha }}
             **Branch:** ${{ github.ref_name }}
             **Build time:** ${{ steps.tag.outputs.BUILD_TIME }}
-            
+
             ### 📱 Downloads
             - **Android APK**: Ready for installation on Android devices
-            
+
             ### 🔧 Build Info
             - Built with GitHub Actions
             - Debug build (unsigned)
@@ -112,11 +112,11 @@ jobs:
     defaults:
       run:
         working-directory: ./app
-    
+
     steps:
       - name: Setup repo
         uses: actions/checkout@v4
-      
+
       - name: Setup node
         uses: actions/setup-node@v4.0.2
         with:
@@ -173,11 +173,11 @@ jobs:
           release_name: ${{ steps.ios_tag.outputs.IOS_RELEASE_NAME }}
           body: |
             ## 🍎 iOS IPA Build
-            
+
             **Built from commit:** ${{ github.sha }}
             **Branch:** ${{ github.ref_name }}
             **Build time:** ${{ steps.ios_tag.outputs.IOS_BUILD_TIME }}
-            
+
             For iOS Simulator testing!
           draft: false
           prerelease: true
@@ -191,4 +191,4 @@ jobs:
           upload_url: ${{ steps.create_ios_release.outputs.upload_url }}
           asset_path: ${{ github.workspace }}/friend-lite-ios.ipa
           asset_name: friend-lite-ios.ipa
-          asset_content_type: application/octet-stream 
\ No newline at end of file
+          asset_content_type: application/octet-stream
diff --git a/.github/workflows/claude.yml b/.github/workflows/claude.yml
index ae36c007..3cf327b9 100644
--- a/.github/workflows/claude.yml
+++ b/.github/workflows/claude.yml
@@ -35,7 +35,7 @@ jobs:
         uses: anthropics/claude-code-action@v1
         with:
           claude_code_oauth_token: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
-          
+
           # This is an optional setting that allows Claude to read CI results on PRs
           additional_permissions: |
             actions: read
@@ -47,4 +47,3 @@ jobs:
           # See https://github.com/anthropics/claude-code-action/blob/main/docs/usage.md
           # or https://docs.anthropic.com/en/docs/claude-code/sdk#command-line for available options
           # claude_args: '--model claude-opus-4-1-20250805 --allowed-tools Bash(gh pr:*)'
-
diff --git a/.github/workflows/full-tests-with-api.yml b/.github/workflows/full-tests-with-api.yml
index b5881fcd..80fbe663 100644
--- a/.github/workflows/full-tests-with-api.yml
+++ b/.github/workflows/full-tests-with-api.yml
@@ -111,9 +111,9 @@ jobs:
         CLEANUP_CONTAINERS: "false"  # Don't cleanup in CI - handled by workflow
       run: |
         # Use the full test script (includes all tests with API keys)
-        ./run-robot-tests.sh
-        TEST_EXIT_CODE=$?
-        echo "test_exit_code=$TEST_EXIT_CODE" >> $GITHUB_ENV
+        TEST_EXIT_CODE=0
+        ./run-robot-tests.sh || TEST_EXIT_CODE=$?
+        echo "test_exit_code=$TEST_EXIT_CODE" >> "$GITHUB_ENV"
         exit 0  # Don't fail here, we'll fail at the end after uploading artifacts
 
     - name: Save service logs to files
@@ -129,7 +129,6 @@ jobs:
         docker compose -f docker-compose-test.yml logs workers-test > logs/workers.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs mongo-test > logs/mongo.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs redis-test > logs/redis.log 2>&1 || true
-        docker compose -f docker-compose-test.yml logs qdrant-test > logs/qdrant.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs speaker-service-test > logs/speaker.log 2>&1 || true
         echo "✓ Logs saved to backends/advanced/logs/"
         ls -lh logs/
@@ -256,8 +255,12 @@ jobs:
     - name: Fail workflow if tests failed
       if: always()
       run: |
-        if [ "${{ env.test_exit_code }}" != "0" ]; then
-          echo "❌ Tests failed with exit code ${{ env.test_exit_code }}"
+        TEST_EXIT_CODE="${{ env.test_exit_code }}"
+        if [ -z "$TEST_EXIT_CODE" ]; then
+          echo "❌ Test step did not record an exit code; check earlier setup/test steps"
+          exit 1
+        elif [ "$TEST_EXIT_CODE" != "0" ]; then
+          echo "❌ Tests failed with exit code $TEST_EXIT_CODE"
           exit 1
         else
           echo "✅ All tests passed"
diff --git a/.github/workflows/ios-ipa-build.yml b/.github/workflows/ios-ipa-build.yml
index dbd0c5bb..28d987f7 100644
--- a/.github/workflows/ios-ipa-build.yml
+++ b/.github/workflows/ios-ipa-build.yml
@@ -5,10 +5,10 @@ permissions:
 
 on:
   push:
-    branches: [main, develop]
+    branches: [main, dev]
     paths: ['app/**']
   pull_request:
-    branches: [main]
+    branches: [main, dev]
     paths: ['app/**']
   workflow_dispatch:
 
@@ -18,11 +18,11 @@ jobs:
     defaults:
       run:
         working-directory: ./app
-    
+
     steps:
       - name: Setup repo
         uses: actions/checkout@v4
-      
+
       - name: Setup node
         uses: actions/setup-node@v4.0.2
         with:
@@ -66,11 +66,11 @@ jobs:
           release_name: ${{ steps.tag.outputs.RELEASE_NAME }}
           body: |
             ## 🍎 iOS IPA Build
-            
+
             **Built from commit:** ${{ github.sha }}
             **Branch:** ${{ github.ref_name }}
             **Build time:** ${{ steps.tag.outputs.BUILD_TIME }}
-            
+
             For iOS Simulator testing!
           draft: false
           prerelease: true
@@ -83,4 +83,4 @@ jobs:
           upload_url: ${{ steps.create_release.outputs.upload_url }}
           asset_path: ${{ github.workspace }}/app-release.ipa
           asset_name: friend-lite-ios.ipa
-          asset_content_type: application/octet-stream 
\ No newline at end of file
+          asset_content_type: application/octet-stream
diff --git a/.github/workflows/ios-testflight.yml b/.github/workflows/ios-testflight.yml
new file mode 100644
index 00000000..8c468e35
--- /dev/null
+++ b/.github/workflows/ios-testflight.yml
@@ -0,0 +1,44 @@
+name: iOS TestFlight Deploy
+
+permissions:
+  contents: read
+
+on:
+  push:
+    branches: [main]
+    paths: ['app/**']
+  workflow_dispatch:
+
+jobs:
+  build-and-submit:
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: ./app
+
+    steps:
+      - name: Setup repo
+        uses: actions/checkout@v4
+
+      - name: Setup node
+        uses: actions/setup-node@v4.0.2
+        with:
+          node-version: 20.x
+          cache: 'npm'
+          cache-dependency-path: ./app/package-lock.json
+
+      - name: Setup Expo
+        uses: expo/expo-github-action@v8
+        with:
+          expo-version: latest
+          eas-version: latest
+          token: ${{ secrets.EXPO_TOKEN }}
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Write ASC API Key
+        run: echo "${{ secrets.ASC_API_KEY_P8 }}" > asc-api-key.p8
+
+      - name: Build and submit to TestFlight
+        run: eas build --platform ios --profile testflight --auto-submit --non-interactive
diff --git a/.github/workflows/pr-tests-with-api.yml b/.github/workflows/pr-tests-with-api.yml
index aeb45b1c..8e4b1cd1 100644
--- a/.github/workflows/pr-tests-with-api.yml
+++ b/.github/workflows/pr-tests-with-api.yml
@@ -105,9 +105,9 @@ jobs:
         CLEANUP_CONTAINERS: "false"  # Don't cleanup in CI - handled by workflow
       run: |
         # Use the full test script (includes all tests with API keys)
-        ./run-robot-tests.sh
-        TEST_EXIT_CODE=$?
-        echo "test_exit_code=$TEST_EXIT_CODE" >> $GITHUB_ENV
+        TEST_EXIT_CODE=0
+        ./run-robot-tests.sh || TEST_EXIT_CODE=$?
+        echo "test_exit_code=$TEST_EXIT_CODE" >> "$GITHUB_ENV"
         exit 0  # Don't fail here, we'll fail at the end after uploading artifacts
 
     - name: Save service logs to files
@@ -123,7 +123,6 @@ jobs:
         docker compose -f docker-compose-test.yml logs workers-test > logs/workers.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs mongo-test > logs/mongo.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs redis-test > logs/redis.log 2>&1 || true
-        docker compose -f docker-compose-test.yml logs qdrant-test > logs/qdrant.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs speaker-service-test > logs/speaker.log 2>&1 || true
         echo "✓ Logs saved to backends/advanced/logs/"
         ls -lh logs/
@@ -295,8 +294,12 @@ jobs:
     - name: Fail workflow if tests failed
       if: always()
       run: |
-        if [ "${{ env.test_exit_code }}" != "0" ]; then
-          echo "❌ Tests failed with exit code ${{ env.test_exit_code }}"
+        TEST_EXIT_CODE="${{ env.test_exit_code }}"
+        if [ -z "$TEST_EXIT_CODE" ]; then
+          echo "❌ Test step did not record an exit code; check earlier setup/test steps"
+          exit 1
+        elif [ "$TEST_EXIT_CODE" != "0" ]; then
+          echo "❌ Tests failed with exit code $TEST_EXIT_CODE"
           exit 1
         else
           echo "✅ All tests passed"
diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml
new file mode 100644
index 00000000..155be63d
--- /dev/null
+++ b/.github/workflows/python-tests.yml
@@ -0,0 +1,173 @@
+name: Python Tests
+
+on:
+  pull_request:
+    paths:
+      - "*.py"
+      - "setup-requirements.txt"
+      - ".coveragerc"
+      - "tests/unit/**"
+      - "backends/advanced/src/**"
+      - "backends/advanced/tests/**"
+      - "backends/advanced/pyproject.toml"
+      - "backends/advanced/uv.lock"
+      - "extras/asr-services/common/**"
+      - "extras/asr-services/providers/**"
+      - "extras/asr-services/tests/**"
+      - "extras/asr-services/pyproject.toml"
+      - "extras/asr-services/uv.lock"
+      - ".github/workflows/python-tests.yml"
+  push:
+    branches: [dev, main]
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+jobs:
+  root-unit:
+    name: Root tooling unit tests
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    env:
+      PYTHONPATH: ${{ github.workspace }}/backends/advanced/src
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+
+      - name: Run unit tests with coverage
+        run: >-
+          uv run
+          --with-requirements setup-requirements.txt
+          --with pytest
+          --with pytest-cov
+          pytest tests/unit
+          --cov
+          --cov-config=.coveragerc
+          --cov-report=term-missing
+          --cov-report=xml
+          --cov-report=html
+
+      - name: Upload coverage report
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: root-unit-coverage
+          path: coverage-reports/
+          if-no-files-found: warn
+          retention-days: 14
+
+  advanced-backend-unit:
+    name: Advanced backend unit tests
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    defaults:
+      run:
+        working-directory: backends/advanced
+    services:
+      # Some backend tests hit real local services (vault locks are Redis-backed
+      # and fail closed; test_leading_silence_trim_db uses Mongo). Match the
+      # defaults the code assumes: redis://localhost:6379, mongodb://localhost:27018.
+      redis:
+        image: redis:7-alpine
+        ports:
+          - 6379:6379
+      mongo:
+        image: mongo:8
+        ports:
+          - 27018:27017
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+
+      - name: Install system dependencies
+        # libopus0: native library behind opuslib (services/device_audio.py),
+        # imported transitively during test collection.
+        run: sudo apt-get update && sudo apt-get install -y --no-install-recommends libopus0
+
+      - name: Install test dependencies
+        run: uv sync --locked --group test
+
+      - name: Run unit tests with coverage
+        run: >-
+          uv run --group test pytest
+          --ignore=tests/test_audio_persistence_mongodb.py
+          --cov=advanced_omi_backend
+          --cov-report=term-missing
+          --cov-report=xml
+          --cov-report=html
+
+      - name: Upload coverage report
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: advanced-backend-unit-coverage
+          path: backends/advanced/coverage-reports/
+          if-no-files-found: warn
+          retention-days: 14
+
+  asr-unit:
+    name: ASR unit tests
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    defaults:
+      run:
+        working-directory: extras/asr-services
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v4
+        with:
+          version: "latest"
+
+      - name: Install test dependencies
+        run: uv sync --locked --group test
+
+      - name: Run unit tests with coverage
+        run: >-
+          uv run --group test pytest
+          --ignore=tests/test_parakeet_service.py
+          --cov=common
+          --cov=providers
+          --cov-report=term-missing
+          --cov-report=xml
+          --cov-report=html
+
+      - name: Upload coverage report
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: asr-unit-coverage
+          path: extras/asr-services/coverage-reports/
+          if-no-files-found: warn
+          retention-days: 14
diff --git a/.github/workflows/robot-tests.yml b/.github/workflows/robot-tests.yml
index 35e4dffa..9eb22692 100644
--- a/.github/workflows/robot-tests.yml
+++ b/.github/workflows/robot-tests.yml
@@ -76,13 +76,11 @@ jobs:
 
     - name: Run Robot Framework tests (No API Keys)
       working-directory: tests
-      env:
-        CLEANUP_CONTAINERS: "false"  # Don't cleanup in CI - handled by workflow
       run: |
-        # Use the no-API test script (excludes tests tagged with requires-api-keys)
-        ./run-no-api-tests.sh
-        TEST_EXIT_CODE=$?
-        echo "test_exit_code=$TEST_EXIT_CODE" >> $GITHUB_ENV
+        # Use Makefile target (starts containers with mock config, excludes api-keys/slow/sdk/gpu tests)
+        TEST_EXIT_CODE=0
+        make test-no-api OUTPUTDIR=results-no-api || TEST_EXIT_CODE=$?
+        echo "test_exit_code=$TEST_EXIT_CODE" >> "$GITHUB_ENV"
         exit 0  # Don't fail here, we'll fail at the end after uploading artifacts
 
     - name: Save service logs to files
@@ -98,11 +96,19 @@ jobs:
         docker compose -f docker-compose-test.yml logs workers-test > logs/workers.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs mongo-test > logs/mongo.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs redis-test > logs/redis.log 2>&1 || true
-        docker compose -f docker-compose-test.yml logs qdrant-test > logs/qdrant.log 2>&1 || true
         docker compose -f docker-compose-test.yml logs speaker-service-test > logs/speaker.log 2>&1 || true
         echo "✓ Logs saved to backends/advanced/logs/"
         ls -lh logs/
 
+    - name: Upload service logs
+      if: always()
+      uses: actions/upload-artifact@v4
+      with:
+        name: robot-service-logs
+        path: backends/advanced/logs/
+        if-no-files-found: warn
+        retention-days: 14
+
     - name: Check if test results exist
       if: always()
       id: check_results
@@ -273,8 +279,12 @@ jobs:
     - name: Fail workflow if tests failed
       if: always()
       run: |
-        if [ "${{ env.test_exit_code }}" != "0" ]; then
-          echo "❌ Tests failed with exit code ${{ env.test_exit_code }}"
+        TEST_EXIT_CODE="${{ env.test_exit_code }}"
+        if [ -z "$TEST_EXIT_CODE" ]; then
+          echo "❌ Test step did not record an exit code; check earlier setup/test steps"
+          exit 1
+        elif [ "$TEST_EXIT_CODE" != "0" ]; then
+          echo "❌ Tests failed with exit code $TEST_EXIT_CODE"
           exit 1
         else
           echo "✅ All tests passed"
diff --git a/.github/workflows/speaker-recognition-tests.yml b/.github/workflows/speaker-recognition-tests.yml
index 5768ada7..0225fb47 100644
--- a/.github/workflows/speaker-recognition-tests.yml
+++ b/.github/workflows/speaker-recognition-tests.yml
@@ -2,7 +2,7 @@ name: Speaker Recognition Tests
 
 on:
   push:
-    branches: [ main, develop ]
+    branches: [ main, dev ]
     paths:
       - 'extras/speaker-recognition/src/**'
       - 'extras/speaker-recognition/tests/**'
@@ -13,7 +13,7 @@ on:
       - 'extras/speaker-recognition/run-test.sh'
       - '.github/workflows/speaker-recognition-tests.yml'
   pull_request:
-    branches: [ main, develop ]
+    branches: [ main, dev ]
     paths:
       - 'extras/speaker-recognition/src/**'
       - 'extras/speaker-recognition/tests/**'
@@ -28,7 +28,7 @@ jobs:
   speaker-recognition-tests:
     runs-on: ubuntu-latest
     timeout-minutes: 30
-    
+
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
@@ -53,17 +53,17 @@ jobs:
 
     - name: Set up Docker Buildx
       uses: docker/setup-buildx-action@v3
-      
+
     - name: Install uv
       uses: astral-sh/setup-uv@v4
       with:
         version: "latest"
-        
+
     - name: Set up Python
       uses: actions/setup-python@v5
       with:
         python-version: "3.12"
-        
+
     - name: Run Speaker Recognition Integration Tests
       env:
         HF_TOKEN: ${{ secrets.HF_TOKEN }}
@@ -71,7 +71,7 @@ jobs:
       run: |
         cd extras/speaker-recognition
         ./run-test.sh
-        
+
     - name: Debug Docker build failure
       if: failure()
       run: |
@@ -84,7 +84,7 @@ jobs:
         docker compose -f docker-compose-test.yml logs || true
         echo "=== Docker system info ==="
         docker system df || true
-        
+
     - name: Upload test logs on failure
       if: failure()
       uses: actions/upload-artifact@v4
@@ -93,4 +93,4 @@ jobs:
         path: |
           extras/speaker-recognition/docker-compose-test.yml
           extras/speaker-recognition/.env
-        retention-days: 7
\ No newline at end of file
+        retention-days: 7
diff --git a/.gitignore b/.gitignore
index 4b5c84d3..90da9be1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,12 @@
 **/__pycache__
+.coverage
+.coverage.*
+**/coverage-reports/
+**/htmlcov/
 *.wav
+# Wake-word notification tones are bundled assets, not user audio — keep them tracked
+# so they're baked into the wakeword-service image (and served to all clients).
+!extras/wakeword-service/tones/*.wav
 **/*.env
 !**/.env.template
 **/memory_config.yaml
@@ -15,6 +22,10 @@ config/config.yml
 config/plugins.yml
 !config/plugins.yml.template
 
+# Advertised services — per-machine runtime state, regenerated by the node agent on
+# every start (services.py / edge/service_manager.py). No defaults, so no template.
+config/advertised-services.json
+
 # Individual plugin configs (may contain user-specific settings)
 backends/advanced/src/advanced_omi_backend/plugins/*/config.yml
 !backends/advanced/src/advanced_omi_backend/plugins/*/config.yml.template
@@ -22,11 +33,12 @@ backends/advanced/src/advanced_omi_backend/plugins/*/config.yml
 # Config backups
 config/*.backup.*
 config/*.backup*
+plugins/*/config.yml.backup
 
 example/*
 **/node_modules/*
 **/ollama-data/*
-**/qdrant_data/*
+**/model_cache
 **/model_cache/*
 .vscode/*
 **/audio_chunks/*
@@ -53,6 +65,7 @@ untracked/*
 backends/advanced/data/*
 backends/advanced/diarization_config.json
 extras/local-wearable-client/devices.yml
+extras/llm-services/cache/**
 !extras/local-wearable-client/devices.yml.template
 extras/havpe-relay/firmware/secrets.yaml
 extras/test-audios/*
@@ -64,28 +77,45 @@ extras/test-audios/*
 extras/speaker-omni-experimental/data/*
 extras/speaker-omni-experimental/cache/*
 
-# AI Stuff
-.claude
+# Discovery agent PID file
+edge/.discovery-agent.pid
+
+# AI Stuff: keep machine-local Claude state ignored, but track the shared skill link.
+.claude/*
+!.claude/skills
+
+# SSL / TLS certificates (centralized)
+certs/*.crt
+certs/*.key
+certs/*.pem
 
-# SSL
+# Legacy per-service SSL (kept for cleanup)
 extras/speaker-recognition/ssl/*
 backends/advanced/ssl/*
 
-# nginx
+# Generated reverse proxy configs
 extras/speaker-recognition/nginx.conf
+extras/speaker-recognition/Caddyfile
+
+# Generated compose overrides (e.g. Tailscale socket mount for Caddy-managed certs)
+backends/advanced/docker-compose.override.yml
+extras/speaker-recognition/docker-compose.override.yml
 
 # Cache
 extras/speaker-recognition/cache/*
 extras/speaker-recognition/outputs/*
+**/model_cache_strix_test/*
 
 # my backup
 backends/advanced/src/_webui_original/*
-backends/advanced-backend/data/neo4j_data/*
+backends/advanced-backend/data/falkordb_data/*
 backends/advanced-backend/data/speaker_model_cache/
 
 *.bin
 *.sqlite3
 *checkpoints
+# Experimental provider-local model fine-tuning workspaces
+extras/asr-services/providers/*/finetune/
 
 
 # k8s config
@@ -106,3 +136,5 @@ report.html
 .secrets
 
 sdk/
+
+edge/.discovery-agent.pid
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6ebb6573..859eca3c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,42 +1,22 @@
 repos:
-  # Local hooks (project-specific checks)
-  - repo: local
-    hooks:
-      # Run Robot Framework endpoint tests before push
-      - id: robot-framework-tests
-        name: Robot Framework Tests (Endpoints)
-        entry: bash -c 'cd tests && make endpoints OUTPUTDIR=.pre-commit-results'
-        language: system
-        pass_filenames: false
-        stages: [push]
-        verbose: true
-
-      # Clean up test results after hook runs
-      - id: cleanup-test-results
-        name: Cleanup Test Results
-        entry: bash -c 'cd tests && rm -rf .pre-commit-results'
-        language: system
-        pass_filenames: false
-        stages: [push]
-        always_run: true
-
   # Code formatting
   - repo: https://github.com/psf/black
     rev: 24.4.2
     hooks:
       - id: black
-        files: ^backends/advanced-backend/src/.*\.py$
+        exclude: \.venv/
   - repo: https://github.com/PyCQA/isort
     rev: 5.13.2
     hooks:
       - id: isort
-        files: ^backends/advanced-backend/src/.*\.py$
+        args: ["--profile", "black"]
+        exclude: \.venv/
 
   # File hygiene
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.5.0
     hooks:
       - id: trailing-whitespace
-        files: ^backends/advanced-backend/src/.*
+        exclude: \.venv/
       - id: end-of-file-fixer
-        files: ^backends/advanced-backend/src/.* 
\ No newline at end of file
+        exclude: \.venv/
diff --git a/CLAUDE.md b/AGENTS.md
similarity index 68%
rename from CLAUDE.md
rename to AGENTS.md
index fc3d8818..3bad60f8 100644
--- a/CLAUDE.md
+++ b/AGENTS.md
@@ -1,6 +1,6 @@
-# CLAUDE.md
+# AGENTS.md
 
-This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+This file provides guidance to coding agents working in this repository.
 
 ## Project Overview
 
@@ -20,7 +20,7 @@ Chronicle includes an **interactive setup wizard** for easy configuration. The w
 - Authentication setup (admin account, JWT secrets)
 - Transcription provider configuration (Deepgram or offline ASR)
 - LLM provider setup (OpenAI or Ollama)
-- Memory provider selection (Chronicle Native with Qdrant or OpenMemory MCP)
+- Memory configuration (agentic Markdown vault — Chronicle's single memory provider)
 - Network configuration and HTTPS setup
 - Optional services (speaker recognition, Parakeet ASR)
 
@@ -37,17 +37,19 @@ uv run --with-requirements setup-requirements.txt python wizard.py
 
 **Note on Convenience Scripts**: Chronicle provides wrapper scripts (`./wizard.sh`, `./start.sh`, `./restart.sh`, `./stop.sh`, `./status.sh`) that simplify the longer `uv run --with-requirements setup-requirements.txt python` commands. Use these for everyday operations.
 
+**Temporary Tooling Rule**: When a Python tool or dependency is needed only for a one-off task, run it ephemerally with `uv run --with <package> ...`; do not install it into a project environment or add it to project dependencies. For a package-owned CLI, use `uvx --from <package> <entrypoint>`. This applies to browser automation, screenshots, data inspection, and other temporary utilities.
+
 ### Setup Documentation
 For detailed setup instructions and troubleshooting, see:
 - **[@quickstart.md](quickstart.md)**: Beginner-friendly step-by-step setup guide
-- **[@Docs/init-system.md](Docs/init-system.md)**: Complete initialization system architecture and design
+- **[@docs/init-system.md](docs/init-system.md)**: Complete initialization system architecture and design
 
 ### Wizard Architecture
 The initialization system uses a **root orchestrator pattern**:
 - **`wizard.py`**: Root setup orchestrator for service selection and delegation
 - **`backends/advanced/init.py`**: Backend configuration wizard
 - **`extras/speaker-recognition/init.py`**: Speaker recognition setup
-- **Service setup scripts**: Individual setup for ASR services and OpenMemory MCP
+- **Service setup scripts**: Individual setup for ASR services
 
 Key features:
 - Interactive prompts with validation
@@ -99,13 +101,13 @@ make test              # Start containers + run all tests
 
 # Or step by step
 make start             # Start test containers (with health checks)
-make test-all          # Run all test suites
+make all               # Run all test suites
 make stop              # Stop containers (preserves volumes)
 
 # Run specific test suites
-make test-endpoints    # API endpoint tests (~40 tests, fast)
-make test-integration  # End-to-end workflows (~15 tests, slower)
-make test-infra        # Infrastructure resilience (~5 tests)
+make endpoints         # API endpoint tests
+make integration       # End-to-end workflows
+make infra             # Infrastructure resilience
 
 # Quick iteration (reuse existing containers)
 make test-quick        # Run tests without restarting containers
@@ -129,7 +131,7 @@ make logs SERVICE=<name>  # View specific service logs
 #### Test Environment
 
 Test services use isolated ports and database:
-- **Ports:** Backend (8001), MongoDB (27018), Redis (6380), Qdrant (6337/6338)
+- **Ports:** Backend (8001), MongoDB (27018), Redis (6380)
 - **Database:** `test_db` (separate from production)
 - **Credentials:** `test-admin@example.com` / `test-admin-password-123`
 
@@ -162,6 +164,13 @@ docker compose up --build
 # HAVPE Relay (ESP32 bridge)
 cd extras/havpe-relay
 docker compose up --build
+
+# TTS Services (text-to-speech, run ONE provider at a time on port 8770)
+cd extras/tts
+docker compose up tada-tts -d --build        # HumeAI TADA (GPU, voice cloning)
+docker compose up fish-tts -d --build        # Fish Speech (GPU, 50+ langs, emotion tags)
+docker compose up kittentts-tts -d --build   # KittenTTS (~25MB CPU ONNX, no GPU)
+docker compose up kokoro-tts -d --build       # Kokoro-82M (<~1GB VRAM GPU/CPU, preset voices)
 ```
 
 ## Architecture Overview
@@ -173,10 +182,10 @@ docker compose up --build
 - **Job Tracker**: Tracks pipeline jobs with stage events (audio → transcription → memory) and completion status
 - **Task Management**: BackgroundTaskManager tracks all async tasks to prevent orphaned processes
 - **Unified Transcription**: Deepgram transcription with fallback to offline ASR services
-- **Memory System**: Pluggable providers (Chronicle native or OpenMemory MCP)
+- **Memory System**: Single agentic Markdown vault — a tool-calling memory agent records conversations and surgically edits Obsidian-style People/Topic/Category notes; a read-only retrieval agent drives ripgrep over the vault to answer queries
 - **Authentication**: Email-based login with MongoDB ObjectId user system
 - **Client Management**: Auto-generated client IDs as `{user_id_suffix}-{device_name}`, centralized ClientManager
-- **Data Storage**: MongoDB (`audio_chunks` collection for conversations), vector storage (Qdrant or OpenMemory)
+- **Data Storage**: MongoDB (conversations, `audio_chunks`, chat, annotations), disk WAV files, and the Markdown vault (`data/conversation_docs/<user_id>/`) as the memory source of truth
 - **Web Interface**: React-based web dashboard with authentication and real-time monitoring
 
 ### Service Dependencies
@@ -184,9 +193,8 @@ docker compose up --build
 Required:
   - MongoDB: User data and conversations
   - Redis: Job queues (RQ workers) and session state
-  - Qdrant: Vector storage for memory search
   - FastAPI Backend: Core audio processing
-  - LLM Service: Memory extraction and action items (OpenAI or Ollama)
+  - LLM Service: Memory agent (vault read/write) and action items (OpenAI or Ollama)
 
 Recommended:
   - Transcription: Deepgram or offline ASR services
@@ -195,7 +203,6 @@ Optional:
   - Parakeet ASR: Offline transcription service
   - Speaker Recognition: Voice identification service
   - Caddy: HTTPS reverse proxy (auto-configured when HTTPS enabled)
-  - OpenMemory MCP: For cross-client memory compatibility
 ```
 
 ## Data Flow Architecture
@@ -206,8 +213,8 @@ Optional:
 4. **Speech-Driven Conversation Creation**: User-facing conversations only created when speech is detected
 5. **Dual Storage System**: Audio sessions always stored in `audio_chunks`, conversations created in `conversations` collection only with speech
 6. **Versioned Processing**: Transcript and memory versions tracked with active version pointers
-7. **Memory Processing**: Pluggable providers (Chronicle native with individual facts or OpenMemory MCP delegation)
-8. **Memory Storage**: Direct Qdrant (Chronicle) or OpenMemory server (MCP provider)
+7. **Memory Processing**: A tool-calling memory agent records each conversation and surgically edits People/Topic/Category notes in the Markdown vault
+8. **Memory Storage**: Obsidian-style Markdown vault at `data/conversation_docs/<user_id>/` — the single source of truth, searched by a read-only retrieval agent via ripgrep
 9. **Audio Optimization**: Speech segment extraction removes silence automatically
 10. **Task Tracking**: BackgroundTaskManager ensures proper cleanup of all async operations
 
@@ -256,51 +263,31 @@ DEEPGRAM_API_KEY=your-deepgram-key-here
 # Optional: TRANSCRIPTION_PROVIDER=deepgram
 
 # Memory Provider
-MEMORY_PROVIDER=chronicle  # or openmemory_mcp
+MEMORY_PROVIDER=chronicle  # agentic Markdown vault (only valid value)
 
 # Database
 MONGODB_URI=mongodb://mongo:27017
 # Database name: chronicle
-QDRANT_BASE_URL=qdrant
 
 # Network Configuration
 HOST_IP=localhost
 BACKEND_PUBLIC_PORT=8000
-WEBUI_PORT=3010  # Production port (5173 is Vite dev server only)
-CORS_ORIGINS=http://localhost:3010,http://localhost:8000
+WEBUI_PORT=5173  # Vite dev server (the only webui; fronted by Caddy for HTTPS)
+CORS_ORIGINS=http://localhost:5173,http://localhost:8000
 ```
 
 ### Memory Provider Configuration
 
-Chronicle supports two pluggable memory backends:
+Chronicle has a single memory provider, `chronicle`: an **agentic Markdown vault**. The vault (Obsidian-style notes at `data/conversation_docs/<user_id>/`) is the single source of truth. A tool-calling memory agent records each conversation and surgically edits People/Topic/Category notes; a read-only retrieval agent drives ripgrep over the vault to synthesize answers. There is no provider choice to configure — only an LLM for the agents to use.
 
-#### Chronicle Memory Provider (Default)
 ```bash
-# Use Chronicle memory provider (default)
+# Memory provider (only valid value)
 MEMORY_PROVIDER=chronicle
 
-# LLM Configuration for memory extraction
+# LLM Configuration for the memory agent
 LLM_PROVIDER=openai
 OPENAI_API_KEY=your-openai-key-here
 OPENAI_MODEL=gpt-4o-mini
-
-# Vector Storage
-QDRANT_BASE_URL=qdrant
-```
-
-#### OpenMemory MCP Provider
-```bash
-# Use OpenMemory MCP provider
-MEMORY_PROVIDER=openmemory_mcp
-
-# OpenMemory MCP Server Configuration
-OPENMEMORY_MCP_URL=http://host.docker.internal:8765
-OPENMEMORY_CLIENT_NAME=chronicle
-OPENMEMORY_USER_ID=openmemory
-OPENMEMORY_TIMEOUT=30
-
-# OpenAI key for OpenMemory server
-OPENAI_API_KEY=your-openai-key-here
 ```
 
 ### Transcription Provider Configuration
@@ -357,7 +344,7 @@ SPEAKER_SERVICE_URL=http://speaker-recognition:8085
 - **GET /readiness**: Service dependency validation
 - **WS /ws**: Audio streaming endpoint with codec parameter (Wyoming protocol, supports pcm and opus codecs)
 - **GET /api/conversations**: User's conversations with transcripts
-- **GET /api/memories/search**: Semantic memory search with relevance scoring
+- **GET /api/memories/search**: Agentic vault search (retrieval agent over the Markdown vault)
 - **POST /auth/jwt/login**: Email-based login (returns JWT token)
 
 ### Authentication Flow
@@ -458,6 +445,51 @@ The relay will automatically:
 - Forward ESP32 audio to the backend with proper authentication
 - Handle token refresh and reconnection
 
+## TTS Services
+
+Provider-based text-to-speech (`extras/tts/`), built on the same provider pattern as `extras/asr-services/`. Run **one provider at a time**, all serving on port `8770` (configurable via `TTS_PORT`).
+
+### Providers
+
+| Provider | Service | Hardware | Highlights |
+|----------|---------|----------|-----------|
+| **TADA** (HumeAI) | `tada-tts` | GPU | Zero-shot voice cloning, 1:1 token alignment (no hallucinations), MIT. `tada-1b` (English) / `tada-3b-ml` (9 langs). Needs `HF_TOKEN` (Llama 3.2 base is gated). |
+| **Fish Speech** (Fish Audio) | `fish-tts` | GPU | Dual-AR, 50+ langs, inline emotion/prosody tags (`[laugh]`, `[whispers]`), streaming. `s2-pro` (default) / `openaudio-s1-mini` / `fish-speech-1.5`. Optional `torch.compile`. |
+| **KittenTTS** (KittenML) | `kittentts-tts` | CPU | Ultra-light (~25MB) ONNX, no GPU/API key, preset voices, English only. Uses dedicated `KITTEN_TTS_*` env vars. |
+| **Kokoro** (hexgrad) | `kokoro-tts` | GPU/CPU | Lightweight (~82M, **<~1GB VRAM**) StyleTTS2, preset voices, 8 langs, Apache-2.0. Quality-per-VRAM sweet spot. Uses dedicated `KOKORO_TTS_*` env vars. |
+
+### Setup & Run
+
+```bash
+cd extras/tts
+
+# Configure (selects provider, model, CUDA version)
+uv run --with-requirements ../../setup-requirements.txt python init.py
+
+# Start ONE provider
+docker compose up tada-tts -d --build       # or fish-tts / kittentts-tts
+
+# Test
+curl http://localhost:8770/health
+curl -X POST http://localhost:8770/synthesize -F "text=Hello world." -o output.wav
+```
+
+### API Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/health` | GET | Service health (`healthy` / `initializing`) |
+| `/info` | GET | Model id, provider, capabilities, supported languages |
+| `/synthesize` | POST | Generate speech (multipart form) |
+
+**POST /synthesize** — `text` (required); optional `reference_audio` (WAV) + `reference_text` for voice cloning; optional generation params (`temperature`, `top_p`, `repetition_penalty`, `seed`, `max_new_tokens`). Returns WAV bytes with `X-Sample-Rate`, `X-Provider`, `X-Model` headers.
+
+**Notes:**
+- Not registered in `services.py` — manage with `docker compose` directly (like the HAVPE relay).
+- GPU providers require CUDA 12.6+ (`PYTORCH_CUDA_VERSION=cu126`/`cu128`); `cu121` is unsupported (torch>=2.7).
+- Add a provider by creating `extras/tts/providers/{name}/` with `service.py`, `synthesizer.py`, and `Dockerfile` (subclass `BaseTTSService`).
+- An optional `edge-agent` sidecar (`--profile edge`) advertises the service on the Tailnet.
+
 ## Distributed Deployment
 
 ### Single Machine vs Distributed Setup
@@ -515,14 +547,14 @@ tailscale ip -4
 **Service Examples:**
 - GPU machine: LLM inference, ASR, speaker recognition
 - Backend machine: FastAPI, WebUI, databases
-- Database machine: MongoDB, Qdrant (optional separation)
+- Database machine: MongoDB (optional separation)
 
 ## Development Notes
 
 ### Package Management
 - **Backend**: Uses `uv` for Python dependency management (faster than pip)
 - **Mobile**: Uses `npm` with React Native and Expo
-- **Docker**: Primary deployment method with docker-compose
+- **Containers**: The service lifecycle (`services.py`/`status.py`/service-manager) supports **both Docker and Podman**, selected via `container_engine: docker|podman` in `config/config.yml` (or the `CONTAINER_ENGINE`/`COMPOSE_CMD` env vars). The repo's compose files run unmodified under either engine. For Podman it drives `podman-compose` and needs CDI for GPU. See **[@docs/podman.md](docs/podman.md)** for rootless/GPU setup and migration notes.
 
 ### Testing Strategy
 - **Makefile-Based**: All test operations through simple `make` commands (`make test`, `make start`, `make stop`)
@@ -562,20 +594,28 @@ The system includes comprehensive health checks:
 - **Log Preservation**: All cleanup operations save logs to `tests/logs/` automatically
 - **CI Compatibility**: Same test logic runs locally and in GitHub Actions
 
-### Cursor Rule Integration
-Project includes `.cursor/rules/always-plan-first.mdc` requiring understanding before coding. Always explain the task and confirm approach before implementation.
-
 ## Extended Documentation
 
 For detailed technical documentation, see:
-- **[@Docs/overview.md](Docs/overview.md)**: Architecture overview and technical deep dive
-- **[@Docs/init-system.md](Docs/init-system.md)**: Initialization system and service management
-- **[@Docs/ssl-certificates.md](Docs/ssl-certificates.md)**: HTTPS/SSL setup details
-- **[@Docs/audio-pipeline-architecture.md](Docs/audio-pipeline-architecture.md)**: Audio pipeline design
-- **[@backends/advanced/Docs/auth.md](backends/advanced/Docs/auth.md)**: Authentication architecture
-- **[backends/advanced/Docs/architecture.md](backends/advanced/Docs/architecture.md)**: Backend architecture details
-- **[@backends/advanced/Docs/memories.md](backends/advanced/Docs/memories.md)**: Memory system documentation
-- **[@backends/advanced/Docs/plugin-development-guide.md](backends/advanced/Docs/plugin-development-guide.md)**: Plugin development guide
+- **[@docs/README.md](docs/README.md)**: Documentation index
+- **[@docs/overview.md](docs/overview.md)**: Architecture overview and technical deep dive
+- **[@docs/init-system.md](docs/init-system.md)**: Initialization system and service management
+- **[@docs/ssl-certificates.md](docs/ssl-certificates.md)**: HTTPS/SSL setup details
+- **[@docs/podman.md](docs/podman.md)**: Running with Podman instead of Docker (engine selection, rootless/GPU setup)
+- **[@docs/screenpipe.md](docs/screenpipe.md)**: ScreenPipe capture-node architecture, services, desktop controls, and troubleshooting
+- **[@docs/audio-pipeline-architecture.md](docs/audio-pipeline-architecture.md)**: Audio pipeline design
+- **[@docs/backend/auth.md](docs/backend/auth.md)**: Authentication architecture
+- **[@docs/backend/memories.md](docs/backend/memories.md)**: Memory system documentation
+- **[@docs/backend/plugin-development-guide.md](docs/backend/plugin-development-guide.md)**: Plugin development guide
+
+### ScreenPipe Capture Nodes
+
+Before changing ScreenPipe ingestion, the desktop tray, or capture-node services, read
+[@docs/screenpipe.md](docs/screenpipe.md). ScreenPipe owns the high-volume local capture
+store; Chronicle's companion sends compact activity metadata and serves bounded
+snapshot/OCR requests. The desktop entry point is shared across macOS and Linux, with
+platform UI adapters over common state, logging, and vault-sync code. The ScreenPipe UI
+is an optional on-demand viewer and must not be required for background capture.
 
 ## Robot Framework Testing
 
@@ -583,13 +623,13 @@ For detailed technical documentation, see:
 
 Before writing any Robot Framework test:
 1. **Read [@tests/TESTING_GUIDELINES.md](tests/TESTING_GUIDELINES.md)** for comprehensive testing patterns and standards
-2. **Check [@tests/tags.md](tests/tags.md)** for approved tags - ONLY 11 tags are permitted
+2. **Check [@tests/tags.md](tests/tags.md)** for approved tags - only the 11 business tags and 4 execution tags are permitted
 3. **SCAN existing resource files** for keywords - NEVER write code that duplicates existing keywords
 4. **Follow the Arrange-Act-Assert pattern** with inline verifications (not abstracted to keywords)
 
 Key Testing Rules:
 - **Check Existing Keywords FIRST**: Before writing ANY test code, scan relevant resource files (`websocket_keywords.robot`, `queue_keywords.robot`, `conversation_keywords.robot`, etc.) for existing keywords
-- **Tags**: ONLY use the 11 approved tags from tags.md, tab-separated (e.g., `[Tags]    infra	audio-streaming`)
+- **Tags**: ONLY use the 15 approved tags from tags.md, tab-separated (e.g., `[Tags]    infra	audio-streaming`)
 - **Verifications**: Write assertions directly in tests, not in resource keywords
 - **Keywords**: Only create keywords for reusable setup/action operations AFTER confirming no existing keyword exists
 - **Resources**: Always check existing resource files before creating new keywords or duplicating logic
@@ -597,20 +637,34 @@ Key Testing Rules:
 
 **DO NOT:**
 - Write inline code without checking if a keyword already exists for that operation
-- Create custom tags (use only the 11 approved tags)
+- Create custom tags (use only the 15 approved tags)
 - Abstract verifications into keywords (keep them inline in tests)
 - Use space-separated tags (must be tab-separated)
 - Skip reading the guidelines before writing tests
 
-## Notes for Claude
+## Notes for Coding Agents
+For frontend UI changes and reviews, read
+**[@docs/agents/frontend-ux-review.md](docs/agents/frontend-ux-review.md)**. Apply the
+installed `frontend-design-principles` skill for hierarchy and visual judgment, and
+the repository `screenshots` skill for rendered-page verification.
+
 Check if the src/ is volume mounted. If not, do compose build so that code changes are reflected. Do not simply run `docker compose restart` as it will not rebuild the image.
-Check backends/advanced/Docs for up to date information on advanced backend.
+Check `docs/backend/` for up-to-date information on the advanced backend.
 All docker projects have .dockerignore following the exclude pattern. That means files need to be included for them to be visible to docker.
 The uv package manager is used for all python projects. Wherever you'd call `python3 main.py` you'd call `uv run python main.py`
+For temporary Python-backed tooling that is not part of the repo dependencies, prefer `uv run --with <package> python ...` instead of installing packages into the project. Use `uvx --from <package> <entrypoint>` when invoking a package's own CLI. For browser scripts/screenshots, use `uv run --with playwright python - <<'PY'` and import `playwright.sync_api`; for the Playwright CLI use `uvx --from playwright playwright ...`. Do not add transient Playwright/npm packages to `package.json` just to drive a one-off check.
+
+**Compute-Intensive Workloads:**
+- Chronicle is designed for heavy data and AI processing. Re-encoding or recomputation is acceptable when it improves correctness or output quality.
+- Avoid wasteful repeated work: cache reusable artifacts, fingerprint model and configuration inputs, and reuse valid intermediate results.
+- Prefer GPU acceleration whenever the workload and deployed service support it.
+
+**Container Engine (Docker or Podman):**
+- The project supports **both Docker and Podman**. The active engine is set by `container_engine` in `config/config.yml` (default `docker`); prefer the lifecycle scripts (`./start.sh`/`./stop.sh`/`./restart.sh`) which route through the selected engine. For one-off manual commands under Podman use `podman-compose` (not `docker compose`). See **[@docs/podman.md](docs/podman.md)**.
 
 **Docker Build Guidelines:**
-- Use `docker compose build` without `--no-cache` by default for faster builds
+- Use `docker compose build` (or `podman-compose build`) without `--no-cache` by default for faster builds
 - Only use `--no-cache` when explicitly needed (e.g., if cached layers are causing issues or when troubleshooting build problems)
-- Docker's build cache is efficient and saves significant time during development
+- The build cache is efficient and saves significant time during development
 
-- Remember that whenever there's a python command, you should use uv run python3 instead
\ No newline at end of file
+- Remember that whenever there's a python command, you should use uv run python3 instead
diff --git a/Docs/audio-pipeline-architecture.md b/Docs/audio-pipeline-architecture.md
deleted file mode 100644
index afba52db..00000000
--- a/Docs/audio-pipeline-architecture.md
+++ /dev/null
@@ -1,1241 +0,0 @@
-# Audio Pipeline Architecture
-
-This document explains how audio flows through the Chronicle system from initial capture to final storage, including all intermediate processing stages, Redis streams, and data storage locations.
-
-## Table of Contents
-
-- [Overview](#overview)
-- [Architecture Diagram](#architecture-diagram)
-- [Data Sources](#data-sources)
-- [Redis Streams: The Central Pipeline](#redis-streams-the-central-pipeline)
-- [Producer: AudioStreamProducer](#producer-audiostreamproducer)
-- [Dual-Consumer Architecture](#dual-consumer-architecture)
-- [Transcription Results Aggregator](#transcription-results-aggregator)
-- [Job Queue Orchestration (RQ)](#job-queue-orchestration-rq)
-- [Data Storage](#data-storage)
-- [Complete End-to-End Flow](#complete-end-to-end-flow)
-- [Key Design Patterns](#key-design-patterns)
-- [Failure Handling](#failure-handling)
-
-## Overview
-
-Chronicle's audio pipeline is built on three core technologies:
-
-- **Redis Streams**: Distributed message queues for audio chunks and transcription results
-- **Background Tasks**: Async consumers that process streams independently
-- **RQ Job Queue**: Orchestrates session-level and conversation-level workflows
-
-**Key Insight**: Multiple workers can independently consume the **same audio stream** using Redis Consumer Groups, enabling parallel processing paths (transcription + disk persistence) without duplication.
-
-## Architecture Diagram
-
-```
-┌─────────────────────────────────────────────────────────────────┐
-│                        AUDIO INPUT                              │
-│  WebSocket (/ws) │ File Upload (/audio/upload) │ Google Drive  │
-└────────────────────────────────┬────────────────────────────────┘
-                                 ↓
-                    ┌────────────────────────┐
-                    │  AudioStreamProducer   │
-                    │  - Chunk audio (0.25s) │
-                    │  - Session metadata    │
-                    └────────────┬───────────┘
-                                 ↓
-                    ┌────────────────────────────────┐
-                    │  Redis Stream (Per Client)     │
-                    │  audio:stream:{client_id}      │
-                    └─────┬──────────────────┬───────┘
-                          ↓                  ↓
-          ┌───────────────────────┐  ┌──────────────────────┐
-          │ Transcription Consumer│  │ Audio Persistence    │
-          │ Group (streaming/batch)│  │ Consumer Group       │
-          │                       │  │                      │
-          │ → Deepgram WebSocket  │  │ → Writes WAV files   │
-          │ → Batch buffering     │  │ → Monitors rotation  │
-          │ → Publish results     │  │ → Stores file paths  │
-          └───────────┬───────────┘  └──────────┬───────────┘
-                      ↓                          ↓
-          ┌───────────────────────┐  ┌──────────────────────┐
-          │ transcription:results │  │ Disk Storage         │
-          │ :{session_id}         │  │ data/chunks/*.wav    │
-          └───────────┬───────────┘  └──────────────────────┘
-                      ↓
-          ┌───────────────────────┐
-          │ TranscriptionResults  │
-          │ Aggregator            │
-          │ - Combines chunks     │
-          │ - Merges timestamps   │
-          └───────────┬───────────┘
-                      ↓
-          ┌───────────────────────┐
-          │   RQ Job Pipeline     │
-          ├───────────────────────┤
-          │ speech_detection_job  │ ← Session-level
-          │         ↓             │
-          │ open_conversation_job │ ← Conversation-level
-          │         ↓             │
-          │ Post-Conversation:    │
-          │ • transcribe_full     │
-          │ • speaker_recognition │
-          │ • memory_extraction   │
-          │ • title_generation    │
-          └───────────┬───────────┘
-                      ↓
-          ┌───────────────────────┐
-          │   Final Storage       │
-          ├───────────────────────┤
-          │ MongoDB: conversations│
-          │ Disk: WAV files       │
-          │ Qdrant: Memories      │
-          └───────────────────────┘
-```
-
-## Data Sources
-
-### 1. WebSocket Streaming (`/ws`)
-
-**Endpoint**: `/ws?codec=pcm|opus&token=xxx&device_name=xxx`
-
-**Handlers**:
-- `handle_pcm_websocket()` - Raw PCM audio
-- `handle_omi_websocket()` - Opus-encoded audio (compressed, used by OMI devices)
-
-**Protocol**: Wyoming Protocol (JSON lines + binary frames)
-
-**Authentication**: JWT token required
-
-**Location**: `backends/advanced/src/advanced_omi_backend/routers/websocket_routes.py`
-
-**Container**: `chronicle-backend`
-
-### 2. File Upload (`/audio/upload`)
-
-**Endpoint**: `POST /api/audio/upload`
-
-**Accepts**: Multiple WAV files (multipart form data)
-
-**Authentication**: Admin only
-
-**Device ID**: Auto-generated as `{user_id_suffix}-upload` or custom `device_name`
-
-**Location**: `backends/advanced/src/advanced_omi_backend/routers/api_router.py`
-
-**Container**: `chronicle-backend`
-
-### 3. Google Drive Upload
-
-**Endpoint**: `POST /api/audio/upload_audio_from_gdrive`
-
-**Source**: Google Drive folder ID
-
-**Processing**: Downloads files and enqueues for processing
-
-**Container**: `chronicle-backend`
-
-## Redis Streams: The Central Pipeline
-
-### Stream Naming Convention
-
-```
-audio:stream:{client_id}
-```
-
-**Examples**:
-- `audio:stream:user01-phone`
-- `audio:stream:user01-omi-device`
-- `audio:stream:user01-upload`
-
-**Characteristics**:
-- **Client-specific isolation**: Each device has its own stream
-- **Fan-out pattern**: Multiple consumer groups read the same stream
-- **MAXLEN constraint**: Keeps last 25,000 entries (auto-trimming)
-- **No TTL**: Streams persist until manually deleted
-- **Container**: `redis` service
-
-### Session Metadata Storage
-
-```
-audio:session:{session_id}
-```
-
-**Type**: Redis Hash
-
-**Fields**:
-- `user_id`: MongoDB ObjectId
-- `client_id`: Device identifier
-- `connection_id`: WebSocket connection ID
-- `stream_name`: `audio:stream:{client_id}`
-- `status`: `"active"` → `"finalizing"` → `"complete"`
-- `chunks_published`: Integer count
-- `speech_detection_job_id`: RQ job ID
-- `audio_persistence_job_id`: RQ job ID
-- `websocket_connected`: `true|false`
-- `transcription_error`: Error message (if any)
-
-**TTL**: 1 hour
-
-**Container**: `redis`
-
-### Transcription Results Stream
-
-```
-transcription:results:{session_id}
-```
-
-**Type**: Redis Stream
-
-**Written by**: Transcription consumers (streaming or batch)
-
-**Read by**: `TranscriptionResultsAggregator`
-
-**Message Fields**:
-- `text`: Transcribed text for this chunk
-- `chunk_id`: Redis message ID from audio stream
-- `provider`: `"deepgram"` or `"parakeet"`
-- `confidence`: Float (0.0-1.0)
-- `words`: JSON array of word-level timestamps
-- `segments`: JSON array of speaker segments
-
-**Lifecycle**: Deleted when conversation completes
-
-**Container**: `redis`
-
-### Conversation Tracking
-
-```
-conversation:current:{session_id}
-```
-
-**Type**: Redis String
-
-**Value**: Current `conversation_id` (UUID)
-
-**Purpose**: Signals audio persistence job to rotate WAV file
-
-**TTL**: 24 hours
-
-**Container**: `redis`
-
-### Audio File Path Mapping
-
-```
-audio:file:{conversation_id}
-```
-
-**Type**: Redis String
-
-**Value**: File path (e.g., `1704067200000_user01-phone_convid.wav`)
-
-**Purpose**: Links conversation to its audio file on disk
-
-**TTL**: 24 hours
-
-**Container**: `redis`
-
-## Producer: AudioStreamProducer
-
-**File**: `backends/advanced/src/advanced_omi_backend/services/audio_stream/producer.py`
-
-**Container**: `chronicle-backend` (in-memory, no persistence)
-
-### Responsibilities
-
-#### 1. Session Initialization
-
-```python
-async def init_session(
-    session_id: str,
-    user_id: str,
-    client_id: str,
-    provider: str,
-    mode: str
-) -> None
-```
-
-**Actions**:
-- Creates `audio:session:{session_id}` hash in Redis
-- Initializes in-memory buffer for chunking
-- Stores session metadata (user, client, provider)
-
-#### 2. Audio Chunking
-
-```python
-async def add_audio_chunk(
-    session_id: str,
-    audio_data: bytes
-) -> list[str]
-```
-
-**Process**:
-1. Buffers incoming audio (arbitrary size from WebSocket)
-2. Creates **fixed-size chunks**: 0.25 seconds = 8,000 bytes
-   - Assumes: 16kHz sample rate, 16-bit mono PCM
-3. Prevents cutting audio mid-word (aligned chunks)
-4. Publishes each chunk to `audio:stream:{client_id}` via `XADD`
-5. Returns Redis message IDs for tracking
-
-**In-Memory Storage**: Session buffers stored in `AudioStreamProducer._session_buffers` dict
-
-#### 3. Session End Signal
-
-```python
-async def send_session_end_signal(session_id: str) -> None
-```
-
-**Actions**:
-- Publishes special `{"type": "END"}` message to stream
-- Signals all consumers to flush buffers and finalize
-- Updates session status to `"finalizing"`
-
-### Data Location
-
-**Memory**: `chronicle-backend` container (in-memory buffers)
-
-**Redis**: Published chunks in `audio:stream:{client_id}` (redis container)
-
-## Dual-Consumer Architecture
-
-Chronicle uses **Redis Consumer Groups** to enable multiple independent consumers to read the **same audio stream** without message duplication.
-
-### Consumer Group 1: Transcription
-
-Two implementations available:
-
-#### A. Streaming Transcription Consumer
-
-**File**: `backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py`
-
-**Class**: `StreamingTranscriptionConsumer`
-
-**Consumer Group**: `streaming-transcription`
-
-**Provider**: Deepgram (WebSocket-based)
-
-**Process**:
-1. Discovers `audio:stream:*` streams dynamically using `SCAN`
-2. Opens persistent WebSocket connection to Deepgram per stream
-3. Sends audio chunks **immediately** (no buffering)
-4. Publishes **interim results** to `transcription:interim:{session_id}` (Redis Pub/Sub)
-5. Publishes **final results** to `transcription:results:{session_id}` (Redis Stream)
-6. Triggers plugins on final results only
-7. ACKs messages with `XACK` to prevent reprocessing
-8. Handles END signal: closes WebSocket, cleans up
-
-**Container**: `chronicle-backend` (Background Task via `BackgroundTaskManager`)
-
-**Real-time Updates**: Interim results pushed to WebSocket clients via Pub/Sub
-
-#### B. Batch Transcription Consumer
-
-**File**: `backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py`
-
-**Class**: `BaseAudioStreamConsumer`
-
-**Consumer Group**: `{provider_name}_workers` (e.g., `deepgram_workers`, `parakeet_workers`)
-
-**Providers**: Deepgram (batch), Parakeet ASR (offline)
-
-**Process**:
-1. Reads from `audio:stream:{client_id}` using `XREADGROUP`
-2. Buffers chunks per session (default: 30 chunks = ~7.5 seconds)
-3. When buffer full:
-   - Combines chunks into single audio buffer
-   - Transcribes using provider API
-   - Adjusts word/segment timestamps relative to session start
-   - Publishes result to `transcription:results:{session_id}`
-4. Flushes remaining buffer on END signal
-5. ACKs all buffered messages with `XACK`
-6. Trims stream to keep only last 1,000 entries (`XTRIM MAXLEN`)
-
-**Container**: `chronicle-backend` (Background Task)
-
-**Batching Benefits**: Reduces API calls, improves transcription accuracy (more context)
-
-### Consumer Group 2: Audio Persistence
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py`
-
-**Function**: `audio_streaming_persistence_job()`
-
-**Consumer Group**: `audio_persistence`
-
-**Consumer Name**: `persistence-worker-{session_id}`
-
-**Process**:
-1. Reads audio chunks from `audio:stream:{client_id}` using `XREADGROUP`
-2. Monitors `conversation:current:{session_id}` for rotation signals
-3. On conversation rotation:
-   - Closes current WAV file
-   - Opens new WAV file with new conversation ID
-4. Writes chunks immediately to disk (real-time persistence)
-5. Stores file path in `audio:file:{conversation_id}` (Redis)
-6. Handles END signal: closes file, returns statistics
-7. ACKs messages after writing to disk
-
-**Container**: `chronicle-backend` (RQ Worker)
-
-**Output Location**: `backends/advanced/data/chunks/` (volume-mounted)
-
-**File Format**: `{timestamp_ms}_{client_id}_{conversation_id}.wav`
-
-### Fan-Out Pattern Visualization
-
-```
-audio:stream:user01-phone
-    ↓
-    ├─ Consumer Group: "streaming-transcription"
-    │  └─ Worker: streaming-worker-12345
-    │     → Reads: chunks → Deepgram WS → Results stream
-    │
-    ├─ Consumer Group: "deepgram_workers"
-    │  ├─ Worker: deepgram-worker-67890
-    │  ├─ Worker: deepgram-worker-67891
-    │  └─ Reads: chunks → Buffer (30) → Batch API → Results stream
-    │
-    └─ Consumer Group: "audio_persistence"
-       └─ Worker: persistence-worker-sessionXYZ
-          → Reads: chunks → WAV file (disk)
-```
-
-**Key Benefits**:
-- **Horizontal scaling**: Multiple workers per group
-- **Independent processing**: Each group processes all messages
-- **No message loss**: Messages ACKed only after processing
-- **Decoupled**: Producer doesn't know about consumers
-
-## Transcription Results Aggregator
-
-**File**: `backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py`
-
-**Class**: `TranscriptionResultsAggregator`
-
-**Container**: `chronicle-backend` (in-memory, stateless)
-
-### Methods
-
-#### Get Combined Results
-
-```python
-async def get_combined_results(session_id: str) -> dict
-```
-
-**Returns**:
-```python
-{
-    "text": "Full transcript...",
-    "segments": [SpeakerSegment, ...],
-    "words": [Word, ...],
-    "provider": "deepgram",
-    "chunk_count": 42
-}
-```
-
-**Process**:
-- Reads all entries from `transcription:results:{session_id}`
-- For **streaming mode**: Uses latest final result only (supersedes interim)
-- For **batch mode**: Combines all chunks sequentially
-- Adjusts timestamps across chunks (adds audio offset)
-- Merges speaker segments, words
-
-#### Get Session Results (Raw)
-
-```python
-async def get_session_results(session_id: str) -> list[dict]
-```
-
-**Returns**: Raw list of transcription result messages
-
-#### Get Real-time Results
-
-```python
-async def get_realtime_results(
-    session_id: str,
-    last_id: str = "0-0"
-) -> tuple[list[dict], str]
-```
-
-**Returns**: `(new_results, new_last_id)`
-
-**Purpose**: Incremental polling for live UI updates
-
-### Data Location
-
-**Input**: `transcription:results:{session_id}` stream (redis container)
-
-**Processing**: In-memory (chronicle-backend container)
-
-**Output**: Returned to caller (no persistence)
-
-## Job Queue Orchestration (RQ)
-
-**Library**: Python RQ (Redis Queue)
-
-**File**: `backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py`
-
-**Containers**:
-- `chronicle-backend` (enqueues jobs)
-- `rq-worker` (executes jobs)
-
-### Job Pipeline
-
-```
-Session Starts
-    ↓
-┌─────────────────────────────────┐
-│ stream_speech_detection_job     │ ← Session-level (long-running)
-│ - Polls transcription results   │
-│ - Analyzes speech content       │
-│ - Checks speaker filters        │
-└─────────────┬───────────────────┘
-              ↓ (when speech detected)
-┌─────────────────────────────────┐
-│ open_conversation_job           │ ← Conversation-level (long-running)
-│ - Creates conversation          │
-│ - Signals file rotation         │
-│ - Monitors activity             │
-│ - Detects end conditions        │
-└─────────────┬───────────────────┘
-              ↓ (when conversation ends)
-┌─────────────────────────────────┐
-│ Post-Conversation Pipeline      │
-├─────────────────────────────────┤
-│ • recognize_speakers_job        │
-│ • memory_extraction_job         │
-│ • generate_title_summary_job    │
-│ • dispatch_conversation_complete│
-└─────────────────────────────────┘
-```
-
-### Session-Level Jobs
-
-#### Speech Detection Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py`
-
-**Function**: `stream_speech_detection_job()`
-
-**Scope**: Entire session (can handle multiple conversations)
-
-**Max Duration**: 24 hours
-
-**Process**:
-1. Polls `TranscriptionResultsAggregator.get_combined_results()` (1-second intervals)
-2. Analyzes speech content:
-   - Word count > 10
-   - Duration > 5 seconds
-   - Confidence > threshold
-3. If speaker filter enabled: checks for enrolled speakers
-4. When speech detected:
-   - Creates conversation in MongoDB
-   - Enqueues `open_conversation_job`
-   - **Exits** (restarts when conversation completes)
-5. Handles transcription errors (marks session with error flag)
-
-**RQ Queue**: `speech_detection_queue` (dedicated queue)
-
-**Container**: `rq-worker`
-
-### Conversation-Level Jobs
-
-#### Open Conversation Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py`
-
-**Function**: `open_conversation_job()`
-
-**Scope**: Single conversation
-
-**Max Duration**: 3 hours
-
-**Process**:
-1. Creates conversation document in MongoDB `conversations` collection
-2. Sets `conversation:current:{session_id}` = `conversation_id` (Redis)
-   - **Triggers audio persistence job to rotate WAV file**
-3. Polls for transcription updates (1-second intervals)
-4. Tracks speech activity (inactivity timeout = 60 seconds default)
-5. Detects end conditions:
-   - WebSocket disconnect
-   - User manual stop
-   - Inactivity timeout
-6. Waits for audio file path from persistence job
-7. Saves `audio_path` to conversation document
-8. Triggers conversation-level plugins
-9. Enqueues post-conversation jobs
-10. Calls `handle_end_of_conversation()` for cleanup + restart
-
-**RQ Queue**: `default`
-
-**Container**: `rq-worker`
-
-#### Audio Persistence Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py`
-
-**Function**: `audio_streaming_persistence_job()`
-
-**Scope**: Entire session (parallel with open_conversation_job)
-
-**Max Duration**: 24 hours
-
-**Process**:
-1. Monitors `conversation:current:{session_id}` for rotation signals
-2. For each conversation:
-   - Opens new WAV file: `{timestamp}_{client_id}_{conversation_id}.wav`
-   - Writes chunks immediately as they arrive from stream
-   - Stores file path in `audio:file:{conversation_id}`
-3. On rotation signal:
-   - Closes current file
-   - Opens new file for next conversation
-4. On END signal:
-   - Closes file
-   - Returns statistics (chunk count, bytes, duration)
-
-**Output**: WAV files in `backends/advanced/data/chunks/`
-
-**Container**: `rq-worker`
-
-### Post-Conversation Pipeline
-
-**Streaming conversations**: Use streaming transcript saved during conversation. No batch re-transcription.
-
-**File uploads**: Batch transcription job runs first, then post-conversation jobs depend on it.
-
-#### 1. Recognize Speakers Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py`
-
-**Function**: `recognize_speakers_job()`
-
-**Process**:
-- Sends audio + segments to speaker recognition service
-- Identifies speakers using voice embeddings
-- Updates segment speaker labels in MongoDB
-
-**Optional**: Only runs if `DISABLE_SPEAKER_RECOGNITION=false`
-
-**Container**: `rq-worker`
-
-**External Service**: `speaker-recognition` container (if enabled)
-
-#### 2. Memory Extraction Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/memory_jobs.py`
-
-**Function**: `memory_extraction_job()`
-
-**Prerequisite**: Speaker recognition job
-
-**Process**:
-- Uses LLM (OpenAI/Ollama) to extract semantic facts
-- Stores embeddings in vector database:
-  - **Chronicle provider**: Qdrant
-  - **OpenMemory MCP provider**: External OpenMemory server
-
-**Container**: `rq-worker`
-
-**External Services**:
-- `ollama` or OpenAI API (LLM)
-- `qdrant` or OpenMemory MCP (vector storage)
-
-#### 3. Generate Title Summary Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py`
-
-**Function**: `generate_title_summary_job()`
-
-**Prerequisite**: Speaker recognition job
-
-**Process**:
-- Uses LLM to generate title, summary, detailed summary
-- Updates conversation document in MongoDB
-
-**Container**: `rq-worker`
-
-#### 4. Dispatch Conversation Complete Event
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py`
-
-**Function**: `dispatch_conversation_complete_event_job()`
-
-**Process**:
-- Triggers `conversation.complete` plugin event
-
-**Container**: `rq-worker`
-
-#### Batch Transcription Job
-
-**File**: `backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py`
-
-**Function**: `transcribe_full_audio_job()`
-
-**When used**:
-- File uploads via `/api/process-audio-files`
-- Manual reprocessing via `/api/conversations/{id}/reprocess-transcript`
-- NOT used for streaming conversations
-
-**Process**:
-- Reconstructs audio from MongoDB chunks
-- Batch transcribes entire audio
-- Stores transcript with word-level timestamps
-
-**Container**: `rq-worker`
-
-### Session Restart
-
-**File**: `backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py`
-
-**Function**: `handle_end_of_conversation()`
-
-**Process**:
-1. Deletes transcription results stream: `transcription:results:{session_id}`
-2. Increments `session:conversation_count:{session_id}`
-3. Checks if session still active (WebSocket connected)
-4. If active: Re-enqueues `stream_speech_detection_job` for next conversation
-5. Cleans up consumer groups and pending messages
-
-**Purpose**: Allows continuous recording with multiple conversations per session
-
-## Data Storage
-
-### MongoDB Collections
-
-**Database**: `chronicle`
-
-**Container**: `mongo`
-
-**Volume**: `mongodb_data` (persistent)
-
-#### `conversations` Collection
-
-**Schema**:
-```python
-{
-    "_id": ObjectId,
-    "conversation_id": "uuid-string",
-    "audio_uuid": "session_id",
-    "user_id": ObjectId,
-    "client_id": "user01-phone",
-
-    # Content
-    "title": "Meeting notes",
-    "summary": "Discussion about...",
-    "detailed_summary": "Longer summary...",
-    "transcript": "Full transcript text",
-    "audio_path": "1704067200000_user01-phone_convid.wav",
-
-    # Versioned Transcripts
-    "active_transcript_version": "v1",
-    "transcript_versions": {
-        "v1": {
-            "text": "Full transcript",
-            "segments": [SpeakerSegment],
-            "words": [Word],
-            "provider": "deepgram",
-            "processing_time_seconds": 45.2,
-            "created_at": "2025-01-11T12:00:00Z"
-        }
-    },
-    "segments": [SpeakerSegment],  # From active version
-
-    # Metadata
-    "created_at": "2025-01-11T12:00:00Z",
-    "completed_at": "2025-01-11T12:15:00Z",
-    "end_reason": "user_stopped|inactivity_timeout|websocket_disconnect",
-    "deleted": false
-}
-```
-
-**Indexes**:
-- `user_id` (for user-scoped queries)
-- `client_id` (for device filtering)
-- `conversation_id` (unique)
-
-#### `audio_chunks` Collection
-
-**Purpose**: Stores raw audio session data
-
-**Schema**:
-```python
-{
-    "_id": ObjectId,
-    "audio_uuid": "session_id",
-    "user_id": ObjectId,
-    "client_id": "user01-phone",
-    "created_at": "2025-01-11T12:00:00Z",
-    "metadata": { ... }
-}
-```
-
-**Use Case**: Speech-driven architecture (sessions without conversations)
-
-#### `users` Collection
-
-**Purpose**: User accounts, authentication, preferences
-
-**Schema**:
-```python
-{
-    "_id": ObjectId,
-    "email": "user@example.com",
-    "hashed_password": "...",
-    "is_active": true,
-    "is_superuser": false,
-    "created_at": "2025-01-11T12:00:00Z"
-}
-```
-
-### Disk Storage
-
-**Location**: `backends/advanced/data/chunks/`
-
-**Container**: `chronicle-backend` (volume-mounted)
-
-**Volume**: `./backends/advanced/data/chunks:/app/data/chunks`
-
-**File Format**: WAV files
-
-**Naming Convention**: `{timestamp_ms}_{client_id}_{conversation_id}.wav`
-
-**Example**: `1704067200000_user01-phone_550e8400-e29b-41d4-a716-446655440000.wav`
-
-**Created by**: `audio_streaming_persistence_job()`
-
-**Read by**: Post-conversation transcription jobs
-
-**Retention**: Manual cleanup (no automatic deletion)
-
-### Redis Storage
-
-**Container**: `redis`
-
-**Volume**: `redis_data` (persistent)
-
-| Key Pattern | Type | Purpose | TTL | Created By |
-|-------------|------|---------|-----|------------|
-| `audio:stream:{client_id}` | Stream | Audio chunks for transcription | None (MAXLEN=25k) | AudioStreamProducer |
-| `audio:session:{session_id}` | Hash | Session metadata | 1 hour | AudioStreamProducer |
-| `transcription:results:{session_id}` | Stream | Transcription results | Manual delete | Transcription consumers |
-| `transcription:interim:{session_id}` | Pub/Sub | Real-time interim results | N/A (ephemeral) | Streaming consumer |
-| `conversation:current:{session_id}` | String | Current conversation ID | 24 hours | open_conversation_job |
-| `audio:file:{conversation_id}` | String | Audio file path | 24 hours | audio_persistence_job |
-| `session:conversation_count:{session_id}` | Counter | Conversation count | 1 hour | handle_end_of_conversation |
-| `speech_detection_job:{client_id}` | String | Job ID for cleanup | 1 hour | speech_detection_job |
-| `rq:job:{job_id}` | Hash | RQ job metadata | 24 hours (default) | RQ |
-
-### Vector Storage (Memory)
-
-#### Option A: Qdrant (Chronicle Native Provider)
-
-**Container**: `qdrant`
-
-**Volume**: `qdrant_data` (persistent)
-
-**Ports**: 6333 (HTTP), 6334 (gRPC)
-
-**Collections**: User-specific collections for semantic embeddings
-
-**Written by**: `memory_extraction_job()`
-
-**Read by**: Memory search API (`/api/memories/search`)
-
-#### Option B: OpenMemory MCP
-
-**Container**: `openmemory-mcp` (external service)
-
-**Port**: 8765
-
-**Protocol**: MCP (Model Context Protocol)
-
-**Collections**: Cross-client memory storage
-
-**Written by**: `memory_extraction_job()` (via MCP provider)
-
-**Read by**: Memory search API (via MCP provider)
-
-## Complete End-to-End Flow
-
-### Step-by-Step Data Journey
-
-```
-┌─────────────────────────────────────────────────────────────────┐
-│ 1. AUDIO INPUT                                                  │
-└─────────────────────────────────────────────────────────────────┘
-  WebSocket (/ws) or File Upload (/audio/upload)
-  ↓
-  Container: chronicle-backend
-  ↓
-  AudioStreamProducer.init_session()
-  - Creates: audio:session:{session_id} (Redis)
-  - Initializes: In-memory buffer (chronicle-backend container)
-  ↓
-  AudioStreamProducer.add_audio_chunk()
-  - Buffers: In-memory (chronicle-backend)
-  - Chunks: Fixed 0.25s chunks (8,000 bytes)
-  - Publishes: audio:stream:{client_id} (Redis)
-  - Returns: Redis message IDs
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 2. SESSION-LEVEL JOB (RQ)                                       │
-└─────────────────────────────────────────────────────────────────┘
-  stream_speech_detection_job
-  Container: rq-worker
-  ↓
-  Polls: TranscriptionResultsAggregator.get_combined_results()
-  Reads: transcription:results:{session_id} (Redis)
-  ↓
-  Analyzes: Word count, duration, confidence
-  ↓
-  When speech detected:
-    - Creates: Conversation document (MongoDB)
-    - Enqueues: open_conversation_job (RQ)
-    - Exits (restarts when conversation ends)
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 3a. TRANSCRIPTION CONSUMER (Background Task)                    │
-└─────────────────────────────────────────────────────────────────┘
-  StreamingTranscriptionConsumer (or BaseAudioStreamConsumer)
-  Container: chronicle-backend (Background Task)
-  ↓
-  Reads: audio:stream:{client_id} (Redis, via XREADGROUP)
-  Consumer Group: streaming-transcription (or batch provider)
-  ↓
-  STREAMING PATH:
-    • Opens: WebSocket to Deepgram
-    • Sends: Chunks immediately (no buffering)
-    • Publishes Interim: transcription:interim:{session_id} (Redis Pub/Sub)
-    • Publishes Final: transcription:results:{session_id} (Redis Stream)
-    • Triggers: Plugins on final results
-
-  BATCH PATH:
-    • Buffers: 30 chunks (~7.5s) in memory (chronicle-backend)
-    • Combines: All buffered chunks
-    • Transcribes: Via provider API (Deepgram/Parakeet)
-    • Adjusts: Timestamps relative to session start
-    • Publishes: transcription:results:{session_id} (Redis Stream)
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 3b. AUDIO PERSISTENCE CONSUMER (RQ Job)                         │
-└─────────────────────────────────────────────────────────────────┘
-  audio_streaming_persistence_job
-  Container: rq-worker
-  ↓
-  Reads: audio:stream:{client_id} (Redis, via XREADGROUP)
-  Consumer Group: audio_persistence
-  ↓
-  Monitors: conversation:current:{session_id} (Redis)
-  ↓
-  For each conversation:
-    • Opens: New WAV file (data/chunks/, chronicle-backend volume)
-    • Writes: Chunks immediately (real-time)
-    • Stores: audio:file:{conversation_id} = path (Redis)
-  ↓
-  On rotation signal:
-    • Closes: Current file
-    • Opens: New file for next conversation
-  ↓
-  On END signal:
-    • Closes: File
-    • Returns: Statistics (chunks, bytes, duration)
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 4. CONVERSATION-LEVEL JOB (RQ)                                  │
-└─────────────────────────────────────────────────────────────────┘
-  open_conversation_job
-  Container: rq-worker
-  ↓
-  Creates: Conversation document (MongoDB conversations collection)
-  ↓
-  Sets: conversation:current:{session_id} = conversation_id (Redis)
-    → Triggers audio persistence job to rotate WAV file
-  ↓
-  Polls: TranscriptionResultsAggregator for updates (1s intervals)
-  Reads: transcription:results:{session_id} (Redis)
-  ↓
-  Tracks: Speech activity (inactivity timeout = 60s)
-  ↓
-  Detects End:
-    - Inactivity (60s)
-    - User manual stop
-    - WebSocket disconnect
-  ↓
-  Waits: For audio file path from persistence job
-  Reads: audio:file:{conversation_id} (Redis)
-  ↓
-  Saves: audio_path to conversation document (MongoDB)
-  ↓
-  Enqueues: POST-CONVERSATION PIPELINE (RQ)
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 5. POST-CONVERSATION PIPELINE (RQ - Parallel Jobs)              │
-└─────────────────────────────────────────────────────────────────┘
-  All jobs run in parallel
-  Container: rq-worker
-  ↓
-  Reads: Audio file from disk (data/chunks/*.wav)
-
-  ┌─ transcribe_full_audio_job
-  │  - Batch transcribes: Complete audio file
-  │  - Validates: Meaningful speech
-  │  - Marks deleted: If no speech
-  │  - Stores: MongoDB (transcript, segments, words)
-  │
-  │  └─ recognize_speakers_job (if enabled)
-  │     - Sends: Audio + segments to speaker-recognition service
-  │     - Identifies: Speakers via voice embeddings
-  │     - Updates: MongoDB (segment speaker labels)
-  │
-  │  └─ memory_extraction_job
-  │     - Uses: LLM (OpenAI/Ollama) to extract facts
-  │     - Stores: Qdrant (Chronicle) or OpenMemory MCP (vector DB)
-  │
-  └─ generate_title_summary_job
-     - Uses: LLM (OpenAI/Ollama)
-     - Generates: Title, summary, detailed_summary
-     - Stores: MongoDB (conversation document)
-
-  └─ dispatch_conversation_complete_event_job
-     - Triggers: conversation.complete plugins
-     - Only for: File uploads (not streaming)
-
-  All results stored: MongoDB conversations collection
-
-┌─────────────────────────────────────────────────────────────────┐
-│ 6. SESSION RESTART                                              │
-└─────────────────────────────────────────────────────────────────┘
-  handle_end_of_conversation()
-  Container: chronicle-backend
-  ↓
-  Deletes: transcription:results:{session_id} (Redis)
-  ↓
-  Increments: session:conversation_count:{session_id} (Redis)
-  ↓
-  Checks: Session still active? (WebSocket connected)
-  ↓
-  If active:
-    - Re-enqueues: stream_speech_detection_job (RQ)
-    - Session remains: "active" for next conversation
-```
-
-### Data Locations Summary
-
-| Stage | Data Type | Location | Container |
-|-------|-----------|----------|-----------|
-| Input | Audio bytes | In-memory buffers | chronicle-backend |
-| Producer | Fixed chunks | `audio:stream:{client_id}` | redis |
-| Session metadata | Hash | `audio:session:{session_id}` | redis |
-| Transcription consumer | Interim results | `transcription:interim:{session_id}` (Pub/Sub) | redis |
-| Transcription consumer | Final results | `transcription:results:{session_id}` (Stream) | redis |
-| Audio persistence | WAV files | `data/chunks/*.wav` (disk volume) | chronicle-backend (volume) |
-| Audio persistence | File paths | `audio:file:{conversation_id}` | redis |
-| Conversation job | Conversation doc | MongoDB `conversations` | mongo |
-| Post-processing | Transcript | MongoDB `conversations` | mongo |
-| Post-processing | Memories | Qdrant or OpenMemory MCP | qdrant / openmemory-mcp |
-| Post-processing | Title/summary | MongoDB `conversations` | mongo |
-
-## Key Design Patterns
-
-### 1. Speech-Driven Architecture
-
-**Principle**: Conversations only created when speech is detected
-
-**Benefits**:
-- Clean user experience (no noise-only sessions in UI)
-- Reduced memory processing load
-- Automatic quality filtering
-
-**Implementation**:
-- `audio_chunks` collection: Always stores sessions
-- `conversations` collection: Only created with speech
-- Speech detection: Analyzes word count, duration, confidence
-
-### 2. Versioned Processing
-
-**Principle**: Store multiple versions of transcripts/memories
-
-**Benefits**:
-- Reprocess without losing originals
-- A/B testing different providers
-- Rollback to previous versions
-
-**Implementation**:
-- `transcript_versions` dict with version IDs (v1, v2, ...)
-- `active_transcript_version` pointer
-- `segments` field mirrors active version (quick access)
-
-### 3. Session-Level vs Conversation-Level
-
-**Session**: WebSocket connection lifetime (multiple conversations)
-- Duration: Up to 24 hours
-- Job: `stream_speech_detection_job`
-- Purpose: Continuous monitoring for speech
-
-**Conversation**: Speech burst between silence periods
-- Duration: Typically minutes
-- Job: `open_conversation_job`
-- Purpose: Process single meaningful exchange
-
-**Benefits**:
-- Continuous recording without manual start/stop
-- Automatic conversation segmentation
-- Efficient resource usage (one session, many conversations)
-
-### 4. Job Metadata Cascading
-
-**Pattern**: Parent jobs link to child jobs
-
-**Example**:
-```
-speech_detection_job
-  ↓ job_id stored in
-audio:session:{session_id}
-  ↓ creates
-open_conversation_job
-  ↓ job_id stored in
-conversation document
-  ↓ creates
-post-conversation jobs (parallel)
-```
-
-**Benefits**:
-- Job grouping and cleanup
-- Dependency tracking
-- Debugging (trace job lineage)
-
-### 5. Real-Time + Batch Hybrid
-
-**Real-Time Path** (Streaming Consumer):
-- Low latency (interim results in <1 second)
-- WebSocket to Deepgram
-- Publishes to Pub/Sub for live UI updates
-
-**Batch Path** (Batch Consumer):
-- High accuracy (more context)
-- Buffers 7.5 seconds
-- API-based transcription
-
-**Both paths** write to same `transcription:results:{session_id}` stream
-
-**Benefits**:
-- Live UI updates (interim results)
-- Accurate final results (batch processing)
-- Provider flexibility (switch between streaming/batch)
-
-### 6. Fan-Out via Redis Consumer Groups
-
-**Pattern**: Multiple consumer groups read same stream
-
-**Example**: `audio:stream:{client_id}` consumed by:
-- Transcription consumer group
-- Audio persistence consumer group
-
-**Benefits**:
-- Parallel processing paths
-- Horizontal scaling (multiple workers per group)
-- No message duplication (each group processes independently)
-
-### 7. File Rotation via Redis Signals
-
-**Pattern**: Conversation job signals persistence job via Redis key
-
-**Implementation**:
-```python
-# Conversation job
-redis.set(f"conversation:current:{session_id}", conversation_id)
-
-# Persistence job (monitors key)
-current_conv = redis.get(f"conversation:current:{session_id}")
-if current_conv != last_conv:
-    close_current_file()
-    open_new_file(current_conv)
-```
-
-**Benefits**:
-- Decoupled jobs (no direct communication)
-- Real-time file rotation
-- Multiple files per session (one per conversation)
-
-## Failure Handling
-
-### Transcription Errors
-
-**Detection**: `stream_speech_detection_job` polls results
-
-**Action**:
-- Sets `transcription_error` field in `audio:session:{session_id}`
-- Logs error for debugging
-- Session remains active (can recover)
-
-### No Meaningful Speech
-
-**Detection**: `transcribe_full_audio_job` validates transcript
-
-**Criteria**:
-- Word count < 10
-- Duration < 5 seconds
-- All words low confidence
-
-**Action**:
-- Marks conversation `deleted=True`
-- Sets `end_reason="no_meaningful_speech"`
-- Conversation hidden from UI
-
-### Audio File Not Ready
-
-**Detection**: `open_conversation_job` waits for file path
-
-**Timeout**: 30 seconds (configurable)
-
-**Action**:
-- Marks conversation `deleted=True`
-- Sets `end_reason="audio_file_not_ready"`
-- Logs error for debugging
-
-### Job Zombies (Stuck Jobs)
-
-**Detection**: `check_job_alive()` utility
-
-**Method**: Checks Redis for job existence
-
-**Action**:
-- Returns `False` if job missing
-- Caller can retry or fail gracefully
-
-### Dead Consumers
-
-**Detection**: Consumer group lag monitoring
-
-**Cleanup**:
-- Removes idle consumers (>30 seconds)
-- Claims pending messages from dead consumers
-- Redistributes to active workers
-
-### Stream Trimming
-
-**Prevention**: Streams don't grow unbounded
-
-**Implementation**:
-- `XTRIM MAXLEN 25000` on `audio:stream:{client_id}`
-- Keeps last 25k messages (~104 minutes @ 0.25s chunks)
-- Deletes `transcription:results:{session_id}` after conversation ends
-
-### Session Timeout
-
-**Max Duration**: 24 hours
-
-**Action**:
-- Jobs exit gracefully
-- Session marked `"complete"`
-- Resources cleaned up (streams deleted, consumer groups removed)
-
----
-
-## Conclusion
-
-Chronicle's audio pipeline is designed for:
-- **Real-time processing**: Low-latency transcription and live UI updates
-- **Horizontal scalability**: Redis Consumer Groups enable multiple workers
-- **Fault tolerance**: Decoupled components, job retries, graceful error handling
-- **Resource efficiency**: Speech-driven architecture filters noise automatically
-- **Flexibility**: Pluggable providers (Deepgram/Parakeet, OpenAI/Ollama, Qdrant/OpenMemory)
-
-All coordinated through **Redis Streams** for data flow and **RQ** for orchestration, with **MongoDB** for final storage and **disk** for audio archives.
diff --git a/Docs/ssl-certificates.md b/Docs/ssl-certificates.md
deleted file mode 100644
index 1980c833..00000000
--- a/Docs/ssl-certificates.md
+++ /dev/null
@@ -1,73 +0,0 @@
-# SSL Certificates & HTTPS
-
-Chronicle uses automatic HTTPS setup for secure microphone access and remote connections.
-
-## Why HTTPS is Needed
-
-Modern browsers require HTTPS for:
-- **Microphone access** over network (not localhost)
-- **Secure WebSocket connections** (WSS)
-- **Remote access** via Tailscale/VPN
-- **Production deployments**
-
-## SSL Implementation
-
-### Advanced Backend → Caddy
-
-The main backend uses **Caddy** for automatic HTTPS:
-
-**Configuration**: `backends/advanced/Caddyfile`
-**Activation**: Caddy starts when using `--profile https` or when wizard enables HTTPS
-**Certificate**: Self-signed for local/Tailscale IPs, automatic Let's Encrypt for domains
-
-**Ports**:
-- `443` - HTTPS (main access)
-- `80` - HTTP (redirects to HTTPS)
-
-**Access**: `https://localhost` or `https://your-tailscale-ip`
-
-### Speaker Recognition → nginx
-
-The speaker recognition service uses **nginx** for HTTPS:
-
-**Configuration**: `extras/speaker-recognition/nginx.conf`
-**Certificate**: Self-signed via `ssl/generate-ssl.sh`
-
-**Ports**:
-- `8444` - HTTPS
-- `8081` - HTTP (redirects to HTTPS)
-
-**Access**: `https://localhost:8444`
-
-## Setup via Wizard
-
-When you run `./wizard.sh`, the setup wizard:
-1. Asks if you want to enable HTTPS
-2. Prompts for your Tailscale IP or domain
-3. Generates SSL certificates automatically
-4. Configures Caddy/nginx as needed
-5. Updates CORS settings for HTTPS origins
-
-**No manual setup required** - the wizard handles everything.
-
-## Browser Certificate Warnings
-
-Since we use self-signed certificates for local/Tailscale IPs, browsers will show security warnings:
-
-1. Click "Advanced"
-2. Click "Proceed to localhost (unsafe)" or similar
-3. Microphone access will now work
-
-For production with real domains, Caddy automatically obtains valid Let's Encrypt certificates.
-
-## Troubleshooting
-
-**HTTPS not working**:
-- Check Caddy/nginx containers are running: `docker compose ps`
-- Verify certificates exist: `ls backends/advanced/ssl/` or `ls extras/speaker-recognition/ssl/`
-- Check you're using `https://` not `http://`
-
-**Microphone not accessible**:
-- Ensure you're accessing via HTTPS (not HTTP)
-- Accept browser certificate warning
-- Verify you're not using `localhost` from remote device (use Tailscale IP instead)
diff --git a/LICENSE b/LICENSE
index 6e9268e9..4130f88b 100644
--- a/LICENSE
+++ b/LICENSE
@@ -18,4 +18,4 @@ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
\ No newline at end of file
+SOFTWARE.
diff --git a/Makefile b/Makefile
index d821819e..79617249 100644
--- a/Makefile
+++ b/Makefile
@@ -74,11 +74,11 @@ help: ## Show detailed help for all targets
 	@echo "🏗️  KUBERNETES SETUP:"
 	@echo "  setup-k8s          Complete initial Kubernetes setup"
 	@echo "                     - Configures insecure registry access"
-	@echo "                     - Sets up infrastructure services (MongoDB, Qdrant)"
+	@echo "                     - Sets up infrastructure services (MongoDB, FalkorDB)"
 	@echo "                     - Creates shared models PVC"
 	@echo "                     - Sets up cross-namespace RBAC"
 	@echo "                     - Generates and applies configuration"
-	@echo "  setup-infrastructure Deploy infrastructure services (MongoDB, Qdrant)"
+	@echo "  setup-infrastructure Deploy infrastructure services (MongoDB, FalkorDB)"
 	@echo "  setup-rbac         Set up cross-namespace RBAC"
 	@echo "  setup-storage-pvc  Create shared models PVC"
 	@echo
@@ -122,8 +122,9 @@ help: ## Show detailed help for all targets
 setup-dev: ## Setup development environment (git hooks, pre-commit)
 	@echo "🛠️  Setting up development environment..."
 	@echo ""
+	@bash scripts/check_uv.sh
 	@echo "📦 Installing pre-commit..."
-	@pip install pre-commit 2>/dev/null || pip3 install pre-commit
+	@uv tool install pre-commit
 	@echo ""
 	@echo "🔧 Installing git hooks..."
 	@pre-commit install --hook-type pre-push
@@ -148,7 +149,7 @@ setup-k8s: ## Initial Kubernetes setup (registry + infrastructure)
 	@echo
 	@echo "📋 Setup includes:"
 	@echo "  • Insecure registry configuration"
-	@echo "  • Infrastructure services (MongoDB, Qdrant)"
+	@echo "  • Infrastructure services (MongoDB, FalkorDB)"
 	@echo "  • Shared models PVC for speaker recognition"
 	@echo "  • Cross-namespace RBAC"
 	@echo "  • Configuration generation and application"
@@ -177,13 +178,12 @@ setup-k8s: ## Initial Kubernetes setup (registry + infrastructure)
 	@echo "  • Run 'make k8s-status' to check cluster status"
 	@echo "  • Run 'make help' for more options"
 
-setup-infrastructure: ## Set up infrastructure services (MongoDB, Qdrant)
+setup-infrastructure: ## Set up infrastructure services (MongoDB, FalkorDB)
 	@echo "🏗️  Setting up infrastructure services..."
-	@echo "Deploying MongoDB and Qdrant to $(INFRASTRUCTURE_NAMESPACE) namespace..."
+	@echo "Deploying MongoDB and FalkorDB to $(INFRASTRUCTURE_NAMESPACE) namespace..."
 	@set -a; source skaffold.env; set +a; skaffold run --profile=infrastructure --default-repo=$(CONTAINER_REGISTRY)
 	@echo "⏳ Waiting for infrastructure services to be ready..."
 	@kubectl wait --for=condition=ready pod -l app.kubernetes.io/name=mongodb -n $(INFRASTRUCTURE_NAMESPACE) --timeout=300s || echo "⚠️  MongoDB not ready yet"
-	@kubectl wait --for=condition=ready pod -l app.kubernetes.io/name=qdrant -n $(INFRASTRUCTURE_NAMESPACE) --timeout=300s || echo "⚠️  Qdrant not ready yet"
 	@echo "✅ Infrastructure services deployed"
 
 setup-rbac: ## Set up cross-namespace RBAC
diff --git a/README-K8S.md b/README-K8S.md
index 8bbe22fa..5a243400 100644
--- a/README-K8S.md
+++ b/README-K8S.md
@@ -47,7 +47,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
 2. **Install Ubuntu Server**
    - Boot from USB/DVD
    - Choose "Install Ubuntu Server"
-   - Configure network with static IP (recommended: 192.168.1.42) 
+   - Configure network with static IP (recommended: 192.168.1.42)
    - Set hostname (e.g., `k8s_control_plane`)
    - Create user account
    - Install OpenSSH server
@@ -56,10 +56,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Update system
    sudo apt update && sudo apt upgrade -y
-   
+
    # Install essential packages
    sudo apt install -y curl wget git vim htop tree
-   
+
    # Configure firewall
    sudo ufw allow ssh
    sudo ufw allow 6443  # Kubernetes API
@@ -75,11 +75,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Install MicroK8s
    sudo snap install microk8s --classic
-   
+
    # Add user to microk8s group
    sudo usermod -a -G microk8s $USER
    sudo chown -f -R $USER ~/.kube
-   
+
    # Log out and back in, or run:
    newgrp microk8s
    ```
@@ -88,10 +88,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Start MicroK8s
    sudo microk8s start
-   
+
    # Wait for all services to be ready
    sudo microk8s status --wait-ready
-   
+
    # Generate join token for worker nodes
    sudo microk8s add-node
    # This will output a command like:
@@ -103,7 +103,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Start MicroK8s
    sudo microk8s start
-   
+
    # Wait for all services to be ready
    sudo microk8s status --wait-ready
    ```
@@ -115,7 +115,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    sudo microk8s enable ingress
    sudo microk8s enable storage
    sudo microk8s enable metrics-server
-   
+
    # Wait for add-ons to be ready
    sudo microk8s status --wait-ready
    ```
@@ -125,7 +125,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    # Create kubectl alias
    echo 'alias kubectl="microk8s kubectl"' >> ~/.bashrc
    source ~/.bashrc
-   
+
    # Verify installation
    kubectl get nodes
    kubectl get pods -A
@@ -147,11 +147,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Install MicroK8s
    sudo snap install microk8s --classic
-   
+
    # Add user to microk8s group
    sudo usermod -a -G microk8s $USER
    sudo chown -f -R $USER ~/.kube
-   
+
    # Log out and back in, or run:
    newgrp microk8s
    ```
@@ -161,7 +161,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    # Use the join command from the control plane
    # Replace with your actual join token
    sudo microk8s join 192.168.1.42:25000/xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
-   
+
    # Wait for node to join
    sudo microk8s status --wait-ready
    ```
@@ -170,7 +170,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # On the control plane, verify the worker node joined
    kubectl get nodes
-   
+
    # The worker node should show as Ready
    # Example output:
    # NAME                STATUS   ROLES    AGE   VERSION
@@ -182,7 +182,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # From your build machine, configure the worker node
    ./configure-insecure-registry-remote.sh 192.168.1.43
-   
+
    # Repeat for each worker node with their respective IPs
    ```
 
@@ -194,10 +194,10 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Enable the built-in MicroK8s registry (not enabled by default)
    sudo microk8s enable registry
-   
+
    # Wait for registry to be ready
    sudo microk8s status --wait-ready
-   
+
    # Verify registry is running
    kubectl get pods -n container-registry
    ```
@@ -213,11 +213,11 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # From your build machine, configure MicroK8s to trust the insecure registry
    chmod +x scripts/configure-insecure-registry-remote.sh
-   
+
    # Run the configuration script with your node IP address
    # Usage: ./scripts/configure-insecure-registry-remote.sh <ip_address> [ssh_user]
    ./scripts/configure-insecure-registry-remote.sh 192.168.1.42
-   
+
    # Or with custom SSH user:
    # ./scripts/configure-insecure-registry-remote.sh 192.168.1.42 myuser
    ```
@@ -234,7 +234,7 @@ This guide walks you through setting up Chronicle from scratch on a fresh Ubuntu
    ```bash
    # Apply the hostpath provisioner
    kubectl apply -f k8s-manifests/hostpath-provisioner-official.yaml
-   
+
    # Verify storage class
    kubectl get storageclass
    ```
@@ -281,19 +281,19 @@ chronicle/
    > **Note:** The `--recursive` flag downloads the optional Mycelia submodule (an alternative memory backend with timeline visualization). Most deployments use the default Chronicle memory system and don't need Mycelia.
 
 2. **Install Required Tools**
-   
+
    **kubectl** (required for Skaffold and Helm):
    - Visit: https://kubernetes.io/docs/tasks/tools/
    - Follow the official installation guide for your platform
-   
+
    **Skaffold**:
    - Visit: https://skaffold.dev/docs/install/
-   - Follow the official installation guide 
-   
+   - Follow the official installation guide
+
    **Helm**:
    - Visit: https://helm.sh/docs/intro/install/
-   - Follow the official installation guide 
-   
+   - Follow the official installation guide
+
    **Verify installations:**
    ```bash
    kubectl version --client
@@ -311,53 +311,52 @@ chronicle/
    ```bash
    # Copy template (if it exists)
    # cp backends/advanced/.env.template backends/advanced/.env
-   
+
    # Note: Most environment variables are automatically set by Skaffold during deployment
-   # including MONGODB_URI, QDRANT_BASE_URL, and other Kubernetes-specific values
+   # including MONGODB_URI and other Kubernetes-specific values
    ```
 
 2. **Configure Skaffold Environment**
    ```bash
    # Copy the template file
    cp skaffold.env.template skaffold.env
-   
+
    # Edit skaffold.env with your specific values
    vim skaffold.env
-   
+
    # Essential variables to configure:
    REGISTRY=192.168.1.42:32000  # Use IP address for immediate access
    # Alternative: REGISTRY=k8s_control_plane:32000 (requires adding 'k8s_control_plane 192.168.1.42' to /etc/hosts)
    BACKEND_IP=192.168.1.42
    BACKEND_NODEPORT=30270
    WEBUI_NODEPORT=31011
-   
+
    # Optional: Configure speaker recognition service
    HF_TOKEN=hf_your_huggingface_token_here
    DEEPGRAM_API_KEY=your_deepgram_api_key_here
-   
-   # Note: MONGODB_URI and QDRANT_BASE_URL are automatically generated
-   # by Skaffold based on your infrastructure namespace and service names
+
+   # Note: MONGODB_URI is automatically generated by Skaffold based on
+   # your infrastructure namespace and service names
    ```
 
 3. **Configuration Variables Reference**
-   
+
    **Required Variables:**
    - `REGISTRY`: Docker registry for image storage
    - `BACKEND_IP`: IP address of your Kubernetes control plane
    - `BACKEND_NODEPORT`: Port for backend service (30000-32767)
    - `WEBUI_NODEPORT`: Port for WebUI service (30000-32767)
-   - `INFRASTRUCTURE_NAMESPACE`: Namespace for MongoDB and Qdrant
+   - `INFRASTRUCTURE_NAMESPACE`: Namespace for MongoDB and FalkorDB
    - `APPLICATION_NAMESPACE`: Namespace for your application
-   
+
    **Optional Variables (for Speaker Recognition):**
    - `HF_TOKEN`: Hugging Face token for Pyannote models
    - `DEEPGRAM_API_KEY`: Deepgram API key for speech-to-text
    - `COMPUTE_MODE`: GPU or CPU mode for ML services
    - `SIMILARITY_THRESHOLD`: Speaker identification threshold
-   
+
    **Automatically Generated:**
    - `MONGODB_URI`: Generated from infrastructure namespace
-   - `QDRANT_BASE_URL`: Generated from infrastructure namespace
    - `IMAGE_REPO_*`: Generated from Skaffold build process
    - `IMAGE_TAG_*`: Generated from Skaffold build process
 
@@ -365,11 +364,11 @@ chronicle/
    ```bash
    # Note: Most environment variables are handled by Skaffold automatically
    # If you need custom environment variables, you can:
-   
+
    # Option 1: Use the script (if it exists)
    # chmod +x scripts/generate-helm-configmap.sh
    # ./scripts/generate-helm-configmap.sh
-   
+
    # Option 2: Add them directly to the Helm chart values
    # Edit backends/charts/advanced-backend/values.yaml
    ```
@@ -460,9 +459,9 @@ This directory contains standalone Kubernetes manifests that are not managed by
    ```bash
    # Deploy everything in the correct order
    ./scripts/deploy-all-services.sh
-   
+
    # This will automatically:
-   # - Deploy infrastructure (MongoDB, Qdrant)
+   # - Deploy infrastructure (MongoDB, FalkorDB)
    # - Deploy main application (Backend, WebUI)
    # - Deploy additional services (if configured)
    # - Wait for each service to be ready
@@ -473,13 +472,13 @@ This directory contains standalone Kubernetes manifests that are not managed by
    ```bash
    # Deploy infrastructure first
    skaffold run --profile=infrastructure
-   
+
    # Wait for infrastructure to be ready
    kubectl get pods -n root
-   
+
    # Deploy main application
    skaffold run --profile=advanced-backend --default-repo=192.168.1.42:32000
-   
+
    # Monitor deployment
    skaffold run --profile=advanced-backend --default-repo=192.168.1.42:32000 --tail
    ```
@@ -489,10 +488,10 @@ This directory contains standalone Kubernetes manifests that are not managed by
    # Check all resources
    kubectl get all -n chronicle
    kubectl get all -n root
-   
+
    # Check Ingress
    kubectl get ingress -n chronicle
-   
+
    # Check services
    kubectl get svc -n chronicle
    ```
@@ -636,7 +635,7 @@ spec:
    ```bash
    # Check backend health
    curl -k https://chronicle.192-168-1-42.nip.io:32623/health
-   
+
    # Check WebUI
    curl -k https://chronicle.192-168-1-42.nip.io:32623/
    ```
@@ -660,7 +659,7 @@ spec:
    ```bash
    # Test registry connectivity (run on Kubernetes node)
    curl http://k8s_control_plane:32000/v2/
-   
+
    # Check MicroK8s containerd config (run on Kubernetes node)
    sudo cat /var/snap/microk8s/current/args/certs.d/k8s_control_plane:32000/hosts.toml
    ```
@@ -669,7 +668,7 @@ spec:
    ```bash
    # Check storage class (run on build machine)
    kubectl get storageclass
-   
+
    # Check persistent volumes (run on build machine)
    kubectl get pv
    kubectl get pvc -A
@@ -679,7 +678,7 @@ spec:
    ```bash
    # Check Ingress controller (run on build machine)
    kubectl get pods -n ingress-nginx
-   
+
    # Check Ingress configuration (run on build machine)
    kubectl describe ingress -n chronicle
    ```
@@ -696,13 +695,13 @@ spec:
    # Check GPU operator status (run on build machine)
    kubectl get pods -n gpu-operator
    kubectl describe pod -n gpu-operator <pod-name>
-   
+
    # Check GPU detection on nodes
    kubectl get nodes -o json | jq '.items[] | {name: .metadata.name, gpu: .status.allocatable."nvidia.com/gpu"}'
-   
+
    # Check GPU operator logs
    kubectl logs -n gpu-operator deployment/gpu-operator
-   
+
    # Verify NVIDIA drivers on host (run on Kubernetes node)
    nvidia-smi
    ```
@@ -712,18 +711,18 @@ spec:
    # Check node connectivity (run on build machine)
    kubectl get nodes
    kubectl describe node <node-name>
-   
+
    # Check node status and conditions
    kubectl get nodes -o json | jq '.items[] | {name: .metadata.name, status: .status.conditions[] | select(.type=="Ready") | .status, message: .message}'
-   
+
    # Check if pods can be scheduled
    kubectl get pods -A -o wide
    kubectl describe pod <pod-name> -n <namespace>
-   
+
    # Check node resources and capacity
    kubectl top nodes
    kubectl describe node <node-name> | grep -A 10 "Allocated resources"
-   
+
    # Verify network connectivity between nodes
    # Run on each node:
    ping <other-node-ip>
@@ -766,7 +765,7 @@ kubectl rollout restart deployment/webui -n chronicle
    ```bash
    # Update system packages
    sudo apt update && sudo apt upgrade -y
-   
+
    # Update MicroK8s
    sudo snap refresh microk8s
    ```
@@ -776,7 +775,7 @@ kubectl rollout restart deployment/webui -n chronicle
    # Backup environment files (run on build machine)
    cp backends/advanced/.env backends/advanced/.env.backup
    cp skaffold.env skaffold.env.backup
-   
+
    # Backup Kubernetes manifests (run on build machine)
    kubectl get all -n chronicle -o yaml > chronicle-backup.yaml
    kubectl get all -n root -o yaml > infrastructure-backup.yaml
@@ -818,8 +817,7 @@ This script handles speaker recognition service deployment with proper environme
 
 For additional support:
 - Check the main [README.md](README.md)
-- Review [CLAUDE.md](CLAUDE.md) for development notes
-- Check [README-skaffold.md](README-skaffold.md) for Skaffold-specific information
+- Review [AGENTS.md](AGENTS.md) for development notes
 
 ---
 
diff --git a/README.md b/README.md
index 7e342210..a775f83f 100644
--- a/README.md
+++ b/README.md
@@ -2,9 +2,15 @@
 
 Self-hostable AI system that captures audio/video data from OMI devices and other sources to generate memories, action items, and contextual insights about your conversations and daily interactions.
 
-## Quick Start → [Get Started](quickstart.md)
+## Quick Start
 
-Run setup wizard, start services, access at http://localhost:5173
+```bash
+curl -fsSL https://raw.githubusercontent.com/SimpleOpenSoftware/chronicle/main/install.sh | sh
+```
+
+This clones the latest release, installs dependencies, and launches the interactive setup wizard.
+
+For step-by-step instructions, see the [setup guide](quickstart.md).
 
 ## Screenshots
 
@@ -16,9 +22,11 @@ Run setup wizard, start services, access at http://localhost:5173
 
 ![Memory Search](.assets/memory-dashboard.png)
 
-*[Mobile App - Screenshot coming soon]*
+### Desktop Menu Bar Client
+
+![Menu Bar Client](.assets/menu-bar-client.png)
 
-![Mobile App](screenshots/mobile-app.png)
+*[Mobile App - Screenshot coming soon]*
 
 ## What's Included
 
@@ -30,8 +38,8 @@ Run setup wizard, start services, access at http://localhost:5173
 ## Links
 
 - **📚 [Setup Guide](quickstart.md)** - Start here
-- **🔧 [Full Documentation](CLAUDE.md)** - Comprehensive reference
-- **🏗️ [Project Overview](Docs/overview.md)** - Architecture and vision
+- **🔧 [Full Documentation](AGENTS.md)** - Comprehensive reference
+- **🏗️ [Project Overview](docs/overview.md)** - Architecture and vision
 - **🐳 [Docker/K8s](README-K8S.md)** - Container deployment
 
 ## Project Structure
@@ -52,7 +60,7 @@ chronicle/
 │   ├── speaker-recognition/  # Voice identification service
 │   ├── asr-services/        # Offline speech-to-text (Parakeet)
 │   └── openmemory-mcp/      # External memory server
-├── Docs/                   # Technical documentation
+├── docs/                   # Technical documentation
 ├── config/                 # Central configuration files
 ├── tests/                  # Integration & unit tests
 ├── wizard.py              # Root setup orchestrator
@@ -77,9 +85,9 @@ chronicle/
 │       ┌────────────────────┴────────────────┐          │
 │       │                                     │          │
 │  ┌────▼─────┐  ┌───────────┐  ┌──────────▼──┐        │
-│  │ Deepgram │  │  OpenAI   │  │   Qdrant    │        │
-│  │   STT    │  │   LLM     │  │  (Vector    │        │
-│  │          │  │           │  │   Store)    │        │
+│  │ Deepgram │  │  OpenAI   │  │  FalkorDB   │        │
+│  │   STT    │  │   LLM     │  │  (Graph +   │        │
+│  │          │  │           │  │   Vector)   │        │
 │  └──────────┘  └───────────┘  └─────────────┘        │
 │                                                         │
 │  Optional Services:                                     │
@@ -162,7 +170,7 @@ Usecases are numerous - OMI Mentor is one of them. Friend/Omi/pendants are a sma
 
 Regardless - this repo will try to do the minimal of this - multiple OMI-like audio devices feeding audio data - and from it:
 - Memories
-- Action items  
+- Action items
 - Home automation
 
 ## Golden Goals (Not Yet Achieved)
@@ -171,4 +179,3 @@ Regardless - this repo will try to do the minimal of this - multiple OMI-like au
 - **Home automation integration** (planned)
 - **Multi-device coordination** (planned)
 - **Visual context capture** (smart glasses integration planned)
-
diff --git a/app/.easignore b/app/.easignore
new file mode 100644
index 00000000..54c84429
--- /dev/null
+++ b/app/.easignore
@@ -0,0 +1,46 @@
+# NOTE: .easignore fully replaces .gitignore for EAS uploads.
+# Must exclude everything we don't want in the build tarball.
+
+# Dependencies — reinstalled on EAS build server
+node_modules/
+
+# Expo
+.expo/
+dist/
+web-build/
+
+# Native build outputs — regenerated on EAS build servers
+android/.gradle/
+android/build/
+android/app/build/
+android/app/.cxx/
+ios/build/
+ios/Pods/
+ios/DerivedData/
+ios/*.xcworkspace/xcuserdata/
+ios/*.xcodeproj/xcuserdata/
+ios/*.xcodeproj/project.xcworkspace/xcuserdata/
+
+# Local artifacts
+*.ipa
+*.apk
+*.aab
+build-*.ipa
+
+# Credentials (EAS uses server-side credentials)
+*.jks
+*.p8
+*.p12
+*.key
+*.mobileprovision
+*.pem
+
+# Metro / debug
+.metro-health-check*
+npm-debug.*
+yarn-debug.*
+yarn-error.*
+
+# OS / editor
+.DS_Store
+*.log
diff --git a/app/.gitignore b/app/.gitignore
index 6bf33056..f6e07bb9 100644
--- a/app/.gitignore
+++ b/app/.gitignore
@@ -34,4 +34,4 @@ yarn-error.*
 # typescript
 *.tsbuildinfo
 
-android/*
\ No newline at end of file
+android/*
diff --git a/app/App.tsx b/app/App.tsx
index 60e44938..0397f908 100644
--- a/app/App.tsx
+++ b/app/App.tsx
@@ -1,3 +1,3 @@
 // App.tsx
 import App from './app/index'; // your actual entry file
-export default App;
\ No newline at end of file
+export default App;
diff --git a/app/README.md b/app/README.md
index e85e83e5..7041c19b 100644
--- a/app/README.md
+++ b/app/README.md
@@ -174,7 +174,7 @@ Stream audio directly from your phone's microphone to Chronicle backend, bypassi
 
 #### Requirements
 - **iOS**: iOS 13+ with microphone permissions
-- **Android**: Android API 21+ with microphone permissions  
+- **Android**: Android API 21+ with microphone permissions
 - **Network**: Stable connection to Chronicle backend
 - **Backend**: Advanced backend running with `/ws?codec=pcm` endpoint
 
@@ -191,7 +191,7 @@ Stream audio directly from your phone's microphone to Chronicle backend, bypassi
 - **Network Connection**: Test backend connectivity
 - **Authentication**: Verify JWT token is valid
 
-#### Poor Audio Quality  
+#### Poor Audio Quality
 - **Check Signal Strength**: Ensure stable network connection
 - **Reduce Background Noise**: Use in quiet environment
 - **Restart Recording**: Stop and restart phone audio streaming
@@ -365,4 +365,4 @@ BluetoothService.onAudioData = (audioBuffer) => {
 - **[Backend Setup](../backends/)**: Choose and configure backend services
 - **[Quick Start Guide](../quickstart.md)**: Complete system setup
 - **[Advanced Backend](../backends/advanced/)**: Full-featured backend option
-- **[Simple Backend](../backends/simple/)**: Basic backend for testing
\ No newline at end of file
+- **[Simple Backend](../backends/simple/)**: Basic backend for testing
diff --git a/app/app.json b/app/app.json
index 66fbb8c2..3772aa2f 100644
--- a/app/app.json
+++ b/app/app.json
@@ -1,12 +1,12 @@
 {
   "expo": {
-    "name": "friend-lite-app",
+    "name": "chronicle",
     "slug": "friend-lite-app",
-    "version": "1.0.0",
+    "version": "1.0.8",
+    "scheme": "chronicle",
     "orientation": "portrait",
     "icon": "./assets/icon.png",
-    "entryPoint": "./app/index.tsx",
-    "userInterfaceStyle": "light",
+    "userInterfaceStyle": "automatic",
     "splash": {
       "image": "./assets/splash.png",
       "resizeMode": "contain",
@@ -17,9 +17,15 @@
     ],
     "ios": {
       "supportsTablet": true,
-      "bundleIdentifier": "com.cupbearer5517.friendlite",
+      "bundleIdentifier": "com.cupbearer5517.chronicle",
       "infoPlist": {
-        "NSMicrophoneUsageDescription": "Friend Lite needs access to your microphone to stream audio to the backend for processing."
+        "NSCameraUsageDescription": "Chronicle uses the camera to scan QR codes for backend connection setup.",
+        "NSMicrophoneUsageDescription": "Chronicle needs access to your microphone to stream audio to the backend for processing.",
+        "NSAppTransportSecurity": {
+          "NSAllowsArbitraryLoads": true,
+          "NSAllowsLocalNetworking": true
+        },
+        "ITSAppUsesNonExemptEncryption": false
       }
     },
     "android": {
@@ -27,7 +33,7 @@
         "foregroundImage": "./assets/adaptive-icon.png",
         "backgroundColor": "#ffffff"
       },
-      "package": "com.cupbearer5517.friendlite",
+      "package": "com.cupbearer5517.chronicle",
       "permissions": [
         "android.permission.BLUETOOTH",
         "android.permission.BLUETOOTH_ADMIN",
@@ -36,11 +42,19 @@
         "android.permission.FOREGROUND_SERVICE",
         "android.permission.FOREGROUND_SERVICE_DATA_SYNC",
         "android.permission.POST_NOTIFICATIONS",
-        "android.permission.RECORD_AUDIO"
-      ],
-      "usesCleartextTraffic": true
+        "android.permission.RECORD_AUDIO",
+        "android.permission.CAMERA",
+        "android.permission.BLUETOOTH",
+        "android.permission.BLUETOOTH_ADMIN",
+        "android.permission.BLUETOOTH_CONNECT",
+        "android.permission.ACCESS_NETWORK_STATE",
+        "android.permission.FOREGROUND_SERVICE",
+        "android.permission.FOREGROUND_SERVICE_DATA_SYNC",
+        "android.permission.POST_NOTIFICATIONS",
+        "android.permission.RECORD_AUDIO",
+        "android.permission.CAMERA"
+      ]
     },
-    "newArchEnabled": true,
     "plugins": [
       [
         "@siteed/expo-audio-studio",
@@ -49,7 +63,10 @@
           "enableNotifications": true,
           "enableBackgroundAudio": true,
           "enableDeviceDetection": true,
-          "iosBackgroundModes": { "useProcessing": true },
+          "iosBackgroundModes": {
+            "useAudio": true,
+            "useProcessing": true
+          },
           "iosConfig": {
             "microphoneUsageDescription": "We use the mic for live audio streaming"
           }
@@ -79,6 +96,7 @@
           }
         }
       ],
+      "expo-audio",
       [
         "expo-build-properties",
         {
@@ -91,12 +109,27 @@
             ]
           }
         }
-      ]
+      ],
+      [
+        "expo-camera",
+        {
+          "cameraPermission": "Chronicle uses the camera to scan QR codes for backend connection setup."
+        }
+      ],
+      "expo-image-picker",
+      "./plugins/with-ats",
+      "expo-asset",
+      "expo-secure-store"
     ],
+    "owner": "cupbearer5517",
     "extra": {
       "eas": {
         "projectId": "05d8598e-6fe7-4373-81e4-1654f3d8e181"
       }
+    },
+    "runtimeVersion": "1.0.0",
+    "updates": {
+      "enabled": false
     }
   }
-}
\ No newline at end of file
+}
diff --git a/app/app/_layout.tsx b/app/app/_layout.tsx
index d2a8b0bc..49bc72d5 100644
--- a/app/app/_layout.tsx
+++ b/app/app/_layout.tsx
@@ -1,5 +1,36 @@
+import { useEffect } from "react";
 import { Stack } from "expo-router";
+import { useTheme } from "@/theme";
+import { ConnectionLogProvider } from "@/contexts/ConnectionLogContext";
+import { AppSettingsProvider } from "@/contexts/AppSettingsContext";
+import ErrorBoundary from "@/components/ErrorBoundary";
+import { initLogger, logInfo } from "@/utils/logger";
 
 export default function RootLayout() {
-  return <Stack />;
+  const { colors, isDark } = useTheme();
+
+  useEffect(() => {
+    initLogger().then(() => logInfo('RootLayout', 'app mounted'));
+  }, []);
+
+  return (
+    <ErrorBoundary>
+      <ConnectionLogProvider>
+        <AppSettingsProvider>
+          <Stack
+            screenOptions={{
+              headerStyle: { backgroundColor: colors.card },
+              headerTintColor: colors.text,
+              headerTitleStyle: { fontWeight: '600' },
+              contentStyle: { backgroundColor: colors.background },
+            }}
+          >
+            <Stack.Screen name="index" options={{ title: 'Chronicle', headerShown: false }} />
+            <Stack.Screen name="diagnostics" options={{ title: 'Diagnostics', presentation: 'card' }} />
+            <Stack.Screen name="settings" options={{ title: 'Settings', presentation: 'card' }} />
+          </Stack>
+        </AppSettingsProvider>
+      </ConnectionLogProvider>
+    </ErrorBoundary>
+  );
 }
diff --git a/app/app/components/BackendStatus.tsx b/app/app/components/BackendStatus.tsx
deleted file mode 100644
index 4f55d37f..00000000
--- a/app/app/components/BackendStatus.tsx
+++ /dev/null
@@ -1,319 +0,0 @@
-import React, { useState, useEffect } from 'react';
-import { View, Text, TextInput, TouchableOpacity, StyleSheet, Alert, ActivityIndicator } from 'react-native';
-
-interface BackendStatusProps {
-  backendUrl: string;
-  onBackendUrlChange: (url: string) => void;
-  jwtToken: string | null;
-}
-
-interface HealthStatus {
-  status: 'unknown' | 'checking' | 'healthy' | 'unhealthy' | 'auth_required';
-  message: string;
-  lastChecked?: Date;
-}
-
-export const BackendStatus: React.FC<BackendStatusProps> = ({
-  backendUrl,
-  onBackendUrlChange,
-  jwtToken,
-}) => {
-  const [healthStatus, setHealthStatus] = useState<HealthStatus>({
-    status: 'unknown',
-    message: 'Not checked',
-  });
-
-  const checkBackendHealth = async (showAlert: boolean = false) => {
-    if (!backendUrl.trim()) {
-      setHealthStatus({
-        status: 'unhealthy',
-        message: 'Backend URL not set',
-      });
-      return;
-    }
-
-    setHealthStatus({
-      status: 'checking',
-      message: 'Checking connection...',
-    });
-
-    try {
-      // Convert WebSocket URL to HTTP URL for health check
-      let baseUrl = backendUrl.trim();
-      
-      // Handle different URL formats
-      if (baseUrl.startsWith('ws://')) {
-        baseUrl = baseUrl.replace('ws://', 'http://');
-      } else if (baseUrl.startsWith('wss://')) {
-        baseUrl = baseUrl.replace('wss://', 'https://');
-      }
-      
-      // Remove any WebSocket path if present
-      baseUrl = baseUrl.split('/ws')[0];
-      
-      // Try health endpoint first
-      const healthUrl = `${baseUrl}/health`;
-      console.log('[BackendStatus] Checking health at:', healthUrl);
-      
-      const response = await fetch(healthUrl, {
-        method: 'GET',
-        headers: {
-          'Accept': 'application/json',
-          'Content-Type': 'application/json',
-          ...(jwtToken ? { 'Authorization': `Bearer ${jwtToken}` } : {}),
-        },
-      });
-      
-      console.log('[BackendStatus] Health check response status:', response.status);
-
-      if (response.ok) {
-        const healthData = await response.json();
-        setHealthStatus({
-          status: 'healthy',
-          message: `Connected (${healthData.status || 'OK'})`,
-          lastChecked: new Date(),
-        });
-        
-        if (showAlert) {
-          Alert.alert('Connection Success', 'Successfully connected to backend!');
-        }
-      } else if (response.status === 401 || response.status === 403) {
-        setHealthStatus({
-          status: 'auth_required',
-          message: 'Authentication required',
-          lastChecked: new Date(),
-        });
-        
-        if (showAlert) {
-          Alert.alert('Authentication Required', 'Please login to access the backend.');
-        }
-      } else {
-        throw new Error(`HTTP ${response.status}: ${response.statusText}`);
-      }
-    } catch (error) {
-      console.error('[BackendStatus] Health check error:', error);
-      
-      let errorMessage = 'Connection failed';
-      if (error instanceof Error) {
-        if (error.message.includes('Network request failed')) {
-          errorMessage = 'Network request failed - check URL and network connection';
-        } else if (error.name === 'AbortError') {
-          errorMessage = 'Request timeout';
-        } else {
-          errorMessage = error.message;
-        }
-      }
-      
-      setHealthStatus({
-        status: 'unhealthy',
-        message: errorMessage,
-        lastChecked: new Date(),
-      });
-      
-      if (showAlert) {
-        Alert.alert(
-          'Connection Failed',
-          `Could not connect to backend: ${errorMessage}\n\nMake sure the backend is running and accessible.`
-        );
-      }
-    }
-  };
-
-  // Auto-check health when backend URL or JWT token changes
-  useEffect(() => {
-    if (backendUrl.trim()) {
-      const timer = setTimeout(() => {
-        checkBackendHealth(false);
-      }, 500); // Debounce
-      
-      return () => clearTimeout(timer);
-    }
-  }, [backendUrl, jwtToken]);
-
-  const getStatusColor = (status: HealthStatus['status']): string => {
-    switch (status) {
-      case 'healthy':
-        return '#4CD964';
-      case 'checking':
-        return '#FF9500';
-      case 'unhealthy':
-        return '#FF3B30';
-      case 'auth_required':
-        return '#FF9500';
-      default:
-        return '#8E8E93';
-    }
-  };
-
-  const getStatusIcon = (status: HealthStatus['status']): string => {
-    switch (status) {
-      case 'healthy':
-        return '✅';
-      case 'checking':
-        return '🔄';
-      case 'unhealthy':
-        return '❌';
-      case 'auth_required':
-        return '🔐';
-      default:
-        return '❓';
-    }
-  };
-
-  return (
-    <View style={styles.section}>
-      <Text style={styles.sectionTitle}>Backend Connection</Text>
-      
-      <Text style={styles.inputLabel}>Backend URL:</Text>
-      <TextInput
-        style={styles.textInput}
-        value={backendUrl}
-        onChangeText={onBackendUrlChange}
-        placeholder="ws://localhost:8000/ws (simple) or ws://localhost:8080/v1/listen (advanced)"
-        autoCapitalize="none"
-        keyboardType="url"
-        returnKeyType="done"
-        autoCorrect={false}
-      />
-
-      <View style={styles.statusContainer}>
-        <View style={styles.statusRow}>
-          <Text style={styles.statusLabel}>Status:</Text>
-          <View style={styles.statusValue}>
-            <Text style={styles.statusIcon}>{getStatusIcon(healthStatus.status)}</Text>
-            <Text style={[styles.statusText, { color: getStatusColor(healthStatus.status) }]}>
-              {healthStatus.message}
-            </Text>
-            {healthStatus.status === 'checking' && (
-              <ActivityIndicator size="small" color={getStatusColor(healthStatus.status)} style={{ marginLeft: 8 }} />
-            )}
-          </View>
-        </View>
-
-        {healthStatus.lastChecked && (
-          <Text style={styles.lastCheckedText}>
-            Last checked: {healthStatus.lastChecked.toLocaleTimeString()}
-          </Text>
-        )}
-      </View>
-
-      <TouchableOpacity
-        style={[styles.button, healthStatus.status === 'checking' ? styles.buttonDisabled : null]}
-        onPress={() => checkBackendHealth(true)}
-        disabled={healthStatus.status === 'checking'}
-      >
-        <Text style={styles.buttonText}>
-          {healthStatus.status === 'checking' ? 'Checking...' : 'Test Connection'}
-        </Text>
-      </TouchableOpacity>
-
-      <Text style={styles.helpText}>
-        Enter the WebSocket URL of your backend server. Simple backend: http://localhost:8000/ (no auth).
-        Advanced backend: http://localhost:8080/ (requires login). Status is automatically checked.
-        The websocket URL can be different or the same as the HTTP URL, with /ws endpoint and codec parameter (e.g., /ws?codec=pcm)
-      </Text>
-    </View>
-  );
-};
-
-const styles = StyleSheet.create({
-  section: {
-    marginBottom: 25,
-    padding: 15,
-    backgroundColor: 'white',
-    borderRadius: 10,
-    shadowColor: '#000',
-    shadowOffset: { width: 0, height: 1 },
-    shadowOpacity: 0.1,
-    shadowRadius: 3,
-    elevation: 2,
-  },
-  sectionTitle: {
-    fontSize: 18,
-    fontWeight: '600',
-    marginBottom: 15,
-    color: '#333',
-  },
-  inputLabel: {
-    fontSize: 14,
-    color: '#333',
-    marginBottom: 5,
-    fontWeight: '500',
-  },
-  textInput: {
-    backgroundColor: '#f0f0f0',
-    borderWidth: 1,
-    borderColor: '#ddd',
-    borderRadius: 6,
-    padding: 10,
-    fontSize: 14,
-    width: '100%',
-    marginBottom: 15,
-    color: '#333',
-  },
-  statusContainer: {
-    marginBottom: 15,
-    padding: 10,
-    backgroundColor: '#f8f9fa',
-    borderRadius: 6,
-    borderWidth: 1,
-    borderColor: '#e9ecef',
-  },
-  statusRow: {
-    flexDirection: 'row',
-    alignItems: 'center',
-    justifyContent: 'space-between',
-  },
-  statusLabel: {
-    fontSize: 14,
-    fontWeight: '500',
-    color: '#333',
-  },
-  statusValue: {
-    flexDirection: 'row',
-    alignItems: 'center',
-    flex: 1,
-    justifyContent: 'flex-end',
-  },
-  statusIcon: {
-    fontSize: 16,
-    marginRight: 6,
-  },
-  statusText: {
-    fontSize: 14,
-    fontWeight: '500',
-  },
-  lastCheckedText: {
-    fontSize: 12,
-    color: '#666',
-    marginTop: 5,
-    textAlign: 'center',
-    fontStyle: 'italic',
-  },
-  button: {
-    backgroundColor: '#007AFF',
-    paddingVertical: 12,
-    paddingHorizontal: 20,
-    borderRadius: 8,
-    alignItems: 'center',
-    marginBottom: 10,
-    elevation: 2,
-  },
-  buttonDisabled: {
-    backgroundColor: '#A0A0A0',
-    opacity: 0.7,
-  },
-  buttonText: {
-    color: 'white',
-    fontSize: 16,
-    fontWeight: '600',
-  },
-  helpText: {
-    fontSize: 12,
-    color: '#666',
-    textAlign: 'center',
-    fontStyle: 'italic',
-  },
-});
-
-export default BackendStatus;
\ No newline at end of file
diff --git a/app/app/components/DeviceDetails.tsx b/app/app/components/DeviceDetails.tsx
deleted file mode 100644
index ebf204c3..00000000
--- a/app/app/components/DeviceDetails.tsx
+++ /dev/null
@@ -1,343 +0,0 @@
-import React from 'react';
-import { View, Text, TouchableOpacity, StyleSheet, TextInput } from 'react-native';
-import { BleAudioCodec } from 'friend-lite-react-native';
-
-interface DeviceDetailsProps {
-  // Device Info
-  connectedDeviceId: string | null;
-  onGetAudioCodec: () => void;
-  currentCodec: BleAudioCodec | null;
-  onGetBatteryLevel: () => void;
-  batteryLevel: number;
-
-  // Audio Listener
-  isListeningAudio: boolean;
-  onStartAudioListener: () => void;
-  onStopAudioListener: () => void;
-  audioPacketsReceived: number;
-
-  // WebSocket URL for custom backend
-  webSocketUrl: string;
-  onSetWebSocketUrl: (url: string) => void;
-
-  // Custom Audio Streamer Status
-  isAudioStreaming: boolean;
-  isConnectingAudioStreamer: boolean;
-  audioStreamerError: string | null;
-
-  // User ID Management  
-  userId: string;
-  onSetUserId: (userId: string) => void;
-
-  // Audio Listener Retry State
-  isAudioListenerRetrying?: boolean;
-  audioListenerRetryAttempts?: number;
-}
-
-export const DeviceDetails: React.FC<DeviceDetailsProps> = ({
-  connectedDeviceId,
-  onGetAudioCodec,
-  currentCodec,
-  onGetBatteryLevel,
-  batteryLevel,
-  isListeningAudio,
-  onStartAudioListener,
-  onStopAudioListener,
-  audioPacketsReceived,
-  webSocketUrl,
-  onSetWebSocketUrl,
-  isAudioStreaming,
-  isConnectingAudioStreamer,
-  audioStreamerError,
-  userId,
-  onSetUserId,
-  isAudioListenerRetrying,
-  audioListenerRetryAttempts
-}) => {
-  if (!connectedDeviceId) return null;
-
-
-  return (
-    <View style={styles.section}>
-      <Text style={styles.sectionTitle}>Device Functions</Text>
-
-      {/* Audio Codec */}
-      <TouchableOpacity style={styles.button} onPress={onGetAudioCodec}>
-        <Text style={styles.buttonText}>Get Audio Codec</Text>
-      </TouchableOpacity>
-      {currentCodec && (
-        <View style={styles.infoContainerSM}>
-          <Text style={styles.infoTitle}>Current Audio Codec:</Text>
-          <Text style={styles.infoValue}>{currentCodec}</Text>
-        </View>
-      )}
-
-      {/* Battery Level */}
-      <TouchableOpacity style={[styles.button, { marginTop: 15 }]} onPress={onGetBatteryLevel}>
-        <Text style={styles.buttonText}>Get Battery Level</Text>
-      </TouchableOpacity>
-      {batteryLevel >= 0 && (
-        <View style={styles.batteryContainer}>
-          <Text style={styles.infoTitle}>Battery Level:</Text>
-          <View style={styles.batteryLevelDisplayContainer}>
-            <View style={[styles.batteryLevelBar, { width: `${batteryLevel}%` }]} />
-            <Text style={styles.batteryLevelText}>{batteryLevel}%</Text>
-          </View>
-        </View>
-      )}
-
-      {/* User ID Management */}
-      <View style={styles.subSection}>
-        <Text style={styles.subSectionTitle}>User ID (optional)</Text>
-        <Text style={styles.inputLabel}>Enter User ID (for device identification):</Text>
-        <TextInput
-          style={styles.textInput}
-          value={userId}
-          onChangeText={onSetUserId}
-          placeholder="e.g., device_name, user_identifier"
-          autoCapitalize="none"
-          returnKeyType="done"
-          autoCorrect={false}
-          editable={!isListeningAudio && !isAudioStreaming}
-        />
-        
-        
-        {userId && (
-          <View style={styles.infoContainerSM}>
-            <Text style={styles.infoTitle}>Current User ID:</Text>
-            <Text style={styles.infoValue}>{userId}</Text>
-          </View>
-        )}
-      </View>
-
-      {/* Audio Controls */}
-      <View style={styles.subSection}>
-        <TouchableOpacity
-          style={[
-            styles.button, 
-            isListeningAudio || isAudioListenerRetrying ? styles.buttonWarning : null, 
-            { marginTop: 15 }
-          ]}
-          onPress={isListeningAudio || isAudioListenerRetrying ? onStopAudioListener : onStartAudioListener}
-        >
-          <Text style={styles.buttonText}>
-            {isListeningAudio ? "Stop Audio Listener" : 
-             isAudioListenerRetrying ? "Stop Retry" : "Start Audio Listener"}
-          </Text>
-        </TouchableOpacity>
-        
-        {isAudioListenerRetrying && (
-          <View style={styles.retryContainer}>
-            <Text style={styles.retryText}>
-              🔄 Retrying audio listener... (Attempt {audioListenerRetryAttempts || 0}/10)
-            </Text>
-          </View>
-        )}
-        
-        {isListeningAudio && (
-          <View style={styles.infoContainerSM}>
-            <Text style={styles.infoTitle}>Audio Packets Received:</Text>
-            <Text style={styles.infoValueLg}>{audioPacketsReceived}</Text>
-          </View>
-        )}
-      </View>
-
-      {/* Transcription Controls - Entire section REMOVED and replaced by WebSocket URL input */}
-      <View style={styles.customStreamerSection}>
-        <Text style={styles.subSectionTitle}>Custom Audio Streaming</Text>
-        <Text style={styles.inputLabel}>Backend WebSocket URL:</Text>
-        <TextInput
-          style={styles.textInput}
-          value={webSocketUrl}
-          onChangeText={onSetWebSocketUrl}
-          placeholder="wss://your-backend.com/ws/audio"
-          autoCapitalize="none"
-          keyboardType="url"
-          returnKeyType="done"
-          autoCorrect={false}
-          editable={!isListeningAudio && !isAudioStreaming} // Prevent edit while listening/streaming
-        />
-
-        {/* Display Streamer Status */}
-        {isConnectingAudioStreamer && (
-          <Text style={styles.statusText}>Connecting to WebSocket...</Text>
-        )}
-        {isAudioStreaming && (
-          <Text style={[styles.statusText, styles.statusStreaming]}>Streaming audio to WebSocket...</Text>
-        )}
-        {audioStreamerError && (
-          <Text style={[styles.statusText, styles.statusError]}>Error: {audioStreamerError}</Text>
-        )}
-      </View>
-
-    </View>
-  );
-};
-
-const styles = StyleSheet.create({
-  section: {
-    marginBottom: 25,
-    padding: 15,
-    backgroundColor: 'white',
-    borderRadius: 10,
-    shadowColor: '#000',
-    shadowOffset: { width: 0, height: 1 },
-    shadowOpacity: 0.1,
-    shadowRadius: 3,
-    elevation: 2,
-  },
-  sectionTitle: {
-    fontSize: 18,
-    fontWeight: '600',
-    marginBottom: 15,
-    color: '#333',
-  },
-  subSection: {
-    marginTop: 20,
-  },
-  subSectionTitle: {
-    fontSize: 16,
-    fontWeight: '600',
-    marginBottom: 12,
-    color: '#444',
-  },
-  button: {
-    backgroundColor: '#007AFF',
-    paddingVertical: 12,
-    paddingHorizontal: 20,
-    borderRadius: 8,
-    alignItems: 'center',
-    elevation: 2,
-  },
-  buttonWarning: {
-    backgroundColor: '#FF9500',
-  },
-  buttonDisabled: {
-    backgroundColor: '#A0A0A0',
-    opacity: 0.7,
-  },
-  buttonSecondary: {
-    backgroundColor: '#8E8E93',
-  },
-  buttonSecondaryText: {
-    color: 'white',
-  },
-  buttonText: {
-    color: 'white',
-    fontSize: 16,
-    fontWeight: '600',
-  },
-  infoContainerSM: {
-    marginTop: 10,
-    padding: 10,
-    backgroundColor: '#f0f0f0',
-    borderRadius: 8,
-    alignItems: 'center',
-  },
-  infoTitle: {
-    fontSize: 14,
-    fontWeight: '500',
-    color: '#555',
-  },
-  infoValue: {
-    fontSize: 16,
-    fontWeight: 'bold',
-    color: '#007AFF',
-    marginTop: 5,
-  },
-  infoValueLg: {
-    fontSize: 18,
-    fontWeight: 'bold',
-    color: '#FF9500',
-    marginTop: 5,
-  },
-  batteryContainer: {
-    marginTop: 10,
-    padding: 12,
-    backgroundColor: '#f0f0f0',
-    borderRadius: 8,
-    alignItems: 'center',
-    borderLeftWidth: 4,
-    borderLeftColor: '#4CD964',
-  },
-  batteryLevelDisplayContainer: {
-    width: '100%',
-    height: 24,
-    backgroundColor: '#e0e0e0',
-    borderRadius: 12,
-    marginTop: 8,
-    overflow: 'hidden',
-    position: 'relative',
-  },
-  batteryLevelBar: {
-    height: '100%',
-    backgroundColor: '#4CD964',
-    borderRadius: 12,
-    position: 'absolute',
-    left: 0,
-    top: 0,
-  },
-  batteryLevelText: {
-    position: 'absolute',
-    width: '100%',
-    textAlign: 'center',
-    lineHeight: 24,
-    fontSize: 12,
-    fontWeight: 'bold',
-    color: '#333',
-  },
-  // Transcription Specific Styles - Some can be repurposed or removed
-  customStreamerSection: {
-    marginTop: 20,
-    paddingTop: 15,
-    borderTopWidth: 1,
-    borderTopColor: '#e0e0e0',
-    // alignItems: 'center', // No longer centering checkbox etc.
-  },
-  inputLabel: {
-    fontSize: 14,
-    color: '#333',
-    marginBottom: 5,
-    fontWeight: '500',
-  },
-  textInput: {
-    backgroundColor: '#f0f0f0',
-    borderWidth: 1,
-    borderColor: '#ddd',
-    borderRadius: 6,
-    padding: 10,
-    fontSize: 14,
-    width: '100%', // Ensure input takes full width of its container
-    marginBottom: 10,
-    color: '#333',
-  },
-  statusText: { // New style for status messages
-    marginTop: 8,
-    fontSize: 13,
-    color: '#555',
-    textAlign: 'left',
-  },
-  statusStreaming: {
-    color: 'green',
-  },
-  statusError: {
-    color: 'red',
-    fontWeight: 'bold',
-  },
-  retryContainer: {
-    marginTop: 10,
-    padding: 12,
-    backgroundColor: '#FFF3CD',
-    borderRadius: 8,
-    borderLeftWidth: 4,
-    borderLeftColor: '#FF9500',
-  },
-  retryText: {
-    fontSize: 14,
-    color: '#856404',
-    fontWeight: '500',
-    textAlign: 'center',
-  },
-});
-
-export default DeviceDetails; 
\ No newline at end of file
diff --git a/app/app/components/DeviceListItem.tsx b/app/app/components/DeviceListItem.tsx
deleted file mode 100644
index a8083035..00000000
--- a/app/app/components/DeviceListItem.tsx
+++ /dev/null
@@ -1,107 +0,0 @@
-import React from 'react';
-import { View, Text, TouchableOpacity, StyleSheet } from 'react-native';
-import { OmiDevice } from 'friend-lite-react-native';
-
-interface DeviceListItemProps {
-  device: OmiDevice;
-  onConnect: (deviceId: string) => void;
-  onDisconnect: () => void;
-  isConnecting: boolean;
-  connectedDeviceId: string | null;
-}
-
-export const DeviceListItem: React.FC<DeviceListItemProps> = ({ 
-  device, 
-  onConnect, 
-  onDisconnect,
-  isConnecting,
-  connectedDeviceId
-}) => {
-  const isThisDeviceConnected = connectedDeviceId === device.id;
-  const isAnotherDeviceConnected = connectedDeviceId !== null && connectedDeviceId !== device.id;
-
-  return (
-    <View style={styles.deviceItem}>
-      <View style={styles.deviceInfoContainer}>
-        <Text style={styles.deviceName}>{device.name || 'Unknown Device'}</Text>
-        <Text style={styles.deviceInfo}>ID: {device.id}</Text>
-        {device.rssi != null && <Text style={styles.deviceInfo}>RSSI: {device.rssi} dBm</Text>}
-      </View>
-      {
-        isThisDeviceConnected ? (
-          <TouchableOpacity
-            style={[styles.button, styles.smallButton, styles.buttonDanger]}
-            onPress={onDisconnect}
-            disabled={isConnecting} // Disable if any connection process is ongoing
-          >
-            <Text style={styles.buttonText}>{isConnecting ? 'Disconnecting...' : 'Disconnect'}</Text>
-          </TouchableOpacity>
-        ) : (
-          <TouchableOpacity
-            style={[
-              styles.button, 
-              styles.smallButton, 
-              (isConnecting || isAnotherDeviceConnected) ? styles.buttonDisabled : null
-            ]}
-            onPress={() => onConnect(device.id)}
-            disabled={isConnecting || isAnotherDeviceConnected} // Disable if connecting to this/another device or another device is connected
-          >
-            <Text style={styles.buttonText}>{isConnecting && connectedDeviceId === device.id ? 'Connecting...' : 'Connect'}</Text>
-          </TouchableOpacity>
-        )
-      }
-    </View>
-  );
-};
-
-const styles = StyleSheet.create({
-  deviceItem: {
-    flexDirection: 'row',
-    justifyContent: 'space-between',
-    alignItems: 'center',
-    paddingVertical: 12,
-    paddingHorizontal: 5, // Added some horizontal padding
-    borderBottomWidth: 1,
-    borderBottomColor: '#eee',
-  },
-  deviceInfoContainer: {
-    flex: 1, // Allow text to take available space and wrap if needed
-    marginRight: 10, // Space between text and button
-  },
-  deviceName: {
-    fontSize: 16,
-    fontWeight: '500',
-    color: '#333',
-  },
-  deviceInfo: {
-    fontSize: 12,
-    color: '#666',
-    marginTop: 2,
-  },
-  button: {
-    backgroundColor: '#007AFF',
-    paddingVertical: 12,
-    paddingHorizontal: 20,
-    borderRadius: 8,
-    alignItems: 'center',
-    elevation: 1,
-  },
-  smallButton: {
-    paddingVertical: 8,
-    paddingHorizontal: 12,
-  },
-  buttonDanger: {
-    backgroundColor: '#FF3B30',
-  },
-  buttonDisabled: {
-    backgroundColor: '#A0A0A0',
-    opacity: 0.7,
-  },
-  buttonText: {
-    color: 'white',
-    fontSize: 14, // Slightly smaller for small buttons
-    fontWeight: '600',
-  },
-});
-
-export default DeviceListItem; 
\ No newline at end of file
diff --git a/app/app/components/ObsidianIngest.tsx b/app/app/components/ObsidianIngest.tsx
deleted file mode 100644
index d14ca367..00000000
--- a/app/app/components/ObsidianIngest.tsx
+++ /dev/null
@@ -1,154 +0,0 @@
-
-import React, { useState } from 'react';
-import { View, Text, TextInput, TouchableOpacity, StyleSheet, Alert, ActivityIndicator } from 'react-native';
-
-interface ObsidianIngestProps {
-  backendUrl: string;
-  jwtToken: string | null;
-}
-
-export const ObsidianIngest: React.FC<ObsidianIngestProps> = ({
-  backendUrl,
-  jwtToken,
-}) => {
-  const [vaultPath, setVaultPath] = useState('/app/data/obsidian_vault');
-  const [loading, setLoading] = useState(false);
-
-  const handleIngest = async () => {
-    if (!backendUrl) {
-        Alert.alert("Error", "Backend URL not set");
-        return;
-    }
-
-    if (!jwtToken) {
-        Alert.alert("Authentication Required", "Please login to ingest Obsidian vault.");
-        return;
-    }
-
-    setLoading(true);
-    try {
-        let baseUrl = backendUrl.trim();
-        // Handle different URL formats
-        if (baseUrl.startsWith('ws://')) {
-            baseUrl = baseUrl.replace('ws://', 'http://');
-        } else if (baseUrl.startsWith('wss://')) {
-            baseUrl = baseUrl.replace('wss://', 'https://');
-        }
-        baseUrl = baseUrl.split('/ws')[0];
-
-        const response = await fetch(`${baseUrl}/api/obsidian/ingest`, {
-            method: 'POST',
-            headers: {
-                'Content-Type': 'application/json',
-                'Authorization': `Bearer ${jwtToken}`
-            },
-            body: JSON.stringify({ vault_path: vaultPath })
-        });
-
-        if (response.ok) {
-            Alert.alert("Success", "Ingestion started in background.");
-        } else {
-            const errorText = await response.text();
-            Alert.alert("Error", `Ingestion failed: ${response.status} - ${errorText}`);
-        }
-    } catch (e) {
-        Alert.alert("Error", `Network request failed: ${e}`);
-    } finally {
-        setLoading(false);
-    }
-  };
-
-  return (
-    <View style={styles.section}>
-      <Text style={styles.sectionTitle}>Obsidian Ingestion</Text>
-      
-      <Text style={styles.inputLabel}>Vault Path (Backend Container):</Text>
-      <TextInput
-        style={styles.textInput}
-        value={vaultPath}
-        onChangeText={setVaultPath}
-        placeholder="/app/data/obsidian_vault"
-        autoCapitalize="none"
-        autoCorrect={false}
-      />
-      
-      <TouchableOpacity
-        style={[styles.button, loading ? styles.buttonDisabled : null]}
-        onPress={handleIngest}
-        disabled={loading}
-      >
-        <Text style={styles.buttonText}>
-          {loading ? 'Starting Ingestion...' : 'Ingest to Neo4j'}
-        </Text>
-      </TouchableOpacity>
-
-      <Text style={styles.helpText}>
-        Enter the absolute path to the Obsidian vault INSIDE the backend container.
-        Ensure the folder is mounted to the container.
-      </Text>
-    </View>
-  );
-};
-
-const styles = StyleSheet.create({
-  section: {
-    marginBottom: 25,
-    padding: 15,
-    backgroundColor: 'white',
-    borderRadius: 10,
-    shadowColor: '#000',
-    shadowOffset: { width: 0, height: 1 },
-    shadowOpacity: 0.1,
-    shadowRadius: 3,
-    elevation: 2,
-  },
-  sectionTitle: {
-    fontSize: 18,
-    fontWeight: '600',
-    marginBottom: 15,
-    color: '#333',
-  },
-  inputLabel: {
-    fontSize: 14,
-    color: '#333',
-    marginBottom: 5,
-    fontWeight: '500',
-  },
-  textInput: {
-    backgroundColor: '#f0f0f0',
-    borderWidth: 1,
-    borderColor: '#ddd',
-    borderRadius: 6,
-    padding: 10,
-    fontSize: 14,
-    width: '100%',
-    marginBottom: 15,
-    color: '#333',
-  },
-  button: {
-    backgroundColor: '#9b59b6', // Purple for Obsidian
-    paddingVertical: 12,
-    paddingHorizontal: 20,
-    borderRadius: 8,
-    alignItems: 'center',
-    marginBottom: 10,
-    elevation: 2,
-  },
-  buttonDisabled: {
-    backgroundColor: '#A0A0A0',
-    opacity: 0.7,
-  },
-  buttonText: {
-    color: 'white',
-    fontSize: 16,
-    fontWeight: '600',
-  },
-  helpText: {
-    fontSize: 12,
-    color: '#666',
-    textAlign: 'center',
-    fontStyle: 'italic',
-  },
-});
-
-export default ObsidianIngest;
diff --git a/app/app/components/PhoneAudioButton.tsx b/app/app/components/PhoneAudioButton.tsx
deleted file mode 100644
index 1f486e55..00000000
--- a/app/app/components/PhoneAudioButton.tsx
+++ /dev/null
@@ -1,201 +0,0 @@
-// PhoneAudioButton.tsx
-import React from 'react';
-import {
-  TouchableOpacity,
-  Text,
-  View,
-  StyleSheet,
-  ActivityIndicator,
-} from 'react-native';
-
-interface PhoneAudioButtonProps {
-  isRecording: boolean;
-  isInitializing: boolean;
-  isDisabled: boolean;
-  audioLevel: number;
-  error: string | null;
-  onPress: () => void;
-}
-
-const PhoneAudioButton: React.FC<PhoneAudioButtonProps> = ({
-  isRecording,
-  isInitializing,
-  isDisabled,
-  audioLevel,
-  error,
-  onPress,
-}) => {
-
-  const getButtonStyle = () => {
-    if (isDisabled && !isRecording) {
-      return [styles.button, styles.buttonDisabled];
-    }
-    if (isRecording) {
-      return [styles.button, styles.buttonRecording];
-    }
-    if (error) {
-      return [styles.button, styles.buttonError];
-    }
-    return [styles.button, styles.buttonIdle];
-  };
-
-  const getButtonText = () => {
-    if (isInitializing) {
-      return 'Initializing...';
-    }
-    if (isRecording) {
-      return 'Stop Phone Audio';
-    }
-    return 'Stream Phone Audio';
-  };
-
-  const getMicrophoneIcon = () => {
-    if (isRecording) {
-      return '🎤'; // Recording microphone
-    }
-    return '🎙️'; // Idle microphone
-  };
-
-  return (
-    <View style={styles.container}>
-      <View style={styles.buttonWrapper}>
-        <TouchableOpacity
-          style={getButtonStyle()}
-          onPress={onPress}
-          disabled={isDisabled || isInitializing}
-          activeOpacity={0.7}
-        >
-          {isInitializing ? (
-            <ActivityIndicator size="small" color="#fff" />
-          ) : (
-            <View style={styles.buttonContent}>
-              <Text style={styles.icon}>{getMicrophoneIcon()}</Text>
-              <Text style={styles.buttonText}>{getButtonText()}</Text>
-            </View>
-          )}
-        </TouchableOpacity>
-      </View>
-
-      {/* Audio Level Indicator */}
-      {isRecording && (
-        <View style={styles.audioLevelContainer}>
-          <View style={styles.audioLevelBackground}>
-            <View
-              style={[
-                styles.audioLevelBar,
-                { width: `${Math.min(audioLevel * 100, 100)}%` },
-              ]}
-            />
-          </View>
-          <Text style={styles.audioLevelText}>Audio Level</Text>
-        </View>
-      )}
-
-      {/* Status Message */}
-      {isRecording && (
-        <Text style={styles.statusText}>
-          Streaming audio to backend...
-        </Text>
-      )}
-
-      {/* Error Message */}
-      {error && !isRecording && (
-        <Text style={styles.errorText}>{error}</Text>
-      )}
-
-      {/* Disabled Message */}
-      {isDisabled && !isRecording && (
-        <Text style={styles.disabledText}>
-          Disconnect Bluetooth device to use phone audio
-        </Text>
-      )}
-    </View>
-  );
-};
-
-const styles = StyleSheet.create({
-  container: {
-    marginVertical: 10,
-    paddingHorizontal: 20,
-  },
-  buttonWrapper: {
-    alignSelf: 'stretch',
-  },
-  button: {
-    flexDirection: 'row',
-    alignItems: 'center',
-    justifyContent: 'center',
-    paddingVertical: 12,
-    paddingHorizontal: 20,
-    borderRadius: 8,
-    minHeight: 48,
-  },
-  buttonContent: {
-    flexDirection: 'row',
-    alignItems: 'center',
-    justifyContent: 'center',
-  },
-  buttonIdle: {
-    backgroundColor: '#007AFF',
-  },
-  buttonRecording: {
-    backgroundColor: '#FF3B30',
-  },
-  buttonDisabled: {
-    backgroundColor: '#C7C7CC',
-  },
-  buttonError: {
-    backgroundColor: '#FF9500',
-  },
-  buttonText: {
-    color: '#FFFFFF',
-    fontSize: 16,
-    fontWeight: '600',
-    marginLeft: 8,
-  },
-  icon: {
-    fontSize: 20,
-  },
-  statusText: {
-    textAlign: 'center',
-    marginTop: 8,
-    fontSize: 12,
-    color: '#8E8E93',
-  },
-  errorText: {
-    textAlign: 'center',
-    marginTop: 8,
-    fontSize: 12,
-    color: '#FF3B30',
-  },
-  disabledText: {
-    textAlign: 'center',
-    marginTop: 8,
-    fontSize: 12,
-    color: '#8E8E93',
-    fontStyle: 'italic',
-  },
-  audioLevelContainer: {
-    marginTop: 12,
-    alignItems: 'center',
-  },
-  audioLevelBackground: {
-    width: '100%',
-    height: 4,
-    backgroundColor: '#E5E5EA',
-    borderRadius: 2,
-    overflow: 'hidden',
-  },
-  audioLevelBar: {
-    height: '100%',
-    backgroundColor: '#34C759',
-    borderRadius: 2,
-  },
-  audioLevelText: {
-    marginTop: 4,
-    fontSize: 10,
-    color: '#8E8E93',
-  },
-});
-
-export default PhoneAudioButton;
\ No newline at end of file
diff --git a/app/app/diagnostics.tsx b/app/app/diagnostics.tsx
new file mode 100644
index 00000000..d780a528
--- /dev/null
+++ b/app/app/diagnostics.tsx
@@ -0,0 +1,221 @@
+import React from 'react';
+import { View, Text, FlatList, TouchableOpacity, StyleSheet, SafeAreaView, Share, Platform, Alert } from 'react-native';
+import { useTheme, ThemeColors } from '@/theme';
+import { useConnectionLog, ConnectionEvent, ConnectionEventType } from '@/contexts/ConnectionLogContext';
+import { getLogPath, readLog, clearLog } from '@/utils/logger';
+
+const EVENT_BADGE_COLORS: Record<ConnectionEventType, string> = {
+  scan_start: '#007AFF',
+  scan_stop: '#8E8E93',
+  scan_result: '#5856D6',
+  connect_start: '#FF9500',
+  connect_success: '#34C759',
+  connect_fail: '#FF3B30',
+  disconnect: '#FF3B30',
+  battery_read: '#34C759',
+  audio_start: '#007AFF',
+  audio_stop: '#8E8E93',
+  error: '#FF3B30',
+  health_ping: '#34C759',
+  reconnect_attempt: '#FF9500',
+  reconnect_backoff: '#FF9500',
+  bt_state_change: '#5856D6',
+  ws_connecting: '#FF9500',
+  ws_open: '#34C759',
+  ws_close: '#FF3B30',
+  ws_error: '#FF3B30',
+  ws_reconnect: '#FF9500',
+  ws_reauth: '#AF52DE',
+  net_change: '#5856D6',
+};
+
+function formatTime(date: Date): string {
+  return date.toLocaleTimeString('en-US', { hour12: false, hour: '2-digit', minute: '2-digit', second: '2-digit' });
+}
+
+function EventItem({ event, colors }: { event: ConnectionEvent; colors: ThemeColors }) {
+  const badgeColor = EVENT_BADGE_COLORS[event.type] || colors.textTertiary;
+
+  return (
+    <View style={[itemStyles.row, { borderBottomColor: colors.separator }]}>
+      <Text style={[itemStyles.time, { color: colors.textTertiary }]}>{formatTime(event.timestamp)}</Text>
+      <View style={[itemStyles.badge, { backgroundColor: badgeColor }]}>
+        <Text style={itemStyles.badgeText}>{event.type.replace(/_/g, ' ')}</Text>
+      </View>
+      <View style={itemStyles.details}>
+        {event.deviceName && <Text style={[itemStyles.device, { color: colors.text }]}>{event.deviceName}</Text>}
+        {event.details && <Text style={[itemStyles.detail, { color: colors.textSecondary }]} numberOfLines={2}>{event.details}</Text>}
+        {event.rssi != null && <Text style={[itemStyles.detail, { color: colors.textTertiary }]}>RSSI: {event.rssi} dBm</Text>}
+      </View>
+    </View>
+  );
+}
+
+const itemStyles = StyleSheet.create({
+  row: {
+    flexDirection: 'row',
+    alignItems: 'flex-start',
+    paddingVertical: 8,
+    paddingHorizontal: 12,
+    borderBottomWidth: 1,
+  },
+  time: {
+    fontSize: 11,
+    fontFamily: 'monospace',
+    width: 65,
+    marginTop: 3,
+  },
+  badge: {
+    paddingHorizontal: 6,
+    paddingVertical: 2,
+    borderRadius: 4,
+    marginRight: 8,
+    marginTop: 2,
+  },
+  badgeText: {
+    color: 'white',
+    fontSize: 10,
+    fontWeight: '600',
+    textTransform: 'uppercase',
+  },
+  details: {
+    flex: 1,
+  },
+  device: {
+    fontSize: 13,
+    fontWeight: '500',
+  },
+  detail: {
+    fontSize: 12,
+    marginTop: 1,
+  },
+});
+
+export default function DiagnosticsScreen() {
+  const { colors } = useTheme();
+  const { events, clearEvents } = useConnectionLog();
+
+  const shareLogFile = async () => {
+    try {
+      const contents = await readLog();
+      if (!contents) {
+        Alert.alert('No log yet', 'The crash log file is empty.');
+        return;
+      }
+      if (Platform.OS === 'ios') {
+        await Share.share({ url: `file://${getLogPath()}`, message: contents.slice(-4000) });
+      } else {
+        await Share.share({ message: contents.slice(-4000) });
+      }
+    } catch (err) {
+      Alert.alert('Share failed', String(err));
+    }
+  };
+
+  const wipeLogFile = async () => {
+    Alert.alert('Clear crash log?', 'Removes the on-device crash log file.', [
+      { text: 'Cancel', style: 'cancel' },
+      { text: 'Clear', style: 'destructive', onPress: async () => { await clearLog(); } },
+    ]);
+  };
+
+  return (
+    <SafeAreaView style={{ flex: 1, backgroundColor: colors.background }}>
+      <View style={[screenStyles.logBar, { borderBottomColor: colors.separator, backgroundColor: colors.card }]}>
+        <Text style={[screenStyles.logBarTitle, { color: colors.text }]}>Crash Log</Text>
+        <Text style={[screenStyles.logBarPath, { color: colors.textTertiary }]} numberOfLines={1}>{getLogPath()}</Text>
+        <View style={screenStyles.logBarRow}>
+          <TouchableOpacity onPress={shareLogFile} style={[screenStyles.logBtn, { backgroundColor: colors.inputBackground }]}>
+            <Text style={[screenStyles.logBtnText, { color: colors.text }]}>Share Log File</Text>
+          </TouchableOpacity>
+          <TouchableOpacity onPress={wipeLogFile} style={[screenStyles.logBtn, { backgroundColor: colors.inputBackground }]}>
+            <Text style={[screenStyles.logBtnText, { color: colors.danger }]}>Clear File</Text>
+          </TouchableOpacity>
+        </View>
+      </View>
+      <View style={[screenStyles.header, { borderBottomColor: colors.separator }]}>
+        <Text style={[screenStyles.title, { color: colors.text }]}>Connection Log ({events.length})</Text>
+        <TouchableOpacity onPress={clearEvents} style={[screenStyles.clearButton, { backgroundColor: colors.inputBackground }]}>
+          <Text style={[screenStyles.clearText, { color: colors.danger }]}>Clear</Text>
+        </TouchableOpacity>
+      </View>
+
+      {events.length === 0 ? (
+        <View style={screenStyles.empty}>
+          <Text style={[screenStyles.emptyText, { color: colors.textTertiary }]}>No events recorded yet. Scan or connect a device to see events here.</Text>
+        </View>
+      ) : (
+        <FlatList
+          data={events}
+          renderItem={({ item }) => <EventItem event={item} colors={colors} />}
+          keyExtractor={(item) => item.id}
+          style={{ backgroundColor: colors.card }}
+        />
+      )}
+    </SafeAreaView>
+  );
+}
+
+const screenStyles = StyleSheet.create({
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingHorizontal: 16,
+    paddingVertical: 12,
+    borderBottomWidth: 1,
+  },
+  title: {
+    fontSize: 17,
+    fontWeight: '600',
+  },
+  clearButton: {
+    paddingHorizontal: 12,
+    paddingVertical: 6,
+    borderRadius: 6,
+  },
+  clearText: {
+    fontSize: 14,
+    fontWeight: '500',
+  },
+  empty: {
+    flex: 1,
+    justifyContent: 'center',
+    alignItems: 'center',
+    padding: 40,
+  },
+  emptyText: {
+    fontSize: 15,
+    textAlign: 'center',
+  },
+  logBar: {
+    paddingHorizontal: 16,
+    paddingVertical: 10,
+    borderBottomWidth: 1,
+  },
+  logBarTitle: {
+    fontSize: 15,
+    fontWeight: '600',
+  },
+  logBarPath: {
+    fontSize: 10,
+    fontFamily: 'monospace',
+    marginTop: 2,
+    marginBottom: 8,
+  },
+  logBarRow: {
+    flexDirection: 'row',
+    gap: 8,
+  },
+  logBtn: {
+    flex: 1,
+    paddingHorizontal: 12,
+    paddingVertical: 8,
+    borderRadius: 6,
+    alignItems: 'center',
+  },
+  logBtnText: {
+    fontSize: 13,
+    fontWeight: '500',
+  },
+});
diff --git a/app/app/hooks/.gitkeep b/app/app/hooks/.gitkeep
deleted file mode 100644
index 0519ecba..00000000
--- a/app/app/hooks/.gitkeep
+++ /dev/null
@@ -1 +0,0 @@
- 
\ No newline at end of file
diff --git a/app/app/index.tsx b/app/app/index.tsx
index 649a2e2b..14180904 100644
--- a/app/app/index.tsx
+++ b/app/app/index.tsx
@@ -1,600 +1,388 @@
 import React, { useRef, useCallback, useEffect, useState } from 'react';
-import { StyleSheet, Text, View, SafeAreaView, ScrollView, Platform, FlatList, ActivityIndicator, Alert, Switch, Button, TouchableOpacity, KeyboardAvoidingView } from 'react-native';
-import { OmiConnection } from 'friend-lite-react-native'; // OmiDevice also comes from here
-import { State as BluetoothState } from 'react-native-ble-plx'; // Import State from ble-plx
+import { Text, View, SafeAreaView, ScrollView, Platform, FlatList, ActivityIndicator, Alert, Switch, TouchableOpacity, KeyboardAvoidingView, StyleSheet, RefreshControl } from 'react-native';
+import { OmiConnection } from 'friend-lite-react-native';
+import { State as BluetoothState } from 'react-native-ble-plx';
+import { Link } from 'expo-router';
+import Constants from 'expo-constants';
+import { useTheme, ThemeColors } from '@/theme';
 
 // Hooks
-import { useBluetoothManager } from './hooks/useBluetoothManager';
-import { useDeviceScanning } from './hooks/useDeviceScanning';
-import { useDeviceConnection } from './hooks/useDeviceConnection';
-import {
-  saveLastConnectedDeviceId,
-  getLastConnectedDeviceId,
-  saveWebSocketUrl,
-  getWebSocketUrl,
-  saveUserId,
-  getUserId,
-  getAuthEmail,
-  getJwtToken,
-} from './utils/storage';
-import { useAudioListener } from './hooks/useAudioListener';
-import { useAudioStreamer } from './hooks/useAudioStreamer';
-import { usePhoneAudioRecorder } from './hooks/usePhoneAudioRecorder';
+import { useBluetoothManager } from '@/hooks/useBluetoothManager';
+import { useDeviceScanning } from '@/hooks/useDeviceScanning';
+import { useDeviceConnection } from '@/hooks/useDeviceConnection';
+import { useSharedAppSettings } from '@/contexts/AppSettingsContext';
+import { useAutoReconnect } from '@/hooks/useAutoReconnect';
+import { useAudioStreamingOrchestrator } from '@/hooks/useAudioStreamingOrchestrator';
+import { useAudioListener } from '@/hooks/useAudioListener';
+import { useAudioStreamer } from '@/hooks/useAudioStreamer';
+import { usePhoneAudioRecorder } from '@/hooks/usePhoneAudioRecorder';
+import { usePhoneAudioDevices } from '@/hooks/usePhoneAudioDevices';
+import { useBatteryMonitor } from '@/hooks/useBatteryMonitor';
+import { useBackendHealth, isNotConfigured } from '@/hooks/useBackendHealth';
+import { saveLastConnectedDeviceId } from '@/utils/storage';
 
 // Components
-import BluetoothStatusBanner from './components/BluetoothStatusBanner';
-import ScanControls from './components/ScanControls';
-import DeviceListItem from './components/DeviceListItem';
-import DeviceDetails from './components/DeviceDetails';
-import AuthSection from './components/AuthSection';
-import BackendStatus from './components/BackendStatus';
-import ObsidianIngest from './components/ObsidianIngest';
-import PhoneAudioButton from './components/PhoneAudioButton';
+import BluetoothStatusBanner from '@/components/BluetoothStatusBanner';
+import ScanControls from '@/components/ScanControls';
+import DeviceListItem from '@/components/DeviceListItem';
+import DeviceDetails from '@/components/DeviceDetails';
+import PhoneAudioButton from '@/components/PhoneAudioButton';
+import PhoneAudioMicPicker from '@/components/PhoneAudioMicPicker';
 
 export default function App() {
-  // Initialize OmiConnection
+  const { colors } = useTheme();
+  const s = createStyles(colors);
   const omiConnection = useRef(new OmiConnection()).current;
-
-  // Filter state
   const [showOnlyOmi, setShowOnlyOmi] = useState(false);
+  const [activeTab, setActiveTab] = useState<'backend' | 'connection'>('backend');
 
-  // State for remembering the last connected device
-  const [lastKnownDeviceId, setLastKnownDeviceId] = useState<string | null>(null);
-  const [isAttemptingAutoReconnect, setIsAttemptingAutoReconnect] = useState(false);
-  const [triedAutoReconnectForCurrentId, setTriedAutoReconnectForCurrentId] = useState(false);
-
-  // State for WebSocket URL for custom audio streaming
-  const [webSocketUrl, setWebSocketUrl] = useState<string>('');
-  
-  // State for User ID
-  const [userId, setUserId] = useState<string>('');
-  
-  // Authentication state
-  const [isAuthenticated, setIsAuthenticated] = useState<boolean>(false);
-  const [currentUserEmail, setCurrentUserEmail] = useState<string | null>(null);
-  const [jwtToken, setJwtToken] = useState<string | null>(null);
-  
-  // Bluetooth Management Hook
-  const {
-    bleManager,
-    bluetoothState,
-    permissionGranted,
-    requestBluetoothPermission,
-    isPermissionsLoading,
-  } = useBluetoothManager();
-
-  // Custom Audio Streamer Hook
-  const audioStreamer = useAudioStreamer();
-  
-  // Phone Audio Recorder Hook
-  const phoneAudioRecorder = usePhoneAudioRecorder();
-  const [isPhoneAudioMode, setIsPhoneAudioMode] = useState<boolean>(false);
+  // Bluetooth
+  const { bleManager, bluetoothState, permissionGranted, requestBluetoothPermission, isPermissionsLoading } = useBluetoothManager();
 
+  // Settings (must be before audioStreamer so the token refresh callback can reference it)
+  const settings = useSharedAppSettings();
 
-  const {
-    isListeningAudio: isOmiAudioListenerActive,
-    audioPacketsReceived,
-    startAudioListener: originalStartAudioListener,
-    stopAudioListener: originalStopAudioListener,
-    isRetrying: isAudioListenerRetrying,
-    retryAttempts: audioListenerRetryAttempts,
-  } = useAudioListener(
-    omiConnection,
-    () => !!deviceConnection.connectedDeviceId
-  );
+  // Live backend reachability (Connection Doctor), re-probed on pull-to-refresh.
+  const { healthStatus, checkBackendHealth } = useBackendHealth(settings.webSocketUrl, settings.jwtToken);
+  const [refreshing, setRefreshing] = useState(false);
 
-  // Refs to hold the current state for onDeviceDisconnect without causing re-memoization
-  const isOmiAudioListenerActiveRef = useRef(isOmiAudioListenerActive);
-  const isAudioStreamingRef = useRef(audioStreamer.isStreaming);
+  // Audio
+  const audioStreamer = useAudioStreamer({
+    autoReconnectEnabled: settings.autoReconnectEnabled,
+    onTokenRefreshed: (newToken) => {
+      // Update app-level auth state when auto-re-login refreshes the token
+      if (settings.currentUserEmail) {
+        settings.handleAuthStatusChange(true, settings.currentUserEmail, newToken);
+      }
+    },
+  });
+  const phoneAudioRecorder = usePhoneAudioRecorder();
+  const phoneAudioDevices = usePhoneAudioDevices();
 
-  useEffect(() => {
-    isOmiAudioListenerActiveRef.current = isOmiAudioListenerActive;
-  }, [isOmiAudioListenerActive]);
+  const { isListeningAudio: isOmiAudioListenerActive, audioPacketsReceived, startAudioListener: originalStartAudioListener, stopAudioListener: originalStopAudioListener, isRetrying: isAudioListenerRetrying, retryAttempts: audioListenerRetryAttempts } = useAudioListener(omiConnection, () => !!deviceConnection.connectedDeviceId);
 
-  useEffect(() => {
-    isAudioStreamingRef.current = audioStreamer.isStreaming;
-  }, [audioStreamer.isStreaming]);
-
-  // Now define the stable onDeviceConnect and onDeviceDisconnect callbacks
+  // Refs for disconnect cleanup
+  const isOmiAudioListenerActiveRef = useRef(isOmiAudioListenerActive);
+  const isAudioStreamingRef = useRef(audioStreamer.isStreaming);
+  // Track if audio pipeline was active before BLE disconnect (for auto-restart on reconnect)
+  const wasStreamingBeforeDisconnectRef = useRef(false);
+  useEffect(() => { isOmiAudioListenerActiveRef.current = isOmiAudioListenerActive; }, [isOmiAudioListenerActive]);
+  useEffect(() => { isAudioStreamingRef.current = audioStreamer.isStreaming; }, [audioStreamer.isStreaming]);
+
+  // Refs to break the declaration-order cycle:
+  // onDeviceConnect/onDeviceDisconnect need orchestrator + autoReconnect,
+  // but deviceConnection (which needs those callbacks) must be declared
+  // before orchestrator and autoReconnect.
+  type OrchestratorHandle = ReturnType<typeof useAudioStreamingOrchestrator>;
+  type AutoReconnectHandle = ReturnType<typeof useAutoReconnect>;
+  const orchestratorRef = useRef<OrchestratorHandle | null>(null);
+  const autoReconnectRef = useRef<AutoReconnectHandle | null>(null);
+
+  // Device callbacks
   const onDeviceConnect = useCallback(async () => {
-    console.log('[App.tsx] Device connected callback.');
-    const deviceIdToSave = omiConnection.connectedDeviceId; // Corrected: Use property from OmiConnection instance
-
+    const deviceIdToSave = omiConnection.connectedDeviceId;
     if (deviceIdToSave) {
-      console.log('[App.tsx] Saving connected device ID to storage:', deviceIdToSave);
       await saveLastConnectedDeviceId(deviceIdToSave);
-      setLastKnownDeviceId(deviceIdToSave); // Update state for consistency
-      setTriedAutoReconnectForCurrentId(false); // Reset if a new device connects successfully
-    } else {
-      console.warn('[App.tsx] onDeviceConnect: Could not determine connected device ID to save. omiConnection.connectedDeviceId was null/undefined.');
+      autoReconnectRef.current?.setLastKnownDeviceId(deviceIdToSave);
+      autoReconnectRef.current?.setTriedAutoReconnectForCurrentId(false);
     }
-    // Actions on connect (e.g., auto-fetch codec/battery)
-  }, [omiConnection]); // saveLastConnectedDeviceId is stable, omiConnection is stable ref
 
-  const onDeviceDisconnect = useCallback(async () => {
-    console.log('[App.tsx] Device disconnected callback.');
-    if (isOmiAudioListenerActiveRef.current) {
-      console.log('[App.tsx] Disconnect: Stopping audio listener.');
-      await originalStopAudioListener();
+    // Auto-restart audio pipeline if it was active before BLE disconnect
+    if (wasStreamingBeforeDisconnectRef.current) {
+      wasStreamingBeforeDisconnectRef.current = false;
+      console.log('[App] BLE reconnected — auto-restarting audio pipeline');
+      // Short delay to let BLE connection stabilize
+      setTimeout(() => {
+        orchestratorRef.current?.handleStartAudioListeningAndStreaming().catch(err => {
+          console.error('[App] Failed to auto-restart audio pipeline:', err);
+        });
+      }, 1000);
     }
-    if (isAudioStreamingRef.current) {
-      console.log('[App.tsx] Disconnect: Stopping custom audio streaming.');
-      audioStreamer.stopStreaming();
+  }, [omiConnection]);
+
+  const onDeviceDisconnect = useCallback(async () => {
+    // Remember if audio was active so we can auto-restart on reconnect
+    if (isOmiAudioListenerActiveRef.current || isAudioStreamingRef.current) {
+      wasStreamingBeforeDisconnectRef.current = true;
     }
-    // Also stop phone audio if it's running
+
+    // Stop audio listener (BLE is gone, can't read audio)
+    if (isOmiAudioListenerActiveRef.current) await originalStopAudioListener();
+
+    // Keep WebSocket alive — it will reconnect or idle until BLE comes back.
+    // Only stop WebSocket for phone audio mode (no BLE needed there).
     if (phoneAudioRecorder.isRecording) {
-      console.log('[App.tsx] Disconnect: Stopping phone audio recording.');
+      audioStreamer.stopStreaming();
       await phoneAudioRecorder.stopRecording();
-      setIsPhoneAudioMode(false);
+      orchestratorRef.current?.setIsPhoneAudioMode(false);
     }
-  }, [originalStopAudioListener, audioStreamer.stopStreaming, phoneAudioRecorder.stopRecording, phoneAudioRecorder.isRecording, setIsPhoneAudioMode]);
+  }, [originalStopAudioListener, audioStreamer.stopStreaming, phoneAudioRecorder.stopRecording, phoneAudioRecorder.isRecording]);
 
-  // Initialize Device Connection hook, passing the memoized callbacks
-  const deviceConnection = useDeviceConnection(
-    omiConnection,
-    onDeviceDisconnect,
-    onDeviceConnect
-  );
-
-  // Effect to load settings on app startup
-  useEffect(() => {
-    const loadSettings = async () => {
-      const deviceId = await getLastConnectedDeviceId();
-      if (deviceId) {
-        console.log('[App.tsx] Loaded last known device ID from storage:', deviceId);
-        setLastKnownDeviceId(deviceId);
-        setTriedAutoReconnectForCurrentId(false);
-      } else {
-        console.log('[App.tsx] No last known device ID found in storage. Auto-reconnect will not be attempted.');
-        setLastKnownDeviceId(null); // Explicitly ensure it's null
-        setTriedAutoReconnectForCurrentId(true); // Mark that we shouldn't try (as no ID is known)
-      }
-
-      const storedWsUrl = await getWebSocketUrl();
-      if (storedWsUrl) {
-        console.log('[App.tsx] Loaded WebSocket URL from storage:', storedWsUrl);
-        setWebSocketUrl(storedWsUrl);
-      } else {
-        // Set default to simple backend
-        const defaultUrl = 'ws://localhost:8000/ws';
-        console.log('[App.tsx] No stored WebSocket URL, setting default for simple backend:', defaultUrl);
-        setWebSocketUrl(defaultUrl);
-        await saveWebSocketUrl(defaultUrl);
-      }
-
-      const storedUserId = await getUserId();
-      if (storedUserId) {
-        console.log('[App.tsx] Loaded User ID from storage:', storedUserId);
-        setUserId(storedUserId);
-      }
-
-      // Load authentication data
-      const storedEmail = await getAuthEmail();
-      const storedToken = await getJwtToken();
-      if (storedEmail && storedToken) {
-        console.log('[App.tsx] Loaded auth data from storage for:', storedEmail);
-        setCurrentUserEmail(storedEmail);
-        setJwtToken(storedToken);
-        setIsAuthenticated(true);
-      }
-    };
-    loadSettings();
-  }, []);
+  const deviceConnection = useDeviceConnection(omiConnection, onDeviceDisconnect, onDeviceConnect);
 
+  // Battery monitor
+  const batteryMonitor = useBatteryMonitor({
+    connectedDeviceId: deviceConnection.connectedDeviceId,
+    getBatteryLevel: deviceConnection.getRawBatteryLevel,
+    onConnectionLost: deviceConnection.disconnectFromDevice,
+  });
 
-  // Device Scanning Hook
-  const {
-    devices: scannedDevices,
-    scanning,
-    startScan,
-    stopScan: stopDeviceScanAction,
-  } = useDeviceScanning(
-    bleManager, // From useBluetoothManager
-    omiConnection,
-    permissionGranted, // From useBluetoothManager
-    bluetoothState === BluetoothState.PoweredOn, // Derived from useBluetoothManager
-    requestBluetoothPermission // From useBluetoothManager, should be stable
-  );
-  
-  // Effect for attempting auto-reconnection
-  useEffect(() => {
-    if (
-      bluetoothState === BluetoothState.PoweredOn &&
-      permissionGranted &&
-      lastKnownDeviceId &&
-      !deviceConnection.connectedDeviceId && // Only if not already connected
-      !deviceConnection.isConnecting &&        // Only if not currently trying to connect by other means
-      !scanning &&                             // Only if not currently scanning
-      !isAttemptingAutoReconnect &&            // Only if not already attempting auto-reconnect
-      !triedAutoReconnectForCurrentId          // Only try once per loaded/set lastKnownDeviceId
-    ) {
-      const attemptAutoConnect = async () => {
-        console.log(`[App.tsx] Attempting to auto-reconnect to device: ${lastKnownDeviceId}`);
-        setIsAttemptingAutoReconnect(true);
-        setTriedAutoReconnectForCurrentId(true); // Mark that we've initiated an attempt for this ID
-        try {
-          // useDeviceConnection.connectToDevice can take a device ID string directly
-          await deviceConnection.connectToDevice(lastKnownDeviceId);
-          // If connectToDevice throws, catch block handles it.
-          // If it resolves, the connection attempt was made.
-          // The onDeviceConnect callback will be triggered if successful.
-          console.log(`[App.tsx] Auto-reconnect attempt initiated for ${lastKnownDeviceId}. Waiting for connection event.`);
-          // Removed the if(success) block as connectToDevice is void
-        } catch (error) {
-          console.error(`[App.tsx] Error auto-reconnecting to ${lastKnownDeviceId}:`, error);
-          // Clear the problematic device ID from storage and state
-          if (lastKnownDeviceId) { // Ensure we have an ID to clear
-            console.log(`[App.tsx] Clearing problematic device ID ${lastKnownDeviceId} from storage due to auto-reconnect failure.`);
-            await saveLastConnectedDeviceId(null); // Clears from AsyncStorage
-            setLastKnownDeviceId(null); // Clears from current app state
-          }
-        } finally {
-          setIsAttemptingAutoReconnect(false);
-        }
-      };
-      attemptAutoConnect();
-    }
-  }, [
+  // Auto-reconnect
+  const autoReconnect = useAutoReconnect({
     bluetoothState,
     permissionGranted,
-    lastKnownDeviceId,
-    deviceConnection.connectedDeviceId,
-    deviceConnection.isConnecting,
-    scanning,
-    deviceConnection.connectToDevice, // Stable function from the hook
-    triedAutoReconnectForCurrentId,
-    isAttemptingAutoReconnect, // Added to prevent re-triggering while one is in progress
-    // Added saveLastConnectedDeviceId and setLastKnownDeviceId to dependency array if they were not already implicitly covered
-    // saveLastConnectedDeviceId is an import, setLastKnownDeviceId is a state setter - typically stable
-  ]);
-
-  const handleStartAudioListeningAndStreaming = useCallback(async () => {
-    if (!webSocketUrl || webSocketUrl.trim() === '') {
-      Alert.alert('WebSocket URL Required', 'Please enter the WebSocket URL for streaming.');
-      return;
-    }
-    if (!omiConnection.isConnected() || !deviceConnection.connectedDeviceId) {
-      Alert.alert('Device Not Connected', 'Please connect to an OMI device first.');
-      return;
-    }
-
-    try {
-      let finalWebSocketUrl = webSocketUrl.trim();
-      
-      // Check if this is the advanced backend (requires authentication) or simple backend
-      const isAdvancedBackend = jwtToken && isAuthenticated;
-      
-      if (isAdvancedBackend) {
-        // Advanced backend: include JWT token and device parameters
-        const params = new URLSearchParams();
-        params.append('token', jwtToken);
-        
-        if (userId && userId.trim() !== '') {
-          params.append('device_name', userId.trim());
-          console.log('[App.tsx] Using advanced backend with token and device_name:', userId.trim());
-        } else {
-          params.append('device_name', 'phone'); // Default device name
-          console.log('[App.tsx] Using advanced backend with token and default device_name');
-        }
-        
-        const separator = webSocketUrl.includes('?') ? '&' : '?';
-        finalWebSocketUrl = `${webSocketUrl}${separator}${params.toString()}`;
-        console.log('[App.tsx] Advanced backend WebSocket URL constructed (token hidden for security)');
-      } else {
-        // Simple backend: use URL as-is without authentication
-        console.log('[App.tsx] Using simple backend without authentication:', finalWebSocketUrl);
-      }
-
-      // Start custom WebSocket streaming first
-      await audioStreamer.startStreaming(finalWebSocketUrl);
-
-      // Then start OMI audio listener
-      await originalStartAudioListener(async (audioBytes) => {
-        const wsReadyState = audioStreamer.getWebSocketReadyState();
-        if (wsReadyState === WebSocket.OPEN && audioBytes.length > 0) {
-          await audioStreamer.sendAudio(audioBytes);
-        }
-      });
-    } catch (error) {
-      console.error('[App.tsx] Error starting audio listening/streaming:', error);
-      Alert.alert('Error', 'Could not start audio listening or streaming.');
-      // Ensure cleanup if one part started but the other failed
-      if (audioStreamer.isStreaming) audioStreamer.stopStreaming();
-    }
-  }, [originalStartAudioListener, audioStreamer, webSocketUrl, userId, omiConnection, deviceConnection.connectedDeviceId, jwtToken, isAuthenticated]);
-
-  const handleStopAudioListeningAndStreaming = useCallback(async () => {
-    console.log('[App.tsx] Stopping audio listening and streaming.');
-    await originalStopAudioListener();
-    audioStreamer.stopStreaming();
-  }, [originalStopAudioListener, audioStreamer]);
-
-  // Phone Audio Streaming Functions
-  const handleStartPhoneAudioStreaming = useCallback(async () => {
-    if (!webSocketUrl || webSocketUrl.trim() === '') {
-      Alert.alert('WebSocket URL Required', 'Please enter the WebSocket URL for streaming.');
-      return;
-    }
-
-    try {
-      let finalWebSocketUrl = webSocketUrl.trim();
-      
-      // Convert HTTP/HTTPS to WS/WSS protocol
-      finalWebSocketUrl = finalWebSocketUrl.replace(/^http:/, 'ws:').replace(/^https:/, 'wss:');
-      
-      // Ensure /ws endpoint is included
-      if (!finalWebSocketUrl.includes('/ws')) {
-        // Remove trailing slash if present, then add /ws
-        finalWebSocketUrl = finalWebSocketUrl.replace(/\/$/, '') + '/ws';
-      }
-
-      // Add codec parameter if not present
-      if (!finalWebSocketUrl.includes('codec=')) {
-        const separator = finalWebSocketUrl.includes('?') ? '&' : '?';
-        finalWebSocketUrl = finalWebSocketUrl + separator + 'codec=pcm';
-      }
-      
-      // Check if this is the advanced backend (requires authentication) or simple backend
-      const isAdvancedBackend = jwtToken && isAuthenticated;
-      
-      if (isAdvancedBackend) {
-        // Advanced backend: include JWT token and device parameters
-        const params = new URLSearchParams();
-        params.append('token', jwtToken);
-        
-        const deviceName = userId && userId.trim() !== '' ? userId.trim() : 'phone-mic';
-        params.append('device_name', deviceName);
-        console.log('[App.tsx] Using advanced backend with token and device_name:', deviceName);
-        
-        const separator = finalWebSocketUrl.includes('?') ? '&' : '?';
-        finalWebSocketUrl = `${finalWebSocketUrl}${separator}${params.toString()}`;
-        console.log('[App.tsx] Advanced backend WebSocket URL constructed for phone audio');
-      } else {
-        // Simple backend: use URL as-is without authentication
-        console.log('[App.tsx] Using simple backend without authentication for phone audio');
-      }
+    deviceConnection,
+    scanning: false,
+    autoReconnectEnabled: settings.autoReconnectEnabled,
+  });
 
-      // Start WebSocket streaming first
-      await audioStreamer.startStreaming(finalWebSocketUrl);
-      
-      // Start phone audio recording
-      await phoneAudioRecorder.startRecording(async (pcmBuffer) => {
-        const wsReadyState = audioStreamer.getWebSocketReadyState();
-        if (wsReadyState === WebSocket.OPEN && pcmBuffer.length > 0) {
-          await audioStreamer.sendAudio(pcmBuffer);
-        }
-      });
-      
-      setIsPhoneAudioMode(true);
-      console.log('[App.tsx] Phone audio streaming started successfully');
-    } catch (error) {
-      console.error('[App.tsx] Error starting phone audio streaming:', error);
-      Alert.alert('Error', 'Could not start phone audio streaming.');
-      // Ensure cleanup if one part started but the other failed
-      if (audioStreamer.isStreaming) audioStreamer.stopStreaming();
-      if (phoneAudioRecorder.isRecording) await phoneAudioRecorder.stopRecording();
-      setIsPhoneAudioMode(false);
-    }
-  }, [audioStreamer, phoneAudioRecorder, webSocketUrl, userId, jwtToken, isAuthenticated]);
-
-  const handleStopPhoneAudioStreaming = useCallback(async () => {
-    console.log('[App.tsx] Stopping phone audio streaming.');
-    await phoneAudioRecorder.stopRecording();
-    audioStreamer.stopStreaming();
-    setIsPhoneAudioMode(false);
-  }, [phoneAudioRecorder, audioStreamer]);
-
-  const handleTogglePhoneAudio = useCallback(async () => {
-    if (isPhoneAudioMode || phoneAudioRecorder.isRecording) {
-      await handleStopPhoneAudioStreaming();
-    } else {
-      await handleStartPhoneAudioStreaming();
-    }
-  }, [isPhoneAudioMode, phoneAudioRecorder.isRecording, handleStartPhoneAudioStreaming, handleStopPhoneAudioStreaming]);
+  // Scanning
+  const { devices: scannedDevices, scanning, startScan, stopScan: stopDeviceScanAction } = useDeviceScanning(bleManager, omiConnection, permissionGranted, bluetoothState === BluetoothState.PoweredOn, requestBluetoothPermission);
 
-  // Store stable references for cleanup
-  const cleanupRefs = useRef({
+  // Audio orchestrator
+  const orchestrator = useAudioStreamingOrchestrator({
     omiConnection,
-    bleManager,
-    disconnectFromDevice: deviceConnection.disconnectFromDevice,
-    stopAudioStreaming: audioStreamer.stopStreaming,
-    stopPhoneAudio: phoneAudioRecorder.stopRecording,
+    deviceConnection,
+    audioStreamer,
+    phoneAudioRecorder,
+    originalStartAudioListener,
+    originalStopAudioListener,
+    resolvePhoneInputDeviceId: phoneAudioDevices.resolveEffectiveDeviceId,
+    settings,
   });
 
-  // Update refs when functions change
-  useEffect(() => {
-    cleanupRefs.current = {
-      omiConnection,
-      bleManager,
-      disconnectFromDevice: deviceConnection.disconnectFromDevice,
-      stopAudioStreaming: audioStreamer.stopStreaming,
-      stopPhoneAudio: phoneAudioRecorder.stopRecording,
-    };
-  });
+  // Keep forward-declared refs in sync so device callbacks can call through.
+  orchestratorRef.current = orchestrator;
+  autoReconnectRef.current = autoReconnect;
 
-  // Cleanup only on actual unmount (no dependencies to avoid re-runs)
+  // Cleanup
+  const cleanupRefs = useRef({ omiConnection, bleManager, disconnectFromDevice: deviceConnection.disconnectFromDevice, stopAudioStreaming: audioStreamer.stopStreaming, stopPhoneAudio: phoneAudioRecorder.stopRecording });
+  useEffect(() => { cleanupRefs.current = { omiConnection, bleManager, disconnectFromDevice: deviceConnection.disconnectFromDevice, stopAudioStreaming: audioStreamer.stopStreaming, stopPhoneAudio: phoneAudioRecorder.stopRecording }; });
   useEffect(() => {
     return () => {
-      console.log('App unmounting - cleaning up OmiConnection, BleManager, AudioStreamer, and PhoneAudioRecorder');
       const refs = cleanupRefs.current;
-      
-      if (refs.omiConnection.isConnected()) {
-        refs.disconnectFromDevice().catch(err => console.error("Error disconnecting in cleanup:", err));
-      }
-      if (refs.bleManager) {
-        refs.bleManager.destroy();
-      }
+      if (refs.omiConnection.isConnected()) refs.disconnectFromDevice().catch(() => {});
+      if (refs.bleManager) refs.bleManager.destroy();
       refs.stopAudioStreaming();
-      // Phone audio stopRecording now handles inactive state gracefully
-      refs.stopPhoneAudio().catch(err => console.error("Error stopping phone audio in cleanup:", err));
+      refs.stopPhoneAudio().catch(() => {});
     };
-  }, []); // Empty dependency array - only run on mount/unmount
+  }, []);
 
   const canScan = React.useMemo(() => (
-    permissionGranted &&
-    bluetoothState === BluetoothState.PoweredOn &&
-    !isAttemptingAutoReconnect &&
+    permissionGranted && bluetoothState === BluetoothState.PoweredOn &&
+    !autoReconnect.isAttemptingAutoReconnect && !autoReconnect.isRetryingConnection &&
     !deviceConnection.isConnecting &&
     !deviceConnection.connectedDeviceId &&
-    (triedAutoReconnectForCurrentId || !lastKnownDeviceId)
-    // Removed authentication requirement for scanning
-  ), [
-    permissionGranted,
-    bluetoothState,
-    isAttemptingAutoReconnect,
-    deviceConnection.isConnecting,
-    deviceConnection.connectedDeviceId,
-    triedAutoReconnectForCurrentId,
-    lastKnownDeviceId,
-  ]);
+    (autoReconnect.triedAutoReconnectForCurrentId || !autoReconnect.lastKnownDeviceId)
+  ), [permissionGranted, bluetoothState, autoReconnect.isAttemptingAutoReconnect, autoReconnect.isRetryingConnection, deviceConnection.isConnecting, deviceConnection.connectedDeviceId, autoReconnect.triedAutoReconnectForCurrentId, autoReconnect.lastKnownDeviceId]);
 
   const filteredDevices = React.useMemo(() => {
-    if (!showOnlyOmi) {
-      return scannedDevices;
-    }
-    return scannedDevices.filter(device => {
-      const name = device.name?.toLowerCase() || '';
-      return name.includes('omi') || name.includes('friend');
+    if (!showOnlyOmi) return scannedDevices;
+    return scannedDevices.filter(d => {
+      const name = d.name?.toLowerCase() || '';
+      return name.includes('omi') || name.includes('friend') || name.includes('neo') || name.includes('elato');
     });
   }, [scannedDevices, showOnlyOmi]);
 
-  const handleSetAndSaveWebSocketUrl = useCallback(async (url: string) => {
-    setWebSocketUrl(url);
-    await saveWebSocketUrl(url);
-  }, []);
-
-  const handleSetAndSaveUserId = useCallback(async (id: string) => {
-    setUserId(id);
-    await saveUserId(id || null);
-  }, []);
-
-  // Authentication status change handler
-  const handleAuthStatusChange = useCallback((authenticated: boolean, email: string | null, token: string | null) => {
-    setIsAuthenticated(authenticated);
-    setCurrentUserEmail(email);
-    setJwtToken(token);
-    console.log('[App.tsx] Auth status changed:', { authenticated, email: email ? 'logged in' : 'logged out' });
-  }, []);
-
-  const handleCancelAutoReconnect = useCallback(async () => {
-    console.log('[App.tsx] Cancelling auto-reconnection attempt.');
-    if (lastKnownDeviceId) {
-      // Clear the last known device ID to prevent further auto-reconnect attempts in this session
-      await saveLastConnectedDeviceId(null);
-      setLastKnownDeviceId(null);
-      setTriedAutoReconnectForCurrentId(true); // Mark as tried to prevent immediate re-trigger if conditions meet again
+  // Pull-to-refresh: re-probe backend reachability and refresh live device state.
+  const onRefresh = useCallback(async () => {
+    setRefreshing(true);
+    try {
+      await Promise.all([
+        checkBackendHealth(false),
+        deviceConnection.connectedDeviceId ? batteryMonitor.refreshBattery() : Promise.resolve(),
+        phoneAudioDevices.refresh().then(() => {}, () => {}),
+      ]);
+    } finally {
+      setRefreshing(false);
     }
-    // Attempt to stop any ongoing connection process
-    // disconnectFromDevice also sets isConnecting to false internally.
-    await deviceConnection.disconnectFromDevice(); 
-    setIsAttemptingAutoReconnect(false); // Explicitly set to false to hide the auto-reconnect screen
-  }, [deviceConnection, lastKnownDeviceId, saveLastConnectedDeviceId, setLastKnownDeviceId, setTriedAutoReconnectForCurrentId, setIsAttemptingAutoReconnect]);
-
+  }, [checkBackendHealth, deviceConnection.connectedDeviceId, batteryMonitor.refreshBattery, phoneAudioDevices.refresh]);
+
+  const bluetoothReady = bluetoothState === BluetoothState.PoweredOn && permissionGranted;
+  // A fresh install points at localhost (the phone itself), which can never be a
+  // real backend — treat that (and empty) as "not paired yet" so the setup card
+  // and health pill reflect reality.
+  const backendConfigured = !isNotConfigured(settings.webSocketUrl);
+  // The pill reflects the live probe, not just config: a confirmed-bad probe
+  // (offline / unreachable / down / unhealthy) turns it red; pending or healthy
+  // probes fall back to the config+bluetooth view.
+  const backendDown = ['offline', 'backend_down', 'unreachable', 'unhealthy'].includes(healthStatus.status);
+  const isOperational = bluetoothReady && backendConfigured && !backendDown;
+  const healthLabel = backendDown
+    ? (healthStatus.status === 'offline' ? "You're Offline" : 'Backend Unreachable')
+    : isOperational ? 'System Operational' : 'Action Needed';
+  const healthTone = backendDown ? colors.danger : isOperational ? colors.success : colors.warning;
+  const batteryDisplay = deviceConnection.connectedDeviceId
+    ? batteryMonitor.batteryLevel >= 0 ? `${batteryMonitor.batteryLevel}%` : '...'
+    : '--';
+  const streamDisplay = audioStreamer.isStreaming
+    ? 'Streaming'
+    : (phoneAudioRecorder.isRecording || orchestrator.isPhoneAudioMode)
+      ? 'Phone Mic'
+      : 'Idle';
+
+  // Loading / auto-reconnect screens
   if (isPermissionsLoading && bluetoothState === BluetoothState.Unknown) {
     return (
-      <View style={styles.centeredMessageContainer}>
-        <ActivityIndicator size="large" />
-        <Text style={styles.centeredMessageText}>
-          {isAttemptingAutoReconnect 
-            ? `Attempting to reconnect to the last device (${lastKnownDeviceId ? lastKnownDeviceId.substring(0, 10) + '...' : ''})...` 
+      <View style={s.centeredMessageContainer}>
+        <ActivityIndicator size="large" color={colors.primary} />
+        <Text style={s.centeredMessageText}>
+          {autoReconnect.isAttemptingAutoReconnect
+            ? `Reconnecting to ${autoReconnect.lastKnownDeviceId?.substring(0, 10)}...`
             : 'Initializing Bluetooth...'}
         </Text>
       </View>
     );
   }
 
-  if (isAttemptingAutoReconnect) {
-    return (
-      <SafeAreaView style={styles.container}>
-        <View style={styles.centeredMessageContainer}>
-          <ActivityIndicator size="large" />
-          <Text style={styles.centeredMessageText}>
-            Attempting to reconnect to the last device ({lastKnownDeviceId ? lastKnownDeviceId.substring(0, 10) + '...' : ''})...
-          </Text>
-          <Button title="Cancel" onPress={handleCancelAutoReconnect} color="#FF6347" />
-        </View>
-      </SafeAreaView>
-    );
-  }
-
   return (
-    <SafeAreaView style={styles.container}>
-      <KeyboardAvoidingView 
-        style={{ flex: 1 }}
-        behavior={Platform.OS === 'ios' ? 'padding' : undefined}
-        keyboardVerticalOffset={Platform.OS === 'ios' ? 100 : 0}
-      >
-        <ScrollView 
-          contentContainerStyle={styles.content}
+    <SafeAreaView style={s.container}>
+      <View style={s.pulseBackground} />
+      <KeyboardAvoidingView style={{ flex: 1 }} behavior={Platform.OS === 'ios' ? 'padding' : undefined} keyboardVerticalOffset={Platform.OS === 'ios' ? 100 : 0}>
+        <ScrollView
+          contentContainerStyle={s.content}
           keyboardShouldPersistTaps="handled"
-        >
-          <Text style={styles.title}>Friend Lite</Text>
-
-          {/* Backend Connection - moved to top */}
-          <BackendStatus
-            backendUrl={webSocketUrl}
-            onBackendUrlChange={handleSetAndSaveWebSocketUrl}
-            jwtToken={jwtToken}
-          />
-
-          {/* Authentication Section */}
-          <AuthSection
-            backendUrl={webSocketUrl}
-            isAuthenticated={isAuthenticated}
-            currentUserEmail={currentUserEmail}
-            onAuthStatusChange={handleAuthStatusChange}
-          />
-
-          {/* Obsidian Ingestion - Only when authenticated */}
-          {isAuthenticated && (
-            <ObsidianIngest
-              backendUrl={webSocketUrl}
-              jwtToken={jwtToken}
+          refreshControl={
+            <RefreshControl
+              refreshing={refreshing}
+              onRefresh={onRefresh}
+              tintColor={colors.primary}
+              colors={[colors.primary]}
+              progressBackgroundColor={colors.card}
             />
+          }
+        >
+          <View style={s.headerCard}>
+            <View style={s.titleRow}>
+              <View style={s.brandRow}>
+                <Text style={s.title}>Chronicle</Text>
+                <Text style={s.versionText}>v{Constants.expoConfig?.version ?? ''}</Text>
+              </View>
+              <View style={s.headerActions}>
+                <Link href="/diagnostics" asChild>
+                  <TouchableOpacity style={s.diagButton}>
+                    <Text style={s.diagButtonText}>Diagnostics</Text>
+                  </TouchableOpacity>
+                </Link>
+                <Link href="/settings" asChild>
+                  <TouchableOpacity style={s.gearButton} accessibilityLabel="Settings">
+                    <Text style={s.gearButtonText}>⚙</Text>
+                  </TouchableOpacity>
+                </Link>
+              </View>
+            </View>
+
+            <View style={[s.healthPill, { borderColor: healthTone }]}>
+              <View style={[s.healthDot, { backgroundColor: healthTone }]} />
+              <Text style={[s.healthText, { color: healthTone }]}>{healthLabel}</Text>
+            </View>
+          </View>
+
+          <View style={s.heroCard}>
+            <Text style={s.heroTitle}>{activeTab === 'backend' ? 'Backend Dashboard' : 'Connection Center'}</Text>
+            <Text style={s.heroSubtitle}>
+              {activeTab === 'backend'
+                ? 'Control center for backend, audio streaming, and wakeword behavior.'
+                : 'Manage Bluetooth pairing, reconnect flow, and device audio routing.'}
+            </Text>
+            <View style={s.heroMetricsRow}>
+              <View style={s.metricBlock}>
+                <Text style={s.metricValue}>{streamDisplay}</Text>
+                <Text style={s.metricLabel}>Audio State</Text>
+              </View>
+              <View style={s.metricDivider} />
+              <View style={s.metricBlock}>
+                <Text style={s.metricValue}>{batteryDisplay}</Text>
+                <Text style={s.metricLabel}>Battery</Text>
+              </View>
+              <View style={s.metricDivider} />
+              <View style={s.metricBlock}>
+                <Text style={s.metricValue}>{deviceConnection.connectedDeviceId ? 'Connected' : 'Idle'}</Text>
+                <Text style={s.metricLabel}>Device</Text>
+              </View>
+            </View>
+          </View>
+
+          {activeTab === 'backend' && (
+            <>
+              {(!backendConfigured || !settings.isAuthenticated) && (
+                <Link href="/settings" asChild>
+                  <TouchableOpacity style={s.setupCard}>
+                    <Text style={s.setupTitle}>
+                      {!backendConfigured ? 'Connect to your backend' : 'Sign in to your backend'}
+                    </Text>
+                    <Text style={s.setupSubtitle}>
+                      {!backendConfigured
+                        ? 'Scan the QR code from your Chronicle dashboard to pair this app.'
+                        : 'Log in to access advanced backend features.'}
+                    </Text>
+                    <Text style={s.setupCta}>Open Settings ⚙</Text>
+                  </TouchableOpacity>
+                </Link>
+              )}
+
+              <Text style={s.sectionLabel}>Audio Deck</Text>
+              <PhoneAudioButton
+                isRecording={phoneAudioRecorder.isRecording || orchestrator.isPhoneAudioMode}
+                isInitializing={phoneAudioRecorder.isInitializing}
+                isDisabled={!!deviceConnection.connectedDeviceId || deviceConnection.isConnecting}
+                audioLevel={phoneAudioRecorder.audioLevel}
+                error={phoneAudioRecorder.error}
+                onPress={orchestrator.handleTogglePhoneAudio}
+              />
+
+              {!deviceConnection.connectedDeviceId && !deviceConnection.isConnecting && (
+                <PhoneAudioMicPicker
+                  devices={phoneAudioDevices.devices}
+                  selectedDeviceId={phoneAudioDevices.selectedDeviceId}
+                  effectiveDevice={phoneAudioDevices.effectiveDevice}
+                  loading={phoneAudioDevices.loading}
+                  disabled={phoneAudioRecorder.isRecording || orchestrator.isPhoneAudioMode}
+                  onSelect={phoneAudioDevices.setSelectedDeviceId}
+                  onRefresh={phoneAudioDevices.refresh}
+                />
+              )}
+            </>
           )}
 
-          {/* Phone Audio Streaming Button */}
-          <PhoneAudioButton
-            isRecording={phoneAudioRecorder.isRecording || isPhoneAudioMode}
-            isInitializing={phoneAudioRecorder.isInitializing}
-            isDisabled={!!deviceConnection.connectedDeviceId || deviceConnection.isConnecting}
-            audioLevel={phoneAudioRecorder.audioLevel}
-            error={phoneAudioRecorder.error}
-            onPress={handleTogglePhoneAudio}
-          />
-
-          <BluetoothStatusBanner
-            bluetoothState={bluetoothState}
-            isPermissionsLoading={isPermissionsLoading}
-            permissionGranted={permissionGranted}
-            onRequestPermission={requestBluetoothPermission}
-          />
-
-          <ScanControls
-            scanning={scanning}
-            onScanPress={startScan}
-            onStopScanPress={stopDeviceScanAction}
-            canScan={canScan}
-          />
-
-          {!isAuthenticated && (
-            <View style={styles.authWarning}>
-              <Text style={styles.authWarningText}>
-                💡 Login is required for advanced backend features. Simple backend can be used without authentication.
+          {activeTab === 'connection' && (
+            <>
+              <Text style={s.sectionLabel}>Bluetooth</Text>
+              <BluetoothStatusBanner bluetoothState={bluetoothState} isPermissionsLoading={isPermissionsLoading} permissionGranted={permissionGranted} onRequestPermission={requestBluetoothPermission} />
+              <ScanControls scanning={scanning} onScanPress={startScan} onStopScanPress={stopDeviceScanAction} canScan={canScan} />
+
+          {(autoReconnect.isAttemptingAutoReconnect || autoReconnect.isRetryingConnection) && (
+            <View style={s.retryBanner}>
+              <ActivityIndicator size="small" color={colors.warning} />
+              <Text style={s.retryBannerText}>
+                {autoReconnect.isRetryingConnection
+                  ? `Reconnecting in ${autoReconnect.retryBackoffSeconds}s... (attempt ${autoReconnect.connectionRetryCount})`
+                  : `Reconnecting to ${autoReconnect.lastKnownDeviceId?.substring(0, 10) ?? 'device'}...`}
               </Text>
+              <TouchableOpacity
+                style={[s.button, { backgroundColor: colors.danger, paddingVertical: 6, paddingHorizontal: 10 }]}
+                onPress={autoReconnect.handleCancelAutoReconnect}
+              >
+                <Text style={s.buttonText}>Cancel</Text>
+              </TouchableOpacity>
             </View>
           )}
 
-          {scannedDevices.length > 0 && !deviceConnection.connectedDeviceId && !isAttemptingAutoReconnect && (
-            <View style={styles.section}>
-              <View style={styles.sectionHeaderWithFilter}>
-                <Text style={styles.sectionTitle}>Found Devices</Text>
-                <View style={styles.filterContainer}>
-                  <Text style={styles.filterText}>Show only OMI/Friend</Text>
+          {!settings.isAuthenticated && (
+            <View style={s.authWarning}>
+              <Text style={s.authWarningText}>Login is required for advanced backend features. Simple backend can be used without authentication.</Text>
+            </View>
+          )}
+
+          {scannedDevices.length > 0 && !deviceConnection.connectedDeviceId && !autoReconnect.isAttemptingAutoReconnect && (
+            <View style={s.section}>
+              <View style={s.sectionHeaderWithFilter}>
+                <Text style={s.sectionTitle}>Found Devices</Text>
+                <View style={s.filterContainer}>
+                  <Text style={s.filterText}>Show only OMI/Friend/Neo/Elato</Text>
                   <Switch
-                    trackColor={{ false: "#767577", true: "#81b0ff" }}
-                    thumbColor={showOnlyOmi ? "#f5dd4b" : "#f4f3f4"}
-                    ios_backgroundColor="#3e3e3e"
+                    trackColor={{ false: colors.disabled, true: colors.primary }}
+                    thumbColor={showOnlyOmi ? colors.warning : colors.card}
                     onValueChange={setShowOnlyOmi}
                     value={showOnlyOmi}
                   />
@@ -604,141 +392,291 @@ export default function App() {
                 <FlatList
                   data={filteredDevices}
                   renderItem={({ item }) => (
-                    <DeviceListItem
-                      device={item}
-                      onConnect={deviceConnection.connectToDevice}
-                      onDisconnect={deviceConnection.disconnectFromDevice}
-                      isConnecting={deviceConnection.isConnecting}
-                      connectedDeviceId={deviceConnection.connectedDeviceId}
-                    />
+                    <DeviceListItem device={item} onConnect={deviceConnection.connectToDevice} onDisconnect={deviceConnection.disconnectFromDevice} isConnecting={deviceConnection.isConnecting} connectedDeviceId={deviceConnection.connectedDeviceId} />
                   )}
                   keyExtractor={(item) => item.id}
                   style={{ maxHeight: 200 }}
                 />
               ) : (
-                <View style={styles.noDevicesContainer}>
-                  <Text style={styles.noDevicesText}>
-                    {showOnlyOmi 
-                      ? `No OMI/Friend devices found. ${scannedDevices.length} other device(s) hidden by filter.`
-                      : 'No devices found.'
-                    }
+                <View style={s.noDevicesContainer}>
+                  <Text style={s.noDevicesText}>
+                    {showOnlyOmi ? `No OMI/Friend/Neo/Elato devices found. ${scannedDevices.length} other device(s) hidden by filter.` : 'No devices found.'}
                   </Text>
                 </View>
               )}
             </View>
           )}
-          
+
           {deviceConnection.connectedDeviceId && filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId) && (
-               <View style={styles.section}>
-                  <Text style={styles.sectionTitle}>Connected Device</Text>
-                  <DeviceListItem
-                      device={filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId)!}
-                      onConnect={() => {}}
-                      onDisconnect={async () => {
-                        console.log('[App.tsx] Manual disconnect initiated via DeviceListItem.');
-                        // Prevent auto-reconnection by clearing the last known device ID *before* disconnecting.
-                        await saveLastConnectedDeviceId(null);
-                        setLastKnownDeviceId(null); 
-                        setTriedAutoReconnectForCurrentId(true); 
-                        
-                        // TODO: Consider adding setIsDisconnecting(true) here if a visual indicator is needed
-                        // and a finally block to set it to false, similar to the old handleDisconnectPress.
-                        // For now, focusing on the core logic.
-
-                        try {
-                          await deviceConnection.disconnectFromDevice();
-                          console.log('[App.tsx] Manual disconnect from device successful.');
-                        } catch (error) {
-                          console.error('[App.tsx] Error during manual disconnect call:', error);
-                          Alert.alert('Error', 'Failed to disconnect from the device.');
-                        }
-                      }}
-                      isConnecting={deviceConnection.isConnecting}
-                      connectedDeviceId={deviceConnection.connectedDeviceId}
-                  />
-              </View>
+            <View style={s.section}>
+              <Text style={s.sectionTitle}>Connected Device</Text>
+              <DeviceListItem
+                device={filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId)!}
+                onConnect={() => {}}
+                onDisconnect={async () => {
+                  await saveLastConnectedDeviceId(null);
+                  autoReconnect.setLastKnownDeviceId(null);
+                  autoReconnect.setTriedAutoReconnectForCurrentId(true);
+                  try { await deviceConnection.disconnectFromDevice(); } catch { Alert.alert('Error', 'Failed to disconnect.'); }
+                }}
+                isConnecting={deviceConnection.isConnecting}
+                connectedDeviceId={deviceConnection.connectedDeviceId}
+              />
+            </View>
           )}
-          
-          {/* Show disconnect button when connected but scan list isn't visible */}
+
           {deviceConnection.connectedDeviceId && !filteredDevices.find(d => d.id === deviceConnection.connectedDeviceId) && (
-            <View style={styles.section}>
-              <View style={styles.disconnectContainer}>
-                <Text style={styles.connectedText}>
-                  Connected to device: {deviceConnection.connectedDeviceId.substring(0, 15)}...
-                </Text>
+            <View style={s.section}>
+              <View style={s.disconnectContainer}>
+                <Text style={s.connectedText}>Connected to: {deviceConnection.connectedDeviceId.substring(0, 15)}...</Text>
                 <TouchableOpacity
-                  style={[styles.button, styles.buttonDanger]}
+                  style={[s.button, { backgroundColor: colors.danger }]}
                   onPress={async () => {
-                    console.log('[App.tsx] Manual disconnect initiated via standalone disconnect button.');
                     await saveLastConnectedDeviceId(null);
-                    setLastKnownDeviceId(null); 
-                    setTriedAutoReconnectForCurrentId(true);
-                    
-                    try {
-                      await deviceConnection.disconnectFromDevice();
-                      console.log('[App.tsx] Manual disconnect from device successful.');
-                    } catch (error) {
-                      console.error('[App.tsx] Error during manual disconnect call:', error);
-                      Alert.alert('Error', 'Failed to disconnect from the device.');
-                    }
+                    autoReconnect.setLastKnownDeviceId(null);
+                    autoReconnect.setTriedAutoReconnectForCurrentId(true);
+                    try { await deviceConnection.disconnectFromDevice(); } catch { Alert.alert('Error', 'Failed to disconnect.'); }
                   }}
                   disabled={deviceConnection.isConnecting}
                 >
-                  <Text style={styles.buttonText}>{deviceConnection.isConnecting ? 'Disconnecting...' : 'Disconnect'}</Text>
+                  <Text style={s.buttonText}>{deviceConnection.isConnecting ? 'Disconnecting...' : 'Disconnect'}</Text>
                 </TouchableOpacity>
               </View>
             </View>
           )}
 
-          {deviceConnection.connectedDeviceId && (
-            <DeviceDetails
-              connectedDeviceId={deviceConnection.connectedDeviceId}
-              onGetAudioCodec={deviceConnection.getAudioCodec}
-              currentCodec={deviceConnection.currentCodec}
-              onGetBatteryLevel={deviceConnection.getBatteryLevel}
-              batteryLevel={deviceConnection.batteryLevel}
-              isListeningAudio={isOmiAudioListenerActive}
-              onStartAudioListener={handleStartAudioListeningAndStreaming}
-              onStopAudioListener={handleStopAudioListeningAndStreaming}
-              audioPacketsReceived={audioPacketsReceived}
-              webSocketUrl={webSocketUrl}
-              onSetWebSocketUrl={handleSetAndSaveWebSocketUrl}
-              isAudioStreaming={audioStreamer.isStreaming}
-              isConnectingAudioStreamer={audioStreamer.isConnecting}
-              audioStreamerError={audioStreamer.error}
-              userId={userId}
-              onSetUserId={handleSetAndSaveUserId}
-              isAudioListenerRetrying={isAudioListenerRetrying}
-              audioListenerRetryAttempts={audioListenerRetryAttempts}
-            />
+              {deviceConnection.connectedDeviceId && (
+                <DeviceDetails
+                  connectedDeviceId={deviceConnection.connectedDeviceId}
+                  onGetAudioCodec={deviceConnection.getAudioCodec}
+                  currentCodec={deviceConnection.currentCodec}
+                  batteryLevel={batteryMonitor.batteryLevel}
+                  isLowBattery={batteryMonitor.isLowBattery}
+                  onRefreshBattery={batteryMonitor.refreshBattery}
+                  isListeningAudio={isOmiAudioListenerActive}
+                  onStartAudioListener={orchestrator.handleStartAudioListeningAndStreaming}
+                  onStopAudioListener={orchestrator.handleStopAudioListeningAndStreaming}
+                  audioPacketsReceived={audioPacketsReceived}
+                  webSocketUrl={settings.webSocketUrl}
+                  onSetWebSocketUrl={settings.handleSetAndSaveWebSocketUrl}
+                  isAudioStreaming={audioStreamer.isStreaming}
+                  isConnectingAudioStreamer={audioStreamer.isConnecting}
+                  audioStreamerError={audioStreamer.error}
+                  userId={settings.userId}
+                  onSetUserId={settings.handleSetAndSaveUserId}
+                  isAudioListenerRetrying={isAudioListenerRetrying}
+                  audioListenerRetryAttempts={audioListenerRetryAttempts}
+                  autoReconnectEnabled={settings.autoReconnectEnabled}
+                  onToggleAutoReconnect={settings.handleToggleAutoReconnect}
+                />
+              )}
+            </>
           )}
         </ScrollView>
       </KeyboardAvoidingView>
+      <View style={s.bottomNav}>
+        <TouchableOpacity
+          style={activeTab === 'connection' ? s.navItemActive : s.navItem}
+          onPress={() => setActiveTab('connection')}
+        >
+          <Text style={activeTab === 'connection' ? s.navItemActiveText : s.navItemText}>Connection</Text>
+        </TouchableOpacity>
+        <TouchableOpacity
+          style={activeTab === 'backend' ? s.navItemActive : s.navItem}
+          onPress={() => setActiveTab('backend')}
+        >
+          <Text style={activeTab === 'backend' ? s.navItemActiveText : s.navItemText}>Backend</Text>
+        </TouchableOpacity>
+      </View>
     </SafeAreaView>
   );
 }
 
-const styles = StyleSheet.create({
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
   container: {
     flex: 1,
-    backgroundColor: '#f5f5f5',
+    backgroundColor: colors.background,
+  },
+  pulseBackground: {
+    position: 'absolute',
+    width: 440,
+    height: 440,
+    borderRadius: 220,
+    backgroundColor: colors.primary,
+    opacity: 0.05,
+    top: -140,
+    right: -140,
   },
   content: {
-    padding: 20,
+    padding: 16,
     paddingTop: Platform.OS === 'android' ? 30 : 10,
-    paddingBottom: 50,
+    paddingBottom: 110,
+  },
+  headerCard: {
+    marginBottom: 14,
+    padding: 14,
+    borderRadius: 14,
+    backgroundColor: colors.card,
+    borderWidth: 1,
+    borderColor: colors.cardBorder,
+  },
+  titleRow: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    marginBottom: 10,
+  },
+  brandRow: {
+    flexDirection: 'row',
+    alignItems: 'baseline',
   },
   title: {
-    fontSize: 24,
+    fontSize: 26,
     fontWeight: 'bold',
+    color: colors.text,
+  },
+  versionText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginLeft: 8,
+  },
+  headerActions: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    gap: 8,
+  },
+  diagButton: {
+    paddingVertical: 6,
+    paddingHorizontal: 12,
+    borderRadius: 10,
+    backgroundColor: colors.inputBackground,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+  },
+  diagButtonText: {
+    fontSize: 12,
+    color: colors.primary,
+    fontWeight: '700',
+  },
+  gearButton: {
+    width: 34,
+    height: 34,
+    borderRadius: 10,
+    backgroundColor: colors.inputBackground,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    alignItems: 'center',
+    justifyContent: 'center',
+  },
+  gearButtonText: {
+    fontSize: 16,
+    color: colors.primary,
+    fontWeight: '700',
+  },
+  setupCard: {
     marginBottom: 20,
-    color: '#333',
-    textAlign: 'center',
+    padding: 16,
+    borderRadius: 12,
+    backgroundColor: colors.card,
+    borderWidth: 1,
+    borderColor: colors.primary,
+  },
+  setupTitle: {
+    fontSize: 16,
+    fontWeight: '700',
+    color: colors.text,
+  },
+  setupSubtitle: {
+    marginTop: 6,
+    fontSize: 13,
+    color: colors.textSecondary,
+  },
+  setupCta: {
+    marginTop: 12,
+    fontSize: 14,
+    fontWeight: '700',
+    color: colors.primary,
+  },
+  healthPill: {
+    alignSelf: 'flex-start',
+    flexDirection: 'row',
+    alignItems: 'center',
+    borderWidth: 1,
+    borderRadius: 16,
+    paddingHorizontal: 10,
+    paddingVertical: 4,
+  },
+  healthDot: {
+    width: 8,
+    height: 8,
+    borderRadius: 4,
+    marginRight: 8,
+  },
+  healthText: {
+    fontSize: 12,
+    fontWeight: '700',
+  },
+  heroCard: {
+    marginBottom: 16,
+    padding: 14,
+    borderRadius: 14,
+    backgroundColor: colors.card,
+    borderWidth: 1,
+    borderColor: colors.cardBorder,
+  },
+  heroTitle: {
+    fontSize: 20,
+    fontWeight: '700',
+    color: colors.text,
+  },
+  heroSubtitle: {
+    marginTop: 4,
+    fontSize: 13,
+    color: colors.textSecondary,
+  },
+  heroMetricsRow: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    marginTop: 14,
+    paddingTop: 12,
+    borderTopWidth: 1,
+    borderTopColor: colors.separator,
+  },
+  metricBlock: {
+    flex: 1,
+    alignItems: 'center',
+  },
+  metricValue: {
+    fontSize: 14,
+    fontWeight: '700',
+    color: colors.text,
+  },
+  metricLabel: {
+    marginTop: 4,
+    fontSize: 11,
+    color: colors.textTertiary,
+    textTransform: 'uppercase',
+    letterSpacing: 0.6,
+  },
+  metricDivider: {
+    width: 1,
+    height: 28,
+    backgroundColor: colors.separator,
+    marginHorizontal: 4,
+  },
+  sectionLabel: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    textTransform: 'uppercase',
+    letterSpacing: 0.8,
+    marginBottom: 8,
+    marginTop: 2,
+    fontWeight: '700',
   },
   section: {
     marginBottom: 25,
     padding: 15,
-    backgroundColor: 'white',
+    backgroundColor: colors.card,
     borderRadius: 10,
     shadowColor: '#000',
     shadowOffset: { width: 0, height: 1 },
@@ -759,23 +697,24 @@ const styles = StyleSheet.create({
   filterText: {
     marginRight: 8,
     fontSize: 14,
-    color: '#333',
+    color: colors.text,
   },
   sectionTitle: {
     fontSize: 18,
     fontWeight: '600',
-    color: '#333',
+    color: colors.text,
   },
   centeredMessageContainer: {
     flex: 1,
     justifyContent: 'center',
     alignItems: 'center',
     padding: 20,
+    backgroundColor: colors.background,
   },
   centeredMessageText: {
     marginTop: 10,
     fontSize: 16,
-    color: '#555',
+    color: colors.textSecondary,
     textAlign: 'center',
   },
   disconnectContainer: {
@@ -786,20 +725,17 @@ const styles = StyleSheet.create({
   },
   connectedText: {
     fontSize: 14,
-    color: '#333',
+    color: colors.text,
     flex: 1,
     marginRight: 10,
   },
   button: {
-    backgroundColor: '#007AFF',
+    backgroundColor: colors.primary,
     paddingVertical: 8,
     paddingHorizontal: 12,
     borderRadius: 8,
     alignItems: 'center',
   },
-  buttonDanger: {
-    backgroundColor: '#FF3B30',
-  },
   buttonText: {
     color: 'white',
     fontSize: 14,
@@ -811,22 +747,77 @@ const styles = StyleSheet.create({
   },
   noDevicesText: {
     fontSize: 14,
-    color: '#666',
+    color: colors.textTertiary,
     textAlign: 'center',
     fontStyle: 'italic',
   },
+  retryBanner: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    padding: 12,
+    marginBottom: 15,
+    backgroundColor: colors.card,
+    borderRadius: 8,
+    borderWidth: 1,
+    borderColor: colors.warning,
+  },
+  retryBannerText: {
+    flex: 1,
+    marginLeft: 10,
+    fontSize: 14,
+    color: colors.warning,
+    fontWeight: '500',
+  },
   authWarning: {
     marginBottom: 20,
     padding: 15,
-    backgroundColor: '#FFF3CD',
+    backgroundColor: colors.inputBackground,
     borderRadius: 8,
     borderWidth: 1,
-    borderColor: '#FFEAA7',
+    borderColor: colors.warning,
   },
   authWarningText: {
     fontSize: 14,
-    color: '#856404',
+    color: colors.warning,
     textAlign: 'center',
     fontWeight: '500',
   },
+  bottomNav: {
+    position: 'absolute',
+    left: 14,
+    right: 14,
+    bottom: 14,
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    backgroundColor: colors.card,
+    borderWidth: 1,
+    borderColor: colors.cardBorder,
+    borderRadius: 14,
+    padding: 8,
+  },
+  navItem: {
+    flex: 1,
+    borderRadius: 10,
+    alignItems: 'center',
+    justifyContent: 'center',
+    paddingVertical: 10,
+  },
+  navItemText: {
+    fontSize: 12,
+    color: colors.textSecondary,
+    fontWeight: '700',
+  },
+  navItemActive: {
+    flex: 1,
+    borderRadius: 10,
+    alignItems: 'center',
+    justifyContent: 'center',
+    paddingVertical: 10,
+    backgroundColor: colors.primary,
+  },
+  navItemActiveText: {
+    fontSize: 12,
+    color: 'white',
+    fontWeight: '700',
+  },
 });
diff --git a/app/app/settings.tsx b/app/app/settings.tsx
new file mode 100644
index 00000000..27fab940
--- /dev/null
+++ b/app/app/settings.tsx
@@ -0,0 +1,64 @@
+import React from 'react';
+import { SafeAreaView, ScrollView, KeyboardAvoidingView, Platform, StyleSheet, Text } from 'react-native';
+import { useTheme, ThemeColors } from '@/theme';
+import { useSharedAppSettings } from '@/contexts/AppSettingsContext';
+
+import BackendStatus from '@/components/BackendStatus';
+import AuthSection from '@/components/AuthSection';
+import SystemAdminControls from '@/components/SystemAdminControls';
+import NetworkOverview from '@/components/NetworkOverview';
+
+export default function SettingsScreen() {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+  const settings = useSharedAppSettings();
+
+  return (
+    <SafeAreaView style={s.container}>
+      <KeyboardAvoidingView
+        style={{ flex: 1 }}
+        behavior={Platform.OS === 'ios' ? 'padding' : undefined}
+        keyboardVerticalOffset={Platform.OS === 'ios' ? 100 : 0}
+      >
+        <ScrollView contentContainerStyle={s.content} keyboardShouldPersistTaps="handled">
+          <Text style={s.sectionLabel}>Connection</Text>
+          <BackendStatus
+            backendUrl={settings.webSocketUrl}
+            onBackendUrlChange={settings.handleSetAndSaveWebSocketUrl}
+            jwtToken={settings.jwtToken}
+          />
+          <AuthSection
+            backendUrl={settings.webSocketUrl}
+            isAuthenticated={settings.isAuthenticated}
+            currentUserEmail={settings.currentUserEmail}
+            onAuthStatusChange={settings.handleAuthStatusChange}
+          />
+
+          <Text style={s.sectionLabel}>Administration</Text>
+          <SystemAdminControls backendUrl={settings.webSocketUrl} jwtToken={settings.jwtToken} />
+          <NetworkOverview backendUrl={settings.webSocketUrl} />
+        </ScrollView>
+      </KeyboardAvoidingView>
+    </SafeAreaView>
+  );
+}
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  container: {
+    flex: 1,
+    backgroundColor: colors.background,
+  },
+  content: {
+    padding: 16,
+    paddingBottom: 40,
+  },
+  sectionLabel: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    textTransform: 'uppercase',
+    letterSpacing: 0.8,
+    marginBottom: 8,
+    marginTop: 2,
+    fontWeight: '700',
+  },
+});
diff --git a/app/eas.json b/app/eas.json
index 2d69d49f..f8a09cba 100644
--- a/app/eas.json
+++ b/app/eas.json
@@ -14,6 +14,15 @@
     "production": {
       "autoIncrement": true
     },
+    "testflight": {
+      "distribution": "store",
+      "autoIncrement": true,
+      "channel": "testflight",
+      "ios": {
+        "simulator": false,
+        "image": "macos-sequoia-15.6-xcode-26.2"
+      }
+    },
     "local": {
       "distribution": "internal",
       "android": {
@@ -26,6 +35,14 @@
     }
   },
   "submit": {
-    "production": {}
+    "production": {},
+    "testflight": {
+      "ios": {
+        "ascAppId": "6761143188",
+        "ascApiKeyIssuerId": "70f6a927-18f2-46a8-be51-d72a6bef8e45",
+        "ascApiKeyId": "NZBJ66ADDC",
+        "ascApiKeyPath": "./asc-api-key.p8"
+      }
+    }
   }
-}
\ No newline at end of file
+}
diff --git a/app/metro.config.js b/app/metro.config.js
index 50c9dc06..3cbbc744 100644
--- a/app/metro.config.js
+++ b/app/metro.config.js
@@ -16,10 +16,7 @@ config.resolver.nodeModulesPaths = [
   path.resolve(workspaceRoot, 'node_modules'),
 ];
 
-// 3. Force Metro to resolve (sub)dependencies only from the `nodeModulesPaths`
-config.resolver.disableHierarchicalLookup = true;
-
-// 4. Extra modules to include in the bundle
+// 3. Extra modules to include in the bundle
 // config.resolver.extraNodeModules = {
   // '@omiai/omi-react-native': path.resolve(workspaceRoot),
   // 'base-64': path.resolve(projectRoot, 'node_modules/base-64'),
diff --git a/app/package-lock.json b/app/package-lock.json
index be20753f..5de2632b 100644
--- a/app/package-lock.json
+++ b/app/package-lock.json
@@ -1,61 +1,61 @@
 {
-  "name": "friend-lite-app",
+  "name": "chronicle-app",
   "version": "1.0.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
-      "name": "friend-lite-app",
+      "name": "chronicle-app",
       "version": "1.0.0",
       "dependencies": {
         "@notifee/react-native": "^9.1.8",
         "@react-native-async-storage/async-storage": "^2.1.2",
-        "@react-native-community/netinfo": "^11.4.1",
+        "@react-native-community/netinfo": "11.5.2",
         "@react-native/virtualized-lists": "^0.80.2",
-        "@siteed/expo-audio-studio": "^2.18.1",
+        "@siteed/expo-audio-studio": "^2.18.6",
         "deprecated-react-native-prop-types": "^5.0.0",
-        "expo": "~53.0.9",
-        "expo-build-properties": "~0.14.8",
-        "expo-dev-client": "~5.2.4",
-        "expo-status-bar": "~2.2.3",
+        "expo": "~55.0.15",
+        "expo-asset": "~55.0.17",
+        "expo-audio": "~55.0.14",
+        "expo-build-properties": "~55.0.13",
+        "expo-camera": "~55.0.15",
+        "expo-constants": "~55.0.14",
+        "expo-dev-client": "~55.0.27",
+        "expo-file-system": "~55.0.16",
+        "expo-image-picker": "~55.0.18",
+        "expo-linking": "~55.0.13",
+        "expo-modules-core": "~55.0.22",
+        "expo-router": "~55.0.12",
+        "expo-secure-store": "~55.0.14",
+        "expo-status-bar": "~55.0.5",
+        "expo-updates": "~55.0.20",
         "friend-lite-react-native": "^1.0.2",
         "install": "^0.13.0",
         "promise": "^8.3.0",
-        "react": "19.0.0",
-        "react-native": "0.79.6",
+        "react": "^19.2.5",
+        "react-dom": "^19.2.5",
+        "react-native": "0.83.4",
         "react-native-base64": "^0.2.1",
         "react-native-ble-plx": "^3.5.0",
+        "react-native-safe-area-context": "~5.6.2",
+        "react-native-screens": "~4.23.0",
         "setimmediate": "^1.0.5",
         "webidl-conversions": "^7.0.0"
       },
       "devDependencies": {
         "@babel/core": "^7.20.0",
         "@react-native-community/cli": "latest",
-        "@types/react": "~19.0.10",
-        "typescript": "~5.8.3"
-      }
-    },
-    "node_modules/@0no-co/graphql.web": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/@0no-co/graphql.web/-/graphql.web-1.2.0.tgz",
-      "integrity": "sha512-/1iHy9TTr63gE1YcR5idjx8UREz1s0kFhydf3bBLCXyqjhkIc6igAzTOx3zPifCwFR87tsh/4Pa9cNts6d2otw==",
-      "license": "MIT",
-      "peerDependencies": {
-        "graphql": "^14.0.0 || ^15.0.0 || ^16.0.0"
-      },
-      "peerDependenciesMeta": {
-        "graphql": {
-          "optional": true
-        }
+        "@types/react": "~19.2.0",
+        "typescript": "~5.9.2"
       }
     },
     "node_modules/@babel/code-frame": {
-      "version": "7.27.1",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.27.1.tgz",
-      "integrity": "sha512-cjQ7ZlQ0Mv3b47hABuTevyTuYN4i+loJKGeV9flcCgIK37cCXRh+L1bd3iBHlynerhQ7BhCkn2BPbQUL+rGqFg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.7.tgz",
+      "integrity": "sha512-Aup7aUOfpbAUg2ROOJN6Iw5f9DMBlzu0mIkm/malLQFN/YQgO48wCj0Kxa3sEHJvPVFg7siR+qRInwXd2qhQKw==",
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-validator-identifier": "^7.27.1",
+        "@babel/helper-validator-identifier": "^7.29.7",
         "js-tokens": "^4.0.0",
         "picocolors": "^1.1.1"
       },
@@ -64,29 +64,29 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.28.4",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.4.tgz",
-      "integrity": "sha512-YsmSKC29MJwf0gF8Rjjrg5LQCmyh+j/nD8/eP7f+BeoQTKYqs9RoWbjGOdy0+1Ekr68RJZMUOPVQaQisnIo4Rw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.7.tgz",
+      "integrity": "sha512-locTkQyKvwIEgBzVrn8693ebc97F2U8ZHjbXwDXJ5Fn2TCpNwTlKcaKLkdHop5c/icOFE7qt7Q9JC5hnKNa6Gg==",
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.28.4",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.4.tgz",
-      "integrity": "sha512-2BCOP7TN8M+gVDj7/ht3hsaO/B/n5oDbiAyyvnRlNOs+u1o+JWNYTQrmpuNp1/Wq2gcFrI01JAW+paEKDMx/CA==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/code-frame": "^7.27.1",
-        "@babel/generator": "^7.28.3",
-        "@babel/helper-compilation-targets": "^7.27.2",
-        "@babel/helper-module-transforms": "^7.28.3",
-        "@babel/helpers": "^7.28.4",
-        "@babel/parser": "^7.28.4",
-        "@babel/template": "^7.27.2",
-        "@babel/traverse": "^7.28.4",
-        "@babel/types": "^7.28.4",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.7.tgz",
+      "integrity": "sha512-RgHBCvtjbOK2gXSNBNIkNoEc9qoVEtau3hj8gEqKQuL3HZAibKarWFEI3Lfm6EYKkLalOh8eSrj9b+ch9H/VBA==",
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.7",
+        "@babel/generator": "^7.29.7",
+        "@babel/helper-compilation-targets": "^7.29.7",
+        "@babel/helper-module-transforms": "^7.29.7",
+        "@babel/helpers": "^7.29.7",
+        "@babel/parser": "^7.29.7",
+        "@babel/template": "^7.29.7",
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7",
         "@jridgewell/remapping": "^2.3.5",
         "convert-source-map": "^2.0.0",
         "debug": "^4.1.0",
@@ -103,13 +103,13 @@
       }
     },
     "node_modules/@babel/generator": {
-      "version": "7.28.3",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.28.3.tgz",
-      "integrity": "sha512-3lSpxGgvnmZznmBkCRnVREPUFJv2wrv9iAoFDvADJc0ypmdOxdUtcLeBgBJ6zE0PMeTKnxeQzyk0xTBq4Ep7zw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.7.tgz",
+      "integrity": "sha512-DkXD5OJQaAQIdZ1bt3UZdEnHAn9Imd3IVBdX03UFe+ony9Ojw5pzr9YVKGDY1jt+Gcn/FnGkNf8r+Vj5NOJWtQ==",
       "license": "MIT",
       "dependencies": {
-        "@babel/parser": "^7.28.3",
-        "@babel/types": "^7.28.2",
+        "@babel/parser": "^7.29.7",
+        "@babel/types": "^7.29.7",
         "@jridgewell/gen-mapping": "^0.3.12",
         "@jridgewell/trace-mapping": "^0.3.28",
         "jsesc": "^3.0.2"
@@ -119,25 +119,25 @@
       }
     },
     "node_modules/@babel/helper-annotate-as-pure": {
-      "version": "7.27.3",
-      "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.27.3.tgz",
-      "integrity": "sha512-fXSwMQqitTGeHLBC08Eq5yXz2m37E4pJX1qAU1+2cNedz/ifv/bVXft90VeSav5nFO61EcNgwr0aJxbyPaWBPg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.29.7.tgz",
+      "integrity": "sha512-OoK6239jHPuSQOoS0kfTVKn0b/rVTk0seKq4Gd2UMLtmOVLjDC0ki3e+c90Trqv2gMfvJFqkiljrr568+qddiw==",
       "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.27.3"
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-compilation-targets": {
-      "version": "7.27.2",
-      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.27.2.tgz",
-      "integrity": "sha512-2+1thGUUWWjLTYTHZWK1n8Yga0ijBz1XAhUXcKy81rd5g6yh7hGqMp45v7cadSbEHc9G3OTv45SyneRN3ps4DQ==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.29.7.tgz",
+      "integrity": "sha512-wem6WaBj4NaVYVdNhLPPVacES6ZJ+KBBfSkTMD3YZxbP3rm3Di85tJU5ljaUNhaOynt+Aj0xruhYuzQBt8n71g==",
       "license": "MIT",
       "dependencies": {
-        "@babel/compat-data": "^7.27.2",
-        "@babel/helper-validator-option": "^7.27.1",
+        "@babel/compat-data": "^7.29.7",
+        "@babel/helper-validator-option": "^7.29.7",
         "browserslist": "^4.24.0",
         "lru-cache": "^5.1.1",
         "semver": "^6.3.1"
@@ -147,17 +147,17 @@
       }
     },
     "node_modules/@babel/helper-create-class-features-plugin": {
-      "version": "7.28.3",
-      "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.28.3.tgz",
-      "integrity": "sha512-V9f6ZFIYSLNEbuGA/92uOvYsGCJNsuA8ESZ4ldc09bWk/j8H8TKiPw8Mk1eG6olpnO0ALHJmYfZvF4MEE4gajg==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.29.7.tgz",
+      "integrity": "sha512-IY3ZD9Tmooqr3TUhc3DUWxiuo8xx1DWLhd5M7hQ+ZWJamqM2BbalrBJb2MisSLoYorOj75U03qULCxQTY9r3hg==",
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-annotate-as-pure": "^7.27.3",
-        "@babel/helper-member-expression-to-functions": "^7.27.1",
-        "@babel/helper-optimise-call-expression": "^7.27.1",
-        "@babel/helper-replace-supers": "^7.27.1",
-        "@babel/helper-skip-transparent-expression-wrappers": "^7.27.1",
-        "@babel/traverse": "^7.28.3",
+        "@babel/helper-annotate-as-pure": "^7.29.7",
+        "@babel/helper-member-expression-to-functions": "^7.29.7",
+        "@babel/helper-optimise-call-expression": "^7.29.7",
+        "@babel/helper-replace-supers": "^7.29.7",
+        "@babel/helper-skip-transparent-expression-wrappers": "^7.29.7",
+        "@babel/traverse": "^7.29.7",
         "semver": "^6.3.1"
       },
       "engines": {
@@ -168,13 +168,13 @@
       }
     },
     "node_modules/@babel/helper-create-regexp-features-plugin": {
-      "version": "7.27.1",
-      "resolved": "https://registry.npmjs.org/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.27.1.tgz",
-      "integrity": "sha512-uVDC72XVf8UbrH5qQTc18Agb8emwjTiZrQE11Nv3CuBEZmVvTwwE9CBUEvHku06gQCAyYf8Nv6ja1IN+6LMbxQ==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-create-regexp-features-plugin/-/helper-create-regexp-features-plugin-7.29.7.tgz",
+      "integrity": "sha512-907Uymvqgg1dwUA+7IGwFAOSYzQOuzPXKNJ1yxzwPffzkYFg2q2eHi1fIOs6sXkG9NbIUMunnUlkYsfRFNvomg==",
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-annotate-as-pure": "^7.27.1",
-        "regexpu-core": "^6.2.0",
+        "@babel/helper-annotate-as-pure": "^7.29.7",
+        "regexpu-core": "^6.3.1",
         "semver": "^6.3.1"
       },
       "engines": {
@@ -185,65 +185,65 @@
       }
     },
     "node_modules/@babel/helper-define-polyfill-provider": {
-      "version": "0.6.5",
-      "resolved": "https://registry.npmjs.org/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.6.5.tgz",
-      "integrity": "sha512-uJnGFcPsWQK8fvjgGP5LZUZZsYGIoPeRjSF5PGwrelYgq7Q15/Ft9NGFp1zglwgIv//W0uG4BevRuSJRyylZPg==",
+      "version": "0.6.8",
+      "resolved": "https://registry.npmjs.org/@babel/helper-define-polyfill-provider/-/helper-define-polyfill-provider-0.6.8.tgz",
+      "integrity": "sha512-47UwBLPpQi1NoWzLuHNjRoHlYXMwIJoBf7MFou6viC/sIHWYygpvr0B6IAyh5sBdA2nr2LPIRww8lfaUVQINBA==",
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-compilation-targets": "^7.27.2",
-        "@babel/helper-plugin-utils": "^7.27.1",
-        "debug": "^4.4.1",
+        "@babel/helper-compilation-targets": "^7.28.6",
+        "@babel/helper-plugin-utils": "^7.28.6",
+        "debug": "^4.4.3",
         "lodash.debounce": "^4.0.8",
-        "resolve": "^1.22.10"
+        "resolve": "^1.22.11"
       },
       "peerDependencies": {
         "@babel/core": "^7.4.0 || ^8.0.0-0 <8.0.0"
       }
     },
     "node_modules/@babel/helper-globals": {
-      "version": "7.28.0",
-      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz",
-      "integrity": "sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.29.7.tgz",
+      "integrity": "sha512-3nQVUAtvkKH9zahfWgw96Jc/uFOmjACE1kQz82E2lqWmHBgjzbNlsC22nuQTfahmWeQtTq5nQ/4Nnd2A1wj4zA==",
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-member-expression-to-functions": {
-      "version": "7.27.1",
-      "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.27.1.tgz",
-      "integrity": "sha512-E5chM8eWjTp/aNoVpcbfM7mLxu9XGLWYise2eBKGQomAk/Mb4XoxyqXTZbuTohbsl8EKqdlMhnDI2CCLfcs9wA==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.29.7.tgz",
+      "integrity": "sha512-j+7JYmk1JYDtACIGj0QJqqWZjoUpMoEikQGADMaHgCMCSDqd2+P32rfcibUNrGOMWrlzK1WJBdxrB3JJQZwWtg==",
       "license": "MIT",
       "dependencies": {
-        "@babel/traverse": "^7.27.1",
-        "@babel/types": "^7.27.1"
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-module-imports": {
-      "version": "7.27.1",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.27.1.tgz",
-      "integrity": "sha512-0gSFWUPNXNopqtIPQvlD5WgXYI5GY2kP2cCvoT8kczjbfcfuIljTbcWrulD1CIPIX2gt1wghbDy08yE1p+/r3w==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.29.7.tgz",
+      "integrity": "sha512-ejHwrQQYcm9xnTivShn2IDOlIzInN34AXskvq9QicvCtEzq1Vzclu/tKF8Jq1Cg8JG2GL6/EmjgsCT7lXepE3g==",
       "license": "MIT",
       "dependencies": {
-        "@babel/traverse": "^7.27.1",
-        "@babel/types": "^7.27.1"
+        "@babel/traverse": "^7.29.7",
+        "@babel/types": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/helper-module-transforms": {
-      "version": "7.28.3",
-      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.3.tgz",
-      "integrity": "sha512-gytXUbs8k2sXS9PnQptz5o0QnpLL51SwASIORY6XaBKF88nsOT0Zw9szLqlSGQDP/4TljBAD5y98p2U1fqkdsw==",
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.29.7.tgz",
+      "integrity": "sha512-UPUVSyXbOh627KiCIGQSgwWzGeBKLkaJ9PJEdrngIwMSzxLR4jS4+f1f1jb7VzBbg8nFLaYotvVPFCTqdrmTAg==",
       "license": "MIT",
       "dependencies": {
-        "@babel/helper-module-imports": "^7.27.1",
-        "@babel/helper-validator-identifier": "^7.27.1",
-        "@babel/traverse": "^7.28.3"
+        "@babel/helper-module-imports": "^7.29.7",
+        "@babel/helper-validator-identifier": "^7.29.7",
+        "@babel/traverse": "^7.29.7"
       },
       "engines": {
         "node": ">=6.9.0"
@@ -253,35 +253,35 @@
       }
     },
     "node_modules/@babel/helper-optimise-call-expression": {
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-      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+    "node_modules/yargs/node_modules/locate-path": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/locate-path/-/locate-path-5.0.0.tgz",
+      "integrity": "sha512-t7hw9pI+WvuwNJXwk5zVHpyhIqzg2qTlklJOf0mVxGSbe3Fp2VieZcduNYjaLDoy6p9uGpQEGWG87WpMKlNq8g==",
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
-        "emoji-regex": "^8.0.0",
-        "is-fullwidth-code-point": "^3.0.0",
-        "strip-ansi": "^6.0.1"
+        "p-locate": "^4.1.0"
       },
       "engines": {
         "node": ">=8"
       }
     },
-    "node_modules/yargs/node_modules/strip-ansi": {
-      "version": "6.0.1",
-      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
-      "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
+    "node_modules/yargs/node_modules/p-limit": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/p-limit/-/p-limit-2.3.0.tgz",
+      "integrity": "sha512-//88mFWSJx8lxCzwdAABTJL2MyWB12+eIY7MDL2SqLmAkeKU9qxRvWuSyTjm3FUmpBEMuFfckAIqEaVGUDxb6w==",
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
-        "ansi-regex": "^5.0.1"
+        "p-try": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=6"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/yargs/node_modules/p-locate": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/p-locate/-/p-locate-4.1.0.tgz",
+      "integrity": "sha512-R79ZZ/0wAxKGu3oYMlz8jy/kbhsNrS7SKZ7PxEHBgJ5+F2mtFW2fK2cOtBh1cHYkQsbzFV7I+EoRKe6Yt0oK7A==",
+      "devOptional": true,
+      "license": "MIT",
+      "dependencies": {
+        "p-limit": "^2.2.0"
       },
       "engines": {
         "node": ">=8"
@@ -10430,6 +12037,7 @@
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "devOptional": true,
       "license": "MIT",
       "engines": {
         "node": ">=10"
@@ -10437,6 +12045,43 @@
       "funding": {
         "url": "https://github.com/sponsors/sindresorhus"
       }
+    },
+    "node_modules/zod": {
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zxing-wasm": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/zxing-wasm/-/zxing-wasm-3.0.2.tgz",
+      "integrity": "sha512-2YMAriaYHX9wrBY2k7H0epSo+dyCaCZg/vOtt+nEDXM9ul480gkXz/9SkwpOeHcD2H5qqDG8lWDSBwpTcZpa6w==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/emscripten": "^1.41.5",
+        "type-fest": "^5.5.0"
+      },
+      "peerDependencies": {
+        "@types/emscripten": ">=1.39.6"
+      }
+    },
+    "node_modules/zxing-wasm/node_modules/type-fest": {
+      "version": "5.6.0",
+      "resolved": "https://registry.npmjs.org/type-fest/-/type-fest-5.6.0.tgz",
+      "integrity": "sha512-8ZiHFm91orbSAe2PSAiSVBVko18pbhbiB3U9GglSzF/zCGkR+rxpHx6sEMCUm4kxY4LjDIUGgCfUMtwfZfjfUA==",
+      "license": "(MIT OR CC0-1.0)",
+      "dependencies": {
+        "tagged-tag": "^1.0.0"
+      },
+      "engines": {
+        "node": ">=20"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
     }
   }
 }
diff --git a/app/package.json b/app/package.json
index 91ab6690..3dc9015d 100644
--- a/app/package.json
+++ b/app/package.json
@@ -1,7 +1,7 @@
 {
-  "name": "friend-lite-app",
+  "name": "chronicle-app",
   "version": "1.0.0",
-  "main": "node_modules/expo/AppEntry.js",
+  "main": "expo-router/entry",
   "scripts": {
     "start": "expo start",
     "android": "expo run:android",
@@ -11,29 +11,43 @@
   "dependencies": {
     "@notifee/react-native": "^9.1.8",
     "@react-native-async-storage/async-storage": "^2.1.2",
-    "@react-native-community/netinfo": "^11.4.1",
+    "@react-native-community/netinfo": "11.5.2",
     "@react-native/virtualized-lists": "^0.80.2",
-    "@siteed/expo-audio-studio": "^2.18.1",
+    "@siteed/expo-audio-studio": "^2.18.6",
     "deprecated-react-native-prop-types": "^5.0.0",
-    "expo": "~53.0.9",
-    "expo-build-properties": "~0.14.8",
-    "expo-dev-client": "~5.2.4",
-    "expo-status-bar": "~2.2.3",
+    "expo": "~55.0.15",
+    "expo-asset": "~55.0.17",
+    "expo-audio": "~55.0.14",
+    "expo-build-properties": "~55.0.13",
+    "expo-camera": "~55.0.15",
+    "expo-constants": "~55.0.14",
+    "expo-dev-client": "~55.0.27",
+    "expo-file-system": "~55.0.16",
+    "expo-image-picker": "~55.0.18",
+    "expo-linking": "~55.0.13",
+    "expo-modules-core": "~55.0.22",
+    "expo-router": "~55.0.12",
+    "expo-secure-store": "~55.0.14",
+    "expo-status-bar": "~55.0.5",
+    "expo-updates": "~55.0.20",
     "friend-lite-react-native": "^1.0.2",
     "install": "^0.13.0",
     "promise": "^8.3.0",
-    "react": "19.0.0",
-    "react-native": "0.79.6",
+    "react": "^19.2.5",
+    "react-dom": "^19.2.5",
+    "react-native": "0.83.4",
     "react-native-base64": "^0.2.1",
     "react-native-ble-plx": "^3.5.0",
+    "react-native-safe-area-context": "~5.6.2",
+    "react-native-screens": "~4.23.0",
     "setimmediate": "^1.0.5",
     "webidl-conversions": "^7.0.0"
   },
   "devDependencies": {
     "@babel/core": "^7.20.0",
     "@react-native-community/cli": "latest",
-    "@types/react": "~19.0.10",
-    "typescript": "~5.8.3"
+    "@types/react": "~19.2.0",
+    "typescript": "~5.9.2"
   },
   "private": true
 }
diff --git a/app/plugins/with-ats.js b/app/plugins/with-ats.js
new file mode 100644
index 00000000..cca47fbf
--- /dev/null
+++ b/app/plugins/with-ats.js
@@ -0,0 +1,10 @@
+const { withInfoPlist } = require('@expo/config-plugins');
+
+module.exports = (config) =>
+  withInfoPlist(config, (cfg) => {
+    cfg.modResults.NSAppTransportSecurity = {
+      NSAllowsArbitraryLoads: true,
+      NSAllowsLocalNetworking: true,
+    };
+    return cfg;
+  });
diff --git a/app/app/components/AuthSection.tsx b/app/src/components/AuthSection.tsx
similarity index 56%
rename from app/app/components/AuthSection.tsx
rename to app/src/components/AuthSection.tsx
index e5014854..52643691 100644
--- a/app/app/components/AuthSection.tsx
+++ b/app/src/components/AuthSection.tsx
@@ -1,6 +1,8 @@
 import React, { useState, useEffect } from 'react';
 import { View, Text, TextInput, TouchableOpacity, StyleSheet, Alert, ActivityIndicator } from 'react-native';
-import { saveAuthEmail, saveAuthPassword, saveJwtToken, getAuthEmail, getAuthPassword, clearAuthData } from '../utils/storage';
+import { getAuthEmail, getAuthPassword } from '../utils/storage';
+import { login, logout, forgetAccount } from '../services/auth';
+import { useTheme, ThemeColors } from '../theme';
 
 interface AuthSectionProps {
   backendUrl: string;
@@ -15,11 +17,12 @@ export const AuthSection: React.FC<AuthSectionProps> = ({
   currentUserEmail,
   onAuthStatusChange,
 }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
   const [email, setEmail] = useState<string>('');
   const [password, setPassword] = useState<string>('');
   const [isLoggingIn, setIsLoggingIn] = useState<boolean>(false);
 
-  // Load saved email and password on component mount
   useEffect(() => {
     const loadAuthData = async () => {
       const savedEmail = await getAuthEmail();
@@ -35,102 +38,90 @@ export const AuthSection: React.FC<AuthSectionProps> = ({
       Alert.alert('Missing Credentials', 'Please enter both email and password.');
       return;
     }
-
     if (!backendUrl.trim()) {
       Alert.alert('Backend URL Required', 'Please enter a backend URL first.');
       return;
     }
 
     setIsLoggingIn(true);
-
     try {
-      // Convert WebSocket URL to HTTP URL for authentication
-      const baseUrl = backendUrl.replace('ws://', 'http://').replace('wss://', 'https://').split('/ws')[0];
-      const loginUrl = `${baseUrl}/auth/jwt/login`;
-
-      const formData = new URLSearchParams();
-      formData.append('username', email.trim());
-      formData.append('password', password.trim());
-
-      const response = await fetch(loginUrl, {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/x-www-form-urlencoded',
-        },
-        body: formData.toString(),
-      });
-
-      if (!response.ok) {
-        const errorText = await response.text();
-        throw new Error(`Login failed: ${response.status} ${response.statusText} - ${errorText}`);
-      }
-
-      const authData = await response.json();
-      const jwtToken = authData.access_token;
-
-      if (!jwtToken) {
-        throw new Error('No access token received from server');
-      }
-
-      // Save credentials and token
-      await saveAuthEmail(email.trim());
-      await saveAuthPassword(password.trim());
-      await saveJwtToken(jwtToken);
-
-      console.log('[AuthSection] Login successful for user:', email);
+      // login() persists email + password (SecureStore) + token centrally.
+      const jwtToken = await login(email.trim(), password.trim(), backendUrl);
       onAuthStatusChange(true, email.trim(), jwtToken);
-
     } catch (error) {
-      console.error('[AuthSection] Login error:', error);
-      Alert.alert(
-        'Login Failed',
-        error instanceof Error ? error.message : 'An unknown error occurred during login.'
-      );
+      Alert.alert('Login Failed', error instanceof Error ? error.message : 'An unknown error occurred during login.');
     } finally {
       setIsLoggingIn(false);
     }
   };
 
+  // Log out: clear the token only. Email + password are kept (in state and in
+  // storage) so re-login is one tap and silent refresh keeps working.
   const handleLogout = async () => {
     try {
-      await clearAuthData();
-      setEmail('');
-      setPassword('');
-      console.log('[AuthSection] Logout successful');
-      onAuthStatusChange(false, null, null);
+      await logout();
+      onAuthStatusChange(false, email || null, null);
     } catch (error) {
-      console.error('[AuthSection] Logout error:', error);
-      Alert.alert('Logout Error', 'Failed to clear authentication data.');
+      Alert.alert('Logout Error', 'Failed to log out.');
     }
   };
 
+  // Forget account: wipe email + password + token entirely.
+  const handleForgetAccount = () => {
+    Alert.alert(
+      'Forget Account',
+      'This clears your saved email and password from this device. You will need to enter them again to log in.',
+      [
+        { text: 'Cancel', style: 'cancel' },
+        {
+          text: 'Forget',
+          style: 'destructive',
+          onPress: async () => {
+            try {
+              await forgetAccount();
+              setEmail('');
+              setPassword('');
+              onAuthStatusChange(false, null, null);
+            } catch (error) {
+              Alert.alert('Error', 'Failed to clear account data.');
+            }
+          },
+        },
+      ]
+    );
+  };
+
   if (isAuthenticated && currentUserEmail) {
     return (
-      <View style={styles.section}>
-        <Text style={styles.sectionTitle}>Authentication</Text>
-        <View style={styles.authenticatedContainer}>
-          <Text style={styles.authenticatedText}>Logged in as: {currentUserEmail}</Text>
+      <View style={s.section}>
+        <Text style={s.sectionTitle}>Authentication</Text>
+        <View style={s.authenticatedContainer}>
+          <Text style={s.authenticatedText}>Logged in as: {currentUserEmail}</Text>
           <TouchableOpacity
-            style={[styles.button, styles.buttonDanger]}
+            style={[s.button, { backgroundColor: colors.danger }]}
             onPress={handleLogout}
             disabled={isLoggingIn}
           >
-            <Text style={styles.buttonText}>Logout</Text>
+            <Text style={s.buttonText}>Logout</Text>
           </TouchableOpacity>
         </View>
+        <TouchableOpacity onPress={handleForgetAccount} disabled={isLoggingIn}>
+          <Text style={s.forgetText}>Forget account</Text>
+        </TouchableOpacity>
       </View>
     );
   }
 
   return (
-    <View style={styles.section}>
-      <Text style={styles.sectionTitle}>Authentication</Text>
-      <Text style={styles.inputLabel}>Email:</Text>
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>Authentication</Text>
+      <Text style={s.inputLabel}>Email:</Text>
       <TextInput
-        style={styles.textInput}
+        style={s.textInput}
         value={email}
         onChangeText={setEmail}
         placeholder="user@example.com"
+        placeholderTextColor={colors.textTertiary}
         autoCapitalize="none"
         keyboardType="email-address"
         returnKeyType="next"
@@ -140,12 +131,13 @@ export const AuthSection: React.FC<AuthSectionProps> = ({
         autoComplete="email"
       />
 
-      <Text style={styles.inputLabel}>Password:</Text>
+      <Text style={s.inputLabel}>Password:</Text>
       <TextInput
-        style={styles.textInput}
+        style={s.textInput}
         value={password}
         onChangeText={setPassword}
         placeholder="Enter your password"
+        placeholderTextColor={colors.textTertiary}
         secureTextEntry={true}
         returnKeyType="go"
         autoCorrect={false}
@@ -156,22 +148,22 @@ export const AuthSection: React.FC<AuthSectionProps> = ({
       />
 
       <TouchableOpacity
-        style={[styles.button, isLoggingIn ? styles.buttonDisabled : null]}
+        style={[s.button, isLoggingIn ? s.buttonDisabled : null]}
         onPress={handleLogin}
         disabled={isLoggingIn}
       >
         {isLoggingIn ? (
-          <View style={styles.loadingContainer}>
+          <View style={s.loadingContainer}>
             <ActivityIndicator size="small" color="white" />
-            <Text style={[styles.buttonText, { marginLeft: 8 }]}>Logging in...</Text>
+            <Text style={[s.buttonText, { marginLeft: 8 }]}>Logging in...</Text>
           </View>
         ) : (
-          <Text style={styles.buttonText}>Login</Text>
+          <Text style={s.buttonText}>Login</Text>
         )}
       </TouchableOpacity>
 
       {!isAuthenticated && (
-        <Text style={styles.helpText}>
+        <Text style={s.helpText}>
           Enter your email and password to authenticate with the backend.
         </Text>
       )}
@@ -179,11 +171,11 @@ export const AuthSection: React.FC<AuthSectionProps> = ({
   );
 };
 
-const styles = StyleSheet.create({
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
   section: {
     marginBottom: 25,
     padding: 15,
-    backgroundColor: 'white',
+    backgroundColor: colors.card,
     borderRadius: 10,
     shadowColor: '#000',
     shadowOffset: { width: 0, height: 1 },
@@ -195,28 +187,28 @@ const styles = StyleSheet.create({
     fontSize: 18,
     fontWeight: '600',
     marginBottom: 15,
-    color: '#333',
+    color: colors.text,
   },
   inputLabel: {
     fontSize: 14,
-    color: '#333',
+    color: colors.text,
     marginBottom: 5,
     marginTop: 10,
     fontWeight: '500',
   },
   textInput: {
-    backgroundColor: '#f0f0f0',
+    backgroundColor: colors.inputBackground,
     borderWidth: 1,
-    borderColor: '#ddd',
+    borderColor: colors.inputBorder,
     borderRadius: 6,
     padding: 10,
     fontSize: 14,
     width: '100%',
     marginBottom: 10,
-    color: '#333',
+    color: colors.text,
   },
   button: {
-    backgroundColor: '#007AFF',
+    backgroundColor: colors.primary,
     paddingVertical: 12,
     paddingHorizontal: 20,
     borderRadius: 8,
@@ -225,12 +217,9 @@ const styles = StyleSheet.create({
     elevation: 2,
   },
   buttonDisabled: {
-    backgroundColor: '#A0A0A0',
+    backgroundColor: colors.disabled,
     opacity: 0.7,
   },
-  buttonDanger: {
-    backgroundColor: '#FF3B30',
-  },
   buttonText: {
     color: 'white',
     fontSize: 16,
@@ -242,7 +231,7 @@ const styles = StyleSheet.create({
   },
   helpText: {
     fontSize: 12,
-    color: '#666',
+    color: colors.textTertiary,
     marginTop: 10,
     textAlign: 'center',
     fontStyle: 'italic',
@@ -254,11 +243,18 @@ const styles = StyleSheet.create({
   },
   authenticatedText: {
     fontSize: 14,
-    color: '#4CD964',
+    color: colors.success,
     fontWeight: '500',
     flex: 1,
     marginRight: 10,
   },
+  forgetText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 12,
+    textAlign: 'center',
+    textDecorationLine: 'underline',
+  },
 });
 
-export default AuthSection;
\ No newline at end of file
+export default AuthSection;
diff --git a/app/src/components/BackendStatus.tsx b/app/src/components/BackendStatus.tsx
new file mode 100644
index 00000000..4b021bf6
--- /dev/null
+++ b/app/src/components/BackendStatus.tsx
@@ -0,0 +1,263 @@
+import React, { useState } from 'react';
+import { View, Text, TextInput, TouchableOpacity, StyleSheet, Alert, ActivityIndicator, Linking } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+import { QRScanner } from './QRScanner';
+import { httpUrlToWebSocketUrl } from '../utils/urlConversion';
+import { saveServiceManagerUrl, saveServiceManagerToken } from '../utils/storage';
+import { useBackendHealth, HealthStatus } from '../hooks/useBackendHealth';
+
+interface BackendStatusProps {
+  backendUrl: string;
+  onBackendUrlChange: (url: string) => void;
+  jwtToken: string | null;
+}
+
+export const BackendStatus: React.FC<BackendStatusProps> = ({
+  backendUrl,
+  onBackendUrlChange,
+  jwtToken,
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  const { healthStatus, checkBackendHealth } = useBackendHealth(backendUrl, jwtToken);
+  const [showQRScanner, setShowQRScanner] = useState(false);
+
+  const openTailscale = async () => {
+    // Guard with canOpenURL: an un-whitelisted scheme makes iOS reject the deep
+    // link with a scary "could not verify" error. If we can't open it, just guide.
+    try {
+      if (await Linking.canOpenURL('tailscale://')) {
+        await Linking.openURL('tailscale://');
+        return;
+      }
+    } catch {
+      // fall through to guidance
+    }
+    Alert.alert(
+      'Open Tailscale',
+      'Open the Tailscale app from your home screen and make sure it shows "Connected", then come back and tap Test Connection.'
+    );
+  };
+
+  const getStatusColor = (status: HealthStatus['status']): string => {
+    switch (status) {
+      case 'healthy': return colors.success;
+      case 'checking': return colors.warning;
+      case 'auth_required': return colors.warning;
+      case 'not_configured': return colors.warning;
+      case 'offline': return colors.danger;
+      case 'backend_down': return colors.danger;
+      case 'unreachable': return colors.danger;
+      case 'unhealthy': return colors.danger;
+      default: return colors.disabled;
+    }
+  };
+
+  return (
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>Backend Connection</Text>
+
+      {/* Primary path: scan the QR. */}
+      <TouchableOpacity
+        style={s.button}
+        onPress={() => setShowQRScanner(true)}
+      >
+        <Text style={s.buttonText}>Scan QR Code</Text>
+      </TouchableOpacity>
+      <Text style={s.qrNote}>
+        Find this QR on your Chronicle dashboard → System page (“Connect App”).
+      </Text>
+
+      <View style={s.statusContainer}>
+        <View style={s.statusRow}>
+          <Text style={s.statusLabel}>Status:</Text>
+          <View style={s.statusValue}>
+            <Text style={[s.statusText, { color: getStatusColor(healthStatus.status) }]}>
+              {healthStatus.message}
+            </Text>
+            {healthStatus.status === 'checking' && (
+              <ActivityIndicator size="small" color={getStatusColor(healthStatus.status)} style={{ marginLeft: 8 }} />
+            )}
+          </View>
+        </View>
+        {healthStatus.detail && (
+          <Text style={s.detailText}>{healthStatus.detail}</Text>
+        )}
+        {healthStatus.lastChecked && (
+          <Text style={s.lastCheckedText}>Last checked: {healthStatus.lastChecked.toLocaleTimeString()}</Text>
+        )}
+      </View>
+
+      {(healthStatus.status === 'unreachable' || healthStatus.status === 'not_configured') && (
+        <TouchableOpacity style={s.qrButton} onPress={openTailscale}>
+          <Text style={s.qrButtonText}>Open Tailscale</Text>
+        </TouchableOpacity>
+      )}
+
+      <TouchableOpacity
+        style={[s.qrButton, healthStatus.status === 'checking' ? s.buttonDisabled : null]}
+        onPress={() => checkBackendHealth(true)}
+        disabled={healthStatus.status === 'checking'}
+      >
+        <Text style={s.qrButtonText}>{healthStatus.status === 'checking' ? 'Checking...' : 'Test Connection'}</Text>
+      </TouchableOpacity>
+
+      {/* Manual fallback: type the URL. */}
+      <Text style={s.inputLabel}>Or enter the backend URL manually:</Text>
+      <TextInput
+        style={s.textInput}
+        value={backendUrl}
+        onChangeText={onBackendUrlChange}
+        placeholder="wss://your-machine.ts.net/ws"
+        placeholderTextColor={colors.textTertiary}
+        autoCapitalize="none"
+        keyboardType="url"
+        returnKeyType="done"
+        autoCorrect={false}
+      />
+
+      <QRScanner
+        visible={showQRScanner}
+        onScanned={(config) => {
+          const wsUrl = httpUrlToWebSocketUrl(config.backendUrl);
+          onBackendUrlChange(wsUrl);
+          // Persist service-manager config (if the QR bundle carried it) so the
+          // app can start a down backend directly.
+          if (config.serviceManagerUrl !== undefined) {
+            saveServiceManagerUrl(config.serviceManagerUrl || null);
+          }
+          if (config.smToken !== undefined) {
+            saveServiceManagerToken(config.smToken || null);
+          }
+        }}
+        onClose={() => setShowQRScanner(false)}
+      />
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  section: {
+    marginBottom: 25,
+    padding: 15,
+    backgroundColor: colors.card,
+    borderRadius: 10,
+    shadowColor: '#000',
+    shadowOffset: { width: 0, height: 1 },
+    shadowOpacity: 0.1,
+    shadowRadius: 3,
+    elevation: 2,
+  },
+  sectionTitle: {
+    fontSize: 18,
+    fontWeight: '600',
+    marginBottom: 15,
+    color: colors.text,
+  },
+  inputLabel: {
+    fontSize: 14,
+    color: colors.text,
+    marginBottom: 5,
+    fontWeight: '500',
+  },
+  textInput: {
+    backgroundColor: colors.inputBackground,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    borderRadius: 6,
+    padding: 10,
+    fontSize: 14,
+    width: '100%',
+    marginBottom: 15,
+    color: colors.text,
+  },
+  statusContainer: {
+    marginBottom: 15,
+    padding: 10,
+    backgroundColor: colors.inputBackground,
+    borderRadius: 6,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+  },
+  statusRow: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    justifyContent: 'space-between',
+  },
+  statusLabel: {
+    fontSize: 14,
+    fontWeight: '500',
+    color: colors.text,
+  },
+  statusValue: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    flex: 1,
+    justifyContent: 'flex-end',
+  },
+  statusText: {
+    fontSize: 14,
+    fontWeight: '500',
+  },
+  detailText: {
+    fontSize: 13,
+    color: colors.textSecondary,
+    marginTop: 8,
+  },
+  qrNote: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 8,
+    marginBottom: 15,
+    textAlign: 'center',
+  },
+  lastCheckedText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 5,
+    textAlign: 'center',
+    fontStyle: 'italic',
+  },
+  qrButton: {
+    backgroundColor: colors.card,
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    alignItems: 'center',
+    marginBottom: 10,
+    borderWidth: 1,
+    borderColor: colors.primary,
+  },
+  qrButtonText: {
+    color: colors.primary,
+    fontSize: 16,
+    fontWeight: '600',
+  },
+  button: {
+    backgroundColor: colors.primary,
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    alignItems: 'center',
+    marginBottom: 10,
+    elevation: 2,
+  },
+  buttonDisabled: {
+    backgroundColor: colors.disabled,
+    opacity: 0.7,
+  },
+  buttonText: {
+    color: 'white',
+    fontSize: 16,
+    fontWeight: '600',
+  },
+  helpText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    textAlign: 'center',
+    fontStyle: 'italic',
+  },
+});
+
+export default BackendStatus;
diff --git a/app/app/components/BluetoothStatusBanner.tsx b/app/src/components/BluetoothStatusBanner.tsx
similarity index 67%
rename from app/app/components/BluetoothStatusBanner.tsx
rename to app/src/components/BluetoothStatusBanner.tsx
index c05675b6..fd088e54 100644
--- a/app/app/components/BluetoothStatusBanner.tsx
+++ b/app/src/components/BluetoothStatusBanner.tsx
@@ -1,6 +1,7 @@
 import React from 'react';
-import { View, Text, TouchableOpacity, StyleSheet, Linking, Platform } from 'react-native';
+import { View, Text, TouchableOpacity, StyleSheet, Linking } from 'react-native';
 import { State as BluetoothState } from 'react-native-ble-plx';
+import { useTheme, ThemeColors } from '../theme';
 
 interface BluetoothStatusBannerProps {
   bluetoothState: BluetoothState;
@@ -9,56 +10,56 @@ interface BluetoothStatusBannerProps {
   onRequestPermission: () => void;
 }
 
-export const BluetoothStatusBanner: React.FC<BluetoothStatusBannerProps> = ({ 
-  bluetoothState, 
-  isPermissionsLoading, 
-  permissionGranted, 
-  onRequestPermission 
+export const BluetoothStatusBanner: React.FC<BluetoothStatusBannerProps> = ({
+  bluetoothState,
+  isPermissionsLoading,
+  permissionGranted,
+  onRequestPermission
 }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
   if (isPermissionsLoading && bluetoothState === BluetoothState.Unknown) {
     return (
-      <View style={[styles.statusBanner, styles.bannerInfo]}>
-        <Text style={styles.statusText}>Initializing Bluetooth...</Text>
+      <View style={[s.statusBanner, { backgroundColor: colors.primary }]}>
+        <Text style={s.statusText}>Initializing Bluetooth...</Text>
       </View>
     );
   }
 
   if (bluetoothState === BluetoothState.PoweredOn && permissionGranted) {
-    return null; // All good, don't show banner
+    return null;
   }
 
   let bannerMessage = 'Bluetooth status is unknown.';
   let buttonText = 'Check Status';
   let onButtonPress: (() => void) | undefined = undefined;
+  let isWarning = false;
 
   switch (bluetoothState) {
     case BluetoothState.PoweredOff:
       bannerMessage = 'Bluetooth is turned off. Please enable Bluetooth to use this app.';
       buttonText = 'Open Settings';
       onButtonPress = () => Linking.openSettings().catch(err => console.warn("Couldn't open settings:", err));
+      isWarning = true;
       break;
     case BluetoothState.Unauthorized:
       bannerMessage = 'Bluetooth permission not granted. Please allow Bluetooth access.';
       buttonText = 'Grant Permission';
       onButtonPress = onRequestPermission;
+      isWarning = true;
       break;
     case BluetoothState.Unsupported:
       bannerMessage = 'Bluetooth is not supported on this device.';
-      buttonText = 'OK';
-      onButtonPress = undefined;
       break;
     case BluetoothState.Resetting:
       bannerMessage = 'Bluetooth is resetting. Please wait.';
-      buttonText = 'OK';
-      onButtonPress = undefined;
       break;
     case BluetoothState.PoweredOn:
       if (!permissionGranted) {
         bannerMessage = 'Bluetooth is on, but permission is needed.';
         buttonText = 'Grant Permission';
         onButtonPress = onRequestPermission;
-      } else {
-         // This case should be caught by the early return null
       }
       break;
     default:
@@ -69,18 +70,18 @@ export const BluetoothStatusBanner: React.FC<BluetoothStatusBannerProps> = ({
   }
 
   return (
-    <View style={[styles.statusBanner, bluetoothState === BluetoothState.PoweredOff || bluetoothState === BluetoothState.Unauthorized ? styles.bannerWarning : styles.bannerInfo]}>
-      <Text style={styles.statusText}>{bannerMessage}</Text>
+    <View style={[s.statusBanner, { backgroundColor: isWarning ? colors.warning : colors.primary }]}>
+      <Text style={s.statusText}>{bannerMessage}</Text>
       {onButtonPress && (
-        <TouchableOpacity style={styles.statusButton} onPress={onButtonPress}>
-          <Text style={styles.statusButtonText}>{buttonText}</Text>
+        <TouchableOpacity style={s.statusButton} onPress={onButtonPress}>
+          <Text style={s.statusButtonText}>{buttonText}</Text>
         </TouchableOpacity>
       )}
     </View>
   );
 };
 
-const styles = StyleSheet.create({
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
   statusBanner: {
     padding: 12,
     borderRadius: 8,
@@ -89,12 +90,6 @@ const styles = StyleSheet.create({
     justifyContent: 'space-between',
     alignItems: 'center',
   },
-  bannerWarning: {
-    backgroundColor: '#FF9500', // Orange for warnings
-  },
-  bannerInfo: {
-    backgroundColor: '#007AFF', // Blue for info
-  },
   statusText: {
     color: 'white',
     fontSize: 14,
@@ -115,5 +110,4 @@ const styles = StyleSheet.create({
   },
 });
 
-// Exporting default to be easily consumable if this is the only export
-export default BluetoothStatusBanner; 
\ No newline at end of file
+export default BluetoothStatusBanner;
diff --git a/app/src/components/DeviceDetails.tsx b/app/src/components/DeviceDetails.tsx
new file mode 100644
index 00000000..b0d1a2c5
--- /dev/null
+++ b/app/src/components/DeviceDetails.tsx
@@ -0,0 +1,395 @@
+import React from 'react';
+import { View, Text, TouchableOpacity, StyleSheet, TextInput } from 'react-native';
+import { BleAudioCodec } from 'friend-lite-react-native';
+import { useTheme, ThemeColors } from '../theme';
+
+interface DeviceDetailsProps {
+  connectedDeviceId: string | null;
+  onGetAudioCodec: () => void;
+  currentCodec: BleAudioCodec | null;
+  batteryLevel: number;
+  isLowBattery: boolean;
+  onRefreshBattery: () => void;
+  isListeningAudio: boolean;
+  onStartAudioListener: () => void;
+  onStopAudioListener: () => void;
+  audioPacketsReceived: number;
+  webSocketUrl: string;
+  onSetWebSocketUrl: (url: string) => void;
+  isAudioStreaming: boolean;
+  isConnectingAudioStreamer: boolean;
+  audioStreamerError: string | null;
+  userId: string;
+  onSetUserId: (userId: string) => void;
+  isAudioListenerRetrying?: boolean;
+  audioListenerRetryAttempts?: number;
+  autoReconnectEnabled?: boolean;
+  onToggleAutoReconnect?: () => void;
+}
+
+export const DeviceDetails: React.FC<DeviceDetailsProps> = ({
+  connectedDeviceId,
+  onGetAudioCodec,
+  currentCodec,
+  batteryLevel,
+  isLowBattery,
+  onRefreshBattery,
+  isListeningAudio,
+  onStartAudioListener,
+  onStopAudioListener,
+  audioPacketsReceived,
+  webSocketUrl,
+  onSetWebSocketUrl,
+  isAudioStreaming,
+  isConnectingAudioStreamer,
+  audioStreamerError,
+  userId,
+  onSetUserId,
+  isAudioListenerRetrying,
+  audioListenerRetryAttempts,
+  autoReconnectEnabled = true,
+  onToggleAutoReconnect,
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  if (!connectedDeviceId) return null;
+
+  return (
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>Device Functions</Text>
+
+      <TouchableOpacity style={s.button} onPress={onGetAudioCodec}>
+        <Text style={s.buttonText}>Get Audio Codec</Text>
+      </TouchableOpacity>
+      {currentCodec && (
+        <View style={s.infoContainerSM}>
+          <Text style={s.infoTitle}>Current Audio Codec:</Text>
+          <Text style={s.infoValue}>{currentCodec}</Text>
+        </View>
+      )}
+
+      {batteryLevel >= 0 ? (
+        <View style={[s.batteryContainer, isLowBattery ? { borderLeftColor: colors.danger } : null]}>
+          <View style={s.batteryHeaderRow}>
+            <Text style={s.infoTitle}>Battery Level:</Text>
+            <TouchableOpacity onPress={onRefreshBattery} style={s.refreshButton}>
+              <Text style={s.refreshButtonText}>Refresh</Text>
+            </TouchableOpacity>
+          </View>
+          <View style={s.batteryLevelDisplayContainer}>
+            <View style={[s.batteryLevelBar, { width: `${batteryLevel}%`, backgroundColor: isLowBattery ? colors.danger : colors.success }]} />
+            <Text style={s.batteryLevelText}>{batteryLevel}%</Text>
+          </View>
+          {isLowBattery && <Text style={s.lowBatteryText}>Low battery</Text>}
+        </View>
+      ) : (
+        <View style={s.batteryContainer}>
+          <Text style={s.infoTitle}>Battery: reading...</Text>
+        </View>
+      )}
+
+      <View style={s.subSection}>
+        <Text style={s.subSectionTitle}>User ID (optional)</Text>
+        <Text style={s.inputLabel}>Enter User ID (for device identification):</Text>
+        <TextInput
+          style={s.textInput}
+          value={userId}
+          onChangeText={onSetUserId}
+          placeholder="e.g., device_name, user_identifier"
+          placeholderTextColor={colors.textTertiary}
+          autoCapitalize="none"
+          returnKeyType="done"
+          autoCorrect={false}
+          editable={!isListeningAudio && !isAudioStreaming}
+        />
+        {userId && (
+          <View style={s.infoContainerSM}>
+            <Text style={s.infoTitle}>Current User ID:</Text>
+            <Text style={s.infoValue}>{userId}</Text>
+          </View>
+        )}
+      </View>
+
+      <View style={s.subSection}>
+        <View style={s.listenerRow}>
+          <TouchableOpacity
+            style={[
+              s.button,
+              s.listenerButton,
+              isListeningAudio || isAudioListenerRetrying ? { backgroundColor: colors.warning } : null,
+            ]}
+            onPress={isListeningAudio || isAudioListenerRetrying ? onStopAudioListener : onStartAudioListener}
+          >
+            <Text style={s.buttonText}>
+              {isListeningAudio ? "Stop Audio Listener" :
+               isAudioListenerRetrying ? "Stop Retry" : "Start Audio Listener"}
+            </Text>
+          </TouchableOpacity>
+
+          {onToggleAutoReconnect && (
+            <TouchableOpacity
+              style={[s.lockButton, autoReconnectEnabled ? s.lockButtonOn : null]}
+              onPress={onToggleAutoReconnect}
+              accessibilityRole="switch"
+              accessibilityState={{ checked: autoReconnectEnabled }}
+              accessibilityLabel={autoReconnectEnabled ? 'Auto-reconnect on' : 'Connect once'}
+            >
+              <Text style={s.lockIcon}>{autoReconnectEnabled ? '🔒' : '🔓'}</Text>
+            </TouchableOpacity>
+          )}
+        </View>
+
+        {onToggleAutoReconnect && (
+          <Text style={s.lockHint}>
+            {autoReconnectEnabled
+              ? '🔒 Stays connected — auto-reconnects if the connection drops.'
+              : '🔓 Connect once — won’t auto-reconnect if it drops.'}
+          </Text>
+        )}
+
+        {isAudioListenerRetrying && (
+          <View style={s.retryContainer}>
+            <Text style={s.retryText}>
+              Retrying audio listener... (Attempt {audioListenerRetryAttempts || 0}/10)
+            </Text>
+          </View>
+        )}
+
+        {isListeningAudio && (
+          <View style={s.infoContainerSM}>
+            <Text style={s.infoTitle}>Audio Packets Received:</Text>
+            <Text style={s.infoValueLg}>{audioPacketsReceived}</Text>
+          </View>
+        )}
+      </View>
+
+      <View style={s.customStreamerSection}>
+        <Text style={s.subSectionTitle}>Custom Audio Streaming</Text>
+        <Text style={s.inputLabel}>Backend WebSocket URL:</Text>
+        <TextInput
+          style={s.textInput}
+          value={webSocketUrl}
+          onChangeText={onSetWebSocketUrl}
+          placeholder="wss://your-backend.com/ws/audio"
+          placeholderTextColor={colors.textTertiary}
+          autoCapitalize="none"
+          keyboardType="url"
+          returnKeyType="done"
+          autoCorrect={false}
+          editable={!isListeningAudio && !isAudioStreaming}
+        />
+
+        {isConnectingAudioStreamer && (
+          <Text style={s.statusText}>Connecting to WebSocket...</Text>
+        )}
+        {isAudioStreaming && (
+          <Text style={[s.statusText, { color: colors.success }]}>Streaming audio to WebSocket...</Text>
+        )}
+        {audioStreamerError && (
+          <Text style={[s.statusText, { color: colors.danger, fontWeight: 'bold' }]}>Error: {audioStreamerError}</Text>
+        )}
+      </View>
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  section: {
+    marginBottom: 25,
+    padding: 15,
+    backgroundColor: colors.card,
+    borderRadius: 10,
+    shadowColor: '#000',
+    shadowOffset: { width: 0, height: 1 },
+    shadowOpacity: 0.1,
+    shadowRadius: 3,
+    elevation: 2,
+  },
+  sectionTitle: {
+    fontSize: 18,
+    fontWeight: '600',
+    marginBottom: 15,
+    color: colors.text,
+  },
+  subSection: {
+    marginTop: 20,
+  },
+  subSectionTitle: {
+    fontSize: 16,
+    fontWeight: '600',
+    marginBottom: 12,
+    color: colors.textSecondary,
+  },
+  button: {
+    backgroundColor: colors.primary,
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    alignItems: 'center',
+    elevation: 2,
+  },
+  buttonText: {
+    color: 'white',
+    fontSize: 16,
+    fontWeight: '600',
+  },
+  listenerRow: {
+    flexDirection: 'row',
+    alignItems: 'stretch',
+    marginTop: 15,
+    gap: 10,
+  },
+  listenerButton: {
+    flex: 1,
+    justifyContent: 'center',
+  },
+  lockButton: {
+    width: 52,
+    borderRadius: 8,
+    alignItems: 'center',
+    justifyContent: 'center',
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    backgroundColor: colors.inputBackground,
+  },
+  lockButtonOn: {
+    borderColor: colors.primary,
+    backgroundColor: colors.card,
+  },
+  lockIcon: {
+    fontSize: 22,
+  },
+  lockHint: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 8,
+  },
+  infoContainerSM: {
+    marginTop: 10,
+    padding: 10,
+    backgroundColor: colors.inputBackground,
+    borderRadius: 8,
+    alignItems: 'center',
+  },
+  infoTitle: {
+    fontSize: 14,
+    fontWeight: '500',
+    color: colors.textSecondary,
+  },
+  infoValue: {
+    fontSize: 16,
+    fontWeight: 'bold',
+    color: colors.primary,
+    marginTop: 5,
+  },
+  infoValueLg: {
+    fontSize: 18,
+    fontWeight: 'bold',
+    color: colors.warning,
+    marginTop: 5,
+  },
+  batteryContainer: {
+    marginTop: 15,
+    padding: 12,
+    backgroundColor: colors.inputBackground,
+    borderRadius: 8,
+    borderLeftWidth: 4,
+    borderLeftColor: colors.success,
+  },
+  batteryHeaderRow: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    marginBottom: 4,
+  },
+  refreshButton: {
+    paddingVertical: 4,
+    paddingHorizontal: 10,
+    borderRadius: 4,
+    backgroundColor: colors.separator,
+  },
+  refreshButtonText: {
+    fontSize: 12,
+    color: colors.textSecondary,
+    fontWeight: '500',
+  },
+  lowBatteryText: {
+    marginTop: 6,
+    fontSize: 12,
+    color: colors.danger,
+    fontWeight: '600',
+    textAlign: 'center',
+  },
+  batteryLevelDisplayContainer: {
+    width: '100%',
+    height: 24,
+    backgroundColor: colors.separator,
+    borderRadius: 12,
+    marginTop: 8,
+    overflow: 'hidden',
+    position: 'relative',
+  },
+  batteryLevelBar: {
+    height: '100%',
+    backgroundColor: colors.success,
+    borderRadius: 12,
+    position: 'absolute',
+    left: 0,
+    top: 0,
+  },
+  batteryLevelText: {
+    position: 'absolute',
+    width: '100%',
+    textAlign: 'center',
+    lineHeight: 24,
+    fontSize: 12,
+    fontWeight: 'bold',
+    color: colors.text,
+  },
+  customStreamerSection: {
+    marginTop: 20,
+    paddingTop: 15,
+    borderTopWidth: 1,
+    borderTopColor: colors.separator,
+  },
+  inputLabel: {
+    fontSize: 14,
+    color: colors.text,
+    marginBottom: 5,
+    fontWeight: '500',
+  },
+  textInput: {
+    backgroundColor: colors.inputBackground,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    borderRadius: 6,
+    padding: 10,
+    fontSize: 14,
+    width: '100%',
+    marginBottom: 10,
+    color: colors.text,
+  },
+  statusText: {
+    marginTop: 8,
+    fontSize: 13,
+    color: colors.textSecondary,
+    textAlign: 'left',
+  },
+  retryContainer: {
+    marginTop: 10,
+    padding: 12,
+    backgroundColor: colors.inputBackground,
+    borderRadius: 8,
+    borderLeftWidth: 4,
+    borderLeftColor: colors.warning,
+  },
+  retryText: {
+    fontSize: 14,
+    color: colors.warning,
+    fontWeight: '500',
+    textAlign: 'center',
+  },
+});
+
+export default DeviceDetails;
diff --git a/app/src/components/DeviceListItem.tsx b/app/src/components/DeviceListItem.tsx
new file mode 100644
index 00000000..573dc30f
--- /dev/null
+++ b/app/src/components/DeviceListItem.tsx
@@ -0,0 +1,129 @@
+import React from 'react';
+import { View, Text, TouchableOpacity, StyleSheet } from 'react-native';
+import { OmiDevice } from 'friend-lite-react-native';
+import { useTheme, ThemeColors } from '../theme';
+import SignalStrength from './SignalStrength';
+import { detectDeviceType } from '../utils/deviceType';
+
+interface DeviceListItemProps {
+  device: OmiDevice;
+  onConnect: (deviceId: string) => void;
+  onDisconnect: () => void;
+  isConnecting: boolean;
+  connectedDeviceId: string | null;
+}
+
+export const DeviceListItem: React.FC<DeviceListItemProps> = ({
+  device,
+  onConnect,
+  onDisconnect,
+  isConnecting,
+  connectedDeviceId
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+  const isThisDeviceConnected = connectedDeviceId === device.id;
+  const isAnotherDeviceConnected = connectedDeviceId !== null && connectedDeviceId !== device.id;
+  const deviceType = detectDeviceType(device.name);
+
+  return (
+    <View style={s.deviceItem}>
+      <View style={s.deviceInfoContainer}>
+        <View style={{ flexDirection: 'row', alignItems: 'center' }}>
+          <Text style={s.deviceName}>{device.name || 'Unknown Device'}</Text>
+          {deviceType !== 'unknown' && (
+            <View style={[s.deviceTypeBadge, { backgroundColor: deviceType === 'neo' ? colors.warning : colors.primary }]}>
+              <Text style={s.deviceTypeBadgeText}>{deviceType === 'neo' ? 'Neo' : 'OMI'}</Text>
+            </View>
+          )}
+          <SignalStrength rssi={device.rssi} />
+        </View>
+        <Text style={s.deviceInfo}>ID: {device.id}</Text>
+        {device.rssi != null && <Text style={s.deviceInfo}>RSSI: {device.rssi} dBm</Text>}
+      </View>
+      {
+        isThisDeviceConnected ? (
+          <TouchableOpacity
+            style={[s.button, s.smallButton, { backgroundColor: colors.danger }]}
+            onPress={onDisconnect}
+            disabled={isConnecting}
+          >
+            <Text style={s.buttonText}>{isConnecting ? 'Disconnecting...' : 'Disconnect'}</Text>
+          </TouchableOpacity>
+        ) : (
+          <TouchableOpacity
+            style={[
+              s.button,
+              s.smallButton,
+              (isConnecting || isAnotherDeviceConnected) ? s.buttonDisabled : null
+            ]}
+            onPress={() => onConnect(device.id)}
+            disabled={isConnecting || isAnotherDeviceConnected}
+          >
+            <Text style={s.buttonText}>{isConnecting && connectedDeviceId === device.id ? 'Connecting...' : 'Connect'}</Text>
+          </TouchableOpacity>
+        )
+      }
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  deviceItem: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    paddingVertical: 12,
+    paddingHorizontal: 5,
+    borderBottomWidth: 1,
+    borderBottomColor: colors.separator,
+  },
+  deviceInfoContainer: {
+    flex: 1,
+    marginRight: 10,
+  },
+  deviceName: {
+    fontSize: 16,
+    fontWeight: '500',
+    color: colors.text,
+  },
+  deviceInfo: {
+    fontSize: 12,
+    color: colors.textSecondary,
+    marginTop: 2,
+  },
+  deviceTypeBadge: {
+    marginLeft: 6,
+    paddingHorizontal: 6,
+    paddingVertical: 2,
+    borderRadius: 4,
+  },
+  deviceTypeBadgeText: {
+    color: 'white',
+    fontSize: 10,
+    fontWeight: '700',
+  },
+  button: {
+    backgroundColor: colors.primary,
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    alignItems: 'center',
+    elevation: 1,
+  },
+  smallButton: {
+    paddingVertical: 8,
+    paddingHorizontal: 12,
+  },
+  buttonDisabled: {
+    backgroundColor: colors.disabled,
+    opacity: 0.7,
+  },
+  buttonText: {
+    color: 'white',
+    fontSize: 14,
+    fontWeight: '600',
+  },
+});
+
+export default DeviceListItem;
diff --git a/app/src/components/ErrorBoundary.tsx b/app/src/components/ErrorBoundary.tsx
new file mode 100644
index 00000000..b9742ad4
--- /dev/null
+++ b/app/src/components/ErrorBoundary.tsx
@@ -0,0 +1,86 @@
+import React from 'react';
+import { View, Text, ScrollView, TouchableOpacity, StyleSheet, Share, Platform } from 'react-native';
+import { logError, getLogPath, readLog } from '@/utils/logger';
+
+interface Props {
+  children: React.ReactNode;
+}
+
+interface State {
+  error: Error | null;
+  info: React.ErrorInfo | null;
+}
+
+export default class ErrorBoundary extends React.Component<Props, State> {
+  state: State = { error: null, info: null };
+
+  static getDerivedStateFromError(error: Error): Partial<State> {
+    return { error };
+  }
+
+  componentDidCatch(error: Error, info: React.ErrorInfo): void {
+    this.setState({ info });
+    const msg = `React render error: ${error.name}: ${error.message}\ncomponentStack: ${info.componentStack ?? 'unknown'}\nstack: ${error.stack ?? 'no stack'}`;
+    logError('ErrorBoundary', msg);
+  }
+
+  reset = () => this.setState({ error: null, info: null });
+
+  share = async () => {
+    try {
+      const contents = await readLog();
+      if (Platform.OS === 'ios') {
+        await Share.share({ url: `file://${getLogPath()}`, message: contents.slice(-4000) });
+      } else {
+        await Share.share({ message: contents.slice(-4000) });
+      }
+    } catch (err) {
+      logError('ErrorBoundary', `share failed: ${String(err)}`);
+    }
+  };
+
+  render() {
+    const { error, info } = this.state;
+    if (!error) return this.props.children;
+
+    return (
+      <View style={styles.container}>
+        <Text style={styles.title}>Chronicle crashed</Text>
+        <Text style={styles.subtitle}>The error has been written to the on-device log.</Text>
+        <ScrollView style={styles.scroll} contentContainerStyle={{ padding: 12 }}>
+          <Text style={styles.errorHeading}>{error.name}: {error.message}</Text>
+          {error.stack ? <Text style={styles.stack}>{error.stack}</Text> : null}
+          {info?.componentStack ? (
+            <>
+              <Text style={styles.errorHeading}>Component stack</Text>
+              <Text style={styles.stack}>{info.componentStack}</Text>
+            </>
+          ) : null}
+        </ScrollView>
+        <Text style={styles.path}>Log: {getLogPath()}</Text>
+        <View style={styles.row}>
+          <TouchableOpacity style={styles.btn} onPress={this.share}>
+            <Text style={styles.btnText}>Share Log</Text>
+          </TouchableOpacity>
+          <TouchableOpacity style={[styles.btn, styles.btnSecondary]} onPress={this.reset}>
+            <Text style={styles.btnText}>Try Again</Text>
+          </TouchableOpacity>
+        </View>
+      </View>
+    );
+  }
+}
+
+const styles = StyleSheet.create({
+  container: { flex: 1, backgroundColor: '#1c1c1e', padding: 16, paddingTop: 60 },
+  title: { color: '#FF3B30', fontSize: 22, fontWeight: '700', marginBottom: 4 },
+  subtitle: { color: '#aeaeb2', fontSize: 13, marginBottom: 12 },
+  scroll: { flex: 1, backgroundColor: '#2c2c2e', borderRadius: 8 },
+  errorHeading: { color: '#fff', fontSize: 14, fontWeight: '600', marginTop: 8 },
+  stack: { color: '#d1d1d6', fontSize: 11, fontFamily: Platform.OS === 'ios' ? 'Menlo' : 'monospace', marginTop: 4 },
+  path: { color: '#8e8e93', fontSize: 11, marginTop: 10, marginBottom: 6 },
+  row: { flexDirection: 'row', gap: 8 },
+  btn: { flex: 1, backgroundColor: '#0A84FF', paddingVertical: 12, borderRadius: 8, alignItems: 'center' },
+  btnSecondary: { backgroundColor: '#3a3a3c' },
+  btnText: { color: '#fff', fontSize: 15, fontWeight: '600' },
+});
diff --git a/app/src/components/NetworkOverview.tsx b/app/src/components/NetworkOverview.tsx
new file mode 100644
index 00000000..c1b7fcd2
--- /dev/null
+++ b/app/src/components/NetworkOverview.tsx
@@ -0,0 +1,384 @@
+import React, { useCallback, useEffect, useState } from 'react';
+import { ActivityIndicator, Alert, StyleSheet, Text, TouchableOpacity, View } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+import {
+  listServices,
+  serviceAction,
+  getOperation,
+  ServiceInfo,
+  ServicesResult,
+} from '../services/serviceManager';
+
+interface NetworkOverviewProps {
+  backendUrl: string;
+}
+
+// Poll an async operation to completion (best-effort; bounded).
+const waitForOperation = async (
+  backendUrl: string,
+  operationId: string,
+  node?: string | null
+): Promise<void> => {
+  for (let i = 0; i < 30; i++) {
+    await new Promise(r => setTimeout(r, 2000));
+    try {
+      const op = await getOperation(backendUrl, operationId, node);
+      const status = (op.status || '').toLowerCase();
+      if (status && status !== 'running' && status !== 'pending' && status !== 'in_progress') {
+        return;
+      }
+    } catch {
+      return; // stop polling on error; the refresh will reflect reality
+    }
+  }
+};
+
+const NetworkOverview: React.FC<NetworkOverviewProps> = ({ backendUrl }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  const [result, setResult] = useState<ServicesResult | null>(null);
+  const [loading, setLoading] = useState(false);
+  const [busyService, setBusyService] = useState<string | null>(null);
+  const [expanded, setExpanded] = useState(false);
+
+  const refresh = useCallback(async () => {
+    if (!backendUrl.trim()) {
+      setResult({ available: false, reason: 'no_backend_url' });
+      return;
+    }
+    setLoading(true);
+    try {
+      setResult(await listServices(backendUrl));
+    } catch (e) {
+      setResult({ available: false, reason: e instanceof Error ? e.message : 'error' });
+    } finally {
+      setLoading(false);
+    }
+  }, [backendUrl]);
+
+  useEffect(() => {
+    refresh();
+  }, [refresh]);
+
+  const runAction = useCallback(
+    async (service: ServiceInfo, action: 'start' | 'stop' | 'restart') => {
+      setBusyService(service.name);
+      try {
+        const res = await serviceAction(backendUrl, service.name, action, service.node);
+        const op = res.operation;
+        if (op?.id) {
+          await waitForOperation(backendUrl, op.id, op.node ?? service.node);
+        }
+        await refresh();
+      } catch (e) {
+        Alert.alert('Action Failed', e instanceof Error ? e.message : 'Failed to control service.');
+      } finally {
+        setBusyService(null);
+      }
+    },
+    [backendUrl, refresh]
+  );
+
+  const services = result?.services || [];
+  const total = services.length;
+  const upCount = services.filter(svc => svc.health && svc.health !== 'stopped').length;
+
+  // Group services by the node (host) they run on.
+  const groups = services.reduce<Record<string, ServiceInfo[]>>((acc, svc) => {
+    const key = svc.node || 'This device';
+    (acc[key] = acc[key] || []).push(svc);
+    return acc;
+  }, {});
+
+  const renderServiceRow = (svc: ServiceInfo) => {
+    // The agent reports `health` (healthy|partial|starting|unhealthy|stopped),
+    // not a running boolean. Anything other than "stopped" means it's up.
+    const health = svc.health || 'unknown';
+    const up = health !== 'stopped' && health !== 'unknown';
+    const isBusy = busyService === svc.name;
+    const badgeColor =
+      health === 'healthy'
+        ? colors.success
+        : health === 'stopped' || health === 'unhealthy'
+        ? colors.danger
+        : health === 'unknown'
+        ? colors.disabled
+        : colors.warning; // partial | starting
+    return (
+      <View key={`${svc.node || 'local'}:${svc.name}`} style={s.row}>
+        <View style={s.rowHeader}>
+          <View style={s.rowHeaderText}>
+            <Text style={s.serviceName}>{svc.name}</Text>
+            {svc.description ? <Text style={s.descText}>{svc.description}</Text> : null}
+            {svc.enabled === false ? <Text style={s.descText}>not enabled in config</Text> : null}
+          </View>
+          <View style={[s.badge, { backgroundColor: badgeColor }]}>
+            <Text style={s.badgeText}>{health}</Text>
+          </View>
+        </View>
+        <View style={s.actions}>
+          {isBusy ? (
+            <ActivityIndicator size="small" color={colors.primary} />
+          ) : up ? (
+            <>
+              <TouchableOpacity style={s.actionButton} onPress={() => runAction(svc, 'restart')}>
+                <Text style={s.actionText}>Restart</Text>
+              </TouchableOpacity>
+              <TouchableOpacity style={s.actionButton} onPress={() => runAction(svc, 'stop')}>
+                <Text style={s.actionText}>Stop</Text>
+              </TouchableOpacity>
+            </>
+          ) : (
+            <TouchableOpacity
+              style={[s.actionButton, s.startButton]}
+              onPress={() => runAction(svc, 'start')}
+            >
+              <Text style={[s.actionText, s.startText]}>Start</Text>
+            </TouchableOpacity>
+          )}
+        </View>
+      </View>
+    );
+  };
+
+  const renderUnavailable = () => {
+    const reason = result?.reason || 'unavailable';
+    const hint =
+      reason === 'not_configured'
+        ? 'Scan a QR code from the dashboard System page to add a service-manager token.'
+        : reason === 'no_backend_url'
+        ? 'Set a backend URL first.'
+        : 'The service manager is unreachable from here.';
+    return (
+      <View>
+        <Text style={s.emptyText}>Network control unavailable ({reason}).</Text>
+        <Text style={s.hintText}>{hint}</Text>
+      </View>
+    );
+  };
+
+  return (
+    <View style={s.section}>
+      <View style={s.header}>
+        <TouchableOpacity
+          style={s.headerLeft}
+          onPress={() => setExpanded(e => !e)}
+          activeOpacity={0.7}
+        >
+          <Text style={s.chevron}>{expanded ? '▾' : '▸'}</Text>
+          <Text style={s.sectionTitle}>Network Overview</Text>
+        </TouchableOpacity>
+        <TouchableOpacity onPress={refresh} disabled={loading}>
+          <Text style={s.refreshText}>{loading ? 'Refreshing…' : 'Refresh'}</Text>
+        </TouchableOpacity>
+      </View>
+
+      {loading && !result ? <ActivityIndicator size="small" color={colors.primary} /> : null}
+
+      {result && !result.available ? renderUnavailable() : null}
+
+      {result?.available ? (
+        <>
+          <TouchableOpacity onPress={() => setExpanded(e => !e)} activeOpacity={0.7}>
+            <Text style={s.summary}>
+              {total === 0
+                ? 'No services reported.'
+                : `${total} service${total === 1 ? '' : 's'} · ${upCount} up · ${total - upCount} stopped${expanded ? '' : ' · tap to manage'}`}
+            </Text>
+          </TouchableOpacity>
+          {expanded && total > 0
+            ? Object.entries(groups).map(([node, svcs]) => {
+                const groupUp = svcs.filter(svc => svc.health && svc.health !== 'stopped').length;
+                return (
+                  <View key={node} style={s.group}>
+                    <View style={s.groupHeaderRow}>
+                      <View style={s.groupHeaderLeft}>
+                        <View style={s.nodeDot} />
+                        <Text style={s.groupHeader}>{node}</Text>
+                        {svcs[0]?.remote ? <Text style={s.remoteTag}>REMOTE</Text> : null}
+                      </View>
+                      <Text style={s.groupCount}>{groupUp}/{svcs.length} up</Text>
+                    </View>
+                    {svcs.map(renderServiceRow)}
+                  </View>
+                );
+              })
+            : null}
+        </>
+      ) : null}
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  section: {
+    marginBottom: 25,
+    padding: 15,
+    backgroundColor: colors.card,
+    borderRadius: 10,
+    shadowColor: '#000',
+    shadowOffset: { width: 0, height: 1 },
+    shadowOpacity: 0.1,
+    shadowRadius: 3,
+    elevation: 2,
+  },
+  header: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+  },
+  headerLeft: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    flex: 1,
+  },
+  chevron: {
+    fontSize: 14,
+    color: colors.textSecondary,
+    marginRight: 8,
+    width: 14,
+  },
+  sectionTitle: {
+    fontSize: 18,
+    fontWeight: '600',
+    color: colors.text,
+  },
+  refreshText: {
+    fontSize: 13,
+    color: colors.primary,
+    fontWeight: '600',
+  },
+  summary: {
+    fontSize: 13,
+    color: colors.textSecondary,
+    marginTop: 8,
+  },
+  group: {
+    marginTop: 16,
+    backgroundColor: colors.background,
+    borderRadius: 10,
+    borderLeftWidth: 3,
+    borderLeftColor: colors.primary,
+    padding: 10,
+  },
+  groupHeaderRow: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    marginBottom: 10,
+  },
+  groupHeaderLeft: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    flex: 1,
+  },
+  nodeDot: {
+    width: 8,
+    height: 8,
+    borderRadius: 4,
+    backgroundColor: colors.primary,
+    marginRight: 8,
+  },
+  groupHeader: {
+    fontSize: 14,
+    fontWeight: '700',
+    color: colors.text,
+  },
+  remoteTag: {
+    marginLeft: 8,
+    fontSize: 10,
+    fontWeight: '700',
+    color: colors.textTertiary,
+    borderWidth: 1,
+    borderColor: colors.separator,
+    borderRadius: 4,
+    paddingHorizontal: 5,
+    paddingVertical: 1,
+    overflow: 'hidden',
+  },
+  groupCount: {
+    fontSize: 12,
+    fontWeight: '600',
+    color: colors.textTertiary,
+  },
+  row: {
+    marginBottom: 10,
+    padding: 10,
+    borderWidth: 1,
+    borderColor: colors.separator,
+    borderRadius: 8,
+    backgroundColor: colors.card,
+  },
+  rowHeader: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'flex-start',
+  },
+  rowHeaderText: {
+    flex: 1,
+    marginRight: 8,
+  },
+  serviceName: {
+    fontSize: 14,
+    fontWeight: '600',
+    color: colors.text,
+  },
+  descText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 2,
+  },
+  badge: {
+    paddingVertical: 3,
+    paddingHorizontal: 8,
+    borderRadius: 10,
+  },
+  badgeText: {
+    color: '#fff',
+    fontSize: 11,
+    fontWeight: '700',
+  },
+  nodeText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    marginTop: 4,
+  },
+  actions: {
+    flexDirection: 'row',
+    gap: 8,
+    marginTop: 10,
+  },
+  actionButton: {
+    paddingVertical: 6,
+    paddingHorizontal: 12,
+    borderRadius: 6,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    backgroundColor: colors.inputBackground,
+  },
+  startButton: {
+    backgroundColor: colors.primary,
+    borderColor: colors.primary,
+  },
+  actionText: {
+    color: colors.textSecondary,
+    fontSize: 12,
+    fontWeight: '600',
+  },
+  startText: {
+    color: '#fff',
+  },
+  emptyText: {
+    color: colors.textTertiary,
+    fontSize: 13,
+    fontStyle: 'italic',
+  },
+  hintText: {
+    color: colors.textSecondary,
+    fontSize: 12,
+    marginTop: 6,
+  },
+});
+
+export default NetworkOverview;
diff --git a/app/src/components/ObsidianIngest.tsx b/app/src/components/ObsidianIngest.tsx
new file mode 100644
index 00000000..bb322125
--- /dev/null
+++ b/app/src/components/ObsidianIngest.tsx
@@ -0,0 +1,140 @@
+import React, { useState } from 'react';
+import { View, Text, TextInput, TouchableOpacity, StyleSheet, Alert } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+
+interface ObsidianIngestProps {
+  backendUrl: string;
+  jwtToken: string | null;
+}
+
+export const ObsidianIngest: React.FC<ObsidianIngestProps> = ({
+  backendUrl,
+  jwtToken,
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+  const [vaultPath, setVaultPath] = useState('/app/data/obsidian_vault');
+  const [loading, setLoading] = useState(false);
+
+  const handleIngest = async () => {
+    if (!backendUrl) { Alert.alert("Error", "Backend URL not set"); return; }
+    if (!jwtToken) { Alert.alert("Authentication Required", "Please login to ingest Obsidian vault."); return; }
+
+    setLoading(true);
+    try {
+      let baseUrl = backendUrl.trim();
+      if (baseUrl.startsWith('ws://')) baseUrl = baseUrl.replace('ws://', 'http://');
+      else if (baseUrl.startsWith('wss://')) baseUrl = baseUrl.replace('wss://', 'https://');
+      baseUrl = baseUrl.split('/ws')[0];
+
+      const response = await fetch(`${baseUrl}/api/obsidian/ingest`, {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${jwtToken}` },
+        body: JSON.stringify({ vault_path: vaultPath })
+      });
+
+      if (response.ok) Alert.alert("Success", "Ingestion started in background.");
+      else {
+        const errorText = await response.text();
+        Alert.alert("Error", `Ingestion failed: ${response.status} - ${errorText}`);
+      }
+    } catch (e) {
+      Alert.alert("Error", `Network request failed: ${e}`);
+    } finally {
+      setLoading(false);
+    }
+  };
+
+  return (
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>Obsidian Ingestion</Text>
+
+      <Text style={s.inputLabel}>Vault Path (Backend Container):</Text>
+      <TextInput
+        style={s.textInput}
+        value={vaultPath}
+        onChangeText={setVaultPath}
+        placeholder="/app/data/obsidian_vault"
+        placeholderTextColor={colors.textTertiary}
+        autoCapitalize="none"
+        autoCorrect={false}
+      />
+
+      <TouchableOpacity
+        style={[s.button, loading ? s.buttonDisabled : null]}
+        onPress={handleIngest}
+        disabled={loading}
+      >
+        <Text style={s.buttonText}>{loading ? 'Starting Ingestion...' : 'Ingest to FalkorDB'}</Text>
+      </TouchableOpacity>
+
+      <Text style={s.helpText}>
+        Enter the absolute path to the Obsidian vault INSIDE the backend container.
+        Ensure the folder is mounted to the container.
+      </Text>
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  section: {
+    marginBottom: 25,
+    padding: 15,
+    backgroundColor: colors.card,
+    borderRadius: 10,
+    shadowColor: '#000',
+    shadowOffset: { width: 0, height: 1 },
+    shadowOpacity: 0.1,
+    shadowRadius: 3,
+    elevation: 2,
+  },
+  sectionTitle: {
+    fontSize: 18,
+    fontWeight: '600',
+    marginBottom: 15,
+    color: colors.text,
+  },
+  inputLabel: {
+    fontSize: 14,
+    color: colors.text,
+    marginBottom: 5,
+    fontWeight: '500',
+  },
+  textInput: {
+    backgroundColor: colors.inputBackground,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    borderRadius: 6,
+    padding: 10,
+    fontSize: 14,
+    width: '100%',
+    marginBottom: 15,
+    color: colors.text,
+  },
+  button: {
+    backgroundColor: '#9b59b6',
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    alignItems: 'center',
+    marginBottom: 10,
+    elevation: 2,
+  },
+  buttonDisabled: {
+    backgroundColor: colors.disabled,
+    opacity: 0.7,
+  },
+  buttonText: {
+    color: 'white',
+    fontSize: 16,
+    fontWeight: '600',
+  },
+  helpText: {
+    fontSize: 12,
+    color: colors.textTertiary,
+    textAlign: 'center',
+    fontStyle: 'italic',
+  },
+});
+
+export default ObsidianIngest;
diff --git a/app/src/components/PhoneAudioButton.tsx b/app/src/components/PhoneAudioButton.tsx
new file mode 100644
index 00000000..b9957f98
--- /dev/null
+++ b/app/src/components/PhoneAudioButton.tsx
@@ -0,0 +1,150 @@
+import React from 'react';
+import { TouchableOpacity, Text, View, StyleSheet, ActivityIndicator } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+
+interface PhoneAudioButtonProps {
+  isRecording: boolean;
+  isInitializing: boolean;
+  isDisabled: boolean;
+  audioLevel: number;
+  error: string | null;
+  onPress: () => void;
+}
+
+const PhoneAudioButton: React.FC<PhoneAudioButtonProps> = ({
+  isRecording,
+  isInitializing,
+  isDisabled,
+  audioLevel,
+  error,
+  onPress,
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  const getButtonStyle = () => {
+    if (isDisabled && !isRecording) return [s.button, { backgroundColor: colors.disabled }];
+    if (isRecording) return [s.button, { backgroundColor: colors.danger }];
+    if (error) return [s.button, { backgroundColor: colors.warning }];
+    return [s.button, { backgroundColor: colors.primary }];
+  };
+
+  const getButtonText = () => {
+    if (isInitializing) return 'Initializing...';
+    if (isRecording) return 'Stop Phone Audio';
+    return 'Stream Phone Audio';
+  };
+
+  return (
+    <View style={s.container}>
+      <View style={s.buttonWrapper}>
+        <TouchableOpacity
+          style={getButtonStyle()}
+          onPress={onPress}
+          disabled={isDisabled || isInitializing}
+          activeOpacity={0.7}
+        >
+          {isInitializing ? (
+            <ActivityIndicator size="small" color="#fff" />
+          ) : (
+            <View style={s.buttonContent}>
+              <Text style={s.buttonText}>{getButtonText()}</Text>
+            </View>
+          )}
+        </TouchableOpacity>
+      </View>
+
+      {isRecording && (
+        <View style={s.audioLevelContainer}>
+          <View style={s.audioLevelBackground}>
+            <View style={[s.audioLevelBar, { width: `${Math.min(audioLevel * 100, 100)}%` }]} />
+          </View>
+          <Text style={s.audioLevelText}>Audio Level</Text>
+        </View>
+      )}
+
+      {isRecording && (
+        <Text style={s.statusText}>Streaming audio to backend...</Text>
+      )}
+
+      {error && !isRecording && (
+        <Text style={s.errorText}>{error}</Text>
+      )}
+
+      {isDisabled && !isRecording && (
+        <Text style={s.disabledText}>Disconnect Bluetooth device to use phone audio</Text>
+      )}
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  container: {
+    marginVertical: 10,
+    paddingHorizontal: 20,
+  },
+  buttonWrapper: {
+    alignSelf: 'stretch',
+  },
+  button: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    justifyContent: 'center',
+    paddingVertical: 12,
+    paddingHorizontal: 20,
+    borderRadius: 8,
+    minHeight: 48,
+  },
+  buttonContent: {
+    flexDirection: 'row',
+    alignItems: 'center',
+    justifyContent: 'center',
+  },
+  buttonText: {
+    color: '#FFFFFF',
+    fontSize: 16,
+    fontWeight: '600',
+  },
+  statusText: {
+    textAlign: 'center',
+    marginTop: 8,
+    fontSize: 12,
+    color: colors.textTertiary,
+  },
+  errorText: {
+    textAlign: 'center',
+    marginTop: 8,
+    fontSize: 12,
+    color: colors.danger,
+  },
+  disabledText: {
+    textAlign: 'center',
+    marginTop: 8,
+    fontSize: 12,
+    color: colors.textTertiary,
+    fontStyle: 'italic',
+  },
+  audioLevelContainer: {
+    marginTop: 12,
+    alignItems: 'center',
+  },
+  audioLevelBackground: {
+    width: '100%',
+    height: 4,
+    backgroundColor: colors.separator,
+    borderRadius: 2,
+    overflow: 'hidden',
+  },
+  audioLevelBar: {
+    height: '100%',
+    backgroundColor: colors.success,
+    borderRadius: 2,
+  },
+  audioLevelText: {
+    marginTop: 4,
+    fontSize: 10,
+    color: colors.textTertiary,
+  },
+});
+
+export default PhoneAudioButton;
diff --git a/app/src/components/PhoneAudioMicPicker.tsx b/app/src/components/PhoneAudioMicPicker.tsx
new file mode 100644
index 00000000..7cdd8d69
--- /dev/null
+++ b/app/src/components/PhoneAudioMicPicker.tsx
@@ -0,0 +1,155 @@
+import React from 'react';
+import { View, Text, TouchableOpacity, StyleSheet, ActivityIndicator } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+import type { AudioDevice } from '@siteed/expo-audio-studio';
+import { AUTO_DEVICE_ID, isBluetoothInput } from '../hooks/usePhoneAudioDevices';
+
+interface PhoneAudioMicPickerProps {
+  devices: AudioDevice[];
+  selectedDeviceId: string;
+  effectiveDevice: AudioDevice | null;
+  loading: boolean;
+  /** Disable changing the mic (e.g. while streaming is active). */
+  disabled: boolean;
+  onSelect: (id: string) => void;
+  onRefresh: () => void;
+}
+
+const deviceLabel = (device: AudioDevice): string => {
+  const base = device.name?.trim() || 'Unknown device';
+  if (isBluetoothInput(device)) return `🎧 ${base}`;
+  return `🎙 ${base}`;
+};
+
+const PhoneAudioMicPicker: React.FC<PhoneAudioMicPickerProps> = ({
+  devices,
+  selectedDeviceId,
+  effectiveDevice,
+  loading,
+  disabled,
+  onSelect,
+  onRefresh,
+}) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  const autoSelected = selectedDeviceId === AUTO_DEVICE_ID;
+  const autoSubtitle = effectiveDevice
+    ? `using ${effectiveDevice.name}`
+    : 'using phone mic';
+
+  const renderChip = (id: string, label: string, key: string, subtitle?: string) => {
+    const isSelected = selectedDeviceId === id;
+    return (
+      <TouchableOpacity
+        key={key}
+        style={[s.chip, isSelected && s.chipSelected, disabled && s.chipDisabled]}
+        onPress={() => !disabled && onSelect(id)}
+        disabled={disabled}
+        activeOpacity={0.7}
+      >
+        <Text style={[s.chipText, isSelected && s.chipTextSelected]} numberOfLines={1}>
+          {label}
+        </Text>
+        {subtitle ? (
+          <Text style={[s.chipSubtitle, isSelected && s.chipTextSelected]} numberOfLines={1}>
+            {subtitle}
+          </Text>
+        ) : null}
+      </TouchableOpacity>
+    );
+  };
+
+  return (
+    <View style={s.container}>
+      <View style={s.header}>
+        <Text style={s.label}>Microphone</Text>
+        <TouchableOpacity onPress={onRefresh} disabled={loading} activeOpacity={0.7}>
+          {loading ? (
+            <ActivityIndicator size="small" color={colors.textTertiary} />
+          ) : (
+            <Text style={s.refresh}>Refresh</Text>
+          )}
+        </TouchableOpacity>
+      </View>
+
+      <View style={s.chipRow}>
+        {renderChip(AUTO_DEVICE_ID, 'Auto', 'auto', autoSelected ? autoSubtitle : undefined)}
+        {devices.map((d) => renderChip(d.id, deviceLabel(d), d.id))}
+      </View>
+
+      {devices.length === 0 && !loading && (
+        <Text style={s.hint}>
+          No input devices detected. Connect your Bluetooth headset, then tap Refresh.
+        </Text>
+      )}
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) =>
+  StyleSheet.create({
+    container: {
+      marginTop: -4,
+      marginBottom: 10,
+      paddingHorizontal: 20,
+    },
+    header: {
+      flexDirection: 'row',
+      justifyContent: 'space-between',
+      alignItems: 'center',
+      marginBottom: 8,
+    },
+    label: {
+      fontSize: 13,
+      fontWeight: '600',
+      color: colors.textSecondary,
+    },
+    refresh: {
+      fontSize: 13,
+      color: colors.primary,
+      fontWeight: '500',
+    },
+    chipRow: {
+      flexDirection: 'row',
+      flexWrap: 'wrap',
+      gap: 8,
+    },
+    chip: {
+      paddingVertical: 6,
+      paddingHorizontal: 12,
+      borderRadius: 16,
+      borderWidth: 1,
+      borderColor: colors.inputBorder,
+      backgroundColor: colors.inputBackground,
+      maxWidth: 220,
+    },
+    chipSelected: {
+      borderColor: colors.primary,
+      backgroundColor: colors.primary,
+    },
+    chipDisabled: {
+      opacity: 0.5,
+    },
+    chipText: {
+      fontSize: 13,
+      color: colors.text,
+      fontWeight: '500',
+    },
+    chipTextSelected: {
+      color: '#FFFFFF',
+    },
+    chipSubtitle: {
+      fontSize: 10,
+      color: colors.textTertiary,
+      marginTop: 1,
+    },
+    hint: {
+      marginTop: 8,
+      fontSize: 12,
+      color: colors.textTertiary,
+      fontStyle: 'italic',
+    },
+  });
+
+export default PhoneAudioMicPicker;
diff --git a/app/src/components/QRScanner.tsx b/app/src/components/QRScanner.tsx
new file mode 100644
index 00000000..88110a7f
--- /dev/null
+++ b/app/src/components/QRScanner.tsx
@@ -0,0 +1,226 @@
+import React, { useState, useEffect } from 'react';
+import {
+  View,
+  Text,
+  TouchableOpacity,
+  StyleSheet,
+  Modal,
+  Alert,
+} from 'react-native';
+import { CameraView, useCameraPermissions, scanFromURLAsync } from 'expo-camera';
+import * as ImagePicker from 'expo-image-picker';
+import { parseScannedConfig, ScannedBackendConfig } from '../utils/urlConversion';
+import { useTheme, ThemeColors } from '../theme';
+
+interface QRScannerProps {
+  visible: boolean;
+  onScanned: (config: ScannedBackendConfig) => void;
+  onClose: () => void;
+}
+
+export const QRScanner: React.FC<QRScannerProps> = ({ visible, onScanned, onClose }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+  const [permission, requestPermission] = useCameraPermissions();
+  const [scanned, setScanned] = useState(false);
+
+  useEffect(() => {
+    if (visible) {
+      setScanned(false);
+    }
+  }, [visible]);
+
+  const handleBarCodeScanned = ({ data }: { data: string }) => {
+    if (scanned) return;
+    setScanned(true);
+
+    const config = parseScannedConfig(data);
+    if (config) {
+      onScanned(config);
+      onClose();
+    } else {
+      Alert.alert(
+        'Invalid QR Code',
+        'The scanned QR code does not contain a valid backend URL. Please scan the QR code from the Chronicle dashboard.',
+        [{ text: 'Try Again', onPress: () => setScanned(false) }]
+      );
+    }
+  };
+
+  const handlePickFromGallery = async () => {
+    try {
+      const result = await ImagePicker.launchImageLibraryAsync({
+        mediaTypes: ['images'],
+        quality: 1,
+      });
+
+      if (result.canceled || !result.assets?.[0]?.uri) return;
+
+      const scanResult = await scanFromURLAsync(result.assets[0].uri, ['qr']);
+
+      if (scanResult.length > 0 && scanResult[0].data) {
+        handleBarCodeScanned({ data: scanResult[0].data });
+      } else {
+        Alert.alert('No QR Code Found', 'Could not find a QR code in the selected image.');
+      }
+    } catch (error) {
+      console.log('[QRScanner] Gallery scan error:', error);
+      Alert.alert('Error', 'Failed to scan QR code from image.');
+    }
+  };
+
+  const renderContent = () => {
+    if (!permission) {
+      return <Text style={s.messageText}>Requesting camera permission...</Text>;
+    }
+
+    if (!permission.granted) {
+      return (
+        <View style={s.permissionContainer}>
+          <Text style={s.messageText}>Camera access is needed to scan QR codes.</Text>
+          <TouchableOpacity style={s.permissionButton} onPress={requestPermission}>
+            <Text style={s.permissionButtonText}>Grant Camera Access</Text>
+          </TouchableOpacity>
+          <Text style={s.orText}>or</Text>
+          <TouchableOpacity style={s.galleryButton} onPress={handlePickFromGallery}>
+            <Text style={s.galleryButtonText}>Pick from Gallery</Text>
+          </TouchableOpacity>
+        </View>
+      );
+    }
+
+    return (
+      <View style={s.cameraContainer}>
+        <CameraView
+          style={s.camera}
+          facing="back"
+          barcodeScannerSettings={{ barcodeTypes: ['qr'] }}
+          onBarcodeScanned={scanned ? undefined : handleBarCodeScanned}
+        />
+        <View style={s.overlay}>
+          <Text style={s.overlayText}>Point at QR code on Chronicle dashboard</Text>
+        </View>
+        <TouchableOpacity style={s.galleryButton} onPress={handlePickFromGallery}>
+          <Text style={s.galleryButtonText}>Pick from Gallery</Text>
+        </TouchableOpacity>
+      </View>
+    );
+  };
+
+  return (
+    <Modal visible={visible} animationType="slide" presentationStyle="pageSheet">
+      <View style={s.container}>
+        <View style={s.header}>
+          <Text style={s.headerTitle}>Scan QR Code</Text>
+          <TouchableOpacity onPress={onClose} style={s.closeButton}>
+            <Text style={s.closeButtonText}>Close</Text>
+          </TouchableOpacity>
+        </View>
+        {renderContent()}
+      </View>
+    </Modal>
+  );
+};
+
+const createStyles = (colors: ThemeColors) =>
+  StyleSheet.create({
+    container: {
+      flex: 1,
+      backgroundColor: colors.background,
+    },
+    header: {
+      flexDirection: 'row',
+      justifyContent: 'space-between',
+      alignItems: 'center',
+      paddingHorizontal: 20,
+      paddingTop: 60,
+      paddingBottom: 15,
+      borderBottomWidth: 1,
+      borderBottomColor: colors.separator,
+      backgroundColor: colors.card,
+    },
+    headerTitle: {
+      fontSize: 18,
+      fontWeight: '600',
+      color: colors.text,
+    },
+    closeButton: {
+      padding: 8,
+    },
+    closeButtonText: {
+      fontSize: 16,
+      color: colors.primary,
+      fontWeight: '500',
+    },
+    cameraContainer: {
+      flex: 1,
+      alignItems: 'center',
+    },
+    camera: {
+      flex: 1,
+      width: '100%',
+    },
+    overlay: {
+      position: 'absolute',
+      top: 40,
+      left: 20,
+      right: 20,
+      alignItems: 'center',
+    },
+    overlayText: {
+      color: '#ffffff',
+      fontSize: 16,
+      fontWeight: '500',
+      textAlign: 'center',
+      backgroundColor: 'rgba(0,0,0,0.5)',
+      paddingHorizontal: 16,
+      paddingVertical: 8,
+      borderRadius: 8,
+      overflow: 'hidden',
+    },
+    permissionContainer: {
+      flex: 1,
+      justifyContent: 'center',
+      alignItems: 'center',
+      padding: 30,
+    },
+    messageText: {
+      fontSize: 16,
+      color: colors.textSecondary,
+      textAlign: 'center',
+      marginBottom: 20,
+    },
+    permissionButton: {
+      backgroundColor: colors.primary,
+      paddingVertical: 12,
+      paddingHorizontal: 24,
+      borderRadius: 8,
+    },
+    permissionButtonText: {
+      color: '#ffffff',
+      fontSize: 16,
+      fontWeight: '600',
+    },
+    orText: {
+      fontSize: 14,
+      color: colors.textTertiary,
+      marginVertical: 12,
+    },
+    galleryButton: {
+      paddingVertical: 12,
+      paddingHorizontal: 24,
+      borderRadius: 8,
+      borderWidth: 1,
+      borderColor: colors.primary,
+      marginTop: 12,
+      marginBottom: 20,
+    },
+    galleryButtonText: {
+      color: colors.primary,
+      fontSize: 16,
+      fontWeight: '500',
+      textAlign: 'center',
+    },
+  });
+
+export default QRScanner;
diff --git a/app/app/components/ScanControls.tsx b/app/src/components/ScanControls.tsx
similarity index 63%
rename from app/app/components/ScanControls.tsx
rename to app/src/components/ScanControls.tsx
index 23f87181..ce84a15d 100644
--- a/app/app/components/ScanControls.tsx
+++ b/app/src/components/ScanControls.tsx
@@ -1,11 +1,12 @@
 import React from 'react';
 import { TouchableOpacity, Text, StyleSheet, View } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
 
 interface ScanControlsProps {
   scanning: boolean;
   onScanPress: () => void;
   onStopScanPress: () => void;
-  canScan: boolean; // To disable button if permissions not granted or BT is off
+  canScan: boolean;
 }
 
 export const ScanControls: React.FC<ScanControlsProps> = ({
@@ -14,29 +15,32 @@ export const ScanControls: React.FC<ScanControlsProps> = ({
   onStopScanPress,
   canScan,
 }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
   return (
-    <View style={styles.section}>
-      <Text style={styles.sectionTitle}>Bluetooth Connection</Text>
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>Bluetooth Connection</Text>
       <TouchableOpacity
         style={[
-          styles.button,
-          scanning ? styles.buttonWarning : null,
-          !canScan && !scanning ? styles.buttonDisabled : null, // Disable if cannot scan and not already scanning
+          s.button,
+          scanning ? { backgroundColor: colors.warning } : null,
+          !canScan && !scanning ? s.buttonDisabled : null,
         ]}
         onPress={scanning ? onStopScanPress : onScanPress}
         disabled={!canScan && !scanning}
       >
-        <Text style={styles.buttonText}>{scanning ? "Stop Scan" : "Scan for Devices"}</Text>
+        <Text style={s.buttonText}>{scanning ? "Stop Scan" : "Scan for Devices"}</Text>
       </TouchableOpacity>
     </View>
   );
 };
 
-const styles = StyleSheet.create({
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
   section: {
     marginBottom: 25,
     padding: 15,
-    backgroundColor: 'white',
+    backgroundColor: colors.card,
     borderRadius: 10,
     shadowColor: '#000',
     shadowOffset: { width: 0, height: 1 },
@@ -48,10 +52,10 @@ const styles = StyleSheet.create({
     fontSize: 18,
     fontWeight: '600',
     marginBottom: 15,
-    color: '#333',
+    color: colors.text,
   },
   button: {
-    backgroundColor: '#007AFF',
+    backgroundColor: colors.primary,
     paddingVertical: 12,
     paddingHorizontal: 20,
     borderRadius: 8,
@@ -62,11 +66,8 @@ const styles = StyleSheet.create({
     shadowOpacity: 0.1,
     shadowRadius: 2,
   },
-  buttonWarning: {
-    backgroundColor: '#FF9500',
-  },
   buttonDisabled: {
-    backgroundColor: '#A0A0A0',
+    backgroundColor: colors.disabled,
     opacity: 0.7,
   },
   buttonText: {
@@ -76,4 +77,4 @@ const styles = StyleSheet.create({
   },
 });
 
-export default ScanControls; 
\ No newline at end of file
+export default ScanControls;
diff --git a/app/src/components/SignalStrength.tsx b/app/src/components/SignalStrength.tsx
new file mode 100644
index 00000000..c5169897
--- /dev/null
+++ b/app/src/components/SignalStrength.tsx
@@ -0,0 +1,52 @@
+import React from 'react';
+import { View, StyleSheet } from 'react-native';
+import { useTheme } from '../theme';
+
+interface SignalStrengthProps {
+  rssi: number | null | undefined;
+}
+
+function getBars(rssi: number | null | undefined): number {
+  if (rssi == null) return 0;
+  if (rssi >= -50) return 4;
+  if (rssi >= -65) return 3;
+  if (rssi >= -80) return 2;
+  if (rssi >= -90) return 1;
+  return 0;
+}
+
+const BAR_HEIGHTS = [6, 10, 14, 18];
+
+const SignalStrength: React.FC<SignalStrengthProps> = ({ rssi }) => {
+  const { colors } = useTheme();
+  const bars = getBars(rssi);
+
+  return (
+    <View style={styles.container}>
+      {BAR_HEIGHTS.map((height, i) => (
+        <View
+          key={i}
+          style={[
+            styles.bar,
+            { height, backgroundColor: i < bars ? colors.success : colors.separator },
+          ]}
+        />
+      ))}
+    </View>
+  );
+};
+
+const styles = StyleSheet.create({
+  container: {
+    flexDirection: 'row',
+    alignItems: 'flex-end',
+    gap: 2,
+    marginLeft: 8,
+  },
+  bar: {
+    width: 4,
+    borderRadius: 1,
+  },
+});
+
+export default SignalStrength;
diff --git a/app/app/components/StatusIndicator.tsx b/app/src/components/StatusIndicator.tsx
similarity index 89%
rename from app/app/components/StatusIndicator.tsx
rename to app/src/components/StatusIndicator.tsx
index df55f80f..593df0d3 100644
--- a/app/app/components/StatusIndicator.tsx
+++ b/app/src/components/StatusIndicator.tsx
@@ -15,12 +15,12 @@ const StatusIndicator: React.FC<StatusIndicatorProps> = ({
   inactiveColor = '#FF3B30', // Red
 }) => {
   return (
-    <View 
+    <View
       style={[
         styles.dot,
-        { 
-          width: size, 
-          height: size, 
+        {
+          width: size,
+          height: size,
           borderRadius: size / 2,
           backgroundColor: isActive ? activeColor : inactiveColor,
         }
@@ -40,4 +40,4 @@ const styles = StyleSheet.create({
   },
 });
 
-export default StatusIndicator; 
\ No newline at end of file
+export default StatusIndicator;
diff --git a/app/src/components/SystemAdminControls.tsx b/app/src/components/SystemAdminControls.tsx
new file mode 100644
index 00000000..73b31e66
--- /dev/null
+++ b/app/src/components/SystemAdminControls.tsx
@@ -0,0 +1,429 @@
+import React, { useCallback, useEffect, useMemo, useState } from 'react';
+import { Alert, StyleSheet, Text, TouchableOpacity, View, ActivityIndicator } from 'react-native';
+import { useTheme, ThemeColors } from '../theme';
+
+interface WakewordEntry {
+  name: string;
+  mode: 'dispatch' | 'collect_only' | 'off';
+  collect_only?: boolean;
+  disabled?: boolean;
+}
+
+interface WakewordModeResponse {
+  global_mode?: 'dispatch' | 'collect_only' | 'off' | 'mixed';
+  wakewords?: WakewordEntry[];
+}
+
+interface WakewordModelsResponse {
+  wakewords?: Array<{
+    name: string;
+    collect_only?: boolean;
+    disabled?: boolean;
+  }>;
+}
+
+interface SystemAdminControlsProps {
+  backendUrl: string;
+  jwtToken: string | null;
+}
+
+const toHttpBaseUrl = (backendUrl: string): string | null => {
+  const trimmed = backendUrl.trim();
+  if (!trimmed) return null;
+  if (trimmed.startsWith('ws://')) return trimmed.replace('ws://', 'http://').split('/ws')[0];
+  if (trimmed.startsWith('wss://')) return trimmed.replace('wss://', 'https://').split('/ws')[0];
+  if (trimmed.startsWith('http://') || trimmed.startsWith('https://')) return trimmed.split('/ws')[0];
+  return null;
+};
+
+const normalizeMode = (entry: WakewordEntry): 'dispatch' | 'collect_only' | 'off' => {
+  if (entry.mode) return entry.mode;
+  if (entry.disabled) return 'off';
+  if (entry.collect_only) return 'collect_only';
+  return 'dispatch';
+};
+
+const SystemAdminControls: React.FC<SystemAdminControlsProps> = ({ backendUrl, jwtToken }) => {
+  const { colors } = useTheme();
+  const s = createStyles(colors);
+
+  const baseUrl = useMemo(() => toHttpBaseUrl(backendUrl), [backendUrl]);
+
+  const [wakewords, setWakewords] = useState<WakewordEntry[]>([]);
+  const [loadingModes, setLoadingModes] = useState(false);
+  const [updatingWord, setUpdatingWord] = useState<string | null>(null);
+  const [modeError, setModeError] = useState<string | null>(null);
+  const [wakewordUnavailable, setWakewordUnavailable] = useState(false);
+  const [supportsModeEndpoint, setSupportsModeEndpoint] = useState<boolean | null>(null);
+  const [restarting, setRestarting] = useState(false);
+
+  const authHeaders = useMemo(() => {
+    const headers: Record<string, string> = { 'Content-Type': 'application/json' };
+    if (jwtToken) headers.Authorization = `Bearer ${jwtToken}`;
+    return headers;
+  }, [jwtToken]);
+
+  const applyModeResponse = useCallback((data: WakewordModeResponse) => {
+    const rows = (data.wakewords || []).map((w) => ({
+      ...w,
+      mode: normalizeMode(w),
+    }));
+    setWakewords(rows);
+  }, []);
+
+  const fetchModes = useCallback(async () => {
+    if (!baseUrl) {
+      setWakewords([]);
+      setModeError('Set backend URL first.');
+      return;
+    }
+
+    setLoadingModes(true);
+    setModeError(null);
+    setWakewordUnavailable(false);
+    try {
+      const modeResponse = await fetch(`${baseUrl}/api/wakeword/mode`, {
+        method: 'GET',
+        headers: authHeaders,
+      });
+
+      if (modeResponse.ok) {
+        const data = (await modeResponse.json()) as WakewordModeResponse;
+        applyModeResponse(data);
+        setSupportsModeEndpoint(true);
+        return;
+      }
+
+      // Backward-compatibility: older backends may not have /mode yet.
+      if (modeResponse.status === 404) {
+        const modelsResponse = await fetch(`${baseUrl}/api/wakeword/models`, {
+          method: 'GET',
+          headers: authHeaders,
+        });
+
+        if (modelsResponse.ok) {
+          const modelsData = (await modelsResponse.json()) as WakewordModelsResponse;
+          const rows: WakewordEntry[] = (modelsData.wakewords || []).map((w) => ({
+            name: w.name,
+            mode: w.disabled ? 'off' : w.collect_only ? 'collect_only' : 'dispatch',
+            collect_only: !!w.collect_only,
+            disabled: !!w.disabled,
+          }));
+          setWakewords(rows);
+          setSupportsModeEndpoint(false);
+          return;
+        }
+
+        if (modelsResponse.status === 404) {
+          // Simple backend or wakeword service not enabled.
+          setWakewordUnavailable(true);
+          setWakewords([]);
+          setSupportsModeEndpoint(false);
+          return;
+        }
+
+        const body = await modelsResponse.text();
+        throw new Error(`Failed to fetch wakeword models (${modelsResponse.status}): ${body}`);
+      }
+
+      const body = await modeResponse.text();
+      throw new Error(`Failed to fetch wakeword mode (${modeResponse.status}): ${body}`);
+    } catch (error) {
+      const message = error instanceof Error ? error.message : 'Failed to load wakeword modes';
+      setModeError(message);
+      setWakewords([]);
+      setWakewordUnavailable(false);
+      setSupportsModeEndpoint(null);
+    } finally {
+      setLoadingModes(false);
+    }
+  }, [applyModeResponse, authHeaders, baseUrl]);
+
+  useEffect(() => {
+    fetchModes();
+  }, [fetchModes]);
+
+  const setWordMode = useCallback(async (wakeword: string, mode: 'dispatch' | 'collect_only' | 'off') => {
+    if (!baseUrl) {
+      Alert.alert('Backend URL Required', 'Set backend URL first.');
+      return;
+    }
+
+    setUpdatingWord(wakeword);
+    setModeError(null);
+    try {
+      if (supportsModeEndpoint !== false) {
+        const response = await fetch(`${baseUrl}/api/wakeword/mode`, {
+          method: 'POST',
+          headers: authHeaders,
+          body: JSON.stringify({ wakeword, mode }),
+        });
+
+        if (response.ok) {
+          const data = (await response.json()) as WakewordModeResponse;
+          applyModeResponse(data);
+          setSupportsModeEndpoint(true);
+          return;
+        }
+
+        // Fall back for older backend that lacks /mode.
+        if (response.status !== 404) {
+          const text = await response.text();
+          throw new Error(text || `Failed to set ${wakeword} mode`);
+        }
+      }
+
+      setSupportsModeEndpoint(false);
+
+      const postDisabled = async (disabled: boolean, strict: boolean): Promise<void> => {
+        const resp = await fetch(`${baseUrl}/api/wakeword/disabled`, {
+          method: 'POST',
+          headers: authHeaders,
+          body: JSON.stringify({ wakeword, disabled }),
+        });
+        if (resp.status === 404 && !strict) return;
+        if (!resp.ok) {
+          const text = await resp.text();
+          if (resp.status === 404 && strict) {
+            throw new Error("This backend doesn't support per-wakeword OFF yet.");
+          }
+          throw new Error(text || `Failed to update disabled state for ${wakeword}`);
+        }
+      };
+
+      const postCollectOnly = async (collectOnly: boolean): Promise<void> => {
+        const resp = await fetch(`${baseUrl}/api/wakeword/collect_only`, {
+          method: 'POST',
+          headers: authHeaders,
+          body: JSON.stringify({ wakeword, collect_only: collectOnly }),
+        });
+        if (!resp.ok) {
+          const text = await resp.text();
+          throw new Error(text || `Failed to set collect_only for ${wakeword}`);
+        }
+      };
+
+      if (mode === 'dispatch') {
+        await postDisabled(false, false);
+        await postCollectOnly(false);
+      } else if (mode === 'collect_only') {
+        await postDisabled(false, false);
+        await postCollectOnly(true);
+      } else {
+        await postCollectOnly(false);
+        await postDisabled(true, true);
+      }
+
+      await fetchModes();
+    } catch (error) {
+      const message = error instanceof Error ? error.message : 'Failed to update wakeword mode';
+      setModeError(message);
+      Alert.alert('Wakeword Update Failed', message);
+    } finally {
+      setUpdatingWord(null);
+    }
+  }, [applyModeResponse, authHeaders, baseUrl, fetchModes, supportsModeEndpoint]);
+
+  const restartBackend = useCallback(async () => {
+    if (!baseUrl) {
+      Alert.alert('Backend URL Required', 'Set backend URL first.');
+      return;
+    }
+
+    Alert.alert(
+      'Restart Backend?',
+      'This will briefly disconnect active sessions and streams.',
+      [
+        { text: 'Cancel', style: 'cancel' },
+        {
+          text: 'Restart',
+          style: 'destructive',
+          onPress: async () => {
+            setRestarting(true);
+            try {
+              const response = await fetch(`${baseUrl}/api/admin/system/restart-backend`, {
+                method: 'POST',
+                headers: authHeaders,
+              });
+              const body = await response.text();
+              if (!response.ok) {
+                throw new Error(body || `Restart failed (${response.status})`);
+              }
+              Alert.alert('Backend Restart Requested', 'Restart has been scheduled.');
+            } catch (error) {
+              const message = error instanceof Error ? error.message : 'Failed to restart backend';
+              Alert.alert('Restart Failed', message);
+            } finally {
+              setRestarting(false);
+            }
+          },
+        },
+      ]
+    );
+  }, [authHeaders, baseUrl]);
+
+  return (
+    <View style={s.section}>
+      <Text style={s.sectionTitle}>System Controls</Text>
+
+      <TouchableOpacity
+        style={[s.restartButton, restarting ? s.disabledButton : null]}
+        onPress={restartBackend}
+        disabled={restarting}
+      >
+        {restarting ? <ActivityIndicator size="small" color="#fff" /> : <Text style={s.restartButtonText}>Restart Backend</Text>}
+      </TouchableOpacity>
+
+      <View style={s.subSection}>
+        <View style={s.subSectionHeader}>
+          <Text style={s.subSectionTitle}>Wakeword Modes</Text>
+          <TouchableOpacity onPress={fetchModes} disabled={loadingModes}>
+            <Text style={s.refreshText}>{loadingModes ? 'Refreshing...' : 'Refresh'}</Text>
+          </TouchableOpacity>
+        </View>
+
+        {wakewordUnavailable ? (
+          <Text style={s.emptyText}>Wakeword controls are not available on this backend.</Text>
+        ) : null}
+
+        {loadingModes ? (
+          <ActivityIndicator size="small" color={colors.primary} />
+        ) : wakewords.length === 0 && !wakewordUnavailable ? (
+          <Text style={s.emptyText}>No wakewords found.</Text>
+        ) : (
+          wakewords.map((w) => (
+            <View key={w.name} style={s.row}>
+              <Text style={s.wordName}>{w.name}</Text>
+              <View style={s.modeButtons}>
+                {(['dispatch', 'collect_only', 'off'] as const).map((mode) => {
+                  const isActive = w.mode === mode;
+                  const isUpdating = updatingWord === w.name;
+                  return (
+                    <TouchableOpacity
+                      key={mode}
+                      style={[s.modeButton, isActive ? s.modeButtonActive : null, isUpdating ? s.disabledButton : null]}
+                      onPress={() => setWordMode(w.name, mode)}
+                      disabled={isUpdating}
+                    >
+                      <Text style={[s.modeButtonText, isActive ? s.modeButtonTextActive : null]}>
+                        {mode === 'collect_only' ? 'collect' : mode}
+                      </Text>
+                    </TouchableOpacity>
+                  );
+                })}
+              </View>
+            </View>
+          ))
+        )}
+
+        {modeError ? <Text style={s.errorText}>{modeError}</Text> : null}
+      </View>
+    </View>
+  );
+};
+
+const createStyles = (colors: ThemeColors) => StyleSheet.create({
+  section: {
+    marginBottom: 25,
+    padding: 15,
+    backgroundColor: colors.card,
+    borderRadius: 10,
+    shadowColor: '#000',
+    shadowOffset: { width: 0, height: 1 },
+    shadowOpacity: 0.1,
+    shadowRadius: 3,
+    elevation: 2,
+  },
+  sectionTitle: {
+    fontSize: 18,
+    fontWeight: '600',
+    marginBottom: 12,
+    color: colors.text,
+  },
+  restartButton: {
+    backgroundColor: colors.danger,
+    paddingVertical: 10,
+    paddingHorizontal: 14,
+    borderRadius: 8,
+    alignItems: 'center',
+  },
+  restartButtonText: {
+    color: '#fff',
+    fontSize: 14,
+    fontWeight: '700',
+  },
+  subSection: {
+    marginTop: 16,
+    borderTopWidth: 1,
+    borderTopColor: colors.separator,
+    paddingTop: 12,
+  },
+  subSectionHeader: {
+    flexDirection: 'row',
+    justifyContent: 'space-between',
+    alignItems: 'center',
+    marginBottom: 10,
+  },
+  subSectionTitle: {
+    fontSize: 15,
+    fontWeight: '600',
+    color: colors.textSecondary,
+  },
+  refreshText: {
+    fontSize: 13,
+    color: colors.primary,
+    fontWeight: '600',
+  },
+  row: {
+    marginBottom: 10,
+    padding: 10,
+    borderWidth: 1,
+    borderColor: colors.separator,
+    borderRadius: 8,
+  },
+  wordName: {
+    fontSize: 14,
+    fontWeight: '600',
+    color: colors.text,
+    marginBottom: 8,
+  },
+  modeButtons: {
+    flexDirection: 'row',
+    gap: 8,
+  },
+  modeButton: {
+    paddingVertical: 6,
+    paddingHorizontal: 10,
+    borderRadius: 6,
+    borderWidth: 1,
+    borderColor: colors.inputBorder,
+    backgroundColor: colors.inputBackground,
+  },
+  modeButtonActive: {
+    backgroundColor: colors.primary,
+    borderColor: colors.primary,
+  },
+  modeButtonText: {
+    color: colors.textSecondary,
+    fontSize: 12,
+    fontWeight: '600',
+  },
+  modeButtonTextActive: {
+    color: '#fff',
+  },
+  emptyText: {
+    color: colors.textTertiary,
+    fontSize: 13,
+    fontStyle: 'italic',
+  },
+  errorText: {
+    marginTop: 8,
+    fontSize: 12,
+    color: colors.danger,
+  },
+  disabledButton: {
+    opacity: 0.6,
+  },
+});
+
+export default SystemAdminControls;
diff --git a/app/src/contexts/AppSettingsContext.tsx b/app/src/contexts/AppSettingsContext.tsx
new file mode 100644
index 00000000..b6c2e7e1
--- /dev/null
+++ b/app/src/contexts/AppSettingsContext.tsx
@@ -0,0 +1,22 @@
+import React, { createContext, useContext } from 'react';
+import { useAppSettings, AppSettings } from '@/hooks/useAppSettings';
+
+// Shared app-settings state. useAppSettings holds local state hydrated from
+// storage, so each call site would otherwise get its own copy — meaning a login
+// or QR scan performed on the Settings screen wouldn't be reflected on the home
+// screen until it remounted. Providing a single instance via context keeps both
+// screens in sync.
+const AppSettingsContext = createContext<AppSettings | null>(null);
+
+export const AppSettingsProvider: React.FC<{ children: React.ReactNode }> = ({ children }) => {
+  const settings = useAppSettings();
+  return <AppSettingsContext.Provider value={settings}>{children}</AppSettingsContext.Provider>;
+};
+
+export const useSharedAppSettings = (): AppSettings => {
+  const ctx = useContext(AppSettingsContext);
+  if (!ctx) {
+    throw new Error('useSharedAppSettings must be used within an AppSettingsProvider');
+  }
+  return ctx;
+};
diff --git a/app/src/contexts/ConnectionLogContext.tsx b/app/src/contexts/ConnectionLogContext.tsx
new file mode 100644
index 00000000..3d43bcde
--- /dev/null
+++ b/app/src/contexts/ConnectionLogContext.tsx
@@ -0,0 +1,91 @@
+import React, { createContext, useContext, useCallback, useRef, useState } from 'react';
+import { logInfo } from '@/utils/logger';
+
+export interface ConnectionEvent {
+  id: string;
+  timestamp: Date;
+  type: ConnectionEventType;
+  deviceId?: string;
+  deviceName?: string;
+  details?: string;
+  rssi?: number;
+}
+
+export type ConnectionEventType =
+  | 'scan_start'
+  | 'scan_stop'
+  | 'scan_result'
+  | 'connect_start'
+  | 'connect_success'
+  | 'connect_fail'
+  | 'disconnect'
+  | 'battery_read'
+  | 'audio_start'
+  | 'audio_stop'
+  | 'error'
+  | 'health_ping'
+  | 'reconnect_attempt'
+  | 'reconnect_backoff'
+  | 'bt_state_change'
+  // WebSocket (audio streaming) lifecycle — distinct from the BLE events above
+  | 'ws_connecting'
+  | 'ws_open'
+  | 'ws_close'
+  | 'ws_error'
+  | 'ws_reconnect'
+  | 'ws_reauth'
+  | 'net_change';
+
+const MAX_EVENTS = 200;
+let eventCounter = 0;
+
+interface ConnectionLogContextValue {
+  events: ConnectionEvent[];
+  addEvent: (type: ConnectionEventType, details?: string, extra?: Partial<ConnectionEvent>) => void;
+  clearEvents: () => void;
+}
+
+const ConnectionLogContext = createContext<ConnectionLogContextValue>({
+  events: [],
+  addEvent: () => {},
+  clearEvents: () => {},
+});
+
+export const ConnectionLogProvider: React.FC<{ children: React.ReactNode }> = ({ children }) => {
+  const [events, setEvents] = useState<ConnectionEvent[]>([]);
+  const eventsRef = useRef<ConnectionEvent[]>([]);
+
+  const addEvent = useCallback((type: ConnectionEventType, details?: string, extra?: Partial<ConnectionEvent>) => {
+    const event: ConnectionEvent = {
+      id: `evt-${++eventCounter}`,
+      timestamp: new Date(),
+      type,
+      details,
+      ...extra,
+    };
+
+    eventsRef.current = [event, ...eventsRef.current].slice(0, MAX_EVENTS);
+    setEvents(eventsRef.current);
+
+    const extras = [
+      event.deviceName ? `device="${event.deviceName}"` : null,
+      event.deviceId ? `id=${event.deviceId}` : null,
+      event.rssi != null ? `rssi=${event.rssi}` : null,
+      details ? `details="${details}"` : null,
+    ].filter(Boolean).join(' ');
+    logInfo('ConnectionLog', `${type}${extras ? ' ' + extras : ''}`);
+  }, []);
+
+  const clearEvents = useCallback(() => {
+    eventsRef.current = [];
+    setEvents([]);
+  }, []);
+
+  return (
+    <ConnectionLogContext.Provider value={{ events, addEvent, clearEvents }}>
+      {children}
+    </ConnectionLogContext.Provider>
+  );
+};
+
+export const useConnectionLog = () => useContext(ConnectionLogContext);
diff --git a/app/src/hooks/.gitkeep b/app/src/hooks/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/app/src/hooks/useAppSettings.ts b/app/src/hooks/useAppSettings.ts
new file mode 100644
index 00000000..da01ba02
--- /dev/null
+++ b/app/src/hooks/useAppSettings.ts
@@ -0,0 +1,115 @@
+import { useState, useEffect, useCallback } from 'react';
+import {
+  saveWebSocketUrl,
+  getWebSocketUrl,
+  saveUserId,
+  getUserId,
+  getAuthEmail,
+  getJwtToken,
+  getAutoReconnectEnabled,
+  saveAutoReconnectEnabled,
+} from '../utils/storage';
+import { recoverBackendUrl } from '../services/serviceManager';
+import { httpUrlToWebSocketUrl } from '../utils/urlConversion';
+
+const DEFAULT_WS_URL = 'ws://localhost:8000/ws';
+
+export interface AppSettings {
+  webSocketUrl: string;
+  userId: string;
+  isAuthenticated: boolean;
+  currentUserEmail: string | null;
+  jwtToken: string | null;
+  autoReconnectEnabled: boolean;
+  handleSetAndSaveWebSocketUrl: (url: string) => Promise<void>;
+  handleSetAndSaveUserId: (id: string) => Promise<void>;
+  handleAuthStatusChange: (authenticated: boolean, email: string | null, token: string | null) => void;
+  handleToggleAutoReconnect: () => void;
+}
+
+export const useAppSettings = (): AppSettings => {
+  const [webSocketUrl, setWebSocketUrl] = useState<string>('');
+  const [userId, setUserId] = useState<string>('');
+  const [isAuthenticated, setIsAuthenticated] = useState<boolean>(false);
+  const [currentUserEmail, setCurrentUserEmail] = useState<string | null>(null);
+  const [jwtToken, setJwtToken] = useState<string | null>(null);
+  const [autoReconnectEnabled, setAutoReconnectEnabled] = useState<boolean>(true);
+
+  useEffect(() => {
+    const loadSettings = async () => {
+      const storedWsUrl = await getWebSocketUrl();
+      const hasRealUrl = !!storedWsUrl && storedWsUrl !== DEFAULT_WS_URL;
+      if (hasRealUrl) {
+        setWebSocketUrl(storedWsUrl as string);
+      } else {
+        setWebSocketUrl(DEFAULT_WS_URL);
+        await saveWebSocketUrl(DEFAULT_WS_URL);
+        // Backend URL is missing/placeholder — try to recover it from stored
+        // service-manager credentials (the SM host is the backend host). This is
+        // a no-op (returns fast) when no SM URL is stored. Non-blocking so app
+        // startup isn't delayed by network probes.
+        recoverBackendUrl()
+          .then(async recovered => {
+            if (recovered) {
+              const wsUrl = httpUrlToWebSocketUrl(recovered);
+              setWebSocketUrl(wsUrl);
+              await saveWebSocketUrl(wsUrl);
+              console.log('[AppSettings] Recovered backend URL from service-manager creds');
+            }
+          })
+          .catch(() => {});
+      }
+
+      const storedUserId = await getUserId();
+      if (storedUserId) setUserId(storedUserId);
+
+      const storedEmail = await getAuthEmail();
+      const storedToken = await getJwtToken();
+      if (storedEmail && storedToken) {
+        setCurrentUserEmail(storedEmail);
+        setJwtToken(storedToken);
+        setIsAuthenticated(true);
+      }
+
+      setAutoReconnectEnabled(await getAutoReconnectEnabled());
+    };
+    loadSettings();
+  }, []);
+
+  const handleSetAndSaveWebSocketUrl = useCallback(async (url: string) => {
+    setWebSocketUrl(url);
+    await saveWebSocketUrl(url);
+  }, []);
+
+  const handleSetAndSaveUserId = useCallback(async (id: string) => {
+    setUserId(id);
+    await saveUserId(id || null);
+  }, []);
+
+  const handleAuthStatusChange = useCallback((authenticated: boolean, email: string | null, token: string | null) => {
+    setIsAuthenticated(authenticated);
+    setCurrentUserEmail(email);
+    setJwtToken(token);
+  }, []);
+
+  const handleToggleAutoReconnect = useCallback(() => {
+    setAutoReconnectEnabled(prev => {
+      const next = !prev;
+      saveAutoReconnectEnabled(next);
+      return next;
+    });
+  }, []);
+
+  return {
+    webSocketUrl,
+    userId,
+    isAuthenticated,
+    currentUserEmail,
+    jwtToken,
+    autoReconnectEnabled,
+    handleSetAndSaveWebSocketUrl,
+    handleSetAndSaveUserId,
+    handleAuthStatusChange,
+    handleToggleAutoReconnect,
+  };
+};
diff --git a/app/app/hooks/useAudioListener.ts b/app/src/hooks/useAudioListener.ts
similarity index 97%
rename from app/app/hooks/useAudioListener.ts
rename to app/src/hooks/useAudioListener.ts
index 391ed125..e4dce679 100644
--- a/app/app/hooks/useAudioListener.ts
+++ b/app/src/hooks/useAudioListener.ts
@@ -1,7 +1,8 @@
 import { useState, useRef, useCallback, useEffect } from 'react';
 import { Alert } from 'react-native';
 import { OmiConnection } from 'friend-lite-react-native';
-import { Subscription, ConnectionPriority } from 'react-native-ble-plx'; // OmiConnection might use this type for subscriptions
+import { Subscription, ConnectionPriority } from 'react-native-ble-plx';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
 
 interface UseAudioListener {
   isListeningAudio: boolean;
@@ -20,14 +21,15 @@ export const useAudioListener = (
   const [audioPacketsReceived, setAudioPacketsReceived] = useState<number>(0);
   const [isRetrying, setIsRetrying] = useState<boolean>(false);
   const [retryAttempts, setRetryAttempts] = useState<number>(0);
-  
+  const { addEvent } = useConnectionLog();
+
   const audioSubscriptionRef = useRef<Subscription | null>(null);
   const uiUpdateIntervalRef = useRef<NodeJS.Timeout | null>(null);
   const localPacketCounterRef = useRef<number>(0);
   const retryTimeoutRef = useRef<NodeJS.Timeout | null>(null);
   const shouldRetryRef = useRef<boolean>(false);
   const currentOnAudioDataRef = useRef<((bytes: Uint8Array) => void) | null>(null);
-  
+
   // Retry configuration
   const MAX_RETRY_ATTEMPTS = 10;
   const INITIAL_RETRY_DELAY = 1000; // 1 second
@@ -35,23 +37,23 @@ export const useAudioListener = (
 
   const stopAudioListener = useCallback(async () => {
     console.log('Attempting to stop audio listener...');
-    
+
     // Stop retry mechanism
     shouldRetryRef.current = false;
     setIsRetrying(false);
     setRetryAttempts(0);
     currentOnAudioDataRef.current = null;
-    
+
     if (retryTimeoutRef.current) {
       clearTimeout(retryTimeoutRef.current);
       retryTimeoutRef.current = null;
     }
-    
+
     if (uiUpdateIntervalRef.current) {
       clearInterval(uiUpdateIntervalRef.current);
       uiUpdateIntervalRef.current = null;
     }
-    
+
     if (audioSubscriptionRef.current) {
       try {
         await omiConnection.stopAudioBytesListener(audioSubscriptionRef.current);
@@ -59,6 +61,7 @@ export const useAudioListener = (
         setIsListeningAudio(false);
         localPacketCounterRef.current = 0; // Reset local counter
         // setAudioPacketsReceived(0); // Optionally reset global counter on stop, or keep cumulative
+        addEvent('audio_stop', 'Audio listener stopped');
         console.log('Audio listener stopped.');
       } catch (error) {
         console.error('Stop audio listener error:', error);
@@ -107,6 +110,7 @@ export const useAudioListener = (
         setIsListeningAudio(true);
         setIsRetrying(false);
         setRetryAttempts(0);
+        addEvent('audio_start', 'Audio listener started');
         console.log('[AudioListener] Audio listener started successfully');
         return true;
       } else {
@@ -143,7 +147,7 @@ export const useAudioListener = (
     setIsRetrying(true);
 
     const success = await attemptStartAudioListener(currentOnAudioDataRef.current);
-    
+
     if (success) {
       console.log('[AudioListener] Retry successful');
       return;
@@ -153,7 +157,7 @@ export const useAudioListener = (
     if (shouldRetryRef.current) {
       const delay = getRetryDelay(currentAttempt);
       console.log(`[AudioListener] Scheduling retry in ${Math.round(delay)}ms`);
-      
+
       retryTimeoutRef.current = setTimeout(() => {
         if (shouldRetryRef.current) {
           retryStartAudioListener();
@@ -167,7 +171,7 @@ export const useAudioListener = (
       Alert.alert('Not Connected', 'Please connect to a device first to start audio listener.');
       return;
     }
-    
+
     if (isListeningAudio) {
       console.log('[AudioListener] Audio listener is already active. Stopping first.');
       await stopAudioListener();
@@ -176,7 +180,7 @@ export const useAudioListener = (
     // Store the callback for retry attempts
     currentOnAudioDataRef.current = onAudioData;
     shouldRetryRef.current = true;
-    
+
     setAudioPacketsReceived(0); // Reset counter on start
     localPacketCounterRef.current = 0;
     setRetryAttempts(0);
@@ -193,7 +197,7 @@ export const useAudioListener = (
 
     // Try to start audio listener
     const success = await attemptStartAudioListener(onAudioData);
-    
+
     if (!success && shouldRetryRef.current) {
       console.log('[AudioListener] Initial attempt failed, starting retry mechanism');
       setIsRetrying(true);
@@ -223,4 +227,4 @@ export const useAudioListener = (
     isRetrying,
     retryAttempts,
   };
-}; 
\ No newline at end of file
+};
diff --git a/app/app/hooks/useAudioStreamer.ts b/app/src/hooks/useAudioStreamer.ts
similarity index 55%
rename from app/app/hooks/useAudioStreamer.ts
rename to app/src/hooks/useAudioStreamer.ts
index 51e9c8ce..8090faf8 100644
--- a/app/app/hooks/useAudioStreamer.ts
+++ b/app/src/hooks/useAudioStreamer.ts
@@ -1,8 +1,18 @@
 // useAudioStreamer.ts
 import { useState, useRef, useCallback, useEffect } from 'react';
-import { PermissionsAndroid, Platform } from 'react-native';
+import { AppState, PermissionsAndroid, Platform } from 'react-native';
 import notifee, { AndroidImportance } from '@notifee/react-native';
 import NetInfo from '@react-native-community/netinfo';
+import { refreshToken } from '../services/auth';
+import { playDownlinkAudio } from '../utils/audioPlayback';
+import { useConnectionLog, ConnectionEventType, ConnectionEvent } from '../contexts/ConnectionLogContext';
+
+interface UseAudioStreamerOptions {
+  /** Called when a new JWT token is obtained via auto-re-login */
+  onTokenRefreshed?: (token: string) => void;
+  /** When false, the socket connects once and does NOT auto-reconnect on drop. */
+  autoReconnectEnabled?: boolean;
+}
 
 interface UseAudioStreamer {
   isStreaming: boolean;
@@ -27,6 +37,7 @@ const AUDIO_FORMAT = {
   rate: 16000,
   width: 2,
   channels: 1,
+  mode: 'streaming',
 };
 
 /** -------------------- Foreground Service helpers (NEW) -------------------- */
@@ -89,7 +100,7 @@ async function stopForegroundServiceNotification() {
 
 /** -------------------- Hook -------------------- */
 
-export const useAudioStreamer = (): UseAudioStreamer => {
+export const useAudioStreamer = (options?: UseAudioStreamerOptions): UseAudioStreamer => {
   const [isStreaming, setIsStreaming] = useState<boolean>(false);
   const [isConnecting, setIsConnecting] = useState<boolean>(false);
   const [error, setError] = useState<string | null>(null);
@@ -107,6 +118,24 @@ export const useAudioStreamer = (): UseAudioStreamer => {
   const MAX_RECONNECT_MS = 30000;
   const HEARTBEAT_MS = 25000;
 
+  // Track if we received an auth error so onclose doesn't blindly reconnect
+  const authFailedRef = useRef<boolean>(false);
+
+  // User preference: when false, connect once (no auto-reconnect on drop).
+  const autoReconnectEnabledRef = useRef<boolean>(options?.autoReconnectEnabled ?? true);
+  useEffect(() => {
+    autoReconnectEnabledRef.current = options?.autoReconnectEnabled ?? true;
+  }, [options?.autoReconnectEnabled]);
+
+  // Zombie-socket detection: timestamp of the last pong from the backend.
+  const lastPongRef = useRef<number>(0);
+  // Last known network reachability, so we only log actual online/offline
+  // transitions (NetInfo fires on many intermediate changes).
+  const lastNetOnlineRef = useRef<boolean | null>(null);
+  // Notify the user only once when reconnect attempts cross the threshold
+  // (we keep retrying indefinitely rather than giving up).
+  const exhaustedNotifiedRef = useRef<boolean>(false);
+
   // Guard state updates after unmount
   const mountedRef = useRef<boolean>(true);
   useEffect(() => {
@@ -119,6 +148,20 @@ export const useAudioStreamer = (): UseAudioStreamer => {
     if (mountedRef.current) setter(val);
   }, []);
 
+  // Diagnostics: surface WebSocket/network lifecycle in the in-app Connection Log
+  // (and, via the context, the persistent crash-log file). Held in a ref so the
+  // logging helper stays stable and we don't have to thread `addEvent` through
+  // every callback's dependency array.
+  const { addEvent } = useConnectionLog();
+  const addEventRef = useRef(addEvent);
+  useEffect(() => { addEventRef.current = addEvent; }, [addEvent]);
+  const logEvent = useCallback(
+    (type: ConnectionEventType, details?: string, extra?: Partial<ConnectionEvent>) => {
+      try { addEventRef.current?.(type, details, extra); } catch {}
+    },
+    []
+  );
+
   // Helper: background-safe, optional notification for errors/info (NEW)
   const notifyInfo = useCallback(async (title: string, body: string) => {
     try {
@@ -132,6 +175,27 @@ export const useAudioStreamer = (): UseAudioStreamer => {
     }
   }, []);
 
+  // Helper: re-authenticate via the central auth service (silent refresh from
+  // stored credentials), then rebuild the WebSocket URL with the fresh token.
+  const attemptReLogin = useCallback(async (): Promise<boolean> => {
+    const newToken = await refreshToken();
+    if (!newToken) {
+      console.warn('[AudioStreamer] Re-login failed (no token)');
+      return false;
+    }
+
+    options?.onTokenRefreshed?.(newToken);
+
+    // Rebuild the current URL with the new token
+    currentUrlRef.current = currentUrlRef.current.replace(
+      /([?&])token=[^&]*/,
+      `$1token=${encodeURIComponent(newToken)}`
+    );
+
+    console.log('[AudioStreamer] Re-login successful, token refreshed');
+    return true;
+  }, [options]);
+
   // Helper: send Wyoming protocol events (UNCHANGED logic)
   const sendWyomingEvent = useCallback(async (event: WyomingEvent, payload?: Uint8Array) => {
     if (!websocketRef.current || websocketRef.current.readyState !== WebSocket.OPEN) {
@@ -184,26 +248,37 @@ export const useAudioStreamer = (): UseAudioStreamer => {
     await stopForegroundServiceNotification();
   }, [sendWyomingEvent, setStateSafe]);
 
-  // Reconnect (CHANGED): exponential backoff + no Alerts + optional notification on max attempts
+  // Reconnect (persistent): exponential backoff capped at MAX_RECONNECT_MS, and
+  // we NEVER permanently give up — giving up would also disable the NetInfo and
+  // AppState recovery paths. After MAX_RECONNECT_ATTEMPTS we keep retrying at the
+  // capped interval and notify the user once.
   const attemptReconnect = useCallback(() => {
     if (manuallyStoppedRef.current || !currentUrlRef.current) {
       console.log('[AudioStreamer] Not reconnecting: manually stopped or missing URL');
       return;
     }
-    if (reconnectAttemptsRef.current >= MAX_RECONNECT_ATTEMPTS) {
-      console.log('[AudioStreamer] Reconnect attempts exhausted');
-      notifyInfo('Connection lost', 'Failed to reconnect after multiple attempts.');
-      manuallyStoppedRef.current = true;
-      setStateSafe(setIsStreaming, false);
+    // "Connect once" mode: don't auto-reconnect on drop.
+    if (!autoReconnectEnabledRef.current) {
+      console.log('[AudioStreamer] Auto-reconnect disabled (connect-once mode)');
       setStateSafe(setIsConnecting, false);
       return;
     }
 
     const attempt = reconnectAttemptsRef.current + 1;
-    const delay = Math.min(MAX_RECONNECT_MS, BASE_RECONNECT_MS * Math.pow(2, reconnectAttemptsRef.current));
     reconnectAttemptsRef.current = attempt;
 
-    console.log(`[AudioStreamer] Reconnect attempt ${attempt}/${MAX_RECONNECT_ATTEMPTS} in ${delay}ms`);
+    // Cap the exponent so the delay saturates at MAX_RECONNECT_MS rather than
+    // overflowing once attempts grow large.
+    const exponent = Math.min(attempt - 1, 10);
+    const delay = Math.min(MAX_RECONNECT_MS, BASE_RECONNECT_MS * Math.pow(2, exponent));
+
+    if (attempt > MAX_RECONNECT_ATTEMPTS && !exhaustedNotifiedRef.current) {
+      exhaustedNotifiedRef.current = true;
+      notifyInfo('Connection lost', 'Still trying to reconnect…');
+    }
+
+    console.log(`[AudioStreamer] Reconnect attempt ${attempt} in ${delay}ms`);
+    logEvent('ws_reconnect', `Attempt ${attempt} in ${Math.round(delay / 1000)}s`);
 
     if (reconnectTimeoutRef.current) clearTimeout(reconnectTimeoutRef.current);
     setStateSafe(setIsConnecting, true);
@@ -217,7 +292,7 @@ export const useAudioStreamer = (): UseAudioStreamer => {
           });
       }
     }, delay);
-  }, [notifyInfo, setStateSafe]);
+  }, [notifyInfo, setStateSafe, logEvent]);
 
   // Start (CHANGED): start/refresh FGS before connecting; remove Alerts; set heartbeat
   const startStreaming = useCallback(async (url: string): Promise<void> => {
@@ -230,17 +305,19 @@ export const useAudioStreamer = (): UseAudioStreamer => {
 
     currentUrlRef.current = trimmed;
     manuallyStoppedRef.current = false;
+    authFailedRef.current = false;
 
     // Network gate
     const netState = await NetInfo.fetch();
     if (!netState.isConnected || !netState.isInternetReachable) {
       const errorMsg = 'No internet connection.';
       setStateSafe(setError, errorMsg);
+      logEvent('ws_error', 'Connect aborted: no internet connection');
       return Promise.reject(new Error(errorMsg));
     }
 
     // Ensure Foreground Service is up so the JS VM isn’t killed when backgrounded
-    await startForegroundServiceNotification('Streaming active', 'Keeping WebSocket connection alive');
+    await startForegroundServiceNotification('Chronicle - Streaming', 'Keeping WebSocket connection alive');
 
     console.log(`[AudioStreamer] Initializing WebSocket: ${trimmed}`);
     if (websocketRef.current) await stopStreaming(); // close any existing
@@ -248,25 +325,39 @@ export const useAudioStreamer = (): UseAudioStreamer => {
     setStateSafe(setIsConnecting, true);
     setStateSafe(setError, null);
 
+    logEvent('ws_connecting', reconnectAttemptsRef.current > 0 ? 'Opening socket (reconnect)' : 'Opening socket');
+
     return new Promise<void>((resolve, reject) => {
       try {
         const ws = new WebSocket(trimmed);
 
         ws.onopen = async () => {
           console.log('[AudioStreamer] WebSocket open');
+          logEvent('ws_open', 'WebSocket connected');
           websocketRef.current = ws;
           reconnectAttemptsRef.current = 0;
+          exhaustedNotifiedRef.current = false;
+          lastPongRef.current = Date.now(); // assume healthy at open
           setStateSafe(setIsConnecting, false);
           setStateSafe(setIsStreaming, true);
           setStateSafe(setError, null);
 
-          // Start heartbeat
+          // Start heartbeat. Each tick also checks for a half-open (zombie)
+          // socket: if the backend hasn't ponged within 2 heartbeats the TCP
+          // connection is dead even though readyState still reads OPEN, so we
+          // force-close to trigger onclose → reconnect.
           if (heartbeatRef.current) clearInterval(heartbeatRef.current);
           heartbeatRef.current = setInterval(() => {
             try {
-              if (websocketRef.current?.readyState === WebSocket.OPEN) {
-                websocketRef.current.send(JSON.stringify({ type: 'ping', t: Date.now() }));
+              const sock = websocketRef.current;
+              if (sock?.readyState !== WebSocket.OPEN) return;
+              if (lastPongRef.current && Date.now() - lastPongRef.current > 2 * HEARTBEAT_MS) {
+                console.warn('[AudioStreamer] No pong within 2 heartbeats; closing zombie socket');
+                logEvent('ws_error', 'No pong within 2 heartbeats; closing zombie socket');
+                try { sock.close(4000, 'zombie-no-pong'); } catch {}
+                return;
               }
+              sock.send(JSON.stringify({ type: 'ping', t: Date.now() }));
             } catch {}
           }, HEARTBEAT_MS);
 
@@ -283,13 +374,38 @@ export const useAudioStreamer = (): UseAudioStreamer => {
         };
 
         ws.onmessage = (event) => {
-          // Handle server messages if needed
-          console.log('[AudioStreamer] Message:', event.data);
+          // Parse server messages to detect auth errors
+          try {
+            const msg = JSON.parse(event.data);
+            // Heartbeat reply — proves the socket is alive end-to-end.
+            if (msg.type === 'pong') {
+              lastPongRef.current = Date.now();
+              return;
+            }
+            if (msg.type === 'error' && (msg.error === 'token_expired' || msg.error === 'authentication_failed' || msg.error === 'user_not_found')) {
+              console.warn(`[AudioStreamer] Auth error from server: ${msg.error} — ${msg.message}`);
+              authFailedRef.current = true;
+              setStateSafe(setError, msg.message || 'Session expired. Re-authenticating...');
+              return;
+            }
+            // Backend→device downlink: play synthesized audio (e.g. TTS reply)
+            // out of the phone speaker, just like the HAVPE relay does on-device.
+            if (msg.type === 'play-audio' && msg.data) {
+              playDownlinkAudio(msg.data).catch((e) =>
+                console.warn('[AudioStreamer] Failed to play downlink audio:', e)
+              );
+              return;
+            }
+          } catch {
+            // Not JSON, that's fine (e.g. binary messages)
+          }
+          console.log('[AudioStreamer] Message:', typeof event.data === 'string' ? event.data.substring(0, 200) : '(binary)');
         };
 
         ws.onerror = (e) => {
           const msg = (e as any).message || 'WebSocket connection error.';
           console.error('[AudioStreamer] Error:', msg);
+          logEvent('ws_error', msg);
           setStateSafe(setError, msg);
           setStateSafe(setIsConnecting, false);
           setStateSafe(setIsStreaming, false);
@@ -300,27 +416,58 @@ export const useAudioStreamer = (): UseAudioStreamer => {
         ws.onclose = (event) => {
           console.log('[AudioStreamer] Closed. Code:', event.code, 'Reason:', event.reason);
           const isManual = event.code === 1000 && event.reason === 'manual-stop';
+          logEvent('ws_close', `Closed code=${event.code}${event.reason ? ` reason="${event.reason}"` : ''}${isManual ? ' (manual)' : ''}`);
 
           setStateSafe(setIsConnecting, false);
           setStateSafe(setIsStreaming, false);
 
           if (websocketRef.current === ws) websocketRef.current = null;
 
+          // Auth failure: try re-login instead of blind reconnect
+          if (authFailedRef.current && !manuallyStoppedRef.current && autoReconnectEnabledRef.current) {
+            authFailedRef.current = false;
+            console.log('[AudioStreamer] Auth failure detected, attempting re-login...');
+            logEvent('ws_reauth', 'Auth failed; attempting re-login');
+            setStateSafe(setError, 'Session expired. Re-authenticating...');
+            attemptReLogin().then(success => {
+              if (success && currentUrlRef.current) {
+                console.log('[AudioStreamer] Re-login succeeded, reconnecting...');
+                logEvent('ws_reauth', 'Re-login succeeded; reconnecting');
+                reconnectAttemptsRef.current = 0;
+                startStreaming(currentUrlRef.current).catch(err => {
+                  console.error('[AudioStreamer] Reconnect after re-login failed:', err);
+                  setStateSafe(setError, 'Re-authentication succeeded but reconnection failed.');
+                });
+              } else {
+                console.warn('[AudioStreamer] Re-login failed. Please log in manually.');
+                logEvent('ws_reauth', 'Re-login failed; manual login required');
+                setStateSafe(setError, 'Session expired. Please log in again in Settings.');
+                notifyInfo('Session Expired', 'Please open the app and log in again.');
+              }
+            });
+            return;
+          }
+
           if (!isManual && !manuallyStoppedRef.current) {
-            setStateSafe(setError, 'Connection closed; attempting to reconnect.');
-            attemptReconnect();
+            if (autoReconnectEnabledRef.current) {
+              setStateSafe(setError, 'Connection closed; attempting to reconnect.');
+              attemptReconnect();
+            } else {
+              setStateSafe(setError, 'Connection closed.');
+            }
           }
         };
       } catch (e) {
         const msg = (e as any).message || 'Failed to create WebSocket.';
         console.error('[AudioStreamer] Create WS error:', msg);
+        logEvent('ws_error', `Failed to create WebSocket: ${msg}`);
         setStateSafe(setError, msg);
         setStateSafe(setIsConnecting, false);
         setStateSafe(setIsStreaming, false);
         reject(new Error(msg));
       }
     });
-  }, [attemptReconnect, sendWyomingEvent, setStateSafe, stopStreaming]);
+  }, [attemptReconnect, attemptReLogin, notifyInfo, sendWyomingEvent, setStateSafe, stopStreaming, logEvent]);
 
   const sendAudio = useCallback(async (audioBytes: Uint8Array) => {
     if (websocketRef.current && websocketRef.current.readyState === WebSocket.OPEN && audioBytes.length > 0) {
@@ -348,6 +495,13 @@ export const useAudioStreamer = (): UseAudioStreamer => {
   useEffect(() => {
     const sub = NetInfo.addEventListener(state => {
       const online = !!state.isConnected && !!state.isInternetReachable;
+
+      // Log only real transitions so the diagnostics aren't flooded.
+      if (lastNetOnlineRef.current !== online) {
+        lastNetOnlineRef.current = online;
+        logEvent('net_change', online ? `Network online (${state.type})` : `Network offline (${state.type})`);
+      }
+
       if (online && !manuallyStoppedRef.current) {
         // If socket isn’t open, try to reconnect with backoff
         const ready = websocketRef.current?.readyState;
@@ -358,7 +512,23 @@ export const useAudioStreamer = (): UseAudioStreamer => {
       }
     });
     return () => sub();
-  }, [attemptReconnect]);
+  }, [attemptReconnect, logEvent]);
+
+  /** App-lifecycle reconnect: on return to foreground, if a session is intended
+   * but the socket isn't open (the JS VM may have been suspended in background),
+   * reconnect. */
+  useEffect(() => {
+    const subscription = AppState.addEventListener('change', nextState => {
+      if (nextState !== 'active') return;
+      if (manuallyStoppedRef.current || !currentUrlRef.current) return;
+      if (websocketRef.current?.readyState !== WebSocket.OPEN) {
+        console.log('[AudioStreamer] Foregrounded; scheduling reconnect');
+        logEvent('ws_reconnect', 'App foregrounded; socket not open, reconnecting');
+        attemptReconnect();
+      }
+    });
+    return () => subscription.remove();
+  }, [attemptReconnect, logEvent]);
 
   /** Cleanup on unmount (CHANGED): don’t auto-stop streaming; just clear timers */
   useEffect(() => {
diff --git a/app/src/hooks/useAudioStreamingOrchestrator.ts b/app/src/hooks/useAudioStreamingOrchestrator.ts
new file mode 100644
index 00000000..bc151044
--- /dev/null
+++ b/app/src/hooks/useAudioStreamingOrchestrator.ts
@@ -0,0 +1,172 @@
+import { useState, useCallback } from 'react';
+import { Alert } from 'react-native';
+import { OmiConnection } from 'friend-lite-react-native';
+import { AppSettings } from './useAppSettings';
+
+interface OrchestratorParams {
+  omiConnection: OmiConnection;
+  deviceConnection: {
+    connectedDeviceId: string | null;
+  };
+  audioStreamer: {
+    isStreaming: boolean;
+    startStreaming: (url: string) => Promise<void>;
+    stopStreaming: () => void;
+    sendAudio: (audioBytes: Uint8Array) => void;
+    getWebSocketReadyState: () => number | undefined;
+  };
+  phoneAudioRecorder: {
+    isRecording: boolean;
+    startRecording: (
+      onData: (pcmBuffer: Uint8Array) => Promise<void>,
+      options?: { deviceId?: string }
+    ) => Promise<void>;
+    stopRecording: () => Promise<void>;
+  };
+  originalStartAudioListener: (onAudioData: (bytes: Uint8Array) => void) => Promise<void>;
+  originalStopAudioListener: () => Promise<void>;
+  /** Resolves which input device to record from (undefined = system default mic). */
+  resolvePhoneInputDeviceId?: () => Promise<string | undefined>;
+  settings: AppSettings;
+}
+
+export interface AudioOrchestrator {
+  isPhoneAudioMode: boolean;
+  setIsPhoneAudioMode: (mode: boolean) => void;
+  handleStartAudioListeningAndStreaming: () => Promise<void>;
+  handleStopAudioListeningAndStreaming: () => Promise<void>;
+  handleTogglePhoneAudio: () => Promise<void>;
+}
+
+export const useAudioStreamingOrchestrator = ({
+  omiConnection,
+  deviceConnection,
+  audioStreamer,
+  phoneAudioRecorder,
+  originalStartAudioListener,
+  originalStopAudioListener,
+  resolvePhoneInputDeviceId,
+  settings,
+}: OrchestratorParams): AudioOrchestrator => {
+  const [isPhoneAudioMode, setIsPhoneAudioMode] = useState<boolean>(false);
+
+  const buildWebSocketUrl = useCallback((baseUrl: string): string => {
+    let url = baseUrl.trim();
+    url = url.replace(/^http:/, 'ws:').replace(/^https:/, 'wss:');
+    if (!url.includes('/ws')) url = url.replace(/\/$/, '') + '/ws';
+    if (!url.includes('codec=')) {
+      const sep = url.includes('?') ? '&' : '?';
+      url = url + sep + 'codec=opus';
+    }
+
+    const isAdvanced = settings.jwtToken && settings.isAuthenticated;
+    if (isAdvanced) {
+      const params = new URLSearchParams();
+      params.append('token', settings.jwtToken!);
+      const deviceName = settings.userId?.trim() || 'phone';
+      params.append('device_name', deviceName);
+      const separator = url.includes('?') ? '&' : '?';
+      url = `${url}${separator}${params.toString()}`;
+    }
+    return url;
+  }, [settings.jwtToken, settings.isAuthenticated, settings.userId]);
+
+  const buildPhoneWebSocketUrl = useCallback((baseUrl: string): string => {
+    let url = baseUrl.trim();
+    url = url.replace(/^http:/, 'ws:').replace(/^https:/, 'wss:');
+    if (!url.includes('/ws')) url = url.replace(/\/$/, '') + '/ws';
+    if (!url.includes('codec=')) {
+      const sep = url.includes('?') ? '&' : '?';
+      url = url + sep + 'codec=pcm';
+    }
+
+    const isAdvanced = settings.jwtToken && settings.isAuthenticated;
+    if (isAdvanced) {
+      const params = new URLSearchParams();
+      params.append('token', settings.jwtToken!);
+      const deviceName = settings.userId?.trim() || 'phone-mic';
+      params.append('device_name', deviceName);
+      const separator = url.includes('?') ? '&' : '?';
+      url = `${url}${separator}${params.toString()}`;
+    }
+    return url;
+  }, [settings.jwtToken, settings.isAuthenticated, settings.userId]);
+
+  const handleStartAudioListeningAndStreaming = useCallback(async () => {
+    if (!settings.webSocketUrl?.trim()) {
+      Alert.alert('WebSocket URL Required', 'Please enter the WebSocket URL for streaming.');
+      return;
+    }
+    if (!omiConnection.isConnected() || !deviceConnection.connectedDeviceId) {
+      Alert.alert('Device Not Connected', 'Please connect to an OMI device first.');
+      return;
+    }
+
+    try {
+      const finalUrl = buildWebSocketUrl(settings.webSocketUrl);
+      await audioStreamer.startStreaming(finalUrl);
+      await originalStartAudioListener(async (audioBytes) => {
+        const wsReady = audioStreamer.getWebSocketReadyState();
+        if (wsReady === WebSocket.OPEN && audioBytes.length > 0) {
+          await audioStreamer.sendAudio(audioBytes);
+        }
+      });
+    } catch (error) {
+      Alert.alert('Error', 'Could not start audio listening or streaming.');
+      if (audioStreamer.isStreaming) audioStreamer.stopStreaming();
+    }
+  }, [originalStartAudioListener, audioStreamer, settings.webSocketUrl, omiConnection, deviceConnection.connectedDeviceId, buildWebSocketUrl]);
+
+  const handleStopAudioListeningAndStreaming = useCallback(async () => {
+    await originalStopAudioListener();
+    audioStreamer.stopStreaming();
+  }, [originalStopAudioListener, audioStreamer]);
+
+  const handleStartPhoneAudioStreaming = useCallback(async () => {
+    if (!settings.webSocketUrl?.trim()) {
+      Alert.alert('WebSocket URL Required', 'Please enter the WebSocket URL for streaming.');
+      return;
+    }
+
+    try {
+      const finalUrl = buildPhoneWebSocketUrl(settings.webSocketUrl);
+      // Resolve the input device (auto-prefers Bluetooth headset mic) before recording.
+      const deviceId = resolvePhoneInputDeviceId ? await resolvePhoneInputDeviceId() : undefined;
+      await audioStreamer.startStreaming(finalUrl);
+      await phoneAudioRecorder.startRecording(async (pcmBuffer) => {
+        const wsReady = audioStreamer.getWebSocketReadyState();
+        if (wsReady === WebSocket.OPEN && pcmBuffer.length > 0) {
+          await audioStreamer.sendAudio(pcmBuffer);
+        }
+      }, { deviceId });
+      setIsPhoneAudioMode(true);
+    } catch (error) {
+      Alert.alert('Error', 'Could not start phone audio streaming.');
+      if (audioStreamer.isStreaming) audioStreamer.stopStreaming();
+      if (phoneAudioRecorder.isRecording) await phoneAudioRecorder.stopRecording();
+      setIsPhoneAudioMode(false);
+    }
+  }, [audioStreamer, phoneAudioRecorder, settings.webSocketUrl, buildPhoneWebSocketUrl, resolvePhoneInputDeviceId]);
+
+  const handleStopPhoneAudioStreaming = useCallback(async () => {
+    await phoneAudioRecorder.stopRecording();
+    audioStreamer.stopStreaming();
+    setIsPhoneAudioMode(false);
+  }, [phoneAudioRecorder, audioStreamer]);
+
+  const handleTogglePhoneAudio = useCallback(async () => {
+    if (isPhoneAudioMode || phoneAudioRecorder.isRecording) {
+      await handleStopPhoneAudioStreaming();
+    } else {
+      await handleStartPhoneAudioStreaming();
+    }
+  }, [isPhoneAudioMode, phoneAudioRecorder.isRecording, handleStartPhoneAudioStreaming, handleStopPhoneAudioStreaming]);
+
+  return {
+    isPhoneAudioMode,
+    setIsPhoneAudioMode,
+    handleStartAudioListeningAndStreaming,
+    handleStopAudioListeningAndStreaming,
+    handleTogglePhoneAudio,
+  };
+};
diff --git a/app/src/hooks/useAutoReconnect.ts b/app/src/hooks/useAutoReconnect.ts
new file mode 100644
index 00000000..902c5d48
--- /dev/null
+++ b/app/src/hooks/useAutoReconnect.ts
@@ -0,0 +1,322 @@
+import { useState, useEffect, useCallback, useRef } from 'react';
+import { AppState } from 'react-native';
+import { State as BluetoothState } from 'react-native-ble-plx';
+import { saveLastConnectedDeviceId, getLastConnectedDeviceId } from '../utils/storage';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
+
+const BACKOFF_INITIAL = 10000;   // 10s
+const BACKOFF_MAX = 300000;      // 5 min
+const MIN_HEALTHY_DURATION = 30000; // 30s
+
+interface UseAutoReconnectParams {
+  bluetoothState: BluetoothState;
+  permissionGranted: boolean;
+  deviceConnection: {
+    connectedDeviceId: string | null;
+    isConnecting: boolean;
+    connectToDevice: (deviceId: string) => Promise<void>;
+    disconnectFromDevice: () => Promise<void>;
+  };
+  scanning: boolean;
+  /** When false, the device connects once and does NOT auto-reconnect on drop/launch. */
+  autoReconnectEnabled?: boolean;
+}
+
+export interface AutoReconnectState {
+  lastKnownDeviceId: string | null;
+  isAttemptingAutoReconnect: boolean;
+  triedAutoReconnectForCurrentId: boolean;
+  isRetryingConnection: boolean;
+  retryBackoffSeconds: number;
+  connectionRetryCount: number;
+  setLastKnownDeviceId: (id: string | null) => void;
+  setTriedAutoReconnectForCurrentId: (tried: boolean) => void;
+  handleCancelAutoReconnect: () => Promise<void>;
+}
+
+export const useAutoReconnect = ({
+  bluetoothState,
+  permissionGranted,
+  deviceConnection,
+  scanning,
+  autoReconnectEnabled = true,
+}: UseAutoReconnectParams): AutoReconnectState => {
+  const [lastKnownDeviceId, setLastKnownDeviceId] = useState<string | null>(null);
+  const [isAttemptingAutoReconnect, setIsAttemptingAutoReconnect] = useState(false);
+  const [triedAutoReconnectForCurrentId, setTriedAutoReconnectForCurrentId] = useState(false);
+  const { addEvent } = useConnectionLog();
+
+  // Retry / backoff state
+  const [isRetryingConnection, setIsRetryingConnection] = useState(false);
+  const [retryBackoffSeconds, setRetryBackoffSeconds] = useState(0);
+  const [connectionRetryCount, setConnectionRetryCount] = useState(0);
+  const backoffMsRef = useRef(0);
+  const connectionStartTimeRef = useRef<number | null>(null);
+  const retryTimerRef = useRef<ReturnType<typeof setTimeout> | null>(null);
+  const countdownTimerRef = useRef<ReturnType<typeof setInterval> | null>(null);
+  const prevConnectedRef = useRef<string | null>(null);
+  // Mirror of lastKnownDeviceId for use inside async timers (avoids stale closures
+  // and lets a scheduled retry detect that the user cleared/changed the device).
+  const lastKnownDeviceIdRef = useRef<string | null>(null);
+  // Self-reference so a failed retry can reschedule itself for persistent retry.
+  const scheduleRetryRef = useRef<((deviceId: string, isQuickFailure: boolean) => void) | null>(null);
+  // User preference mirror for use inside async timers / mount-only listeners.
+  const autoReconnectEnabledRef = useRef<boolean>(autoReconnectEnabled);
+  useEffect(() => {
+    autoReconnectEnabledRef.current = autoReconnectEnabled;
+  }, [autoReconnectEnabled]);
+
+  // Mirror of the connected device id for use inside the (mount-only) AppState listener.
+  const connectedDeviceIdRef = useRef<string | null>(null);
+
+  useEffect(() => {
+    lastKnownDeviceIdRef.current = lastKnownDeviceId;
+  }, [lastKnownDeviceId]);
+
+  useEffect(() => {
+    connectedDeviceIdRef.current = deviceConnection.connectedDeviceId;
+  }, [deviceConnection.connectedDeviceId]);
+
+  const clearRetryTimers = useCallback(() => {
+    if (retryTimerRef.current) {
+      clearTimeout(retryTimerRef.current);
+      retryTimerRef.current = null;
+    }
+    if (countdownTimerRef.current) {
+      clearInterval(countdownTimerRef.current);
+      countdownTimerRef.current = null;
+    }
+    setIsRetryingConnection(false);
+    setRetryBackoffSeconds(0);
+  }, []);
+
+  const resetBackoff = useCallback(() => {
+    backoffMsRef.current = 0;
+    setConnectionRetryCount(0);
+    clearRetryTimers();
+  }, [clearRetryTimers]);
+
+  // Schedule a (re)connect attempt with capped backoff. Used by BOTH the
+  // disconnect-recovery path and the launch-reconnect path. On failure it
+  // reschedules itself, so a single failed attempt never permanently gives up
+  // and never forgets the saved device — only explicit user action clears it.
+  const scheduleRetry = useCallback(
+    (deviceId: string, isQuickFailure: boolean) => {
+      if (!deviceId) return;
+      // "Connect once" mode: don't auto-reconnect on drop/launch failure.
+      if (!autoReconnectEnabledRef.current) {
+        clearRetryTimers();
+        return;
+      }
+
+      // Adjust backoff: a quick failure (or a never-connected launch attempt)
+      // grows the delay; a healthy connection that dropped resets it.
+      if (isQuickFailure) {
+        backoffMsRef.current =
+          backoffMsRef.current === 0
+            ? BACKOFF_INITIAL
+            : Math.min(backoffMsRef.current * 2, BACKOFF_MAX);
+      } else {
+        backoffMsRef.current = 0;
+      }
+
+      const delay = backoffMsRef.current;
+      addEvent(
+        'reconnect_backoff',
+        `Scheduling retry in ${delay / 1000}s (device: ${deviceId})`,
+        { deviceId }
+      );
+
+      // Replace any in-flight timers before scheduling a new attempt.
+      if (retryTimerRef.current) {
+        clearTimeout(retryTimerRef.current);
+        retryTimerRef.current = null;
+      }
+      if (countdownTimerRef.current) {
+        clearInterval(countdownTimerRef.current);
+        countdownTimerRef.current = null;
+      }
+
+      setIsRetryingConnection(true);
+      setRetryBackoffSeconds(Math.ceil(delay / 1000));
+      setConnectionRetryCount(c => c + 1);
+
+      // Countdown timer for UI.
+      const countdownEnd = Date.now() + delay;
+      countdownTimerRef.current = setInterval(() => {
+        const remaining = Math.max(0, Math.ceil((countdownEnd - Date.now()) / 1000));
+        setRetryBackoffSeconds(remaining);
+        if (remaining <= 0 && countdownTimerRef.current) {
+          clearInterval(countdownTimerRef.current);
+          countdownTimerRef.current = null;
+        }
+      }, 1000);
+
+      retryTimerRef.current = setTimeout(async () => {
+        retryTimerRef.current = null;
+        if (countdownTimerRef.current) {
+          clearInterval(countdownTimerRef.current);
+          countdownTimerRef.current = null;
+        }
+
+        // Honor cancellation: the user may have cleared/changed the device while
+        // we were waiting (handleCancelAutoReconnect / explicit disconnect).
+        if (lastKnownDeviceIdRef.current !== deviceId) {
+          setIsRetryingConnection(false);
+          setRetryBackoffSeconds(0);
+          return;
+        }
+
+        setIsAttemptingAutoReconnect(true);
+        setIsRetryingConnection(false);
+        setRetryBackoffSeconds(0);
+        addEvent('reconnect_attempt', `Retrying connection to ${deviceId}`, { deviceId });
+
+        try {
+          await deviceConnection.connectToDevice(deviceId);
+        } catch (error) {
+          console.error(`[AutoReconnect] Retry failed for ${deviceId}:`, error);
+          // Persistent retry: reschedule (unless the user cleared the device).
+          if (lastKnownDeviceIdRef.current === deviceId) {
+            scheduleRetryRef.current?.(deviceId, true);
+          }
+        } finally {
+          setIsAttemptingAutoReconnect(false);
+        }
+      }, delay);
+    },
+    [addEvent, deviceConnection]
+  );
+
+  useEffect(() => {
+    scheduleRetryRef.current = scheduleRetry;
+  }, [scheduleRetry]);
+
+  // Load last device on mount
+  useEffect(() => {
+    const load = async () => {
+      const deviceId = await getLastConnectedDeviceId();
+      if (deviceId) {
+        setLastKnownDeviceId(deviceId);
+        setTriedAutoReconnectForCurrentId(false);
+      } else {
+        setLastKnownDeviceId(null);
+        setTriedAutoReconnectForCurrentId(true);
+      }
+    };
+    load();
+  }, []);
+
+  // Track connection start/end for backoff calculation
+  useEffect(() => {
+    const currentConnected = deviceConnection.connectedDeviceId;
+    const prevConnected = prevConnectedRef.current;
+    prevConnectedRef.current = currentConnected;
+
+    // Connection established
+    if (currentConnected && !prevConnected) {
+      connectionStartTimeRef.current = Date.now();
+      clearRetryTimers();
+      return;
+    }
+
+    // Connection lost (unexpected disconnect) — schedule a recovery attempt.
+    // scheduleRetry handles backoff growth and persistent self-rescheduling.
+    if (!currentConnected && prevConnected && lastKnownDeviceId) {
+      const startTime = connectionStartTimeRef.current;
+      connectionStartTimeRef.current = null;
+      const duration = startTime ? Date.now() - startTime : 0;
+      const isQuickFailure = duration < MIN_HEALTHY_DURATION;
+      scheduleRetryRef.current?.(lastKnownDeviceId, isQuickFailure);
+    }
+  }, [deviceConnection.connectedDeviceId]);
+
+  // Auto-reconnect on app launch (existing behavior)
+  useEffect(() => {
+    if (
+      autoReconnectEnabled &&
+      bluetoothState === BluetoothState.PoweredOn &&
+      permissionGranted &&
+      lastKnownDeviceId &&
+      !deviceConnection.connectedDeviceId &&
+      !deviceConnection.isConnecting &&
+      !scanning &&
+      !isAttemptingAutoReconnect &&
+      !triedAutoReconnectForCurrentId &&
+      !isRetryingConnection
+    ) {
+      const attemptAutoConnect = async () => {
+        setIsAttemptingAutoReconnect(true);
+        setTriedAutoReconnectForCurrentId(true);
+        addEvent('reconnect_attempt', `Auto-reconnecting to ${lastKnownDeviceId}`, { deviceId: lastKnownDeviceId });
+        try {
+          await deviceConnection.connectToDevice(lastKnownDeviceId);
+        } catch (error) {
+          console.error(`[AutoReconnect] Error reconnecting to ${lastKnownDeviceId}:`, error);
+          // Persistent retry: do NOT forget the device on a single failure (it may
+          // simply be out of range at launch). Schedule a backoff retry instead;
+          // only explicit user action (handleCancelAutoReconnect / Disconnect)
+          // clears the saved device.
+          scheduleRetryRef.current?.(lastKnownDeviceId, true);
+        } finally {
+          setIsAttemptingAutoReconnect(false);
+        }
+      };
+      attemptAutoConnect();
+    }
+  }, [
+    autoReconnectEnabled,
+    bluetoothState, permissionGranted, lastKnownDeviceId,
+    deviceConnection.connectedDeviceId, deviceConnection.isConnecting,
+    scanning, deviceConnection.connectToDevice,
+    triedAutoReconnectForCurrentId, isAttemptingAutoReconnect,
+    isRetryingConnection,
+  ]);
+
+  const handleCancelAutoReconnect = useCallback(async () => {
+    if (lastKnownDeviceId) {
+      await saveLastConnectedDeviceId(null);
+      setLastKnownDeviceId(null);
+      setTriedAutoReconnectForCurrentId(true);
+    }
+    resetBackoff();
+    await deviceConnection.disconnectFromDevice();
+    setIsAttemptingAutoReconnect(false);
+  }, [deviceConnection, lastKnownDeviceId, resetBackoff]);
+
+  // Reconnect on return to foreground. On iOS the JS runtime suspends in the
+  // background; on resume nothing would otherwise re-establish the BLE link.
+  // Resetting triedAutoReconnectForCurrentId lets the launch-reconnect effect
+  // re-fire for a known-but-disconnected device.
+  useEffect(() => {
+    const subscription = AppState.addEventListener('change', nextState => {
+      if (nextState !== 'active') return;
+      if (!autoReconnectEnabledRef.current) return;
+      const deviceId = lastKnownDeviceIdRef.current;
+      if (deviceId && !connectedDeviceIdRef.current) {
+        setTriedAutoReconnectForCurrentId(false);
+      }
+    });
+    return () => subscription.remove();
+  }, []);
+
+  // Cleanup timers on unmount
+  useEffect(() => {
+    return () => {
+      if (retryTimerRef.current) clearTimeout(retryTimerRef.current);
+      if (countdownTimerRef.current) clearInterval(countdownTimerRef.current);
+    };
+  }, []);
+
+  return {
+    lastKnownDeviceId,
+    isAttemptingAutoReconnect,
+    triedAutoReconnectForCurrentId,
+    isRetryingConnection,
+    retryBackoffSeconds,
+    connectionRetryCount,
+    setLastKnownDeviceId,
+    setTriedAutoReconnectForCurrentId,
+    handleCancelAutoReconnect,
+  };
+};
diff --git a/app/src/hooks/useBackendHealth.ts b/app/src/hooks/useBackendHealth.ts
new file mode 100644
index 00000000..f15f7184
--- /dev/null
+++ b/app/src/hooks/useBackendHealth.ts
@@ -0,0 +1,176 @@
+import { useCallback, useEffect, useState } from 'react';
+import { Alert } from 'react-native';
+import NetInfo from '@react-native-community/netinfo';
+import { isServiceManagerReachable } from '../services/serviceManager';
+
+// Connection Doctor classifications, from a layered probe ladder.
+export type HealthState =
+  | 'unknown'
+  | 'checking'
+  | 'healthy'
+  | 'auth_required'
+  | 'not_configured' // no real backend set yet (fresh install / localhost)
+  | 'offline'        // device has no network at all
+  | 'backend_down'   // host reachable (SM answers) but the backend isn't
+  | 'unreachable'    // couldn't reach the host at all
+  | 'unhealthy';     // backend host reachable but returned an error
+
+export interface HealthStatus {
+  status: HealthState;
+  message: string;
+  detail?: string;   // actionable next step
+  lastChecked?: Date;
+}
+
+// A fresh install points at localhost, which on a phone is the phone itself and
+// can never be a real backend — treat that (and empty) as "not configured".
+export const isNotConfigured = (url: string): boolean => {
+  const trimmed = (url || '').trim();
+  if (!trimmed) return true;
+  try {
+    const base = trimmed
+      .replace('ws://', 'http://')
+      .replace('wss://', 'https://')
+      .split('/ws')[0];
+    const host = new URL(base).hostname;
+    return host === 'localhost' || host === '127.0.0.1' || host === '::1';
+  } catch {
+    return false;
+  }
+};
+
+// A tailnet host: Tailscale CGNAT range (100.64.0.0/10) or a *.ts.net MagicDNS name.
+const isTailnetHost = (baseUrl: string): boolean => {
+  try {
+    const host = new URL(baseUrl).hostname;
+    if (host.endsWith('.ts.net')) return true;
+    const m = host.match(/^(\d+)\.(\d+)\.\d+\.\d+$/);
+    if (m) {
+      const a = Number(m[1]);
+      const b = Number(m[2]);
+      return a === 100 && b >= 64 && b <= 127;
+    }
+    return false;
+  } catch {
+    return false;
+  }
+};
+
+// Connection Doctor: a layered probe ladder that classifies *why* a connection
+// failed and what to do next, instead of a single fetch that collapses every
+// failure into "Network request failed". Shared by the settings screen's
+// BackendStatus card and the home screen's pull-to-refresh.
+export function useBackendHealth(backendUrl: string, jwtToken: string | null) {
+  const [healthStatus, setHealthStatus] = useState<HealthStatus>({
+    status: 'unknown',
+    message: 'Not checked',
+  });
+
+  const checkBackendHealth = useCallback(async (showAlert: boolean = false) => {
+    // Fresh install / localhost: not an error, just not set up yet.
+    if (isNotConfigured(backendUrl)) {
+      setHealthStatus({
+        status: 'not_configured',
+        message: 'Not connected yet',
+        detail: 'Make sure Tailscale is connected, then scan the QR code from your Chronicle dashboard (System page).',
+      });
+      if (showAlert) {
+        Alert.alert('Not Connected', 'Scan the QR code from your Chronicle dashboard to connect this app.');
+      }
+      return;
+    }
+
+    setHealthStatus({ status: 'checking', message: 'Checking connection...' });
+
+    let baseUrl = backendUrl.trim();
+    if (baseUrl.startsWith('ws://')) baseUrl = baseUrl.replace('ws://', 'http://');
+    else if (baseUrl.startsWith('wss://')) baseUrl = baseUrl.replace('wss://', 'https://');
+    baseUrl = baseUrl.split('/ws')[0];
+
+    // Rung 1: is the device online at all?
+    const netState = await NetInfo.fetch();
+    if (!netState.isConnected) {
+      setHealthStatus({ status: 'offline', message: "You're offline", detail: 'Check Wi-Fi or cellular data.', lastChecked: new Date() });
+      if (showAlert) Alert.alert('Offline', 'Your device has no network connection.');
+      return;
+    }
+
+    // Rung 2: can we reach the backend host, and is it healthy?
+    const healthUrl = `${baseUrl}/health`;
+    console.log('[useBackendHealth] Checking health at:', healthUrl);
+    const controller = new AbortController();
+    const timeout = setTimeout(() => controller.abort(), 8000);
+
+    try {
+      const response = await fetch(healthUrl, {
+        method: 'GET',
+        headers: {
+          'Accept': 'application/json',
+          'Content-Type': 'application/json',
+          ...(jwtToken ? { 'Authorization': `Bearer ${jwtToken}` } : {}),
+        },
+        signal: controller.signal,
+      });
+
+      if (response.ok) {
+        const healthData = await response.json();
+        setHealthStatus({ status: 'healthy', message: `Connected (${healthData.status || 'OK'})`, lastChecked: new Date() });
+        if (showAlert) Alert.alert('Connection Success', 'Successfully connected to backend!');
+      } else if (response.status === 401 || response.status === 403) {
+        setHealthStatus({ status: 'auth_required', message: 'Authentication required', detail: 'Log in below to access the backend.', lastChecked: new Date() });
+        if (showAlert) Alert.alert('Authentication Required', 'Please login to access the backend.');
+      } else {
+        // Host reachable (it answered) but returned an error.
+        setHealthStatus({
+          status: 'unhealthy',
+          message: `Backend reachable but unhealthy (HTTP ${response.status})`,
+          detail: 'The server is up but not ready. Check its logs.',
+          lastChecked: new Date(),
+        });
+        if (showAlert) Alert.alert('Backend Unhealthy', `The backend responded with HTTP ${response.status}.`);
+      }
+    } catch (error) {
+      // Couldn't reach the backend. Don't blame Tailscale on a guess — probe the
+      // service-manager on the SAME host (port 8775). If it answers, the host
+      // (and tailnet) are reachable and it's the backend specifically that's
+      // down. If it doesn't, the host itself is unreachable.
+      console.log('[useBackendHealth] Health check error:', error);
+      const timedOut = error instanceof Error && error.name === 'AbortError';
+      const tailnet = isTailnetHost(baseUrl);
+      const hostReachable = await isServiceManagerReachable(baseUrl);
+
+      let host = baseUrl;
+      try { host = new URL(baseUrl).host; } catch {}
+
+      if (hostReachable) {
+        // Tailnet/host is fine; the backend just isn't up.
+        setHealthStatus({
+          status: 'backend_down',
+          message: `Backend is down at ${host}`,
+          detail: 'The machine is reachable but the backend isn’t running. Start it (Network Overview below) or check its logs.',
+          lastChecked: new Date(),
+        });
+        if (showAlert) Alert.alert('Backend Down', `${host} is reachable but the backend isn’t responding.`);
+      } else {
+        const message = `Can't reach ${host}${timedOut ? ' (timed out)' : ''}`;
+        const detail = tailnet
+          ? 'The machine isn’t reachable. Check that Tailscale is connected on BOTH this phone and the backend machine, and that the backend machine is online. If you used a raw 100.x IP over HTTPS, try the machine’s …ts.net name instead (a self-signed cert on an IP is rejected by the app).'
+          : 'Confirm the backend machine is online and the URL is correct, or scan a QR code.';
+        setHealthStatus({ status: 'unreachable', message, detail, lastChecked: new Date() });
+        if (showAlert) Alert.alert('Connection Failed', `${message}\n\n${detail}`);
+      }
+    } finally {
+      clearTimeout(timeout);
+    }
+  }, [backendUrl, jwtToken]);
+
+  // Auto-check (debounced) whenever the URL or token changes.
+  useEffect(() => {
+    if (backendUrl.trim()) {
+      const timer = setTimeout(() => { checkBackendHealth(false); }, 500);
+      return () => clearTimeout(timer);
+    }
+  }, [backendUrl, jwtToken, checkBackendHealth]);
+
+  return { healthStatus, checkBackendHealth };
+}
diff --git a/app/src/hooks/useBatteryMonitor.ts b/app/src/hooks/useBatteryMonitor.ts
new file mode 100644
index 00000000..d23e8b5f
--- /dev/null
+++ b/app/src/hooks/useBatteryMonitor.ts
@@ -0,0 +1,110 @@
+import { useState, useEffect, useRef, useCallback } from 'react';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
+
+interface UseBatteryMonitorParams {
+  connectedDeviceId: string | null;
+  getBatteryLevel: () => Promise<number>;
+  onConnectionLost?: () => void;
+}
+
+interface UseBatteryMonitor {
+  batteryLevel: number;
+  isLowBattery: boolean;
+  refreshBattery: () => Promise<void>;
+}
+
+const POLL_INTERVAL_MS = 60_000; // 60 seconds
+const MIN_CHANGE = 5; // Minimum % change to update UI
+const MAX_UI_STALE_MS = 15 * 60_000; // 15 minutes
+const LOW_BATTERY_THRESHOLD = 20;
+const MAX_CONSECUTIVE_FAILURES = 2;
+
+export const useBatteryMonitor = ({
+  connectedDeviceId,
+  getBatteryLevel,
+  onConnectionLost,
+}: UseBatteryMonitorParams): UseBatteryMonitor => {
+  const [batteryLevel, setBatteryLevel] = useState<number>(-1);
+  const [isLowBattery, setIsLowBattery] = useState(false);
+  const { addEvent } = useConnectionLog();
+
+  const lastDisplayedRef = useRef<number>(-1);
+  const lastUpdateTimeRef = useRef<number>(0);
+  const consecutiveFailuresRef = useRef<number>(0);
+  const intervalRef = useRef<NodeJS.Timeout | null>(null);
+
+  const shouldUpdate = useCallback((newLevel: number): boolean => {
+    const current = lastDisplayedRef.current;
+    if (current === -1) return true; // First read
+    if (Math.abs(newLevel - current) >= MIN_CHANGE) return true;
+    if (Date.now() - lastUpdateTimeRef.current >= MAX_UI_STALE_MS) return true;
+    // Crosses 20% threshold
+    if ((current > LOW_BATTERY_THRESHOLD && newLevel <= LOW_BATTERY_THRESHOLD) ||
+        (current <= LOW_BATTERY_THRESHOLD && newLevel > LOW_BATTERY_THRESHOLD)) return true;
+    return false;
+  }, []);
+
+  const poll = useCallback(async () => {
+    if (!connectedDeviceId) return;
+
+    try {
+      const level = await getBatteryLevel();
+      consecutiveFailuresRef.current = 0;
+
+      if (shouldUpdate(level)) {
+        setBatteryLevel(level);
+        lastDisplayedRef.current = level;
+        lastUpdateTimeRef.current = Date.now();
+        setIsLowBattery(level <= LOW_BATTERY_THRESHOLD);
+        addEvent('battery_read', `Battery: ${level}%`);
+      }
+    } catch (error) {
+      consecutiveFailuresRef.current++;
+      addEvent('health_ping', `Battery read failed (${consecutiveFailuresRef.current}/${MAX_CONSECUTIVE_FAILURES})`);
+
+      if (consecutiveFailuresRef.current >= MAX_CONSECUTIVE_FAILURES) {
+        addEvent('error', 'Connection presumed lost after consecutive battery read failures');
+        onConnectionLost?.();
+      }
+    }
+  }, [connectedDeviceId, getBatteryLevel, shouldUpdate, addEvent, onConnectionLost]);
+
+  const refreshBattery = useCallback(async () => {
+    if (!connectedDeviceId) return;
+    try {
+      const level = await getBatteryLevel();
+      consecutiveFailuresRef.current = 0;
+      setBatteryLevel(level);
+      lastDisplayedRef.current = level;
+      lastUpdateTimeRef.current = Date.now();
+      setIsLowBattery(level <= LOW_BATTERY_THRESHOLD);
+      addEvent('battery_read', `Battery: ${level}% (manual refresh)`);
+    } catch (error) {
+      addEvent('error', `Battery refresh failed: ${error}`);
+    }
+  }, [connectedDeviceId, getBatteryLevel, addEvent]);
+
+  useEffect(() => {
+    if (connectedDeviceId) {
+      consecutiveFailuresRef.current = 0;
+      lastDisplayedRef.current = -1;
+      lastUpdateTimeRef.current = 0;
+      // Initial read after short delay for connection to stabilize
+      const initTimer = setTimeout(poll, 2000);
+      intervalRef.current = setInterval(poll, POLL_INTERVAL_MS);
+      return () => {
+        clearTimeout(initTimer);
+        if (intervalRef.current) clearInterval(intervalRef.current);
+      };
+    } else {
+      setBatteryLevel(-1);
+      setIsLowBattery(false);
+      if (intervalRef.current) {
+        clearInterval(intervalRef.current);
+        intervalRef.current = null;
+      }
+    }
+  }, [connectedDeviceId, poll]);
+
+  return { batteryLevel, isLowBattery, refreshBattery };
+};
diff --git a/app/app/hooks/useBluetoothManager.ts b/app/src/hooks/useBluetoothManager.ts
similarity index 96%
rename from app/app/hooks/useBluetoothManager.ts
rename to app/src/hooks/useBluetoothManager.ts
index 4fba29dc..1543ad4f 100644
--- a/app/app/hooks/useBluetoothManager.ts
+++ b/app/src/hooks/useBluetoothManager.ts
@@ -1,6 +1,7 @@
 import { useState, useEffect, useCallback } from 'react';
 import { Platform, PermissionsAndroid, Permission as ReactNativePermission } from 'react-native';
 import { BleManager, State as BluetoothState } from 'react-native-ble-plx';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
 
 // Define a constant for the minimum Android SDK version requiring runtime permissions
 // const MIN_ANDROID_SDK_FOR_PERMISSIONS = 31; // Android 12 (S) - Will use Platform.Version
@@ -10,13 +11,14 @@ export const useBluetoothManager = () => {
   const [bluetoothState, setBluetoothState] = useState<BluetoothState>(BluetoothState.Unknown);
   const [permissionGranted, setPermissionGranted] = useState(false);
   const [isPermissionsLoading, setIsPermissionsLoading] = useState(true);
+  const { addEvent } = useConnectionLog();
 
   useEffect(() => {
     console.log('[BTManager] Initializing Bluetooth Manager');
     const subscription = bleManager.onStateChange((state) => {
       console.log(`[BTManager] Bluetooth state changed: ${state}`);
       setBluetoothState(state);
-      // No automatic permission re-check here, handled by initial check and explicit calls
+      addEvent('bt_state_change', `Bluetooth state: ${state}`);
     }, true);
     return () => {
       console.log('[BTManager] Cleaning up Bluetooth Manager state change subscription');
@@ -47,7 +49,7 @@ export const useBluetoothManager = () => {
             PermissionsAndroid.PERMISSIONS.ACCESS_FINE_LOCATION,
           ];
         }
-        
+
         console.log('[BTManager] Android permissions to request:', permissionsToRequest);
         const statuses = await PermissionsAndroid.requestMultiple(permissionsToRequest);
         console.log('[BTManager] Android permission statuses:', statuses);
@@ -98,7 +100,7 @@ export const useBluetoothManager = () => {
         checkAndRequestPermissions();
     }
   }, [bluetoothState, checkAndRequestPermissions]); // Rerun if BT state changes or on initial mount
-  
+
   return {
     bleManager,
     bluetoothState,
@@ -106,4 +108,4 @@ export const useBluetoothManager = () => {
     requestBluetoothPermission: checkAndRequestPermissions,
     isPermissionsLoading,
   };
-}; 
\ No newline at end of file
+};
diff --git a/app/app/hooks/useDeviceConnection.ts b/app/src/hooks/useDeviceConnection.ts
similarity index 73%
rename from app/app/hooks/useDeviceConnection.ts
rename to app/src/hooks/useDeviceConnection.ts
index e729169e..03d6a4cf 100644
--- a/app/app/hooks/useDeviceConnection.ts
+++ b/app/src/hooks/useDeviceConnection.ts
@@ -1,6 +1,7 @@
-import { useState, useCallback } from 'react';
+import { useState, useCallback, useRef } from 'react';
 import { Alert } from 'react-native';
 import { OmiConnection, BleAudioCodec, OmiDevice } from 'friend-lite-react-native';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
 
 interface UseDeviceConnection {
   connectedDevice: OmiDevice | null;
@@ -11,6 +12,7 @@ interface UseDeviceConnection {
   disconnectFromDevice: () => Promise<void>;
   getAudioCodec: () => Promise<void>;
   getBatteryLevel: () => Promise<void>;
+  getRawBatteryLevel: () => Promise<number>;
   connectedDeviceId: string | null;
 }
 
@@ -24,6 +26,11 @@ export const useDeviceConnection = (
   const [currentCodec, setCurrentCodec] = useState<BleAudioCodec | null>(null);
   const [batteryLevel, setBatteryLevel] = useState<number>(-1);
   const [connectedDeviceId, setConnectedDeviceId] = useState<string | null>(null);
+  const { addEvent } = useConnectionLog();
+
+  // Debounce guards
+  const lastConnectAttemptRef = useRef<number>(0);
+  const disconnectTimerRef = useRef<NodeJS.Timeout | null>(null);
 
   const handleConnectionStateChange = useCallback((id: string, state: string) => {
     console.log(`Device ${id} connection state: ${state}`);
@@ -31,20 +38,38 @@ export const useDeviceConnection = (
     setIsConnecting(false);
 
     if (isNowConnected) {
+        // Cancel any pending disconnect timer (handles BLE flapping)
+        if (disconnectTimerRef.current) {
+          clearTimeout(disconnectTimerRef.current);
+          disconnectTimerRef.current = null;
+        }
         setConnectedDeviceId(id);
-        // Potentially fetch the device details from omiConnection if needed to set connectedDevice
-        // For now, we'll assume the app manages the full OmiDevice object elsewhere or doesn't need it here.
+        addEvent('connect_success', `Connected to ${id}`, { deviceId: id });
         if (onConnect) onConnect();
     } else {
-        setConnectedDeviceId(null);
-        setConnectedDevice(null);
-        setCurrentCodec(null);
-        setBatteryLevel(-1);
-        if (onDisconnect) onDisconnect(); 
+        // Debounce disconnect by 500ms to handle BLE flapping
+        if (disconnectTimerRef.current) clearTimeout(disconnectTimerRef.current);
+        disconnectTimerRef.current = setTimeout(() => {
+          disconnectTimerRef.current = null;
+          setConnectedDeviceId(null);
+          setConnectedDevice(null);
+          setCurrentCodec(null);
+          setBatteryLevel(-1);
+          addEvent('disconnect', `Disconnected from ${id}`, { deviceId: id });
+          if (onDisconnect) onDisconnect();
+        }, 500);
     }
   }, [onDisconnect, onConnect]);
 
   const connectToDevice = useCallback(async (deviceId: string) => {
+    // Connect debounce: ignore rapid double-taps within 100ms
+    const now = Date.now();
+    if (now - lastConnectAttemptRef.current < 100) {
+      console.log('[Connection] Debounced rapid connect attempt');
+      return;
+    }
+    lastConnectAttemptRef.current = now;
+
     if (connectedDeviceId && connectedDeviceId !== deviceId) {
       console.log('Disconnecting from previous device before connecting to new one.');
       await disconnectFromDevice();
@@ -55,17 +80,18 @@ export const useDeviceConnection = (
     }
 
     setIsConnecting(true);
-    setConnectedDevice(null); // Clear previous device details
+    setConnectedDevice(null);
     setCurrentCodec(null);
     setBatteryLevel(-1);
+    addEvent('connect_start', `Connecting to ${deviceId}`, { deviceId });
 
     try {
       const success = await omiConnection.connect(deviceId, handleConnectionStateChange);
       if (success) {
         console.log('Successfully initiated connection to device:', deviceId);
-        // Note: actual connected state is set by handleConnectionStateChange callback
       } else {
         setIsConnecting(false);
+        addEvent('connect_fail', `Connection failed to ${deviceId}`, { deviceId });
         Alert.alert('Connection Failed', 'Could not connect to the device. Please try again.');
       }
     } catch (error) {
@@ -73,6 +99,7 @@ export const useDeviceConnection = (
       setIsConnecting(false);
       setConnectedDevice(null);
       setConnectedDeviceId(null);
+      addEvent('connect_fail', `Connection error: ${error}`, { deviceId });
       Alert.alert('Connection Error', String(error));
     }
   }, [omiConnection, handleConnectionStateChange, connectedDeviceId]); // Added connectedDeviceId
@@ -144,6 +171,12 @@ export const useDeviceConnection = (
     }
   }, [omiConnection, connectedDeviceId]);
 
+  const getRawBatteryLevel = useCallback(async (): Promise<number> => {
+    const level = await omiConnection.getBatteryLevel();
+    setBatteryLevel(level);
+    return level;
+  }, [omiConnection]);
+
   return {
     connectedDevice,
     isConnecting,
@@ -153,6 +186,7 @@ export const useDeviceConnection = (
     disconnectFromDevice,
     getAudioCodec,
     getBatteryLevel,
+    getRawBatteryLevel,
     connectedDeviceId
   };
-}; 
\ No newline at end of file
+};
diff --git a/app/app/hooks/useDeviceScanning.ts b/app/src/hooks/useDeviceScanning.ts
similarity index 87%
rename from app/app/hooks/useDeviceScanning.ts
rename to app/src/hooks/useDeviceScanning.ts
index d7780266..96778c32 100644
--- a/app/app/hooks/useDeviceScanning.ts
+++ b/app/src/hooks/useDeviceScanning.ts
@@ -1,6 +1,7 @@
 import { useState, useEffect, useCallback, useRef } from 'react';
 import { BleManager, State as BluetoothState } from 'react-native-ble-plx';
-import { OmiConnection, OmiDevice } from 'friend-lite-react-native'; // Assuming this is the correct import for Omi types
+import { OmiConnection, OmiDevice } from 'friend-lite-react-native';
+import { useConnectionLog } from '../contexts/ConnectionLogContext';
 
 interface UseDeviceScanning {
   devices: OmiDevice[];
@@ -20,8 +21,9 @@ export const useDeviceScanning = (
   const [devices, setDevices] = useState<OmiDevice[]>([]);
   const [scanning, setScanning] = useState(false);
   const [error, setError] = useState<string | null>(null);
-  const stopScanFunctionRef = useRef<(() => void) | null>(null); // To store the stop function from omiConnection.scanForDevices
-  const scanTimeoutRef = useRef<NodeJS.Timeout | null>(null); // For an explicit scan timeout
+  const stopScanFunctionRef = useRef<(() => void) | null>(null);
+  const scanTimeoutRef = useRef<NodeJS.Timeout | null>(null);
+  const { addEvent } = useConnectionLog();
 
   const handleStopScan = useCallback(() => {
     console.log('[Scanner] handleStopScan called');
@@ -39,14 +41,15 @@ export const useDeviceScanning = (
       }
       stopScanFunctionRef.current = null; // Clear it after stopping
     }
-    setScanning(false); // Explicitly set scanning to false
+    setScanning(false);
+    addEvent('scan_stop', 'BLE scan stopped');
     console.log('[Scanner] Scan stopped, scanning state set to false.');
   }, []);
 
   const startScan = useCallback(async () => {
     console.log('[Scanner] startScan called');
     setError(null);
-    setDevices([]); 
+    setDevices([]);
 
     if (scanning) {
       console.log('[Scanner] Scan already in progress. Stopping previous scan first.');
@@ -77,7 +80,7 @@ export const useDeviceScanning = (
       setError('Bluetooth is not enabled. Please turn on Bluetooth.');
       return;
     }
-    
+
     const currentState = await bleManager.state();
     if (currentState !== BluetoothState.PoweredOn) {
         console.warn(`[Scanner] Bluetooth state is ${currentState}, not PoweredOn. Cannot scan.`);
@@ -87,22 +90,22 @@ export const useDeviceScanning = (
 
     console.log('[Scanner] Starting device scan with omiConnection');
     setScanning(true);
+    addEvent('scan_start', 'BLE scan started');
 
     try {
       stopScanFunctionRef.current = omiConnection.scanForDevices(
         (device: OmiDevice) => { // Single callback for found devices
           console.log(`[Scanner] Device found: ${device.name} (${device.id}), RSSI: ${device.rssi}`);
           setDevices((prevDevices) => {
-            // Check if device already exists, update if new, or if RSSI is stronger (optional)
             const existingDeviceIndex = prevDevices.findIndex((d) => d.id === device.id);
             if (existingDeviceIndex === -1) {
+              addEvent('scan_result', `Found: ${device.name || 'Unknown'}`, { deviceId: device.id, deviceName: device.name || undefined, rssi: device.rssi ?? undefined });
               return [...prevDevices, device];
             } else {
-              // Optionally update existing device info, e.g., if RSSI is part of OmiDevice and useful
-              // const updatedDevices = [...prevDevices];
-              // updatedDevices[existingDeviceIndex] = device; 
-              // return updatedDevices;
-              return prevDevices; // Or just keep the first instance found
+              // Update existing device with fresh RSSI
+              const updatedDevices = [...prevDevices];
+              updatedDevices[existingDeviceIndex] = device;
+              return updatedDevices;
             }
           });
         }
@@ -140,4 +143,4 @@ export const useDeviceScanning = (
   }, [handleStopScan]);
 
   return { devices, scanning, startScan, stopScan: handleStopScan, error };
-}; 
\ No newline at end of file
+};
diff --git a/app/src/hooks/usePhoneAudioDevices.ts b/app/src/hooks/usePhoneAudioDevices.ts
new file mode 100644
index 00000000..a4e8d128
--- /dev/null
+++ b/app/src/hooks/usePhoneAudioDevices.ts
@@ -0,0 +1,122 @@
+// usePhoneAudioDevices.ts
+// Enumerates available audio INPUT devices (phone mic, Bluetooth headset, wired, etc.)
+// and tracks which one to use for phone-audio streaming.
+//
+// Selection model:
+//   - 'auto'  → prefer an available Bluetooth input if present, else system default mic.
+//   - <id>    → use that specific device when available, else fall back to system default.
+import { useState, useRef, useEffect, useCallback } from 'react';
+import { audioDeviceManager } from '@siteed/expo-audio-studio';
+import type { AudioDevice } from '@siteed/expo-audio-studio';
+
+export const AUTO_DEVICE_ID = 'auto';
+
+/** Heuristic: is this input device a Bluetooth headset/earbud mic? */
+export const isBluetoothInput = (device: AudioDevice): boolean => {
+  const type = (device.type || '').toLowerCase();
+  const name = (device.name || '').toLowerCase();
+  return (
+    type.includes('bluetooth') ||
+    type.includes('bt') ||
+    name.includes('bluetooth') ||
+    name.includes('airpod') ||
+    name.includes('headset') ||
+    name.includes('headphone') ||
+    name.includes('buds') ||
+    name.includes('hands-free')
+  );
+};
+
+/**
+ * Resolve the device that should actually be used given the current selection.
+ * Returns null when the system default mic should be used (no explicit deviceId).
+ */
+export const pickPreferredDevice = (
+  devices: AudioDevice[],
+  selectedDeviceId: string
+): AudioDevice | null => {
+  if (selectedDeviceId && selectedDeviceId !== AUTO_DEVICE_ID) {
+    const explicit = devices.find((d) => d.id === selectedDeviceId && d.isAvailable);
+    if (explicit) return explicit;
+    // Selected device is gone — fall through to auto behaviour.
+  }
+  const bluetooth = devices.find((d) => isBluetoothInput(d) && d.isAvailable);
+  if (bluetooth) return bluetooth;
+  return null; // system default
+};
+
+export interface UsePhoneAudioDevices {
+  devices: AudioDevice[];
+  selectedDeviceId: string;
+  setSelectedDeviceId: (id: string) => void;
+  /** The device 'auto' would resolve to right now (for UI display), or null for default mic. */
+  effectiveDevice: AudioDevice | null;
+  loading: boolean;
+  refresh: () => Promise<AudioDevice[]>;
+  /** Resolve the deviceId to pass to the recorder at start time (undefined = system default). */
+  resolveEffectiveDeviceId: () => Promise<string | undefined>;
+}
+
+export const usePhoneAudioDevices = (): UsePhoneAudioDevices => {
+  const [devices, setDevices] = useState<AudioDevice[]>([]);
+  const [selectedDeviceId, setSelectedDeviceId] = useState<string>(AUTO_DEVICE_ID);
+  const [loading, setLoading] = useState<boolean>(false);
+
+  const selectedRef = useRef<string>(selectedDeviceId);
+  const mountedRef = useRef<boolean>(true);
+  useEffect(() => {
+    selectedRef.current = selectedDeviceId;
+  }, [selectedDeviceId]);
+
+  const refresh = useCallback(async (): Promise<AudioDevice[]> => {
+    setLoading(true);
+    try {
+      const list = await audioDeviceManager.getAvailableDevices({ refresh: true });
+      if (mountedRef.current) setDevices(list);
+      return list;
+    } catch (error) {
+      console.warn('[PhoneAudioDevices] Failed to enumerate devices:', error);
+      return [];
+    } finally {
+      if (mountedRef.current) setLoading(false);
+    }
+  }, []);
+
+  useEffect(() => {
+    mountedRef.current = true;
+    refresh();
+    // React to devices connecting/disconnecting (e.g. Bluetooth headset paired while app open)
+    const removeListener = audioDeviceManager.addDeviceChangeListener((list) => {
+      if (mountedRef.current) setDevices(list);
+    });
+    return () => {
+      mountedRef.current = false;
+      removeListener();
+    };
+  }, [refresh]);
+
+  const resolveEffectiveDeviceId = useCallback(async (): Promise<string | undefined> => {
+    // Refresh right before starting so we pick up a just-connected headset.
+    let list = devices;
+    try {
+      list = await audioDeviceManager.getAvailableDevices({ refresh: true });
+      if (mountedRef.current) setDevices(list);
+    } catch (error) {
+      console.warn('[PhoneAudioDevices] resolve refresh failed, using cached list:', error);
+    }
+    const picked = pickPreferredDevice(list, selectedRef.current);
+    return picked?.id;
+  }, [devices]);
+
+  const effectiveDevice = pickPreferredDevice(devices, selectedDeviceId);
+
+  return {
+    devices,
+    selectedDeviceId,
+    setSelectedDeviceId,
+    effectiveDevice,
+    loading,
+    refresh,
+    resolveEffectiveDeviceId,
+  };
+};
diff --git a/app/app/hooks/usePhoneAudioRecorder.ts b/app/src/hooks/usePhoneAudioRecorder.ts
similarity index 83%
rename from app/app/hooks/usePhoneAudioRecorder.ts
rename to app/src/hooks/usePhoneAudioRecorder.ts
index 9d422c38..b091bdd3 100644
--- a/app/app/hooks/usePhoneAudioRecorder.ts
+++ b/app/src/hooks/usePhoneAudioRecorder.ts
@@ -8,15 +8,24 @@ import {
   ExpoAudioStreamModule,
 } from '@siteed/expo-audio-studio';
 import type { AudioDataEvent } from '@siteed/expo-audio-studio';
+// @ts-ignore - no type declarations available
 import base64 from 'react-native-base64';
 
 
+interface StartRecordingOptions {
+  /** Specific input device to record from. Omit/undefined to use the system default mic. */
+  deviceId?: string;
+}
+
 interface UsePhoneAudioRecorder {
   isRecording: boolean;
   isInitializing: boolean;
   error: string | null;
   audioLevel: number;
-  startRecording: (onAudioData: (pcmBuffer: Uint8Array) => void) => Promise<void>;
+  startRecording: (
+    onAudioData: (pcmBuffer: Uint8Array) => void,
+    options?: StartRecordingOptions
+  ) => Promise<void>;
   stopRecording: () => Promise<void>;
 }
 
@@ -33,7 +42,7 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
   const [isInitializing, setIsInitializing] = useState<boolean>(false);
   const [error, setError] = useState<string | null>(null);
   const [audioLevel, setAudioLevel] = useState<number>(0);
-  
+
   const onAudioDataRef = useRef<((pcmBuffer: Uint8Array) => void) | null>(null);
   const mountedRef = useRef<boolean>(true);
 
@@ -52,13 +61,13 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
     try {
       const audioData = event.data;
       console.log('[PhoneAudioRecorder] processAudioDataEvent called, data type:', typeof audioData);
-      
+
       if (typeof audioData === 'string') {
         // Base64 encoded data (native platforms) - decode using react-native-base64
         console.log('[PhoneAudioRecorder] Decoding Base64 string, length:', audioData.length);
         const binaryString = base64.decode(audioData);
         console.log('[PhoneAudioRecorder] Decoded to binary string, length:', binaryString.length);
-        
+
         const bytes = new Uint8Array(binaryString.length);
         for (let i = 0; i < binaryString.length; i++) {
           bytes[i] = binaryString.charCodeAt(i);
@@ -118,7 +127,10 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
   }, []);
 
   // Start recording from phone microphone - EXACT 2025 guide pattern
-  const startRecording = useCallback(async (onAudioData: (pcmBuffer: Uint8Array) => void): Promise<void> => {
+  const startRecording = useCallback(async (
+    onAudioData: (pcmBuffer: Uint8Array) => void,
+    options?: StartRecordingOptions
+  ): Promise<void> => {
     if (isRecording) {
       console.log('[PhoneAudioRecorder] Already recording, stopping first...');
       await stopRecording();
@@ -135,22 +147,38 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
         throw new Error('Microphone permission denied');
       }
 
-      console.log('[PhoneAudioRecorder] Starting audio recording...');
+      console.log(
+        '[PhoneAudioRecorder] Starting audio recording...',
+        options?.deviceId ? `deviceId=${options.deviceId}` : 'deviceId=default'
+      );
 
       // EXACT config from 2025 guide + processing for audio levels
       const config = {
         interval: 100,
-        sampleRate: 16000,
-        channels: 1,
+        sampleRate: 16000 as const,
+        channels: 1 as const,
         encoding: "pcm_16bit" as const,
         enableProcessing: true,        // Enable audio analysis for live RMS
         intervalAnalysis: 500,         // Analysis every 500ms
+        // Route to the chosen input device (e.g. a Bluetooth headset mic). When the
+        // device drops mid-stream, fall back to the default mic instead of stopping.
+        ...(options?.deviceId ? { deviceId: options.deviceId } : {}),
+        deviceDisconnectionBehavior: 'fallback' as const,
+        // iOS requires PlayAndRecord + AllowBluetooth for the OS to route input to a
+        // Bluetooth (HFP/SCO) headset mic; without it iOS keeps the built-in mic.
+        ios: {
+          audioSession: {
+            category: 'PlayAndRecord' as const,
+            mode: 'Default' as const,
+            categoryOptions: ['AllowBluetooth', 'DefaultToSpeaker'] as ('AllowBluetooth' | 'DefaultToSpeaker')[],
+          },
+        },
         onAudioStream: async (event: AudioDataEvent) => {
           // EXACT payload handling from guide
-          const payload = typeof event.data === "string" 
-            ? event.data 
-            : Buffer.from(event.data as ArrayBuffer).toString("base64");
-          
+          const payload = typeof event.data === "string"
+            ? event.data
+            : Buffer.from(event.data as unknown as ArrayBuffer).toString("base64");
+
           // Convert to our expected format
           if (onAudioDataRef.current && mountedRef.current) {
             const pcmBuffer = processAudioDataEvent(event);
@@ -162,7 +190,7 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
       };
 
       const result = await startRecorderInternal(config);
-      
+
       if (!result) {
         throw new Error('Failed to start recording');
       }
@@ -184,7 +212,7 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
   // Stop recording
   const stopRecording = useCallback(async (): Promise<void> => {
     console.log('[PhoneAudioRecorder] Stopping recording...');
-    
+
     // Early return if not recording
     if (!isRecording) {
       console.log('[PhoneAudioRecorder] Not recording, nothing to stop');
@@ -193,7 +221,7 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
       setStateSafe(setIsInitializing, false);
       return;
     }
-    
+
     onAudioDataRef.current = null;
     setStateSafe(setAudioLevel, 0);
 
@@ -230,13 +258,13 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
       console.log('[PhoneAudioRecorder] Component unmounting, setting mountedRef to false');
     };
   }, []); // Empty dependency array - only runs on mount/unmount
-  
+
   // Separate effect for stopping recording when needed
   useEffect(() => {
     return () => {
       // Stop recording if active when dependencies change
       if (isRecording) {
-        stopRecorderInternal().catch(err => 
+        stopRecorderInternal().catch(err =>
           console.error('[PhoneAudioRecorder] Cleanup stop error:', err)
         );
       }
@@ -251,4 +279,4 @@ export const usePhoneAudioRecorder = (): UsePhoneAudioRecorder => {
     startRecording,
     stopRecording,
   };
-};
\ No newline at end of file
+};
diff --git a/app/src/services/auth.ts b/app/src/services/auth.ts
new file mode 100644
index 00000000..285f78b5
--- /dev/null
+++ b/app/src/services/auth.ts
@@ -0,0 +1,192 @@
+// auth.ts — central authentication / token manager.
+//
+// Single source of truth for obtaining a *valid* JWT. JWTs are short-lived
+// (1h), so "we have a token" is not the same as "we are logged in". Everything
+// that needs auth should go through getValidToken()/fetchAuthed() so a token
+// that has expired (or a 401) is silently refreshed from stored credentials —
+// the user only sees a real failure if re-login itself fails.
+//
+// Framework-agnostic (no React) so hooks, screens and background tasks can all
+// share it.
+
+import {
+  getAuthEmail,
+  getAuthPassword,
+  getWebSocketUrl,
+  getJwtToken,
+  saveAuthEmail,
+  saveAuthPassword,
+  saveJwtToken,
+  clearToken,
+  clearAuthData,
+} from '../utils/storage';
+
+/** Convert a ws(s):// or http(s):// URL (optionally ending in /ws) to an HTTP base URL. */
+export const deriveBaseUrl = (url: string): string => {
+  return url
+    .replace('ws://', 'http://')
+    .replace('wss://', 'https://')
+    .split('/ws')[0];
+};
+
+/** Best-effort decode of a JWT's `exp` (epoch seconds). Returns null if undecodable. */
+const getTokenExpiry = (token: string): number | null => {
+  try {
+    const payload = token.split('.')[1];
+    if (!payload) return null;
+    // base64url → base64
+    const base64 = payload.replace(/-/g, '+').replace(/_/g, '/');
+    const json = typeof atob === 'function' ? atob(base64) : null;
+    if (!json) return null;
+    const claims = JSON.parse(json);
+    return typeof claims.exp === 'number' ? claims.exp : null;
+  } catch {
+    return null;
+  }
+};
+
+/** True if the token is missing or within `skewSeconds` of expiry. */
+export const isTokenExpired = (token: string | null, skewSeconds = 60): boolean => {
+  if (!token) return true;
+  const exp = getTokenExpiry(token);
+  if (exp === null) return false; // can't tell → assume usable, rely on 401 retry
+  return Date.now() / 1000 >= exp - skewSeconds;
+};
+
+/** Listeners notified whenever a fresh token is obtained (login or refresh). */
+type TokenListener = (token: string) => void;
+const tokenListeners = new Set<TokenListener>();
+
+export const onTokenRefreshed = (listener: TokenListener): (() => void) => {
+  tokenListeners.add(listener);
+  return () => tokenListeners.delete(listener);
+};
+
+const notifyToken = (token: string) => {
+  tokenListeners.forEach(l => {
+    try {
+      l(token);
+    } catch (e) {
+      console.warn('[Auth] token listener error:', e);
+    }
+  });
+};
+
+// De-dupe concurrent refreshes: many callers may hit a 401 at once.
+let refreshInFlight: Promise<string | null> | null = null;
+
+/**
+ * Authenticate with the backend and persist email/password/token.
+ * Returns the new token. Throws on failure (used by the interactive login form).
+ */
+export const login = async (
+  email: string,
+  password: string,
+  backendUrl: string
+): Promise<string> => {
+  const baseUrl = deriveBaseUrl(backendUrl);
+  const loginUrl = `${baseUrl}/auth/jwt/login`;
+  const body = `username=${encodeURIComponent(email)}&password=${encodeURIComponent(password)}`;
+
+  const response = await fetch(loginUrl, {
+    method: 'POST',
+    headers: { 'Content-Type': 'application/x-www-form-urlencoded' },
+    body,
+  });
+
+  if (!response.ok) {
+    const text = await response.text().catch(() => '');
+    throw new Error(`Login failed: ${response.status} ${response.statusText} ${text}`.trim());
+  }
+
+  const data = await response.json();
+  const token = data.access_token;
+  if (!token) throw new Error('No access token received from server');
+
+  await saveAuthEmail(email);
+  await saveAuthPassword(password);
+  await saveJwtToken(token);
+  notifyToken(token);
+  return token;
+};
+
+/**
+ * Silently re-authenticate using stored credentials. Returns the new token, or
+ * null if credentials are missing or re-login fails. Concurrent callers share a
+ * single in-flight request.
+ */
+export const refreshToken = async (): Promise<string | null> => {
+  if (refreshInFlight) return refreshInFlight;
+
+  refreshInFlight = (async () => {
+    try {
+      const email = await getAuthEmail();
+      const password = await getAuthPassword();
+      const wsUrl = await getWebSocketUrl();
+      if (!email || !password || !wsUrl) {
+        console.log('[Auth] Cannot refresh: missing stored credentials');
+        return null;
+      }
+      const token = await login(email, password, wsUrl);
+      console.log('[Auth] Token refreshed');
+      return token;
+    } catch (e) {
+      console.warn('[Auth] Token refresh failed:', e);
+      return null;
+    } finally {
+      refreshInFlight = null;
+    }
+  })();
+
+  return refreshInFlight;
+};
+
+/**
+ * Return a token that is valid right now: the stored token if it's not near
+ * expiry, otherwise a freshly refreshed one. Returns null only if we have no
+ * way to authenticate.
+ */
+export const getValidToken = async (): Promise<string | null> => {
+  const token = await getJwtToken();
+  if (token && !isTokenExpired(token)) return token;
+  return await refreshToken();
+};
+
+/**
+ * fetch() wrapper that attaches a valid bearer token and transparently retries
+ * once on a 401 after refreshing. Use for ALL authenticated API calls so the UI
+ * never has to think about token expiry.
+ */
+export const fetchAuthed = async (
+  input: string,
+  init: RequestInit = {}
+): Promise<Response> => {
+  const withAuth = async (token: string | null): Promise<Response> => {
+    const headers = new Headers(init.headers || {});
+    if (token) headers.set('Authorization', `Bearer ${token}`);
+    return fetch(input, { ...init, headers });
+  };
+
+  let token = await getValidToken();
+  let response = await withAuth(token);
+
+  if (response.status === 401) {
+    // Token rejected despite our expiry check — force a refresh and retry once.
+    token = await refreshToken();
+    if (token) {
+      response = await withAuth(token);
+    }
+  }
+
+  return response;
+};
+
+/** Log out: drop the token but keep email + password for one-tap re-login. */
+export const logout = async (): Promise<void> => {
+  await clearToken();
+};
+
+/** Forget account: clear email, password and token. */
+export const forgetAccount = async (): Promise<void> => {
+  await clearAuthData();
+};
diff --git a/app/src/services/serviceManager.ts b/app/src/services/serviceManager.ts
new file mode 100644
index 00000000..c3e12ad4
--- /dev/null
+++ b/app/src/services/serviceManager.ts
@@ -0,0 +1,255 @@
+// serviceManager.ts — client for the host service-manager agent (edge/service_manager.py).
+//
+// Two transports, auto-selected:
+//   • via backend proxy (/api/admin/services*) using the existing admin JWT —
+//     works whenever the backend is up, needs no SM token.
+//   • direct to the SM agent (host:8775) using a stored SM token — the only path
+//     that works when the BACKEND ITSELF is down (i.e. the "start the backend"
+//     case). The SM URL is taken from storage, or derived from the backend host
+//     on :8775 and confirmed via the unauthed /health probe.
+
+import { fetchAuthed, deriveBaseUrl } from './auth';
+import { getServiceManagerUrl, getServiceManagerToken } from '../utils/storage';
+
+export interface ServiceInfo {
+  name: string;
+  // The agent reports health as a string, not a running boolean.
+  health?: 'healthy' | 'partial' | 'starting' | 'unhealthy' | 'stopped' | string;
+  enabled?: boolean;
+  health_detail?: string;
+  node?: string;
+  remote?: boolean;
+  provider?: unknown;
+  description?: string;
+  ports?: unknown;
+  [key: string]: unknown;
+}
+
+export interface ServicesResult {
+  available: boolean;
+  reason?: string;
+  services?: ServiceInfo[];
+  [key: string]: unknown;
+}
+
+export interface ServiceOperation {
+  id?: string;
+  node?: string | null;
+  status?: string;
+  [key: string]: unknown;
+}
+
+export interface ServiceActionResult {
+  operation?: ServiceOperation;
+  [key: string]: unknown;
+}
+
+/** Derive the SM URL from a backend URL by swapping to its host on :8775.
+ * The agent serves plain HTTP on the tailnet (no TLS), so we always use http. */
+export const deriveServiceManagerUrl = (backendUrl: string): string | null => {
+  try {
+    const base = deriveBaseUrl(backendUrl);
+    const u = new URL(base);
+    return `http://${u.hostname}:8775`;
+  } catch {
+    return null;
+  }
+};
+
+/** Resolve the SM base URL: stored value first, else derived from the backend. */
+const resolveSmUrl = async (backendUrl: string): Promise<string | null> => {
+  const stored = await getServiceManagerUrl();
+  if (stored) return stored.replace(/\/+$/, '');
+  return deriveServiceManagerUrl(backendUrl);
+};
+
+/** True if the SM agent answers its unauthed /health. */
+export const isServiceManagerReachable = async (backendUrl: string): Promise<boolean> => {
+  const smUrl = await resolveSmUrl(backendUrl);
+  if (!smUrl) return false;
+  try {
+    const controller = new AbortController();
+    const timer = setTimeout(() => controller.abort(), 6000);
+    const resp = await fetch(`${smUrl}/health`, { signal: controller.signal });
+    clearTimeout(timer);
+    return resp.ok;
+  } catch {
+    return false;
+  }
+};
+
+const directHeaders = (token: string): HeadersInit => ({
+  'Content-Type': 'application/json',
+  Authorization: `Bearer ${token}`,
+});
+
+interface NodeInfo {
+  host?: string;
+  tailscale?: { dns?: string | null; ip?: string | null };
+}
+
+/** Probe a candidate backend base URL's /health (short timeout). */
+const probeHealth = async (baseUrl: string): Promise<boolean> => {
+  try {
+    const controller = new AbortController();
+    const timer = setTimeout(() => controller.abort(), 5000);
+    const resp = await fetch(`${baseUrl}/health`, { signal: controller.signal });
+    clearTimeout(timer);
+    // 200 (healthy) or 401/403 (reachable but needs auth) both prove the host.
+    return resp.ok || resp.status === 401 || resp.status === 403;
+  } catch {
+    return false;
+  }
+};
+
+/**
+ * Recover the backend HTTP base URL when it's been lost but the service-manager
+ * URL + token survive. The SM host IS the backend host, so we ask the SM /node
+ * for its canonical Tailscale name/IP and probe the usual backend addresses
+ * (HTTPS on :443, HTTP on :8000) until one answers /health. Returns the working
+ * HTTP base URL, or null if recovery isn't possible.
+ *
+ * The token alone cannot recover anything — it carries no address — which is why
+ * we always persist the SM URL beside it.
+ */
+export const recoverBackendUrl = async (): Promise<string | null> => {
+  const smUrl = (await getServiceManagerUrl())?.replace(/\/+$/, '');
+  const token = await getServiceManagerToken();
+  if (!smUrl) return null;
+
+  // Candidate hosts, best first: the SM URL's own host always works as a
+  // fallback; /node may add the canonical MagicDNS name and tailnet IP.
+  const hosts: string[] = [];
+  try {
+    hosts.push(new URL(smUrl).hostname);
+  } catch {
+    // ignore malformed SM URL
+  }
+
+  if (token) {
+    try {
+      const resp = await fetch(`${smUrl}/node`, { headers: directHeaders(token) });
+      if (resp.ok) {
+        const node = (await resp.json()) as NodeInfo;
+        const dns = node.tailscale?.dns;
+        const ip = node.tailscale?.ip;
+        if (dns) hosts.unshift(dns);
+        if (ip) hosts.push(ip);
+      }
+    } catch (e) {
+      console.log('[ServiceManager] /node lookup failed during recovery:', e);
+    }
+  }
+
+  // De-dupe while preserving order, then probe candidate URLs.
+  const seen = new Set<string>();
+  for (const host of hosts) {
+    if (!host || seen.has(host)) continue;
+    seen.add(host);
+    for (const candidate of [`https://${host}`, `http://${host}:8000`]) {
+      if (await probeHealth(candidate)) {
+        console.log('[ServiceManager] Recovered backend URL:', candidate);
+        return candidate;
+      }
+    }
+  }
+
+  return null;
+};
+
+/**
+ * List host-managed services. Prefers the backend proxy; on proxy failure (e.g.
+ * backend down) falls back to a direct SM call when a token is available.
+ */
+export const listServices = async (backendUrl: string): Promise<ServicesResult> => {
+  const base = deriveBaseUrl(backendUrl);
+
+  // Transport 1: backend proxy (admin JWT).
+  try {
+    const resp = await fetchAuthed(`${base}/api/admin/services`);
+    if (resp.ok) {
+      return (await resp.json()) as ServicesResult;
+    }
+  } catch (e) {
+    console.log('[ServiceManager] proxy listServices failed, trying direct:', e);
+  }
+
+  // Transport 2: direct to SM (needs URL + token).
+  const smUrl = await resolveSmUrl(backendUrl);
+  const token = await getServiceManagerToken();
+  if (smUrl && token) {
+    const resp = await fetch(`${smUrl}/services`, { headers: directHeaders(token) });
+    if (resp.ok) {
+      return { available: true, ...(await resp.json()) };
+    }
+    return { available: false, reason: `sm_http_${resp.status}` };
+  }
+
+  return { available: false, reason: 'unreachable' };
+};
+
+/** Start/stop/restart a service. Proxy first, direct fallback. */
+export const serviceAction = async (
+  backendUrl: string,
+  name: string,
+  action: 'start' | 'stop' | 'restart',
+  node?: string
+): Promise<ServiceActionResult> => {
+  const base = deriveBaseUrl(backendUrl);
+  const body = JSON.stringify(node ? { node } : {});
+
+  try {
+    const resp = await fetchAuthed(`${base}/api/admin/services/${name}/${action}`, {
+      method: 'POST',
+      headers: { 'Content-Type': 'application/json' },
+      body,
+    });
+    if (resp.ok) return (await resp.json()) as ServiceActionResult;
+    // A 4xx/5xx from a reachable backend is a real error — surface it.
+    if (resp.status !== 502 && resp.status !== 503) {
+      throw new Error(`Service action failed (HTTP ${resp.status})`);
+    }
+  } catch (e) {
+    console.log('[ServiceManager] proxy serviceAction failed, trying direct:', e);
+  }
+
+  const smUrl = await resolveSmUrl(backendUrl);
+  const token = await getServiceManagerToken();
+  if (smUrl && token) {
+    const resp = await fetch(`${smUrl}/services/${name}/${action}`, {
+      method: 'POST',
+      headers: directHeaders(token),
+      body,
+    });
+    if (resp.ok) return (await resp.json()) as ServiceActionResult;
+    throw new Error(`Service action failed (HTTP ${resp.status})`);
+  }
+
+  throw new Error('Cannot reach the service manager (no stored token).');
+};
+
+/** Poll a long-running start/stop/build operation. Proxy first, direct fallback. */
+export const getOperation = async (
+  backendUrl: string,
+  operationId: string,
+  node?: string | null
+): Promise<ServiceOperation> => {
+  const base = deriveBaseUrl(backendUrl);
+  const query = node ? `?node=${encodeURIComponent(node)}` : '';
+
+  try {
+    const resp = await fetchAuthed(`${base}/api/admin/services/operations/${operationId}${query}`);
+    if (resp.ok) return (await resp.json()) as ServiceOperation;
+  } catch (e) {
+    console.log('[ServiceManager] proxy getOperation failed, trying direct:', e);
+  }
+
+  const smUrl = await resolveSmUrl(backendUrl);
+  const token = await getServiceManagerToken();
+  if (smUrl && token) {
+    const resp = await fetch(`${smUrl}/operations/${operationId}`, { headers: directHeaders(token) });
+    if (resp.ok) return (await resp.json()) as ServiceOperation;
+  }
+
+  throw new Error('Cannot poll operation status.');
+};
diff --git a/app/src/theme.ts b/app/src/theme.ts
new file mode 100644
index 00000000..0697c432
--- /dev/null
+++ b/app/src/theme.ts
@@ -0,0 +1,58 @@
+import { useColorScheme } from 'react-native';
+
+export interface ThemeColors {
+  background: string;
+  card: string;
+  cardBorder: string;
+  text: string;
+  textSecondary: string;
+  textTertiary: string;
+  primary: string;
+  success: string;
+  warning: string;
+  danger: string;
+  inputBackground: string;
+  inputBorder: string;
+  separator: string;
+  disabled: string;
+}
+
+const lightColors: ThemeColors = {
+  background: '#f5f5f5',
+  card: '#ffffff',
+  cardBorder: '#e0e0e0',
+  text: '#333333',
+  textSecondary: '#555555',
+  textTertiary: '#888888',
+  primary: '#007AFF',
+  success: '#34C759',
+  warning: '#FF9500',
+  danger: '#FF3B30',
+  inputBackground: '#f0f0f0',
+  inputBorder: '#dddddd',
+  separator: '#e0e0e0',
+  disabled: '#A0A0A0',
+};
+
+const darkColors: ThemeColors = {
+  background: '#000000',
+  card: '#1c1c1e',
+  cardBorder: '#38383a',
+  text: '#f2f2f7',
+  textSecondary: '#aeaeb2',
+  textTertiary: '#636366',
+  primary: '#0a84ff',
+  success: '#30d158',
+  warning: '#ff9f0a',
+  danger: '#ff453a',
+  inputBackground: '#2c2c2e',
+  inputBorder: '#38383a',
+  separator: '#38383a',
+  disabled: '#636366',
+};
+
+export function useTheme() {
+  const scheme = useColorScheme();
+  const isDark = scheme === 'dark';
+  return { colors: isDark ? darkColors : lightColors, isDark };
+}
diff --git a/app/src/utils/audioPlayback.ts b/app/src/utils/audioPlayback.ts
new file mode 100644
index 00000000..bf3624ca
--- /dev/null
+++ b/app/src/utils/audioPlayback.ts
@@ -0,0 +1,116 @@
+// audioPlayback.ts
+//
+// Plays "downlink" audio that the backend pushes to a connected device over the
+// audio WebSocket. This mirrors what the HAVPE relay does: the backend publishes
+// a `play-audio` control frame to `device:downlink:{client_id}`, the WebSocket
+// controller forwards it to the device, and the device plays the audio locally.
+//
+// On the phone the audio is delivered inline as base64-encoded WAV bytes
+// (`{ type: "play-audio", data: { audio_b64, format } }`). We stage the bytes to a
+// temp file in the cache directory and play them through the speaker with
+// expo-audio.
+
+import { createAudioPlayer, setAudioModeAsync, type AudioPlayer } from 'expo-audio';
+import { File, Paths } from 'expo-file-system';
+
+export interface PlayAudioData {
+  /** Base64-encoded audio bytes (e.g. a synthesized TTS reply). */
+  audio_b64?: string;
+  /** Optional URL to fetch audio from instead of inline bytes. */
+  url?: string;
+  /** Container format / file extension (defaults to "wav"). */
+  format?: string;
+}
+
+// Configure the audio session once. We want playback to come out of the speaker
+// while the microphone is simultaneously recording for the streaming session.
+let audioModeConfigured = false;
+async function ensureAudioMode(): Promise<void> {
+  if (audioModeConfigured) return;
+  try {
+    await setAudioModeAsync({
+      playsInSilentMode: true, // iOS: play even when the ringer switch is silenced
+      allowsRecording: true, // iOS: keep mic capture working during playback
+      shouldRouteThroughEarpiece: false, // Android: route to the loudspeaker
+    });
+    audioModeConfigured = true;
+  } catch (e) {
+    console.warn('[AudioPlayback] Failed to configure audio mode:', e);
+  }
+}
+
+// Monotonic counter so concurrent/overlapping replies don't clobber each other's
+// temp files before playback finishes.
+let fileSeq = 0;
+
+/**
+ * Play a backend `play-audio` downlink message through the phone speaker.
+ * Fire-and-forget: errors are logged, never thrown.
+ */
+export async function playDownlinkAudio(data: PlayAudioData): Promise<void> {
+  const { audio_b64, url, format = 'wav' } = data || {};
+
+  let source: string | null = null;
+  let tempFile: File | null = null;
+
+  if (audio_b64) {
+    try {
+      const file = new File(Paths.cache, `downlink_${Date.now()}_${fileSeq++}.${format}`);
+      if (file.exists) file.delete();
+      file.write(audio_b64, { encoding: 'base64' });
+      tempFile = file;
+      source = file.uri;
+    } catch (e) {
+      console.warn('[AudioPlayback] Failed to stage downlink audio bytes:', e);
+      return;
+    }
+  } else if (url) {
+    source = url;
+  } else {
+    console.warn('[AudioPlayback] play-audio message had no audio_b64 or url');
+    return;
+  }
+
+  await ensureAudioMode();
+
+  let player: AudioPlayer;
+  try {
+    player = createAudioPlayer(source);
+  } catch (e) {
+    console.warn('[AudioPlayback] Failed to create audio player:', e);
+    if (tempFile) {
+      try {
+        tempFile.delete();
+      } catch {}
+    }
+    return;
+  }
+
+  const cleanup = () => {
+    try {
+      player.remove();
+    } catch {}
+    if (tempFile) {
+      try {
+        tempFile.delete();
+      } catch {}
+      tempFile = null;
+    }
+  };
+
+  try {
+    const sub = player.addListener('playbackStatusUpdate', (status) => {
+      if (status.didJustFinish) {
+        try {
+          sub.remove();
+        } catch {}
+        cleanup();
+      }
+    });
+    console.log(`[AudioPlayback] ▶️ Playing downlink audio (${format}) from ${source}`);
+    player.play();
+  } catch (e) {
+    console.warn('[AudioPlayback] Failed to play downlink audio:', e);
+    cleanup();
+  }
+}
diff --git a/app/src/utils/deviceType.ts b/app/src/utils/deviceType.ts
new file mode 100644
index 00000000..e1a07481
--- /dev/null
+++ b/app/src/utils/deviceType.ts
@@ -0,0 +1,8 @@
+export type DeviceType = 'neo' | 'omi' | 'unknown';
+
+export function detectDeviceType(name: string | null): DeviceType {
+  const lower = (name || '').toLowerCase();
+  if (lower.includes('neo')) return 'neo';
+  if (lower.includes('omi') || lower.includes('friend') || lower.includes('elato')) return 'omi';
+  return 'unknown';
+}
diff --git a/app/src/utils/logger.ts b/app/src/utils/logger.ts
new file mode 100644
index 00000000..a61ad76d
--- /dev/null
+++ b/app/src/utils/logger.ts
@@ -0,0 +1,173 @@
+import * as FileSystem from 'expo-file-system/legacy';
+import * as Updates from 'expo-updates';
+import { Platform } from 'react-native';
+import Constants from 'expo-constants';
+
+const LOG_DIR = `${FileSystem.documentDirectory}chronicle-logs/`;
+const LOG_FILE = `${LOG_DIR}chronicle-log.txt`;
+const LOG_FILE_OLD = `${LOG_DIR}chronicle-log.old.txt`;
+const MAX_LOG_BYTES = 1_000_000;
+
+type Level = 'INFO' | 'WARN' | 'ERROR' | 'FATAL';
+
+let initialized = false;
+let writeQueue: Promise<void> = Promise.resolve();
+let sessionId = '';
+
+function ts(): string {
+  return new Date().toISOString();
+}
+
+function formatLine(level: Level, tag: string, msg: string): string {
+  return `${ts()} [${level}] [${tag}] ${msg}\n`;
+}
+
+async function rotateIfNeeded(): Promise<void> {
+  try {
+    const info = await FileSystem.getInfoAsync(LOG_FILE);
+    if (info.exists && !info.isDirectory && (info.size ?? 0) > MAX_LOG_BYTES) {
+      const oldInfo = await FileSystem.getInfoAsync(LOG_FILE_OLD);
+      if (oldInfo.exists) {
+        await FileSystem.deleteAsync(LOG_FILE_OLD, { idempotent: true });
+      }
+      await FileSystem.moveAsync({ from: LOG_FILE, to: LOG_FILE_OLD });
+    }
+  } catch {
+    // Best-effort rotation; never block logging
+  }
+}
+
+function enqueueWrite(line: string): void {
+  writeQueue = writeQueue
+    .then(async () => {
+      await rotateIfNeeded();
+      const info = await FileSystem.getInfoAsync(LOG_FILE);
+      if (info.exists) {
+        const existing = await FileSystem.readAsStringAsync(LOG_FILE);
+        await FileSystem.writeAsStringAsync(LOG_FILE, existing + line);
+      } else {
+        await FileSystem.writeAsStringAsync(LOG_FILE, line);
+      }
+    })
+    .catch((err) => {
+      // Last-resort fallback so we don't kill the promise chain
+      console.warn('[logger] write failed', err);
+    });
+}
+
+export function log(level: Level, tag: string, msg: string): void {
+  const line = formatLine(level, tag, msg);
+  // Always mirror to console so Metro/devtools see it too
+  if (level === 'ERROR' || level === 'FATAL') console.error(line.trim());
+  else if (level === 'WARN') console.warn(line.trim());
+  else console.log(line.trim());
+  if (!initialized) return;
+  enqueueWrite(line);
+}
+
+export const logInfo = (tag: string, msg: string) => log('INFO', tag, msg);
+export const logWarn = (tag: string, msg: string) => log('WARN', tag, msg);
+export const logError = (tag: string, msg: string) => log('ERROR', tag, msg);
+
+export function getLogPath(): string {
+  return LOG_FILE;
+}
+
+export function getOldLogPath(): string {
+  return LOG_FILE_OLD;
+}
+
+async function ensureDir(): Promise<void> {
+  const info = await FileSystem.getInfoAsync(LOG_DIR);
+  if (!info.exists) {
+    await FileSystem.makeDirectoryAsync(LOG_DIR, { intermediates: true });
+  }
+}
+
+function describeUpdatesState(): string {
+  try {
+    const parts: string[] = [
+      `isEmbeddedLaunch=${Updates.isEmbeddedLaunch}`,
+      `updateId=${Updates.updateId ?? 'null'}`,
+      `channel=${Updates.channel ?? 'null'}`,
+      `runtimeVersion=${Updates.runtimeVersion ?? 'null'}`,
+      `createdAt=${Updates.createdAt ? Updates.createdAt.toISOString() : 'null'}`,
+    ];
+    return parts.join(' ');
+  } catch (err) {
+    return `describeUpdatesState error: ${String(err)}`;
+  }
+}
+
+function installGlobalErrorHandler(): void {
+  const g: any = global as any;
+  const prev = g.ErrorUtils?.getGlobalHandler?.();
+  g.ErrorUtils?.setGlobalHandler?.((error: Error, isFatal?: boolean) => {
+    try {
+      const msg = `${isFatal ? 'FATAL' : 'NON-FATAL'} uncaught JS error: ${error?.name}: ${error?.message}\nstack: ${error?.stack ?? 'no stack'}`;
+      log(isFatal ? 'FATAL' : 'ERROR', 'GlobalError', msg);
+    } catch {
+      // swallow — nothing we can do here
+    }
+    if (prev) prev(error, isFatal);
+  });
+
+  const rejectionTracking = (g as any).HermesInternal;
+  // Unhandled promise rejection — RN exposes via process in newer versions
+  if (typeof g.addEventListener === 'function') {
+    g.addEventListener('unhandledrejection', (ev: any) => {
+      try {
+        const reason = ev?.reason;
+        const msg = `Unhandled promise rejection: ${reason?.message ?? String(reason)}\nstack: ${reason?.stack ?? 'no stack'}`;
+        log('ERROR', 'UnhandledRejection', msg);
+      } catch {
+        // ignore
+      }
+    });
+  }
+}
+
+export async function initLogger(): Promise<void> {
+  if (initialized) return;
+  try {
+    await ensureDir();
+    initialized = true;
+    sessionId = Math.random().toString(36).slice(2, 10);
+    const header = [
+      '',
+      '==================== NEW SESSION ====================',
+      `sessionId=${sessionId}`,
+      `time=${ts()}`,
+      `platform=${Platform.OS} ${Platform.Version}`,
+      `appVersion=${Constants.expoConfig?.version ?? 'unknown'}`,
+      `nativeAppVersion=${(Constants as any).nativeAppVersion ?? 'unknown'}`,
+      `nativeBuildVersion=${(Constants as any).nativeBuildVersion ?? 'unknown'}`,
+      `updates: ${describeUpdatesState()}`,
+      '=====================================================',
+      '',
+    ].join('\n');
+    enqueueWrite(header);
+    installGlobalErrorHandler();
+  } catch (err) {
+    console.warn('[logger] init failed', err);
+  }
+}
+
+export async function readLog(): Promise<string> {
+  try {
+    const info = await FileSystem.getInfoAsync(LOG_FILE);
+    if (!info.exists) return '';
+    return await FileSystem.readAsStringAsync(LOG_FILE);
+  } catch (err) {
+    return `failed to read log: ${String(err)}`;
+  }
+}
+
+export async function clearLog(): Promise<void> {
+  try {
+    await FileSystem.deleteAsync(LOG_FILE, { idempotent: true });
+    await FileSystem.deleteAsync(LOG_FILE_OLD, { idempotent: true });
+  } catch (err) {
+    console.warn('[logger] clear failed', err);
+  }
+}
diff --git a/app/app/utils/storage.ts b/app/src/utils/storage.ts
similarity index 56%
rename from app/app/utils/storage.ts
rename to app/src/utils/storage.ts
index e6aa6e95..6a0ca2b8 100644
--- a/app/app/utils/storage.ts
+++ b/app/src/utils/storage.ts
@@ -1,12 +1,48 @@
 import AsyncStorage from '@react-native-async-storage/async-storage';
+import { Platform } from 'react-native';
+import * as SecureStore from 'expo-secure-store';
 
 const LAST_CONNECTED_DEVICE_ID_KEY = 'LAST_CONNECTED_DEVICE_ID';
 const WEBSOCKET_URL_KEY = 'WEBSOCKET_URL_KEY';
 const DEEPGRAM_API_KEY_KEY = 'DEEPGRAM_API_KEY_KEY';
 const USER_ID_KEY = 'USER_ID_KEY';
 const AUTH_EMAIL_KEY = 'AUTH_EMAIL_KEY';
+const SERVICE_MANAGER_URL_KEY = 'SERVICE_MANAGER_URL_KEY';
+const AUTO_RECONNECT_ENABLED_KEY = 'AUTO_RECONNECT_ENABLED_KEY';
+// SecureStore keys must be alphanumeric + ._- (no other punctuation).
 const AUTH_PASSWORD_KEY = 'AUTH_PASSWORD_KEY';
 const JWT_TOKEN_KEY = 'JWT_TOKEN_KEY';
+const SERVICE_MANAGER_TOKEN_KEY = 'SERVICE_MANAGER_TOKEN_KEY';
+
+/**
+ * Secret storage helpers. Secrets (password, JWT) live in the OS keychain via
+ * expo-secure-store on native. SecureStore is unavailable on web, so there we
+ * fall back to AsyncStorage (the web build is dev-only).
+ */
+const secureAvailable = Platform.OS !== 'web';
+
+const secureSet = async (key: string, value: string): Promise<void> => {
+  if (secureAvailable) {
+    await SecureStore.setItemAsync(key, value);
+  } else {
+    await AsyncStorage.setItem(key, value);
+  }
+};
+
+const secureGet = async (key: string): Promise<string | null> => {
+  if (secureAvailable) {
+    return await SecureStore.getItemAsync(key);
+  }
+  return await AsyncStorage.getItem(key);
+};
+
+const secureRemove = async (key: string): Promise<void> => {
+  if (secureAvailable) {
+    await SecureStore.deleteItemAsync(key);
+  } else {
+    await AsyncStorage.removeItem(key);
+  }
+};
 
 export const saveLastConnectedDeviceId = async (deviceId: string | null): Promise<void> => {
   try {
@@ -64,26 +100,20 @@ export const saveDeepgramApiKey = async (apiKey: string | null): Promise<void> =
   try {
     if (apiKey) {
       await AsyncStorage.setItem(DEEPGRAM_API_KEY_KEY, apiKey);
-      console.log('[Storage] Deepgram API Key saved.'); // Don't log the key itself for security
     } else {
       await AsyncStorage.removeItem(DEEPGRAM_API_KEY_KEY);
-      console.log('[Storage] Deepgram API Key removed.');
     }
   } catch (error) {
-    console.error('[Storage] Error saving Deepgram API Key:', error);
+    throw error;
   }
 };
 
 export const getDeepgramApiKey = async (): Promise<string | null> => {
   try {
     const apiKey = await AsyncStorage.getItem(DEEPGRAM_API_KEY_KEY);
-    if (apiKey) {
-        console.log('[Storage] Retrieved Deepgram API Key.');
-    }
     return apiKey;
   } catch (error) {
-    console.error('[Storage] Error retrieving Deepgram API Key:', error);
-    return null;
+    throw error;
   }
 };
 
@@ -139,14 +169,14 @@ export const getAuthEmail = async (): Promise<string | null> => {
   }
 };
 
-// Authentication Password
+// Authentication Password (SecureStore-backed)
 export const saveAuthPassword = async (password: string | null): Promise<void> => {
   try {
     if (password) {
-      await AsyncStorage.setItem(AUTH_PASSWORD_KEY, password);
+      await secureSet(AUTH_PASSWORD_KEY, password);
       console.log('[Storage] Auth password saved.'); // Don't log password for security
     } else {
-      await AsyncStorage.removeItem(AUTH_PASSWORD_KEY);
+      await secureRemove(AUTH_PASSWORD_KEY);
       console.log('[Storage] Auth password removed.');
     }
   } catch (error) {
@@ -156,7 +186,7 @@ export const saveAuthPassword = async (password: string | null): Promise<void> =
 
 export const getAuthPassword = async (): Promise<string | null> => {
   try {
-    const password = await AsyncStorage.getItem(AUTH_PASSWORD_KEY);
+    const password = await secureGet(AUTH_PASSWORD_KEY);
     if (password) {
       console.log('[Storage] Retrieved auth password.');
     }
@@ -167,14 +197,14 @@ export const getAuthPassword = async (): Promise<string | null> => {
   }
 };
 
-// JWT Token
+// JWT Token (SecureStore-backed)
 export const saveJwtToken = async (token: string | null): Promise<void> => {
   try {
     if (token) {
-      await AsyncStorage.setItem(JWT_TOKEN_KEY, token);
+      await secureSet(JWT_TOKEN_KEY, token);
       console.log('[Storage] JWT token saved.');
     } else {
-      await AsyncStorage.removeItem(JWT_TOKEN_KEY);
+      await secureRemove(JWT_TOKEN_KEY);
       console.log('[Storage] JWT token removed.');
     }
   } catch (error) {
@@ -184,7 +214,7 @@ export const saveJwtToken = async (token: string | null): Promise<void> => {
 
 export const getJwtToken = async (): Promise<string | null> => {
   try {
-    const token = await AsyncStorage.getItem(JWT_TOKEN_KEY);
+    const token = await secureGet(JWT_TOKEN_KEY);
     if (token) {
       console.log('[Storage] Retrieved JWT token.');
     }
@@ -195,16 +225,95 @@ export const getJwtToken = async (): Promise<string | null> => {
   }
 };
 
-// Clear all authentication data
+// Auto-reconnect preference: true (default) = stay connected / persistent
+// reconnect; false = connect once (no auto-reconnect on drop).
+export const saveAutoReconnectEnabled = async (enabled: boolean): Promise<void> => {
+  try {
+    await AsyncStorage.setItem(AUTO_RECONNECT_ENABLED_KEY, enabled ? '1' : '0');
+  } catch (error) {
+    console.error('[Storage] Error saving auto-reconnect preference:', error);
+  }
+};
+
+export const getAutoReconnectEnabled = async (): Promise<boolean> => {
+  try {
+    const v = await AsyncStorage.getItem(AUTO_RECONNECT_ENABLED_KEY);
+    return v === null ? true : v === '1'; // default ON
+  } catch (error) {
+    console.error('[Storage] Error retrieving auto-reconnect preference:', error);
+    return true;
+  }
+};
+
+// Service Manager URL (non-secret; derivable from backend host but persisted
+// when delivered via QR so "start the backend" works when the backend is down).
+export const saveServiceManagerUrl = async (url: string | null): Promise<void> => {
+  try {
+    if (url) {
+      await AsyncStorage.setItem(SERVICE_MANAGER_URL_KEY, url);
+      console.log('[Storage] Service manager URL saved:', url);
+    } else {
+      await AsyncStorage.removeItem(SERVICE_MANAGER_URL_KEY);
+    }
+  } catch (error) {
+    console.error('[Storage] Error saving service manager URL:', error);
+  }
+};
+
+export const getServiceManagerUrl = async (): Promise<string | null> => {
+  try {
+    return await AsyncStorage.getItem(SERVICE_MANAGER_URL_KEY);
+  } catch (error) {
+    console.error('[Storage] Error retrieving service manager URL:', error);
+    return null;
+  }
+};
+
+// Service Manager bearer token (secret → SecureStore).
+export const saveServiceManagerToken = async (token: string | null): Promise<void> => {
+  try {
+    if (token) {
+      await secureSet(SERVICE_MANAGER_TOKEN_KEY, token);
+      console.log('[Storage] Service manager token saved.');
+    } else {
+      await secureRemove(SERVICE_MANAGER_TOKEN_KEY);
+    }
+  } catch (error) {
+    console.error('[Storage] Error saving service manager token:', error);
+  }
+};
+
+export const getServiceManagerToken = async (): Promise<string | null> => {
+  try {
+    return await secureGet(SERVICE_MANAGER_TOKEN_KEY);
+  } catch (error) {
+    console.error('[Storage] Error retrieving service manager token:', error);
+    return null;
+  }
+};
+
+// Log out: clear the token only. Email and password are kept so re-login is one
+// tap (and silent refresh can re-authenticate). Use clearAuthData() to fully
+// forget the account.
+export const clearToken = async (): Promise<void> => {
+  try {
+    await secureRemove(JWT_TOKEN_KEY);
+    console.log('[Storage] JWT token cleared (logout).');
+  } catch (error) {
+    console.error('[Storage] Error clearing token:', error);
+  }
+};
+
+// Forget account: clear ALL authentication data (email + password + token).
 export const clearAuthData = async (): Promise<void> => {
   try {
     await Promise.all([
       AsyncStorage.removeItem(AUTH_EMAIL_KEY),
-      AsyncStorage.removeItem(AUTH_PASSWORD_KEY),
-      AsyncStorage.removeItem(JWT_TOKEN_KEY)
+      secureRemove(AUTH_PASSWORD_KEY),
+      secureRemove(JWT_TOKEN_KEY),
     ]);
     console.log('[Storage] All auth data cleared.');
   } catch (error) {
     console.error('[Storage] Error clearing auth data:', error);
   }
-}; 
\ No newline at end of file
+};
diff --git a/app/src/utils/urlConversion.ts b/app/src/utils/urlConversion.ts
new file mode 100644
index 00000000..ca0809b6
--- /dev/null
+++ b/app/src/utils/urlConversion.ts
@@ -0,0 +1,91 @@
+/**
+ * Converts an HTTP(S) URL to the corresponding WebSocket URL for the Chronicle backend.
+ *
+ * Examples:
+ *   https://100.64.1.5       → wss://100.64.1.5/ws
+ *   http://localhost:8000     → ws://localhost:8000/ws
+ *   https://my.server.com    → wss://my.server.com/ws
+ */
+export function httpUrlToWebSocketUrl(httpUrl: string): string {
+  let url = httpUrl.trim().replace(/\/+$/, '')
+
+  if (url.startsWith('https://')) {
+    url = 'wss://' + url.slice('https://'.length)
+  } else if (url.startsWith('http://')) {
+    url = 'ws://' + url.slice('http://'.length)
+  } else {
+    // If no scheme, assume wss
+    url = 'wss://' + url
+  }
+
+  // Append /ws if not already present
+  if (!url.endsWith('/ws')) {
+    url += '/ws'
+  }
+
+  return url
+}
+
+/** A backend configuration parsed from a scanned QR code. */
+export interface ScannedBackendConfig {
+  /** HTTP(S) base URL of the backend. */
+  backendUrl: string
+  /** Optional service-manager URL (lets the app start a down backend). */
+  serviceManagerUrl?: string
+  /** Optional service-manager bearer token. */
+  smToken?: string
+}
+
+/**
+ * Parse a scanned QR payload. Supports two formats:
+ *   1. A bare HTTP(S) URL (legacy).
+ *   2. A JSON bundle: { backendUrl, serviceManagerUrl?, smToken? }.
+ * Returns null if the payload contains no valid backend URL.
+ */
+export function parseScannedConfig(data: string): ScannedBackendConfig | null {
+  const trimmed = (data || '').trim()
+  if (!trimmed) return null
+
+  // Try JSON bundle first.
+  if (trimmed.startsWith('{')) {
+    try {
+      const obj = JSON.parse(trimmed)
+      if (obj && typeof obj.backendUrl === 'string' && isValidBackendUrl(obj.backendUrl)) {
+        return {
+          backendUrl: obj.backendUrl.trim(),
+          serviceManagerUrl:
+            typeof obj.serviceManagerUrl === 'string' ? obj.serviceManagerUrl.trim() : undefined,
+          smToken: typeof obj.smToken === 'string' ? obj.smToken : undefined,
+        }
+      }
+      return null
+    } catch {
+      return null
+    }
+  }
+
+  // Fall back to a plain URL.
+  if (isValidBackendUrl(trimmed)) {
+    return { backendUrl: trimmed }
+  }
+  return null
+}
+
+/**
+ * Validates that a scanned string looks like a valid HTTP(S) backend URL.
+ */
+export function isValidBackendUrl(url: string): boolean {
+  if (!url || typeof url !== 'string') return false
+
+  const trimmed = url.trim()
+  if (!trimmed.startsWith('http://') && !trimmed.startsWith('https://')) {
+    return false
+  }
+
+  try {
+    const parsed = new URL(trimmed)
+    return parsed.protocol === 'http:' || parsed.protocol === 'https:'
+  } catch {
+    return false
+  }
+}
diff --git a/app/tsconfig.json b/app/tsconfig.json
index 4f034926..53e32962 100644
--- a/app/tsconfig.json
+++ b/app/tsconfig.json
@@ -2,6 +2,10 @@
   "extends": "expo/tsconfig.base",
   "compilerOptions": {
     "strict": true,
-    "jsx": "react-native"
+    "jsx": "react-native",
+    "baseUrl": ".",
+    "paths": {
+      "@/*": ["src/*"]
+    }
   }
 }
diff --git a/backends/README.md b/backends/README.md
index 13d86de7..6ee1c429 100644
--- a/backends/README.md
+++ b/backends/README.md
@@ -11,7 +11,7 @@ Full-featured backend with comprehensive AI capabilities:
 - Speaker recognition and enrollment
 - Web UI for management and monitoring
 - RESTful API with WebSocket support
-- MongoDB and Qdrant integration
+- MongoDB and FalkorDB integration
 
 ### [Simple Backend](simple/)
 Lightweight backend for basic audio capture:
@@ -52,4 +52,4 @@ Each backend includes its own README with specific setup instructions:
 
 **For testing**: Use the Simple Backend to understand basic audio processing.
 
-**For OMI migration**: Use the OMI-Webhook-Compatible backend as a drop-in replacement.
\ No newline at end of file
+**For OMI migration**: Use the OMI-Webhook-Compatible backend as a drop-in replacement.
diff --git a/backends/advanced/.dockerignore b/backends/advanced/.dockerignore
index f0f7f05c..237b041c 100644
--- a/backends/advanced/.dockerignore
+++ b/backends/advanced/.dockerignore
@@ -18,4 +18,4 @@
 !start.sh
 !start-k8s.sh
 !worker_orchestrator.py
-!Caddyfile
\ No newline at end of file
+!Caddyfile
diff --git a/backends/advanced/.env.template b/backends/advanced/.env.template
index 6de583fd..2283337c 100644
--- a/backends/advanced/.env.template
+++ b/backends/advanced/.env.template
@@ -51,10 +51,9 @@ HF_TOKEN=
 # Optional Services
 # ========================================
 
-# Neo4j configuration (if using Neo4j for Obsidian or Knowledge Graph)
-NEO4J_HOST=neo4j
-NEO4J_USER=neo4j
-NEO4J_PASSWORD=
+# FalkorDB configuration (if using FalkorDB for Obsidian or Knowledge Graph)
+FALKORDB_HOST=falkordb
+FALKORDB_PORT=6379
 
 # Langfuse (for LLM observability and prompt management)
 LANGFUSE_HOST=
@@ -62,6 +61,12 @@ LANGFUSE_PUBLIC_KEY=
 LANGFUSE_SECRET_KEY=
 LANGFUSE_BASE_URL=http://langfuse-web:3000
 
+# Galileo (OTEL-based LLM observability)
+GALILEO_API_KEY=
+GALILEO_PROJECT=chronicle
+GALILEO_LOG_STREAM=default
+# GALILEO_CONSOLE_URL=https://app.galileo.ai  # Default; override for self-hosted
+
 # Qwen3-ASR (offline ASR via vLLM)
 # QWEN3_ASR_URL=host.docker.internal:8767
 # QWEN3_ASR_STREAM_URL=host.docker.internal:8769
@@ -69,49 +74,38 @@ LANGFUSE_BASE_URL=http://langfuse-web:3000
 # Tailscale auth key (for remote service access)
 TS_AUTHKEY=
 
-# ========================================
-# Plugin Configuration
-# ========================================
-# Plugin-specific configuration is in: backends/advanced/src/advanced_omi_backend/plugins/{plugin_id}/config.yml
-# Plugin orchestration (enabled, events) is in: config/plugins.yml
-# This section contains ONLY plugin secrets
-
-# ---------------------------------------
-# Home Assistant Plugin
-# ---------------------------------------
-# Enable in config/plugins.yml
-# Configure in backends/advanced/src/advanced_omi_backend/plugins/homeassistant/config.yml
-
-# Home Assistant server URL
-HA_URL=http://homeassistant.local:8123
-
-# Home Assistant long-lived access token
-# Get from: Profile → Security → Long-Lived Access Tokens
-HA_TOKEN=
-
-# Wake word for voice commands (optional, default: vivi)
-HA_WAKE_WORD=vivi
-
-# Request timeout in seconds (optional, default: 30)
-HA_TIMEOUT=30
-
-# ---------------------------------------
-# Email Summarizer Plugin
-# ---------------------------------------
-# Enable in config/plugins.yml
-# Configure in backends/advanced/src/advanced_omi_backend/plugins/email_summarizer/config.yml
-
-# SMTP server configuration
-# For Gmail: Use App Password (requires 2FA enabled)
-# 1. Go to Google Account → Security → 2-Step Verification
-# 2. Scroll to "App passwords" → Generate password for "Mail"
-# 3. Use the 16-character password below (no spaces)
-SMTP_HOST=smtp.gmail.com
-SMTP_PORT=587
-SMTP_USERNAME=your-email@gmail.com
-SMTP_PASSWORD=your-app-password-here
-SMTP_USE_TLS=true
-
-# Email sender information
-FROM_EMAIL=noreply@chronicle.ai
-FROM_NAME=Chronicle AI
+# Immich metadata-first memory discovery. IMMICH_USER_ID is the Chronicle user
+# ObjectId that owns the imported references. Enable the immich_memories cron
+# job from Queue & Events after these are configured.
+IMMICH_URL=
+IMMICH_API_KEY=
+IMMICH_USER_ID=
+
+# --- Vault Sync (Syncthing) ---------------------------------------------------
+# Shares your Obsidian vault (data/conversation_docs/{user_id}) with your Mac so you
+# can open it in Obsidian. Enable with: docker compose --profile vault-sync up -d
+# API key the backend uses to drive the server Syncthing (any long random string).
+VAULT_SYNC_API_KEY=
+# Address your Mac dials to reach this server's Syncthing, host:port on port 22000.
+# Usually your backend's Tailscale name, e.g. tcp://my-host.ts.net:22000
+# Leave empty to rely on Syncthing's own discovery/relays.
+VAULT_SYNC_ADDRESS=
+# Match the owner of data/conversation_docs so Syncthing can read/write it (0 = root).
+# VAULT_SYNC_PUID=0
+# VAULT_SYNC_PGID=0
+
+# --- Service Manager (start/stop services from the WebUI) ---------------------
+# Host-side agent (edge/service_manager.py) that the System page uses to
+# start/stop/restart services and switch ASR/TTS providers. Started
+# automatically by ./start.sh; the token is auto-generated on first start.
+# Only set the URL if the agent runs on a different machine (distributed setup).
+# SERVICE_MANAGER_URL=http://host.docker.internal:8775
+# SERVICE_MANAGER_TOKEN=
+
+# --- Cross-service error reporting (System Errors page) -----------------------
+# Sidecar services (ASR, speaker-recognition) can POST their ERROR/CRITICAL logs
+# to POST /api/admin/system-events/ingest so they appear on the admin "System
+# Errors" page. That endpoint is gated by a shared token. By default it reuses
+# SERVICE_MANAGER_TOKEN above; set this only to use a dedicated secret. The same
+# value goes in each service's CHRONICLE_INGEST_TOKEN.
+# SYSTEM_EVENT_INGEST_TOKEN=
diff --git a/backends/advanced/Caddyfile.template b/backends/advanced/Caddyfile.template
index ccb2983d..f13c2dd9 100644
--- a/backends/advanced/Caddyfile.template
+++ b/backends/advanced/Caddyfile.template
@@ -7,15 +7,11 @@
 # 3. Browser will warn about self-signed cert - accept it
 # 4. Microphone access will now work via HTTPS
 #
-# NOTE: If using Caddy, update docker-compose.yml webui build args:
-#   VITE_BACKEND_URL: "" (empty for same-origin through Caddy)
-#
-# For production, replace 'localhost' with your domain name and Caddy
+# For a real domain, replace 'localhost' with your domain name and Caddy
 # will automatically obtain Let's Encrypt certificates.
 
 localhost TAILSCALE_IP {
-    # Enable automatic HTTPS
-    tls internal
+    # TLS_CERT_DIRECTIVE
 
     # WebSocket endpoints - proxy to backend with upgrade support
     handle /ws* {
@@ -56,52 +52,20 @@ localhost TAILSCALE_IP {
         reverse_proxy chronicle-backend:8000
     }
 
-    # Everything else - proxy to webui
+    # Everything else -> dev webui (Vite, hot reload). The HMR websocket is
+    # proxied transparently (Caddy auto-upgrades); VITE_HMR_PORT=443 makes the
+    # browser connect HMR over wss through Caddy. This is the default so HTTPS +
+    # hot reload work together with no prod build/rebuild. (The wizard already
+    # configures webui-dev for same-origin + HMR when HTTPS is enabled.)
     handle {
-        reverse_proxy webui:80
+        reverse_proxy webui-dev:5173
     }
 }
 
-# Production configuration (uncomment and modify for your domain)
-# yourdomain.com {
-#     # Caddy automatically obtains Let's Encrypt certificates
-#
-#     # WebSocket endpoints
-#     handle /ws* {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # API endpoints
-#     handle /api/* {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # Auth endpoints
-#     handle /auth/* {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # Health checks
-#     handle /health {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     handle /readiness {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # Users endpoints
-#     handle /users/* {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # Audio files
-#     handle /audio/* {
-#         reverse_proxy chronicle-backend:8000
-#     }
-#
-#     # Everything else - webui
-#     handle {
-#         reverse_proxy webui:80
-#     }
-# }
+# LangFuse cannot be served from a subpath, so it gets a dedicated HTTPS
+# listener on the same Chronicle/Tailscale host. Port 3443 is published by the
+# backend Caddy service and langfuse-web shares chronicle-network with it.
+https://localhost:3443 https://TAILSCALE_IP:3443 {
+    # TLS_CERT_DIRECTIVE
+    reverse_proxy langfuse-web:3000
+}
diff --git a/backends/advanced/Dockerfile b/backends/advanced/Dockerfile
index 2af6581e..7d376f98 100644
--- a/backends/advanced/Dockerfile
+++ b/backends/advanced/Dockerfile
@@ -20,11 +20,45 @@ WORKDIR /app
 # Copy dependency files first (cache-friendly)
 COPY pyproject.toml uv.lock ./
 
-# Export locked deps to requirements.txt (handles extras, git sources, custom indexes)
-# Install to system Python (no venv) - container IS the isolation
+# Build a project .venv from the lockfile (includes git deps like Graphiti)
 RUN --mount=type=cache,target=/root/.cache/uv \
-    uv export --frozen --no-dev --extra deepgram --no-emit-project -o requirements.txt && \
-    uv pip install --system -r requirements.txt
+    uv sync --frozen --no-dev --extra deepgram --extra galileo --extra benchmark --no-install-project
+
+
+# ============================================
+# notesmd-cli builder - vault note rename/move with backlink rewrite
+# ============================================
+# The memory agent uses `notesmd-cli move` to rename a person note and rewrite every
+# [[wikilink]] to it across the vault in one shot (verified non-destructive), and the
+# fork adds `create --template` (seed a note from a Templates/ note + {{date}}/{{title}}).
+# Pinned to the commit vendored in untracked/; vendor/ in the repo means the build is hermetic.
+FROM golang:1.25-bookworm AS notesmd-builder
+ARG NOTESMD_REPO=https://github.com/AnkushMalaker/notesmd-cli
+ARG NOTESMD_REF=2566ac2
+RUN git clone ${NOTESMD_REPO} /src \
+    && cd /src \
+    && git checkout ${NOTESMD_REF} \
+    && CGO_ENABLED=0 go build -trimpath -mod=vendor -o /out/notesmd-cli .
+
+
+# ============================================
+# Codex CLI fetcher - optional memory-agent executor
+# ============================================
+# Static musl binary used when config.yml sets memory.agent_executor: codex (vault
+# recording on a ChatGPT subscription). Auth is NOT baked in — it comes from the
+# CODEX_HOME volume mount (see docker-compose.yml / the setup wizard).
+FROM debian:bookworm-slim AS codex-fetcher
+RUN apt-get update && apt-get install -y --no-install-recommends curl ca-certificates \
+    && rm -rf /var/lib/apt/lists/*
+ARG CODEX_VERSION=0.144.4
+ARG TARGETARCH
+RUN case "${TARGETARCH:-amd64}" in \
+      arm64) triple=aarch64-unknown-linux-musl ;; \
+      *) triple=x86_64-unknown-linux-musl ;; \
+    esac \
+    && curl -fsSL "https://github.com/openai/codex/releases/download/rust-v${CODEX_VERSION}/codex-${triple}.tar.gz" \
+       | tar -xz -C /tmp \
+    && install -m 0755 "/tmp/codex-${triple}" /usr/local/bin/codex
 
 
 # ============================================
@@ -32,26 +66,43 @@ RUN --mount=type=cache,target=/root/.cache/uv \
 # ============================================
 FROM python:3.12-slim-bookworm AS prod
 
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+
 RUN apt-get update && apt-get install -y --no-install-recommends \
     libsndfile1 \
     curl \
     ffmpeg \
+    ripgrep \
+    libc++1 \
     && rm -rf /var/lib/apt/lists/*
 
+# notesmd-cli on PATH so the memory agent auto-detects it (shutil.which).
+COPY --from=notesmd-builder /out/notesmd-cli /usr/local/bin/notesmd-cli
+# Codex CLI on PATH for the optional codex memory-agent executor.
+COPY --from=codex-fetcher /usr/local/bin/codex /usr/local/bin/codex
+
 WORKDIR /app
 
-# Copy installed packages from builder
-COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages
-COPY --from=builder /usr/local/bin /usr/local/bin
+# Copy locked virtual environment from builder
+COPY --from=builder /app/.venv /app/.venv
+
+# Source layout + venv defaults for runtime shells and commands
+ENV VIRTUAL_ENV=/app/.venv
+ENV PATH="/app/.venv/bin:${PATH}"
+ENV PYTHONPATH=/app/src:/app
 
-# Source layout needs PYTHONPATH
-ENV PYTHONPATH=/app/src
+# Code version baked at build time (git describe locally via services.py, the
+# release tag in CI) — surfaced by the backend's /version endpoint so a running
+# container reports what it was built from.
+ARG CHRONICLE_BUILD_VERSION=dev
+ENV CHRONICLE_BUILD_VERSION=${CHRONICLE_BUILD_VERSION}
 
 # Copy application code
 COPY . .
 
-# Copy configuration files if they exist
-COPY diarization_config.json* ./
+# diarization_config.json (if present) is already included by "COPY . ." above.
+# A separate optional-glob COPY ("json*") errors under buildah/podman when the
+# file is absent, and is redundant under docker — so it's intentionally omitted.
 
 # Copy and make startup script executable
 COPY start.sh ./
@@ -69,27 +120,36 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     libsndfile1 \
     curl \
     ffmpeg \
+    ripgrep \
+    libc++1 \
     build-essential \
     git \
     && rm -rf /var/lib/apt/lists/*
 
+# notesmd-cli on PATH so the memory agent auto-detects it (shutil.which).
+COPY --from=notesmd-builder /out/notesmd-cli /usr/local/bin/notesmd-cli
+# Codex CLI on PATH for the optional codex memory-agent executor.
+COPY --from=codex-fetcher /usr/local/bin/codex /usr/local/bin/codex
+
 WORKDIR /app
 
-# For dev, install deps + test group using uv temporarily
+# For dev, create project .venv with test deps
 COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 COPY pyproject.toml uv.lock ./
 RUN --mount=type=cache,target=/root/.cache/uv \
-    uv export --frozen --extra deepgram --group test --no-emit-project -o requirements.txt && \
-    uv pip install --system -r requirements.txt && \
+    uv sync --frozen --extra deepgram --extra galileo --extra benchmark --group test --no-install-project && \
     rm /bin/uv /bin/uvx
 
-ENV PYTHONPATH=/app/src
+ENV VIRTUAL_ENV=/app/.venv
+ENV PATH="/app/.venv/bin:${PATH}"
+ENV PYTHONPATH=/app/src:/app
 
 # Copy application code
 COPY . .
 
-# Copy configuration files if they exist
-COPY diarization_config.json* ./
+# diarization_config.json (if present) is already included by "COPY . ." above.
+# A separate optional-glob COPY ("json*") errors under buildah/podman when the
+# file is absent, and is redundant under docker — so it's intentionally omitted.
 
 # Copy and make startup script executable
 COPY start.sh ./
diff --git a/backends/advanced/Docs/README.md b/backends/advanced/Docs/README.md
deleted file mode 100644
index e58f94ee..00000000
--- a/backends/advanced/Docs/README.md
+++ /dev/null
@@ -1,191 +0,0 @@
-# Chronicle Backend Documentation Guide
-
-## 📖 **New Developer Reading Order**
-
-Welcome to chronicle! This guide provides the optimal reading sequence to understand the complete voice → transcript → memories system.
-
----
-
-## 🎯 **Start Here: System Overview**
-
-### 1. **[Overview & Quick Start](./quickstart.md)** ⭐ *START HERE*
-**Read first** - Complete system overview and setup guide
-- What the system does (voice → memories)
-- Key features and capabilities
-- Basic setup and configuration
-- **Code References**: `src/advanced_omi_backend/main.py`, `config/config.yml`, `docker-compose.yml`
-
-### 2. **[System Architecture](./architecture.md)** 
-**Read second** - Complete technical architecture with diagrams
-- Component relationships and data flow
-- Authentication and security architecture
-- Deployment structure and containers
-- **Code References**: `src/advanced_omi_backend/main.py`, `src/advanced_omi_backend/auth.py`, `src/advanced_omi_backend/users.py`
-
----
-
-## 🔧 **Core Components Deep Dive**
-
-### 3. **[Memory System](./memories.md)**
-**Memory extraction and semantic search**
-
-- How conversations become memories
-- Mem0 integration and vector storage
-- Configuration and customization options
-- **Code References**: 
-  - `src/advanced_omi_backend/memory/memory_service.py` (main processing)
-  - `src/advanced_omi_backend/transcript_coordinator.py` (event coordination)
-  - `src/advanced_omi_backend/conversation_repository.py` (data access)
-  - `src/advanced_omi_backend/conversation_manager.py` (lifecycle management)
-
-### 4. **[Authentication System](./auth.md)**
-**User management and security**
-- Dual authentication (email + user_id)
-- JWT tokens and OAuth integration
-- User-centric data architecture
-- **Code References**:
-  - `src/advanced_omi_backend/auth.py` (authentication logic)
-  - `src/advanced_omi_backend/users.py` (user management)
-  - `src/advanced_omi_backend/routers/api_router.py` (API router setup)
-
----
-
-## 🐛 **Advanced Topics**
-
-### 5. **Memory Debug System** → `../MEMORY_DEBUG_IMPLEMENTATION.md`
-**Pipeline tracking and debugging**
-- How to track transcript → memory conversion
-- Debug database schema and API endpoints
-- Performance monitoring and troubleshooting
-- **Code References**:
-  - `src/advanced_omi_backend/routers/modules/system_routes.py` (debug endpoints)
-
----
-
-## 🔍 **Configuration & Customization**
-
-### 6. **Configuration File** → `../config/config.yml`
-**Central configuration for all extraction**
-- Memory extraction settings and prompts
-- Quality control and debug settings
-- **Code References**:
-  - `src/advanced_omi_backend/model_registry.py` (config loading)
-  - `src/advanced_omi_backend/memory/memory_service.py` (config usage)
-
----
-
-## 🚀 **Quick Reference by Use Case**
-
-### **"I want to understand the system quickly"** (30 min)
-1. [quickstart.md](./quickstart.md) - System overview
-2. [architecture.md](./architecture.md) - Technical architecture  
-3. `src/advanced_omi_backend/main.py` - Core imports and setup
-4. `config/config.yml` - Configuration overview
-
-### **"I want to work on memory extraction"**
-1. [memories.md](./memories.md) - Memory system details
-2. `../config/config.yml` - Models and memory configuration
-3. `src/advanced_omi_backend/memory/memory_service.py` - Implementation
-4. `src/advanced_omi_backend/controllers/memory_controller.py` - Processing triggers
-
-### **"I want to debug pipeline issues"**
-1. `../MEMORY_DEBUG_IMPLEMENTATION.md` - Debug system overview
-3. API: `GET /api/debug/memory/stats` - Live debugging
-4. `src/advanced_omi_backend/routers/modules/system_routes.py` - Debug endpoints
-
-### **"I want to understand authentication"**
-1. [auth.md](./auth.md) - Authentication system
-2. `src/advanced_omi_backend/auth.py` - Authentication implementation
-3. `src/advanced_omi_backend/users.py` - User management
-4. `src/advanced_omi_backend/routers/api_router.py` - Auth router setup
-
----
-
-## 📂 **File Organization Reference**
-
-```
-backends/advanced-backend/
-├── Docs/                           # 📖 Documentation
-│   ├── README.md                   # 👈 This file (start here)
-│   ├── quickstart.md              # System overview & setup
-│   ├── architecture.md            # Technical architecture
-│   ├── memories.md                # Memory system details
-│   └── auth.md                    # Authentication system
-│
-├── src/advanced_omi_backend/      # 🔧 Source Code
-│   ├── main.py                    # Core application (WebSocket)
-│   ├── auth.py                    # Authentication system
-│   ├── users.py                   # User management
-│   ├── routers/                   # API route definitions
-│   │   ├── api_router.py          # Main API router
-│   │   └── modules/               # Modular route organization
-│   ├── controllers/               # Business logic controllers
-│   ├── memory/
-│   │   └── memory_service.py      # Memory system (Mem0)
-│   └── model_registry.py          # Configuration loading
-│
-├── config/config.yml                     # 📋 Central configuration
-├── MEMORY_DEBUG_IMPLEMENTATION.md # Debug system details
-```
-
----
-
-## 🎯 **Key Code Entry Points**
-
-### **Audio Processing Pipeline**
-- **Entry**: WebSocket endpoints in `src/advanced_omi_backend/main.py`
-- **Transcription**: Audio processing pipeline in `src/advanced_omi_backend/processors.py`
-- **Memory Trigger**: Memory processing in `src/advanced_omi_backend/controllers/memory_controller.py`
-
-### **Data Storage**
-- **Memories**: `src/advanced_omi_backend/memory/memory_service.py` → Mem0 → Qdrant
-
-### **Configuration**
-- **Loading**: `src/advanced_omi_backend/model_registry.py`
-- **File**: `config/config.yml`
-- **Usage**: `src/advanced_omi_backend/memory/memory_service.py`
-
-### **Authentication**
-- **Setup**: `src/advanced_omi_backend/auth.py`
-- **Users**: `src/advanced_omi_backend/users.py`  
-- **Integration**: `src/advanced_omi_backend/routers/api_router.py`
-
----
-
-## 💡 **Reading Tips**
-
-1. **Follow the references**: Each doc links to specific code files and line numbers
-2. **Use the debug API**: `GET /api/debug/memory/stats` shows live system status
-3. **Check configuration first**: Many behaviors are controlled by `config/config.yml`
-4. **Understand the memory pipeline**: Memories (end-of-conversation)
-5. **Test with curl**: All API endpoints have curl examples in the docs
-
----
-
-## 🎯 **After Reading This Guide**
-
-### **Next Steps for New Developers**
-
-1. **Set up the system**: Follow [quickstart.md](./quickstart.md) to get everything running
-2. **Test the API**: Use the curl examples in the documentation to test endpoints
-3. **Explore the debug system**: Check `GET /api/debug/memory/stats` to see live data
-4. **Modify configuration**: Edit `config/config.yml` (memory section) to see how it affects extraction
-5. **Read the code**: Start with `src/advanced_omi_backend/main.py` and follow the references in each doc
-
-### **Contributing Guidelines**
-
-- **Add code references**: When updating docs, include file paths and line numbers
-- **Test your changes**: Use the debug API to verify your modifications work
-- **Update configuration**: Add new settings to `config/config.yml` when needed
-- **Follow the architecture**: Keep memories in their respective services
-
-### **Getting Help**
-
-- **Debug API**: `GET /api/debug/memory/*` endpoints show real-time system status
-- **Configuration**: Check `config/config.yml` for behavior controls
-- **Logs**: Check Docker logs with `docker compose logs chronicle-backend`
-- **Documentation**: Each doc file links to relevant code sections
-
----
-
-This documentation structure ensures you understand both the **big picture** and **implementation details** in a logical progression!
diff --git a/backends/advanced/Docs/README_speaker_enrollment.md b/backends/advanced/Docs/README_speaker_enrollment.md
deleted file mode 100644
index 6f705d67..00000000
--- a/backends/advanced/Docs/README_speaker_enrollment.md
+++ /dev/null
@@ -1,292 +0,0 @@
-# Speaker Recognition and Enrollment Guide
-
-The advanced backend now includes sophisticated speaker recognition functionality using pyannote.audio for diarization and SpeechBrain for speaker embeddings. This guide shows you how to use the speaker enrollment and identification features.
-
-## Overview
-
-The speaker recognition system provides:
-
-1. **Speaker Diarization**: Automatically detect and separate different speakers in audio
-2. **Speaker Enrollment**: Register known speakers with audio samples  
-3. **Speaker Identification**: Identify enrolled speakers in new audio
-4. **API Endpoints**: RESTful API for all speaker operations
-5. **Command Line Tools**: Easy-to-use scripts for speaker management
-
-## Setup and Requirements
-
-### Environment Variables
-
-Make sure you have your HuggingFace token set for pyannote.audio models:
-
-```bash
-export HF_TOKEN="your_huggingface_token_here"
-```
-
-You can get a token from [huggingface.co/settings/tokens](https://huggingface.co/settings/tokens).
-
-### Python Dependencies
-
-The speaker recognition system requires additional packages. Install them with:
-
-```bash
-# For audio recording (optional)
-pip install sounddevice soundfile
-
-# For API calls  
-pip install aiohttp requests
-
-# Core dependencies (should already be installed)
-# pyannote.audio, speechbrain, faiss-cpu, scipy
-```
-
-## Speaker Enrollment
-
-### Method 1: Using the Enrollment Script
-
-The easiest way to enroll speakers is using the provided script:
-
-```bash
-# Navigate to the backend directory
-cd backends/advanced-backend
-
-# List currently enrolled speakers
-python enroll_speaker.py --list
-
-# Enroll a speaker from an existing audio file
-python enroll_speaker.py --id alice --name "Alice Smith" --file "audio_chunk_file.wav"
-
-# Enroll from a specific segment of an audio file (useful for clean speech)
-python enroll_speaker.py --id bob --name "Bob Jones" --file "recording.wav" --start 10.0 --end 15.0
-
-# Record new audio and enroll (requires microphone)
-python enroll_speaker.py --id charlie --name "Charlie Brown" --record --duration 5.0
-
-# Test identification on an audio file
-python enroll_speaker.py --identify "test_audio.wav"
-```
-
-### Method 2: Using the API Directly
-
-You can also use the REST API endpoints:
-
-```bash
-# Enroll a speaker
-curl -X POST "http://localhost:8000/api/speakers/enroll" \
-  -H "Content-Type: application/json" \
-  -d '{
-    "speaker_id": "alice",
-    "speaker_name": "Alice Smith", 
-    "audio_file_path": "audio_chunk_file.wav"
-  }'
-
-# List enrolled speakers
-curl "http://localhost:8000/api/speakers"
-
-# Get specific speaker info
-curl "http://localhost:8000/api/speakers/alice"
-
-# Identify speaker from audio
-curl -X POST "http://localhost:8000/api/speakers/identify" \
-  -H "Content-Type: application/json" \
-  -d '{
-    "audio_file_path": "test_audio.wav"
-  }'
-
-# Remove a speaker
-curl -X DELETE "http://localhost:8000/api/speakers/alice"
-```
-
-## Integration with Laptop Client
-
-The laptop client (`laptop_client.py`) can be used to create audio for speaker enrollment:
-
-### Step 1: Record Audio with Laptop Client
-
-```bash
-# Start the backend server
-python main.py
-
-# In another terminal, record audio with a specific user ID
-python laptop_client.py --user-id alice_recording
-
-# Speak for 10-30 seconds, then stop the client (Ctrl+C)
-```
-
-This will create audio chunks in the `audio_chunks/` directory.
-
-### Step 2: Enroll Speaker from Recorded Audio
-
-```bash
-# Find the audio file created (check audio_chunks/ directory)
-ls audio_chunks/
-
-# Enroll the speaker using one of the audio chunks
-python enroll_speaker.py --id alice --name "Alice" --file "audio_chunk_alice_recording_12345.wav"
-```
-
-### Step 3: Test Recognition
-
-```bash
-# Record new audio with the same speaker
-python laptop_client.py --user-id test_recognition
-
-# Test identification
-python enroll_speaker.py --identify "audio_chunk_test_recognition_67890.wav"
-```
-
-## How Speaker Recognition Works
-
-### During Audio Processing
-
-1. **Diarization**: When audio is processed, pyannote.audio separates different speakers
-2. **Embedding Extraction**: For each speaker segment, a SpeechBrain embedding is computed
-3. **Speaker Identification**: Embeddings are compared against enrolled speakers using FAISS
-4. **Database Storage**: Results are stored in MongoDB with speaker assignments
-
-### Speaker Enrollment Process
-
-1. **Audio Loading**: Load audio file (optionally cropped to specific segment)
-2. **Embedding Extraction**: Generate speaker embedding using SpeechBrain
-3. **Normalization**: L2-normalize embedding for cosine similarity
-4. **FAISS Storage**: Add embedding to FAISS index for fast similarity search
-5. **Database Storage**: Store speaker metadata in MongoDB
-
-### Identification Process  
-
-1. **Embedding Extraction**: Generate embedding from unknown audio
-2. **Similarity Search**: Search FAISS index for most similar enrolled speaker
-3. **Threshold Check**: Only identify if similarity > 0.85 (configurable)
-4. **Return Result**: Return speaker ID if identified, or "unknown" if not
-
-## API Endpoints Reference
-
-| Method | Endpoint | Description |
-|--------|----------|-------------|
-| POST | `/api/speakers/enroll` | Enroll a new speaker |
-| GET | `/api/speakers` | List all enrolled speakers |
-| GET | `/api/speakers/{speaker_id}` | Get speaker details |
-| DELETE | `/api/speakers/{speaker_id}` | Remove a speaker |
-| POST | `/api/speakers/identify` | Identify speaker from audio |
-
-## Configuration
-
-### Speaker Recognition Settings
-
-Edit `speaker_recognition/speaker_recognition.py` to adjust:
-
-- `SIMILARITY_THRESHOLD = 0.85`: Cosine similarity threshold for identification
-- `device`: CUDA device for GPU acceleration
-- Embedding model: Currently uses `speechbrain/spkrec-ecapa-voxceleb`
-- Diarization model: Currently uses `pyannote/speaker-diarization-community-1`
-
-### Audio Settings
-
-The system supports:
-- Sample rate: Dynamic detection (commonly 16kHz, 44.1kHz, or 48kHz)
-- Channels: Mono (stereo converted to mono automatically)
-- Format: WAV files (recommended), WebM, MP4
-
-## Troubleshooting
-
-### Common Issues
-
-1. **HuggingFace Token Issues**
-   ```
-   Error: pyannote models require authentication
-   Solution: Set HF_TOKEN environment variable
-   ```
-
-2. **CUDA Out of Memory**
-   ```
-   Error: CUDA out of memory
-   Solution: Reduce batch size or use CPU-only mode
-   ```
-
-3. **Audio File Not Found**
-   ```
-   Error: Audio file not found
-   Solution: Ensure audio files are in audio_chunks/ directory
-   ```
-
-4. **Poor Recognition Accuracy**
-   ```
-   Issue: Speakers not being identified correctly
-   Solutions: 
-   - Use cleaner audio for enrollment (less background noise)
-   - Enroll with longer audio segments (5-10 seconds)
-   - Lower similarity threshold if needed
-   ```
-
-### Debug Mode
-
-Enable debug logging by setting:
-
-```bash
-export PYTHONPATH=/path/to/backend
-python -c "
-import logging
-logging.basicConfig(level=logging.DEBUG)
-# your code here
-"
-```
-
-## Performance Notes
-
-- **GPU Acceleration**: Enable CUDA for faster processing
-- **Memory Usage**: ~500MB for models, ~4MB per 1000 enrolled speakers
-- **Processing Speed**: ~2-5x real-time on GPU, ~0.5x real-time on CPU
-- **Accuracy**: >95% for clean speech, >85% for noisy environments
-
-## Advanced Usage
-
-### Batch Enrollment
-
-```python
-import asyncio
-from enroll_speaker import enroll_speaker_api
-
-async def batch_enroll():
-    speakers = [
-        ("alice", "Alice Smith", "alice.wav"),
-        ("bob", "Bob Jones", "bob.wav"), 
-        ("charlie", "Charlie Brown", "charlie.wav")
-    ]
-    
-    for speaker_id, name, file in speakers:
-        await enroll_speaker_api("localhost", 8000, speaker_id, name, file)
-
-asyncio.run(batch_enroll())
-```
-
-### Custom Similarity Threshold
-
-```python
-import speaker_recognition
-speaker_recognition.SIMILARITY_THRESHOLD = 0.75  # More permissive
-```
-
-### Integration with Other Systems
-
-The speaker recognition module can be imported and used directly:
-
-```python
-from speaker_recognition import enroll_speaker, identify_speaker, list_enrolled_speakers
-
-# Enroll speaker
-success = enroll_speaker("john", "John Doe", "/path/to/audio.wav")
-
-# Get embedding and identify
-embedding = extract_embedding_from_audio("/path/to/unknown.wav")
-speaker_id = identify_speaker(embedding)
-
-# List all speakers
-speakers = list_enrolled_speakers()
-```
-
-## Next Steps
-
-1. **Improve Accuracy**: Collect more training data for your specific use case
-2. **Real-time Processing**: Implement streaming speaker recognition  
-3. **Speaker Adaptation**: Fine-tune models on your specific speakers
-4. **Multi-language Support**: Add support for different languages
-5. **Speaker Verification**: Add 1:1 verification in addition to 1:N identification 
\ No newline at end of file
diff --git a/backends/advanced/Docs/UI.md b/backends/advanced/Docs/UI.md
deleted file mode 100644
index 02bdf943..00000000
--- a/backends/advanced/Docs/UI.md
+++ /dev/null
@@ -1,251 +0,0 @@
-# React Web Dashboard Documentation
-
-## Overview
-
-The Chronicle web dashboard provides a comprehensive interface for managing conversations, memories, users, and system debugging. Built with modern React and TypeScript, it offers real-time access to audio processing pipelines, advanced memory search, and administrative functions.
-
-> **Note**: This documentation covers the modern React interface located in `./webui/`. The legacy Streamlit interface has been moved to `src/_webui_original/` for reference.
-
-## Access & Authentication
-
-### Dashboard URL
-- **HTTP**: `http://localhost:5173` (development) or `http://localhost:3000` (production)
-- **HTTPS**: `https://localhost/` (automatic via setup wizard - see [Docs/ssl-certificates.md](../../../Docs/ssl-certificates.md))
-- **Live Recording**: Available at `/live-record` page for real-time audio streaming
-- **Network Access**: Configure `BACKEND_PUBLIC_URL` for remote device access via Tailscale/LAN
-
-### Authentication Methods
-1. **Email/Password Login**: Standard authentication via backend API
-2. **JWT Token**: Direct token authentication (for programmatic access)
-3. **Google OAuth**: Social login integration (if configured)
-
-### User Roles
-- **Regular Users**: Access to own conversations and memories
-- **Admin Users**: Full system access including debug tools and user management
-
-## Dashboard Sections
-
-### 1. Conversations Tab
-**Purpose**: View and manage audio conversations and transcripts
-
-**Features**:
-- Real-time conversation listing with metadata
-- Audio playback and transcript viewing  
-- Conversation status tracking (open/closed)
-- Speaker identification and timing information
-- Audio file upload for processing existing recordings
-
-**Admin Features**:
-- View all users' conversations
-- Advanced filtering and search capabilities
-
-### 2. Memories Tab  
-**Purpose**: Browse and search extracted conversation memories with advanced filtering
-
-**Core Search Features**:
-- **Text Search**: Traditional keyword-based memory filtering
-- **Semantic Search Button**: AI-powered contextual memory search with relevance scoring
-- **Dual-layer Filtering**: Combine semantic results with text search for precise filtering
-- **Relevance Threshold Slider**: 0-100% threshold to filter semantic results by confidence
-- **Active Filter Indicators**: Visual feedback showing active semantic filters with clear buttons
-- **Memory Count Display**: Shows "X of Y memories" with total count from native providers
-
-**Advanced Features**:
-- **Live Filtering**: Real-time results as threshold slider moves
-- **Reset Functionality**: Clear all filters and return to full memory list
-- Memory categorization and tagging
-- Temporal filtering and sorting
-- Memory source tracking (which conversation)
-- Export capabilities
-
-**UI Improvements**:
-- **Search Input Enhancement**: Semantic search button integrated into search field
-- **Visual Feedback**: Loading states, relevance scores, and filter status indicators
-- **Responsive Design**: Works across desktop and mobile devices
-
-**Admin Features**:
-- **Admin Debug Section**: Load and view all user memories for debugging
-- **System-wide Memory View**: Access all memories across users
-- **Memory Statistics**: Processing success rates and performance metrics
-
-### 3. User Management Tab
-**Purpose**: Administrative user and client management
-
-**Features**:
-- **Create New Users**: Email-based user registration
-- **User Listing**: View all registered users with details
-- **User Deletion**: Remove users and optionally clean up their data
-- **Client Management**: View active audio clients and connections
-
-**Admin Only**: This entire tab requires superuser privileges
-
-### 4. Conversation Management Tab
-**Purpose**: Real-time conversation and client control
-
-**Features**:
-- **Active Clients**: View currently connected audio clients
-- **Conversation Control**: Manually close open conversations
-- **Connection Monitoring**: Real-time client status and metadata
-- **WebSocket Information**: Authentication tokens and connection details
-
-### 5. 🔧 System State Tab (Admin Only)
-**Purpose**: Real-time system monitoring, debugging, and failure recovery status
-
-**Important**: This tab uses **lazy loading** - click the buttons to load specific data sections. This design prevents performance issues and allows selective monitoring.
-
-**Features**:
-
-#### System Overview (Click "📈 Load Debug Stats")
-- **Processing Metrics**: Total memory sessions, success rates, processing times
-- **Failure Analysis**: Failed extractions and error tracking  
-- **Performance Monitoring**: Average processing times and bottlenecks
-- **Live Statistics**: Real-time system performance data
-
-#### Recent Memory Sessions (Click "📋 Load Recent Sessions")
-- **Session Listing**: Recent memory processing attempts with status
-- **Session Details**: Deep dive into specific processing sessions with full JSON data
-- **Pipeline Tracing**: Step-by-step processing flow analysis
-- **Error Debugging**: Detailed error messages and stack traces for failed sessions
-
-#### System Configuration (Click "📋 Load Memory Config")
-- **Memory Config**: Current memory extraction settings and LLM configuration
-- **Debug Settings**: System debug mode, logging levels, and performance settings
-- **Live Config**: Real-time configuration without restart required
-
-#### Failure Recovery System (Click "📊 Load System Overview")
-- **System Health**: Overall system status (healthy/degraded/critical)
-- **Queue Statistics**: Processing queue metrics, backlogs, and throughput
-- **Service Health**: Real-time health checks for all dependencies:
-  - MongoDB connectivity and response times
-  - Qdrant vector database status and performance
-  - Ollama/OpenAI API availability and model status
-  - ASR service connectivity and transcription status
-- **Recovery Metrics**: Automatic recovery attempts and success rates
-
-#### Service Health Monitoring (Click "🔍 Check Service Health")
-- **Service Status Grid**: Visual status indicators for all services
-- **Response Times**: Real-time latency metrics for each service
-- **Failure Tracking**: Consecutive failure counts and error messages
-- **Circuit Breaker Status**: Service protection states and thresholds
-
-#### Usage Tips
-- **Click buttons to load data**: Content appears only after clicking section buttons
-- **Refresh data**: Use the "🔄 Refresh Debug Data" button to clear cache and reload
-- **Monitor continuously**: Regularly check different sections for system health
-- **Error investigation**: Use session details to debug processing failures
-
-## API Integration
-
-### Debug API Endpoints (Admin)
-The dashboard integrates with comprehensive debug APIs:
-
-**Memory Debug APIs:**
-- `GET /api/debug/memory/stats` - Processing statistics
-- `GET /api/debug/memory/sessions` - Recent sessions
-- `GET /api/debug/memory/session/{uuid}` - Session details
-- `GET /api/debug/memory/config` - Configuration
-- `GET /api/debug/memory/pipeline/{uuid}` - Pipeline trace
-
-**Failure Recovery APIs:**
-- `GET /api/failure-recovery/system-overview` - System status
-- `GET /api/failure-recovery/queue-stats` - Queue metrics
-- `GET /api/failure-recovery/health` - Service health
-- `GET /api/failure-recovery/circuit-breakers` - Circuit breaker status
-
-### Authentication Requirements
-- All debug APIs require admin authentication
-- JWT tokens must have `is_superuser: true`
-- Regular users see filtered data based on their user ID
-
-## Advanced Features
-
-### Real-time Updates
-- **Auto-refresh**: Configurable refresh intervals for live data
-- **WebSocket Status**: Live connection monitoring
-- **Health Monitoring**: Real-time service status updates
-
-### Data Export
-- **Memory Export**: Download memories in JSON format
-- **Conversation Export**: Export transcripts and audio metadata
-- **Debug Reports**: Export system performance reports
-
-### Troubleshooting Tools
-- **Connection Testing**: Verify backend API connectivity
-- **Authentication Debugging**: Token validation and user info display
-- **Service Diagnostics**: Health checks for all system components
-
-## Configuration
-
-### Environment Variables
-```bash
-# Backend API connection
-BACKEND_API_URL=http://localhost:8000
-BACKEND_PUBLIC_URL=http://your-domain:8000
-
-# Debug mode
-DEBUG=true  # Enable detailed logging
-
-# Authentication (inherited from backend)
-AUTH_SECRET_KEY=your-secret-key
-ADMIN_PASSWORD=your-admin-password
-```
-
-## Usage Patterns
-
-### Admin Workflow
-1. **Login** with superuser credentials
-2. **System Health**: Check debug logs tab for service status
-3. **Monitor Processing**: Review memory debug statistics
-4. **User Management**: Create/manage user accounts as needed
-5. **Troubleshooting**: Use debug tools to investigate issues
-
-### User Workflow  
-1. **Authentication**: Login via sidebar
-2. **View Conversations**: Browse recent audio sessions
-3. **Search Memories**: Find relevant conversation insights
-5. **Connect Clients**: Use provided tokens for audio devices
-
-## Security Considerations
-
-### Access Control
-- **Role-based UI**: Admin features hidden from regular users
-- **API Security**: All requests include proper authentication headers
-- **Token Management**: Secure token storage and automatic refresh
-
-### Data Privacy
-- **User Isolation**: Non-admin users only see their own data
-- **Audit Logging**: All admin actions logged for accountability
-- **Secure Communication**: HTTPS recommended for production
-
-## Troubleshooting
-
-### Common Issues
-
-#### Connection Problems
-- Verify `BACKEND_API_URL` points to running backend
-- Check firewall/port settings
-- Ensure backend health endpoint responds
-
-#### Authentication Failures
-- Verify admin credentials in backend `.env`
-- Check JWT token expiration (1-hour default)
-- Confirm user has appropriate permissions
-
-#### Missing Debug Tab
-- Only visible to admin users (`is_superuser: true`)
-- Verify authentication with admin account
-- Check backend user creation and superuser flag
-
-#### API Errors
-- Check backend logs for detailed error information
-- Verify all required services are running (MongoDB, Qdrant, etc.)
-- Test API endpoints directly with curl for debugging
-
-### Debug Steps
-1. **Check Logs**: `./logs/streamlit.log` for frontend issues
-2. **Backend Health**: Use `/health` endpoint to verify backend status  
-3. **API Testing**: Test endpoints directly with admin token
-4. **Service Status**: Use debug tab to check component health
-5. **Configuration**: Verify all environment variables are set correctly
-
-This dashboard provides comprehensive system management capabilities with particular strength in debugging and monitoring the audio processing pipeline and memory extraction systems.
\ No newline at end of file
diff --git a/backends/advanced/Docs/architecture.md b/backends/advanced/Docs/architecture.md
deleted file mode 100644
index 739f0ed7..00000000
--- a/backends/advanced/Docs/architecture.md
+++ /dev/null
@@ -1,1085 +0,0 @@
-# Chronicle Backend Architecture
-
-> 📖 **Prerequisite**: Read [quickstart.md](./quickstart.md) first for basic system understanding.
-
-## System Overview
-
-
-Chronicle is a comprehensive real-time conversation processing system that captures audio streams, performs speech-to-text transcription, and extracts memories. The system features a FastAPI backend with WebSocket audio streaming, versioned transcript and memory processing, a React web dashboard with search capabilities, and user authentication with role-based access control.
-
-
-**Core Implementation**: The complete system is implemented in `src/advanced_omi_backend/main.py` with supporting services in dedicated modules, using a modular router/controller architecture pattern.
-
-## Architecture Diagram
-
-```mermaid
-graph TB
-    %% External Inputs
-    subgraph "Audio Sources"
-        MIC[Mic/Wearables]
-        APP[Mobile App]
-    end
-
-    %% Main WebSocket Server
-    subgraph "WebSocket Server"
-        WS["/ws?codec=pcm endpoint"]
-        AUTH[JWT Auth]
-    end
-
-    %% Wyoming Protocol Handler
-    subgraph "Wyoming Protocol"
-        WP[Protocol Parser]
-        AS[audio-start event]
-        AC[audio-chunk event]
-        AST[audio-stop event]
-    end
-
-    %% Client Management
-    subgraph "Client Management"
-        CM[ClientManager]
-        CS[ClientState]
-        CT[Client Tracking]
-        CONV_MGR[ConversationManager<br/>Lifecycle Coordination]
-    end
-
-    %% Processor System
-    subgraph "ProcessorManager"
-        direction TB
-        PM[Manager Coordinator]
-        
-        subgraph "Global Queues"
-            AQ[Audio Queue]
-            TQ[Transcription Queue]
-            MQ[Memory Queue]
-            CQ[Cropping Queue]
-        end
-        
-        subgraph "Processors"
-            AP[Audio Processor]
-            TP[Transcription Processor]
-            MP[Memory Processor]
-            CP[Cropping Processor]
-        end
-        
-        subgraph "Event Coordination"
-            TC[TranscriptCoordinator<br/>AsyncIO Events]
-        end
-    end
-
-    %% Storage Systems
-    subgraph "Storage"
-        FS[File System<br/>Audio Files]
-
-        subgraph "MongoDB"
-            AC_COL[audio_chunks<br/>All Audio Sessions]
-            CONV_COL[conversations<br/>Speech-Detected Only]
-            USERS[users]
-            CONV_REPO[ConversationRepository<br/>Clean Data Access]
-        end
-
-        subgraph "Qdrant"
-            MEM[Memory Vectors]
-        end
-    end
-
-    %% Transcription Services
-    subgraph "Transcription Services"
-        DG[Deepgram<br/>Nova-3]
-        WY[Wyoming ASR<br/>Fallback]
-    end
-
-    %% Memory Services
-    subgraph "LLM Services"
-        OAI[OpenAI]
-        OLL[Ollama]
-    end
-
-    %% Data Flow
-    MIC --> WS
-    APP --> WS
-    WS --> AUTH
-    AUTH --> WP
-    
-    %% Wyoming Protocol Flow
-    WP --> AS
-    WP --> AC
-    WP --> AST
-    
-    AS --> CM
-    AC --> CM
-    AST --> CM
-    
-    %% Client State Management
-    CM --> CS
-    CS --> CT
-    
-    %% Audio Processing Flow
-    CS -->|queue audio| AQ
-    AQ --> AP
-    AP -->|save| FS
-    AP -->|queue| TQ
-    
-    %% Transcription Flow
-    TQ --> TP
-    TP --> DG
-    TP --> WY
-    TP -->|save transcript| AC_COL
-    TP -->|signal completion| TC
-    
-    %% Conversation Closure Flow (Critical Path)
-    AST -->|close_conversation| CS
-    CS -->|delegate to| CONV_MGR
-    CONV_MGR -->|wait for event| TC
-    TC -->|transcript ready| CONV_MGR
-    CONV_MGR -->|queue memory| MQ
-    CONV_MGR -->|if enabled| CQ
-    
-    %% Memory Processing Flow
-    MQ --> MP
-    MP -->|read via| CONV_REPO
-    CONV_REPO -->|access| AC_COL
-    MP --> OAI
-    MP --> OLL
-    MP -->|orchestrate by mem0| MEM
-    MP -->|update via| CONV_REPO
-    
-    %% Cropping Flow
-    CQ --> CP
-    CP -->|read| FS
-    CP -->|save cropped| FS
-    CP -->|update| AC_COL
-    
-    %% Management
-    PM -.-> AQ
-    PM -.-> TQ
-    PM -.-> MQ
-    PM -.-> CQ
-    PM -.-> AP
-    PM -.-> TP
-    PM -.-> MP
-    PM -.-> CP
-
-    style WS fill:#f9f,stroke:#333,stroke-width:4px
-    style CS fill:#bbf,stroke:#333,stroke-width:2px
-    style MQ fill:#fbb,stroke:#333,stroke-width:2px
-    style AST fill:#bfb,stroke:#333,stroke-width:2px
-    style TC fill:#ffb,stroke:#333,stroke-width:3px
-    style CONV_MGR fill:#bff,stroke:#333,stroke-width:2px
-    style CONV_REPO fill:#fbf,stroke:#333,stroke-width:2px
-```
-
-## Component Descriptions
-
-### Core Application
-
-#### FastAPI Backend (`src/advanced_omi_backend/main.py`)
-- **Authentication-First Design**: All endpoints require JWT authentication
-- **Wyoming Protocol WebSocket**: Real-time audio streaming using Wyoming protocol (JSONL + binary) for structured session management
-- **WebSocket Audio Streaming**: Real-time Opus/PCM audio ingestion with per-client isolation
-- **Conversation Management**: Session-based conversation lifecycle using Wyoming audio-start/stop events
-- **REST API Suite**: Comprehensive endpoints organized in modular routers (`src/advanced_omi_backend/routers/`)
-- **Health Monitoring**: Detailed service health checks and performance metrics (`src/advanced_omi_backend/routers/modules/system_routes.py`)
-- **Audio Cropping**: Intelligent speech segment extraction using FFmpeg
-
-#### Authentication System (`src/advanced_omi_backend/auth.py`)
-- **FastAPI-Users Integration**: Complete user lifecycle management
-- **Email Authentication**: User authentication via email and password
-- **Multi-Authentication**: JWT tokens,  and cookie-based sessions
-- **Role-Based Access Control**: Admin vs regular user permissions with data isolation
-- **WebSocket Security**: Custom authentication for real-time connections with token/cookie support
-- **Admin User Bootstrap**: Automatic admin account creation
-- **Client ID Generation**: Automatic `objectid_suffix-device_name` format for client identification
-
-> 📖 **Read more**: [Authentication Architecture](./auth.md) for complete authentication system details
-
-#### React Dashboard (`webui/`)
-- **Modern Interface**: Complete React/TypeScript web-based management interface
-- **Advanced Memory Search**: Semantic search with relevance threshold filtering and live results
-- **Memory Count Display**: Total count tracking with dual-layer filtering capabilities
-- **Authentication Integration**: Login with backend JWT tokens and user management
-- **Real-Time Monitoring**: Live client status and conversation management
-- **Live Recording**: Real-time audio recording with WebSocket streaming (HTTPS)
-- **Data Management**: User, conversation, and memory interfaces with enhanced UX
-- **Audio Playback**: Smart audio player with original/cropped audio options
-- **System Health**: Visual service status and configuration display
-
-### Wyoming Protocol Implementation
-
-The system implements Wyoming protocol for structured WebSocket audio communication, providing clear session boundaries and improved conversation management.
-
-#### Protocol Overview
-Wyoming is a peer-to-peer protocol for voice assistants that combines JSONL (JSON Lines) headers with binary audio payloads:
-
-**Protocol Format**:
-```
-{JSON_HEADER}\n
-<binary_payload>
-```
-
-#### Supported Events
-
-**Audio Session Events**:
-- **audio-start**: Signals the beginning of an audio recording session
-  ```json
-  {"type": "audio-start", "data": {"rate": 16000, "width": 2, "channels": 1}, "payload_length": null}
-  ```
-
-- **audio-chunk**: Contains raw audio data with format metadata
-  ```json
-  {"type": "audio-chunk", "data": {"rate": 16000, "width": 2, "channels": 1}, "payload_length": 320}
-  <320 bytes of PCM/Opus audio data>
-  ```
-
-- **audio-stop**: Signals the end of an audio recording session
-  ```json
-  {"type": "audio-stop", "data": {"timestamp": 1234567890}, "payload_length": null}
-  ```
-
-#### Backend Implementation
-
-**Advanced Backend (`/ws?codec=pcm`)**:
-- **Full Wyoming Protocol Support**: Parses all Wyoming events for comprehensive session management
-- **Session State Tracking**: Only processes audio chunks when session is active (after receiving audio-start)
-- **Conversation Boundaries**: Uses Wyoming audio-start/stop events to define precise conversation segments
-- **PCM Audio Processing**: Direct processing of PCM audio data from all apps
-
-**Advanced Backend (`/ws?codec=opus`)**:
-- **Wyoming Protocol + Opus Decoding**: Combines Wyoming session management with OMI Opus decoding
-- **Continuous Streaming**: OMI devices stream continuously, audio-start/stop events are optional
-- **Timestamp Preservation**: Uses timestamps from Wyoming headers when provided
-- **Dynamic Sample Rate**: Automatically detects and adapts to client sample rate (typically 16kHz for OMI devices, but supports other rates)
-
-**Simple Backend (`/ws`)**:
-- **Minimal Wyoming Support**: Parses audio-chunk events, silently ignores control events
-- **Opus Processing**: Handles Opus-encoded audio chunks from Wyoming protocol messages
-- **Legacy Compatibility**: Maintains support for raw Opus packet streaming
-
-#### Protocol Parser Implementation
-Both backends include a Wyoming protocol parser (`parse_wyoming_protocol()`) that:
-- Detects message type (JSONL header vs. raw binary)
-- Parses JSON headers and extracts payload length
-- Reads binary payloads when specified
-- Provides backward compatibility for non-Wyoming clients
-
-#### Benefits
-- **Clear Session Boundaries**: Eliminates timeout-based conversation detection
-- **Structured Communication**: Consistent protocol across all audio streaming interfaces
-- **Future Extensibility**: Foundation for additional event types (pause, resume, metadata)
-- **Universal App Integration**: Simple implementation for all WebSocket clients (mobile, desktop, web)
-- **Backward Compatibility**: Existing raw audio streaming clients continue to work
-
-### Audio Processing Pipeline
-
-#### Transcription Architecture
-
-The system implements a dual transcription approach with Deepgram as primary and Wyoming ASR as fallback:
-
-**Deepgram Batch Processing**:
-- **Model**: Nova-3 (Deepgram's latest high-accuracy model)
-- **Features**: Smart formatting, punctuation, speaker diarization
-- **Processing**: Collect-then-process approach using REST API
-- **Timeout**: 1.5 minute collection timeout for optimal quality
-- **Client Manager Integration**: Uses centralized ClientManager for clean client state access
-- **Configuration**: Auto-enables when `DEEPGRAM_API_KEY` environment variable is present
-
-**Wyoming ASR Fallback**:
-- **Purpose**: Offline fallback when Deepgram unavailable
-- **Protocol**: TCP connection to self-hosted Wyoming ASR service
-- **Event-Driven**: Asynchronous event processing with background queue management
-- **Graceful Degradation**: Seamless fallback without service interruption
-
-**TranscriptionManager Architecture**:
-```python
-# Clean dependency injection pattern
-TranscriptionManager(
-    chunk_repo=database_repo,
-    # Uses get_client_manager() singleton for client state access
-)
-```
-
-#### Client Manager Architecture
-
-The system uses a centralized **ClientManager** for managing active client connections and state:
-
-**Centralized Client Management**:
-```python
-# Singleton pattern for global client state access
-client_manager = get_client_manager()
-
-# Client state management
-client_state = ClientState(
-    client_id="user_id_suffix-device_name",
-    chunk_repo=database_repo,
-    chunk_dir=audio_storage_path
-)
-```
-
-**Client ID Format**: `{objectid_suffix}-{device_name}`
-- Uses last 6 characters of MongoDB ObjectId + device name
-- Examples: `cd7994-laptop`, `e26efe-upload-001`
-- Ensures unique identification across users and devices
-
-**Key Features**:
-- **Connection Tracking**: Real-time monitoring of active clients
-- **State Management**: Simplified client state for conversation tracking only
-- **Centralized Processing**: Application-level processors handle all background tasks
-- **Dynamic Sample Rate**: Client state tracks actual sample rate from audio chunks
-- **Audio Buffer Management**: Sophisticated buffer system with timing and collection management
-
-### Audio Buffer Management
-
-The system implements advanced audio buffer management for reliable processing:
-
-**Buffer Collection**:
-- **Retention**: Configurable buffer retention (default 120 seconds for speaker identification)
-- **Timeout**: 1.5 minute collection timeout to prevent indefinite buffering
-- **Isolation**: Each client maintains isolated buffer state
-- **Dynamic Sizing**: Adapts to actual sample rate and chunk sizes
-
-**Buffer State Tracking**:
-- Sample rate detection from incoming audio chunks
-- Automatic fallback to default rates when not specified
-- Buffer timing synchronization for accurate segment extraction
-- Memory-efficient circular buffer implementation
-
-### Application-Level Processing Architecture
-
-The system has been refactored from per-client processing to application-level processing for improved reliability and resource management:
-
-**Processor Manager**:
-```python
-# Centralized processing with global queues
-ProcessorManager(
-    audio_queue=asyncio.Queue(),          # Audio file management
-    transcription_queue=asyncio.Queue(),  # Deepgram/Wyoming ASR
-    memory_queue=asyncio.Queue(),         # LLM processing
-    cropping_queue=asyncio.Queue()        # Speech segment extraction
-)
-```
-
-**Background Task Manager**:
-```python
-# Centralized task tracking prevents orphaned processes
-BackgroundTaskManager(
-    tasks={},                    # Active task tracking
-    completed_tasks=[],          # Completed task history
-    max_completed_history=1000   # Task history limit
-)
-```
-
-**Key Benefits**:
-- **Prevents Orphaned Processes**: All background tasks tracked centrally
-- **Processing Continues After Disconnect**: Tasks complete even if client disconnects
-- **Resource Leak Prevention**: Proper cleanup of TCP connections, file handles, threads
-- **Robust Error Handling**: Comprehensive exception handling with guaranteed cleanup
-- **Task Timeout Management**: Automatic cancellation of long-running tasks
-
-**Architecture Changes**:
-- **ClientState**: Simplified to state management only (conversation tracking, speech segments)
-- **ProcessorManager**: Handles all audio, transcription, memory, and cropping tasks
-- **TaskManager**: Tracks all background tasks with health monitoring
-- **Exception Safety**: WebSocket handlers use try/finally for guaranteed cleanup
-- **Resource Management**: Automatic cleanup on client disconnect
-- **Multi-Device Support**: Single user can have multiple active clients
-- **Thread-Safe Operations**: Concurrent client access with proper synchronization
-
-### Conversation Closure and Memory Processing
-
-**Recent Architecture Changes**: 
-1. Memory processing decoupled from transcription to prevent duplicates
-2. **Event-driven coordination** eliminates polling/retry race conditions
-
-#### Previous Architecture (Had Issues)
-```
-Transcription Complete → Queue Memory Processing ❌ (Duplicate)
-                    ↓
-Conversation Close → Queue Memory Processing ❌ (Duplicate)
-```
-
-#### Current Architecture (Event-Driven)
-```
-Transcription Complete → Save Transcript + Signal Event ✓
-                                           ↓
-Conversation Close → Wait for Event → Queue Memory Processing ✓
-```
-
-#### Event Coordination System
-The system now uses **TranscriptCoordinator** for proper async coordination:
-
-```python
-class TranscriptCoordinator:
-    async def wait_for_transcript_completion(audio_uuid: str) -> bool:
-        # Wait for asyncio.Event (no polling!)
-        
-    def signal_transcript_ready(audio_uuid: str):
-        # Signal completion from TranscriptionManager
-```
-
-**Benefits:**
-- ✅ **Zero polling** - Uses asyncio events instead of sleep/retry loops
-- ✅ **Immediate processing** - Memory processor starts as soon as transcript is ready  
-- ✅ **No race conditions** - Proper async coordination prevents timing issues
-- ✅ **Better performance** - No artificial delays or timeout-based waiting
-
-#### New Architecture Components
-
-**TranscriptCoordinator** (`transcript_coordinator.py`)
-- **Event-Driven Coordination**: Manages asyncio.Event objects for transcript completion
-- **Zero-Polling Design**: Eliminates sleep/retry loops in favor of proper async events
-- **Global Singleton**: Centralized coordination across all processors
-- **Automatic Cleanup**: Events are cleaned up after use to prevent memory leaks
-
-**ConversationManager** (`conversation_manager.py`)
-- **Lifecycle Management**: Handles complete conversation closure workflow
-- **Single Responsibility**: Separated from ClientState for cleaner architecture
-- **Processing Coordination**: Manages memory processing and audio cropping queuing
-- **Error Handling**: Comprehensive error handling with success/failure tracking
-
-**ConversationRepository** (`conversation_repository.py`)
-- **Repository Pattern**: Clean abstraction for conversation data access
-- **Event Integration**: Signals TranscriptCoordinator when transcripts are saved
-- **Domain-Focused Methods**: High-level methods like `get_full_conversation_text()`
-- **Proper Error Handling**: All database operations wrapped with try/catch and logging
-
-#### Conversation Closure Triggers
-
-The `close_conversation()` method in ClientState now delegates to ConversationManager:
-
-1. **Wyoming Protocol `audio-stop` Event** (Primary Path)
-   - Explicit session end from client
-   - Most reliable trigger
-   - Immediate processing
-
-2. **Client Disconnect** 
-   - WebSocket connection closed
-   - Cleanup handler ensures closure
-   - Prevents orphaned conversations
-
-3. **Manual API Call**
-   - `/api/conversations/{client_id}/close` endpoint
-   - User-initiated closure
-   - UI button in React dashboard
-
-4. **Conversation Timeout** (Not shown in diagram)
-   - 1.5 minute silence detection
-   - Automatic closure for inactive sessions
-
-#### Memory Processing Flow
-
-When `close_conversation()` is called:
-
-```python
-async def close_current_conversation(self):
-    # 1. Check if conversation has content
-    if not self.has_transcripts():
-        return  # No memory processing needed
-    
-    # 2. Save conversation to MongoDB
-    audio_uuid = await self.save_conversation()
-    
-    # 3. Queue memory processing (ONLY place this happens)
-    if audio_uuid and self.has_required_data():
-        processor_manager.queue_memory_processing({
-            'audio_uuid': audio_uuid,
-            'user_id': self.user_id,
-            'transcript': self.get_transcript()
-        })
-    
-    # 4. Queue audio cropping if enabled
-    if self.audio_cropping_enabled:
-        processor_manager.queue_audio_cropping(audio_path)
-    
-    # 5. Reset state for next conversation
-    self.reset_conversation_state()
-```
-
-#### Reliability Considerations
-
-**Q: Can `close_conversation` fail to be called?**
-
-Potential failure scenarios:
-1. **Server crash before processing `audio-stop`** - Mitigated by disconnect handler
-2. **Network failure during event transmission** - Client reconnect triggers new session
-3. **Client bug that doesn't send `audio-stop`** - Disconnect handler ensures cleanup
-
-**Q: Is memory processing guaranteed?**
-
-Current guarantee: **Best effort with multiple fallbacks**
-- Primary trigger: Wyoming protocol events
-- Fallback 1: Client disconnect handler
-- Fallback 2: Manual API endpoint
-- Future improvement: Periodic sweep for unprocessed conversations
-
-#### Per-Client State Management
-```mermaid
-stateDiagram-v2
-    [*] --> Connected: WebSocket Auth
-    Connected --> Processing: Audio Received
-    Processing --> Transcribing: Chunk Buffered
-    Transcribing --> ActiveConversation: Transcript Generated
-    ActiveConversation --> Processing: Continue Audio
-    ActiveConversation --> ConversationTimeout: 1.5min Silence
-    Processing --> ManualClose: User Action
-    ConversationTimeout --> ProcessingMemory: Extract Insights
-    ManualClose --> ProcessingMemory: Extract Insights
-    ProcessingMemory --> AudioCropping: Remove Silence
-    AudioCropping --> ConversationClosed: Cleanup Complete
-    ConversationClosed --> Connected: Ready for New
-    Connected --> [*]: Client Disconnect
-```
-
-#### Audio Processing Queues (Per-Client)
-- **Chunk Queue**: Raw audio buffering with client isolation
-- **Transcription Queue**: Audio chunks for real-time ASR processing with quality validation
-- **Memory Queue**: Completed conversations for LLM memory extraction (with transcript validation)
-- **Quality Control**: Multi-stage validation prevents empty/invalid transcripts from consuming LLM resources
-
-#### Speech Processing Features
-- **Voice Activity Detection**: Automatic silence removal and speech segment extraction
-- **Audio Cropping**: FFmpeg-based processing to create concise audio files
-- **Multiple Format Support**: Opus (compressed) and PCM (uncompressed) audio input
-- **Conversation Chunking**: 60-second segments with seamless processing
-
-### Intelligence Services
-
-
-#### Memory Management (`src/advanced_omi_backend/memory/memory_service.py`)
-- **User-Centric Storage**: All memories keyed by database user_id (not client_id)
-- **Conversation Summarization**: Automatic memory extraction using mem0 framework
-- **Vector Storage**: Semantic memory search with Qdrant embeddings
-- **Client Metadata**: Client information stored in memory metadata for reference
-- **User Isolation**: Complete data separation between users via user_id
-- **Temporal Memory**: Long-term conversation history with semantic retrieval
-- **Processing Trigger**: Conversation end events processed by `src/advanced_omi_backend/controllers/memory_controller.py`
-
-> 📖 **Read more**: [Memory System Documentation](./memories.md) for detailed memory extraction and storage
-
-
-### Data Models & Access
-
-#### User Management (`src/advanced_omi_backend/users.py`)
-- **Beanie ODM**: MongoDB document modeling with type safety
-- **User ID System**: MongoDB ObjectId-based user identification
-- **Authentication Data**: Secure password hashing, email verification, email-based login
-- **Profile Management**: User preferences, display names, and permissions
-- **Client Registration**: Tracking of registered clients per user with device names
-- **Data Ownership**: All data (conversations, memories) associated via user_id
-- **Client ID Generation**: Helper functions for `objectid_suffix-device_name` format
-
-#### Conversation Data Access (`src/advanced_omi_backend/conversation_repository.py`)
-- **Audio Metadata**: File paths, timestamps, duration tracking
-- **Transcript Management**: Speaker identification and timing information
-- **Memory Links**: Connection between conversations and extracted memories
-
-#### Permission System
-- **Dictionary-Based Mapping**: Clean client-user relationship tracking via in-memory dictionaries
-- **Active Client Tracking**: `client_to_user_mapping` for currently connected clients
-- **Persistent Tracking**: `all_client_user_mappings` for database query permission checks
-- **Ownership Validation**: Simple dictionary lookup instead of regex pattern matching
-- **Data Isolation**: User-scoped queries using client ID lists for efficient permission filtering
-
-## Deployment Architecture
-
-### Docker Compose Structure
-
-```mermaid
-graph LR
-    subgraph "Docker Network"
-        Backend[chronicle-backend<br/>uv + FastAPI]
-        WebUI[webui<br/>React Dashboard]
-        Proxy[nginx<br/>Load Balancer]
-        Mongo[mongo:4.4.18<br/>Primary Database]
-        Qdrant[qdrant<br/>Vector Store]
-    end
-    
-    subgraph "External Services"
-        Ollama[ollama<br/>LLM Service]
-        ASRService[ASR Services<br/>extras/asr-services]
-    end
-    
-    subgraph "Client Access"
-        WebBrowser[Web Browser<br/>Dashboard]
-        AudioClient[Audio Client<br/>Mobile/Desktop]
-    end
-    
-    WebBrowser -->|Port 5173 (dev)| WebUI
-    WebBrowser -->|Port 80 (prod)| Proxy
-    AudioClient -->|Port 8000| Backend
-    
-    Proxy --> Backend
-    Proxy --> WebUI
-    Backend --> Mongo
-    Backend --> Qdrant
-    Backend -.->|Optional| Ollama
-    Backend -.->|Optional| ASRService
-```
-
-### Container Specifications
-
-#### Backend Container (`chronicle-backend`)
-- **Base**: Python 3.12 slim with uv package manager
-- **Dependencies**: FastAPI, WebSocket libraries, audio processing tools
-- **Volumes**: Audio chunk storage, debug directories
-- **Health Checks**: Automated readiness and liveness probes
-- **Environment**: All configuration via environment variables
-
-#### React WebUI Container (`webui`)
-- **Purpose**: Modern React-based web dashboard interface
-- **Dependencies**: React, TypeScript, Vite for development, Nginx for production
-- **Backend Integration**: HTTP API client with JWT authentication
-- **Configuration**: Backend URL configuration for API calls
-- **Development**: Vite dev server on port 5173
-- **Production**: Nginx serving built React app on port 80
-
-#### Infrastructure Containers
-- **MongoDB 4.4.18**: Primary data storage with persistence
-- **Qdrant Latest**: Vector database for memory embeddings
-- **Neo4j 5.15**: Graph database for memory relationships and entity connections
-- **Nginx Alpine**: Reverse proxy and load balancing (serves React app in production, proxies API calls to backend)
-
-## Detailed Data Flow Architecture
-
-> 📖 **Reference Documentation**: 
-> - [Authentication Details](./auth.md) - Complete authentication system documentation
-
-### Complete System Data Flow Diagram
-
-```mermaid
-flowchart TB
-    %% External Clients
-    Client[📱 Audio Client<br/>Mobile/Desktop/HAVPE]
-    WebUI[🌐 Web Dashboard<br/>React Web UI]
-
-    %% Authentication Gateway
-    subgraph "🔐 Authentication Layer"
-        AuthGW[JWT/Cookie Auth<br/>🕐 1hr token lifetime]
-        ClientGen[Client ID Generator<br/>user_suffix-device_name]
-        UserDB[(👤 User Database<br/>MongoDB ObjectId)]
-    end
-
-    %% Audio Processing Pipeline
-    subgraph "🎵 Audio Processing Pipeline"
-        WSAuth[WebSocket Auth<br/>🕐 Connection timeout: 30s]
-        OpusDecoder[Opus/PCM Decoder<br/>Real-time Processing]
-        
-        subgraph "⏱️ Per-Client State Management"
-            ClientState[Client State<br/>🕐 Conversation timeout: 1.5min]
-            AudioQueue[Audio Chunk Queue<br/>60s segments]
-            ConversationTimer[Conversation Timer<br/>🔄 Auto-timeout tracking]
-        end
-        
-        subgraph "🎙️ Transcription Layer"
-            ASRManager[Transcription Manager<br/>🕐 Init timeout: 60s]
-            DeepgramWS[Deepgram WebSocket<br/>Nova-3 Model, Smart Format<br/>🔌 Auto-reconnect on disconnect]
-            OfflineASR[Wyoming ASR Fallback<br/>🕐 Connect timeout: 5s]
-            ClientManager[Client Manager<br/>Centralized client state access]
-            TranscriptValidation[Transcript Validation<br/>📏 Min 10 chars]
-        end
-    end
-
-    %% Intelligence Services
-    subgraph "🧠 Intelligence Processing"
-        subgraph "💭 Memory Pipeline"
-            MemoryService[Memory Service<br/>🕐 Init timeout: 60s<br/>🕐 Processing timeout: 20min]
-            MemoryValidation[Memory Validation<br/>📏 Min conversation length]
-            LLMProcessor[Ollama LLM<br/>🔄 Circuit breaker protection]
-            VectorStore[Qdrant Vector Store<br/>🔍 Semantic search]
-        end
-        
-    end
-
-
-    %% Data Storage
-    subgraph "💾 Data Storage Layer"
-        MongoDB[(MongoDB<br/>Users & Conversations<br/>🕐 Health check: 5s)]
-        QdrantDB[(Qdrant<br/>Vector Embeddings<br/>🔍 Semantic memory)]
-        AudioFiles[Audio Files<br/>📁 Chunk storage + cropping]
-    end
-
-    %% Connection Flow with Timeouts
-    Client -->|🔐 Auth Token| AuthGW
-    AuthGW -->|❌ 401 Unauthorized<br/>⏱️ Invalid/expired token| Client
-    AuthGW -->|✅ Validated| ClientGen
-    ClientGen -->|🏷️ Generate client_id| WSAuth
-    
-    %% Audio Processing Flow
-    Client -->|🎵 Opus/PCM Stream<br/>🕐 30s connection timeout| WSAuth
-    WSAuth -->|❌ 1008 Policy Violation<br/>🔐 Auth required| Client
-    WSAuth -->|✅ Authenticated| OpusDecoder
-    OpusDecoder -->|📦 Audio chunks| ClientState
-    ClientState -->|⏱️ 1.5min timeout check| ConversationTimer
-    ConversationTimer -->|🔄 Timeout exceeded| ClientState
-    
-    %% Transcription Flow with Failure Points
-    ClientState -->|🎵 Audio data| ASRManager
-    ASRManager -->|🔌 Primary connection| DeepgramWS
-    ASRManager -->|🔌 Fallback connection| OfflineASR
-    ASRManager -->|📋 Client state access| ClientManager
-    DeepgramWS -->|❌ WebSocket disconnect<br/>🔄 Auto-reconnect after 2s| ASRManager
-    OfflineASR -->|❌ TCP connection timeout<br/>🕐 5s limit| ASRManager
-    ASRManager -->|📝 Raw transcript| TranscriptValidation
-    TranscriptValidation -->|❌ Too short (<10 chars)<br/>🚫 Skip processing| QueueTracker
-    TranscriptValidation -->|✅ Valid transcript| MemoryService
-
-    %% Memory Processing with Timeouts
-    MemoryService -->|🕐 20min timeout| LLMProcessor
-    LLMProcessor -->|❌ Model stopped<br/>🔄 Circuit breaker trip| CircuitBreaker
-    LLMProcessor -->|❌ Empty response<br/>🔄 Fallback memory| MemoryService
-    LLMProcessor -->|✅ Memory extracted| VectorStore
-    MemoryService -->|📊 Track processing| QueueTracker
-    
-
-    %% Disconnect and Cleanup Flow
-    Client -->|🔌 Disconnect| ClientState
-    ClientState -->|🧹 Cleanup tasks<br/>🕐 Background memory: 5min<br/>🕐 Transcription queue: 60s| ASRManager
-    ASRManager -->|🔌 Graceful disconnect<br/>🕐 2s timeout| DeepgramWS
-    ClientState -->|🔄 Final conversation processing| MemoryService
-
-    %% Storage Integration
-    MemoryService -->|💾 Store memories| MongoDB
-    VectorStore -->|💾 Embeddings| QdrantDB
-    QueueTracker -->|📊 Metrics & tracking| SQLiteTracking
-    ClientState -->|📁 Audio segments| AudioFiles
-
-    %% Web Dashboard Flow
-    WebUI -->|🔐 Cookie/JWT auth<br/>🕐 1hr lifetime| AuthGW
-    WebUI -->|📊 API calls| MongoDB
-    WebUI -->|🎵 Audio playback| AudioFiles
-```
-
-### Critical Timeout and Failure Points
-
-#### 🕐 **Timeout Configuration**
-| Component | Timeout Value | Failure Behavior | Recovery Action |
-|-----------|---------------|------------------|-----------------|
-| **JWT Tokens** | 1 hour | 401 Unauthorized | Client re-authentication required |
-| **WebSocket Connection** | 30 seconds | Connection dropped | Client reconnection with auth |
-| **Conversation Auto-Close** | 1.5 minutes | New conversation started | Memory processing triggered |
-| **Transcription Queue** | 60 seconds | Queue processing timeout | Graceful degradation |
-| **Memory Service Init** | 60 seconds | Service unavailable | Health check failure |
-| **Ollama Processing** | 20 minutes | LLM timeout | Fallback memory creation |
-| **Background Memory Task** | 5 minutes | Task cancellation | Partial processing retained |
-| **MongoDB Health Check** | 5 seconds | Service marked unhealthy | Circuit breaker activation |
-| **Ollama Health Check** | 8 seconds | Service marked unhealthy | Circuit breaker activation |
-| **ASR Connection** | 5 seconds | Connection failure | Fallback ASR or degraded mode |
-
-#### 🔌 **Disconnection Scenarios**
-1. **Client Disconnect**: Graceful cleanup with conversation finalization
-2. **Network Interruption**: Auto-reconnection with exponential backoff  
-3. **Service Failure**: Circuit breaker protection and alternative routing
-4. **Authentication Expiry**: Forced re-authentication with clear error codes
-
-
-### Audio Ingestion & Processing
-1. **Client Authentication**: JWT token validation for WebSocket connection (email or user_id based)
-2. **Client ID Generation**: Automatic `user_id-device_name` format creation for client identification
-3. **Permission Registration**: Client-user relationship tracking in permission dictionaries
-4. **Audio Streaming**: Real-time Opus/PCM packets over WebSocket with user context
-5. **Per-Client Processing**: Isolated audio queues and state management per user
-6. **Audio Session Storage**: All audio sessions stored in `audio_chunks` collection by `audio_uuid`
-7. **Speech Detection**: Automatic analysis of transcript content for meaningful speech
-8. **Conversation Creation**: User-facing conversations created in `conversations` collection only when speech detected
-9. **Transcription Pipeline**: Configurable ASR service integration with versioned storage
-10. **Conversation Lifecycle**: Automatic timeout handling and memory processing
-11. **Audio Optimization**: Speech segment extraction and silence removal
-
-#### Critical Timing Considerations
-**Transcription Manager Creation Race Condition**: When processing uploaded audio files, there's a timing dependency between:
-- Audio chunks being queued via `processor_manager.queue_audio()` (synchronous)
-- Transcription manager creation in background `_transcription_processor()` (asynchronous)
-- `close_client_audio()` call to flush final transcript (immediate)
-
-**Solution**: A 2-second delay is added before calling `close_client_audio()` to ensure the transcription manager is created by the background processor. Without this delay, the flush call fails silently and transcription never completes.
-
-**File Upload Flow**:
-1. Audio chunks queued to `transcription_queue` 
-2. Background transcription processor creates `TranscriptionManager` on first chunk
-3. 2-second delay ensures manager exists before flush
-4. Client audio closure triggers transcript completion
-
-### Memory & Intelligence Processing
-1. **Conversation Completion**: End-of-session trigger for memory extraction (speech-detected conversations only)
-2. **Transcript Validation**: Multi-layer validation prevents empty/short transcripts from reaching LLM implemented in memory controller
-3. **User Resolution**: Client-ID to database user mapping for proper data association
-4. **Versioned Processing**: Multiple transcript and memory versions with provider/model tracking
-5. **LLM Processing**: Ollama-based conversation summarization with user context (only for validated transcripts)
-6. **Vector Storage**: Semantic embeddings stored in Qdrant keyed by user_id
-7. **Metadata Enhancement**: Client information and user email stored in metadata
-8. **Reprocessing Capabilities**: Re-run transcript or memory extraction with different parameters
-9. **Version Management**: Active version pointers with automatic legacy field population
-10. **Search & Retrieval**: User-scoped semantic memory search capabilities
-
-### User Management & Security
-1. **Registration**: Admin-controlled user creation with email/password and auto-generated user_id
-2. **Dual Authentication**: JWT token generation for both email and user_id login methods
-3. **Client Association**: Automatic client ID generation as `user_id-device_name`
-4. **Permission Tracking**: Dictionary-based client-user relationship management
-5. **Authorization**: Per-endpoint permission checking with simplified ownership validation
-6. **Data Isolation**: User-scoped data access via client ID mapping and ownership validation
-
-## Speaker Recognition Integration
-
-The advanced backend integrates with an external speaker recognition service for real-time speaker identification during conversations.
-
-### Integration Architecture
-
-**Service Communication**:
-- **HTTP API**: RESTful endpoints for speaker enrollment and management
-- **Real-time Processing**: Speaker identification during live transcription
-- **Asynchronous Pipeline**: Non-blocking speaker identification parallel to transcription
-
-**Key Features**:
-- **Dynamic Enrollment**: Add speakers through audio samples
-- **Live Identification**: Real-time speaker recognition during conversations
-- **Confidence Scoring**: Adjustable thresholds for identification accuracy
-- **Multi-speaker Support**: Handles conversations with multiple participants
-
-### Speaker Recognition Flow
-
-1. **Audio Collection**: Capture audio chunks with proper buffering
-2. **Feature Extraction**: Generate speaker embeddings from audio segments
-3. **Identity Matching**: Compare against enrolled speaker database
-4. **Result Integration**: Enhance transcripts with speaker identification
-
-### Configuration
-
-```yaml
-# Environment variables for speaker recognition
-SPEAKER_SERVICE_URL: "http://speaker-recognition:8001"
-SPEAKER_CONFIDENCE_THRESHOLD: 0.15  # Adjustable confidence level
-```
-
-### API Endpoints
-
-- `POST /api/speaker/enroll` - Enroll new speaker with audio samples
-- `GET /api/speaker/list` - List enrolled speakers
-- `POST /api/speaker/identify` - Identify speaker from audio segment
-- `DELETE /api/speaker/{speaker_id}` - Remove enrolled speaker
-
-## Security Architecture
-
-### Authentication Layers
-- **API Gateway**: JWT middleware on all protected endpoints with email/user_id support
-- **WebSocket Security**: Custom authentication handler for real-time connections (token + cookie support)
-- **Client ID Management**: Automatic generation and validation of `user_id-device_name` format
-- **Permission Mapping**: Dictionary-based client-user relationship tracking
-- **Role Validation**: Admin vs user permission matrix enforcement
-- **Data Scoping**: Efficient user context filtering via client ID mapping
-
-### Access Control Matrix
-| Resource | Regular User | Superuser |
-|----------|-------------|-----------|
-| Own Conversations | Full Access | Full Access |
-| Other Users' Conversations | No Access | Full Access |
-| User Management | Profile Only | Full CRUD |
-| System Administration | Health Check Only | Full Access |
-| Active Client Management | Own Clients Only | All Clients |
-| Memory Management | Own Memories Only | All Memories (with client info) |
-
-### Data Protection
-- **Encryption**: JWT token signing with configurable secret keys
-- **Password Security**: Bcrypt hashing with salt rounds
-- **User Identification**: MongoDB ObjectId-based user system
-- **Data Isolation**: User ID validation on all data operations via client mapping
-- **Permission Efficiency**: Dictionary-based ownership checking instead of regex patterns
-- **Audit Logging**: Comprehensive request and authentication logging with user_id tracking
-
-## Configuration & Environment
-
-### Required Environment Variables
-```bash
-AUTH_SECRET_KEY=your-super-secret-jwt-key-here-make-it-long-and-random
-ADMIN_PASSWORD=your-secure-admin-password
-```
-
-### Optional Service Configuration
-```bash
-# Database
-MONGODB_URI=mongodb://mongo:27017
-
-# LLM Processing
-OLLAMA_BASE_URL=http://ollama:11434
-
-# Vector Storage
-QDRANT_BASE_URL=qdrant
-
-# Graph Storage for Memory Relationships
-NEO4J_HOST=neo4j-mem0
-NEO4J_USER=neo4j
-NEO4J_PASSWORD=your-neo4j-password
-
-# Transcription Services (Deepgram Primary, Wyoming Fallback)
-DEEPGRAM_API_KEY=your-deepgram-api-key-here
-
-```
-
-### Service Dependencies
-
-#### Critical Services (Required for Core Functionality)
-- **MongoDB**: User data, conversations
-- **Authentication**: JWT token validation and user sessions
-
-#### Enhanced Services (Optional but Recommended)
-- **Ollama**: Memory processing
-- **Qdrant**: Vector storage for semantic memory search
-- **Neo4j**: Graph database for memory relationships and entity connections
-- **Deepgram**: Primary speech-to-text transcription service (WebSocket streaming)
-- **Wyoming ASR**: Fallback transcription service (self-hosted)
-
-#### External Services (Optional)
-- **Ngrok**: Public internet access for development
-- **HAVPE Relay**: ESP32 audio streaming bridge with authentication (`extras/havpe-relay/`)
-
-### HAVPE Relay Integration
-The HAVPE relay (`extras/havpe-relay/main.py`) provides ESP32 audio streaming capabilities:
-
-- **Authentication**: Supports both `AUTH_EMAIL` and `AUTH_USER_ID` environment variables
-- **Client ID Generation**: Creates client ID as `user_id-havpe` automatically
-- **Audio Processing**: Converts ESP32 32-bit stereo to 16-bit mono for backend
-- **Reconnection**: Automatic JWT token refresh and WebSocket reconnection on auth failures
-- **Device Name**: Configurable device identifier for multi-device support
-
-## REST API Architecture
-
-The system provides a comprehensive REST API organized into functional modules using a router/controller pattern:
-
-### Router/Controller Architecture
-```
-src/advanced_omi_backend/
-├── routers/                    # Route definitions
-│   ├── api_router.py          # Main API router aggregation
-│   └── modules/               # Modular route organization
-│       ├── user_routes.py     # User management routes
-│       ├── client_routes.py   # Client monitoring routes
-│       ├── conversation_routes.py # Conversation routes
-│       ├── memory_routes.py   # Memory management routes
-│       └── system_routes.py   # System utilities routes
-└── controllers/               # Business logic controllers
-    ├── user_controller.py     # User management logic
-    ├── client_controller.py   # Client monitoring logic
-    ├── conversation_controller.py # Conversation logic
-    ├── memory_controller.py   # Memory processing logic
-    └── system_controller.py   # System utilities logic
-```
-
-### API Organization
-```
-/api/
-├── /users                    # User management (admin only)
-├── /clients/active          # Active client monitoring
-├── /conversations           # Conversation CRUD operations (speech-detected only)
-│   ├── /{conversation_id}/reprocess-transcript  # Transcript reprocessing
-│   ├── /{conversation_id}/reprocess-memory      # Memory reprocessing
-│   ├── /{conversation_id}/versions              # Version history
-│   ├── /{conversation_id}/activate-transcript   # Switch transcript version
-│   └── /{conversation_id}/activate-memory       # Switch memory version
-├── /memories               # Memory management and search
-│   ├── /admin              # Admin view (all users)
-│   └── /search             # Semantic memory search
-├── /admin/                 # Admin compatibility endpoints
-│   ├── /memories           # Consolidated admin memory view
-│   └── /memories/debug     # Legacy debug endpoint
-└── /active_clients         # Client monitoring (compatibility)
-```
-
-### Key Endpoints
-
-#### User & Authentication
-- `POST /auth/jwt/login` - Email/password authentication
-- `GET /api/users` - User management (admin only)
-- `POST /api/create_user` - User creation (admin only)
-
-#### Client Management
-- `GET /api/clients/active` - Active client monitoring (unified endpoint)
-
-#### Memory Management
-- `GET /api/memories` - User memories (with user_id filter for admin)
-- `GET /api/memories/admin` - All memories grouped by user (admin only)
-- `GET /api/memories/search?query=` - Semantic memory search
-
-#### Audio & Conversations
-- `GET /api/conversations` - User conversations (speech-detected only)
-- `GET /api/conversations/{conversation_id}` - Specific conversation details
-- `POST /api/conversations/{conversation_id}/reprocess-transcript` - Re-run transcript processing
-- `POST /api/conversations/{conversation_id}/reprocess-memory` - Re-extract memories
-- `GET /api/conversations/{conversation_id}/versions` - Get version history
-- `POST /api/conversations/{conversation_id}/activate-transcript` - Switch transcript version
-- `POST /api/conversations/{conversation_id}/activate-memory` - Switch memory version
-- `POST /api/audio/upload` - Batch audio file upload and processing
-- WebSocket `/ws?codec=opus` - Real-time Opus audio streaming with Wyoming protocol (OMI devices)
-- WebSocket `/ws?codec=pcm` - Real-time PCM audio streaming with Wyoming protocol (all apps)
-
-### Authentication & Authorization
-- **JWT Tokens**: All API endpoints require valid JWT authentication
-- **User Isolation**: Regular users see only their own data
-- **Admin Access**: Superusers can access cross-user data with `user_id` filters
-- **WebSocket Auth**: Token or cookie-based authentication for real-time connections
-
-### Data Formats
-```json
-// Active clients response
-{
-  "clients": [
-    {
-      "client_id": "cd7994-laptop",
-      "user_id": "507f1f77bcf86cd799439011",
-      "connected_at": "2025-01-15T10:30:00Z",
-      "conversation_count": 3  // speech-detected conversations only
-    }
-  ],
-  "active_clients_count": 1,
-  "total_count": 1
-}
-
-// Conversation with versions response
-{
-  "conversation_id": "conv_12345",
-  "audio_uuid": "audio_67890",
-  "transcript": "Active transcript content",  // from active version
-  "active_transcript_version": "version_abc",
-  "active_memory_version": "version_def",
-  "transcript_versions": [
-    {
-      "version_id": "version_abc",
-      "provider": "deepgram",
-      "created_at": "2025-01-15T10:30:00Z",
-      "transcript": "Processed content"
-    }
-  ],
-  "memory_versions": [
-    {
-      "version_id": "version_def",
-      "provider": "chronicle",
-      "created_at": "2025-01-15T10:32:00Z",
-      "memory_count": 5
-    }
-  ]
-}
-
-// Admin memories response
-{
-  "memories": [...],           // Flat list for compatibility
-  "user_memories": {...},      // Grouped by user_id
-  "stats": {
-    "total_memories": 150,
-    "total_users": 5,
-    "users_with_memories": ["user1", "user2"],
-    "client_ids_with_memories": ["cd7994-laptop", "e26efe-upload"]
-  }
-}
-```
-
-## Performance & Scalability
-
-### Client Isolation Design
-- **Per-Client Queues**: Independent processing pipelines prevent cross-client interference
-- **Async Processing**: Non-blocking audio ingestion with background processing
-- **Resource Management**: Configurable timeouts and cleanup procedures
-- **State Management**: Memory-efficient client state with automatic cleanup
-
-### Monitoring & Observability
-- **Health Checks**: Comprehensive service dependency validation
-- **Performance Metrics**: Audio processing latency, transcription accuracy
-- **Resource Tracking**: Memory usage, connection counts, processing queues
-- **Error Handling**: Graceful degradation with detailed logging
-- **System Tracking**: Debug tracking and monitoring via SystemTracker
diff --git a/backends/advanced/Docs/contribution.md b/backends/advanced/Docs/contribution.md
deleted file mode 100644
index b78f4a5a..00000000
--- a/backends/advanced/Docs/contribution.md
+++ /dev/null
@@ -1,35 +0,0 @@
-  1. Docs/quickstart.md (15 min)
-  2. Docs/architecture.md (20 min)
-  3. main.py - just the imports and WebSocket sections (15 min)
-  4. config/config.yml (memory section) (10 min)
-
-  🔧 "I want to work on memory extraction"
-
-  1. Docs/quickstart.md → Docs/memories.md
-  2. config/config.yml (memory.extraction section)
-  3. main.py lines 1047-1065 (trigger)
-  4. main.py lines 1163-1195 (processing)
-  5. src/memory/memory_service.py
-  6. src/memory_debug.py (for tracking)
-
-  🐛 "I want to debug pipeline issues"
-
-  1. MEMORY_DEBUG_IMPLEMENTATION.md
-  2. src/memory_debug.py
-  3. src/memory_debug_api.py  
-  4. API endpoints: /api/debug/memory/*
-
-  🏗️ "I want to understand the full architecture"
-
-  1. Docs/architecture.md
-  2. main.py (full file, focusing on class structures)
-  3. src/auth.py (authentication flow)
-  4. src/users.py (user management)
-  5. All service files (memory_service.py)
-
-  🎯 Key Concepts to Understand
-
-  Data Flow
-
-  Audio → Transcription → Dual Processing
-                        └─ Memory Pipeline (end-of-conversation)
diff --git a/backends/advanced/Docs/data-audit.md b/backends/advanced/Docs/data-audit.md
new file mode 100644
index 00000000..6997d243
--- /dev/null
+++ b/backends/advanced/Docs/data-audit.md
@@ -0,0 +1,193 @@
+# Data Audit
+
+Admin tooling for inspecting and curating recorded audio: VAD-based speech
+metrics, speech-aware preview, conversation split/merge, and audio archival.
+WebUI page: `/data-audit` (admin only). Backend prefix: `/api/data-audit`.
+
+## VAD analysis
+
+Speech detection runs through a swappable provider layer
+(`services/vad/` — `VADProvider` ABC + registry). Default provider is
+**TEN VAD** (`ten_vad`, pinned git dep; numpy-only, CPU, 16 kHz, one score per
+256-sample / 16 ms frame). Select via `data_audit.vad_provider` in config.
+Adding a provider = one module + registry entry; torch-based providers belong
+in `extras/` services, not the backend image.
+
+`utils/vad_analysis.py::analyze_conversation_audio()` decodes the stored opus
+chunks in 30-chunk batches and writes results at two levels:
+
+- **Per chunk** (`AudioChunkDocument.vad`, a self-contained `VADResult`):
+  `provider`, `frame_hop_ms`, `scores` (per-frame probabilities), `max_score`,
+  `threshold`, `has_speech`. Self-contained because chunks (and their scores)
+  survive split/merge while the conversation-level summary does not.
+- **Per conversation** (`Conversation.vad_analysis`, `VadAnalysis`):
+  a 20-bin probability histogram (derive speech-% at any threshold without
+  touching chunks), plus `speech_regions` — merged `[start, end]` speech
+  intervals (padded ±0.3 s, gaps < 3 s merged, blips < 0.4 s dropped,
+  capped at 500 by doubling the merge gap).
+
+Analysis is enqueued via `POST /api/data-audit/analyze`
+(`analyze_audio_batch_job`; skips analyzed conversations unless `force`) and
+is idempotent/resumable — running it with no ids backfills the whole corpus.
+The `auto_clean` cron archives speech-free conversations using
+`data_audit.auto_clean` thresholds (`speech_prob_threshold`,
+`max_speech_fraction`, `min_duration`, `max_archive_per_run`).
+
+## Endpoints
+
+| Endpoint | Purpose |
+|---|---|
+| `POST /analyze` | Enqueue batch VAD analysis (poll `/api/queue/jobs/{id}/status`) |
+| `GET /conversations` | Filtered listing: `speech_threshold`, `min_speech_fraction`/`max_speech_fraction`, `min_duration`/`max_duration`, `min_silence_gap`, `created_after`/`created_before`, speaker include/exclude, `archived_only`. Each row carries `max_silence_gap_seconds` (longest interior gap from cached `speech_regions`) |
+| `GET /speakers` | Distinct speaker labels |
+| `POST /archive` | Hard-delete audio bytes, keep metadata stub |
+| `GET /conversations/{id}/silence-gaps` | Long speech-free gaps (split candidates) from the merged VAD speech regions (same definition as the listing filter). At the default threshold it serves cached `speech_regions`; at a custom threshold it re-derives from chunk frame scores. Flags cache drift (see below) and refuses to offer a split over an inconsistent chunk set |
+| `GET /conversations/{id}/speech-regions` | Merged speech intervals for speech-skip playback; derives from chunk scores and caches back if missing (no audio decode). Optional `speakers` (comma-separated labels): intersects the raw frame intervals with those speakers' transcript segments *before* merging, returning only time where the VAD heard voice while one of them was tagged (never cached) |
+| `POST /conversations/{id}/split` | Split at time points (snapped to 10 s chunk boundaries) |
+| `POST /merge` | Merge adjacent conversations into a new one |
+| `GET /sensitivity-policy` | Configured default shareability policy (prefill for the screen editor) |
+| `POST /export/screen` | Enqueue a privacy screen over `conversation_ids` against a `policy` (see below) |
+| `POST /export` | Enqueue an annotation-dataset export (see below) |
+| `GET /exports` · `GET /exports/{id}/download` · `DELETE /exports/{id}` | List / download (`?token=` supported) / delete exports |
+
+## Split / merge semantics
+
+Both are inline Mongo operations — audio is never decoded or re-encoded;
+chunk documents are reassigned with pipeline `update_many` (re-id, re-index,
+shift times). Transcripts are sliced/concatenated from the active version by
+time range (`utils/transcript_slicing.py`), so segments keep their speaker
+labels; memory extraction + title/summary re-run via
+`start_post_conversation_jobs(..., skip_speaker_recognition=True)`.
+
+- **Split**: children are created first (crash-safe without transactions),
+  each with `derived_from` lineage; the parent is soft-deleted
+  (`deletion_reason="split"`, `derived_into=[child ids]`) and its memories
+  best-effort deleted (`MemoryServiceBase.delete_memories_by_source`).
+  Gap audio stays with the preceding child.
+- **Merge**: requires same user + client and adjacency (no other live
+  conversation in between — server-checked). Creates a **new** conversation
+  (`created_at` = earliest source); wall-clock gaps between recordings are
+  elided and recorded as a NOTE seam segment. Sources are soft-deleted with
+  `deletion_reason="merged"`.
+- Re-splitting/merging an already-derived source is rejected via
+  `derived_into` (409).
+
+## Filter system (WebUI)
+
+The page's filters are driven by a declarative registry,
+`webui/src/components/dataAudit/filters.tsx` (`AUDIT_FILTERS`): each filter
+defines its default value, active-test, chip label, query params, and popover
+editor. `AuditFilterBar` renders a "＋ Filter" menu plus one chip per active
+filter; edits auto-apply when a popover closes. Current filters: Speech %
+(min/max + VAD threshold), Duration (min/max), Speakers (tri-state
+include/exclude), Date range. **Adding a filter** = one registry entry +
+(if server-side) one query param in `GET /conversations` and one predicate
+line in `data_audit_controller.list_for_audit`. Speech bounds hide
+unanalyzed conversations; the date range narrows the Mongo scan itself
+(helps with the `MAX_SCAN` cap on large corpora).
+
+The **Silence gaps** filter (`min_silence_gap`, seconds) keeps only
+conversations with a long interior silence gap — split candidates. It's derived
+from each conversation's cached `vad_analysis.speech_regions`
+(`silence_gaps_from_regions`, no chunk reads) and also hides unanalyzed
+conversations. When this filter is active and rows are selected, the toolbar's
+**Split at gaps** button (`BulkSplitModal`) previews the gaps per conversation
+(via `silence-gaps`) and then splits each at all its gaps, looping the
+per-conversation `split` endpoint.
+
+**One silence definition everywhere.** The filter, the split preview and the
+split all use the *same* merged-speech-region detector
+(`detect_silence_gaps(speech_regions, …)` over TEN-VAD frame-derived regions),
+so a row that's flagged as having a gap is actually splittable at that gap. This
+replaced an earlier per-chunk `max_score` test in the split path, which a single
+loud frame per 10 s chunk defeated on ambient audio — making the filter and the
+splitter disagree. (The frame scores are TEN VAD neural speech probabilities,
+not RMS energy.)
+
+**Cache-drift guard.** A conversation with cached `vad_analysis` but chunks that
+don't back it (unscored chunks, or a cache duration that no longer matches the
+chunk set — e.g. left by the reconnect-duplicate dedup) is *drift*, not a normal
+"not analyzed yet". `silence-gaps` detects it via a cheap unscored-chunk probe,
+records a `data_integrity` **system event** (`_report_vad_drift` → System Errors
+page), and refuses to offer a split over the inconsistent chunk set
+(`needs_analysis`), rather than producing garbage children.
+
+## Annotation export
+
+`POST /export` (body: `conversation_ids`, `mode` `clips`|`full`,
+`pad_seconds` default 1.0, `speech_threshold` 0.5, `merge_gap_seconds` 3.0)
+enqueues `export_annotation_dataset_job`. Mode `clips` (default): per
+conversation it derives speech regions from the chunk frame scores with the
+requested padding (running VAD inline for unanalyzed audio) and cuts one
+sample-accurate WAV clip per region (`reconstruct_audio_segment`). Mode
+`full`: one untouched WAV per conversation, no VAD involved. Either way each
+clip is paired with the sliced active transcript.
+Output lands in `data/exports/{export_id}/` as `dataset.zip`
+(`audio/{conversation_id}_{idx:03d}.wav` + `manifest.jsonl` + `export.json`)
+plus an `export.json` copy outside the zip for cheap listing.
+
+Each `manifest.jsonl` record carries `clip_id`, clip-relative `segments`/
+`text`, `source_start_seconds`/`source_end_seconds` (absolute position in the
+source conversation), and an empty `annotation` block —
+**the round-trip contract**: the future import endpoint matches annotated
+records by `clip_id` + `conversation_id` + source times. Helpers live in
+`utils/annotation_export.py`; the UI entry point is the **Export…** button on
+the Data Audit toolbar (exports selected rows; modal also lists/downloads/
+deletes server-side exports).
+
+## Privacy screen (shareability gate)
+
+Before sharing audio + transcripts with an outside annotator, the export can
+run a configurable **shareability screen** — flagging segments too *personally
+sensitive* to send. This is deliberately **not** a PII redactor: names and
+identifiers are kept (annotators need them for speaker labels). The bar is the
+user's own comfort, driven by an editable policy prompt — and it covers more
+than PII (family/health/finances, confidential deals, etc.).
+
+Two-phase, review-before-finalize:
+
+1. **Screen** — `POST /export/screen` (`conversation_ids`, optional `policy`)
+   enqueues `screen_conversations_job`. For each conversation an LLM
+   (`sensitivity_screening` operation, JSON output) applies the policy to the
+   active transcript's speech segments and returns the flagged ones with their
+   **absolute time range**, quote, category, and reason. The job only screens —
+   nothing is exported or mutated. Default policy: `data_audit.export.sensitivity.policy`
+   (config), exposed via `GET /sensitivity-policy`.
+2. **Export with exclusions** — `POST /export` accepts
+   `excluded_ranges` (`{conversation_id: [[start, end], …]}`, the ranges the
+   user confirmed) and `sensitivity_policy` (recorded in metadata). The export
+   job carves the excluded ranges out of each conversation's regions
+   (`vad_analysis.subtract_intervals`, applied *after* padding so padding can't
+   re-expose a cut), so the withheld **audio and transcript** never enter a
+   clip. `export.json` records `params.screened`, `params.sensitivity_policy`,
+   per-conversation `excluded_seconds`, and `totals.excluded_seconds`.
+
+Segment-level granularity: a single conversation's non-sensitive parts still
+export normally; only the flagged ranges drop out (splitting a clip in two if a
+cut lands mid-region). Logic lives in `utils/sensitivity_screening.py` (pure
+prompt/parse) + `workers/data_audit_jobs.py` (`screen_conversations_job`,
+`_export_conversation_clips`). The UI flow is in `ExportModal.tsx`: enable the
+screen, edit the policy, **Run privacy screen**, review the flagged segments
+(each a withhold checkbox, default on), then **Export**.
+
+## Audio preview (WebUI)
+
+`components/dataAudit/PreviewStrip.tsx` renders a speech timeline (blue =
+speech regions; in the split modal amber = silence gaps, red = chosen split
+points) with a dual-mode player: **Speech only** plays just the regions,
+skipping silence; **Full audio** plays contiguous 60 s windows. Both modes
+fetch **exact time-clipped WAV** from
+`GET /api/audio/chunks/{id}?start_time&end_time&format=wav`.
+
+A **speaker filter** dropdown (shown when the row has speaker labels) limits
+playback to one speaker: regions become the VAD ∩ speaker-segment overlap
+(violet on the timeline), so listening skips both silence and everyone else.
+Picking a speaker switches to speech-only mode and resumes from the current
+position, snapping forward to that speaker's next region.
+
+**Important**: never drive a browser `<audio>` element from
+`GET /api/audio/get_audio/{id}?format=opus` if you need seeking or a correct
+duration — the stored opus is one independent ogg stream per 10 s chunk, and
+the concatenation is a "chained ogg" that browsers (and ffprobe) parse as
+only the first stream. Use the chunks endpoint with `format=wav` (sample-
+accurate server-side clipping) or windowed playback instead.
diff --git a/backends/advanced/Docs/flowdiagram.excalidraw b/backends/advanced/Docs/flowdiagram.excalidraw
deleted file mode 100644
index 8f8d4a04..00000000
--- a/backends/advanced/Docs/flowdiagram.excalidraw
+++ /dev/null
@@ -1,856 +0,0 @@
-{
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diff --git a/backends/advanced/Docs/memories.md b/backends/advanced/Docs/memories.md
deleted file mode 100644
index 08ae393e..00000000
--- a/backends/advanced/Docs/memories.md
+++ /dev/null
@@ -1,677 +0,0 @@
-# Memory Service Configuration and Customization
-
-> 📖 **Prerequisite**: Read [quickstart.md](./quickstart.md) first for system overview.
-
-This document explains how to configure and customize the memory service in the chronicle backend.
-
-**Code References**: 
-- **Main Implementation**: `src/memory/memory_service.py`
-- **Event Coordination**: `src/advanced_omi_backend/transcript_coordinator.py` (zero-polling async events)
-- **Repository Layer**: `src/advanced_omi_backend/conversation_repository.py` (clean data access)
-- **Processing Manager**: `src/advanced_omi_backend/processors.py` (MemoryProcessor class)
-- **Conversation Management**: `src/advanced_omi_backend/conversation_manager.py` (lifecycle coordination)
-- **Configuration**: `config/config.yml` (memory section) + `src/model_registry.py`
-
-## Overview
-
-The memory service uses [Mem0](https://mem0.ai/) to store, retrieve, and search conversation memories. It integrates with Ollama for embeddings and LLM processing, and Qdrant for vector storage.
-
-**Key Architecture Changes**: 
-1. **Event-Driven Processing**: Memories use asyncio events instead of polling/retry mechanisms
-2. **Repository Pattern**: Clean data access through ConversationRepository
-3. **User-Centric Storage**: All memories keyed by user_id instead of client_id
-4. **Single Source of Truth**: MongoDB as the only transcript storage (no duplicates)
-
-## Architecture
-
-```
-┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
-│   Audio Stream  │    │ TranscriptCoord  │    │ ConversationRepo│
-│   (WebSocket)   │───▶│  (Event-Driven)  │───▶│ (MongoDB Access)│
-└─────────────────┘    └──────────────────┘    └─────────────────┘
-                              │                          │
-                              ▼                          ▼
-                    ┌──────────────────┐    ┌──────────────────┐
-                    │ MemoryProcessor  │    │   Conversation   │
-                    │ (Event-Waiting)  │◄───│   Manager        │
-                    └──────────────────┘    └──────────────────┘
-                              │
-                              ▼
-                    ┌──────────────────┐
-                    │   Ollama + Mem0  │───▶ ┌─────────────────┐
-                    │ (LLM + Embeddings)│    │    Qdrant       │
-                    └──────────────────┘    │ (Vector Store)  │
-                                            │  (user_id keyed)│
-                                            └─────────────────┘
-```
-
-**Key Flow:**
-1. **Audio** → **TranscriptCoordinator** signals completion
-2. **ConversationManager** waits for event, queues memory processing  
-3. **MemoryProcessor** uses **ConversationRepository** for data access
-4. **Mem0 + Ollama** extract and store memories in **Qdrant**
-
-## Configuration
-
-### Environment Variables
-
-The memory service is configured via environment variables:
-
-```bash
-# Ollama Configuration
-OLLAMA_BASE_URL=http://192.168.0.110:11434
-
-# Qdrant Configuration (optional)
-QDRANT_BASE_URL=localhost
-
-# Mem0 Organization Settings (optional)
-MEM0_ORGANIZATION_ID=chronicle-org
-MEM0_PROJECT_ID=audio-conversations
-MEM0_APP_ID=omi-backend
-
-# Disable telemetry (privacy)
-MEM0_TELEMETRY=False
-```
-
-### Memory Service Configuration
-
-The core configuration is in `src/memory/memory_service.py:45-81`:
-
-```python
-MEM0_CONFIG = {
-    "llm": {
-        "provider": "ollama",
-        "config": {
-            "model": "llama3.1:latest",
-            "ollama_base_url": OLLAMA_BASE_URL,
-            "temperature": 0,
-        },
-    },
-    "embedder": {
-        "provider": "ollama", 
-        "config": {
-            "model": "nomic-embed-text:latest",
-            "embedding_dims": 768,
-            "ollama_base_url": OLLAMA_BASE_URL,
-        },
-    },
-    "vector_store": {
-        "provider": "qdrant",
-        "config": {
-            "collection_name": "chronicle_memories",
-            "embedding_model_dims": 768,
-            "host": QDRANT_BASE_URL,
-            "port": 6333,
-        },
-    },
-}
-```
-
-## Mem0 Custom Prompts Configuration
-
-### Understanding Mem0 Prompts
-
-Mem0 uses two types of custom prompts:
-
-1. **`custom_fact_extraction_prompt`**: Controls how facts are extracted from conversations
-2. **`custom_update_memory_prompt`**: Controls how memories are updated/merged
-
-### Key Discovery: Fact Extraction Format
-
-The `custom_fact_extraction_prompt` must follow a specific JSON format with few-shot examples:
-
-```python
-custom_fact_extraction_prompt = """
-Please extract relevant facts from the conversation.
-Here are some few shot examples:
-
-Input: Hi.
-Output: {"facts" : []}
-
-Input: I need to buy groceries tomorrow.
-Output: {"facts" : ["Need to buy groceries tomorrow"]}
-
-Input: The meeting is at 3 PM on Friday.
-Output: {"facts" : ["Meeting scheduled for 3 PM on Friday"]}
-
-Now extract facts from the following conversation. Return only JSON format with "facts" key.
-"""
-```
-
-### Configuration Parameters
-
-Mem0 configuration requires these specific parameters:
-
-- `custom_fact_extraction_prompt`: For fact extraction (if enabled)
-- `version`: Should be set to "v1.1"
-- Standard LLM, embedder, and vector_store configurations
-
-### Common Issues
-
-1. **Using `custom_prompt` instead of `custom_fact_extraction_prompt`**: Will cause empty results
-2. **Missing JSON format examples**: Facts won't be extracted properly
-3. **Setting `custom_fact_extraction_prompt` to empty string**: Disables fact extraction entirely
-
-## Customization Options
-
-### 1. LLM Model Configuration
-
-#### Change the LLM Model
-
-To use a different Ollama model for memory processing:
-
-```python
-# In memory_service.py
-MEM0_CONFIG["llm"]["config"]["model"] = "llama3.2:latest"  # or any other model
-```
-
-#### Switch to OpenAI GPT-4o (Recommended for JSON Reliability)
-
-For better JSON parsing and reduced errors, switch to OpenAI:
-
-```bash
-# In your .env file
-LLM_PROVIDER=openai
-OPENAI_API_KEY=your-openai-api-key
-OPENAI_MODEL=gpt-5-mini  # Recommended for reliable JSON output
-
-# Alternative models
-# OPENAI_MODEL=gpt-5-mini  # Faster, cheaper option
-# OPENAI_MODEL=gpt-3.5-turbo  # Budget option
-```
-
-Or configure via `config/config.yml` (memory block):
-
-```yaml
-memory_extraction:
-  llm_settings:
-    model: "gpt-5-mini"  # When LLM_PROVIDER=openai
-    temperature: 0.1
-
-
-fact_extraction:
-  enabled: true  # Safe to enable with GPT-4o
-  llm_settings:
-    model: "gpt-5-mini"
-    temperature: 0.0
-```
-
-#### Adjust LLM Parameters
-
-```python
-MEM0_CONFIG["llm"]["config"].update({
-    "temperature": 0.1,      # Higher for more creative summaries
-    "top_p": 0.9,           # Nucleus sampling
-})
-```
-
-#### Benefits of OpenAI GPT-4o
-
-**Improved JSON Reliability:**
-- Consistent JSON formatting reduces parsing errors
-- Better instruction following for structured output
-- Built-in understanding of JSON requirements
-- Reduced need to disable fact extraction
-
-**When to Use GPT-4o:**
-- Experiencing frequent JSON parsing errors
-- Want to enable fact extraction safely
-- Require consistent structured output
-
-**Monitoring JSON Success:**
-```bash
-# Check for parsing errors
-docker logs advanced-backend | grep "JSONDecodeError"
-
-# Verify OpenAI usage
-docker logs advanced-backend | grep "Using OpenAI provider"
-
-docker logs advanced-backend | grep "OpenAI response"
-```
-
-### 2. Embedding Model Configuration
-
-#### Change Embedding Model
-
-```python
-MEM0_CONFIG["embedder"]["config"]["model"] = "mxbai-embed-large:latest"
-```
-
-#### Adjust Embedding Dimensions
-
-```python
-# Must match your embedding model's output dimensions
-MEM0_CONFIG["embedder"]["config"]["embedding_dims"] = 1024
-MEM0_CONFIG["vector_store"]["config"]["embedding_model_dims"] = 1024
-```
-
-### 3. Memory Processing Customization
-
-#### Custom Memory Prompt
-
-You can customize how memories are extracted from conversations:
-
-```python
-# In src/memory/memory_service.py:207-225 (_add_memory_to_store function)
-process_memory.add(
-    transcript,
-    user_id=user_id,  # Database user_id (not client_id)
-    metadata={
-        "client_id": client_id,  # Stored in metadata
-        "user_email": user_email,
-        # ... other metadata
-    },
-    prompt="Please extract key information and relationships from this conversation"
-)
-```
-
-#### Memory Metadata
-
-Enrich memories with custom metadata:
-
-```python
-metadata = {
-    "source": "offline_streaming",
-    "client_id": client_id,          # Client ID stored in metadata
-    "user_email": user_email,        # User email for identification
-    "audio_uuid": audio_uuid,
-    "timestamp": int(time.time()),
-    "conversation_context": "audio_transcription",
-    "device_type": "audio_recording",
-    "mood": "professional",          # Custom field
-    "topics": ["sales", "meetings"], # Custom field
-    "organization_id": MEM0_ORGANIZATION_ID,
-    "project_id": MEM0_PROJECT_ID,
-    "app_id": MEM0_APP_ID,
-}
-```
-
-### 4. Vector Store Configuration
-
-#### Change Collection Name
-
-```python
-MEM0_CONFIG["vector_store"]["config"]["collection_name"] = "my_custom_memories"
-```
-
-#### Qdrant Advanced Configuration
-
-```python
-MEM0_CONFIG["vector_store"]["config"].update({
-    "url": "http://localhost:6333",  # Full URL
-    "api_key": "your-api-key",       # If using Qdrant Cloud
-    "prefer_grpc": True,             # Use gRPC instead of HTTP
-})
-```
-
-### 5. Search and Retrieval Customization
-
-#### Custom Search Filters
-
-```python
-def search_memories_with_filters(self, query: str, user_id: str, topic: str = None):
-    filters = {}
-    
-    if topic:
-        filters["metadata.topics"] = {"$in": [topic]}
-    
-    return self.memory.search(
-        query=query,
-        user_id=user_id,
-        filters=filters,
-        limit=20
-    )
-```
-
-#### Memory Ranking
-
-```python
-def get_important_memories(self, user_id: str):
-    """Get memories sorted by importance/frequency"""
-    memories = self.memory.get_all(user_id=user_id)
-    
-    # Custom scoring logic
-    for memory in memories:
-        score = 0
-        if "meeting" in memory.get('memory', '').lower():
-            score += 2
-        if "deadline" in memory.get('memory', '').lower():
-            score += 3
-        memory['importance_score'] = score
-    
-    return sorted(memories, key=lambda x: x.get('importance_score', 0), reverse=True)
-```
-
-## User-Centric Memory Architecture
-
-### Key Changes
-
-**All memories are now keyed by database user_id instead of client_id:**
-
-- **Memory Storage**: `user_id` parameter identifies the memory owner
-- **Client Information**: Stored in metadata for reference and debugging
-- **User Email**: Included in metadata for easy identification
-- **Backward Compatibility**: Admin debug shows both user and client information
-
-### Client-User Mapping
-
-The system maintains a mapping between client IDs and database users:
-
-```python
-# Client ID format: objectid_suffix-device_name
-client_id = "cd7994-laptop"  # Maps to user_id="507f1f77bcf86cd799439011" (ObjectId)
-
-# Memory storage uses database user_id (full ObjectId)
-process_memory.add(
-    transcript,
-    user_id="507f1f77bcf86cd799439011",  # Database user_id (MongoDB ObjectId)
-    metadata={
-        "client_id": "cd7994-laptop",  # Client reference
-        "user_email": "user@example.com",
-        # ... other metadata
-    }
-)
-```
-
-## Memory Types and Structure
-
-### Standard Memory Structure
-
-```json
-{
-    "id": "01b76e66-8a9c-4567-b890-123456789abc",
-    "memory": "Planning a vacation to Italy in September",
-    "user_id": "abc123",
-    "created_at": "2025-07-10T07:44:15.316499-07:00",
-    "metadata": {
-        "source": "offline_streaming",
-        "client_id": "abc123-laptop",
-        "user_email": "user@example.com",
-        "audio_uuid": "test_audio_6e38c2c8",
-        "timestamp": 1720616655,
-        "conversation_context": "audio_transcription",
-        "device_type": "audio_recording",
-        "organization_id": "chronicle-org",
-        "project_id": "audio-conversations",
-        "app_id": "omi-backend"
-    }
-}
-```
-
-
-## Advanced Customization
-
-### 1. Custom Memory Processing Pipeline
-
-Create a custom processing function:
-
-```python
-def custom_memory_processor(transcript: str, client_id: str, audio_uuid: str, user_id: str, user_email: str):
-    # Extract entities
-    entities = extract_named_entities(transcript)
-    
-    # Classify conversation type
-    conv_type = classify_conversation(transcript)
-    
-    # Generate custom summary
-    summary = generate_custom_summary(transcript, conv_type)
-    
-    # Store with enriched metadata
-    process_memory.add(
-        summary,
-        user_id=user_id,  # Database user_id
-        metadata={
-            "client_id": client_id,
-            "user_email": user_email,
-            "entities": entities,
-            "conversation_type": conv_type,
-            "audio_uuid": audio_uuid,
-            "processing_version": "v2.0"
-        }
-    )
-```
-
-### 2. Multiple Memory Collections
-
-Configure different collections for different types of memories:
-
-```python
-def init_specialized_memory_services():
-    # Personal memories
-    personal_config = MEM0_CONFIG.copy()
-    personal_config["vector_store"]["config"]["collection_name"] = "personal_memories"
-    
-    # Work memories  
-    work_config = MEM0_CONFIG.copy()
-    work_config["vector_store"]["config"]["collection_name"] = "work_memories"
-    work_config["custom_prompt"] = "Focus on work-related tasks, meetings, and projects"
-    
-    return {
-        "personal": Memory.from_config(personal_config),
-        "work": Memory.from_config(work_config)
-    }
-```
-
-### 3. Memory Lifecycle Management
-
-Implement automatic memory cleanup:
-
-```python
-def cleanup_old_memories(self, user_id: str, days_old: int = 365):
-    """Remove memories older than specified days"""
-    cutoff_timestamp = int(time.time()) - (days_old * 24 * 60 * 60)
-    
-    memories = self.get_all_memories(user_id)
-    for memory in memories:
-        if memory.get('metadata', {}).get('timestamp', 0) < cutoff_timestamp:
-            self.delete_memory(memory['id'])
-```
-
-## Testing Memory Configuration
-
-Use the provided test script to verify your configuration:
-
-```bash
-# Run the memory test script
-python test_memory_creation.py
-```
-
-This will:
-- Test connectivity to Ollama and Qdrant
-- Create sample memories with database user IDs (not client IDs)
-- Test memory retrieval and search functionality
-- Verify the new user-centric memory structure and metadata
-- Validate client-user mapping functionality
-
-## Troubleshooting
-
-### Common Issues
-
-1. **Connection Timeouts**
-   - Check Ollama is running: `curl http://localhost:11434/api/version`
-   - Check Qdrant is accessible: `curl http://localhost:6333/collections`
-
-2. **Memory Not Created**
-   - Check Ollama has required models: `ollama list`
-   - Verify Qdrant collection exists
-   - Check memory service logs for errors
-
-3. **Search Not Working**
-   - Ensure embedding model is available in Ollama
-   - Check vector dimensions match between embedder and Qdrant
-   - Verify collection has vectors: `curl http://localhost:6333/collections/chronicle_memories`
-
-### Required Ollama Models
-
-Make sure these models are available:
-
-```bash
-# LLM for memory processing
-ollama pull llama3.1:latest
-
-# Embedding model for semantic search
-ollama pull nomic-embed-text:latest
-```
-
-### Memory Service Logs
-
-Enable debug logging to troubleshoot issues:
-
-```python
-import logging
-logging.getLogger("memory_service").setLevel(logging.DEBUG)
-```
-
-## Performance Optimization
-
-### 1. Batch Processing
-
-Process multiple memories at once:
-
-```python
-async def batch_add_memories(self, transcripts_data: List[Dict]):
-    tasks = []
-    for data in transcripts_data:
-        task = self.add_memory(
-            data['transcript'], 
-            data['client_id'], 
-            data['audio_uuid'],
-            data['user_id'],      # Database user_id
-            data['user_email']    # User email
-        )
-        tasks.append(task)
-    
-    results = await asyncio.gather(*tasks, return_exceptions=True)
-    return results
-```
-
-### 2. Memory Compression
-
-Implement memory consolidation:
-
-```python
-def consolidate_memories(self, user_id: str, time_window_hours: int = 24):
-    """Consolidate related memories from the same time period"""
-    recent_memories = self.get_recent_memories(user_id, time_window_hours)
-    
-    if len(recent_memories) > 5:  # If many memories in short time
-        consolidated = self.summarize_memories(recent_memories)
-        
-        # Delete individual memories and store consolidated version
-        for memory in recent_memories:
-            self.delete_memory(memory['id'])
-        
-        return self.add_consolidated_memory(consolidated, user_id)
-```
-
-## API Endpoints
-
-The memory service exposes these endpoints with enhanced search capabilities:
-
-- `GET /api/memories` - Get user memories with total count support (keyed by database user_id)
-- `GET /api/memories/search?query={query}&limit={limit}` - **Semantic memory search** with relevance scoring (user-scoped)  
-- `GET /api/memories/unfiltered` - User's memories without filtering for debugging
-- `DELETE /api/memories/{memory_id}` - Delete specific memory (requires authentication)
-- `GET /api/memories/admin` - Admin view of all memories across all users (superuser only)
-
-### Enhanced Search Features
-
-**Semantic Search (`/api/memories/search`)**:
-- **Relevance Scoring**: Returns similarity scores from vector database (0.0-1.0 range)
-- **Configurable Limits**: Supports `limit` parameter for result count control  
-- **User Scoped**: Results automatically filtered by authenticated user
-- **Vector-based**: Uses embeddings for contextual understanding beyond keyword matching
-
-**Memory Count API**: 
-- **Chronicle Provider**: Native Qdrant count API provides accurate total counts
-- **OpenMemory MCP Provider**: Count support varies by OpenMemory implementation
-- **Response Format**: `{"memories": [...], "total_count": 42}` when supported
-
-### Admin Endpoints
-
-#### All Memories Endpoint (`/api/memories/admin`)
-
-Returns all memories across all users in a clean, searchable format:
-
-```json
-{
-    "total_memories": 25,
-    "total_users": 3,
-    "memories": [
-        {
-            "id": "memory-uuid",
-            "memory": "Planning vacation to Italy in September",
-            "user_id": "abc123",
-            "created_at": "2025-07-10T14:30:00Z",
-            "owner_user_id": "abc123",
-            "owner_email": "user@example.com", 
-            "owner_display_name": "John Doe",
-            "metadata": {
-                "client_id": "abc123-laptop",
-                "user_email": "user@example.com",
-                "audio_uuid": "audio-uuid"
-            }
-        }
-    ]
-}
-```
-
-#### Admin Endpoint Details
-
-The admin endpoint provides comprehensive memory information:
-
-```json
-{
-    "total_users": 2,
-    "total_memories": 15,
-    "admin_user": {
-        "id": "admin1",
-        "email": "admin@example.com",
-        "is_superuser": true
-    },
-    "users_with_memories": [
-        {
-            "user_id": "abc123",
-            "email": "user@example.com",
-            "memory_count": 10,
-            "memories": [...],
-            "registered_clients": [
-                {
-                    "client_id": "abc123-laptop",
-                    "device_name": "laptop",
-                    "last_seen": "2025-07-10T14:30:00Z"
-                }
-            ],
-            "client_count": 1
-        }
-    ]
-}
-```
-
-## Conclusion
-
-The memory service is highly customizable and can be adapted for various use cases. Key areas for customization include:
-
-- LLM and embedding models
-- Memory processing prompts
-- Metadata enrichment
-- Search and retrieval logic
-- Storage collections and structure
-
-For more advanced use cases, consider implementing custom processing pipelines, multiple memory types, or integration with external knowledge bases.
-
-## Migration from Client-Based to User-Based Storage
-
-If migrating from an existing system where memories were keyed by client_id:
-
-1. **Clean existing data**: Remove old memories from Qdrant
-2. **Restart services**: Ensure new architecture is active
-3. **Test with fresh data**: Verify memories are properly keyed by user_id
-4. **Admin verification**: Use `/api/memories/admin` to confirm proper storage
-
-The new architecture ensures proper user isolation and simplifies admin debugging while maintaining all client information in metadata.
-
-
-Both load all user memories and view all memories are helpful
-Both views complement each other - the debug view helps you understand how the system is working, while the clean view
-helps you understand what content is being stored.
diff --git a/backends/advanced/Docs/vault-first-memory-design.md b/backends/advanced/Docs/vault-first-memory-design.md
new file mode 100644
index 00000000..687775cb
--- /dev/null
+++ b/backends/advanced/Docs/vault-first-memory-design.md
@@ -0,0 +1,463 @@
+# Vault-First Memory — Design & Plan
+
+**Status: SHIPPED** — this migration is complete and live. The Markdown vault is now the
+**single** memory store. FalkorDB (hybrid vector + BM25 + entity graph), its per-user
+graph, ConvDoc/ConvChunk/ConvEntity nodes, memory embeddings, the Knowledge Graph
+entity/relationship service, the Obsidian-zip-ingest service, OpenMemory MCP, Graphiti,
+and Qdrant have all been **removed entirely**. Write is a tool-calling memory agent;
+retrieval (and chat) is an agentic, read-only ripgrep search over the vault. The sections
+below preserve the original design rationale and the (now-completed) rollout plan; treat
+any present-tense "we want to" / "behind a toggle" language as historical.
+
+**Branch context:** `fix/optimizations-2` · **Author:** design session, 2026-06-03
+
+## 1. The idea in one paragraph
+
+Chronicle already writes every conversation as a markdown file (an Obsidian-style
+"vault"). Originally that file was a *byproduct* — the real index was FalkorDB (vector +
+BM25 + entity graph). This design flipped it, and that flip has now shipped: **the vault
+is the system of record and the only retrieval surface**, FalkorDB has been removed
+entirely, and retrieval happens by an agentic ripgrep search over the vault (the LLM
+formulates the regex) plus a *vault-aware system prompt* and vault-navigation tools so it
+finds things the way a human power-user would — open the person note, read their
+conversations, jump to a section. The vault gets the Kepano treatment: people become their
+own notes, links are expressed as frontmatter properties, and `.base` files aggregate
+everything.
+
+The bet (now validated): a well-structured vault + a good "here's how the vault is laid
+out" prompt + fast grep retrieves more transparently than re-embedding everything, and
+it's debuggable (you can open it in Obsidian) and portable.
+
+## 2. State at design time (historical — grounding for the plan below)
+
+> The flow below is the **pre-migration** pipeline that motivated this design. Steps 4–5
+> (embeddings + FalkorDB graph) have since been **removed**; the write path is now a
+> tool-calling memory agent (`services/memory/agent/`). See §7 for what actually shipped.
+
+Post-transcription flow (`controllers/queue_controller.py:489` → RQ chain):
+
+```
+recognise_speakers_job → process_memory_job → generate_title_summary_job → dispatch_complete
+                              │
+                              ▼  memory_jobs.py:135 → memory_service.add_memory()
+                         providers/chronicle.py:325
+   1. LLM → structured markdown   (_generate_conversation_doc, prompt "memory.generate_conversation_doc")
+   2. parse_conversation_doc()
+   3. vault.write_doc()           → {DATA_DIR}/conversation_docs/{user_id}/{conv_id}.md   ← ground truth
+   4. generate_embeddings()       ← REMOVED
+   5. _store_in_graph()           → REMOVED (was ConvDoc ─HAS_CHUNK→ ConvChunk ; ConvDoc ─MENTIONS→ ConvEntity)
+```
+
+Current vault file (`vault_manager.py`, prompt at `prompt_defaults.py:647`):
+
+```yaml
+---
+conversation_id: <uuid>
+date: <iso>
+speakers: [Alice, Bob]      # plain strings — NOT links
+duration_minutes: <n>
+---
+## Title
+### Summary
+### Key Facts   - …verbatim WH-details…
+### People      - Alice (colleague, ML eng)     # plain text, not a note
+### Action Items - [ ] …
+```
+
+Retrieval consumers of `search_memories()` (all abstract through `MemoryServiceBase`, so
+they keep working if we change the provider internals):
+
+- `chat_service.py` chat is now **always** agentic tool-calling: the chat LLM calls a
+  `search_memories` tool that runs the agentic vault search and returns a synthesized
+  answer + cited note paths (no RAG pre-injection, no `memory_mode` toggle)
+- `controllers/memory_controller.py:101` ← `/api/memories/search` (`memory_routes.py:55`)
+- `workers/conversation_jobs.py` summary enrichment (`search_memories(transcript, …, limit=10)`)
+
+Provider selection: `services/memory/config.py` (`MemoryConfig`, `MemoryProvider` enum,
+`build_memory_config_from_env()` reading `get_models_registry().memory`) →
+`service_factory.py:create_memory_service()`.
+
+Prompts: `prompt_registry.py` (`get_prompt()` tries Langfuse override, falls back to
+`prompt_defaults.py`). Conversation-doc prompt is `memory.generate_conversation_doc`.
+
+> Note (historical): at design time there was a second FalkorDB-backed path —
+> `services/obsidian_service.py` + `routers/modules/obsidian_routes.py` (the Obsidian-zip
+> ingest) — that indexed vault notes into a per-user vector index. This plan superseded its
+> retrieval role with grep-based search, and that service has since been **removed entirely**.
+
+## 3. Target architecture
+
+```
+                       ┌──────────────────────────────────────┐
+   transcription  ───► │ process_memory_job → add_memory()    │
+                       │   1. LLM → markdown (person-aware)   │
+                       │   2. write conversation note         │  notesmd-cli create / vault_manager
+                       │   3. upsert People/*.md notes        │  notesmd-cli create (idempotent)
+                       │   4. set people:/topics: properties  │  notesmd-cli frontmatter --edit
+                       │   5. [graph storage]  ← TOGGLE OFF   │  guarded by graph_storage_enabled
+                       └──────────────────────────────────────┘
+                                        │
+   ┌───────────────────── THE VAULT (ground truth) ─────────────────────┐
+   │  Conversations/<conv>.md   People/<name>.md   Topics/<t>.md        │
+   │  *.base (People, Conversations#Person, Topics)   hubs (People.md)  │
+   └────────────────────────────────────────────────────────────────────┘
+                                        │
+                       ┌──────────────────────────────────────┐
+   chat / search  ◄─── │ search_memories() = notesmd-cli grep │  search-content --format json
+                       │ + agentic vault tools for chat LLM   │  print / list / search-content / frontmatter
+                       │ + vault-map system prompt (editable) │  prompt_registry, user-updatable
+                       └──────────────────────────────────────┘
+```
+
+Three independent workstreams, shippable in order:
+
+1. **Toggle FalkorDB off** (smallest, unblocks "a few runs without graph").
+2. **notesmd-cli integration layer** + grep-backed `search_memories()`.
+3. **Kepano vault refinement** (person notes, property links, bases) + agentic retrieval + editable vault-map prompt.
+
+---
+
+## 4. Workstream 1 — Bench FalkorDB behind a toggle
+
+Goal: run the pipeline with the vault written but **no embeddings, no graph writes, no
+FalkorDB dependency at startup**.
+
+### 4.1 Config flag
+
+`services/memory/config.py` — extend `MemoryConfig`:
+
+```python
+@dataclass
+class MemoryConfig:
+    memory_provider: MemoryProvider = MemoryProvider.CHRONICLE
+    graph_storage_enabled: bool = True   # NEW — when False: skip embeddings + FalkorDB
+    ...
+```
+
+`build_memory_config_from_env()` reads it from the models registry `memory` block (same
+place `provider` comes from) and/or env `MEMORY_GRAPH_STORAGE=false`. Default stays
+`True` so existing deployments are unchanged.
+
+### 4.2 Guard points in `providers/chronicle.py`
+
+| Location | Behavior when `graph_storage_enabled=False` |
+|---|---|
+| `_ensure_initialized()` / init probe (`~198–214`) | Skip FalkorDB ping + `_get_io()` + `_create_schema()` |
+| `add_memory()` embeddings (`376–380`) | Skip — no embeddings generated |
+| `add_memory()` delete+store (`388–410`) | Skip `DETACH DELETE` and `_store_in_graph`; return synthetic chunk ids `f"{source_id}_{i:03d}"` |
+| `search_memories()` (`586–661`) | Route to vault grep (Workstream 2) instead of vector/BM25/BFS |
+| `delete_all_user_memories()` (`~1038`) | Keep `vault.delete_all_docs()`, skip graph drop |
+| `test_connection()` (`~1126`) | Return healthy (vault-only) without pinging FalkorDB |
+
+Pattern:
+
+```python
+if self.config.graph_storage_enabled:
+    chunk_ids = await asyncio.to_thread(self._store_in_graph, ...)
+else:
+    chunk_ids = [f"{source_id}_{i:03d}" for i in range(len(doc.sections))]
+```
+
+### 4.3 Import / infra de-coupling
+
+- `services/graph_client.py:7` `from falkordb import ...` — make lazy (import inside the
+  functions that use it) so a vault-only run doesn't require the package/service.
+- `health_routes.py:270` — skip the FalkorDB memory health check when graph storage is off.
+- `docker-compose.yml` `depends_on: falkordb` — leave as-is for now (running the container
+  is cheap); the point is the *backend* no longer fails if FalkorDB is slow/absent. Revisit
+  making the service itself optional later.
+
+**Acceptance:** with the flag off, a conversation produces a vault file, no embedding API
+calls, no FalkorDB writes; `/api/memories/search` and chat still return results (via grep).
+
+---
+
+## 5. Workstream 2 — notesmd-cli integration
+
+`notesmd-cli` is a pure-filesystem Go binary (no Obsidian app needed), fully scriptable
+(`--format json`, `--no-interactive`, exit codes). We use it as much as practical;
+per-call subprocess cost is acceptable.
+
+### 5.1 What we use it for — verified by spike 2026-06-03
+
+Spike built the binary (`go build`) and tested every op against a realistic vault
+(conversation note with `people:`/`topics:` wikilink lists + person notes). Verdict:
+
+| Operation | Command | Verdict |
+|---|---|---|
+| Search vault | `search-content "<q>" --no-interactive --format json` | ✅ **Use.** Clean JSON; finds frontmatter links, inline mentions, and filename matches with line numbers + snippets |
+| Read a note | `print "<note>" [--mentions]` | ✅ Use |
+| List notes/folders | `list [path]` | ✅ Use |
+| Create note (idempotent) | `create "<note>" --content "…"` (no flags = no-op if exists) | ✅ **Use.** Confirmed: no-flag create does NOT clobber an existing note — safe person-note upsert |
+| **Rename person** | `move "<old>" "<new>"` (target absent) | ✅ **Use — headline win.** Renames file + rewrites `[[old]]`→`[[new]]` in every note's frontmatter AND body, leaving all other formatting byte-for-byte intact (pure textual link-replace, not a YAML re-serialize) |
+| Merge person | `move "<old>" "<existing>"` (target exists) | ⚠️ **Wrap in Python.** Clobbers the target file and duplicates the link (`people: [[Bob]], [[Bob]]`) with no dedup. Only call `move` when target is absent; otherwise do backlink rewrite + dedup + body-merge ourselves |
+| Patch a property | `frontmatter "<note>" --edit --key … --value …` | ❌ **DO NOT USE.** Three corruptions: (1) no list-append — replaces the entire list; (2) mangles wikilinks: `[[Carol]]`→`[Carol]` (YAML reads `[[ ]]` as a nested flow seq); (3) stringifies scalars: `duration_minutes: 12`→`"12"`. Note bodies survive, but frontmatter is fully re-serialized (keys reordered, quotes/indent changed) |
+| Delete | `delete "<note>"` | ✅ Use |
+
+**`move` (rename) and `search-content` are the headline wins.** `frontmatter --edit` is
+out — **Python owns all frontmatter writes** (ruamel.yaml, per project YAML conventions).
+
+### 5.2 Python wrapper
+
+New module `services/memory/vault_cli.py` — a thin, typed subprocess wrapper:
+
+```python
+class VaultCLI:
+    def __init__(self, binary: str, vault_path: Path): ...
+    def create(self, note: str, content: str = "", *, append=False, overwrite=False) -> Path
+    def print(self, note: str, mentions: bool = False) -> str
+    def list(self, path: str = "") -> list[str]
+    def search_content(self, query: str, *, page=None, page_size=25) -> list[VaultMatch]
+    def rename(self, old: str, new: str) -> None    # move; ONLY when `new` does not exist
+    def delete(self, note: str) -> None
+    # NOTE: no frontmatter methods — the CLI corrupts wikilinks/lists/scalars (see §5.1).
+    #       Frontmatter reads/writes go through a Python helper (ruamel.yaml).
+```
+
+Frontmatter helper (separate, Python): read note → split frontmatter → mutate with
+ruamel.yaml (preserves quotes/types, appends to `people:` list with dedup) → rewrite.
+This is the hot-path primitive for "attach person after speaker reprocess."
+
+- One registered vault per user: `{DATA_DIR}/conversation_docs/{user_id}/` (matches
+  today's layout). Register once via `add-vault` on first use, or operate with explicit
+  `--vault` paths.
+- Always non-interactive; parse `--format json`; raise on non-zero exit with stderr.
+- Binary location: vendored/built into the backend image (Go build in Dockerfile) or a
+  pinned release binary; path via `NOTESMD_CLI_BIN`.
+- **Concurrency caveat:** `move` rewrites many files; serialize vault-mutating ops
+  per-user (a per-user lock) to avoid racing the memory worker.
+- **Frontmatter round-trip: RESOLVED (spike 2026-06-03)** — the CLI's `frontmatter --edit`
+  corrupts our data (collapses `[[wikilinks]]`, overwrites lists, stringifies numbers). Do
+  NOT use it. Python (ruamel.yaml) owns frontmatter. `move` is fine — it's a textual
+  link-replace that does not touch unrelated frontmatter.
+
+### 5.3 Grep-backed `search_memories()`
+
+When `graph_storage_enabled=False`, `chronicle.search_memories()` becomes:
+
+1. `VaultCLI.search_content(query)` → matches (file, line, snippet).
+2. Group matches by note; for top-N notes, `print` the note (or the matched section).
+3. Return `MemoryEntry` objects (same shape consumers already expect — `.content`, ids,
+   metadata with `conversation_id`/source path). No interface change upstream.
+
+This keeps `chat_service`, `memory_controller`, and the summary job working unchanged.
+
+---
+
+## 6. Workstream 3 — Kepano vault refinement + agentic retrieval
+
+### 6.1 Note types & frontmatter (Kepano-mapped)
+
+**Conversation note** `Conversations/<conv_id>.md` (evolve the existing doc — switch
+`speakers:` strings to linked `people:`/`topics:` properties):
+
+```yaml
+---
+categories: ["[[Conversations]]"]
+conversation_id: <uuid>
+date: <iso>
+people: ["[[Alice]]", "[[Bob]]"]      # wikilink properties — queryable by Bases
+topics: ["[[AI Safety]]"]
+duration_minutes: <n>
+---
+## Title
+### Summary
+### Key Facts
+### People
+### Action Items
+```
+
+**Person note** `People/<name>.md` (NEW — minted/located on speaker identification):
+
+```yaml
+---
+categories: ["[[People]]"]
+aliases: []          # other names / speaker labels seen
+created: <iso>
+updated: <iso>
+# learned attributes appended over time: org, role, etc.
+---
+## Conversations
+![[Conversations.base#Person]]   # auto-lists every conversation where people: contains this note
+```
+
+**Topic note** `Topics/<topic>.md` — same shape, `categories: ["[[Topics]]"]`.
+
+### 6.2 `.base` files (the aggregation layer)
+
+Ship into vault root (and a `Templates/Bases/` for editing). Minimum set:
+
+- `People.base` — `categories.contains(link("People"))` → "everyone I've talked to".
+- `Conversations.base` with views:
+  - `All` (sorted by date)
+  - `Person` — filter `list(people).contains(this)` → embedded in each person note.
+  - `Topic` — filter `list(topics).contains(this)`.
+- `Topics.base`, and optionally `Related.base` / `Backlinks.base` (copy Kepano's).
+
+Plus thin hub notes: `People.md = ![[People.base]]`, `Conversations.md`, `Topics.md`.
+
+These are static templates we write once per user vault (or seed a shared `Templates/`).
+
+### 6.3 People upsert in the memory job
+
+Extend `process_memory_job` / `add_memory()`:
+
+1. After parsing the doc, for each identified person (from speaker recognition first;
+   LLM-extracted `### People` is **deferred** per the kickoff decision — identity
+   resolution/merging is its own problem):
+   - `VaultCLI.create("People/<name>")` (idempotent).
+   - Append the speaker label to that note's `aliases`.
+2. Set the conversation note's `people:` property to the resolved `[[links]]`.
+3. On **speaker reprocess** (rename "Speaker 0" → real name): if `People/Alice` does not
+   exist, `VaultCLI.rename("People/Speaker 0", "People/Alice")` renames + fixes all
+   backlinks in one shot (verified non-destructive). If `People/Alice` already exists
+   (merge), do it in Python: backlink-rewrite + dedup the `people:` lists + merge bodies +
+   delete the source — because `move` onto an existing target clobbers it and duplicates
+   the link (spike §5.1). Either way this replaces today's full-document LLM regeneration.
+
+> Identity resolution (is "John" the same as "John Smith"?) is explicitly **out of scope
+> for v1** — design the property/link/base layer so it *works* with whatever names exist,
+> and bolt on merging later (a `move` is exactly the merge primitive).
+
+### 6.4 Agentic, vault-aware retrieval (the "find info fast" vision)
+
+Two layers:
+
+**(a) Drop-in grep** (Workstream 2.3) — already covers `/api/memories/search` and the
+"always" memory-injection chat mode.
+
+**(b) Agentic vault navigation** for chat "tool" mode (`chat_service.py:534`): expose the
+vault as a small tool set to the chat LLM —
+
+- `vault_search(query)` → `search-content --format json`
+- `vault_read(note, section?)` → `print`
+- `vault_list(folder?)` → `list`
+- `vault_person(name)` → `print People/<name>` (gets their conversation backlinks)
+
+The LLM decides how to navigate (search → open person → read their conversations),
+mirroring how a human uses Obsidian. This is where "a good system prompt about how the
+vault is set up" pays off.
+
+### 6.5 The vault-map system prompt (user-updatable / learnable)
+
+Add a prompt `memory.vault_map` to `prompt_defaults.py`, retrieved via
+`prompt_registry.get_prompt()` (so it inherits the existing **Langfuse override**
+mechanism — that *is* the "let the user update the system prompt" path today). It
+describes the live vault layout to the retrieval/chat LLM:
+
+```
+The user's knowledge is a markdown vault. Layout:
+- People/<Name>.md      — one note per person; frontmatter categories:[[People]],
+                          aliases:[...]; body lists their conversations.
+- Conversations/<id>.md — frontmatter people:[[...]] topics:[[...]] date:...;
+                          sections Summary / Key Facts / People / Action Items.
+- Topics/<t>.md         — one per topic.
+To find something: search content first; to learn about a person open People/<Name>.md
+and read their linked conversations; key facts are verbatim — quote them, don't paraphrase.
+```
+
+Two levels of "updatable":
+
+- **Manual:** user edits the prompt in Langfuse (or a future admin endpoint), e.g. to add
+  vault conventions they care about.
+- **Learned (later):** a periodic job summarizes the user's actual vault (folder counts,
+  recurring property values, naming conventions, frequent topics) and writes that summary
+  into a variable the `memory.vault_map` template interpolates — so the prompt *describes
+  the user's real vault*, not a generic one. Start manual; design the template with a
+  `{{vault_summary}}` slot so the learned version is a drop-in.
+
+---
+
+## 7. Rollout plan
+
+| Phase | Deliverable | Risk | Status |
+|---|---|---|---|
+| 1 | FalkorDB benched behind a toggle (then **removed entirely** — FalkorDB, graph_client, embeddings, KG service, all `FALKORDB_*` env vars gone; vault is the sole store) | Low | ✅ Done (live) |
+| 2 | Ripgrep-backed `search_memories()` (agentic, LLM-formulated regex; `rg` in image) | Med — replaced `notesmd-cli` grep with Claude-Code-style ripgrep | ✅ Done |
+| 3 | Person/Topic notes + `people:`/`topics:` link props + `.base` files + hubs | Med — doc-generation moved to the tool-calling agent; identity left simple | ✅ Done |
+| 4 | Tool-calling memory agent (write) + agentic vault search + `{{vault_summary}}` slot | Low — additive | ✅ Done |
+| 5 | Learned `{{vault_summary}}` injection (periodic vault summariser) | Low — optional | ⏳ Parked |
+
+Implementation notes (diverged from the original plan, all intentional):
+
+- **Write path** is a bespoke tool-calling agent (`services/memory/agent/`), not `notesmd-cli`
+  `create`/`frontmatter`. `add_memory` → `MemoryAgent.run` (provider-level, so all callers
+  go through `MemoryServiceBase`). The agent greps the vault, writes the conversation note,
+  and surgically `edit_note`s person notes (`edit_engine.py`, exact-then-fuzzy replace).
+- **Search** is `search_vault()` — a read-only agent driving ripgrep (`grep`/`glob`/`read_note`);
+  no query tokenization (the LLM formulates the regex).
+- **`.base` + hubs** are seeded per-user by `vault_scaffold.seed_vault_scaffold()` (idempotent),
+  called from the agent write/reprocess paths. Syntax (`categories.contains(link("People"))`,
+  `list(people).contains(this)`, `![[Conversations.base#Person]]`) is copied verbatim from the
+  reference Kepano vault's `People.base` / `Meetings.base` / People template.
+- **Speaker reprocess** in agent mode (`_reprocess_memory_agent`) deletes only the conversation
+  note and hands the agent the old→new speaker map as guidance so it calls `rename_person`
+  (rewrites all backlinks) rather than orphaning `[[Speaker 0]]` notes.
+- **Still parked:** per-user vault write lock for concurrent renames; Phase-5 learned
+  `{{vault_summary}}`. (The old idea of projecting agent-extracted relationships back into
+  FalkorDB is moot — FalkorDB has been removed entirely; the vault is the sole store.)
+
+`notesmd-cli` is built into the backend image (Dockerfile `notesmd-builder` stage, pinned to
+commit `cae9aa8`) and used for `rename_person` (its `move` renames the note + rewrites every
+`[[wikilink]]` in one shot). Invoked with `--vault <abs path>` so no Obsidian config/registration
+is needed (`Vault.Path()` returns an absolute name directly). A Python backlink-rewrite remains
+as the fallback if the binary is ever absent, and the merge-onto-existing case stays in Python
+(`move` clobbers an existing target — spike §5.1).
+
+## 8. Open decisions
+
+1. **Binary delivery** — build `notesmd-cli` from `untracked/` in the Dockerfile, or pin a
+   released binary? (Leaning: multi-stage Go build in the backend image.)
+2. **Conversation note filename** — keep `<conv_id>.md` (stable, opaque) or a human title
+   (`YYYY-MM-DD <title>.md`, prettier in Obsidian but rename-prone)? `move` makes renames
+   safe, so a title-based scheme is viable.
+3. **Vault per user vs shared** — current layout is per-user subfolder; keep that and
+   register each as its own notesmd-cli vault.
+4. **Frontmatter YAML round-trip — RESOLVED (spike 2026-06-03).** CLI `frontmatter --edit`
+   corrupts wikilinks/lists/scalars; rejected. Python (ruamel.yaml) owns frontmatter; CLI
+   reserved for `create`/`rename`/`search`/`print`/`list`. Merge-onto-existing also handled
+   in Python (`move` clobbers an existing target).
+5. **Embeddings** — fully drop when graph is off (Phase 1), or keep generating for a future
+   re-enable? (Leaning: drop — that's the speed win; FalkorDB can re-index from the vault
+   later since the vault is ground truth.)
+```
+
+## 9. Update (2026-06-03) — Kepano templates + organic categories
+
+Supersedes the flat-base scaffold in §6.2 and the inline note-format block in the agent
+prompt. Reference: `untracked/kepano/stephango-vault.md` ("emergent structure"; "a template
+for every category"; properties short and reusable).
+
+**Layout — templates and bases in one place, Kepano-faithful** (`vault_scaffold.py`):
+```
+vault_root/
+  People.md  Conversations.md  Topics.md      ← category hub notes (root)
+  Templates/
+    Person Template.md  Conversation Template.md  Topic Template.md
+    Bases/  People.base  Conversations.base  Topics.base
+```
+Notes aggregate by the `categories` property, not by folder, so `Conversations/`/`People/`
+folders are just tidiness. Hubs embed their base by basename (`![[People.base]]`), which
+resolves even though the base now lives in `Templates/Bases/`. Note enumeration
+(`is_scaffold_note`, used by `chronicle._vault_entries` + `vault_manager.list_docs`) skips
+the whole `Templates/` subtree and the root hubs.
+
+**Templates are the schema, single-sourced** (`vault_templates.py`): the three spine
+templates live once and are (a) seeded as files into `Templates/`, (b) injected verbatim
+into the memory-agent system prompt (with `{{date}}`/`{{title}}` rewritten to `<date>`/
+`<title>` so the only mustache token left for LangFuse `compile()` is `{{vault_summary}}`).
+This is what grounds the LLM — it fills a fixed field set instead of improvising structure.
+
+**Organic categories** — the spine (People/Conversations/Topics) is the only thing seeded.
+New *kinds* of things grow on demand: the agent's `create_category(name, properties)` tool
+(`vault_tools.py` → `vault_scaffold.write_category`) idempotently stamps a
+`Templates/<Cat> Template.md` + `Templates/Bases/<Cat>.base` + `<Cat>.md` hub, then files
+the note under `<Cat>/<Name>.md`. The prompt encodes the Kepano conventions (pluralize,
+reuse property names, link profusely, don't over-create).
+
+**`notesmd-cli` fork** — `create --template <name>` added (resolves a template from the
+`.obsidian/templates.json` folder, substitutes `{{title}}/{{date}}/{{time}}`). Lives on
+`AnkushMalaker/notesmd-cli` branch `feat/create-template`; the backend Dockerfile is repinned
+to `NOTESMD_REPO=AnkushMalaker/notesmd-cli` `NOTESMD_REF=2566ac2`. The official Obsidian CLI
+has this but is closed-source, so the feature was replicated. The agent write path stays
+Python (`write_note`/`edit_note`); `--template` is the standalone CLI capability.
diff --git a/backends/advanced/Docs/visual-frames-cas-plan.md b/backends/advanced/Docs/visual-frames-cas-plan.md
new file mode 100644
index 00000000..771d5736
--- /dev/null
+++ b/backends/advanced/Docs/visual-frames-cas-plan.md
@@ -0,0 +1,291 @@
+# Visual Frames + CAS Blob Store — Implementation Plan
+
+> **⚠️ SUPERSEDED — see [`visual-modality-design.md`](visual-modality-design.md)**, which merges this CAS plan with the timeline + Immich + vault-first design and the agreed decisions (segments-as-timeline-events, CAS=screens/Immich=photos, memory-agent promotion). Kept for the CAS internals + wiring detail it carries.
+
+**Status:** Approved design, not yet implemented.
+**Goal:** Add images (screenshots from `extras/local-wearable-client`, and ad-hoc uploads) as a first-class modality on the Chronicle timeline, alongside audio. Store the queryable metadata + derived text in MongoDB, and the image *bytes* in a content-addressed store (CAS) on disk. Correlate frames with conversations by **timestamp**, not a hard foreign key. Optionally caption/OCR via Gemma4 and feed the derived text into the existing memory-extraction pipeline.
+
+This document is self-contained: it carries the design rationale plus every exact integration point needed to implement it from a clean context.
+
+---
+
+## 1. Design decisions (settled — do not relitigate)
+
+1. **Image bytes go to CAS on disk, NOT inline in Mongo.** Reason: ~100× the volume and document count of audio, plus large global dedup wins (repeated screens). Inlining millions of ~350 KB JPEGs would bloat the hot DB / working set / backups. Mongo stores only a `content_hash` reference + metadata.
+2. **Audio stays inline in Mongo** (unchanged). It is modest-volume (~95 GB/yr), unique (dedup buys nothing), mutable/ordered (split/merge + VAD), and read as a unit. CAS would add a second store with no payoff. The same CAS module can absorb audio later only if volume forces it.
+3. **CAS = content-addressed storage**: path derived from the hash of the bytes, sharded by hash prefix to avoid the "millions of files in one dir" problem. Immutable, append-only, dedup-for-free, rsync-able, and placeable on the slow HDD independently of Mongo.
+4. **Time is the join key.** A frame is linked to a conversation by `ts ∈ [conv.start, conv.end]`, queried via an index on `(user_id, ts)`. No rigid FK (frames exist without audio and vice-versa; the relation is many-to-many over time). `conversation_id` MAY be denormalized onto the frame as a convenience but is not the source of truth.
+5. **Extract vs pre-extracted** is one field (`analysis_status`). The wearable already produces OCR + app/url context → ingest as `extracted`. A bare uploaded image → `pending` → Gemma4 analysis job.
+6. **Segment before captioning.** 1 fps all day = millions of frames; never one caption/memory per frame. Group contiguous frames by `(app, time-gap, changed)` and caption the representative changed frame. Deduped (`changed:false`) frames inherit the previous caption.
+7. **Memory integration reuses the existing pipeline** — feed `caption + ocr_text` as plain text into `memory_service.add_memory(...)` with the segment id as `source_id`. The memory agent records the derived text into the Markdown vault; bytes never enter the vault.
+
+---
+
+## 2. Storage layout (CAS)
+
+```
+<CAS_ROOT>/                     # default ./data/cas ; put on the slow HDD
+  blobs/
+    a3/
+      f9/
+        a3f9c2…e1               # filename = full hex content hash, no extension
+  tmp/                          # write-then-rename staging (atomic, crash-safe)
+```
+
+- **Hash:** `sha256` of the raw bytes (stdlib `hashlib`, no new dependency). `blake3` is faster but adds a dep — defer.
+- **Path:** `blobs/<hash[0:2]>/<hash[2:4]>/<hash>`. Two-level fan-out (256×256 dirs) keeps any directory small for millions of objects.
+- **Write:** stream to `tmp/<uuid>`, `fsync`, then `os.rename` into final path (atomic). If the final path already exists → it's a dedup hit, discard the tmp file. Never rewrite an existing blob.
+- **MIME / extension:** the blob filename has **no extension** (the bytes are addressed by hash; MIME lives in the Mongo doc). The serving endpoint sets `Content-Type` from the doc's `mime`.
+- **Deletion / GC:** because dedup means N frame docs may share one blob, **never delete a blob on frame soft-delete.** A separate GC job (Phase 5) deletes blobs whose hash is referenced by zero non-deleted frame docs. v1 can skip GC entirely (blobs are cheap on the HDD).
+
+**CAS module** — new file `backends/advanced/src/advanced_omi_backend/services/cas/blob_store.py`:
+
+```python
+class BlobStore:
+    def __init__(self, root: Path): ...
+    def put_bytes(self, data: bytes) -> str: ...          # returns content_hash, dedups
+    async def put_stream(self, upload) -> tuple[str, int]: # hash + size_bytes while streaming
+    def path_for(self, content_hash: str) -> Path: ...
+    def exists(self, content_hash: str) -> bool: ...
+    def open(self, content_hash: str) -> BinaryIO: ...     # for range/streaming reads
+    def delete(self, content_hash: str) -> None: ...       # GC use only
+```
+
+Compute the hash while streaming the upload (don't buffer whole files in RAM where avoidable).
+
+---
+
+## 3. Data model
+
+### New: `CaptureFrameDocument`
+
+New file `backends/advanced/src/advanced_omi_backend/models/capture_frame.py`. Mirror the style of `models/audio_chunk.py` (`AudioChunkDocument`).
+
+```python
+from datetime import datetime, timezone
+from typing import Optional
+from beanie import Document, Indexed
+from pydantic import Field
+
+class CaptureFrameDocument(Document):
+    # identity / ownership
+    frame_id: Indexed(str)                       # uuid4 hex
+    user_id: Indexed(str)                         # str(ObjectId)
+    client_id: Indexed(str)                       # {user_suffix}-{device}
+    source: str                                   # "wearable-screen" | "upload" | "camera"
+
+    # time — THE join key
+    ts: datetime                                  # capture time (UTC)
+
+    # blob reference (bytes live in CAS, not here)
+    content_hash: Indexed(str)                    # sha256 hex -> CAS path
+    mime: str = "image/jpeg"
+    width: int
+    height: int
+    size_bytes: int
+
+    # context captured AT SOURCE (pre-extracted path; from events.jsonl)
+    app: Optional[str] = None
+    window_title: Optional[str] = None
+    url: Optional[str] = None
+    ocr_text: Optional[str] = None
+    display_index: int = 0
+    changed: bool = True                          # false => visually identical to prev frame
+
+    # derived by analysis job (extract path)
+    caption: Optional[str] = None
+    caption_model: Optional[str] = None
+    analysis_status: str = "pending"              # pending|extracted|skipped|failed
+    segment_id: Optional[Indexed(str)] = None     # set when grouped into a visual segment
+
+    # correlation (denormalized convenience; not source of truth)
+    conversation_id: Optional[Indexed(str)] = None
+
+    # lifecycle
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    deleted: bool = False
+    deleted_at: Optional[datetime] = None
+
+    class Settings:
+        name = "capture_frames"
+        indexes = [
+            [("user_id", 1), ("ts", 1)],          # timeline + "frames during conversation X"
+            "content_hash",
+            "conversation_id",
+            "segment_id",
+            "deleted",
+        ]
+```
+
+Notes:
+- **No `audio_data`-style inline bytes.** This is the deliberate difference from `AudioChunkDocument`.
+- Ingest with `analysis_status="extracted"` when `ocr_text`/context are supplied; `"pending"` for a bare image that should be captioned.
+
+### `Conversation` — no required schema change for v1
+
+Correlation is a query (`user_id` + `ts` range). Optionally (Phase 4+) cache `frame_count` / `has_visual` on the conversation for UI badges, but not required to ship.
+
+---
+
+## 4. Ingestion endpoints
+
+New router module `backends/advanced/src/advanced_omi_backend/routers/modules/frame_routes.py`:
+
+```python
+router = APIRouter(prefix="/frames", tags=["frames"])   # served at /api/frames
+```
+
+Endpoints:
+
+1. **`POST /api/frames`** — single image, ad-hoc context.
+   - Multipart: `file` (image), optional `ts` (defaults to now), optional `app`/`url`/`ocr_text`, `extract: bool = false`, optional `device_name`.
+   - Stream bytes → `BlobStore.put_bytes` → `content_hash`, read width/height (Pillow), create `CaptureFrameDocument`.
+   - If `extract=true` and no `ocr_text`/`caption` supplied → `analysis_status="pending"` and enqueue `frame_analysis_job`. Else `"extracted"`.
+   - Auth: `Depends(current_active_user)`. `client_id = generate client id from user + device_name`.
+
+2. **`POST /api/frames/batch`** — wearable sidecar sync (the primary path).
+   - Accepts the `events.jsonl` content + the referenced JPEG files (multipart list, or a `.tar`/`.zip`). The wearable's `events.jsonl` schema (per tick): `ts`, `epoch`, `app`, `bundle_id`, `window_title`, `url`, `focused_role`, `idle_seconds`, `screenshots` (status), and `displays[]` each with `{index, file, w, h, ocr_file, changed}`.
+   - For each `displays[]` entry with `changed:true` and a present file: put blob, read OCR from the referenced `.txt` if shipped, create frame doc with `analysis_status="extracted"` (context is pre-extracted), `changed` flag carried through.
+   - For `changed:false` entries: still create a frame doc, but point `content_hash` at the previous blob (CAS dedups automatically since bytes are identical) and inherit the previous caption later. Skip captioning.
+   - Idempotency: dedup on `(user_id, ts, display_index, content_hash)` so re-running a sync doesn't double-insert.
+   - Auth: `Depends(current_active_user)` (or `current_superuser` if you want to mirror `/api/audio/upload`, which is admin-only at `audio_routes.py:58`).
+
+---
+
+## 5. Retrieval endpoints
+
+1. **`GET /api/frames/{frame_id}/image`** — stream bytes from CAS.
+   - Look up doc → `BlobStore.open(content_hash)` → `StreamingResponse` with `media_type=doc.mime`. Support HTTP Range (mirror the range handling in `audio_routes.py` `get_conversation_audio`). Set `Cache-Control: immutable` (content-addressed → safe).
+2. **`GET /api/frames`** — metadata list for a time window.
+   - Query params: `from`, `to` (ISO), `conversation_id` (resolve to its time window), `client_id`, `changed_only`, pagination.
+   - Powers the timeline / filmstrip UI: on a conversation detail page, fetch frames where `user_id == me AND ts ∈ [conv.start, conv.end]` → render thumbnails "at the same time as the recording."
+3. (Optional) **`GET /api/frames/{frame_id}`** — single frame metadata (caption, ocr, context).
+
+---
+
+## 6. Analysis job (Gemma4) — the "extract" path
+
+New file `backends/advanced/src/advanced_omi_backend/workers/frame_jobs.py`.
+
+```python
+@async_job(redis=True, beanie=True)
+@traced_job("frame_analysis", pipeline_stage="frame_analysis", gen_ai_operation="chat")
+async def frame_analysis_job(frame_id: str, *, redis_client=None) -> dict:
+    # imports INSIDE the function (worker convention)
+    from advanced_omi_backend.models.capture_frame import CaptureFrameDocument
+    # ... load frame; if deleted/extracted -> return {"success": True, "skipped": True}
+    # ... read bytes from CAS, call Gemma4 vision (the gemma4-asr/vision service)
+    #     for a caption (+ OCR if ocr_text missing)
+    # ... set caption/caption_model/analysis_status="extracted"; save
+    # RETURN A DICT on failure; never raise (raising defers dependent jobs forever)
+    return {"success": True, "frame_id": frame_id}
+```
+
+Enqueue helper (model on `enqueue_memory_processing`, `workers/memory_jobs.py:521`):
+
+```python
+def enqueue_frame_analysis(frame_id: str, depends_on=None):
+    return default_queue.enqueue(
+        frame_analysis_job, frame_id,
+        job_timeout=300, result_ttl=JOB_RESULT_TTL,
+        job_id=f"frame_{frame_id[:12]}", depends_on=depends_on,
+        meta={"frame_id": frame_id},
+    )
+```
+
+- **Reuse the `default` (or `memory`) queue** — the 6 `rq-worker-*` workers already serve `transcription`/`memory`/`default` (`workers/orchestrator/worker_registry.py:133-149`). **No worker-registration change needed** unless you want a dedicated queue.
+- **Gemma4 access:** call the existing vision service over HTTP (the gemma4-asr/vision service the project already runs). Do not load models in the backend image (project rule: heavy deps in a separate `extras/` service called over HTTP).
+
+---
+
+## 7. Segmentation + memory integration
+
+Phase 4. Implement as a function over frames (no new collection required in v1):
+
+- **Grouping:** sort a user's frames by `ts`; start a new segment when `app` changes OR the time gap exceeds a threshold (e.g. 30–60 s) OR a configurable max segment length is hit. Assign all frames in a group a shared `segment_id` (deterministic: e.g. `f"{client_id}:{first_frame_epoch}"`).
+- **Caption the representative changed frame** of the segment; deduped frames inherit.
+- **Feed text into memory** — do NOT call `enqueue_memory_processing` (it fetches a `Conversation` doc by id). Instead call the provider directly:
+
+```python
+from advanced_omi_backend.services.memory import get_memory_service
+memory_service = get_memory_service()
+visual_text = build_segment_text(segment)   # caption + OCR + app/url context
+await memory_service.add_memory(
+    visual_text, client_id, segment_id,      # segment_id is the source_id
+    user_id, user_email, allow_update=True,
+)
+```
+
+`add_memory` signature (`services/memory/base.py:95`): `add_memory(transcript, client_id, source_id, user_id, user_email, allow_update=False, db_helper=None)`. There is **no `source_type`** param — the source is just the opaque `source_id` + text. (If provenance distinction matters later, prefix the `source_id`, e.g. `visual:{segment_id}`.)
+
+---
+
+## 8. Exact integration points (wiring map)
+
+All paths under `backends/advanced/src/advanced_omi_backend/`.
+
+| What | File / location | Action |
+|---|---|---|
+| **Register Beanie model** | `app_factory.py:139-156` (`init_beanie(... document_models=[...])`) | Import `CaptureFrameDocument`, add to the list (after `MemoryAuditEntry`). |
+| Other `init_beanie` sites | `cron.py:59`, `models/job.py:66`, `scripts/cleanup_state.py:885` | Add `CaptureFrameDocument` only if a worker/cron path touches frames. The `@async_job(beanie=True)` decorator (`models/job.py:32/279`) initializes Beanie in workers — **check whether it uses the `app_factory` list or its own**; if its own, frames must be added there for `frame_analysis_job` to query them. **Verify before implementing.** |
+| **New router** | `routers/modules/frame_routes.py` (new) | `router = APIRouter(prefix="/frames", tags=["frames"])` |
+| Export router | `routers/modules/__init__.py:24,45` | `from .frame_routes import router as frame_router` + add to `__all__`. |
+| Mount router | `routers/api_router.py:13-31` (imports) + `:41-43` (includes) | `router.include_router(frame_router)`. Auto-served at `/api/frames`. No `app_factory.py` change needed. |
+| **CAS data dir** | `app_config.py:45-46` (`__init__`) + `:102-104` (getter) | Add `self.cas_blob_dir = Path(os.getenv("CAS_BLOB_DIR", "./data/cas")); mkdir(...)` and `def get_cas_blob_dir() -> Path`. |
+| **Volume mount** | `backends/advanced/docker-compose.yml` (backend + worker services) | Mount the CAS dir on a host volume (the slow HDD). Confirm both the backend and the `worker_orchestrator` (`docker-compose.yml:79`) containers see the same path. Note `app_factory.py:584` hardcodes `/app/audio_chunks` for static audio mount — CAS is served via endpoint (streamed), so no static mount, but the container path must match `CAS_BLOB_DIR`. |
+| **Auth deps** | `auth.py:166-168` | `current_active_user` (normal) / `current_superuser` (admin). Import from `advanced_omi_backend.auth`. |
+| **RQ queues** | `controllers/queue_controller.py:78-101` | Reuse `default_queue` (or `memory_queue`). Add a `frames` queue only if you want isolation (then update `worker_registry.py:135-148` queue args). |
+| **Job conventions** | `workers/memory_jobs.py:123-129` (decorators), `models/job.py:227` (`@async_job`) | `@async_job(redis=True, beanie=True)`, async, imports inside fn, **return dict / never raise**. |
+| **Enqueue pattern** | `workers/memory_jobs.py:521-559` | Model `enqueue_frame_analysis` on `enqueue_memory_processing`. |
+| **Memory provider** | `services/memory/base.py:95`, invoked `workers/memory_jobs.py:270-277` | Call `memory_service.add_memory(text, client_id, source_id, user_id, user_email, allow_update=True)` directly. |
+| **Audio model to mirror** | `models/audio_chunk.py` | Style reference for the new model + soft-delete/archival fields. |
+| **Range-serving to mirror** | `routers/modules/audio_routes.py` (`get_conversation_audio`, ~:71) | Copy the Range-request handling for `GET /api/frames/{id}/image`. |
+
+---
+
+## 9. Phased implementation + checklist
+
+**Phase 1 — CAS + model + single-image flow (ship first, makes bytes viewable):**
+- [ ] `services/cas/blob_store.py` (`BlobStore`, sha256, sharded paths, atomic write, dedup).
+- [ ] `app_config.py`: `cas_blob_dir` + `get_cas_blob_dir()`.
+- [ ] `docker-compose.yml`: volume mount for CAS dir on backend (+ worker) containers.
+- [ ] `models/capture_frame.py`: `CaptureFrameDocument`.
+- [ ] Register model in `app_factory.py` `init_beanie` list.
+- [ ] `routers/modules/frame_routes.py`: `POST /api/frames` (pre-extracted path) + `GET /api/frames/{id}/image` (range) + `GET /api/frames` (time window).
+- [ ] Export + mount router (`modules/__init__.py`, `api_router.py`).
+- [ ] Smoke test: upload a JPEG, fetch it back, confirm dedup (upload same bytes twice → one blob).
+
+**Phase 2 — wearable batch ingestion:**
+- [ ] `POST /api/frames/batch` (events.jsonl + JPEGs, idempotent, `changed` handling).
+- [ ] Frame-uploader in `extras/local-wearable-client` (walk per-day folders + `events.jsonl`, push changed frames + OCR/context; reuse the JWT auth from `backend_sender.py`). It currently uploads **audio only** — this is net-new.
+
+**Phase 3 — analysis job (extract path):**
+- [ ] `workers/frame_jobs.py`: `frame_analysis_job` + `enqueue_frame_analysis` (Gemma4 vision over HTTP).
+- [ ] Wire `POST /api/frames` `extract=true` → enqueue.
+- [ ] Verify worker Beanie-init includes the new model (see table caveat).
+
+**Phase 4 — segmentation + memory:**
+- [ ] Segment grouping function `(app, time-gap, changed)`.
+- [ ] Build segment text, call `memory_service.add_memory(... source_id=segment_id ...)`.
+- [ ] (Optional) cache `frame_count`/`has_visual` on `Conversation`; add timeline/filmstrip to the conversation detail page in `webui/`.
+
+**Phase 5 — lifecycle:**
+- [ ] Blob GC job (delete blobs with zero referencing non-deleted frame docs).
+- [ ] Retention policy (mirror wearable's: optional age-out of cold frames).
+
+---
+
+## 10. Open decisions (deferred — pick when reached, not blocking)
+
+- **Ingestion cadence:** batch sidecar sync (Phase 2, recommended start) vs. live frame push over WS. Start batch.
+- **Blob backend:** local CAS dir now; the `BlobStore` interface abstracts cleanly to S3/MinIO later.
+- **v1 search:** text-only (caption+OCR → memory agent → Markdown vault, reuses everything). CLIP image embeddings deferred.
+- **Hash:** sha256 (stdlib) for v1; blake3 only if hashing becomes a bottleneck.
+
+---
+
+## 11. Testing
+
+- Follow `tests/TESTING_GUIDELINES.md` and `tests/tags.md` (only approved tags) if adding Robot tests. Likely tag: `infra` (or a new component tag only with approval — do not invent tags).
+- Unit-test `BlobStore` (dedup, atomic write, sharded path, missing-blob behavior) without Mongo.
+- Endpoint tests can run under `make test-no-api` (no API keys) for upload/retrieve/list; the Gemma4 analysis path needs the vision service and should be gated like `requires-api-keys`/GPU.
diff --git a/backends/advanced/Docs/visual-modality-design.md b/backends/advanced/Docs/visual-modality-design.md
new file mode 100644
index 00000000..fc1e3116
--- /dev/null
+++ b/backends/advanced/Docs/visual-modality-design.md
@@ -0,0 +1,284 @@
+# Visual Modality Design — CAS + Immich + Vault
+
+**Status:** Approved design, not yet implemented. **This is the authoritative doc.** It supersedes and folds in `/timeline_transition_plan.md` (which predates the vault-first pivot) and the earlier `visual-frames-cas-plan.md`.
+
+**One-line:** Images become first-class timeline events with two byte-backends (CAS for the screenshot firehose, Immich for photos), and a curated subset is *promoted* by the memory agent into the Obsidian vault as embedded `![[ ]]` images. The Markdown vault is the single memory store (FalkorDB and all other memory indexes have been removed).
+
+---
+
+## 1. The mental model: two planes
+
+The single most important idea. Images live on **two planes**, and most images never leave the first:
+
+```
+CONTEXT PLANE  (the timeline)              MEMORY PLANE  (the vault)
+─────────────────────────────             ──────────────────────────────
+every image, indexed by time              curated, connected notes
+backends: CAS (screenshots)               system of record = Obsidian vault
+        + Immich (photos)                 ![[embedded]] images + [[wikilinks]]
+queryable, retention-bounded              vault = the sole memory store
+NOT synced to Obsidian                    synced to all devices via Syncthing
+"what was happening"                      "what's worth remembering"
+
+            └──────── PROMOTION (memory agent decides) ────────┘
+        most images stay context-only and never enter the vault
+```
+
+- **Context plane** = the timeline. Conversations and images are **peer events** correlated by time (not parent/child). This is the `timeline_transition_plan.md` territory, still valid.
+- **Memory plane** = the Obsidian vault. The `MemoryAgent` writes structured notes; the vault is the single source of truth (no separate index). Images that earn a place are embedded into notes.
+- **Promotion** is the bridge: the memory agent's existing judgment, extended to images. Not a separate subsystem.
+
+---
+
+## 2. Settled decisions (do not relitigate)
+
+1. **Two byte-stores, one model.** Wearable screenshots → **CAS** on disk (backend-only, never synced). Camera photos & photo-uploads → **Immich** (reference only). One `ImageEvent` model with a `storage: "cas" | "immich"` discriminator. *(decision: "CAS=screens, Immich=photos")*
+2. **Segments, not raw frames, are timeline events.** The ~86k screenshots/day live in CAS with lightweight `capture_frames` records. Only **segments** (contiguous frames grouped by app + time gap) and standalone photos become timeline `ImageEvent`s. Keeps Mongo lean (~hundreds of events/day, not 86k). *(decision: "Segments, not raw frames")*
+3. **The memory agent decides promotion.** The vault LLM agent judges memory-worthiness and embeds only meaningful images (whiteboards, documents, people, places). Most screenshots → no note. *(decision: "Memory agent decides")*
+4. **Audio stays inline in Mongo** (unchanged) — modest volume, unique (no dedup win), mutable/ordered. CAS is for the image firehose.
+5. **CAS = content-addressed**: sha256, sharded path, immutable, dedup-for-free, placeable on the slow HDD.
+6. **Time is the join key.** "Photos near this conversation" = a `captured_at` range query, not a stored FK.
+7. **Memory = vault only.** Visual memory flows through `add_memory(...)` → `MemoryAgent` → vault notes; the vault is the single store.
+
+### Reconciliation fixes vs the old `timeline_transition_plan.md`
+- **Drop `memory_versions` on `ImageEvent`** — memory-versioning was removed in favor of the `memory_audit` ledger. ImageEvent uses the ledger like conversations.
+- **No vector/graph index at all** — the vault is the sole memory store (FalkorDB and Qdrant are both gone). Reword any "Immich is the backend the way Qdrant is the vector backend."
+- The old plan's memory section fed FalkorDB as primary; here it feeds the **vault agent** which owns promotion + embedding into the vault.
+
+---
+
+## 3. Data model
+
+Two collections. All paths under `backends/advanced/src/advanced_omi_backend/`.
+
+### 3a. `capture_frames` — the raw screenshot firehose (lightweight, CAS-backed, prunable)
+
+New `models/capture_frame.py`. One tiny doc per *changed* wearable frame. Not a timeline event; the substrate segments are built from.
+
+```python
+class CaptureFrameDocument(Document):
+    frame_id: Indexed(str)                 # uuid
+    user_id: Indexed(str)
+    client_id: Indexed(str)                # {user_suffix}-{device}
+    ts: datetime                           # capture time (UTC)
+    content_hash: Indexed(str)             # sha256 -> CAS blob (bytes NOT stored here)
+    mime: str = "image/jpeg"
+    width: int; height: int; size_bytes: int
+    display_index: int = 0
+    changed: bool = True                   # false => identical to prev (dedup; inherit)
+    # context captured at source (from wearable events.jsonl)
+    app: Optional[str] = None
+    window_title: Optional[str] = None
+    url: Optional[str] = None
+    ocr_text: Optional[str] = None
+    segment_id: Optional[Indexed(str)] = None   # set once grouped
+    created_at: datetime; deleted: bool = False; deleted_at: Optional[datetime] = None
+    class Settings:
+        name = "capture_frames"
+        indexes = [[("user_id", 1), ("ts", 1)], "content_hash", "segment_id", "deleted"]
+```
+~200-byte docs; ~31M/yr at full firehose ≈ ~6 GB/yr in Mongo (metadata only). **Prunable** — once a segment is built (and any image promoted), raw frames can be aged out aggressively; the segment + CAS blobs persist.
+
+### 3b. `image_events` — timeline peers (segments + photos)
+
+New `models/image_event.py`. This is the **timeline event** and the **memory candidate**. Holds: (a) screenshot *segments*, (b) individual camera photos, (c) individual uploads.
+
+```python
+class ImageEvent(Document):
+    event_id: Indexed(str)                 # uuid
+    user_id: Indexed(str)
+    captured_at: datetime                  # absolute; segment start, or photo EXIF time
+    kind: str                              # "screen_segment" | "photo"
+    source: str                            # "wearable-screen" | "immich_sync" | "upload" | "camera"
+
+    # --- storage discriminator ---
+    storage: str                           # "cas" | "immich"
+    content_hash: Optional[str]            # sha256 (dedup, both stores)
+    cas_hash: Optional[str]                # representative frame blob (storage=cas)
+    immich_asset_id: Optional[str]         # (storage=immich)
+    immich_thumbnail_url: Optional[str]
+
+    # --- segment span (kind=screen_segment) ---
+    segment_id: Optional[Indexed(str)]
+    span_start: Optional[datetime]; span_end: Optional[datetime]
+    frame_count: Optional[int]
+    app: Optional[str]                     # dominant app for the segment
+
+    # --- derived / enrichment ---
+    caption: Optional[str]                 # Gemma4 (screens) or Immich/vision (photos)
+    description: Optional[str]
+    detected_objects: list[str] = []
+    detected_text: Optional[str]           # OCR (screen: aggregated; photo: Immich/vision)
+    detected_people: list[str] = []        # Immich face names -> become [[Person]] links
+    location: Optional[dict] = None        # {lat,lng,city,country} (photo EXIF/Immich)
+    tags: list[str] = []
+
+    # --- pipeline + promotion ---
+    processing_status: str = "pending"     # pending|processing|completed|failed|skipped
+    promoted: bool = False                 # crossed into the vault?
+    vault_note_path: Optional[str]         # e.g. "Conversations/<id>.md" or "Topics/<x>.md"
+    vault_media_path: Optional[str]        # "_media/<hash>.jpg" if embedded
+
+    import_batch_id: Optional[Indexed(str)] = None
+    created_at: datetime; deleted: bool = False; deleted_at: Optional[datetime] = None
+    class Settings:
+        name = "image_events"
+        indexes = [
+            [("user_id", 1), ("captured_at", -1)],   # timeline + photos-near-conversation
+            "event_id", "content_hash", "immich_asset_id", "segment_id",
+            "import_batch_id", "promoted", "deleted",
+        ]
+```
+
+`Conversation` needs **no required change**; correlation is the `captured_at` range query. (Optional later: cache `image_event_count` for UI badges.)
+
+---
+
+## 4. Storage substrate
+
+### 4a. CAS (screenshots) — `services/cas/blob_store.py` (new)
+
+```
+<CAS_ROOT>/  (default ./data/cas ; put on the slow HDD; NEVER under conversation_docs)
+  blobs/<h[0:2]>/<h[2:4]>/<sha256>     # no extension; MIME in the Mongo doc
+  tmp/                                  # write -> fsync -> os.rename (atomic, crash-safe)
+```
+- sha256 (stdlib). `put_bytes(data)->hash` dedups (skip if path exists). `open(hash)`, `path_for(hash)`, `exists(hash)`, `delete(hash)` (GC only).
+- **Never delete a blob on frame soft-delete** (N frames share a blob). GC job (late phase) removes blobs with zero live referents. v1 can skip GC.
+- Served via endpoint (range-capable), **not** a static mount.
+
+### 4b. Immich (photos) — `services/immich/client.py` (new, from old plan)
+
+```python
+class ImmichService:
+    async def check_asset_exists(self, content_hash: str) -> Optional[str]
+    async def upload_asset(self, image_data: bytes, filename: str) -> str
+    async def get_asset_metadata(self, asset_id: str) -> dict   # EXIF, faces, objects, OCR, geo
+    async def get_thumbnail_url(self, asset_id: str) -> str
+    async def list_new_assets(self, since: datetime) -> list[dict]
+    async def search(self, query: str, since=None, until=None) -> list[dict]  # retrieval tool
+```
+Config (new env): `IMMICH_URL=http://immich-server:2283`, `IMMICH_API_KEY=...`. Add to `.env.template` and wizard.
+
+### 4c. Serving proxy
+`GET /api/images/{event_id}/blob` → if `storage=cas`, stream from `BlobStore`; if `storage=immich`, proxy/redirect to Immich original/thumbnail. `Cache-Control: immutable` (content-addressed).
+
+---
+
+## 5. Ingestion & enrichment pipelines
+
+### 5a. Screenshot path (wearable → CAS → segments → events)
+1. **`POST /api/images/frames/batch`** — wearable uploads `events.jsonl` + referenced JPEGs (multipart or tar). For each `displays[]` entry: `changed:true` → `BlobStore.put_bytes`, create `CaptureFrameDocument` (status from OCR presence); `changed:false` → frame doc pointing at the prior blob (CAS dedups), inherit later. Idempotent on `(user_id, ts, display_index, content_hash)`.
+   - Wearable uploader is **net-new** (current `backend_sender.py` is audio-only). Walk per-day folders + `events.jsonl`, reuse its JWT auth.
+2. **Segmentation job** — group a user's contiguous `capture_frames` by `(app, time-gap > N s, max-len)` → one `ImageEvent(kind="screen_segment")`. Pick a representative frame (most OCR / last changed). Aggregate OCR + app/title/url. Set `segment_id` on member frames.
+3. **Caption** the representative frame via **Gemma4 vision** (HTTP to the existing vision service — heavy deps stay out of the backend image).
+
+### 5b. Photo path (Immich is the backend)
+- **Upload** `POST /api/images/upload`: hash → `check_asset_exists` → push to Immich if absent → create `ImageEvent(kind="photo", storage="immich")` → pull metadata.
+- **Sync** `POST /api/images/sync_from_immich`: `list_new_assets(since=last_sync)` → create `ImageEvent`s for new assets → enqueue enrichment. (Trigger: manual now; cron later.)
+- **Enrichment = `ImmichProvider`**: faces → `detected_people`, plus objects/OCR/EXIF/geo. Optional `VisionLLMProvider` (Gemma4/Claude) for richer captions — pluggable `ImageAnalysisProvider` ABC (`services/image_analysis/`).
+
+### 5c. Job conventions (`workers/image_jobs.py`, new)
+`@async_job(redis=True, beanie=True)`, async, imports inside fn, **return dict / never raise**. Reuse the `default` or `memory` queue — the 6 `rq-worker-*` already serve it (no worker-registration change). Enqueue helpers modeled on `enqueue_memory_processing` (`workers/memory_jobs.py:521`).
+
+---
+
+## 6. Memory plane: promotion + vault embedding (the bridge)
+
+After a screen-segment is captioned, or a photo is enriched, feed it to memory **through the vault agent**:
+
+```python
+memory_service = get_memory_service()
+await memory_service.add_memory(
+    visual_text,                       # caption + aggregated OCR + app/url (or photo desc + geo)
+    client_id, event_id,               # event_id is the source_id
+    user_id, user_email,
+    source_type="image",               # NEW param -> tells the agent it's visual
+    extra_metadata={                   # NEW param
+        "image_refs": ["cas:<hash>"] or ["immich:<asset_id>"],
+        "captured_at": ...,
+        "people": detected_people,     # Immich faces
+        "location": location,
+    },
+    allow_update=True,
+)
+```
+
+- **`add_memory` gets `source_type` + `extra_metadata`** params (`services/memory/base.py:95`; provider `services/memory/providers/chronicle.py`). This was in the old plan — still correct.
+- **The agent is the promotion gate.** Its system prompt for `source_type="image"` instructs: judge memory-worthiness; if worth it, write/update the relevant note and **embed the image**; if Immich supplied `people`, link those `[[Person]]` notes (Kepano person graph). If not memory-worthy → do nothing (stays context-only). Set `ImageEvent.promoted`, `vault_note_path`, `vault_media_path` on success.
+
+### Vault embedding mechanism (the one real surgical change to vault tooling)
+- **`_media/` folder** in the per-user vault, content-addressed (`_media/<sha256>.jpg`) → dedup in the vault. Because the Syncthing boundary is the whole vault dir with only `.obsidian` ignored (`vault_sync_routes.py:40`), `_media/` **syncs to every Obsidian device** — correct for a curated subset, and exactly why the firehose must stay in CAS *outside* `conversation_docs`.
+- **New `VaultTool`: `attach_image(image_ref) -> "_media/<hash>.<ext>"`** (`services/memory/agent/vault_tools.py`): copies from CAS or downloads from Immich into `_media/`, returns the embed path; the agent then writes `![[_media/<hash>.jpg]]` via `write_note`/`edit_note`. Add its OpenAI schema to `VAULT_TOOL_SCHEMAS` (vault_tools.py:419-598) and mention it in the agent prompt/templates.
+- **Relax `_safe_relpath` (`vault_tools.py:54`)** — today it force-appends `.md` and rejects paths >1 deep, so binary `_media/` writes are impossible. Special-case `_media/<file>.{jpg,png,webp}`. Keep `.md` enforcement for notes.
+- Inbound Syncthing audit listener is `.md`-only (`syncthing_audit.py:75`) — image edits aren't audited; fine.
+
+---
+
+## 7. Timeline & retrieval
+
+- **`GET /api/images/timeline`** (or a unified `/api/timeline`) merges `Conversation` + `ImageEvent` by time into one sorted feed — the first real merged event timeline (there is no existing timeline feed; the Knowledge Graph entity/timeline service was removed). Merge `image_events` only (NOT raw frames → stays lean).
+- **Photos-near-conversation**: `ImageEvent.find(user_id, captured_at ∈ [conv.start±window])` → filmstrip on the conversation detail page (`webui/src/pages/Conversations.tsx`, card map ~line 1150; audio fetch pattern at line 269).
+- **Immich as a retrieval tool**: give the vault-aware search agent an `immich_search` tool ("photos of Alice near 3pm Tuesday") → `ImmichService.search`.
+
+---
+
+## 8. Wiring map (exact integration points)
+
+All paths under `backends/advanced/src/advanced_omi_backend/`.
+
+| What | Location | Action |
+|---|---|---|
+| Register Beanie models | `app_factory.py:146-156` (`init_beanie document_models=[...]`) | Add `CaptureFrameDocument`, `ImageEvent`. |
+| Worker Beanie init | `models/job.py` (`@async_job(beanie=True)` → `_ensure_beanie_initialized`, ~:32/279) | **Verify** whether it uses the app_factory list or its own; if its own, add both models or `image_jobs` can't query them. |
+| New router | `routers/modules/image_routes.py` (new) | `router = APIRouter(prefix="/images", tags=["images"])` → served at `/api/images`. |
+| Export + mount router | `routers/modules/__init__.py:24,45` + `routers/api_router.py:13-31,41-43` | `from .image_routes import router as image_router`; `router.include_router(image_router)`. |
+| CAS data dir | `app_config.py:45-46` + `:102-104` | `self.cas_blob_dir = Path(os.getenv("CAS_BLOB_DIR","./data/cas")); mkdir(...)` + `get_cas_blob_dir()`. |
+| Volume mount | `docker-compose.yml` (backend + `worker_orchestrator` at `:79`) | Mount CAS dir (slow HDD) into both; container path must match `CAS_BLOB_DIR`. NOT under `data/conversation_docs`. |
+| Immich config | `.env.template`, wizard (`backends/advanced/init.py`) | `IMMICH_URL`, `IMMICH_API_KEY`. |
+| Auth deps | `auth.py:166-168` | `current_active_user` / `current_superuser`. |
+| RQ queues | `controllers/queue_controller.py:78-101` | Reuse `default`/`memory`; new queue only if isolation wanted. |
+| Job pattern | `workers/memory_jobs.py:123-129`, `models/job.py:227` | `@async_job(redis=True, beanie=True)`, return dict, never raise. |
+| Memory `add_memory` | `services/memory/base.py:95` + `providers/chronicle.py` | Add `source_type` + `extra_metadata` params; thread into MemoryEntry/agent context. |
+| Vault agent prompt | `services/memory/agent/memory_agent.py:74-161` | Add image-source branch: judge promotion, embed via `attach_image`, link `[[People]]` from Immich faces. |
+| Vault tools | `services/memory/agent/vault_tools.py` (`VaultTools` :105, `_safe_relpath` :54, schemas :419-598) | Add `attach_image` tool; relax `_safe_relpath` for `_media/`. |
+| Vault templates | `services/memory/agent/vault_templates.py` | Optionally add an `## Images` / embed convention. |
+| Style refs | `models/audio_chunk.py` (model), `routers/modules/audio_routes.py` (range serving) | Mirror. |
+
+---
+
+## 9. Implementation phases
+
+**Phase 1 — CAS + frame firehose (context plane, screenshots):**
+- `services/cas/blob_store.py`; `app_config` CAS dir; docker-compose volume.
+- `models/capture_frame.py` + Beanie register; `POST /api/images/frames/batch`; `GET /api/images/{id}/blob` (range); wearable uploader in `extras/local-wearable-client`.
+- Smoke: upload `events.jsonl`+JPEGs, fetch back, confirm dedup.
+
+**Phase 2 — segments + timeline:**
+- `models/image_event.py` + register; segmentation job (frames → `screen_segment` events); Gemma4 caption.
+- `GET /api/images/timeline` (merge conversations + image_events); photos-near-conversation query.
+
+**Phase 3 — Immich (photos):**
+- `services/immich/client.py`; `services/image_analysis/` (ABC + `ImmichProvider` + `VisionLLMProvider`); `POST /api/images/upload` (→Immich), `POST /api/images/sync_from_immich`.
+
+**Phase 4 — memory plane bridge (promotion + embedding):**
+- `add_memory` `source_type`/`extra_metadata`; agent image-branch + `attach_image` tool + `_safe_relpath` relax; Immich faces → `[[Person]]`.
+- Feed screen-segments + photos to `add_memory`. Verify worker Beanie init.
+
+**Phase 5 — frontend + lifecycle:**
+- Timeline view merging conversations + images; filmstrip; rename Upload→Ingress; Immich search tool for retrieval agent.
+- Blob GC job; frame retention pruning.
+
+---
+
+## 10. Open decisions (deferred, non-blocking)
+- **Immich auth**: single server API key (simplest, self-hosted) vs per-user keys.
+- **Vision enrichment**: Immich ML only, or also Gemma4/Claude vision for richer captions (configurable like `LLM_PROVIDER`).
+- **Sync frequency**: manual → cron → Immich webhooks.
+- **Frame retention**: how aggressively to prune `capture_frames` after segmentation.
+- **v1 search**: text-only (caption+OCR → vault notes) vs CLIP image embeddings later.
+
+## 11. Testing
+- `tests/TESTING_GUIDELINES.md` + approved tags only (`infra`; do not invent). Gate Gemma4/Immich paths like `requires-api-keys`.
+- Unit-test `BlobStore` (dedup, atomic write, sharded path) without Mongo.
+- Endpoint tests (upload/serve/timeline) under `make test-no-api`.
diff --git a/backends/advanced/README.md b/backends/advanced/README.md
index 104137b3..bb3e3f7f 100644
--- a/backends/advanced/README.md
+++ b/backends/advanced/README.md
@@ -2,7 +2,7 @@
 
 A FastAPI backend with pluggable memory providers, real-time audio processing, and comprehensive conversation management.
 
-[QuickStart](../../quickstart.md) | [Memory Providers](./MEMORY_PROVIDERS.md) | [Configuration Guide](./Docs/memories.md)
+[Quick Start](../../quickstart.md) | [Memory System](../../docs/backend/memories.md) | [Configuration Guide](../../config/README.md)
 
 ## Key Features
 
@@ -38,7 +38,7 @@ Modern React-based web dashboard located in `./webui/` with:
 - **Optional Services**: Speaker Recognition, network configuration
 - **API Keys**: Prompts for all required keys with helpful links
 
-#### 2. Start Services 
+#### 2. Start Services
 
 **HTTP Mode (Default - No SSL required):**
 ```bash
@@ -68,13 +68,21 @@ docker compose --profile https up --build -d
 - **HTTP**: http://localhost:8081/ (redirects to HTTPS)
 - **Features**: Speaker enrollment, audio analysis, live inference
 
+**Langfuse (Observability - ports 3002/3443):**
+- **HTTPS Dashboard**: https://localhost:3443/ or https://your-ip:3443/
+- **Direct HTTP fallback**: http://localhost:3002/
+- **Features**: LLM traces, sessions, prompt management
+
+The authenticated **System** page in Chronicle lists the canonical browser URL for
+each browser-facing managed service, including services on remote Tailnet nodes.
+
 **Features available with HTTPS:**
 - 🎤 **Live Recording** - Real-time audio streaming with WebSocket
 - 🔒 **Secure WebSocket** connections (WSS)
 - 🌐 **Network Access** from other devices via Tailscale/LAN
 - 🔄 **Automatic protocol detection** - Frontend auto-configures for HTTP/HTTPS
 
-See [Docs/ssl-certificates.md](../../Docs/ssl-certificates.md) for how SSL is configured.
+See [SSL certificates](../../docs/ssl-certificates.md) for how SSL is configured.
 
 ## Testing
 
diff --git a/backends/advanced/chronicle-data.sh b/backends/advanced/chronicle-data.sh
new file mode 100755
index 00000000..fae06bd3
--- /dev/null
+++ b/backends/advanced/chronicle-data.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+cd "$(dirname "$0")"
+
+if [[ -n "${COMPOSE_CMD:-}" ]]; then
+  read -r -a compose_command <<<"${COMPOSE_CMD}"
+elif [[ "${CONTAINER_ENGINE:-docker}" == "podman" ]]; then
+  compose_command=(podman-compose)
+else
+  compose_command=(docker compose)
+fi
+
+exec "${compose_command[@]}" run --rm --no-deps chronicle-backend \
+  uv run --offline --no-sync python3 src/scripts/chronicle_data.py "$@"
diff --git a/backends/advanced/docker-compose-test.yml b/backends/advanced/docker-compose-test.yml
index 88604400..696c66a3 100644
--- a/backends/advanced/docker-compose-test.yml
+++ b/backends/advanced/docker-compose-test.yml
@@ -25,8 +25,6 @@ services:
     environment:
       # Override with test-specific settings
       - MONGODB_URI=mongodb://mongo-test:27017/test_db
-      - QDRANT_BASE_URL=qdrant-test
-      - QDRANT_PORT=6333
       - REDIS_URL=redis://redis-test:6379/0
       - DEBUG_DIR=/app/debug  # Fixed: match plugin database mount path
       # Test configuration file
@@ -34,6 +32,7 @@ services:
       # Import API keys from environment
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
       - OPENAI_API_KEY=${OPENAI_API_KEY}
+      - SMALLEST_API_KEY=${SMALLEST_API_KEY}
       - GROQ_API_KEY=${GROQ_API_KEY}
       # Authentication (test-specific)
       - AUTH_SECRET_KEY=test-jwt-signing-key-for-integration-tests
@@ -44,8 +43,6 @@ services:
       - PARAKEET_ASR_URL=${PARAKEET_ASR_URL}
       # Memory provider configuration
       - MEMORY_PROVIDER=${MEMORY_PROVIDER:-chronicle}
-      - OPENMEMORY_MCP_URL=${OPENMEMORY_MCP_URL:-http://host.docker.internal:8765}
-      - OPENMEMORY_USER_ID=${OPENMEMORY_USER_ID:-openmemory}
       # Speaker recognition controlled by config.yml (disabled in test config for CI performance)
       - SPEAKER_SERVICE_URL=http://speaker-service-test:8085
       - CORS_ORIGINS=http://localhost:3001,http://localhost:8001,https://localhost:3001,https://localhost:8001
@@ -65,24 +62,30 @@ services:
       - LANGFUSE_BASE_URL=http://langfuse-web-test:3000
       - LANGFUSE_PUBLIC_KEY=pk-lf-test-public-key
       - LANGFUSE_SECRET_KEY=sk-lf-test-secret-key
+    extra_hosts:
+      # Mock services (LLM/STT) publish ports on the host and are addressed as
+      # host.docker.internal. Docker on Linux (CI) does not resolve that name
+      # without an explicit host-gateway mapping; podman resolves it natively.
+      - "host.docker.internal:host-gateway"
     depends_on:
-      qdrant-test:
-        condition: service_started
       mongo-test:
         condition: service_healthy
       redis-test:
         condition: service_started
-      langfuse-web-test:
-        condition: service_healthy
+      # langfuse-web-test removed from the gate: langfuse is optional observability and
+      # the backend degrades gracefully without it. Requiring it pulled in the whole
+      # langfuse stack (postgres/clickhouse/minio) — unnecessary for the e2e and heavy.
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8000/readiness"]
       interval: 10s
       timeout: 5s
       retries: 10
       start_period: 60s
-    restart: unless-stopped
 
   webui-test:
+    # Gated behind a profile: the static webui Dockerfile was removed (webui is now
+    # dev-mode only) and the API/e2e tests don't need a UI. Nothing depends on it.
+    profiles: ["webui"]
     build:
       context: ./webui
       dockerfile: Dockerfile
@@ -98,19 +101,9 @@ services:
         condition: service_healthy
       mongo-test:
         condition: service_healthy
-      qdrant-test:
-        condition: service_started
       redis-test:
         condition: service_started
 
-  qdrant-test:
-    image: qdrant/qdrant:latest
-    ports:
-      - "6337:6333"  # gRPC - avoid conflict with dev 6333
-      - "6338:6334"  # HTTP - avoid conflict with dev 6334
-    volumes:
-      - ./data/test_qdrant_data:/qdrant/storage
-
   mongo-test:
     image: mongo:8.0.14
     ports:
@@ -132,7 +125,7 @@ services:
       - "6380:6379"  # Avoid conflict with dev on 6379
     volumes:
       - ./data/test_redis_data:/data
-    command: redis-server --appendonly yes
+    command: redis-server --appendonly yes --appendfsync always
     healthcheck:
       test: ["CMD", "redis-cli", "ping"]
       interval: 5s
@@ -167,7 +160,6 @@ services:
       timeout: 10s
       retries: 5
       start_period: 60s
-    restart: unless-stopped
     profiles:
       - speaker  # Optional service - only start when explicitly enabled
 
@@ -182,7 +174,6 @@ services:
       interval: 10s
       timeout: 5s
       retries: 3
-    restart: unless-stopped
 
   mock-llm:
     build:
@@ -195,7 +186,6 @@ services:
       interval: 10s
       timeout: 5s
       retries: 3
-    restart: unless-stopped
 
   mock-asr:
     build:
@@ -212,14 +202,12 @@ services:
       interval: 10s
       timeout: 5s
       retries: 3
-    restart: unless-stopped
 
   # --- Langfuse observability stack (test) ---
   # Without this, Langfuse SDK defaults to cloud.langfuse.com and each
   # get_prompt() call blocks ~12s on DNS timeout, adding ~39s to title/summary jobs.
   langfuse-postgres-test:
     image: docker.io/postgres:16
-    restart: unless-stopped
     environment:
       POSTGRES_USER: postgres
       POSTGRES_PASSWORD: postgres
@@ -234,7 +222,6 @@ services:
 
   clickhouse-test:
     image: docker.io/clickhouse/clickhouse-server:24.12
-    restart: unless-stopped
     environment:
       CLICKHOUSE_DB: default
       CLICKHOUSE_USER: clickhouse
@@ -251,7 +238,6 @@ services:
 
   minio-test:
     image: docker.io/minio/minio:RELEASE.2025-01-20T14-49-07Z
-    restart: unless-stopped
     entrypoint: sh
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
     environment:
@@ -268,7 +254,6 @@ services:
 
   langfuse-redis-test:
     image: docker.io/redis:7
-    restart: unless-stopped
     command: >
       --requirepass myredissecret
     healthcheck:
@@ -279,7 +264,6 @@ services:
 
   langfuse-worker-test:
     image: docker.io/langfuse/langfuse-worker:3
-    restart: unless-stopped
     depends_on:
       langfuse-postgres-test:
         condition: service_healthy
@@ -323,7 +307,6 @@ services:
 
   langfuse-web-test:
     image: docker.io/langfuse/langfuse:3
-    restart: unless-stopped
     depends_on:
       langfuse-postgres-test:
         condition: service_healthy
@@ -373,14 +356,13 @@ services:
     environment:
       # Same environment as backend
       - MONGODB_URI=mongodb://mongo-test:27017/test_db
-      - QDRANT_BASE_URL=qdrant-test
-      - QDRANT_PORT=6333
       - REDIS_URL=redis://redis-test:6379/0
       - DEBUG_DIR=/app/debug  # Fixed: match plugin database mount path
       # Test configuration file
       - CONFIG_FILE=${TEST_CONFIG_FILE:-/app/test-configs/deepgram-openai.yml}
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
       - OPENAI_API_KEY=${OPENAI_API_KEY}
+      - SMALLEST_API_KEY=${SMALLEST_API_KEY}
       - GROQ_API_KEY=${GROQ_API_KEY}
       - AUTH_SECRET_KEY=test-jwt-signing-key-for-integration-tests
       - ADMIN_PASSWORD=test-admin-password-123
@@ -388,8 +370,6 @@ services:
       - TRANSCRIPTION_PROVIDER=${TRANSCRIPTION_PROVIDER:-deepgram}
       - PARAKEET_ASR_URL=${PARAKEET_ASR_URL}
       - MEMORY_PROVIDER=${MEMORY_PROVIDER:-chronicle}
-      - OPENMEMORY_MCP_URL=${OPENMEMORY_MCP_URL:-http://host.docker.internal:8765}
-      - OPENMEMORY_USER_ID=${OPENMEMORY_USER_ID:-openmemory}
       # Speaker recognition controlled by config.yml (disabled in test config for CI performance)
       - SPEAKER_SERVICE_URL=http://speaker-service-test:8085
       # Set inactivity timeout for tests (20 seconds of audio time)
@@ -408,16 +388,22 @@ services:
       - LANGFUSE_BASE_URL=http://langfuse-web-test:3000
       - LANGFUSE_PUBLIC_KEY=pk-lf-test-public-key
       - LANGFUSE_SECRET_KEY=sk-lf-test-secret-key
+    extra_hosts:
+      # See chronicle-backend-test: required for Docker-on-Linux (CI) to reach
+      # the mock LLM/STT services published on the host.
+      - "host.docker.internal:host-gateway"
     depends_on:
-      chronicle-backend-test:
-        condition: service_healthy
+      # NOTE: no dependency on chronicle-backend-test. The backend's /readiness
+      # healthcheck requires the worker fleet heartbeat in Redis, so gating the
+      # workers on backend health deadlocks startup (backend waits for workers,
+      # workers wait for backend). Matches prod compose: workers only need
+      # mongo + redis.
       mongo-test:
         condition: service_healthy
       redis-test:
         condition: service_started
-      qdrant-test:
-        condition: service_started
-    restart: unless-stopped
+      # falkordb-test removed: it's no longer defined (FalkorDB was dropped when memory
+      # moved to the Markdown vault); this was a stale depends_on that blocks startup.
 
   # caddy:
   #   image: caddy:2-alpine
diff --git a/backends/advanced/docker-compose.yml b/backends/advanced/docker-compose.yml
index 84a6b13f..6defc2fb 100644
--- a/backends/advanced/docker-compose.yml
+++ b/backends/advanced/docker-compose.yml
@@ -1,47 +1,33 @@
 services:
-  tailscale:
-    image: tailscale/tailscale:latest
-    container_name: advanced-tailscale
-    hostname: chronicle-tailscale
-    environment:
-      - TS_AUTHKEY=${TS_AUTHKEY}
-      - TS_STATE_DIR=/var/lib/tailscale
-      - TS_USERSPACE=false
-      - TS_ACCEPT_DNS=true
-    volumes:
-      - tailscale-state:/var/lib/tailscale
-    devices:
-      - /dev/net/tun:/dev/net/tun
-    cap_add:
-      - NET_ADMIN
-    restart: unless-stopped
-    profiles:
-      - tailscale  # Optional profile
-    ports:
-      - "18123:18123"  # HA proxy port
-    command: >
-      sh -c "tailscaled &
-             tailscale up --authkey=$${TS_AUTHKEY} --accept-dns=true &&
-             apk add --no-cache socat 2>/dev/null || true &&
-             socat TCP-LISTEN:18123,fork,reuseaddr TCP:100.99.62.5:8123"
-
   chronicle-backend:
+    image: ${CHRONICLE_REGISTRY:-}chronicle-backend:${CHRONICLE_TAG:-latest}
     build:
       context: .
       dockerfile: Dockerfile
       target: prod  # Use prod stage without test dependencies
+      args:
+        # git describe of the checkout (exported by services.py before builds;
+        # CI sets it to the release tag) — reported by the /version endpoint.
+        CHRONICLE_BUILD_VERSION: ${CHRONICLE_BUILD_VERSION:-dev}
     ports:
       - "8000:8000"
     env_file:
       - .env
     volumes:
       - ./src:/app/src  # Mount source code for development
+      - ./benchmark:/app/benchmark  # LongMemEval benchmark harness (Phase A+)
       - ./data/audio_chunks:/app/audio_chunks
       - ./data/debug_dir:/app/debug_dir
       - ./data:/app/data
       - ../../config:/app/config  # Mount entire config directory (includes config.yml, defaults.yml, plugins.yml)
       - ../../plugins:/app/plugins  # External plugins directory
+      - ../../discovery.py:/app/discovery.py:ro  # Service discovery module
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro  # Tailscale socket for minidisc
+      # Codex CLI auth for the optional codex memory-agent executor. The wizard points
+      # CODEX_HOME_DIR at the host's ~/.codex; rw because codex rotates its tokens.
+      - ${CODEX_HOME_DIR:-./data/codex-home}:/codex-home
     environment:
+      - CODEX_HOME=/codex-home
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
       - PARAKEET_ASR_URL=${PARAKEET_ASR_URL}
       - OLLAMA_BASE_URL=${OLLAMA_BASE_URL}
@@ -51,16 +37,24 @@ services:
       - ADMIN_EMAIL=${ADMIN_EMAIL}
       - AUTH_SECRET_KEY=${AUTH_SECRET_KEY}
       - OPENAI_API_KEY=${OPENAI_API_KEY}
-      - NEO4J_HOST=${NEO4J_HOST}
-      - NEO4J_USER=${NEO4J_USER}
-      - NEO4J_PASSWORD=${NEO4J_PASSWORD}
       - HA_TOKEN=${HA_TOKEN}
-      - CORS_ORIGINS=http://localhost:3010,http://localhost:8000,http://192.168.1.153:3010,http://192.168.1.153:8000,https://localhost:3010,https://localhost:8000,https://100.105.225.45,https://localhost
+      - CORS_ORIGINS=http://localhost:5173,http://localhost:8000,http://192.168.1.153:5173,http://192.168.1.153:8000,https://localhost:5173,https://localhost:8000,https://100.105.225.45,https://localhost
       - REDIS_URL=redis://redis:6379/0
       - MONGODB_URI=mongodb://mongo:27017
+      # Vault sync broker -> server Syncthing REST API (internal docker network)
+      - VAULT_SYNC_SYNCTHING_URL=http://vault-syncthing:8384
+      - VAULT_SYNC_API_KEY=${VAULT_SYNC_API_KEY:-}
+      - VAULT_SYNC_ADDRESS=${VAULT_SYNC_ADDRESS:-}
+      # Wake-word data-collection proxy -> standalone wakeword-service (chronicle-network)
+      - WAKEWORD_SERVICE_URL=${WAKEWORD_SERVICE_URL:-http://chronicle-wakeword-service:8770}
+      # TTS service (kitten/etc) for spoken replies on the device. Empty → the backend
+      # discovers chronicle-tts on the Tailnet (set explicitly by the wizard for a
+      # local/own/pinned endpoint).
+      - CHRONICLE_TTS_URL=${CHRONICLE_TTS_URL:-}
+      # Host service-manager agent (start/stop services from the WebUI).
+      # Token comes from .env via env_file (auto-generated by services.py).
+      - SERVICE_MANAGER_URL=${SERVICE_MANAGER_URL:-http://host.docker.internal:8775}
     depends_on:
-      qdrant:
-        condition: service_started
       mongo:
         condition: service_healthy
       redis:
@@ -83,21 +77,31 @@ services:
   # - 1+ Stream workers (conditional based on config.yml - Deepgram/Parakeet)
   # Uses Python orchestrator for process management, health monitoring, and self-healing
   workers:
+    image: ${CHRONICLE_REGISTRY:-}chronicle-backend:${CHRONICLE_TAG:-latest}
     build:
       context: .
       dockerfile: Dockerfile
       target: prod  # Use prod stage without test dependencies
+      args:
+        # Must match chronicle-backend's build args (same image tag).
+        CHRONICLE_BUILD_VERSION: ${CHRONICLE_BUILD_VERSION:-dev}
     command: ["python", "worker_orchestrator.py"]
     env_file:
       - .env
     volumes:
       - ./src:/app/src
       - ./worker_orchestrator.py:/app/worker_orchestrator.py
+      - ./worker_healthcheck.py:/app/worker_healthcheck.py  # Container healthcheck probe
       - ./data/audio_chunks:/app/audio_chunks
       - ./data:/app/data
       - ../../config:/app/config  # Mount entire config directory (includes config.yml, defaults.yml, plugins.yml)
       - ../../plugins:/app/plugins  # External plugins directory
+      - ../../discovery.py:/app/discovery.py:ro  # Service discovery module
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro  # Tailscale socket for minidisc
+      # Codex CLI auth for the optional codex memory-agent executor (memory jobs run here).
+      - ${CODEX_HOME_DIR:-./data/codex-home}:/codex-home
     environment:
+      - CODEX_HOME=/codex-home
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
       - PARAKEET_ASR_URL=${PARAKEET_ASR_URL}
       - OPENAI_API_KEY=${OPENAI_API_KEY}
@@ -105,15 +109,14 @@ services:
       - HA_TOKEN=${HA_TOKEN}
       - REDIS_URL=redis://redis:6379/0
       - MONGODB_URI=mongodb://mongo:27017
-      # Neo4j configuration (for knowledge graph)
-      - NEO4J_HOST=${NEO4J_HOST}
-      - NEO4J_USER=${NEO4J_USER}
-      - NEO4J_PASSWORD=${NEO4J_PASSWORD}
       # Worker orchestrator configuration (optional - defaults shown)
       - WORKER_CHECK_INTERVAL=${WORKER_CHECK_INTERVAL:-10}
       - MIN_RQ_WORKERS=${MIN_RQ_WORKERS:-6}
       - WORKER_STARTUP_GRACE_PERIOD=${WORKER_STARTUP_GRACE_PERIOD:-30}
       - WORKER_SHUTDOWN_TIMEOUT=${WORKER_SHUTDOWN_TIMEOUT:-30}
+      # TTS service (kitten/etc) for spoken replies on the device — dispatcher runs here.
+      # Empty → discover chronicle-tts on the Tailnet (wizard sets it for local/pinned).
+      - CHRONICLE_TTS_URL=${CHRONICLE_TTS_URL:-}
     extra_hosts:
       - "host.docker.internal:host-gateway"  # Access host services
     depends_on:
@@ -121,9 +124,16 @@ services:
         condition: service_healthy
       mongo:
         condition: service_healthy
-      qdrant:
-        condition: service_started
     restart: unless-stopped
+    # Probe the actual work, not just the process: fails if the RQ worker fleet
+    # shrank below MIN_RQ_WORKERS or a stream-consumer heartbeat went stale
+    # (wedged-but-alive). start_period covers orchestrator startup + worker boot.
+    healthcheck:
+      test: ["CMD", "python", "worker_healthcheck.py"]
+      interval: 30s
+      timeout: 10s
+      start_period: 90s
+      retries: 3
 
   # Annotation Cron Scheduler
   # Runs periodic jobs for AI-powered annotation suggestions:
@@ -131,10 +141,14 @@ services:
   # - Weekly: Fine-tune error detection models using user feedback
   # Set DEV_MODE=true in .env for 1-minute intervals (testing)
   annotation-cron:
+    image: ${CHRONICLE_REGISTRY:-}chronicle-backend:${CHRONICLE_TAG:-latest}
     build:
       context: .
       dockerfile: Dockerfile
       target: prod
+      args:
+        # Must match chronicle-backend's build args (same image tag).
+        CHRONICLE_BUILD_VERSION: ${CHRONICLE_BUILD_VERSION:-dev}
     command: ["python", "-m", "advanced_omi_backend.cron"]
     container_name: chronicle-annotation-cron
     env_file:
@@ -152,24 +166,32 @@ services:
     profiles:
       - annotation  # Optional profile - enable with: docker compose --profile annotation up
 
-  webui:
+  # Lightweight intent-router microservice: classifies a voice command as a
+  # home-automation request vs a general agent/chat query (sub-ms Model2Vec +
+  # logreg). Kept out of the backend image so the ML deps don't bloat it. The
+  # Home Assistant plugin calls it at http://intent-router:8791/classify.
+  intent-router:
     build:
-      context: ./webui
+      context: ../../extras/intent-router
       dockerfile: Dockerfile
-      args:
-        # Direct access (http://localhost:3010):
-        # - VITE_BACKEND_URL=http://localhost:8000
-        # - BACKEND_URL=http://localhost:8000
-        # For Caddy HTTPS (https://localhost), use:
-        - VITE_BACKEND_URL=
-        - BACKEND_URL=
+    image: chronicle-intent-router:latest
+    container_name: chronicle-intent-router
+    volumes:
+      - ../../extras/intent-router:/app  # live code + retrained classifier (no rebuild)
+    environment:
+      - INTENT_ROUTER_PORT=8791
+      - ROUTER_HOME_THRESHOLD=${ROUTER_HOME_THRESHOLD:-0.5}
+      - HF_HOME=/opt/hf
+      - HF_HUB_OFFLINE=1
     ports:
-      # - "${WEBUI_PORT:-3010}:80"
-      - 3010:80
-    depends_on:
-      chronicle-backend:
-        condition: service_healthy
+      - "8791:8791"
     restart: unless-stopped
+    healthcheck:
+      test: ["CMD", "python", "-c", "import urllib.request,sys; sys.exit(0 if urllib.request.urlopen('http://localhost:8791/health').status==200 else 1)"]
+      interval: 30s
+      timeout: 5s
+      retries: 3
+      start_period: 25s
 
   # Caddy reverse proxy - provides HTTPS for microphone access
   # Access at: https://localhost (accepts self-signed cert warning)
@@ -184,6 +206,7 @@ services:
       - ./Caddyfile:/etc/caddy/Caddyfile:ro
       - caddy_data:/data
       - caddy_config:/config
+      - ../../certs:/certs:ro
     depends_on:
       chronicle-backend:
         condition: service_healthy
@@ -191,7 +214,9 @@ services:
     profiles:
       - https
 
-  # Development webui service (use with docker-compose --profile dev up)
+  # WebUI with hot reload — source is volume-mounted, changes appear instantly
+  # without rebuilds. This is the only webui (home use); served on :5173 and
+  # fronted by Caddy for HTTPS.
   webui-dev:
     build:
       context: ./webui
@@ -199,23 +224,15 @@ services:
     ports:
       - "${WEBUI_DEV_PORT:-5173}:5173"
     environment:
-      - VITE_BACKEND_URL=http://${HOST_IP}:${BACKEND_PUBLIC_PORT:-8000}
+      - VITE_BACKEND_URL=${VITE_BACKEND_URL-http://${HOST_IP}:${BACKEND_PUBLIC_PORT:-8000}}
+      - VITE_ALLOWED_HOSTS=${VITE_ALLOWED_HOSTS:-localhost 127.0.0.1}
+      - VITE_HMR_PORT=${VITE_HMR_PORT:-5173}
     volumes:
       - ./webui/src:/app/src
       - ./webui/public:/app/public
     depends_on:
       chronicle-backend:
         condition: service_healthy
-    profiles:
-      - dev
-
-  qdrant:
-    image: qdrant/qdrant:latest
-    ports:
-      - "6033:6033" # gRPC
-      - "6034:6034" # HTTP
-    volumes:
-      - ./data/qdrant_data:/qdrant/storage
     restart: unless-stopped
 
   mongo:
@@ -223,7 +240,7 @@ services:
     ports:
       - "27017:27017"
     volumes:
-      - mongo_data:/data/db
+      - ./data/mongo_data:/data/db
     healthcheck:
       test: ["CMD", "mongosh", "--quiet", "--eval", "db.adminCommand({ ping: 1 })"]
       interval: 10s
@@ -238,7 +255,9 @@ services:
       - "6379:6379"  # Avoid conflict with dev on 6379
     volumes:
       - ./data/redis_data:/data
-    command: redis-server --appendonly yes
+    # Redis is the raw-audio WAL. ACK XADD only after the append is fsynced so a
+    # host crash cannot erase the last second of already-accepted audio.
+    command: redis-server --appendonly yes --appendfsync always
     restart: unless-stopped
     healthcheck:
       test: ["CMD", "redis-cli", "ping"]
@@ -246,32 +265,54 @@ services:
       timeout: 3s
       retries: 5
 
-  neo4j:
-    image: neo4j:5.15-community
-    hostname: neo4j
+  # Vault sync - Syncthing instance that shares each user's Obsidian vault
+  # (data/conversation_docs/{user_id}) with their Mac so it can be opened in Obsidian.
+  # Configured exclusively by the backend's /api/vault-sync broker - not by hand.
+  # REST API stays on the internal docker network (reachable as vault-syncthing:8384);
+  # only the sync protocol port 22000 is published (reach it over Tailscale).
+  # Enable with: docker compose --profile vault-sync up -d
+  vault-syncthing:
+    image: syncthing/syncthing:latest
+    container_name: chronicle-vault-syncthing
+    hostname: chronicle-vault-syncthing
+    environment:
+      - STGUIADDRESS=0.0.0.0:8384          # REST API reachable from the backend container
+      - STGUIAPIKEY=${VAULT_SYNC_API_KEY}  # backend authenticates to Syncthing with this
+      - PUID=${VAULT_SYNC_PUID:-0}         # match conversation_docs file ownership
+      - PGID=${VAULT_SYNC_PGID:-0}
+    volumes:
+      - ./data/syncthing_config:/var/syncthing/config
+      - ./data/conversation_docs:/vaults   # backend exposes per-user folders under here
     ports:
-      - "7474:7474" # HTTP
-      - "7687:7687" # Bolt
+      - "22000:22000/tcp"   # sync protocol (reachable via Tailscale)
+      - "22000:22000/udp"   # QUIC
+      - "21027:21027/udp"   # local network discovery
+    restart: unless-stopped
+    profiles:
+      - vault-sync
+
+  tailscale:
+    image: tailscale/tailscale:latest
+    container_name: advanced-tailscale
+    hostname: chronicle-tailscale
     environment:
-      - NEO4J_AUTH=neo4j/${NEO4J_PASSWORD:-password}
-      - NEO4J_PLUGINS=["apoc"]
-      - NEO4J_dbms_security_procedures_unrestricted=apoc.*
-      - NEO4J_dbms_security_procedures_allowlist=apoc.*
-      - NEO4J_server_default__listen__address=0.0.0.0
-      - NEO4J_server_bolt_listen__address=0.0.0.0:7687
-      - NEO4J_server_http_listen__address=0.0.0.0:7474
-      - NEO4J_dbms_memory_heap_initial__size=512m
-      - NEO4J_dbms_memory_heap_max__size=2G
+      - TS_AUTHKEY=${TS_AUTHKEY}
+      - TS_STATE_DIR=/var/lib/tailscale
+      - TS_USERSPACE=false
+      - TS_ACCEPT_DNS=true
     volumes:
-      - ./data/neo4j_data:/data
-      - ./data/neo4j_logs:/logs
+      - tailscale-state:/var/lib/tailscale
+    devices:
+      - /dev/net/tun:/dev/net/tun
+    cap_add:
+      - NET_ADMIN
     restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "wget", "-q", "--spider", "http://localhost:7474"]
-      interval: 15s
-      timeout: 10s
-      retries: 5
-      start_period: 30s
+    profiles:
+      - tailscale  # Optional profile
+    command: >
+      sh -c "tailscaled &
+             tailscale up --authkey=$${TS_AUTHKEY} --accept-dns=true &&
+             sleep infinity"
 
   # ollama:
   #   image: ollama/ollama:latest
@@ -299,15 +340,9 @@ networks:
 volumes:
   ollama_data:
     driver: local
-  mongo_data:
-    driver: local
   caddy_data:
     driver: local
   caddy_config:
     driver: local
-  neo4j_data:
-    driver: local
-  neo4j_logs:
-    driver: local
   tailscale-state:
     driver: local
diff --git a/backends/advanced/init.py b/backends/advanced/init.py
index a1448876..ea93fd3d 100644
--- a/backends/advanced/init.py
+++ b/backends/advanced/init.py
@@ -9,13 +9,12 @@
 import platform
 import secrets
 import shutil
-import subprocess
 import sys
 from datetime import datetime
 from pathlib import Path
 from typing import Any, Dict
 
-from dotenv import set_key
+from dotenv import dotenv_values, set_key
 from rich.console import Console
 from rich.panel import Panel
 from rich.prompt import Confirm, Prompt
@@ -24,9 +23,13 @@
 # Add repo root to path for imports
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
 from config_manager import ConfigManager
-from setup_utils import detect_tailscale_info, mask_value
+from setup_utils import decide_cert_mode, detect_tailscale_info, mask_value
 from setup_utils import prompt_password as util_prompt_password
-from setup_utils import prompt_with_existing_masked, read_env_value
+from setup_utils import (
+    prompt_with_existing_masked,
+    read_env_value,
+    tailscale_socket_path,
+)
 
 
 class ChronicleSetup:
@@ -34,21 +37,31 @@ def __init__(self, args=None):
         self.console = Console()
         self.config: Dict[str, Any] = {}
         self.args = args or argparse.Namespace()
-        self.config_yml_path = Path("../../config/config.yml")  # Main config at config/config.yml
+        self.config_yml_path = Path(
+            "../../config/config.yml"
+        )  # Main config at config/config.yml
 
         # Check if we're in the right directory
         if not Path("pyproject.toml").exists() or not Path("src").exists():
-            self.console.print("[red][ERROR][/red] Please run this script from the backends/advanced directory")
+            self.console.print(
+                "[red][ERROR][/red] Please run this script from the backends/advanced directory"
+            )
             sys.exit(1)
 
         # Initialize ConfigManager (single source of truth for config.yml)
         self.config_manager = ConfigManager(service_path="backends/advanced")
-        self.console.print(f"[blue][INFO][/blue] Using config.yml at: {self.config_manager.config_yml_path}")
+        self.console.print(
+            f"[blue][INFO][/blue] Using config.yml at: {self.config_manager.config_yml_path}"
+        )
 
         # Verify config.yml exists - fail fast if missing
         if not self.config_manager.config_yml_path.exists():
-            self.console.print(f"[red][ERROR][/red] config.yml not found at {self.config_manager.config_yml_path}")
-            self.console.print("[red][ERROR][/red] Run wizard.py from project root to create config.yml")
+            self.console.print(
+                f"[red][ERROR][/red] config.yml not found at {self.config_manager.config_yml_path}"
+            )
+            self.console.print(
+                "[red][ERROR][/red] Run wizard.py from project root to create config.yml"
+            )
             sys.exit(1)
 
         # Ensure plugins.yml exists (copy from template if missing)
@@ -57,11 +70,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -84,19 +93,23 @@ def prompt_password(self, prompt: str) -> str:
         """Prompt for password (delegates to shared utility)"""
         return util_prompt_password(prompt, min_length=8, allow_generated=True)
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
             self.console.print(f"  {key}) {desc}")
         self.console.print()
-        
+
         while True:
             try:
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -108,11 +121,19 @@ def _ensure_plugins_yml_exists(self):
 
         if not plugins_yml.exists():
             if plugins_template.exists():
-                self.console.print("[blue][INFO][/blue] plugins.yml not found, creating from template...")
+                self.console.print(
+                    "[blue][INFO][/blue] plugins.yml not found, creating from template..."
+                )
                 shutil.copy2(plugins_template, plugins_yml)
-                self.console.print(f"[green]✅[/green] Created {plugins_yml} from template")
-                self.console.print("[yellow][NOTE][/yellow] Edit config/plugins.yml to configure plugins")
-                self.console.print("[yellow][NOTE][/yellow] Set HA_TOKEN in .env for Home Assistant integration")
+                self.console.print(
+                    f"[green]✅[/green] Created {plugins_yml} from template"
+                )
+                self.console.print(
+                    "[yellow][NOTE][/yellow] Edit config/plugins.yml to configure plugins"
+                )
+                self.console.print(
+                    "[yellow][NOTE][/yellow] Set HA_TOKEN in .env for Home Assistant integration"
+                )
             else:
                 raise RuntimeError(
                     f"Template file not found: {plugins_template}\n"
@@ -128,7 +149,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def read_existing_env_value(self, key: str) -> str:
         """Read a value from existing .env file (delegates to shared utility)"""
@@ -138,8 +161,14 @@ def mask_api_key(self, key: str, show_chars: int = 5) -> str:
         """Mask API key (delegates to shared utility)"""
         return mask_value(key, show_chars)
 
-    def prompt_with_existing_masked(self, prompt_text: str, env_key: str, placeholders: list,
-                                     is_password: bool = False, default: str = "") -> str:
+    def prompt_with_existing_masked(
+        self,
+        prompt_text: str,
+        env_key: str,
+        placeholders: list,
+        is_password: bool = False,
+        default: str = "",
+    ) -> str:
         """
         Prompt for a value, showing masked existing value from .env if present.
         Delegates to shared utility from setup_utils.
@@ -161,10 +190,9 @@ def prompt_with_existing_masked(self, prompt_text: str, env_key: str, placeholde
             env_key=env_key,
             placeholders=placeholders,
             is_password=is_password,
-            default=default
+            default=default,
         )
 
-
     def setup_authentication(self):
         """Configure authentication settings"""
         self.print_section("Authentication Setup")
@@ -186,24 +214,55 @@ def setup_authentication(self):
             )
             self.config["ADMIN_PASSWORD"] = password
         else:
-            self.config["ADMIN_PASSWORD"] = self.prompt_password("Admin password (min 8 chars)")
+            self.config["ADMIN_PASSWORD"] = self.prompt_password(
+                "Admin password (min 8 chars)"
+            )
 
         # Preserve existing AUTH_SECRET_KEY to avoid invalidating JWTs
         existing_secret = self.read_existing_env_value("AUTH_SECRET_KEY")
         if existing_secret:
             self.config["AUTH_SECRET_KEY"] = existing_secret
-            self.console.print("[blue][INFO][/blue] Reusing existing AUTH_SECRET_KEY (existing JWT tokens remain valid)")
+            self.console.print(
+                "[blue][INFO][/blue] Reusing existing AUTH_SECRET_KEY (existing JWT tokens remain valid)"
+            )
         else:
             self.config["AUTH_SECRET_KEY"] = secrets.token_hex(32)
 
         self.console.print("[green][SUCCESS][/green] Admin account configured")
 
+    def _asr_url_for(
+        self, env_key: str, default: str = "http://host.docker.internal:8767"
+    ):
+        """Resolve an offline ASR provider's URL env value from the wizard's source choice.
+
+        - --asr-discover  → '' (left empty so the backend discovers chronicle-asr on
+          the Tailnet live — 'configure from the Tailnet later')
+        - --asr-url <url> → that URL (own / picked-from-Tailnet endpoint)
+        - otherwise       → prompt (interactive standalone run), defaulting to local
+        """
+        if getattr(self.args, "asr_discover", False):
+            self.console.print(
+                f"[blue][INFO][/blue] {env_key} left empty — backend will discover "
+                "chronicle-asr on the Tailnet at runtime"
+            )
+            return ""
+        if getattr(self.args, "asr_url", None):
+            self.console.print(f"[green]✅[/green] {env_key} = {self.args.asr_url}")
+            return self.args.asr_url
+        existing = read_env_value(".env", env_key) or default
+        return self.prompt_value(f"{env_key}", existing)
+
     def setup_transcription(self):
         """Configure transcription provider - updates config.yml and .env"""
         # Check if transcription provider was provided via command line
-        if hasattr(self.args, 'transcription_provider') and self.args.transcription_provider:
+        if (
+            hasattr(self.args, "transcription_provider")
+            and self.args.transcription_provider
+        ):
             provider = self.args.transcription_provider
-            self.console.print(f"[green]✅[/green] Transcription: {provider} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Transcription: {provider} (configured via wizard)"
+            )
 
             # Map provider to choice
             if provider == "deepgram":
@@ -216,41 +275,72 @@ def setup_transcription(self):
                 choice = "4"
             elif provider == "smallest":
                 choice = "5"
-            elif provider == "none":
+            elif provider == "gemma4":
                 choice = "6"
+            elif provider == "af-next":
+                choice = "7"
+            elif provider == "granite":
+                choice = "8"
+            elif provider == "none":
+                choice = "9"
             else:
                 choice = "1"  # Default to Deepgram
         else:
             self.print_section("Speech-to-Text Configuration")
 
-            self.console.print("[blue][INFO][/blue] Provider selection is configured in config.yml (defaults.stt)")
+            self.console.print(
+                "[blue][INFO][/blue] Provider selection is configured in config.yml (defaults.stt)"
+            )
             self.console.print("[blue][INFO][/blue] API keys are stored in .env")
             self.console.print()
 
             # Interactive prompt
-            is_macos = platform.system() == 'Darwin'
+            is_macos = platform.system() == "Darwin"
 
             if is_macos:
                 parakeet_desc = "Offline (Parakeet ASR - CPU-based, runs locally)"
                 vibevoice_desc = "Offline (VibeVoice - CPU-based, built-in diarization)"
             else:
                 parakeet_desc = "Offline (Parakeet ASR - GPU recommended, runs locally)"
-                vibevoice_desc = "Offline (VibeVoice - GPU recommended, built-in diarization)"
+                vibevoice_desc = (
+                    "Offline (VibeVoice - GPU recommended, built-in diarization)"
+                )
 
-            qwen3_desc = "Offline (Qwen3-ASR - GPU required, 52 languages, streaming + batch)"
+            qwen3_desc = (
+                "Offline (Qwen3-ASR - GPU required, 52 languages, streaming + batch)"
+            )
 
             smallest_desc = "Smallest.ai Pulse (cloud-based, fast, requires API key)"
 
+            gemma4_desc = (
+                "Offline (Gemma 4 E2B-it - GPU required, prompt-based diarization)"
+            )
+
+            af_next_desc = (
+                "Offline (Audio Flamingo Next - GPU required, timestamped diarization; "
+                "NONCOMMERCIAL license)"
+            )
+
+            granite_desc = (
+                "Offline (IBM Granite Speech - GPU recommended, LLM-backbone; "
+                "en/fr/de/es/pt)"
+            )
+
             choices = {
                 "1": "Deepgram (recommended - high quality, cloud-based)",
                 "2": parakeet_desc,
                 "3": vibevoice_desc,
                 "4": qwen3_desc,
                 "5": smallest_desc,
-                "6": "None (skip transcription setup)"
+                "6": gemma4_desc,
+                "7": af_next_desc,
+                "8": granite_desc,
+                "9": "None (skip transcription setup)",
             }
 
-            choice = self.prompt_choice("Choose your transcription provider:", choices, "1")
+            choice = self.prompt_choice(
+                "Choose your transcription provider:", choices, "1"
+            )
 
         if choice == "1":
             self.console.print("[blue][INFO][/blue] Deepgram selected")
@@ -260,9 +350,9 @@ def setup_transcription(self):
             api_key = self.prompt_with_existing_masked(
                 prompt_text="Deepgram API key (leave empty to skip)",
                 env_key="DEEPGRAM_API_KEY",
-                placeholders=['your_deepgram_api_key_here', 'your-deepgram-key-here'],
+                placeholders=["your_deepgram_api_key_here", "your-deepgram-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
@@ -272,28 +362,45 @@ def setup_transcription(self):
                 # Update config.yml to use Deepgram
                 self.config_manager.update_config_defaults({"stt": "stt-deepgram"})
 
-                self.console.print("[green][SUCCESS][/green] Deepgram configured in config.yml and .env")
+                self.console.print(
+                    "[green][SUCCESS][/green] Deepgram configured in config.yml and .env"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-deepgram")
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - transcription will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - transcription will not work"
+                )
 
         elif choice == "2":
             self.console.print("[blue][INFO][/blue] Offline Parakeet ASR selected")
-            parakeet_url = self.prompt_value("Parakeet ASR URL", "http://host.docker.internal:8767")
-
-            # Write URL to .env for ${PARAKEET_ASR_URL} placeholder in config.yml
-            self.config["PARAKEET_ASR_URL"] = parakeet_url
+            # Write URL to .env for ${PARAKEET_ASR_URL} placeholder in config.yml.
+            # Empty ("" from --asr-discover) → runtime Tailnet discovery.
+            self.config["PARAKEET_ASR_URL"] = self._asr_url_for("PARAKEET_ASR_URL")
 
             # Update config.yml to use Parakeet
             self.config_manager.update_config_defaults({"stt": "stt-parakeet-batch"})
 
-            self.console.print("[green][SUCCESS][/green] Parakeet configured in config.yml and .env")
-            self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-parakeet-batch")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start Parakeet service: cd ../../extras/asr-services && docker compose up nemo-asr")
+            self.console.print(
+                "[green][SUCCESS][/green] Parakeet configured in config.yml and .env"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.stt: stt-parakeet-batch"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Parakeet service: cd ../../extras/asr-services && docker compose up nemo-asr"
+            )
 
         elif choice == "3":
-            self.console.print("[blue][INFO][/blue] Offline VibeVoice ASR selected (built-in speaker diarization)")
-            vibevoice_url = self.prompt_value("VibeVoice ASR URL", "http://host.docker.internal:8767")
+            self.console.print(
+                "[blue][INFO][/blue] Offline VibeVoice ASR selected (built-in speaker diarization)"
+            )
+            existing_vibevoice_url = (
+                read_env_value(".env", "VIBEVOICE_ASR_URL")
+                or "http://host.docker.internal:8767"
+            )
+            vibevoice_url = self.prompt_value(
+                "VibeVoice ASR URL", existing_vibevoice_url
+            )
 
             # Write URL to .env for ${VIBEVOICE_ASR_URL} placeholder in config.yml
             self.config["VIBEVOICE_ASR_URL"] = vibevoice_url
@@ -301,28 +408,43 @@ def setup_transcription(self):
             # Update config.yml to use VibeVoice
             self.config_manager.update_config_defaults({"stt": "stt-vibevoice"})
 
-            self.console.print("[green][SUCCESS][/green] VibeVoice configured in config.yml and .env")
+            self.console.print(
+                "[green][SUCCESS][/green] VibeVoice configured in config.yml and .env"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-vibevoice")
-            self.console.print("[blue][INFO][/blue] VibeVoice provides built-in speaker diarization - pyannote will be skipped")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start VibeVoice service: cd ../../extras/asr-services && docker compose up vibevoice-asr")
+            self.console.print(
+                "[blue][INFO][/blue] VibeVoice provides built-in speaker diarization - pyannote will be skipped"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start VibeVoice service: cd ../../extras/asr-services && docker compose up vibevoice-asr"
+            )
 
         elif choice == "4":
-            self.console.print("[blue][INFO][/blue] Qwen3-ASR selected (52 languages, streaming + batch via vLLM)")
-            qwen3_url = self.prompt_value("Qwen3-ASR URL", "http://host.docker.internal:8767")
-
-            # Write URL to .env for ${QWEN3_ASR_URL} placeholder in config.yml
-            self.config["QWEN3_ASR_URL"] = qwen3_url.replace("http://", "").rstrip("/")
-
-            # Also set streaming URL (same host, port 8769)
-            stream_host = qwen3_url.replace("http://", "").split(":")[0]
-            self.config["QWEN3_ASR_STREAM_URL"] = f"{stream_host}:8769"
+            self.console.print(
+                "[blue][INFO][/blue] Qwen3-ASR selected (52 languages, streaming + batch via vLLM)"
+            )
+            qwen3_url = self._asr_url_for("QWEN3_ASR_URL")
+            # Stored without scheme (resolved_url re-adds it); empty → Tailnet discovery.
+            self.config["QWEN3_ASR_URL"] = (
+                qwen3_url.replace("http://", "").rstrip("/") if qwen3_url else ""
+            )
+            # Streaming companion (same host, port 8769); empty when discovering.
+            if qwen3_url:
+                stream_host = qwen3_url.replace("http://", "").split(":")[0]
+                self.config["QWEN3_ASR_STREAM_URL"] = f"{stream_host}:8769"
+            else:
+                self.config["QWEN3_ASR_STREAM_URL"] = ""
 
             # Update config.yml to use Qwen3-ASR
             self.config_manager.update_config_defaults({"stt": "stt-qwen3-asr"})
 
-            self.console.print("[green][SUCCESS][/green] Qwen3-ASR configured in config.yml and .env")
+            self.console.print(
+                "[green][SUCCESS][/green] Qwen3-ASR configured in config.yml and .env"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-qwen3-asr")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start Qwen3-ASR: cd ../../extras/asr-services && docker compose up qwen3-asr-wrapper qwen3-asr-bridge -d")
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Qwen3-ASR: cd ../../extras/asr-services && docker compose up qwen3-asr-wrapper qwen3-asr-bridge -d"
+            )
 
         elif choice == "5":
             self.console.print("[blue][INFO][/blue] Smallest.ai Pulse selected")
@@ -332,9 +454,9 @@ def setup_transcription(self):
             api_key = self.prompt_with_existing_masked(
                 prompt_text="Smallest.ai API key (leave empty to skip)",
                 env_key="SMALLEST_API_KEY",
-                placeholders=['your_smallest_api_key_here', 'your-smallest-key-here'],
+                placeholders=["your_smallest_api_key_here", "your-smallest-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
@@ -342,18 +464,133 @@ def setup_transcription(self):
                 self.config["SMALLEST_API_KEY"] = api_key
 
                 # Update config.yml to use Smallest.ai (batch + streaming)
-                self.config_manager.update_config_defaults({
-                    "stt": "stt-smallest",
-                    "stt_stream": "stt-smallest-stream"
-                })
+                self.config_manager.update_config_defaults(
+                    {"stt": "stt-smallest", "stt_stream": "stt-smallest-stream"}
+                )
 
-                self.console.print("[green][SUCCESS][/green] Smallest.ai configured in config.yml and .env")
+                self.console.print(
+                    "[green][SUCCESS][/green] Smallest.ai configured in config.yml and .env"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-smallest")
-                self.console.print("[blue][INFO][/blue] Set defaults.stt_stream: stt-smallest-stream")
+                self.console.print(
+                    "[blue][INFO][/blue] Set defaults.stt_stream: stt-smallest-stream"
+                )
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - transcription will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - transcription will not work"
+                )
 
         elif choice == "6":
+            self.console.print(
+                "[blue][INFO][/blue] Gemma 4 E2B-it selected (prompt-based diarization, batch + streaming)"
+            )
+            self.config["GEMMA4_ASR_URL"] = self._asr_url_for("GEMMA4_ASR_URL")
+
+            # The same gemma4-asr service serves both batch (/transcribe) and
+            # streaming (/stream), so enable both defaults at once.
+            self.config_manager.update_config_defaults(
+                {"stt": "stt-gemma4", "stt_stream": "stt-gemma4-stream"}
+            )
+
+            # Gemma 4 is an LLM-backbone ASR (capability "context_prompt"): it takes
+            # free-form context, NOT acoustic keyword boosting. Unlike VibeVoice/
+            # Deepgram, it would echo a wake-word boost list into the transcript, so
+            # the backend withholds that list and uses this context string instead.
+            existing_gemma4_context = (
+                self.config_manager.get_full_config()
+                .get("backend", {})
+                .get("asr", {})
+                .get("context", {})
+                .get("stt-gemma4", "")
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Gemma 4 takes free-form context (domain, names, "
+                "jargon) to disambiguate recognition. It informs transcription but is "
+                "never transcribed. Leave blank to skip."
+            )
+            gemma4_context = self.prompt_value(
+                "Gemma 4 ASR context (optional)", existing_gemma4_context
+            )
+            self.config_manager.update_backend_config(
+                {"asr": {"context": {"stt-gemma4": gemma4_context.strip()}}}
+            )
+
+            self.console.print(
+                "[green][SUCCESS][/green] Gemma 4 configured in config.yml and .env"
+            )
+            self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-gemma4")
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.stt_stream: stt-gemma4-stream"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Gemma 4 ASR: cd ../../extras/asr-services && docker compose up gemma4-asr -d"
+            )
+
+        elif choice == "7":
+            self.console.print(
+                "[blue][INFO][/blue] Audio Flamingo Next selected "
+                "(timestamped diarization, prompt-driven)"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] AF-Next is licensed under the NVIDIA OneWay "
+                "Noncommercial License — research use only. Do not deploy in commercial "
+                "products."
+            )
+            self.config["AF_NEXT_ASR_URL"] = self._asr_url_for("AF_NEXT_ASR_URL")
+
+            self.config_manager.update_config_defaults({"stt": "stt-af-next"})
+
+            self.console.print(
+                "[green][SUCCESS][/green] Audio Flamingo Next configured in config.yml and .env"
+            )
+            self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-af-next")
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start AF-Next: "
+                "cd ../../extras/asr-services && docker compose up af-next-asr -d"
+            )
+
+        elif choice == "8":
+            self.console.print(
+                "[blue][INFO][/blue] IBM Granite Speech selected "
+                "(LLM-backbone ASR; en/fr/de/es/pt)"
+            )
+            self.config["GRANITE_ASR_URL"] = self._asr_url_for("GRANITE_ASR_URL")
+
+            self.config_manager.update_config_defaults({"stt": "stt-granite"})
+
+            # Granite is an LLM-backbone ASR (capability "context_prompt"): it takes
+            # free-form context, NOT acoustic keyword boosting. Like Gemma 4 it would
+            # echo a wake-word boost list into the transcript, so the backend
+            # withholds that list and uses this context string instead.
+            existing_granite_context = (
+                self.config_manager.get_full_config()
+                .get("backend", {})
+                .get("asr", {})
+                .get("context", {})
+                .get("stt-granite", "")
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Granite Speech takes free-form context (domain, "
+                "names, jargon) to disambiguate recognition. It informs transcription "
+                "but is never transcribed. Leave blank to skip."
+            )
+            granite_context = self.prompt_value(
+                "Granite ASR context (optional)", existing_granite_context
+            )
+            self.config_manager.update_backend_config(
+                {"asr": {"context": {"stt-granite": granite_context.strip()}}}
+            )
+
+            self.console.print(
+                "[green][SUCCESS][/green] Granite Speech configured in config.yml and .env"
+            )
+            self.console.print("[blue][INFO][/blue] Set defaults.stt: stt-granite")
+            self.console.print(
+                "[yellow][WARNING][/yellow] Remember to start Granite ASR: "
+                "cd ../../extras/asr-services && docker compose up granite-asr -d"
+            )
+
+        elif choice == "9":
             self.console.print("[blue][INFO][/blue] Skipping transcription setup")
 
     def setup_streaming_provider(self):
@@ -362,22 +599,31 @@ def setup_streaming_provider(self):
         When a different streaming provider is specified, sets defaults.stt_stream
         and enables always_batch_retranscribe (batch provider was set by setup_transcription).
         """
-        if not hasattr(self.args, 'streaming_provider') or not self.args.streaming_provider:
+        if (
+            not hasattr(self.args, "streaming_provider")
+            or not self.args.streaming_provider
+        ):
             return
 
         streaming_provider = self.args.streaming_provider
-        self.console.print(f"\n[green]✅[/green] Streaming provider: {streaming_provider} (configured via wizard)")
+        self.console.print(
+            f"\n[green]✅[/green] Streaming provider: {streaming_provider} (configured via wizard)"
+        )
 
         # Map streaming provider to stt_stream config value
         provider_to_stt_stream = {
             "deepgram": "stt-deepgram-stream",
             "smallest": "stt-smallest-stream",
             "qwen3-asr": "stt-qwen3-asr",
+            "gemma4": "stt-gemma4-stream",
+            "nemotron": "stt-nemotron-stream",
         }
 
         stream_stt = provider_to_stt_stream.get(streaming_provider)
         if not stream_stt:
-            self.console.print(f"[yellow][WARNING][/yellow] Unknown streaming provider: {streaming_provider}")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Unknown streaming provider: {streaming_provider}"
+            )
             return
 
         # Set stt_stream (batch stt was already set by setup_transcription)
@@ -385,11 +631,11 @@ def setup_streaming_provider(self):
 
         # Enable always_batch_retranscribe
         full_config = self.config_manager.get_full_config()
-        if 'backend' not in full_config:
-            full_config['backend'] = {}
-        if 'transcription' not in full_config['backend']:
-            full_config['backend']['transcription'] = {}
-        full_config['backend']['transcription']['always_batch_retranscribe'] = True
+        if "backend" not in full_config:
+            full_config["backend"] = {}
+        if "transcription" not in full_config["backend"]:
+            full_config["backend"]["transcription"] = {}
+        full_config["backend"]["transcription"]["always_batch_retranscribe"] = True
         self.config_manager.save_full_config(full_config)
 
         self.console.print(f"[blue][INFO][/blue] Set defaults.stt_stream: {stream_stt}")
@@ -397,280 +643,802 @@ def setup_streaming_provider(self):
 
         # Prompt for streaming provider env vars if not already set
         if streaming_provider == "deepgram":
-            existing_key = read_env_value('.env', 'DEEPGRAM_API_KEY')
-            if not existing_key or existing_key in ('your_deepgram_api_key_here', 'your-deepgram-key-here'):
+            existing_key = read_env_value(".env", "DEEPGRAM_API_KEY")
+            if not existing_key or existing_key in (
+                "your_deepgram_api_key_here",
+                "your-deepgram-key-here",
+            ):
                 api_key = self.prompt_with_existing_masked(
                     prompt_text="Deepgram API key for streaming",
                     env_key="DEEPGRAM_API_KEY",
-                    placeholders=['your_deepgram_api_key_here', 'your-deepgram-key-here'],
+                    placeholders=[
+                        "your_deepgram_api_key_here",
+                        "your-deepgram-key-here",
+                    ],
                     is_password=True,
-                    default=""
+                    default="",
                 )
                 if api_key:
                     self.config["DEEPGRAM_API_KEY"] = api_key
+            else:
+                # Preserve existing key so generate_env_file() doesn't lose it
+                self.config["DEEPGRAM_API_KEY"] = existing_key
         elif streaming_provider == "smallest":
-            existing_key = read_env_value('.env', 'SMALLEST_API_KEY')
-            if not existing_key or existing_key in ('your_smallest_api_key_here', 'your-smallest-key-here'):
+            existing_key = read_env_value(".env", "SMALLEST_API_KEY")
+            if not existing_key or existing_key in (
+                "your_smallest_api_key_here",
+                "your-smallest-key-here",
+            ):
                 api_key = self.prompt_with_existing_masked(
                     prompt_text="Smallest.ai API key for streaming",
                     env_key="SMALLEST_API_KEY",
-                    placeholders=['your_smallest_api_key_here', 'your-smallest-key-here'],
+                    placeholders=[
+                        "your_smallest_api_key_here",
+                        "your-smallest-key-here",
+                    ],
                     is_password=True,
-                    default=""
+                    default="",
                 )
                 if api_key:
                     self.config["SMALLEST_API_KEY"] = api_key
+            else:
+                # Preserve existing key so generate_env_file() doesn't lose it
+                self.config["SMALLEST_API_KEY"] = existing_key
         elif streaming_provider == "qwen3-asr":
-            existing_url = read_env_value('.env', 'QWEN3_ASR_STREAM_URL')
+            existing_url = read_env_value(".env", "QWEN3_ASR_STREAM_URL")
             if not existing_url:
-                qwen3_url = self.prompt_value("Qwen3-ASR streaming URL", "http://host.docker.internal:8769")
+                qwen3_url = self.prompt_value(
+                    "Qwen3-ASR streaming URL", "http://host.docker.internal:8769"
+                )
                 stream_host = qwen3_url.replace("http://", "").rstrip("/")
                 self.config["QWEN3_ASR_STREAM_URL"] = stream_host
+        elif streaming_provider == "gemma4":
+            # Streaming shares the gemma4-asr service (the /stream WS endpoint).
+            existing_url = read_env_value(".env", "GEMMA4_ASR_URL")
+            if not existing_url:
+                gemma4_url = self.prompt_value(
+                    "Gemma 4 ASR URL", "host.docker.internal:8767"
+                )
+                self.config["GEMMA4_ASR_URL"] = gemma4_url.replace(
+                    "http://", ""
+                ).rstrip("/")
+        elif streaming_provider == "nemotron":
+            # Nemotron serves batch + streaming from one container on 8772.
+            existing_url = read_env_value(".env", "NEMOTRON_ASR_STREAM_URL")
+            if not existing_url:
+                nemotron_url = self.prompt_value(
+                    "Nemotron ASR URL", "host.docker.internal:8772"
+                )
+                self.config["NEMOTRON_ASR_STREAM_URL"] = nemotron_url.replace(
+                    "http://", ""
+                ).rstrip("/")
+
+    def setup_live_segmentation(self):
+        """Configure the live transcription path (defaults.live_segmentation).
+
+        Writes "windowed_batch" when the wizard selected it (no streaming ASR), so the
+        windowed-batch worker transcribes fixed windows of streamed audio. Defaults to
+        "streaming_stt" otherwise.
+        """
+        mode = getattr(self.args, "live_segmentation", None)
+        if not mode:
+            return
+
+        self.config_manager.update_config_defaults({"live_segmentation": mode})
+        self.console.print(
+            f"[blue][INFO][/blue] Set defaults.live_segmentation: {mode}"
+        )
+        if mode == "windowed_batch":
+            self.console.print(
+                "[blue][INFO][/blue] Continuous audio will be transcribed in windows "
+                "(no streaming ASR required)"
+            )
 
     def setup_llm(self):
         """Configure LLM provider - updates config.yml and .env"""
-        self.print_section("LLM Provider Configuration")
-
-        self.console.print("[blue][INFO][/blue] LLM configuration will be saved to config.yml")
-        self.console.print()
+        # Check if LLM provider was provided via command line (from wizard.py)
+        if hasattr(self.args, "llm_provider") and self.args.llm_provider:
+            provider = self.args.llm_provider
+            self.console.print(
+                f"[green]✅[/green] LLM provider: {provider} (configured via wizard)"
+            )
+            choice = {
+                "openai": "1",
+                "ollama": "2",
+                "none": "4",
+                "llamacpp": "5",
+                "custom": "3",
+                "gemma4-unified": "6",
+            }.get(provider, "1")
+        else:
+            # Standalone init.py run — read existing config as default
+            existing_choice = "1"
+            full_config = self.config_manager.get_full_config()
+            existing_llm = full_config.get("defaults", {}).get("llm", "")
+            if existing_llm == "local-llm":
+                existing_choice = "2"
+            elif existing_llm == "openai-llm":
+                existing_choice = "1"
+            elif existing_llm == "llamacpp-llm":
+                existing_choice = "5"
+
+            self.print_section("LLM Provider Configuration")
+            self.console.print(
+                "[blue][INFO][/blue] LLM configuration will be saved to config.yml"
+            )
+            self.console.print()
 
-        choices = {
-            "1": "OpenAI (GPT-4, GPT-3.5 - requires API key)",
-            "2": "Ollama (local models - runs locally)",
-            "3": "Skip (no memory extraction)"
-        }
+            choices = {
+                "1": "OpenAI (GPT-4, GPT-3.5 - requires API key)",
+                "2": "Ollama (local models - runs locally)",
+                "3": "OpenAI-Compatible custom endpoint",
+                "4": "Skip (no memory extraction)",
+                "5": "llama.cpp (Chronicle-managed, local GGUF models)",
+            }
 
-        choice = self.prompt_choice("Which LLM provider will you use?", choices, "1")
+            choice = self.prompt_choice(
+                "Which LLM provider will you use?", choices, existing_choice
+            )
 
         if choice == "1":
             self.console.print("[blue][INFO][/blue] OpenAI selected")
-            self.console.print("Get your API key from: https://platform.openai.com/api-keys")
+            self.console.print(
+                "Get your API key from: https://platform.openai.com/api-keys"
+            )
 
             # Use the new masked prompt function
             api_key = self.prompt_with_existing_masked(
                 prompt_text="OpenAI API key (leave empty to skip)",
                 env_key="OPENAI_API_KEY",
-                placeholders=['your_openai_api_key_here', 'your-openai-key-here'],
+                placeholders=["your_openai_api_key_here", "your-openai-key-here"],
                 is_password=True,
-                default=""
+                default="",
             )
 
             if api_key:
                 self.config["OPENAI_API_KEY"] = api_key
                 # Update config.yml to use OpenAI models
-                self.config_manager.update_config_defaults({"llm": "openai-llm", "embedding": "openai-embed"})
-                self.console.print("[green][SUCCESS][/green] OpenAI configured in config.yml")
+                self.config_manager.update_config_defaults(
+                    {"llm": "openai-llm", "embedding": "openai-embed"}
+                )
+                self.console.print(
+                    "[green][SUCCESS][/green] OpenAI configured in config.yml"
+                )
                 self.console.print("[blue][INFO][/blue] Set defaults.llm: openai-llm")
-                self.console.print("[blue][INFO][/blue] Set defaults.embedding: openai-embed")
+                self.console.print(
+                    "[blue][INFO][/blue] Set defaults.embedding: openai-embed"
+                )
             else:
-                self.console.print("[yellow][WARNING][/yellow] No API key provided - memory extraction will not work")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No API key provided - memory extraction will not work"
+                )
 
         elif choice == "2":
             self.console.print("[blue][INFO][/blue] Ollama selected")
             # Update config.yml to use Ollama models
-            self.config_manager.update_config_defaults({"llm": "local-llm", "embedding": "local-embed"})
-            self.console.print("[green][SUCCESS][/green] Ollama configured in config.yml")
+            self.config_manager.update_config_defaults(
+                {"llm": "local-llm", "embedding": "local-embed"}
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Ollama configured in config.yml"
+            )
             self.console.print("[blue][INFO][/blue] Set defaults.llm: local-llm")
-            self.console.print("[blue][INFO][/blue] Set defaults.embedding: local-embed")
-            self.console.print("[yellow][WARNING][/yellow] Make sure Ollama is running and models are pulled")
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.embedding: local-embed"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Make sure Ollama is running and models are pulled"
+            )
 
         elif choice == "3":
-            self.console.print("[blue][INFO][/blue] Skipping LLM setup - memory extraction disabled")
+            self.console.print(
+                "[blue][INFO][/blue] OpenAI-Compatible custom endpoint selected"
+            )
+            self.console.print(
+                "This works with any provider that exposes an OpenAI-compatible API"
+            )
+            self.console.print("(e.g., Groq, Together AI, LM Studio, vLLM, etc.)")
+            self.console.print()
+
+            # Prompt for base URL (required)
+            base_url = self.prompt_value(
+                "API Base URL (e.g., https://api.groq.com/openai/v1)", ""
+            )
+            if not base_url:
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No base URL provided - skipping custom LLM setup"
+                )
+            else:
+                # Prompt for API key
+                api_key = self.prompt_with_existing_masked(
+                    prompt_text="API Key (leave empty if not required)",
+                    env_key="CUSTOM_LLM_API_KEY",
+                    placeholders=["your_custom_llm_api_key_here"],
+                    is_password=True,
+                    default="",
+                )
+                if api_key:
+                    self.config["CUSTOM_LLM_API_KEY"] = api_key
+
+                # Prompt for model name (required)
+                model_name = self.prompt_value(
+                    "LLM Model name (e.g., llama-3.1-70b-versatile)", ""
+                )
+                if not model_name:
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] No model name provided - skipping custom LLM setup"
+                    )
+                else:
+                    # Create LLM model entry
+                    llm_model = {
+                        "name": "custom-llm",
+                        "description": "Custom OpenAI-compatible LLM",
+                        "model_type": "llm",
+                        "model_provider": "openai",
+                        "api_family": "openai",
+                        "model_name": model_name,
+                        "model_url": base_url,
+                        "api_key": "${oc.env:CUSTOM_LLM_API_KEY,''}",
+                        "model_params": {"temperature": 0.2, "max_tokens": 2000},
+                        "model_output": "json",
+                    }
+                    self.config_manager.add_or_update_model(llm_model)
+
+                    # Prompt for optional embedding model
+                    embedding_model_name = self.prompt_value(
+                        "Embedding model name (leave empty to use Ollama local-embed)",
+                        "",
+                    )
+
+                    if embedding_model_name:
+                        embed_dim_str = self.prompt_value(
+                            "Embedding dimensions (e.g. 1536 for text-embedding-3-small, 3072 for text-embedding-3-large)",
+                            "1536",
+                        )
+                        try:
+                            embedding_dimensions = int(embed_dim_str)
+                        except ValueError:
+                            self.console.print(
+                                f"[yellow][WARNING][/yellow] Invalid dimensions '{embed_dim_str}', using default 1536"
+                            )
+                            raise ValueError(f"Invalid dimensions '{embed_dim_str}'")
+
+                        embed_model = {
+                            "name": "custom-embed",
+                            "description": "Custom OpenAI-compatible embeddings",
+                            "model_type": "embedding",
+                            "model_provider": "openai",
+                            "api_family": "openai",
+                            "model_name": embedding_model_name,
+                            "model_url": base_url,
+                            "api_key": "${oc.env:CUSTOM_LLM_API_KEY,''}",
+                            "embedding_dimensions": embedding_dimensions,
+                            "model_output": "vector",
+                        }
+                        self.config_manager.add_or_update_model(embed_model)
+                        self.config_manager.update_config_defaults(
+                            {"llm": "custom-llm", "embedding": "custom-embed"}
+                        )
+                        self.console.print(
+                            "[green][SUCCESS][/green] Custom LLM and embedding configured in config.yml"
+                        )
+                        self.console.print(
+                            "[blue][INFO][/blue] Set defaults.llm: custom-llm"
+                        )
+                        self.console.print(
+                            "[blue][INFO][/blue] Set defaults.embedding: custom-embed"
+                        )
+                    else:
+                        self.config_manager.update_config_defaults(
+                            {"llm": "custom-llm", "embedding": "local-embed"}
+                        )
+                        self.console.print(
+                            "[green][SUCCESS][/green] Custom LLM configured in config.yml"
+                        )
+                        self.console.print(
+                            "[blue][INFO][/blue] Set defaults.llm: custom-llm"
+                        )
+                        self.console.print(
+                            "[blue][INFO][/blue] Set defaults.embedding: local-embed (Ollama)"
+                        )
+                        self.console.print(
+                            "[yellow][WARNING][/yellow] Make sure Ollama is running for embeddings"
+                        )
+
+        elif choice == "4":
+            self.console.print(
+                "[blue][INFO][/blue] Skipping LLM setup - memory extraction disabled"
+            )
             # Disable memory extraction in config.yml
             self.config_manager.update_memory_config({"extraction": {"enabled": False}})
 
-    def setup_memory(self):
-        """Configure memory provider - updates config.yml"""
-        self.print_section("Memory Storage Configuration")
+        elif choice == "5":
+            self.console.print(
+                "[blue][INFO][/blue] llama.cpp selected (Chronicle-managed)"
+            )
+            # Update config.yml to use llama.cpp models
+            self.config_manager.update_config_defaults(
+                {"llm": "llamacpp-llm", "embedding": "llamacpp-embed"}
+            )
+            # Re-sync the llamacpp-llm/-embed entries from defaults.yml. config.yml
+            # model entries override defaults *by name*, so a stale copy (e.g. one
+            # predating the LLM_BASE_URL templating) would shadow the default and
+            # silently ignore the endpoint chosen below. Re-syncing guarantees
+            # model_url follows LLM_BASE_URL (and restores the discovery_* keys).
+            synced = self.config_manager.sync_models_from_defaults(
+                ["llamacpp-llm", "llamacpp-embed"]
+            )
+            if synced:
+                self.console.print(
+                    "[blue][INFO][/blue] Re-synced model entries from defaults.yml: "
+                    f"{', '.join(synced)} (model_url now follows LLM_BASE_URL)"
+                )
+            # Source of the llama.cpp endpoint (the llamacpp-llm entry reads LLM_BASE_URL):
+            #   --llm-discover     → '' (backend discovers chronicle-llm on the Tailnet)
+            #   --llm-base-url URL → pin a remote/own endpoint
+            #   otherwise          → leave LLM_BASE_URL alone (host-local default applies)
+            if getattr(self.args, "llm_discover", False):
+                self.config["LLM_BASE_URL"] = ""
+                self.console.print(
+                    "[blue][INFO][/blue] LLM_BASE_URL left empty — backend will discover "
+                    "chronicle-llm on the Tailnet at runtime"
+                )
+            elif getattr(self.args, "llm_base_url", None):
+                self.config["LLM_BASE_URL"] = self.args.llm_base_url
+                self.console.print(
+                    f"[green]✅[/green] LLM_BASE_URL = {self.args.llm_base_url}"
+                )
+            self.console.print("[blue][INFO][/blue] Set defaults.llm: llamacpp-llm")
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.embedding: llamacpp-embed"
+            )
+
+        elif choice == "6":
+            self.console.print(
+                "[blue][INFO][/blue] Gemma 4 unified STT+LLM mode selected"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] LLM requests will use the same Gemma 4 ASR service"
+            )
+            # gemma4-llm model definition exists in defaults.yml, pointing to GEMMA4_ASR_URL
+            self.config_manager.update_config_defaults(
+                {"llm": "gemma4-llm", "embedding": "local-embed"}
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Gemma 4 unified mode configured in config.yml"
+            )
+            self.console.print("[blue][INFO][/blue] Set defaults.llm: gemma4-llm")
+            self.console.print(
+                "[blue][INFO][/blue] Set defaults.embedding: local-embed (Ollama)"
+            )
+            self.console.print(
+                "[yellow][WARNING][/yellow] Embeddings require Ollama running with nomic-embed-text model"
+            )
+
+    def setup_fast_llm(self):
+        """Optionally configure a separate fast LLM for quick, latency-sensitive
+        tasks (wake-word follow-ups). Default: reuse the main LLM."""
+        self.print_section("Fast LLM (optional)")
+        self.console.print(
+            "[blue][INFO][/blue] A 'fast LLM' handles quick tasks like wake-word "
+            "follow-up commands (e.g. saying 'warmer' after an action runs)."
+        )
+        self.console.print(
+            "By default this reuses your main LLM. You can point it at a faster/cheaper "
+            "model instead (e.g. an 'instant' hosted model or a small local one)."
+        )
+        self.console.print()
+
+        full_config = self.config_manager.get_full_config()
+        existing_fast = full_config.get("defaults", {}).get("fast_llm", "")
 
         choices = {
-            "1": "Chronicle Native (Qdrant + custom extraction)",
-            "2": "OpenMemory MCP (cross-client compatible, external server)",
+            "1": "Reuse my main LLM (recommended)",
+            "2": "Use a separate fast LLM (OpenAI-compatible endpoint)",
         }
+        choice = self.prompt_choice(
+            "Fast LLM for quick tasks?", choices, "2" if existing_fast else "1"
+        )
 
-        choice = self.prompt_choice("Choose your memory storage backend:", choices, "1")
+        if choice == "1":
+            # Empty default -> followup_resolution falls back to defaults.llm.
+            self.config_manager.update_config_defaults({"fast_llm": ""})
+            self.console.print(
+                "[blue][INFO][/blue] Fast LLM = main LLM (defaults.fast_llm cleared)"
+            )
+            return
+
+        existing_model = next(
+            (m for m in full_config.get("models", []) if m.get("name") == "fast-llm"),
+            {},
+        )
+
+        base_url = self.prompt_value(
+            "Fast LLM API Base URL",
+            existing_model.get("model_url", "https://api.openai.com/v1"),
+        )
+        if not base_url:
+            self.console.print(
+                "[yellow][WARNING][/yellow] No base URL - keeping main LLM for fast tasks"
+            )
+            self.config_manager.update_config_defaults({"fast_llm": ""})
+            return
+
+        api_key = self.prompt_with_existing_masked(
+            prompt_text="Fast LLM API Key (leave empty if not required)",
+            env_key="FAST_LLM_API_KEY",
+            placeholders=["your_fast_llm_api_key_here"],
+            is_password=True,
+            default="",
+        )
+        if api_key:
+            self.config["FAST_LLM_API_KEY"] = api_key
+
+        model_name = self.prompt_value(
+            "Fast LLM model name (e.g., gpt-5.5, gpt-4o-mini, llama-3.1-8b-instant)",
+            existing_model.get("model_name", "gpt-5.5"),
+        )
+        if not model_name:
+            self.console.print(
+                "[yellow][WARNING][/yellow] No model name - keeping main LLM for fast tasks"
+            )
+            self.config_manager.update_config_defaults({"fast_llm": ""})
+            return
+
+        fast_model = {
+            "name": "fast-llm",
+            "description": "Fast LLM for quick tasks (wake-word follow-ups)",
+            "model_type": "llm",
+            "model_provider": "openai",
+            "api_family": "openai",
+            "model_name": model_name,
+            "model_url": base_url,
+            "api_key": "${oc.env:FAST_LLM_API_KEY,''}",
+            "model_params": {"temperature": 0.1, "max_tokens": 200},
+            "model_output": "json",
+        }
+        self.config_manager.add_or_update_model(fast_model)
+        self.config_manager.update_config_defaults({"fast_llm": "fast-llm"})
+        self.console.print(
+            "[green][SUCCESS][/green] Separate fast LLM configured "
+            "(defaults.fast_llm: fast-llm)"
+        )
+
+    def setup_fallback_llm(self):
+        """Configure a fallback LLM that calls retry against when the primary
+        LLM is unreachable (connection failure, timeout, 5xx).
+        Default: OpenAI gpt-5-nano."""
+        self.print_section("Fallback LLM (recommended)")
+        self.console.print(
+            "[blue][INFO][/blue] If your main LLM is unreachable (e.g. a local "
+            "model is down), LLM calls are retried once against a fallback model."
+        )
+        self.console.print(
+            "The default fallback is OpenAI gpt-5-nano (cheap, always available). "
+            "It uses your OPENAI_API_KEY."
+        )
+        self.console.print()
+
+        full_config = self.config_manager.get_full_config()
+        defaults_cfg = full_config.get("defaults", {})
+        existing_fb = defaults_cfg.get("fallback_llm") or ""
+        explicitly_disabled = "fallback_llm" in defaults_cfg and not existing_fb
+        existing_model = next(
+            (
+                m
+                for m in full_config.get("models", [])
+                if m.get("name") == "fallback-llm"
+            ),
+            {},
+        )
+        is_custom = bool(existing_fb) and (
+            existing_fb != "fallback-llm"
+            or (
+                existing_model
+                and existing_model.get("model_name") not in ("", "gpt-5-nano")
+            )
+        )
+
+        choices = {
+            "1": "OpenAI gpt-5-nano (recommended)",
+            "2": "Custom OpenAI-compatible endpoint",
+            "3": "No fallback",
+        }
+        default_choice = "3" if explicitly_disabled else ("2" if is_custom else "1")
+        choice = self.prompt_choice(
+            "Fallback LLM when the main LLM is down?", choices, default_choice
+        )
+
+        if choice == "3":
+            self.config_manager.update_config_defaults({"fallback_llm": ""})
+            self.console.print(
+                "[blue][INFO][/blue] No fallback LLM — calls fail if the main "
+                "LLM is unreachable (defaults.fallback_llm cleared)"
+            )
+            return
 
         if choice == "1":
-            self.console.print("[blue][INFO][/blue] Chronicle Native memory provider selected")
+            # Stock gpt-5-nano entry ships in defaults.yml; re-sync a stale
+            # customized copy in config.yml so it doesn't shadow the default.
+            if existing_model:
+                self.config_manager.sync_models_from_defaults(["fallback-llm"])
+            api_key = self.prompt_with_existing_masked(
+                prompt_text="OpenAI API key for the fallback (leave empty to keep existing)",
+                env_key="OPENAI_API_KEY",
+                placeholders=["your_openai_api_key_here", "your-openai-key-here"],
+                is_password=True,
+                default="",
+            )
+            if api_key:
+                self.config["OPENAI_API_KEY"] = api_key
+            else:
+                self.console.print(
+                    "[yellow][WARNING][/yellow] No OPENAI_API_KEY — the fallback "
+                    "will not work until one is set in .env"
+                )
+            self.config_manager.update_config_defaults({"fallback_llm": "fallback-llm"})
+            self.console.print(
+                "[green][SUCCESS][/green] Fallback LLM: OpenAI gpt-5-nano "
+                "(defaults.fallback_llm: fallback-llm)"
+            )
+            return
+
+        # Custom OpenAI-compatible fallback endpoint
+        base_url = self.prompt_value(
+            "Fallback LLM API Base URL",
+            existing_model.get("model_url", "https://api.openai.com/v1"),
+        )
+        if not base_url:
+            self.console.print(
+                "[yellow][WARNING][/yellow] No base URL - fallback disabled"
+            )
+            self.config_manager.update_config_defaults({"fallback_llm": ""})
+            return
 
-            qdrant_url = self.prompt_value("Qdrant URL", "qdrant")
-            self.config["QDRANT_BASE_URL"] = qdrant_url
+        api_key = self.prompt_with_existing_masked(
+            prompt_text="Fallback LLM API Key (leave empty if not required)",
+            env_key="FALLBACK_LLM_API_KEY",
+            placeholders=["your_fallback_llm_api_key_here"],
+            is_password=True,
+            default="",
+        )
+        if api_key:
+            self.config["FALLBACK_LLM_API_KEY"] = api_key
 
-            # Update config.yml (also updates .env automatically)
-            self.config_manager.update_memory_config({"provider": "chronicle"})
-            self.console.print("[green][SUCCESS][/green] Chronicle memory provider configured in config.yml and .env")
+        model_name = self.prompt_value(
+            "Fallback LLM model name (e.g., gpt-5-nano, llama-3.1-8b-instant)",
+            existing_model.get("model_name", "gpt-5-nano"),
+        )
+        if not model_name:
+            self.console.print(
+                "[yellow][WARNING][/yellow] No model name - fallback disabled"
+            )
+            self.config_manager.update_config_defaults({"fallback_llm": ""})
+            return
 
-        elif choice == "2":
-            self.console.print("[blue][INFO][/blue] OpenMemory MCP selected")
-
-            mcp_url = self.prompt_value("OpenMemory MCP server URL", "http://host.docker.internal:8765")
-            client_name = self.prompt_value("OpenMemory client name", "chronicle")
-            user_id = self.prompt_value("OpenMemory user ID", "openmemory")
-            timeout = self.prompt_value("OpenMemory timeout (seconds)", "30")
-
-            # Update config.yml with OpenMemory MCP settings (also updates .env automatically)
-            self.config_manager.update_memory_config({
-                "provider": "openmemory_mcp",
-                "openmemory_mcp": {
-                    "server_url": mcp_url,
-                    "client_name": client_name,
-                    "user_id": user_id,
-                    "timeout": int(timeout)
-                }
-            })
-            self.console.print("[green][SUCCESS][/green] OpenMemory MCP configured in config.yml and .env")
-            self.console.print("[yellow][WARNING][/yellow] Remember to start OpenMemory: cd ../../extras/openmemory-mcp && docker compose up -d")
+        fallback_model = {
+            "name": "fallback-llm",
+            "description": "Fallback LLM used when the primary LLM is unreachable",
+            "model_type": "llm",
+            "model_provider": "openai",
+            "api_family": "openai",
+            "model_name": model_name,
+            "model_url": base_url,
+            "api_key": "${oc.env:FALLBACK_LLM_API_KEY,''}",
+            "model_params": {"temperature": 0.2, "max_tokens": 4000},
+            "model_output": "json",
+        }
+        self.config_manager.add_or_update_model(fallback_model)
+        self.config_manager.update_config_defaults({"fallback_llm": "fallback-llm"})
+        self.console.print(
+            "[green][SUCCESS][/green] Custom fallback LLM configured "
+            "(defaults.fallback_llm: fallback-llm)"
+        )
+
+    def setup_memory(self):
+        """Configure memory provider - updates config.yml.
+
+        Chronicle's agentic Markdown vault is currently the only memory provider,
+        so there is no provider choice to make — we just ensure config.yml/.env
+        record it, then choose how the memory agent executes.
+        """
+        self.config_manager.update_memory_config({"provider": "chronicle"})
+        self.console.print(
+            "[green][SUCCESS][/green] Memory: Chronicle agentic vault (config.yml + .env)"
+        )
+        self.setup_memory_executor()
+
+    def setup_memory_executor(self):
+        """Choose how the memory agent runs: the built-in LLM tool loop (metered
+        API calls) or the OpenAI Codex CLI on a ChatGPT subscription."""
+        self.print_section("Memory agent executor")
+        self.console.print(
+            "[blue][INFO][/blue] The memory agent records each conversation into "
+            "your vault. It can run through the configured LLM (per-call API usage) "
+            "or through the OpenAI Codex CLI, which bills against a ChatGPT "
+            "subscription instead of API keys."
+        )
+        self.console.print()
+
+        existing = (
+            self.config_manager.get_memory_config().get("agent_executor") or "direct"
+        )
+        choices = {
+            "1": "Direct LLM tool loop (uses the configured LLM's API)",
+            "2": "Codex CLI (uses your ChatGPT subscription)",
+        }
+        choice = self.prompt_choice(
+            "How should the memory agent run?",
+            choices,
+            "2" if str(existing).lower() == "codex" else "1",
+        )
+
+        if choice != "2":
+            self.config_manager.update_memory_config({"agent_executor": "direct"})
+            self.console.print(
+                "[green][SUCCESS][/green] Memory agent: direct LLM loop "
+                "(memory.agent_executor: direct)"
+            )
+            return
+
+        codex_home = Path(
+            os.environ.get("CODEX_HOME") or (Path.home() / ".codex")
+        ).expanduser()
+        auth_file = codex_home / "auth.json"
+        if not shutil.which("codex"):
+            self.console.print(
+                "[yellow][WARNING][/yellow] No `codex` CLI found on this host. The "
+                "containers ship their own binary, but you still need subscription "
+                "auth: install Codex and run `codex login` (ChatGPT sign-in), then "
+                "re-run init."
+            )
+        if auth_file.is_file():
+            self.console.print(
+                f"[green]✅[/green] Found Codex subscription auth at {auth_file}"
+            )
+        else:
+            self.console.print(
+                f"[yellow][WARNING][/yellow] No Codex auth at {auth_file} — until "
+                "`codex login` has been run on this host, the backend automatically "
+                "falls back to the direct LLM loop."
+            )
+        # The compose files mount CODEX_HOME_DIR at /codex-home inside the backend
+        # and workers containers (CODEX_HOME env) — read-write, because codex
+        # rotates the refresh tokens in auth.json.
+        self.config["CODEX_HOME_DIR"] = str(codex_home)
+        # danger-full-access: codex's own sandbox (bubblewrap) cannot run nested
+        # inside the rootless-podman containers; the container is the boundary.
+        self.config_manager.update_memory_config(
+            {
+                "agent_executor": "codex",
+                "codex": {"sandbox_mode": "danger-full-access"},
+            }
+        )
+        self.console.print(
+            "[green][SUCCESS][/green] Memory agent: Codex CLI "
+            f"(memory.agent_executor: codex; {codex_home} mounted into the containers)"
+        )
 
     def setup_optional_services(self):
         """Configure optional services"""
         # Check if speaker service URL provided via args
-        has_speaker_arg = hasattr(self.args, 'speaker_service_url') and self.args.speaker_service_url
-        has_asr_arg = hasattr(self.args, 'parakeet_asr_url') and self.args.parakeet_asr_url
+        has_speaker_arg = (
+            hasattr(self.args, "speaker_service_url") and self.args.speaker_service_url
+        )
+        has_asr_arg = (
+            hasattr(self.args, "parakeet_asr_url") and self.args.parakeet_asr_url
+        )
 
         if has_speaker_arg:
             self.config["SPEAKER_SERVICE_URL"] = self.args.speaker_service_url
-            self.console.print(f"[green]✅[/green] Speaker Recognition: {self.args.speaker_service_url} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Speaker Recognition: {self.args.speaker_service_url} (configured via wizard)"
+            )
 
         if has_asr_arg:
             self.config["PARAKEET_ASR_URL"] = self.args.parakeet_asr_url
-            self.console.print(f"[green]✅[/green] Parakeet ASR: {self.args.parakeet_asr_url} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] Parakeet ASR: {self.args.parakeet_asr_url} (configured via wizard)"
+            )
+
+        # Speaker / TTS source = "configure from the Tailnet later": leave the URL
+        # empty so the backend discovers chronicle-speaker / chronicle-tts at runtime.
+        speaker_discover = getattr(self.args, "speaker_discover", False)
+        if speaker_discover:
+            self.config["SPEAKER_SERVICE_URL"] = ""
+            self.console.print(
+                "[blue][INFO][/blue] SPEAKER_SERVICE_URL left empty — backend will "
+                "discover chronicle-speaker on the Tailnet at runtime"
+            )
+
+        if getattr(self.args, "tts_discover", False):
+            self.config["CHRONICLE_TTS_URL"] = ""
+            self.console.print(
+                "[blue][INFO][/blue] CHRONICLE_TTS_URL left empty — backend will "
+                "discover chronicle-tts on the Tailnet at runtime"
+            )
+        elif getattr(self.args, "tts_url", None):
+            self.config["CHRONICLE_TTS_URL"] = self.args.tts_url
+            self.console.print(
+                f"[green]✅[/green] TTS: {self.args.tts_url} (configured via wizard)"
+            )
 
         # Only show interactive section if not all configured via args
-        if not has_speaker_arg:
+        if not has_speaker_arg and not speaker_discover:
             try:
-                enable_speaker = Confirm.ask("Enable Speaker Recognition?", default=False)
+                enable_speaker = Confirm.ask(
+                    "Enable Speaker Recognition?", default=False
+                )
             except EOFError:
                 self.console.print("Using default: No")
                 enable_speaker = False
-                
+
             if enable_speaker:
-                speaker_url = self.prompt_value("Speaker Recognition service URL", "http://host.docker.internal:8001")
+                speaker_url = self.prompt_value(
+                    "Speaker Recognition service URL",
+                    "http://host.docker.internal:8001",
+                )
                 self.config["SPEAKER_SERVICE_URL"] = speaker_url
-                self.console.print("[green][SUCCESS][/green] Speaker Recognition configured")
-                self.console.print("[blue][INFO][/blue] Start with: cd ../../extras/speaker-recognition && docker compose up -d")
-        
+                self.console.print(
+                    "[green][SUCCESS][/green] Speaker Recognition configured"
+                )
+                self.console.print(
+                    "[blue][INFO][/blue] Start with: cd ../../extras/speaker-recognition && docker compose up -d"
+                )
+
         # Check if Tailscale auth key provided via args
-        if hasattr(self.args, 'ts_authkey') and self.args.ts_authkey:
+        if hasattr(self.args, "ts_authkey") and self.args.ts_authkey:
             self.config["TS_AUTHKEY"] = self.args.ts_authkey
-            self.console.print(f"[green][SUCCESS][/green] Tailscale auth key configured (Docker integration enabled)")
-
-    def setup_neo4j(self):
-        """Configure Neo4j credentials (always required - used by Knowledge Graph)"""
-        neo4j_password = getattr(self.args, 'neo4j_password', None)
-
-        if neo4j_password:
-            self.console.print(f"[green]✅[/green] Neo4j: password configured via wizard")
-        else:
-            # Interactive prompt (standalone init.py run)
-            self.console.print()
-            self.console.print("[bold cyan]Neo4j Configuration[/bold cyan]")
-            self.console.print("Neo4j is used for Knowledge Graph (entity/relationship extraction)")
-            self.console.print()
-            neo4j_password = self.prompt_password("Neo4j password (min 8 chars)")
-
-        self.config["NEO4J_HOST"] = "neo4j"
-        self.config["NEO4J_USER"] = "neo4j"
-        self.config["NEO4J_PASSWORD"] = neo4j_password
-        self.console.print("[green][SUCCESS][/green] Neo4j credentials configured")
-
-    def setup_obsidian(self):
-        """Configure Obsidian integration (optional feature flag only - Neo4j credentials handled by setup_neo4j)"""
-        if hasattr(self.args, 'enable_obsidian') and self.args.enable_obsidian:
-            enable_obsidian = True
-            self.console.print(f"[green]✅[/green] Obsidian: enabled (configured via wizard)")
-        else:
-            # Interactive prompt (fallback)
-            self.console.print()
-            self.console.print("[bold cyan]Obsidian Integration (Optional)[/bold cyan]")
-            self.console.print("Enable graph-based knowledge management for Obsidian vault notes")
-            self.console.print()
-
-            try:
-                enable_obsidian = Confirm.ask("Enable Obsidian integration?", default=False)
-            except EOFError:
-                self.console.print("Using default: No")
-                enable_obsidian = False
-
-        if enable_obsidian:
-            self.config_manager.update_memory_config({
-                "obsidian": {
-                    "enabled": True,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
-            self.console.print("[green][SUCCESS][/green] Obsidian integration enabled")
-        else:
-            self.config_manager.update_memory_config({
-                "obsidian": {
-                    "enabled": False,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
-            self.console.print("[blue][INFO][/blue] Obsidian integration disabled")
-
-    def setup_knowledge_graph(self):
-        """Configure Knowledge Graph (Neo4j-based entity/relationship extraction - enabled by default)"""
-        if hasattr(self.args, 'enable_knowledge_graph') and self.args.enable_knowledge_graph:
-            enable_kg = True
-        else:
-            self.console.print()
-            self.console.print("[bold cyan]Knowledge Graph (Entity Extraction)[/bold cyan]")
-            self.console.print("Extract people, places, organizations, events, and tasks from conversations")
-            self.console.print()
-
-            try:
-                enable_kg = Confirm.ask("Enable Knowledge Graph?", default=True)
-            except EOFError:
-                self.console.print("Using default: Yes")
-                enable_kg = True
-
-        if enable_kg:
-            self.config_manager.update_memory_config({
-                "knowledge_graph": {
-                    "enabled": True,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
-            self.console.print("[green][SUCCESS][/green] Knowledge Graph enabled")
-            self.console.print("[blue][INFO][/blue] Entities and relationships will be extracted from conversations")
-        else:
-            self.config_manager.update_memory_config({
-                "knowledge_graph": {
-                    "enabled": False,
-                    "neo4j_host": "neo4j",
-                    "timeout": 30
-                }
-            })
-            self.console.print("[blue][INFO][/blue] Knowledge Graph disabled")
+            self.console.print(
+                f"[green][SUCCESS][/green] Tailscale auth key configured (Docker integration enabled)"
+            )
 
     def setup_langfuse(self):
         """Configure LangFuse observability and prompt management"""
         self.console.print()
-        self.console.print("[bold cyan]LangFuse Observability & Prompt Management[/bold cyan]")
+        self.console.print(
+            "[bold cyan]LangFuse Observability & Prompt Management[/bold cyan]"
+        )
 
         # Check if keys were passed from wizard (langfuse init already ran)
-        langfuse_pub = getattr(self.args, 'langfuse_public_key', None)
-        langfuse_sec = getattr(self.args, 'langfuse_secret_key', None)
+        langfuse_pub = getattr(self.args, "langfuse_public_key", None)
+        langfuse_sec = getattr(self.args, "langfuse_secret_key", None)
 
         if langfuse_pub and langfuse_sec:
             # Auto-configure from wizard — no prompts needed
-            langfuse_host = getattr(self.args, 'langfuse_host', None) or "http://langfuse-web:3000"
+            langfuse_host = (
+                getattr(self.args, "langfuse_host", None) or "http://langfuse-web:3000"
+            )
             self.config["LANGFUSE_HOST"] = langfuse_host
             self.config["LANGFUSE_PUBLIC_KEY"] = langfuse_pub
             self.config["LANGFUSE_SECRET_KEY"] = langfuse_sec
             self.config["LANGFUSE_BASE_URL"] = langfuse_host
+
+            # Derive browser-accessible URL for deep-links
+            public_url = (
+                getattr(self.args, "langfuse_public_url", None)
+                or "http://localhost:3002"
+            )
+            self._save_langfuse_public_url(public_url)
+
             source = "external" if "langfuse-web" not in langfuse_host else "local"
-            self.console.print(f"[green][SUCCESS][/green] LangFuse auto-configured ({source})")
+            self.console.print(
+                f"[green][SUCCESS][/green] LangFuse auto-configured ({source})"
+            )
             self.console.print(f"[blue][INFO][/blue] Host: {langfuse_host}")
-            self.console.print(f"[blue][INFO][/blue] Public key: {self.mask_api_key(langfuse_pub)}")
+            self.console.print(f"[blue][INFO][/blue] Public URL: {public_url}")
+            self.console.print(
+                f"[blue][INFO][/blue] Public key: {self.mask_api_key(langfuse_pub)}"
+            )
             return
 
         # Manual configuration (standalone init.py run)
-        self.console.print("Enable LLM tracing, observability, and prompt management with LangFuse")
-        self.console.print("Self-host: cd ../../extras/langfuse && docker compose up -d")
+        self.console.print(
+            "Enable LLM tracing, observability, and prompt management with LangFuse"
+        )
+        self.console.print(
+            "Self-host: cd ../../extras/langfuse && docker compose up -d"
+        )
         self.console.print()
 
         try:
@@ -710,10 +1478,28 @@ def setup_langfuse(self):
             if secret_key:
                 self.config["LANGFUSE_SECRET_KEY"] = secret_key
 
+            # Browser-accessible URL for deep-links (stored in config.yml, not .env)
+            public_url = Prompt.ask(
+                "LangFuse browser URL (for dashboard links)",
+                default="http://localhost:3002",
+            )
+            if public_url:
+                self._save_langfuse_public_url(public_url)
+
             self.console.print("[green][SUCCESS][/green] LangFuse configured")
         else:
             self.console.print("[blue][INFO][/blue] LangFuse disabled")
 
+    def _save_langfuse_public_url(self, public_url: str):
+        """Save the Langfuse browser-accessible URL to config.yml."""
+        full_config = self.config_manager.get_full_config()
+        if "observability" not in full_config:
+            full_config["observability"] = {}
+        if "langfuse" not in full_config["observability"]:
+            full_config["observability"]["langfuse"] = {}
+        full_config["observability"]["langfuse"]["public_url"] = public_url
+        self.config_manager.save_full_config(full_config)
+
     def setup_network(self):
         """Configure network settings"""
         self.print_section("Network Configuration")
@@ -724,71 +1510,87 @@ def setup_network(self):
     def setup_https(self):
         """Configure HTTPS settings for microphone access"""
         # Check if HTTPS configuration provided via command line
-        if hasattr(self.args, 'enable_https') and self.args.enable_https:
+        if hasattr(self.args, "enable_https") and self.args.enable_https:
             enable_https = True
-            server_ip = getattr(self.args, 'server_ip', 'localhost')
-            self.console.print(f"[green]✅[/green] HTTPS: {server_ip} (configured via wizard)")
+            server_ip = getattr(self.args, "server_ip", "localhost")
+            self.console.print(
+                f"[green]✅[/green] HTTPS: {server_ip} (configured via wizard)"
+            )
         else:
             # Interactive configuration
             self.print_section("HTTPS Configuration (Optional)")
 
             try:
-                enable_https = Confirm.ask("Enable HTTPS for microphone access?", default=False)
+                enable_https = Confirm.ask(
+                    "Enable HTTPS for microphone access?", default=False
+                )
             except EOFError:
                 self.console.print("Using default: No")
                 enable_https = False
 
             if enable_https:
-                self.console.print("[blue][INFO][/blue] HTTPS enables microphone access in browsers")
+                self.console.print(
+                    "[blue][INFO][/blue] HTTPS enables microphone access in browsers"
+                )
 
                 # Try to auto-detect Tailscale address
                 ts_dns, ts_ip = detect_tailscale_info()
 
                 if ts_dns:
-                    self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}")
+                    self.console.print(
+                        f"[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}"
+                    )
                     if ts_ip:
-                        self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}")
+                        self.console.print(
+                            f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}"
+                        )
                     default_address = ts_dns
                 elif ts_ip:
-                    self.console.print(f"[green][AUTO-DETECTED][/green] Tailscale IP: {ts_ip}")
+                    self.console.print(
+                        f"[green][AUTO-DETECTED][/green] Tailscale IP: {ts_ip}"
+                    )
                     default_address = ts_ip
                 else:
                     self.console.print("[blue][INFO][/blue] Tailscale not detected")
-                    self.console.print("[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'")
+                    self.console.print(
+                        "[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'"
+                    )
                     default_address = "localhost"
 
-                self.console.print("[blue][INFO][/blue] For local-only access, use 'localhost'")
+                self.console.print(
+                    "[blue][INFO][/blue] For local-only access, use 'localhost'"
+                )
 
                 # Use the new masked prompt function (not masked for IP, but shows existing)
                 server_ip = self.prompt_with_existing_masked(
                     prompt_text="Server IP/Domain for SSL certificate",
                     env_key="SERVER_IP",
-                    placeholders=['localhost', 'your-server-ip-here'],
+                    placeholders=["localhost", "your-server-ip-here"],
                     is_password=False,
-                    default=default_address
+                    default=default_address,
                 )
-        
+
         if enable_https:
-            
-            # Generate SSL certificates
-            self.console.print("[blue][INFO][/blue] Generating SSL certificates...")
-            # Use path relative to this script's directory
             script_dir = Path(__file__).parent
-            ssl_script = script_dir / "ssl" / "generate-ssl.sh"
-            if ssl_script.exists():
-                try:
-                    # Run from the backend directory so paths work correctly
-                    subprocess.run([str(ssl_script), server_ip], check=True, cwd=str(script_dir), timeout=180)
-                    self.console.print("[green][SUCCESS][/green] SSL certificates generated")
-                except subprocess.TimeoutExpired:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation timed out after 3 minutes")
-                except subprocess.CalledProcessError:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation failed")
-            else:
-                self.console.print(f"[yellow][WARNING][/warning] SSL script not found at {ssl_script}")
+
+            # Decide how the TLS cert is managed (same logic the wizard uses).
+            cert_mode = decide_cert_mode(server_ip)
+
+            if cert_mode == "static":
+                # Host-issued cert file (e.g. Docker Desktop on macOS, where Caddy can't
+                # reach the tailscaled socket). Warn if it's missing; the wizard normally
+                # generates it and the services.py startup hook keeps it fresh on restart.
+                cert_file = script_dir / ".." / ".." / "certs" / "server.crt"
+                if not cert_file.exists():
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] No certificate found in certs/; "
+                        "run ./wizard.sh, or it will be generated on first start."
+                    )
 
             # Generate Caddyfile from template
-            self.console.print("[blue][INFO][/blue] Creating Caddyfile configuration...")
+            self.console.print(
+                "[blue][INFO][/blue] Creating Caddyfile configuration..."
+            )
             caddyfile_template = script_dir / "Caddyfile.template"
             caddyfile_path = script_dir / "Caddyfile"
 
@@ -796,42 +1598,117 @@ def setup_https(self):
                 try:
                     # Check if Caddyfile exists as a directory (common issue)
                     if caddyfile_path.exists() and caddyfile_path.is_dir():
-                        self.console.print("[red]❌ ERROR: 'Caddyfile' exists as a directory![/red]")
-                        self.console.print("[yellow]   Please remove it manually:[/yellow]")
-                        self.console.print(f"[yellow]   rm -rf {caddyfile_path}[/yellow]")
-                        self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                        self.console.print(
+                            "[red]❌ ERROR: 'Caddyfile' exists as a directory![/red]"
+                        )
+                        self.console.print(
+                            "[yellow]   Please remove it manually:[/yellow]"
+                        )
+                        self.console.print(
+                            f"[yellow]   rm -rf {caddyfile_path}[/yellow]"
+                        )
+                        self.console.print(
+                            "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                        )
                         self.config["HTTPS_ENABLED"] = "false"
                     else:
-                        with open(caddyfile_template, 'r') as f:
+                        with open(caddyfile_template, "r") as f:
                             caddyfile_content = f.read()
 
                         # Replace TAILSCALE_IP with server_ip
-                        caddyfile_content = caddyfile_content.replace('TAILSCALE_IP', server_ip)
-
-                        with open(caddyfile_path, 'w') as f:
+                        caddyfile_content = caddyfile_content.replace(
+                            "TAILSCALE_IP", server_ip
+                        )
+
+                        # Static mode serves the shared host-issued cert in every site
+                        # block (Chronicle + LangFuse). Caddy mode leaves the marker as
+                        # a comment and obtains/renews certificates itself.
+                        if cert_mode == "static":
+                            caddyfile_content = caddyfile_content.replace(
+                                "# TLS_CERT_DIRECTIVE",
+                                "tls /certs/server.crt /certs/server.key",
+                            )
+
+                        with open(caddyfile_path, "w") as f:
                             f.write(caddyfile_content)
 
-                        self.console.print(f"[green][SUCCESS][/green] Caddyfile created for: {server_ip}")
+                        self.console.print(
+                            f"[green][SUCCESS][/green] Caddyfile created for: {server_ip}"
+                        )
                         self.config["HTTPS_ENABLED"] = "true"
                         self.config["SERVER_IP"] = server_ip
+                        self.config["HTTPS_CERT_MODE"] = cert_mode
+
+                        # Caddy-managed certs on a Tailscale address need the tailscaled
+                        # socket mounted in; write/remove the compose override to match.
+                        self._write_caddy_socket_override(
+                            script_dir, cert_mode, server_ip
+                        )
+
+                        # Configure webui-dev for same-origin API calls through Caddy
+                        self.config["VITE_BACKEND_URL"] = ""
+                        self.config["VITE_HMR_PORT"] = "443"
+                        self.config["VITE_ALLOWED_HOSTS"] = (
+                            f"localhost 127.0.0.1 {server_ip}"
+                        )
 
                 except Exception as e:
-                    self.console.print(f"[red]❌ ERROR: Caddyfile generation failed: {e}[/red]")
-                    self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                    self.console.print(
+                        f"[red]❌ ERROR: Caddyfile generation failed: {e}[/red]"
+                    )
+                    self.console.print(
+                        "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                    )
                     self.config["HTTPS_ENABLED"] = "false"
             else:
                 self.console.print("[red]❌ ERROR: Caddyfile.template not found[/red]")
-                self.console.print("[red]   HTTPS will NOT work without a proper Caddyfile![/red]")
+                self.console.print(
+                    "[red]   HTTPS will NOT work without a proper Caddyfile![/red]"
+                )
                 self.config["HTTPS_ENABLED"] = "false"
         else:
             self.config["HTTPS_ENABLED"] = "false"
 
+    def _write_caddy_socket_override(self, service_dir, cert_mode, server_address):
+        """Write or remove the compose override that mounts the tailscaled socket into
+        Caddy. Needed only for Caddy-managed certs on a *.ts.net address; removed
+        otherwise so a re-run can't leave a stale mount behind."""
+        override_path = service_dir / "docker-compose.override.yml"
+        socket = tailscale_socket_path()
+        if cert_mode == "caddy" and server_address.endswith(".ts.net") and socket:
+            override_path.write_text(
+                "# Generated by init.py for HTTPS_CERT_MODE=caddy on a Tailscale address.\n"
+                "# Mounts the host tailscaled socket so Caddy fetches and auto-renews the\n"
+                "# Tailscale TLS certificate itself (no host cert file, no renewal cron).\n"
+                "services:\n"
+                "  caddy:\n"
+                "    volumes:\n"
+                f"      - {socket}:/var/run/tailscale/tailscaled.sock\n"
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Caddy will auto-manage the Tailscale "
+                "certificate (tailscaled socket mounted)"
+            )
+        elif override_path.exists():
+            override_path.unlink()
+
     def generate_env_file(self):
-        """Generate .env file from template and update with configuration"""
+        """Generate .env file from template and update with configuration.
+
+        Preserves existing .env values that weren't explicitly set during this
+        wizard run, preventing silent data loss on re-runs.
+        """
         env_path = Path(".env")
         env_template = Path(".env.template")
 
-        # Backup existing .env if it exists
+        # Read ALL existing .env values before overwriting so we can preserve
+        # keys that weren't touched during this wizard run (e.g., API keys
+        # configured in a previous run for services not reconfigured now).
+        preserved_values = {}
+        if env_path.exists():
+            preserved_values = dotenv_values(str(env_path))
+
+        # Backup existing .env
         self.backup_existing_env()
 
         # Copy template to .env
@@ -839,36 +1716,53 @@ def generate_env_file(self):
             shutil.copy2(env_template, env_path)
             self.console.print("[blue][INFO][/blue] Copied .env.template to .env")
         else:
-            self.console.print("[yellow][WARNING][/yellow] .env.template not found, creating new .env")
+            self.console.print(
+                "[yellow][WARNING][/yellow] .env.template not found, creating new .env"
+            )
             env_path.touch(mode=0o600)
 
-        # Update configured values using set_key
         env_path_str = str(env_path)
-        for key, value in self.config.items():
-            if value:  # Only set non-empty values
+
+        # Merge: self.config (this run) takes priority over preserved (previous run).
+        # This ensures new values win, but old values survive if untouched.
+        merged = {**preserved_values, **self.config}
+
+        for key, value in merged.items():
+            if value is not None:  # Only set values that were explicitly configured
                 set_key(env_path_str, key, value)
 
         # Ensure secure permissions
         os.chmod(env_path, 0o600)
 
-        self.console.print("[green][SUCCESS][/green] .env file configured successfully with secure permissions")
+        self.console.print(
+            "[green][SUCCESS][/green] .env file configured successfully with secure permissions"
+        )
 
         # Note: config.yml is automatically saved by ConfigManager when updates are made
-        self.console.print("[blue][INFO][/blue] Configuration saved to config.yml and .env (via ConfigManager)")
+        self.console.print(
+            "[blue][INFO][/blue] Configuration saved to config.yml and .env (via ConfigManager)"
+        )
 
     def copy_config_templates(self):
         """Copy other configuration files"""
 
-        if not Path("diarization_config.json").exists() and Path("diarization_config.json.template").exists():
+        if (
+            not Path("diarization_config.json").exists()
+            and Path("diarization_config.json.template").exists()
+        ):
             shutil.copy2("diarization_config.json.template", "diarization_config.json")
-            self.console.print("[green][SUCCESS][/green] diarization_config.json created")
+            self.console.print(
+                "[green][SUCCESS][/green] diarization_config.json created"
+            )
 
     def show_summary(self):
         """Show configuration summary"""
         self.print_section("Configuration Summary")
         self.console.print()
 
-        self.console.print(f"✅ Admin Account: {self.config.get('ADMIN_EMAIL', 'Not configured')}")
+        self.console.print(
+            f"✅ Admin Account: {self.config.get('ADMIN_EMAIL', 'Not configured')}"
+        )
 
         # Get current config from ConfigManager (single source of truth)
         config_yml = self.config_manager.get_full_config()
@@ -877,41 +1771,39 @@ def show_summary(self):
         stt_default = config_yml.get("defaults", {}).get("stt", "not set")
         stt_model = next(
             (m for m in config_yml.get("models", []) if m.get("name") == stt_default),
-            None
+            None,
+        )
+        stt_provider = (
+            stt_model.get("model_provider", "unknown")
+            if stt_model
+            else "not configured"
+        )
+        self.console.print(
+            f"✅ Transcription: {stt_provider} ({stt_default}) - config.yml"
         )
-        stt_provider = stt_model.get("model_provider", "unknown") if stt_model else "not configured"
-        self.console.print(f"✅ Transcription: {stt_provider} ({stt_default}) - config.yml")
 
         # Show LLM config from config.yml
         llm_default = config_yml.get("defaults", {}).get("llm", "not set")
         embedding_default = config_yml.get("defaults", {}).get("embedding", "not set")
         self.console.print(f"✅ LLM: {llm_default} (config.yml)")
+        if llm_default == "gemma4-llm" and stt_default == "stt-gemma4":
+            self.console.print(
+                "   [dim](unified: STT and LLM share the same Gemma 4 model)[/dim]"
+            )
         self.console.print(f"✅ Embedding: {embedding_default} (config.yml)")
 
         # Show memory provider from config.yml
         memory_provider = config_yml.get("memory", {}).get("provider", "chronicle")
         self.console.print(f"✅ Memory Provider: {memory_provider} (config.yml)")
 
-        # Show Obsidian/Neo4j status (read from config.yml)
-        obsidian_config = config_yml.get("memory", {}).get("obsidian", {})
-        if obsidian_config.get("enabled", False):
-            neo4j_host = obsidian_config.get("neo4j_host", "not set")
-            self.console.print(f"✅ Obsidian/Neo4j: Enabled ({neo4j_host})")
-
-        # Show Knowledge Graph status (read from config.yml)
-        kg_config = config_yml.get("memory", {}).get("knowledge_graph", {})
-        if kg_config.get("enabled", False):
-            neo4j_host = kg_config.get("neo4j_host", "not set")
-            self.console.print(f"✅ Knowledge Graph: Enabled ({neo4j_host})")
-
         # Auto-determine URLs based on HTTPS configuration
-        if self.config.get('HTTPS_ENABLED') == 'true':
-            server_ip = self.config.get('SERVER_IP', 'localhost')
+        if self.config.get("HTTPS_ENABLED") == "true":
+            server_ip = self.config.get("SERVER_IP", "localhost")
             self.console.print(f"✅ Backend URL: https://{server_ip}/")
             self.console.print(f"✅ Dashboard URL: https://{server_ip}/")
         else:
-            backend_port = self.config.get('BACKEND_PUBLIC_PORT', '8000')
-            webui_port = self.config.get('WEBUI_PORT', '5173')
+            backend_port = self.config.get("BACKEND_PUBLIC_PORT", "8000")
+            webui_port = self.config.get("WEBUI_PORT", "5173")
             self.console.print(f"✅ Backend URL: http://localhost:{backend_port}")
             self.console.print(f"✅ Dashboard URL: http://localhost:{webui_port}")
 
@@ -926,40 +1818,45 @@ def show_next_steps(self):
         self.console.print("1. Start the main services:")
         self.console.print("   [cyan]docker compose up --build -d[/cyan]")
         self.console.print()
-        
+
         # Auto-determine URLs for next steps
-        if self.config.get('HTTPS_ENABLED') == 'true':
-            server_ip = self.config.get('SERVER_IP', 'localhost')
+        if self.config.get("HTTPS_ENABLED") == "true":
+            server_ip = self.config.get("SERVER_IP", "localhost")
             self.console.print("2. Access the dashboard:")
             self.console.print(f"   [cyan]https://{server_ip}/[/cyan]")
             self.console.print()
             self.console.print("3. Check service health:")
             self.console.print(f"   [cyan]curl -k https://{server_ip}/health[/cyan]")
         else:
-            webui_port = self.config.get('WEBUI_PORT', '5173')
-            backend_port = self.config.get('BACKEND_PUBLIC_PORT', '8000')
+            webui_port = self.config.get("WEBUI_PORT", "5173")
+            backend_port = self.config.get("BACKEND_PUBLIC_PORT", "8000")
             self.console.print("2. Access the dashboard:")
             self.console.print(f"   [cyan]http://localhost:{webui_port}[/cyan]")
             self.console.print()
             self.console.print("3. Check service health:")
-            self.console.print(f"   [cyan]curl http://localhost:{backend_port}/health[/cyan]")
-
-        if self.config.get("MEMORY_PROVIDER") == "openmemory_mcp":
-            self.console.print()
-            self.console.print("4. Start OpenMemory MCP:")
-            self.console.print("   [cyan]cd ../../extras/openmemory-mcp && docker compose up -d[/cyan]")
+            self.console.print(
+                f"   [cyan]curl http://localhost:{backend_port}/health[/cyan]"
+            )
 
         if self.config.get("TRANSCRIPTION_PROVIDER") == "offline":
             self.console.print()
             self.console.print("5. Start Parakeet ASR:")
-            self.console.print("   [cyan]cd ../../extras/asr-services && docker compose up parakeet -d[/cyan]")
+            self.console.print(
+                "   [cyan]cd ../../extras/asr-services && docker compose up parakeet -d[/cyan]"
+            )
 
     def run(self):
         """Run the complete setup process"""
         self.print_header("🚀 Chronicle Interactive Setup")
-        self.console.print("This wizard will help you configure Chronicle with all necessary services.")
-        self.console.print("[dim]Safe to run again — it backs up your config and preserves previous values.[/dim]")
-        self.console.print("[dim]When unsure, just press Enter — the defaults will work.[/dim]")
+        self.console.print(
+            "This wizard will help you configure Chronicle with all necessary services."
+        )
+        self.console.print(
+            "[dim]Safe to run again — it backs up your config and preserves previous values.[/dim]"
+        )
+        self.console.print(
+            "[dim]When unsure, just press Enter — the defaults will work.[/dim]"
+        )
         self.console.print()
 
         try:
@@ -970,12 +1867,12 @@ def run(self):
             self.setup_authentication()
             self.setup_transcription()
             self.setup_streaming_provider()
+            self.setup_live_segmentation()
             self.setup_llm()
+            self.setup_fast_llm()
+            self.setup_fallback_llm()
             self.setup_memory()
             self.setup_optional_services()
-            self.setup_neo4j()
-            self.setup_obsidian()
-            self.setup_knowledge_graph()
             self.setup_langfuse()
             self.setup_network()
             self.setup_https()
@@ -994,12 +1891,14 @@ def run(self):
             self.console.print()
             self.console.print("📝 [bold]Configuration files updated:[/bold]")
             self.console.print(f"  • .env - API keys and environment variables")
-            self.console.print(f"  • ../../config/config.yml - Model and memory provider configuration")
+            self.console.print(
+                f"  • ../../config/config.yml - Model and memory provider configuration"
+            )
             self.console.print()
             self.console.print("For detailed documentation, see:")
-            self.console.print("  • Docs/quickstart.md")
+            self.console.print("  • quickstart.md")
             self.console.print("  • MEMORY_PROVIDERS.md")
-            self.console.print("  • CLAUDE.md")
+            self.console.print("  • AGENTS.md")
 
         except KeyboardInterrupt:
             self.console.print()
@@ -1013,37 +1912,113 @@ def run(self):
 def main():
     """Main entry point"""
     parser = argparse.ArgumentParser(description="Chronicle Advanced Backend Setup")
-    parser.add_argument("--speaker-service-url",
-                       help="Speaker Recognition service URL (default: prompt user)")
-    parser.add_argument("--parakeet-asr-url",
-                       help="Parakeet ASR service URL (default: prompt user)")
-    parser.add_argument("--transcription-provider",
-                       choices=["deepgram", "parakeet", "vibevoice", "qwen3-asr", "smallest", "none"],
-                       help="Transcription provider (default: prompt user)")
-    parser.add_argument("--enable-https", action="store_true",
-                       help="Enable HTTPS configuration (default: prompt user)")
-    parser.add_argument("--server-ip",
-                       help="Server IP/domain for SSL certificate (default: prompt user)")
-    parser.add_argument("--enable-obsidian", action="store_true",
-                       help="Enable Obsidian/Neo4j integration (default: prompt user)")
-    parser.add_argument("--enable-knowledge-graph", action="store_true",
-                       help="Enable Knowledge Graph entity extraction (default: prompt user)")
-    parser.add_argument("--neo4j-password",
-                       help="Neo4j password (default: prompt user)")
-    parser.add_argument("--ts-authkey",
-                       help="Tailscale auth key for Docker integration (default: prompt user)")
-    parser.add_argument("--langfuse-public-key",
-                       help="LangFuse project public key (from langfuse init or external)")
-    parser.add_argument("--langfuse-secret-key",
-                       help="LangFuse project secret key (from langfuse init or external)")
-    parser.add_argument("--langfuse-host",
-                       help="LangFuse host URL (default: http://langfuse-web:3000 for local)")
-    parser.add_argument("--streaming-provider",
-                       choices=["deepgram", "smallest", "qwen3-asr"],
-                       help="Streaming provider when different from batch (enables batch re-transcription)")
+    parser.add_argument(
+        "--speaker-service-url",
+        help="Speaker Recognition service URL (default: prompt user)",
+    )
+    parser.add_argument(
+        "--speaker-discover",
+        action="store_true",
+        help="Leave SPEAKER_SERVICE_URL empty so the backend discovers "
+        "chronicle-speaker on the Tailnet at runtime.",
+    )
+    parser.add_argument(
+        "--tts-url",
+        help="Text-to-speech endpoint URL (own/remote/Tailnet-picked) → CHRONICLE_TTS_URL.",
+    )
+    parser.add_argument(
+        "--tts-discover",
+        action="store_true",
+        help="Leave CHRONICLE_TTS_URL empty so the backend discovers chronicle-tts "
+        "on the Tailnet at runtime.",
+    )
+    parser.add_argument(
+        "--parakeet-asr-url", help="Parakeet ASR service URL (default: prompt user)"
+    )
+    parser.add_argument(
+        "--transcription-provider",
+        choices=[
+            "deepgram",
+            "parakeet",
+            "vibevoice",
+            "qwen3-asr",
+            "smallest",
+            "gemma4",
+            "af-next",
+            "none",
+        ],
+        help="Transcription provider (default: prompt user)",
+    )
+    parser.add_argument(
+        "--asr-url",
+        help="Offline ASR endpoint URL (own/remote/Tailnet-picked). Written to the "
+        "selected provider's *_ASR_URL env var.",
+    )
+    parser.add_argument(
+        "--asr-discover",
+        action="store_true",
+        help="Leave the ASR URL empty so the backend discovers chronicle-asr on the "
+        "Tailnet at runtime ('configure from the Tailnet later').",
+    )
+    parser.add_argument(
+        "--llm-base-url",
+        help="Pin the llama.cpp LLM endpoint (own/remote/Tailnet-picked) via LLM_BASE_URL.",
+    )
+    parser.add_argument(
+        "--llm-discover",
+        action="store_true",
+        help="Leave LLM_BASE_URL empty so the backend discovers chronicle-llm on the "
+        "Tailnet at runtime.",
+    )
+    parser.add_argument(
+        "--enable-https",
+        action="store_true",
+        help="Enable HTTPS configuration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--server-ip",
+        help="Server IP/domain for SSL certificate (default: prompt user)",
+    )
+    parser.add_argument(
+        "--ts-authkey",
+        help="Tailscale auth key for Docker integration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--langfuse-public-key",
+        help="LangFuse project public key (from langfuse init or external)",
+    )
+    parser.add_argument(
+        "--langfuse-secret-key",
+        help="LangFuse project secret key (from langfuse init or external)",
+    )
+    parser.add_argument(
+        "--langfuse-host",
+        help="LangFuse host URL (default: http://langfuse-web:3000 for local)",
+    )
+    parser.add_argument(
+        "--langfuse-public-url",
+        help="Browser-accessible LangFuse URL for dashboard deep-links "
+        "(e.g. http://my-host:3002). Stored in config.yml as observability.langfuse.public_url",
+    )
+    parser.add_argument(
+        "--streaming-provider",
+        choices=["deepgram", "smallest", "qwen3-asr"],
+        help="Streaming provider when different from batch (enables batch re-transcription)",
+    )
+    parser.add_argument(
+        "--live-segmentation",
+        choices=["streaming_stt", "windowed_batch"],
+        help="Live transcription path: streaming_stt (default) or windowed_batch "
+        "(batch-transcribe fixed windows when no streaming ASR)",
+    )
+    parser.add_argument(
+        "--llm-provider",
+        choices=["openai", "ollama", "llamacpp", "custom", "gemma4-unified", "none"],
+        help="LLM provider for memory extraction (default: prompt user)",
+    )
 
     args = parser.parse_args()
-    
+
     setup = ChronicleSetup(args)
     setup.run()
 
diff --git a/backends/advanced/notebooks/README.md b/backends/advanced/notebooks/README.md
index 6904c174..c56f384e 100644
--- a/backends/advanced/notebooks/README.md
+++ b/backends/advanced/notebooks/README.md
@@ -1 +1 @@
-# The Jupyter server for notebooks is running from the virtual environment located at backends/advanced/.venv
\ No newline at end of file
+# The Jupyter server for notebooks is running from the virtual environment located at backends/advanced/.venv
diff --git a/backends/advanced/pyproject.toml b/backends/advanced/pyproject.toml
index ce1d0dd1..66f519b8 100644
--- a/backends/advanced/pyproject.toml
+++ b/backends/advanced/pyproject.toml
@@ -8,9 +8,6 @@ dependencies = [
     "easy-audio-interfaces>=0.7.1", # we need to add local-audio for scripts/local-audio.py | If we don't need that, we can remove this, and then remove portaudio19-dev from Dockerfile
     "fastapi>=0.115.12",
     "fastmcp>=0.5.0", # MCP server for conversation access
-    "mem0ai", # Using main branch with PR #3250 AsyncMemory fix
-    "langchain_neo4j",
-    "neo4j>=5.0.0,<6.0.0",
     "motor>=3.7.1",
     "ollama>=0.4.8",
     "friend-lite-sdk",
@@ -23,7 +20,10 @@ dependencies = [
     "PyYAML>=6.0.1",
     "ruamel-yaml>=0.18.0",
     "omegaconf>=2.3.0",
-    "langfuse>=3.13.0,<4.0",
+    "langfuse>=4.0.0",
+    "opentelemetry-api>=1.20",
+    "opentelemetry-sdk>=1.20",
+    "openinference-instrumentation-openai>=0.1",
     "spacy>=3.8.2",
     "en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl",
     "redis>=5.0.0",
@@ -35,6 +35,8 @@ dependencies = [
     "websockets>=12.0",
     "croniter>=1.3.0",
     "rich>=13.0.0",
+    "minidisc-python>=0.1.0",
+    "ten-vad @ git+https://github.com/TEN-framework/ten-vad.git@22a3bcd4509d0faaa8eef4881e8af5f39c178950",
 ]
 
 [project.optional-dependencies]
@@ -45,6 +47,14 @@ deepgram = [
 local-audio = [
     "easy-audio-interfaces[local-audio]>=0.7.1",
 ]
+galileo = [
+    "galileo>=1.0",
+    "opentelemetry-exporter-otlp>=1.20",
+]
+benchmark = [
+    "huggingface-hub>=0.23",  # loader.py downloads LongMemEval via hf_hub_download
+    "ijson>=3.2.0",           # streaming JSON parse for the large LongMemEval files
+]
 
 [build-system]
 requires = ["setuptools>=61.0", "wheel"]
@@ -56,12 +66,6 @@ where = ["src"]
 [tool.isort]
 profile = "black"
 
-[tool.black]
-line-length = 100
-
-[tool.uv.sources]
-mem0ai = { git = "https://github.com/AnkushMalaker/mem0.git", rev = "main" }
-
 [tool.poetry.dependencies]
 robotframework = "^6.1.1"
 
@@ -94,13 +98,39 @@ markers = [
     "auth: marks tests that test authentication",
     "database: marks tests that require database access",
 ]
+asyncio_mode = "auto"
 filterwarnings = [
     "error",
     "ignore::UserWarning",
     "ignore::DeprecationWarning",
     "ignore::PendingDeprecationWarning",
+    # opuslib 3.x uses `is not 0`, a SyntaxWarning on py3.12 that "error" would
+    # promote to SyntaxError on first (uncached) import. Third-party; not ours.
+    "ignore::SyntaxWarning:.*opuslib.*",
+]
+
+[tool.coverage.run]
+branch = true
+relative_files = true
+source = ["advanced_omi_backend"]
+
+[tool.coverage.paths]
+source = [
+    "src/advanced_omi_backend",
+    "*/site-packages/advanced_omi_backend",
 ]
 
+[tool.coverage.report]
+precision = 1
+show_missing = true
+skip_empty = true
+
+[tool.coverage.xml]
+output = "coverage-reports/coverage.xml"
+
+[tool.coverage.html]
+directory = "coverage-reports/html"
+
 [dependency-groups]
 dev = [
     "black>=25.1.0",
diff --git a/backends/advanced/run-test.sh b/backends/advanced/run-test.sh
index 61fd7d55..e7710b00 100755
--- a/backends/advanced/run-test.sh
+++ b/backends/advanced/run-test.sh
@@ -211,7 +211,7 @@ print_info "Using environment variables from .env file for test configuration"
 
 # Clean test environment
 print_info "Cleaning test environment..."
-rm -rf ./test_audio_chunks/ ./test_data/ ./test_debug_dir/ ./mongo_data_test/ ./qdrant_data_test/ ./test_neo4j/ 2>/dev/null || true
+rm -rf ./test_audio_chunks/ ./test_data/ ./test_debug_dir/ ./mongo_data_test/ ./test_falkordb/ 2>/dev/null || true
 
 # If cleanup fails due to permissions, try with docker
 if [ -d "./data/test_audio_chunks/" ] || [ -d "./data/test_data/" ] || [ -d "./data/test_debug_dir/" ]; then
diff --git a/backends/advanced/scripts/create_plugin.py b/backends/advanced/scripts/create_plugin.py
index f24427ad..3f379dd6 100755
--- a/backends/advanced/scripts/create_plugin.py
+++ b/backends/advanced/scripts/create_plugin.py
@@ -16,7 +16,7 @@
 
 def snake_to_pascal(snake_str: str) -> str:
     """Convert snake_case to PascalCase."""
-    return ''.join(word.capitalize() for word in snake_str.split('_'))
+    return "".join(word.capitalize() for word in snake_str.split("_"))
 
 
 def create_plugin(plugin_name: str, force: bool = False):
@@ -28,19 +28,19 @@ def create_plugin(plugin_name: str, force: bool = False):
         force: Overwrite existing plugin if True
     """
     # Validate plugin name
-    if not plugin_name.replace('_', '').isalnum():
+    if not plugin_name.replace("_", "").isalnum():
         print(f"❌ Error: Plugin name must be alphanumeric with underscores")
         print(f"   Got: {plugin_name}")
         print(f"   Example: my_awesome_plugin")
         sys.exit(1)
 
     # Convert to class name
-    class_name = snake_to_pascal(plugin_name) + 'Plugin'
+    class_name = snake_to_pascal(plugin_name) + "Plugin"
 
     # Get plugins directory (repo root plugins/)
     script_dir = Path(__file__).parent
     backend_dir = script_dir.parent
-    plugins_dir = backend_dir.parent.parent / 'plugins'
+    plugins_dir = backend_dir.parent.parent / "plugins"
     plugin_dir = plugins_dir / plugin_name
 
     # Check if plugin already exists
@@ -70,7 +70,7 @@ def create_plugin(plugin_name: str, force: bool = False):
 __all__ = ['{class_name}']
 '''
 
-    init_file = plugin_dir / '__init__.py'
+    init_file = plugin_dir / "__init__.py"
     print(f"📝 Creating {init_file}")
     init_file.write_text(init_content, encoding="utf-8")
 
@@ -271,12 +271,12 @@ async def _my_helper_method(self, data: Any) -> Any:
         pass
 '''
 
-    plugin_file = plugin_dir / 'plugin.py'
+    plugin_file = plugin_dir / "plugin.py"
     print(f"📝 Creating {plugin_file}")
-    plugin_file.write_text(plugin_content,encoding="utf-8")
+    plugin_file.write_text(plugin_content, encoding="utf-8")
 
     # Create README.md
-    readme_content = f'''# {class_name}
+    readme_content = f"""# {class_name}
 
 [Brief description of what your plugin does]
 
@@ -363,9 +363,9 @@ async def _my_helper_method(self, data: Any) -> Any:
 ## License
 
 MIT License - see project LICENSE file for details.
-'''
+"""
 
-    readme_file = plugin_dir / 'README.md'
+    readme_file = plugin_dir / "README.md"
     print(f"📝 Creating {readme_file}")
     readme_file.write_text(readme_content, encoding="utf-8")
 
@@ -402,23 +402,23 @@ async def _my_helper_method(self, data: Any) -> Any:
 
 def main():
     parser = argparse.ArgumentParser(
-        description='Create a new Chronicle plugin with boilerplate structure',
+        description="Create a new Chronicle plugin with boilerplate structure",
         formatter_class=argparse.RawDescriptionHelpFormatter,
-        epilog='''
+        epilog="""
 Examples:
   uv run python scripts/create_plugin.py my_awesome_plugin
   uv run python scripts/create_plugin.py slack_notifier
   uv run python scripts/create_plugin.py todo_extractor --force
-        '''
+        """,
     )
     parser.add_argument(
-        'plugin_name',
-        help='Plugin name in snake_case (e.g., my_awesome_plugin)'
+        "plugin_name", help="Plugin name in snake_case (e.g., my_awesome_plugin)"
     )
     parser.add_argument(
-        '--force', '-f',
-        action='store_true',
-        help='Overwrite existing plugin if it exists'
+        "--force",
+        "-f",
+        action="store_true",
+        help="Overwrite existing plugin if it exists",
     )
 
     args = parser.parse_args()
@@ -433,5 +433,5 @@ def main():
         sys.exit(1)
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     main()
diff --git a/backends/advanced/scripts/delete_all_conversations_api.py b/backends/advanced/scripts/delete_all_conversations_api.py
deleted file mode 100755
index 2c47f263..00000000
--- a/backends/advanced/scripts/delete_all_conversations_api.py
+++ /dev/null
@@ -1,132 +0,0 @@
-#!/usr/bin/env python3
-"""
-Script to delete all conversations using the API endpoints.
-This uses the proper API authentication and endpoints.
-"""
-
-import asyncio
-import os
-import sys
-import argparse
-from pathlib import Path
-import aiohttp
-from dotenv import load_dotenv
-
-# Load environment variables
-load_dotenv(Path(__file__).parent.parent / ".env")
-
-
-async def get_auth_token():
-    """Get admin authentication token."""
-    admin_email = os.getenv("ADMIN_EMAIL")
-    admin_password = os.getenv("ADMIN_PASSWORD")
-    
-    if not admin_email or not admin_password:
-        print("Error: ADMIN_EMAIL and ADMIN_PASSWORD must be set in .env file")
-        sys.exit(1)
-    
-    base_url = "http://localhost:8000"
-    
-    async with aiohttp.ClientSession() as session:
-        # Login to get token
-        login_data = {
-            "username": admin_email,
-            "password": admin_password
-        }
-        
-        async with session.post(
-            f"{base_url}/auth/jwt/login",
-            data=login_data
-        ) as response:
-            if response.status != 200:
-                print(f"Failed to login: {response.status}")
-                text = await response.text()
-                print(f"Response: {text}")
-                sys.exit(1)
-            
-            result = await response.json()
-            return result["access_token"]
-
-
-async def delete_all_conversations(skip_prompt=False):
-    """Delete all conversations using the API."""
-    
-    base_url = "http://localhost:8000"
-    
-    # Get auth token
-    print("Getting admin authentication token...")
-    token = await get_auth_token()
-    
-    headers = {
-        "Authorization": f"Bearer {token}"
-    }
-    
-    async with aiohttp.ClientSession() as session:
-        # First, get all conversations
-        print("Fetching all conversations...")
-        async with session.get(
-            f"{base_url}/api/conversations",
-            headers=headers
-        ) as response:
-            if response.status != 200:
-                print(f"Failed to fetch conversations: {response.status}")
-                text = await response.text()
-                print(f"Response: {text}")
-                return
-            
-            data = await response.json()
-            
-        # Extract conversations from nested structure
-        conversations_dict = data.get("conversations", {})
-        conversations = []
-        for client_id, client_conversations in conversations_dict.items():
-            conversations.extend(client_conversations)
-            
-        print(f"Found {len(conversations)} conversations")
-        
-        if len(conversations) == 0:
-            print("No conversations to delete")
-            return
-        
-        # Confirm deletion unless --yes flag is used
-        if not skip_prompt:
-            response = input(f"Are you sure you want to delete ALL {len(conversations)} conversations? (yes/no): ")
-            if response.lower() != "yes":
-                print("Deletion cancelled")
-                return
-        
-        # Delete each conversation
-        deleted_count = 0
-        failed_count = 0
-        
-        for conv in conversations:
-            audio_uuid = conv.get("audio_uuid")
-            if not audio_uuid:
-                print(f"Skipping conversation without audio_uuid: {conv.get('_id')}")
-                continue
-            
-            # Delete the conversation
-            async with session.delete(
-                f"{base_url}/api/conversations/{audio_uuid}",
-                headers=headers
-            ) as response:
-                if response.status == 200:
-                    deleted_count += 1
-                    print(f"Deleted conversation {audio_uuid} ({deleted_count}/{len(conversations)})")
-                else:
-                    failed_count += 1
-                    text = await response.text()
-                    print(f"Failed to delete {audio_uuid}: {response.status} - {text}")
-        
-        print(f"\nDeletion complete:")
-        print(f"  Successfully deleted: {deleted_count}")
-        print(f"  Failed: {failed_count}")
-
-
-if __name__ == "__main__":
-    # Parse command line arguments
-    parser = argparse.ArgumentParser(description='Delete all conversations')
-    parser.add_argument('--yes', '-y', action='store_true', help='Skip confirmation prompt')
-    args = parser.parse_args()
-    
-    asyncio.run(delete_all_conversations(skip_prompt=args.yes))
\ No newline at end of file
diff --git a/backends/advanced/scripts/laptop_client.py b/backends/advanced/scripts/laptop_client.py
deleted file mode 100644
index a0047f3b..00000000
--- a/backends/advanced/scripts/laptop_client.py
+++ /dev/null
@@ -1,249 +0,0 @@
-import argparse
-import asyncio
-import json
-import logging
-
-import aiohttp
-import websockets
-import websockets.exceptions
-from easy_audio_interfaces.extras.local_audio import InputMicStream
-from wyoming.audio import AudioChunk, AudioStart, AudioStop
-
-logger = logging.getLogger(__name__)
-logging.basicConfig(level=logging.INFO)
-
-# Default WebSocket settings
-DEFAULT_HOST = "localhost"
-DEFAULT_PORT = 8000
-DEFAULT_ENDPOINT = "/ws?codec=pcm"
-
-# Audio format will be determined from the InputMicStream instance
-
-
-def build_websocket_uri(
-    host: str, port: int, endpoint: str, token: str | None = None, device_name: str = "laptop"
-) -> str:
-    """Build WebSocket URI with JWT token authentication."""
-    base_uri = f"ws://{host}:{port}{endpoint}"
-    params = []
-    if token:
-        params.append(f"token={token}")
-    if device_name:
-        params.append(f"device_name={device_name}")
-
-    if params:
-        base_uri += "?" + "&".join(params)
-    return base_uri
-
-
-async def authenticate_with_credentials(host: str, port: int, username: str, password: str) -> str:
-    """Authenticate with username/password and return JWT token."""
-    auth_url = f"http://{host}:{port}/auth/jwt/login"
-
-    # Prepare form data for authentication
-    form_data = aiohttp.FormData()
-    form_data.add_field("username", username)
-    form_data.add_field("password", password)
-
-    try:
-        async with aiohttp.ClientSession() as session:
-            async with session.post(auth_url, data=form_data) as response:
-                if response.status == 200:
-                    result = await response.json()
-                    token = result.get("access_token")
-                    if token:
-                        logger.info(f"Successfully authenticated user '{username}'")
-                        return token
-                    else:
-                        raise Exception("No access token received from server")
-                elif response.status == 400:
-                    error_detail = await response.text()
-                    raise Exception(f"Authentication failed: Invalid credentials - {error_detail}")
-                else:
-                    error_detail = await response.text()
-                    raise Exception(
-                        f"Authentication failed with status {response.status}: {error_detail}"
-                    )
-    except aiohttp.ClientError as e:
-        raise Exception(f"Failed to connect to authentication server: {e}")
-
-
-def validate_auth_args(args):
-    """Validate that exactly one authentication method is provided."""
-    has_token = bool(args.token)
-    has_credentials = bool(args.username and args.password)
-
-    if not has_token and not has_credentials:
-        raise ValueError(
-            "Authentication required: Please provide either --token OR both --username and --password"
-        )
-
-    if has_token and has_credentials:
-        raise ValueError(
-            "Conflicting authentication methods: Please provide either --token OR --username/--password, not both"
-        )
-
-    if args.username and not args.password:
-        raise ValueError(
-            "Username provided but password missing: Both --username and --password are required"
-        )
-
-    if args.password and not args.username:
-        raise ValueError(
-            "Password provided but username missing: Both --username and --password are required"
-        )
-
-
-async def send_wyoming_event(websocket, wyoming_event):
-    """Send a Wyoming protocol event over WebSocket.
-    
-    Based on how the backend processes Wyoming events, they expect:
-    1. JSON header line ending with \n
-    2. Optional binary payload if payload_length > 0
-    
-    This replicates Wyoming's async_write_event behavior for WebSocket transport.
-    """
-    # Get the event data from Wyoming event
-    event_data = wyoming_event.event()
-    
-    # Build event dict like Wyoming's async_write_event does
-    event_dict = event_data.to_dict()
-    event_dict["version"] = "1.0.0"  # Wyoming adds version
-    
-    # Add payload_length if payload exists (critical for audio chunks!)
-    if event_data.payload:
-        event_dict["payload_length"] = len(event_data.payload)
-    
-    # Send JSON header
-    json_header = json.dumps(event_dict) + '\n'
-    await websocket.send(json_header)
-    logger.debug(f"Sent Wyoming event: {event_data.type} (payload_length: {event_dict.get('payload_length', 0)})")
-    
-    # Send binary payload if exists
-    if event_data.payload:
-        await websocket.send(event_data.payload)
-        logger.debug(f"Sent audio payload: {len(event_data.payload)} bytes")
-
-
-async def main():
-    # Parse command line arguments
-    parser = argparse.ArgumentParser(
-        description="Laptop audio client for OMI backend with dual authentication modes"
-    )
-    parser.add_argument("--host", default=DEFAULT_HOST, help="WebSocket server host")
-    parser.add_argument("--port", type=int, default=DEFAULT_PORT, help="WebSocket server port")
-    parser.add_argument("--endpoint", default=DEFAULT_ENDPOINT, help="WebSocket endpoint")
-
-    # Authentication options (mutually exclusive)
-    auth_group = parser.add_argument_group("authentication", "Choose one authentication method")
-    auth_group.add_argument("--token", help="JWT authentication token")
-    auth_group.add_argument("--username", help="Username for login authentication")
-    auth_group.add_argument("--password", help="Password for login authentication")
-
-    parser.add_argument(
-        "--device-name", default="laptop", help="Device name for client identification"
-    )
-    args = parser.parse_args()
-
-    # Validate authentication arguments
-    try:
-        validate_auth_args(args)
-    except ValueError as e:
-        logger.error(f"Authentication error: {e}")
-        parser.print_help()
-        return
-
-    # Get or obtain authentication token
-    token = None
-
-    if args.token:
-        # Use provided token directly
-        token = args.token
-        print(f"Using provided JWT token: {token[:8]}...")
-
-    elif args.username and args.password:
-        # Authenticate with username/password to get token
-        print(f"Authenticating with username: {args.username}")
-        try:
-            token = await authenticate_with_credentials(
-                args.host, args.port, args.username, args.password
-            )
-            print(f"Authentication successful! Received token: {token[:8]}...")
-        except Exception as e:
-            logger.error(f"Authentication failed: {e}")
-            return
-
-    # Build WebSocket URI
-    ws_uri = build_websocket_uri(args.host, args.port, args.endpoint, token, args.device_name)
-    print(f"Connecting to {ws_uri}")
-    print(f"Using device name: {args.device_name}")
-
-    try:
-        async with websockets.connect(ws_uri) as websocket:
-            print("Connected to WebSocket")
-
-            async def send_audio():
-                """Capture audio from microphone and send Wyoming protocol audio events"""
-                try:
-                    # Send audio-start event to begin session
-                    async with InputMicStream(chunk_size=512) as stream:
-                        audio_start = AudioStart(
-                            rate=stream.sample_rate,
-                            width=stream.sample_width,
-                            channels=stream.channels
-                        )
-                        await send_wyoming_event(websocket, audio_start)
-                        logger.info(f"Sent audio-start event (rate={stream.sample_rate}, width={stream.sample_width}, channels={stream.channels})")
-                        while True:
-                            try:
-                                data = await stream.read()
-                                if data and data.audio:
-                                    # Create Wyoming AudioChunk with format from stream
-                                    audio_chunk = AudioChunk(
-                                        audio=data.audio,
-                                        rate=stream.sample_rate,
-                                        width=stream.sample_width,
-                                        channels=stream.channels
-                                    )
-                                    await send_wyoming_event(websocket, audio_chunk)
-                                    logger.debug(f"Sent audio chunk: {len(data.audio)} bytes")
-                                await asyncio.sleep(0.01)  # Small delay to prevent overwhelming
-                            except websockets.exceptions.ConnectionClosed:
-                                logger.info("WebSocket connection closed during audio sending")
-                                break
-                            except Exception as e:
-                                logger.error(f"Error sending audio: {e}")
-                                break
-                                
-                except Exception as e:
-                    logger.error(f"Error in audio session: {e}")
-                finally:
-                    # Send audio-stop event to end session
-                    try:
-                        audio_stop = AudioStop()
-                        await send_wyoming_event(websocket, audio_stop)
-                        logger.info("Sent audio-stop event")
-                    except Exception as e:
-                        logger.error(f"Error sending audio-stop: {e}")
-
-            async def receive_messages():
-                """Receive any messages from the WebSocket server"""
-                try:
-                    async for message in websocket:
-                        print(f"Received message: {message}")
-                except websockets.exceptions.ConnectionClosed:
-                    logger.info("WebSocket connection closed during message receiving")
-                except Exception as e:
-                    logger.error(f"Error receiving messages: {e}")
-
-            # Run both audio sending and message receiving concurrently
-            await asyncio.gather(send_audio(), receive_messages())
-
-    except ConnectionRefusedError:
-        logger.error(f"Could not connect to {ws_uri}. Make sure the server is running.")
-    except Exception as e:
-        logger.error(f"Error connecting to WebSocket: {e}")
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
diff --git a/backends/advanced/scripts/purge_orphaned_deferred_jobs.py b/backends/advanced/scripts/purge_orphaned_deferred_jobs.py
new file mode 100644
index 00000000..c52e2f3e
--- /dev/null
+++ b/backends/advanced/scripts/purge_orphaned_deferred_jobs.py
@@ -0,0 +1,46 @@
+"""Manual cleanup: delete orphaned deferred RQ jobs.
+
+A deferred job is "orphaned" when nothing will ever promote it: none of its
+dependencies is still pending (every dependency is either missing from Redis —
+evicted/deleted — or already terminal). The detection + deletion logic lives in
+:mod:`advanced_omi_backend.services.job_reaper` and is shared with the periodic
+backstop reaper (services/reaper.py); this is just a CLI wrapper for an on-demand
+sweep.
+
+Usage (run where the backend package is importable):
+    python scripts/purge_orphaned_deferred_jobs.py            # dry run
+    python scripts/purge_orphaned_deferred_jobs.py --delete   # actually delete
+"""
+
+import sys
+
+from advanced_omi_backend.services.job_reaper import (
+    find_orphaned_deferred_jobs,
+    reap_orphaned_deferred_jobs,
+)
+
+
+def main() -> int:
+    if "--delete" not in sys.argv:
+        orphans = find_orphaned_deferred_jobs()
+        print(f"Found {len(orphans)} orphaned deferred job(s):")
+        for queue_name, job_id, conv, reason in orphans:
+            print(f"  [{queue_name}] {job_id} conv={conv} :: {reason}")
+        print(
+            "\nDRY RUN — re-run with --delete to remove them (deletion cascades "
+            "through dependent chains)."
+        )
+        return 0
+
+    result = reap_orphaned_deferred_jobs()
+    for d in result["details"]:
+        print(f"  deleted [{d['queue']}] {d['job_id']} conv={d['conversation_id']}")
+    print(f"\nDeleted {result['deleted']} orphaned deferred job(s) total.")
+    remaining = find_orphaned_deferred_jobs()
+    if remaining:
+        print(f"WARNING: {len(remaining)} orphan(s) still remain.")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/backends/advanced/src/advanced_omi_backend/app_config.py b/backends/advanced/src/advanced_omi_backend/app_config.py
index 5ed50618..ed6a8944 100644
--- a/backends/advanced/src/advanced_omi_backend/app_config.py
+++ b/backends/advanced/src/advanced_omi_backend/app_config.py
@@ -34,7 +34,9 @@ def __init__(self):
         # MongoDB Configuration
         self.mongodb_uri = os.getenv("MONGODB_URI", "mongodb://mongo:27017")
         self.mongodb_database = os.getenv("MONGODB_DATABASE", "chronicle")
-        self.mongo_client = AsyncIOMotorClient(self.mongodb_uri)
+        self.mongo_client = AsyncIOMotorClient(
+            self.mongodb_uri, w="majority", journal=True
+        )
         self.db = self.mongo_client.get_default_database(self.mongodb_database)
         self.users_col = self.db["users"]
         self.speakers_col = self.db["speakers"]
@@ -57,11 +59,11 @@ def __init__(self):
                 f"✅ Using {self.transcription_provider.name} transcription provider ({self.transcription_provider.mode})"
             )
         else:
-            logger.warning("⚠️ No transcription provider configured - speech-to-text will not be available")
+            logger.warning(
+                "⚠️ No transcription provider configured - speech-to-text will not be available"
+            )
 
         # External Services Configuration
-        self.qdrant_base_url = os.getenv("QDRANT_BASE_URL", "qdrant")
-        self.qdrant_port = os.getenv("QDRANT_PORT", "6333")
         # Memory provider from registry
         _reg = get_models_registry()
         _mem = _reg.memory if _reg else {}
@@ -73,7 +75,9 @@ def __init__(self):
         # CORS Configuration
         default_origins = "http://localhost:3000,http://localhost:3001,http://127.0.0.1:3000,http://127.0.0.1:3002"
         self.cors_origins = os.getenv("CORS_ORIGINS", default_origins)
-        self.allowed_origins = [origin.strip() for origin in self.cors_origins.split(",") if origin.strip()]
+        self.allowed_origins = [
+            origin.strip() for origin in self.cors_origins.split(",") if origin.strip()
+        ]
 
         # Tailscale support
         self.tailscale_regex = r"http://100\.\d{1,3}\.\d{1,3}\.\d{1,3}:3000"
@@ -105,15 +109,6 @@ def get_audio_chunk_dir() -> Path:
 def get_mongo_collections():
     """Get MongoDB collections."""
     return {
-        'users': app_config.users_col,
-        'speakers': app_config.speakers_col,
-    }
-
-
-def get_redis_config():
-    """Get Redis configuration."""
-    return {
-        'url': app_config.redis_url,
-        'encoding': "utf-8",
-        'decode_responses': False
+        "users": app_config.users_col,
+        "speakers": app_config.speakers_col,
     }
diff --git a/backends/advanced/src/advanced_omi_backend/app_factory.py b/backends/advanced/src/advanced_omi_backend/app_factory.py
index 74cddd49..ded97e6e 100644
--- a/backends/advanced/src/advanced_omi_backend/app_factory.py
+++ b/backends/advanced/src/advanced_omi_backend/app_factory.py
@@ -7,12 +7,12 @@
 
 import asyncio
 import logging
+import os
+import time
 from contextlib import asynccontextmanager
-from pathlib import Path
 
-import redis.asyncio as redis
+from beanie import init_beanie
 from fastapi import FastAPI
-from fastapi.staticfiles import StaticFiles
 
 from advanced_omi_backend.app_config import get_app_config
 from advanced_omi_backend.auth import (
@@ -25,6 +25,19 @@
 )
 from advanced_omi_backend.client_manager import get_client_manager
 from advanced_omi_backend.middleware.app_middleware import setup_middleware
+from advanced_omi_backend.models.annotation import Annotation
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import (
+    CaptureSource,
+    DeviceInputItem,
+    DeviceInputJob,
+    PairingCode,
+)
+from advanced_omi_backend.models.memory_audit import MemoryAuditEntry
+from advanced_omi_backend.models.system_event import SystemEvent
+from advanced_omi_backend.models.waveform import WaveformData
+from advanced_omi_backend.redis_factory import create_async_redis
 from advanced_omi_backend.routers.api_router import router as api_router
 from advanced_omi_backend.routers.modules.health_routes import router as health_router
 from advanced_omi_backend.routers.modules.websocket_routes import (
@@ -47,244 +60,366 @@
 application_logger = logging.getLogger("audio_processing")
 
 
-async def initialize_openmemory_user() -> None:
-    """Initialize and register OpenMemory user if using OpenMemory MCP provider.
-
-    This function:
-    - Checks if OpenMemory MCP is configured as the memory provider
-    - Registers the configured user with OpenMemory server
-    - Creates a test memory and deletes it to trigger user creation
-    - Logs success or warning if OpenMemory is not reachable
-    """
-    from advanced_omi_backend.services.memory.config import (
-        MemoryProvider,
-        build_memory_config_from_env,
-    )
-
-    memory_provider_config = build_memory_config_from_env()
-
-    if memory_provider_config.memory_provider != MemoryProvider.OPENMEMORY_MCP:
-        return
-
-    try:
-        from advanced_omi_backend.services.memory.providers.mcp_client import MCPClient
-
-        # Get configured user_id and server_url
-        openmemory_config = memory_provider_config.openmemory_config
-        user_id = openmemory_config.get("user_id", "openmemory") if openmemory_config else "openmemory"
-        server_url = openmemory_config.get("server_url", "http://host.docker.internal:8765") if openmemory_config else "http://host.docker.internal:8765"
-        client_name = openmemory_config.get("client_name", "chronicle") if openmemory_config else "chronicle"
-
-        application_logger.info(f"Registering OpenMemory user: {user_id} at {server_url}")
-
-        # Make a lightweight registration call (create and delete dummy memory)
-        async with MCPClient(server_url=server_url, client_name=client_name, user_id=user_id) as client:
-            # Test connection first
-            is_connected = await client.test_connection()
-            if is_connected:
-                # Create and immediately delete a dummy memory to trigger user creation
-                memory_ids = await client.add_memories("Chronicle initialization - user registration test")
-                if memory_ids:
-                    # Delete the test memory
-                    await client.delete_memory(memory_ids[0])
-                application_logger.info(f"✅ Registered OpenMemory user: {user_id}")
-            else:
-                application_logger.warning(f"⚠️  OpenMemory MCP not reachable at {server_url}")
-                application_logger.info("User will be auto-created on first memory operation")
-    except Exception as e:
-        application_logger.warning(f"⚠️  Could not register OpenMemory user: {e}")
-        application_logger.info("User will be auto-created on first memory operation")
-
-
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     """Manage application lifespan events."""
     config = get_app_config()
+    startup_start = time.monotonic()
 
     # Startup
     application_logger.info("Starting application...")
 
+    # ── Phase 1 (sequential — dependencies) ──────────────────────────
+    phase_start = time.monotonic()
+
     # Initialize Beanie for all document models
     try:
-        from beanie import init_beanie
-
-        from advanced_omi_backend.models.annotation import Annotation
-        from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
-        from advanced_omi_backend.models.conversation import Conversation
-        from advanced_omi_backend.models.user import User
-        from advanced_omi_backend.models.waveform import WaveformData
-
         await init_beanie(
             database=config.db,
-            document_models=[User, Conversation, AudioChunkDocument, WaveformData, Annotation],
+            document_models=[
+                User,
+                Conversation,
+                AudioChunkDocument,
+                WaveformData,
+                Annotation,
+                MemoryAuditEntry,
+                SystemEvent,
+                CaptureSource,
+                PairingCode,
+                DeviceInputItem,
+                DeviceInputJob,
+            ],
         )
         application_logger.info("Beanie initialized for all document models")
     except Exception as e:
         application_logger.error(f"Failed to initialize Beanie: {e}")
         raise
 
-    # Create admin user if needed
+    # Create admin user if needed (requires Beanie)
     try:
         await create_admin_user_if_needed()
     except Exception as e:
         application_logger.error(f"Failed to create admin user: {e}")
-        # Don't raise here as this is not critical for startup
 
-    # Initialize Redis connection for RQ
-    try:
-        from advanced_omi_backend.controllers.queue_controller import redis_conn
-        redis_conn.ping()
-        application_logger.info("Redis connection established for RQ")
-        application_logger.info("RQ workers can be started with: rq worker transcription memory default")
-    except Exception as e:
-        application_logger.error(f"Failed to connect to Redis for RQ: {e}")
-        application_logger.warning("RQ queue system will not be available - check Redis connection")
+    application_logger.info(
+        f"Phase 1 (Beanie + admin) completed in {time.monotonic() - phase_start:.2f}s"
+    )
 
-    # Initialize BackgroundTaskManager (must happen before any code path uses it)
-    try:
-        task_manager = init_task_manager()
-        await task_manager.start()
-        application_logger.info("BackgroundTaskManager initialized and started")
-    except Exception as e:
-        application_logger.error(f"Failed to initialize task manager: {e}")
-        raise  # Task manager is essential
+    # ── Phase 2 (parallel — all independent) ─────────────────────────
+    phase_start = time.monotonic()
 
-    # Initialize ClientManager eagerly (prevents lazy race on first WebSocket connect)
-    get_client_manager()
-    application_logger.info("ClientManager initialized")
+    async def _init_redis_rq():
+        try:
+            from advanced_omi_backend.controllers.queue_controller import redis_conn
 
-    # Initialize prompt registry with defaults; seed into LangFuse in background
-    try:
-        from advanced_omi_backend.prompt_defaults import register_all_defaults
-        from advanced_omi_backend.prompt_registry import get_prompt_registry
+            redis_conn.ping()
+            application_logger.info("Redis connection established for RQ")
+        except Exception as e:
+            application_logger.error(f"Failed to connect to Redis for RQ: {e}")
+            application_logger.warning(
+                "RQ queue system will not be available - check Redis connection"
+            )
 
-        prompt_registry = get_prompt_registry()
-        register_all_defaults(prompt_registry)
-        application_logger.info(
-            f"Prompt registry initialized with {len(prompt_registry._defaults)} defaults"
-        )
+    async def _init_task_manager():
+        try:
+            tm = init_task_manager()
+            await tm.start()
+            application_logger.info("BackgroundTaskManager initialized and started")
+        except Exception as e:
+            application_logger.error(f"Failed to initialize task manager: {e}")
+            raise  # Task manager is essential
 
-        # Seed prompts in background — Langfuse may not be ready at startup
-        async def _deferred_seed():
-            await asyncio.sleep(10)
-            await prompt_registry.seed_prompts()
+    async def _init_client_manager():
+        get_client_manager()
+        application_logger.info("ClientManager initialized")
 
-        asyncio.create_task(_deferred_seed())
-    except Exception as e:
-        application_logger.warning(f"Prompt registry initialization failed: {e}")
+    async def _init_otel():
+        try:
+            from advanced_omi_backend.observability.otel_setup import init_otel
 
-    # Initialize LLM client eagerly (catch config errors at startup, not on first request)
-    try:
-        from advanced_omi_backend.llm_client import get_llm_client
-        get_llm_client()
-        application_logger.info("LLM client initialized from config.yml")
-    except Exception as e:
-        application_logger.warning(f"LLM client initialization deferred: {e}")
+            init_otel()
+        except Exception as e:
+            application_logger.warning(f"OTEL initialization skipped: {e}")
 
-    # Initialize audio stream service for Redis Streams
-    try:
-        audio_service = get_audio_stream_service()
-        await audio_service.connect()
-        application_logger.info("Audio stream service connected to Redis Streams")
-        application_logger.info("Audio stream workers can be started with: python -m advanced_omi_backend.workers.audio_stream_worker")
-    except Exception as e:
-        application_logger.error(f"Failed to connect audio stream service: {e}")
-        application_logger.warning("Redis Streams audio processing will not be available")
+    async def _init_prompt_registry():
+        try:
+            from advanced_omi_backend.prompt_defaults import register_all_defaults
+            from advanced_omi_backend.prompt_registry import get_prompt_registry
 
-    # Initialize Redis client for audio streaming producer (used by WebSocket handlers)
-    try:
-        app.state.redis_audio_stream = await redis.from_url(
-            config.redis_url,
-            encoding="utf-8",
-            decode_responses=False
-        )
-        from advanced_omi_backend.services.audio_stream import AudioStreamProducer
-        app.state.audio_stream_producer = AudioStreamProducer(app.state.redis_audio_stream)
-        application_logger.info("✅ Redis client for audio streaming producer initialized")
+            registry = get_prompt_registry()
+            register_all_defaults(registry)
+            application_logger.info(
+                f"Prompt registry initialized with {len(registry._defaults)} defaults"
+            )
+        except Exception as e:
+            application_logger.warning(f"Prompt registry initialization failed: {e}")
+
+    await asyncio.gather(
+        _init_redis_rq(),
+        _init_task_manager(),
+        _init_client_manager(),
+        _init_otel(),
+        _init_prompt_registry(),
+    )
+
+    application_logger.info(
+        f"Phase 2 (Redis/TaskMgr/ClientMgr/OTEL/Prompts) completed in {time.monotonic() - phase_start:.2f}s"
+    )
+
+    # ── Phase 3 (parallel — OTEL done, safe for LLM patching) ────────
+    phase_start = time.monotonic()
+
+    async def _init_llm_client():
+        try:
+            from advanced_omi_backend.llm_client import get_llm_client
+
+            get_llm_client()
+            application_logger.info("LLM client initialized from config.yml")
+        except Exception as e:
+            application_logger.warning(f"LLM client initialization deferred: {e}")
+
+    async def _init_audio_stream_service():
+        try:
+            audio_service = get_audio_stream_service()
+            await audio_service.connect()
+            application_logger.info("Audio stream service connected to Redis Streams")
+        except Exception as e:
+            application_logger.error(f"Failed to connect audio stream service: {e}")
+            application_logger.warning(
+                "Redis Streams audio processing will not be available"
+            )
+
+    async def _init_redis_audio_producer():
+        try:
+            app.state.redis_audio_stream = create_async_redis(decode_responses=False)
+            from advanced_omi_backend.services.audio_stream import AudioStreamProducer
 
-        # Initialize ClientManager Redis for cross-container client→user mapping
-        from advanced_omi_backend.client_manager import (
-            initialize_redis_for_client_manager,
+            app.state.audio_stream_producer = AudioStreamProducer(
+                app.state.redis_audio_stream
+            )
+            application_logger.info(
+                "Redis client for audio streaming producer initialized"
+            )
+
+            from advanced_omi_backend.client_manager import (
+                initialize_redis_for_client_manager,
+            )
+
+            initialize_redis_for_client_manager()
+        except Exception as e:
+            application_logger.error(
+                f"Failed to initialize Redis client for audio streaming: {e}",
+                exc_info=True,
+            )
+            application_logger.warning("Audio streaming producer will not be available")
+
+    async def _deferred_prompt_seed():
+        """Seed prompts into Langfuse with retry backoff."""
+        try:
+            from advanced_omi_backend.prompt_registry import get_prompt_registry
+
+            registry = get_prompt_registry()
+        except Exception:
+            return
+
+        backoff_delays = [0, 2, 4, 8, 16, 32]
+        for delay in backoff_delays:
+            if delay:
+                await asyncio.sleep(delay)
+            try:
+                await registry.seed_prompts()
+                application_logger.info("Prompt seeding to Langfuse completed")
+                return
+            except Exception as e:
+                application_logger.debug(
+                    f"Prompt seeding attempt failed (next retry in {delay}s): {e}"
+                )
+        application_logger.warning(
+            "Prompt seeding to Langfuse failed after all retries"
         )
-        initialize_redis_for_client_manager(config.redis_url)
 
-    except Exception as e:
-        application_logger.error(f"Failed to initialize Redis client for audio streaming: {e}", exc_info=True)
-        application_logger.warning("Audio streaming producer will not be available")
+    await asyncio.gather(
+        _init_llm_client(),
+        _init_audio_stream_service(),
+        _init_redis_audio_producer(),
+    )
 
-    # Skip memory service pre-initialization to avoid blocking FastAPI startup
-    # Memory service will be lazily initialized when first used
-    application_logger.info("Memory service will be initialized on first use (lazy loading)")
+    # Launch deferred prompt seeding as a fire-and-forget background task
+    asyncio.create_task(_deferred_prompt_seed())
 
-    # Register OpenMemory user if using openmemory_mcp provider
-    await initialize_openmemory_user()
+    application_logger.info(
+        f"Phase 3 (LLM/AudioStream/RedisProducer) completed in {time.monotonic() - phase_start:.2f}s"
+    )
+
+    # ── Phase 4 (parallel — all independent) ─────────────────────────
+    phase_start = time.monotonic()
+
+    application_logger.info(
+        "Memory service will be initialized on first use (lazy loading)"
+    )
+
+    async def _init_cron_scheduler():
+        try:
+            from advanced_omi_backend.controllers.data_audit_controller import (
+                run_auto_clean_cron,
+            )
+            from advanced_omi_backend.cron_scheduler import (
+                get_scheduler,
+                register_cron_job,
+            )
+            from advanced_omi_backend.services.device_audio_ingest import (
+                process_device_audio,
+            )
+            from advanced_omi_backend.services.immich_discovery import (
+                scan_immich_memories,
+            )
+            from advanced_omi_backend.services.observation_curation import (
+                process_observation_curation,
+            )
+            from advanced_omi_backend.workers.annotation_jobs import (
+                surface_error_suggestions,
+            )
+            from advanced_omi_backend.workers.finetuning_jobs import (
+                run_asr_finetuning_job,
+                run_asr_jargon_extraction_job,
+                run_speaker_finetuning_job,
+            )
+            from advanced_omi_backend.workers.prompt_optimization_jobs import (
+                run_prompt_optimization_job,
+            )
+
+            register_cron_job("speaker_finetuning", run_speaker_finetuning_job)
+            register_cron_job("asr_finetuning", run_asr_finetuning_job)
+            register_cron_job("asr_jargon_extraction", run_asr_jargon_extraction_job)
+            register_cron_job("prompt_optimization", run_prompt_optimization_job)
+            register_cron_job("annotation_suggestions", surface_error_suggestions)
+            register_cron_job("auto_clean", run_auto_clean_cron)
+            register_cron_job("immich_memories", scan_immich_memories)
+            register_cron_job("device_audio_ingest", process_device_audio)
+            register_cron_job("observation_curation", process_observation_curation)
+
+            scheduler = get_scheduler()
+            await scheduler.start()
+            application_logger.info("Cron scheduler started")
+        except Exception as e:
+            application_logger.warning(f"Cron scheduler failed to start: {e}")
+
+    async def _init_plugins():
+        try:
+            from advanced_omi_backend.services.plugin_service import (
+                init_plugin_router,
+                initialize_plugins,
+                run_plugin_recovery,
+                set_plugin_router,
+            )
+
+            plugin_router = init_plugin_router()
+
+            if plugin_router:
+                await initialize_plugins(plugin_router)
+
+                health = plugin_router.get_health_summary()
+                application_logger.info(
+                    f"Plugins initialized: {health['initialized']}/{health['total']} active"
+                    + (f", {health['degraded']} degraded" if health["degraded"] else "")
+                    + (f", {health['failed']} failed" if health["failed"] else "")
+                )
+
+                app.state.plugin_router = plugin_router
+                set_plugin_router(plugin_router)
+                # Background recovery: retries degraded/failed plugins with backoff
+                # (e.g. Home Assistant on a server that's off at boot) and demotes
+                # initialized plugins whose health_check starts failing.
+                app.state.plugin_recovery_task = asyncio.create_task(
+                    run_plugin_recovery(plugin_router)
+                )
+            else:
+                application_logger.info("No plugins configured")
+                app.state.plugin_router = None
+                app.state.plugin_recovery_task = None
+
+        except Exception as e:
+            application_logger.error(
+                f"Failed to initialize plugin system: {e}", exc_info=True
+            )
+            app.state.plugin_router = None
+            app.state.plugin_recovery_task = None
+
+    await asyncio.gather(
+        _init_cron_scheduler(),
+        _init_plugins(),
+    )
 
-    # Start cron scheduler (requires Redis to be available)
+    application_logger.info(
+        f"Phase 4 (Cron/Plugins) completed in {time.monotonic() - phase_start:.2f}s"
+    )
+
+    # Inbound vault edits (human edits in Obsidian, delivered by Syncthing) are
+    # recorded into the memory audit ledger by a background listener. No-ops when
+    # vault sync isn't configured.
     try:
-        from advanced_omi_backend.cron_scheduler import get_scheduler, register_cron_job
-        from advanced_omi_backend.workers.finetuning_jobs import (
-            run_asr_finetuning_job,
-            run_asr_jargon_extraction_job,
-            run_speaker_finetuning_job,
-        )
-        from advanced_omi_backend.workers.prompt_optimization_jobs import (
-            run_prompt_optimization_job,
+        from advanced_omi_backend.services.memory.syncthing_audit import (
+            start_syncthing_audit_listener,
         )
 
-        register_cron_job("speaker_finetuning", run_speaker_finetuning_job)
-        register_cron_job("asr_finetuning", run_asr_finetuning_job)
-        register_cron_job("asr_jargon_extraction", run_asr_jargon_extraction_job)
-        register_cron_job("prompt_optimization", run_prompt_optimization_job)
-
-        scheduler = get_scheduler()
-        await scheduler.start()
-        application_logger.info("Cron scheduler started")
+        app.state.syncthing_audit_task = start_syncthing_audit_listener()
     except Exception as e:
-        application_logger.warning(f"Cron scheduler failed to start: {e}")
+        application_logger.warning(f"Syncthing memory-audit listener not started: {e}")
+        app.state.syncthing_audit_task = None
 
-    # SystemTracker is used for monitoring and debugging
-    application_logger.info("Using SystemTracker for monitoring and debugging")
+    # Backstop reaper: one periodic loop that force-cleans stale clients (zombie
+    # "connected" devices), orphaned audio streams the idle-timeout path missed, and
+    # orphaned deferred RQ jobs whose dependency was deleted (never promotable).
+    try:
+        from advanced_omi_backend.services.reaper import run_reaper
 
-    # Initialize plugins using plugin service
+        app.state.reaper_task = asyncio.create_task(run_reaper())
+    except Exception as e:
+        application_logger.warning(f"Reaper not started: {e}")
+        app.state.reaper_task = None
+
+    # Observability: drain the system-event ingest list (filled by RQ workers and the
+    # catch-all log handler) into Mongo + SSE, and poll service health to record
+    # crash-loop / down / recovered transitions.
     try:
-        from advanced_omi_backend.services.plugin_service import (
-            init_plugin_router,
-            set_plugin_router,
+        from advanced_omi_backend.services.observability import run_event_ingest_drain
+        from advanced_omi_backend.services.observability.health_poller import (
+            run_health_poller,
         )
 
-        plugin_router = init_plugin_router()
-
-        if plugin_router:
-            # Initialize async resources for each enabled plugin
-            for plugin_id, plugin in plugin_router.plugins.items():
-                if plugin.enabled:
-                    try:
-                        await plugin.initialize()
-                        plugin_router.mark_plugin_initialized(plugin_id)
-                        application_logger.info(f"✅ Plugin '{plugin_id}' initialized")
-                    except Exception as e:
-                        plugin_router.mark_plugin_failed(plugin_id, str(e))
-                        application_logger.error(f"Failed to initialize plugin '{plugin_id}': {e}", exc_info=True)
-
-            health = plugin_router.get_health_summary()
-            application_logger.info(
-                f"Plugins initialized: {health['initialized']}/{health['total']} active"
-                + (f", {health['failed']} failed" if health['failed'] else "")
-            )
-
-            # Store in app state for API access
-            app.state.plugin_router = plugin_router
-            # Register with plugin service for worker access
-            set_plugin_router(plugin_router)
-        else:
-            application_logger.info("No plugins configured")
-            app.state.plugin_router = None
+        app.state.system_event_drain_task = asyncio.create_task(
+            run_event_ingest_drain()
+        )
+        app.state.health_poller_task = asyncio.create_task(run_health_poller(app))
+    except Exception as e:
+        application_logger.warning(f"Observability tasks not started: {e}")
+        app.state.system_event_drain_task = None
+        app.state.health_poller_task = None
+
+    # One-shot startup reconcile: recompute processing_status from facts once, so any
+    # drift left before this version (or by a failure callback that itself died) is
+    # healed at boot. Steady-state recovery is now event-driven — the post-conversation
+    # chain uses Retry + Dependency(allow_failure=True) + an on_failure callback, so a
+    # crashed/abandoned job recovers and surfaces a system event on its own without a
+    # periodic poll. This boot sweep + the admin endpoint
+    # (/api/admin/conversations/reconcile-status) are the remaining backstops. Run as a
+    # background task so the (full-collection) scan doesn't block startup.
+    try:
+        from advanced_omi_backend.services.status_reconciler import (
+            reconcile_conversation_statuses,
+        )
 
+        app.state.status_reconciler_task = asyncio.create_task(
+            reconcile_conversation_statuses()
+        )
     except Exception as e:
-        application_logger.error(f"Failed to initialize plugin system: {e}", exc_info=True)
-        app.state.plugin_router = None
+        application_logger.warning(f"Startup status reconcile not started: {e}")
+        app.state.status_reconciler_task = None
 
-    application_logger.info("Application ready - using application-level processing architecture.")
+    total_startup = time.monotonic() - startup_start
+    application_logger.info(
+        f"Application ready in {total_startup:.2f}s - using application-level processing architecture."
+    )
 
     logger.info("App ready")
     try:
@@ -300,10 +435,51 @@ async def _deferred_seed():
                 from advanced_omi_backend.controllers.websocket_controller import (
                     cleanup_client_state,
                 )
+
                 await cleanup_client_state(client_id)
             except Exception as e:
                 application_logger.error(f"Error cleaning up client {client_id}: {e}")
 
+        # Stop the Syncthing memory-audit listener
+        try:
+            audit_task = getattr(app.state, "syncthing_audit_task", None)
+            if audit_task is not None:
+                audit_task.cancel()
+                application_logger.info("Syncthing memory-audit listener stopped")
+        except Exception as e:
+            application_logger.error(f"Error stopping memory-audit listener: {e}")
+
+        # Stop the backstop reaper
+        try:
+            reaper_task = getattr(app.state, "reaper_task", None)
+            if reaper_task is not None:
+                reaper_task.cancel()
+                application_logger.info("Reaper stopped")
+        except Exception as e:
+            application_logger.error(f"Error stopping reaper: {e}")
+
+        # Stop the plugin recovery loop
+        try:
+            recovery_task = getattr(app.state, "plugin_recovery_task", None)
+            if recovery_task is not None:
+                recovery_task.cancel()
+                application_logger.info("Plugin recovery loop stopped")
+        except Exception as e:
+            application_logger.error(f"Error stopping plugin recovery loop: {e}")
+
+        # Stop the observability tasks (event drain + health poller)
+        for _attr, _label in (
+            ("system_event_drain_task", "System-event drain"),
+            ("health_poller_task", "Health poller"),
+        ):
+            try:
+                _task = getattr(app.state, _attr, None)
+                if _task is not None:
+                    _task.cancel()
+                    application_logger.info(f"{_label} stopped")
+            except Exception as e:
+                application_logger.error(f"Error stopping {_label}: {e}")
+
         # Shutdown BackgroundTaskManager
         try:
             task_mgr = get_task_manager()
@@ -327,9 +503,14 @@ async def _deferred_seed():
 
         # Close Redis client for audio streaming producer
         try:
-            if hasattr(app.state, 'redis_audio_stream') and app.state.redis_audio_stream:
+            if (
+                hasattr(app.state, "redis_audio_stream")
+                and app.state.redis_audio_stream
+            ):
                 await app.state.redis_audio_stream.close()
-                application_logger.info("Redis client for audio streaming producer closed")
+                application_logger.info(
+                    "Redis client for audio streaming producer closed"
+                )
         except Exception as e:
             application_logger.error(f"Error closing Redis audio streaming client: {e}")
 
@@ -341,6 +522,7 @@ async def _deferred_seed():
             from advanced_omi_backend.services.plugin_service import (
                 cleanup_plugin_router,
             )
+
             await cleanup_plugin_router()
             application_logger.info("Plugins shut down")
         except Exception as e:
@@ -369,7 +551,11 @@ def create_app() -> FastAPI:
     app = FastAPI(lifespan=lifespan)
 
     # Set up middleware (CORS, exception handlers)
-    setup_middleware(app)
+    setup_middleware(
+        app,
+        disable_request_logging=os.getenv("DISABLE_REQUEST_LOGGING", "").lower()
+        == "true",
+    )
 
     # Include all routers
     app.include_router(api_router)
@@ -380,7 +566,7 @@ def create_app() -> FastAPI:
     # Add WebSocket router at root level (not under /api prefix)
     app.include_router(websocket_router)
 
-   # Add authentication routers
+    # Add authentication routers
     app.include_router(
         fastapi_users.get_auth_router(cookie_backend),
         prefix="/auth/cookie",
@@ -399,10 +585,8 @@ def create_app() -> FastAPI:
         tags=["users"],
     )
 
-    # Mount static files LAST (mounts are catch-all patterns)
-    CHUNK_DIR = Path("/app/audio_chunks")
-    app.mount("/audio", StaticFiles(directory=CHUNK_DIR), name="audio")
-
-    logger.info("FastAPI application created with all routers and middleware configured")
+    logger.info(
+        "FastAPI application created with all routers and middleware configured"
+    )
 
-    return app
\ No newline at end of file
+    return app
diff --git a/backends/advanced/src/advanced_omi_backend/auth.py b/backends/advanced/src/advanced_omi_backend/auth.py
index c0d0a7b5..c365c01c 100644
--- a/backends/advanced/src/advanced_omi_backend/auth.py
+++ b/backends/advanced/src/advanced_omi_backend/auth.py
@@ -3,7 +3,7 @@
 import logging
 import os
 import re
-from datetime import datetime, timedelta
+from datetime import datetime, timedelta, timezone
 from typing import Literal, Optional, overload
 
 import jwt
@@ -53,12 +53,13 @@ def _verify_configured(var_name: str, *, optional: bool = False) -> Optional[str
 # Accepted token issuers - comma-separated list of services whose tokens we accept
 # Default: "chronicle,ushadow" (accept tokens from both chronicle and ushadow)
 ACCEPTED_ISSUERS = [
-    iss.strip() 
-    for iss in os.getenv("ACCEPTED_TOKEN_ISSUERS", "chronicle,ushadow").split(",") 
+    iss.strip()
+    for iss in os.getenv("ACCEPTED_TOKEN_ISSUERS", "chronicle,ushadow").split(",")
     if iss.strip()
 ]
 logger.info(f"Accepting tokens from issuers: {ACCEPTED_ISSUERS}")
 
+
 class UserManager(BaseUserManager[User, PydanticObjectId]):
     """User manager with minimal customization for fastapi-users."""
 
@@ -108,8 +109,9 @@ async def get_user_manager(user_db=Depends(get_user_db)):
 def get_jwt_strategy() -> JWTStrategy:
     """Get JWT strategy for token generation and validation."""
     return JWTStrategy(
-        secret=SECRET_KEY, lifetime_seconds=JWT_LIFETIME_SECONDS,
-        token_audience=["fastapi-users:auth"] + ACCEPTED_ISSUERS
+        secret=SECRET_KEY,
+        lifetime_seconds=JWT_LIFETIME_SECONDS,
+        token_audience=["fastapi-users:auth"] + ACCEPTED_ISSUERS,
     )
 
 
@@ -132,8 +134,8 @@ def generate_jwt_for_user(user_id: str, user_email: str) -> str:
         "email": user_email,
         "iss": "chronicle",  # Issuer
         "aud": "chronicle",  # Audience
-        "exp": datetime.utcnow() + timedelta(seconds=JWT_LIFETIME_SECONDS),
-        "iat": datetime.utcnow(),  # Issued at
+        "exp": datetime.now(timezone.utc) + timedelta(seconds=JWT_LIFETIME_SECONDS),
+        "iat": datetime.now(timezone.utc),  # Issued at
     }
 
     # Sign the token with the same secret key
@@ -220,7 +222,9 @@ async def create_admin_user_if_needed():
         existing_admin = await user_db.get_by_email(ADMIN_EMAIL)
 
         if existing_admin:
-            logger.debug(f"existing_admin.id = {existing_admin.id}, type = {type(existing_admin.id)}")
+            logger.debug(
+                f"existing_admin.id = {existing_admin.id}, type = {type(existing_admin.id)}"
+            )
             logger.debug(f"str(existing_admin.id) = {str(existing_admin.id)}")
             logger.debug(f"existing_admin.user_id = {existing_admin.user_id}")
             logger.info(
@@ -249,47 +253,100 @@ async def create_admin_user_if_needed():
         logger.error(f"Failed to create admin user: {e}", exc_info=True)
 
 
-async def websocket_auth(websocket, token: Optional[str] = None) -> Optional[User]:
+def _check_token_expired(token_str: str) -> bool:
+    """Check if a JWT token is expired without full verification.
+
+    Decodes without signature verification to inspect the exp claim.
+    Returns True if the token is expired, False otherwise.
+    """
+    try:
+        payload = jwt.decode(
+            token_str, options={"verify_signature": False, "verify_exp": False}
+        )
+        exp = payload.get("exp")
+        if exp is not None:
+            return datetime.now(timezone.utc).timestamp() > exp
+    except Exception:
+        pass
+    return False
+
+
+async def websocket_auth(
+    websocket, token: Optional[str] = None
+) -> tuple[Optional[User], str]:
     """
     WebSocket authentication that supports both cookie and token-based auth.
-    Returns None if authentication fails (allowing graceful handling).
+
+    Returns:
+        tuple of (User or None, failure_reason string).
+        failure_reason is empty string on success, or one of:
+        "token_expired", "user_not_found", "token_invalid", "no_credentials"
     """
     strategy = get_jwt_strategy()
 
     # Try JWT token from query parameter first
     if token:
-        logger.info(f"Attempting WebSocket auth with query token (first 20 chars): {token[:20]}...")
+        logger.info(
+            f"Attempting WebSocket auth with query token (first 20 chars): {token[:20]}..."
+        )
         try:
             user_db_gen = get_user_db()
             user_db = await user_db_gen.__anext__()
             user_manager = UserManager(user_db)
             user = await strategy.read_token(token, user_manager)
             if user and user.is_active:
-                logger.info(f"WebSocket auth successful for user {user.user_id} using query token.")
-                return user
+                logger.info(
+                    f"WebSocket auth successful for user {user.user_id} using query token."
+                )
+                return user, ""
             else:
-                logger.warning(f"Token validated but user inactive or not found: user={user}")
+                # read_token returned None — figure out why
+                if _check_token_expired(token):
+                    logger.warning("WebSocket auth failed: JWT token is expired")
+                    return None, "token_expired"
+                else:
+                    logger.warning(
+                        f"WebSocket auth failed: user inactive or not found (user={user})"
+                    )
+                    return None, "user_not_found"
         except Exception as e:
-            logger.error(f"WebSocket auth with query token failed: {type(e).__name__}: {e}", exc_info=True)
+            logger.error(
+                f"WebSocket auth with query token failed: {type(e).__name__}: {e}",
+                exc_info=True,
+            )
+            if _check_token_expired(token):
+                return None, "token_expired"
+            return None, "token_invalid"
 
     # Try cookie authentication
     logger.debug("Attempting WebSocket auth with cookie.")
     try:
         cookie_header = next(
-            (v.decode() for k, v in websocket.headers.items() if k.lower() == b"cookie"), None
+            (
+                v.decode()
+                for k, v in websocket.headers.items()
+                if k.lower() == b"cookie"
+            ),
+            None,
         )
         if cookie_header:
             match = re.search(r"fastapiusersauth=([^;]+)", cookie_header)
             if match:
+                cookie_token = match.group(1)
                 user_db_gen = get_user_db()
                 user_db = await user_db_gen.__anext__()
                 user_manager = UserManager(user_db)
-                user = await strategy.read_token(match.group(1), user_manager)
+                user = await strategy.read_token(cookie_token, user_manager)
                 if user and user.is_active:
-                    logger.info(f"WebSocket auth successful for user {user.user_id} using cookie.")
-                    return user
+                    logger.info(
+                        f"WebSocket auth successful for user {user.user_id} using cookie."
+                    )
+                    return user, ""
+                elif _check_token_expired(cookie_token):
+                    logger.warning("WebSocket auth failed: cookie JWT token is expired")
+                    return None, "token_expired"
     except Exception as e:
         logger.warning(f"WebSocket auth with cookie failed: {e}")
 
-    logger.warning("WebSocket authentication failed.")
-    return None
+    logger.warning("WebSocket authentication failed: no valid credentials provided.")
+    return None, "no_credentials"
diff --git a/backends/advanced/src/advanced_omi_backend/chat_service.py b/backends/advanced/src/advanced_omi_backend/chat_service.py
index 46b734a9..6b882e42 100644
--- a/backends/advanced/src/advanced_omi_backend/chat_service.py
+++ b/backends/advanced/src/advanced_omi_backend/chat_service.py
@@ -8,39 +8,95 @@
 - Integration with existing mem0 memory infrastructure
 """
 
-import asyncio
+import contextlib
 import json
 import logging
-import os
 import time
-from datetime import datetime
+from datetime import datetime, timezone
 from typing import AsyncGenerator, Dict, List, Optional, Tuple
 from uuid import uuid4
 
-from bson import ObjectId
 from motor.motor_asyncio import AsyncIOMotorCollection
 
 from advanced_omi_backend.database import get_database
-from advanced_omi_backend.llm_client import get_llm_client
-from advanced_omi_backend.model_registry import get_models_registry
+from advanced_omi_backend.llm_client import async_chat_with_tools, get_llm_client
+from advanced_omi_backend.models.user import get_user_by_id
+from advanced_omi_backend.observability.otel_setup import (
+    get_tracer,
+    is_otel_enabled,
+    set_otel_session,
+    set_trace_io,
+)
+from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.prompt_registry import get_prompt_registry
 from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.services.memory.base import MemoryEntry
-from advanced_omi_backend.services.obsidian_service import (
-    ObsidianSearchError,
-    get_obsidian_service,
-)
-from advanced_omi_backend.users import User
+from advanced_omi_backend.services.plugin_service import dispatch_plugin_event
 
 logger = logging.getLogger(__name__)
 
 # Configuration
 MAX_MEMORY_CONTEXT = 5  # Maximum number of memories to include in context
 MAX_CONVERSATION_HISTORY = 10  # Maximum conversation turns to keep in context
+MAX_TOOL_ROUNDS = 5  # Maximum tool-calling rounds in tool mode
+
+MEMORY_SEARCH_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "search_memories",
+        "description": (
+            "Search the user's personal memory database for relevant information. "
+            "Use when the question might benefit from personal context."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "query": {
+                    "type": "string",
+                    "description": "Search query for finding relevant memories",
+                },
+                "limit": {
+                    "type": "integer",
+                    "description": "Max results to return (default 5, max 20)",
+                },
+            },
+            "required": ["query"],
+        },
+    },
+}
+
+
+def _format_memory_tool_result(memories: List["MemoryEntry"]) -> Dict:
+    """Shape the search_memories result for the chat LLM.
+
+    The memory agent has already run an agentic search over the vault and
+    synthesized an answer (returned as the entry with kind "vault_search_answer").
+    Feed the chat LLM that answer plus the note paths it cited — NOT the raw
+    note bodies, which are noisy markdown scaffolding (frontmatter, wikilinks,
+    section headers) that read as nonsense when echoed into a reply.
+    """
+    answer_text: Optional[str] = None
+    sources: List[str] = []
+    for m in memories:
+        if (m.metadata or {}).get("kind") == "vault_search_answer":
+            answer_text = m.content
+        elif m.content:
+            sources.append(m.id)
+
+    if answer_text:
+        return {"answer": answer_text, "sources": sources}
+
+    # No synthesized answer (nothing found, or a non-agent provider) — fall back
+    # to returning whatever note excerpts we have so the LLM still sees context.
+    return {
+        "answer": None,
+        "notes": [{"path": m.id, "excerpt": m.content} for m in memories if m.content],
+    }
 
 
 class ChatMessage:
     """Represents a chat message."""
-    
+
     def __init__(
         self,
         message_id: str,
@@ -48,16 +104,16 @@ def __init__(
         user_id: str,
         role: str,  # 'user' or 'assistant'
         content: str,
-        timestamp: datetime = None,
-        memories_used: List[str] = None,
-        metadata: Dict = None,
+        timestamp: Optional[datetime] = None,
+        memories_used: Optional[List[str]] = None,
+        metadata: Optional[Dict] = None,
     ):
         self.message_id = message_id
         self.session_id = session_id
         self.user_id = user_id
         self.role = role
         self.content = content
-        self.timestamp = timestamp or datetime.utcnow()
+        self.timestamp = timestamp or datetime.now(timezone.utc)
         self.memories_used = memories_used or []
         self.metadata = metadata or {}
 
@@ -91,21 +147,21 @@ def from_dict(cls, data: Dict) -> "ChatMessage":
 
 class ChatSession:
     """Represents a chat session."""
-    
+
     def __init__(
         self,
         session_id: str,
         user_id: str,
-        title: str = None,
-        created_at: datetime = None,
-        updated_at: datetime = None,
-        metadata: Dict = None,
+        title: Optional[str] = None,
+        created_at: Optional[datetime] = None,
+        updated_at: Optional[datetime] = None,
+        metadata: Optional[Dict] = None,
     ):
         self.session_id = session_id
         self.user_id = user_id
         self.title = title or "New Chat"
-        self.created_at = created_at or datetime.utcnow()
-        self.updated_at = updated_at or datetime.utcnow()
+        self.created_at = created_at or datetime.now(timezone.utc)
+        self.updated_at = updated_at or datetime.now(timezone.utc)
         self.metadata = metadata or {}
 
     def to_dict(self) -> Dict:
@@ -143,44 +199,6 @@ def __init__(self):
         self.memory_service = None
         self._initialized = False
 
-    async def _get_system_prompt(self) -> str:
-        """
-        Get system prompt from config with fallback to prompt registry default.
-
-        Returns:
-            str: System prompt for chat interactions
-        """
-        try:
-            reg = get_models_registry()
-            if reg and hasattr(reg, 'chat'):
-                chat_config = reg.chat
-                prompt = chat_config.get('system_prompt')
-                if prompt:
-                    logger.info(f"✅ Loaded chat system prompt from config (length: {len(prompt)} chars)")
-                    logger.debug(f"System prompt: {prompt[:100]}...")
-                    return prompt
-        except Exception as e:
-            logger.warning(f"Failed to load chat system prompt from config: {e}")
-
-        # Fallback to prompt registry
-        try:
-            from advanced_omi_backend.prompt_registry import get_prompt_registry
-
-            registry = get_prompt_registry()
-            prompt = await registry.get_prompt("chat.system")
-            logger.info("Using chat system prompt from prompt registry")
-            return prompt
-        except Exception as e:
-            logger.warning(f"Failed to load chat system prompt from registry: {e}")
-
-        # Final fallback
-        logger.info("Using hardcoded default chat system prompt")
-        return """You are a helpful AI assistant with access to the user's personal memories and conversation history.
-
-Use the provided memories and conversation context to give personalized, contextual responses. If memories are relevant, reference them naturally in your response. Be conversational and helpful.
-
-If no relevant memories are available, respond normally based on the conversation context."""
-
     async def initialize(self):
         """Initialize the chat service with database connections."""
         if self._initialized:
@@ -193,9 +211,15 @@ async def initialize(self):
             self.messages_collection = self.db["chat_messages"]
 
             # Create indexes for better performance
-            await self.sessions_collection.create_index([("user_id", 1), ("updated_at", -1)])
-            await self.messages_collection.create_index([("session_id", 1), ("timestamp", 1)])
-            await self.messages_collection.create_index([("user_id", 1), ("timestamp", -1)])
+            await self.sessions_collection.create_index(
+                [("user_id", 1), ("updated_at", -1)]
+            )
+            await self.messages_collection.create_index(
+                [("session_id", 1), ("timestamp", 1)]
+            )
+            await self.messages_collection.create_index(
+                [("user_id", 1), ("timestamp", -1)]
+            )
 
             # Initialize LLM client and memory service
             self.llm_client = get_llm_client()
@@ -208,29 +232,33 @@ async def initialize(self):
             logger.error(f"Failed to initialize chat service: {e}")
             raise
 
-    async def create_session(self, user_id: str, title: str = None) -> ChatSession:
+    async def create_session(
+        self, user_id: str, title: Optional[str] = None
+    ) -> ChatSession:
         """Create a new chat session."""
         if not self._initialized:
             await self.initialize()
 
         session = ChatSession(
-            session_id=str(uuid4()),
-            user_id=user_id,
-            title=title or "New Chat"
+            session_id=str(uuid4()), user_id=user_id, title=title or "New Chat"
         )
 
         await self.sessions_collection.insert_one(session.to_dict())
         logger.info(f"Created new chat session {session.session_id} for user {user_id}")
         return session
 
-    async def get_user_sessions(self, user_id: str, limit: int = 50) -> List[ChatSession]:
+    async def get_user_sessions(
+        self, user_id: str, limit: int = 50
+    ) -> List[ChatSession]:
         """Get all chat sessions for a user."""
         if not self._initialized:
             await self.initialize()
 
-        cursor = self.sessions_collection.find(
-            {"user_id": user_id}
-        ).sort("updated_at", -1).limit(limit)
+        cursor = (
+            self.sessions_collection.find({"user_id": user_id})
+            .sort("updated_at", -1)
+            .limit(limit)
+        )
 
         sessions = []
         async for doc in cursor:
@@ -243,10 +271,9 @@ async def get_session(self, session_id: str, user_id: str) -> Optional[ChatSessi
         if not self._initialized:
             await self.initialize()
 
-        doc = await self.sessions_collection.find_one({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        doc = await self.sessions_collection.find_one(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         if doc:
             return ChatSession.from_dict(doc)
@@ -258,16 +285,14 @@ async def delete_session(self, session_id: str, user_id: str) -> bool:
             await self.initialize()
 
         # Delete all messages in the session
-        await self.messages_collection.delete_many({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        await self.messages_collection.delete_many(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         # Delete the session
-        result = await self.sessions_collection.delete_one({
-            "session_id": session_id,
-            "user_id": user_id
-        })
+        result = await self.sessions_collection.delete_one(
+            {"session_id": session_id, "user_id": user_id}
+        )
 
         success = result.deleted_count > 0
         if success:
@@ -281,10 +306,13 @@ async def get_session_messages(
         if not self._initialized:
             await self.initialize()
 
-        cursor = self.messages_collection.find({
-            "session_id": session_id,
-            "user_id": user_id
-        }).sort("timestamp", 1).limit(limit)
+        cursor = (
+            self.messages_collection.find(
+                {"session_id": session_id, "user_id": user_id}
+            )
+            .sort("timestamp", 1)
+            .limit(limit)
+        )
 
         messages = []
         async for doc in cursor:
@@ -299,10 +327,10 @@ async def add_message(self, message: ChatMessage) -> bool:
 
         try:
             await self.messages_collection.insert_one(message.to_dict())
-            
+
             # Update session timestamp and title if needed
             update_data = {"updated_at": message.timestamp}
-            
+
             # Auto-generate title from first user message if session has default title
             if message.role == "user":
                 session = await self.get_session(message.session_id, message.user_id)
@@ -315,93 +343,64 @@ async def add_message(self, message: ChatMessage) -> bool:
 
             await self.sessions_collection.update_one(
                 {"session_id": message.session_id, "user_id": message.user_id},
-                {"$set": update_data}
+                {"$set": update_data},
             )
-            
+
             return True
         except Exception as e:
             logger.error(f"Failed to add message to session {message.session_id}: {e}")
             return False
 
-    async def get_relevant_memories(self, query: str, user_id: str) -> List[MemoryEntry]:
+    async def get_relevant_memories(
+        self, query: str, user_id: str, limit: Optional[int] = None
+    ) -> List[MemoryEntry]:
         """Get relevant memories for the user's query."""
         try:
+            memory_limit = limit if limit is not None else MAX_MEMORY_CONTEXT
             memories = await self.memory_service.search_memories(
-                query=query, 
-                user_id=user_id, 
-                limit=MAX_MEMORY_CONTEXT
+                query=query, user_id=user_id, limit=memory_limit
+            )
+            logger.info(
+                f"Retrieved {len(memories)} relevant memories for query: {query[:50]}..."
             )
-            logger.info(f"Retrieved {len(memories)} relevant memories for query: {query[:50]}...")
             return memories
         except Exception as e:
             logger.error(f"Failed to retrieve memories for user {user_id}: {e}")
             return []
 
-    async def format_conversation_context(
-        self, session_id: str, user_id: str, current_message: str, include_obsidian_memory: bool = False
-    ) -> Tuple[str, List[str]]:
-        """Format conversation context with memory integration."""
-        # Get recent conversation history
-        messages = await self.get_session_messages(session_id, user_id, MAX_CONVERSATION_HISTORY)
-        
-        # Get relevant memories
-        memories = await self.get_relevant_memories(current_message, user_id)
-        memory_ids = [memory.id for memory in memories if memory.id]
-
-        # Build context string
-        context_parts = []
-
-        # Add memory context if available
-        if memories:
-            context_parts.append("# Relevant Personal Memories:")
-            for i, memory in enumerate(memories, 1):
-                memory_text = memory.content
-                if memory_text:
-                    context_parts.append(f"{i}. {memory_text}")
-            context_parts.append("")
-
-        # Add Obsidian context if requested
-        if include_obsidian_memory:
-            try:
-                obsidian_service = get_obsidian_service()
-                obsidian_result = await obsidian_service.search_obsidian(current_message)
-                obsidian_context = obsidian_result["results"]
-                if obsidian_context:
-                    context_parts.append("# Relevant Obsidian Notes:")
-                    for entry in obsidian_context:
-                        context_parts.append(entry)
-                    context_parts.append("")
-                    logger.info(f"Added {len(obsidian_context)} Obsidian notes to context")
-            except ObsidianSearchError as exc:
-                logger.error(
-                    "Failed to get Obsidian context (%s stage): %s",
-                    exc.stage,
-                    exc,
-                )
-                raise
-            except Exception as e:
-                logger.error(f"Failed to get Obsidian context: {e}")
-                raise e
-
-        # Add conversation history
-        if messages:
-            context_parts.append("# Recent Conversation:")
-            for msg in messages[-MAX_CONVERSATION_HISTORY:]:
-                role_label = "You" if msg.role == "user" else "Assistant"
-                context_parts.append(f"{role_label}: {msg.content}")
-            context_parts.append("")
-
-        # Add current message
-        context_parts.append("# Current Message:")
-        context_parts.append(f"You: {current_message}")
-
-        context = "\n".join(context_parts)
-        return context, memory_ids
+    async def _get_tool_mode_system_prompt(self) -> str:
+        """Get system prompt for tool-based memory mode."""
+        try:
+            registry = get_prompt_registry()
+            prompt = await registry.get_prompt("chat.system.tool_mode")
+            logger.info("Using tool-mode chat system prompt from prompt registry")
+            return prompt
+        except Exception:
+            pass
+
+        return (
+            "You are Chronicle, a helpful assistant with access to the user's personal "
+            "memory: an Obsidian-style vault of notes about the people, topics, places, "
+            "and conversations in their life.\n\n"
+            "You have one tool, `search_memories`. It runs an agentic search over that "
+            "vault and returns a synthesized `answer` plus the `sources` it drew from.\n\n"
+            "Search whenever the question touches anything personal (people the user "
+            "knows, past conversations, their preferences, plans, things they've "
+            "mentioned). Do NOT search for general knowledge, math, or casual chit-chat.\n\n"
+            "Treat the returned `answer` as your retrieved knowledge and weave it "
+            "naturally into your reply — never dump raw paths or list memories "
+            "mechanically. If the search returns no answer, say you don't have that in "
+            "memory rather than guessing; never invent personal facts."
+        )
 
-    async def generate_response_stream(
-        self, session_id: str, user_id: str, message_content: str, include_obsidian_memory: bool = False
+    async def _generate_response_tool_mode(
+        self,
+        session_id: str,
+        user_id: str,
+        message_content: str,
+        memory_limit: Optional[int] = None,
     ) -> AsyncGenerator[Dict, None]:
-        """Generate streaming response with memory context."""
+        """Generate response using tool-based memory retrieval (LLM decides when to search)."""
         if not self._initialized:
             await self.initialize()
 
@@ -412,94 +411,196 @@ async def generate_response_stream(
                 session_id=session_id,
                 user_id=user_id,
                 role="user",
-                content=message_content
+                content=message_content,
             )
             await self.add_message(user_message)
 
-            # Format context with memories
-            context, memory_ids = await self.format_conversation_context(
-                session_id, user_id, message_content, include_obsidian_memory=include_obsidian_memory
-            )
+            # Build messages list with proper message objects
+            system_prompt = await self._get_tool_mode_system_prompt()
 
-            # Send memory context used
-            yield {
-                "type": "memory_context",
-                "data": {
-                    "memory_ids": memory_ids,
-                    "memory_count": len(memory_ids)
-                },
-                "timestamp": time.time()
-            }
+            messages = [{"role": "system", "content": system_prompt}]
 
-            # Get system prompt from config
-            system_prompt = await self._get_system_prompt()
-
-            # Prepare full prompt
-            full_prompt = f"{system_prompt}\n\n{context}"
-
-            # Generate streaming response
-            logger.info(f"Generating response for session {session_id} with {len(memory_ids)} memories")
-            
-            # Resolve chat operation temperature from config
-            chat_temp = None
-            registry = get_models_registry()
-            if registry:
-                chat_op = registry.get_llm_operation("chat")
-                chat_temp = chat_op.temperature
-
-            # Note: For now, we'll use the regular generate method
-            # In the future, this should be replaced with actual streaming
-            response_content = self.llm_client.generate(
-                prompt=full_prompt,
-                temperature=chat_temp,
+            # Add conversation history
+            history = await self.get_session_messages(
+                session_id, user_id, MAX_CONVERSATION_HISTORY
             )
-
-            # Simulate streaming by yielding chunks
-            words = response_content.split()
-            current_text = ""
-            
-            for i, word in enumerate(words):
-                current_text += word + " "
-                
-                # Yield every few words to simulate streaming
-                if i % 3 == 0 or i == len(words) - 1:
-                    yield {
-                        "type": "token",
-                        "data": current_text.strip(),
-                        "timestamp": time.time()
-                    }
-                    await asyncio.sleep(0.05)  # Small delay for realistic streaming
-
-            # Save assistant message
-            assistant_message = ChatMessage(
-                message_id=str(uuid4()),
-                session_id=session_id,
-                user_id=user_id,
-                role="assistant",
-                content=response_content.strip(),
-                memories_used=memory_ids
+            for msg in history:
+                # Skip the message we just saved (it's the current one)
+                if msg.message_id == user_message.message_id:
+                    continue
+                messages.append({"role": msg.role, "content": msg.content})
+
+            # Add current user message
+            messages.append({"role": "user", "content": message_content})
+
+            all_memory_ids = []
+
+            # Tool-calling loop
+            for _ in range(MAX_TOOL_ROUNDS):
+                response = await async_chat_with_tools(
+                    messages,
+                    tools=[MEMORY_SEARCH_TOOL],
+                    operation="chat",
+                )
+                choice = response.choices[0]
+
+                if choice.finish_reason == "tool_calls" or choice.message.tool_calls:
+                    # Append assistant message with tool calls
+                    assistant_msg = choice.message.model_dump()
+                    messages.append(assistant_msg)
+
+                    for tool_call in choice.message.tool_calls:
+                        fn_name = tool_call.function.name
+                        try:
+                            fn_args = json.loads(tool_call.function.arguments)
+                        except json.JSONDecodeError:
+                            fn_args = {}
+
+                        if fn_name == "search_memories":
+                            query = fn_args.get("query", message_content)
+                            limit = min(fn_args.get("limit", 5), 20)
+                            if memory_limit is not None:
+                                limit = min(limit, memory_limit)
+
+                            memories = await self.get_relevant_memories(
+                                query, user_id, limit=limit
+                            )
+                            memory_ids = [m.id for m in memories if m.id]
+                            all_memory_ids.extend(memory_ids)
+
+                            tool_result = _format_memory_tool_result(memories)
+                            messages.append(
+                                {
+                                    "role": "tool",
+                                    "tool_call_id": tool_call.id,
+                                    "content": json.dumps(tool_result, default=str),
+                                }
+                            )
+                        else:
+                            messages.append(
+                                {
+                                    "role": "tool",
+                                    "tool_call_id": tool_call.id,
+                                    "content": json.dumps(
+                                        {"error": f"Unknown tool: {fn_name}"}
+                                    ),
+                                }
+                            )
+                    continue
+
+                # Plain text response — done
+                response_content = (choice.message.content or "").strip()
+
+                # Deduplicate memory IDs
+                unique_memory_ids = list(dict.fromkeys(all_memory_ids))
+
+                yield {
+                    "type": "memory_context",
+                    "data": {
+                        "memory_ids": unique_memory_ids,
+                        "memory_count": len(unique_memory_ids),
+                    },
+                    "timestamp": time.time(),
+                }
+
+                yield {
+                    "type": "token",
+                    "data": response_content,
+                    "timestamp": time.time(),
+                }
+
+                # Save assistant message
+                assistant_message = ChatMessage(
+                    message_id=str(uuid4()),
+                    session_id=session_id,
+                    user_id=user_id,
+                    role="assistant",
+                    content=response_content,
+                    memories_used=unique_memory_ids,
+                )
+                await self.add_message(assistant_message)
+
+                set_trace_io(output={"response": response_content})
+
+                yield {
+                    "type": "complete",
+                    "data": {
+                        "message_id": assistant_message.message_id,
+                        "memories_used": unique_memory_ids,
+                    },
+                    "timestamp": time.time(),
+                }
+                return
+
+            # Exhausted tool rounds without a text response
+            logger.warning(
+                f"Tool mode exhausted {MAX_TOOL_ROUNDS} rounds for session {session_id}"
             )
-            await self.add_message(assistant_message)
-
-            # Send completion signal
             yield {
-                "type": "complete",
-                "data": {
-                    "message_id": assistant_message.message_id,
-                    "memories_used": memory_ids
-                },
-                "timestamp": time.time()
+                "type": "memory_context",
+                "data": {"memory_ids": [], "memory_count": 0},
+                "timestamp": time.time(),
+            }
+            yield {
+                "type": "token",
+                "data": "I'm sorry, I wasn't able to formulate a response. Please try again.",
+                "timestamp": time.time(),
             }
+            yield {"type": "complete", "data": {}, "timestamp": time.time()}
 
         except Exception as e:
-            logger.error(f"Error generating response for session {session_id}: {e}")
+            logger.error(f"Error in tool-mode response for session {session_id}: {e}")
             yield {
                 "type": "error",
                 "data": {"error": str(e)},
-                "timestamp": time.time()
+                "timestamp": time.time(),
             }
 
-    async def update_session_title(self, session_id: str, user_id: str, title: str) -> bool:
+    async def generate_response_stream(
+        self,
+        session_id: str,
+        user_id: str,
+        message_content: str,
+        memory_limit: Optional[int] = None,
+    ) -> AsyncGenerator[Dict, None]:
+        """Generate a streaming chat response.
+
+        Memory is always agentic: the chat LLM calls the ``search_memories``
+        tool when a question needs personal context, and that tool runs the
+        agentic vault search. There is no upfront RAG injection.
+        """
+        set_otel_session(session_id)
+
+        tracer = get_tracer() if is_otel_enabled() else None
+        span_ctx = (
+            tracer.start_as_current_span(
+                "chat",
+                attributes={
+                    "gen_ai.operation.name": "chat",
+                    "gen_ai.conversation.id": session_id,
+                    "chronicle.user_id": user_id,
+                    "langfuse.user.id": user_id,
+                    "chronicle.pipeline.stage": "chat",
+                },
+            )
+            if tracer
+            else contextlib.nullcontext()
+        )
+
+        with span_ctx:
+            set_trace_io(input={"message": message_content})
+
+            async for event in self._generate_response_tool_mode(
+                session_id=session_id,
+                user_id=user_id,
+                message_content=message_content,
+                memory_limit=memory_limit,
+            ):
+                yield event
+
+    async def update_session_title(
+        self, session_id: str, user_id: str, title: str
+    ) -> bool:
         """Update a session's title."""
         if not self._initialized:
             await self.initialize()
@@ -507,7 +608,7 @@ async def update_session_title(self, session_id: str, user_id: str, title: str)
         try:
             result = await self.sessions_collection.update_one(
                 {"session_id": session_id, "user_id": user_id},
-                {"$set": {"title": title, "updated_at": datetime.utcnow()}}
+                {"$set": {"title": title, "updated_at": datetime.now(timezone.utc)}},
             )
             return result.modified_count > 0
         except Exception as e:
@@ -521,33 +622,38 @@ async def get_chat_statistics(self, user_id: str) -> Dict:
 
         try:
             # Count sessions
-            session_count = await self.sessions_collection.count_documents({"user_id": user_id})
-            
+            session_count = await self.sessions_collection.count_documents(
+                {"user_id": user_id}
+            )
+
             # Count messages
-            message_count = await self.messages_collection.count_documents({"user_id": user_id})
-            
+            message_count = await self.messages_collection.count_documents(
+                {"user_id": user_id}
+            )
+
             # Get most recent session
             latest_session = await self.sessions_collection.find_one(
-                {"user_id": user_id},
-                sort=[("updated_at", -1)]
+                {"user_id": user_id}, sort=[("updated_at", -1)]
             )
-            
+
             return {
                 "total_sessions": session_count,
                 "total_messages": message_count,
-                "last_chat": latest_session["updated_at"] if latest_session else None
+                "last_chat": latest_session["updated_at"] if latest_session else None,
             }
         except Exception as e:
             logger.error(f"Failed to get chat statistics for user {user_id}: {e}")
             return {"total_sessions": 0, "total_messages": 0, "last_chat": None}
 
-    async def extract_memories_from_session(self, session_id: str, user_id: str) -> Tuple[bool, List[str], int]:
+    async def extract_memories_from_session(
+        self, session_id: str, user_id: str
+    ) -> Tuple[bool, List[str], int]:
         """Extract and store memories from a chat session.
-        
+
         Args:
             session_id: ID of the chat session to extract memories from
             user_id: User ID for authorization and memory scoping
-            
+
         Returns:
             Tuple of (success: bool, memory_ids: List[str], memory_count: int)
         """
@@ -556,50 +662,94 @@ async def extract_memories_from_session(self, session_id: str, user_id: str) ->
 
         try:
             # Verify session belongs to user
-            session = await self.sessions_collection.find_one({
-                "session_id": session_id,
-                "user_id": user_id
-            })
-            
+            session = await self.sessions_collection.find_one(
+                {"session_id": session_id, "user_id": user_id}
+            )
+
             if not session:
                 logger.error(f"Session {session_id} not found for user {user_id}")
                 return False, [], 0
 
             # Get all messages from the session
             messages = await self.get_session_messages(session_id, user_id)
-            
-            if not messages or len(messages) < 2:  # Need at least user + assistant message
-                logger.info(f"Not enough messages in session {session_id} for memory extraction")
+
+            if (
+                not messages or len(messages) < 2
+            ):  # Need at least user + assistant message
+                logger.info(
+                    f"Not enough messages in session {session_id} for memory extraction"
+                )
                 return True, [], 0
 
+            # Resolve speaker labels from the user's profile so extracted memories
+            # are attributed to the actual person instead of a generic "User".
+            user = await get_user_by_id(user_id)
+            user_label = user.display_name if user and user.display_name else "User"
+            assistant_label = (
+                user.assistant_name if user and user.assistant_name else "Assistant"
+            )
+
             # Format messages as a transcript
             transcript_parts = []
             for message in messages:
-                role = "User" if message.role == "user" else "Assistant"
+                role = user_label if message.role == "user" else assistant_label
                 transcript_parts.append(f"{role}: {message.content}")
-            
+
             transcript = "\n".join(transcript_parts)
-            
+
             # Get user email for memory service
             user_email = session.get("user_email", f"user_{user_id}")
-            
-            # Extract memories using the memory service
+            source_id = f"chat_{session_id}"
+
             success, memory_ids = await self.memory_service.add_memory(
                 transcript=transcript,
                 client_id="chat_interface",
-                source_id=f"chat_{session_id}",
+                source_id=source_id,
                 user_id=user_id,
                 user_email=user_email,
-                allow_update=True  # Allow deduplication and updates
+                allow_update=True,
             )
-            
+
             if success:
-                logger.info(f"✅ Extracted {len(memory_ids)} memories from chat session {session_id}")
+                logger.info(
+                    f"✅ Extracted {len(memory_ids)} memories from chat session {session_id}"
+                )
+                memory_count = len(memory_ids or [])
+
+                # Plugin dispatch — non-fatal, mirrors memory_jobs.py:398-422
+                try:
+                    memory_provider = getattr(
+                        self.memory_service, "provider_identifier", "unknown"
+                    )
+                    await dispatch_plugin_event(
+                        event=PluginEvent.MEMORY_PROCESSED,
+                        user_id=user_id,
+                        data={
+                            "memories": memory_ids or [],
+                            "conversation": {
+                                "conversation_id": source_id,
+                                "client_id": "chat_interface",
+                                "user_id": user_id,
+                                "user_email": user_email,
+                            },
+                            "memory_count": memory_count,
+                            "conversation_id": source_id,
+                        },
+                        metadata={"memory_provider": memory_provider},
+                        description=f"chat={session_id[:12]}, memories={memory_count}",
+                    )
+                except Exception as e:
+                    logger.warning(
+                        f"⚠️ Error triggering memory-level plugins for chat {session_id}: {e}"
+                    )
+
                 return True, memory_ids, len(memory_ids)
             else:
-                logger.error(f"❌ Failed to extract memories from chat session {session_id}")
+                logger.error(
+                    f"❌ Failed to extract memories from chat session {session_id}"
+                )
                 return False, [], 0
-                
+
         except Exception as e:
             logger.error(f"Failed to extract memories from session {session_id}: {e}")
             return False, [], 0
diff --git a/backends/advanced/src/advanced_omi_backend/client.py b/backends/advanced/src/advanced_omi_backend/client.py
index 79ee2957..31cf9565 100644
--- a/backends/advanced/src/advanced_omi_backend/client.py
+++ b/backends/advanced/src/advanced_omi_backend/client.py
@@ -1,171 +1,79 @@
-"""Simplified ClientState that only manages state, no processing.
+"""Lightweight per-connection ClientState.
 
-This module provides a lightweight ClientState class that tracks conversation
-state, timestamps, and speech segments. All processing is handled at the
-application level by the ProcessorManager.
+Holds the in-memory state tied to a single live WebSocket connection: identity,
+user info, session markers, and the streaming/batch bookkeeping the websocket
+handlers maintain while a recording is in flight. Speech detection and
+conversation lifecycle live in the Redis-streams / RQ-job pipeline, not here.
 """
 
-import asyncio
 import logging
-import os
 import time
-from pathlib import Path
-from typing import Dict, List, Optional, Tuple
-
-from wyoming.audio import AudioChunk
+from dataclasses import dataclass, field
+from typing import Dict, List, Optional
 
 # Get loggers
 audio_logger = logging.getLogger("audio_processing")
 
-# Configuration constants
-NEW_CONVERSATION_TIMEOUT_MINUTES = float(os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5"))
-
 
+@dataclass
 class ClientState:
-    """Manages conversation state for a single client connection."""
-
-    def __init__(
-        self,
-        client_id: str,
-        chunk_dir: Path,
-        user_id: str,
-        user_email: Optional[str] = None,
-    ):
-        self.client_id = client_id
-        self.connected = True
-        self.chunk_dir = chunk_dir
-
-        # Store user data for memory processing
-        self.user_id = user_id
-        self.user_email = user_email
-
-        # Conversation state tracking
-        self.last_transcript_time: Optional[float] = None
-        self.conversation_start_time: float = time.time()
-        self.current_audio_uuid: Optional[str] = None
-
-        # Speech segment tracking for audio cropping
-        self.speech_segments: Dict[str, List[Tuple[float, float]]] = {}
-        self.current_speech_start: Dict[str, Optional[float]] = {}
-
-        # NOTE: Removed in-memory transcript storage for single source of truth
-        # Transcripts are stored only in MongoDB via TranscriptionManager
-
-        # Markers (e.g., button events) collected during the session
-        self.markers: List[dict] = []
-
-        # Track if conversation has been closed
-        self.conversation_closed: bool = False
-
-        # Audio configuration - sample rate for this client's audio stream
-        self.sample_rate: Optional[int] = None
-
-        # Debug tracking
-        self.transaction_id: Optional[str] = None
-
-        audio_logger.info(f"Created client state for {client_id}")
-
-    def update_audio_received(self, chunk: AudioChunk):
-        """Update state when audio is received."""
-        # Check if we should start a new conversation
-        if self.should_start_new_conversation():
-            asyncio.create_task(self.start_new_conversation())
-
-    def set_current_audio_uuid(self, audio_uuid: str):
-        """Set the current audio UUID when processor creates a new file."""
-        self.current_audio_uuid = audio_uuid
-        self.conversation_closed = False  # Reset for new audio file
-
-    def record_speech_start(self, audio_uuid: str, timestamp: float):
-        """Record the start of a speech segment."""
-        self.current_speech_start[audio_uuid] = timestamp
-        audio_logger.info(f"Recorded speech start for {audio_uuid}: {timestamp}")
-
-    def record_speech_end(self, audio_uuid: str, timestamp: float):
-        """Record the end of a speech segment."""
-        if (
-            audio_uuid in self.current_speech_start
-            and self.current_speech_start[audio_uuid] is not None
-        ):
-            start_time = self.current_speech_start[audio_uuid]
-            if start_time is not None:
-                if audio_uuid not in self.speech_segments:
-                    self.speech_segments[audio_uuid] = []
-                self.speech_segments[audio_uuid].append((start_time, timestamp))
-                self.current_speech_start[audio_uuid] = None
-                duration = timestamp - start_time
-                audio_logger.info(
-                    f"Recorded speech segment for {audio_uuid}: {start_time:.3f} -> {timestamp:.3f} "
-                    f"(duration: {duration:.3f}s)"
-                )
-        else:
-            audio_logger.warning(f"Speech end recorded for {audio_uuid} but no start time found")
-
-    def update_transcript_received(self):
-        """Update timestamp when transcript is received (for timeout detection)."""
-        self.last_transcript_time = time.time()
+    """Connection-scoped state for a single client connection."""
+
+    client_id: str
+    user_id: str
+    user_email: Optional[str] = None
+
+    # Liveness flag, flipped by disconnect().
+    connected: bool = True
+
+    # Wall-clock time of the last inbound WebSocket message, stamped via touch().
+    # Drives the idle read-timeout reaper and the Network page's "last seen" / honest
+    # connected status. Defaults to creation time so a freshly-created client is fresh.
+    last_activity: float = field(default_factory=time.time)
+
+    # Markers (e.g., button events) collected during the session,
+    # drained onto the conversation when it is persisted.
+    markers: List[dict] = field(default_factory=list)
+
+    # Recording mode for the active audio session ("batch" or "streaming").
+    recording_mode: str = "batch"
+
+    # Streaming-mode session id, set when a streaming session is initialized and
+    # reset to None when finalized. Doubles as the "session active" flag.
+    stream_session_id: Optional[str] = None
+    # Monotonic timestamp of the last persistence-consumer liveness check. Streaming
+    # ASR and durable persistence are parallel consumers, so an active session must
+    # periodically verify that persistence has not silently terminated.
+    last_persistence_healthcheck: float = 0.0
+    # NOTE: reserved — nothing populates this yet, so the streaming-finalize
+    # buffer flush currently falls back to default 16kHz/mono/16-bit.
+    stream_audio_format: Dict = field(default_factory=dict)
+
+    # Batch-mode accumulator: audio is buffered here until a 30-minute roll or
+    # an audio-stop, then flushed into a conversation.
+    batch_started: bool = False
+    batch_audio_chunks: List[bytes] = field(default_factory=list)
+    batch_audio_format: Dict = field(default_factory=dict)
+    batch_audio_bytes: int = 0
+    batch_chunks_processed: int = 0
+
+    def __post_init__(self) -> None:
+        audio_logger.info(f"Created client state for {self.client_id}")
 
     def add_marker(self, marker: dict) -> None:
         """Add a marker (e.g., button event) to the current session."""
         self.markers.append(marker)
 
-    def should_start_new_conversation(self) -> bool:
-        """Check if we should start a new conversation based on timeout."""
-        if self.last_transcript_time is None:
-            return False
-
-        current_time = time.time()
-        time_since_last_transcript = current_time - self.last_transcript_time
-        timeout_seconds = NEW_CONVERSATION_TIMEOUT_MINUTES * 60
-
-        return time_since_last_transcript > timeout_seconds
-
-    async def close_current_conversation(self):
-        """Clean up in-memory speech segments for the current conversation."""
-        if self.conversation_closed:
-            audio_logger.debug(
-                f"🔒 Conversation already closed for client {self.client_id}, skipping"
-            )
-            return
-
-        self.conversation_closed = True
-
-        if not self.current_audio_uuid:
-            return
+    def touch(self) -> None:
+        """Record inbound activity. Called on every received WebSocket message so the
+        idle-timeout reaper and the Network page can tell a live client from a zombie.
+        """
+        self.last_activity = time.time()
 
-        audio_logger.info(f"🔒 Closing conversation state for client {self.client_id}")
-
-        if self.current_audio_uuid in self.speech_segments:
-            del self.speech_segments[self.current_audio_uuid]
-        if self.current_audio_uuid in self.current_speech_start:
-            del self.current_speech_start[self.current_audio_uuid]
-
-    async def start_new_conversation(self):
-        """Start a new conversation by closing current and resetting state."""
-        await self.close_current_conversation()
-
-        # Reset conversation state
-        self.current_audio_uuid = None
-        self.conversation_start_time = time.time()
-        self.last_transcript_time = None
-        self.conversation_closed = False
-        self.markers = []
-
-        audio_logger.info(f"Client {self.client_id}: Started new conversation")
-
-    async def disconnect(self):
+    async def disconnect(self) -> None:
         """Clean disconnect of client state."""
         if not self.connected:
             return
 
         self.connected = False
-        audio_logger.info(f"Disconnecting client {self.client_id}")
-
-        # Close current conversation
-        await self.close_current_conversation()
-
-        # Clean up state
-        self.speech_segments.clear()
-        self.current_speech_start.clear()
-
-        audio_logger.info(f"Client {self.client_id} disconnected and cleaned up")
+        audio_logger.info(f"Client {self.client_id} disconnected")
diff --git a/backends/advanced/src/advanced_omi_backend/client_manager.py b/backends/advanced/src/advanced_omi_backend/client_manager.py
index 68fd6ef8..a71bf137 100644
--- a/backends/advanced/src/advanced_omi_backend/client_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/client_manager.py
@@ -12,8 +12,10 @@
 
 import redis.asyncio as redis
 
+from advanced_omi_backend.client import ClientState
+from advanced_omi_backend.redis_factory import create_async_redis
+
 if TYPE_CHECKING:
-    from advanced_omi_backend.client import ClientState
     from advanced_omi_backend.users import User
 
 logger = logging.getLogger(__name__)
@@ -98,7 +100,9 @@ def get_client_count(self) -> int:
         """
         return len(self._active_clients)
 
-    def create_client(self, client_id: str, chunk_dir, user_id: str, user_email: Optional[str] = None) -> "ClientState":
+    def create_client(
+        self, client_id: str, user_id: str, user_email: Optional[str] = None
+    ) -> "ClientState":
         """
         Atomically create and register a new client.
 
@@ -107,7 +111,6 @@ def create_client(self, client_id: str, chunk_dir, user_id: str, user_email: Opt
 
         Args:
             client_id: Unique client identifier
-            chunk_dir: Directory for audio chunks
             user_id: User ID who owns this client
             user_email: Optional user email
 
@@ -120,11 +123,8 @@ def create_client(self, client_id: str, chunk_dir, user_id: str, user_email: Opt
         if client_id in self._active_clients:
             raise ValueError(f"Client {client_id} already exists")
 
-        # Import here to avoid circular imports
-        from advanced_omi_backend.client import ClientState
-
         # Create client state
-        client_state = ClientState(client_id, chunk_dir, user_id, user_email)
+        client_state = ClientState(client_id, user_id, user_email)
 
         # Atomically add to internal storage and register mapping
         self._active_clients[client_id] = client_state
@@ -133,32 +133,6 @@ def create_client(self, client_id: str, chunk_dir, user_id: str, user_email: Opt
         logger.info(f"✅ Created and registered client {client_id} for user {user_id}")
         return client_state
 
-    def remove_client(self, client_id: str) -> bool:
-        """
-        Atomically remove and deregister a client.
-
-        This method ensures that client removal and deregistration happen atomically.
-
-        Args:
-            client_id: Client identifier to remove
-
-        Returns:
-            True if client was removed, False if client didn't exist
-        """
-        if client_id not in self._active_clients:
-            logger.warning(f"Attempted to remove non-existent client {client_id}")
-            return False
-
-        # Get client state for cleanup
-        client_state = self._active_clients[client_id]
-
-        # Atomically remove from storage and deregister mapping
-        del self._active_clients[client_id]
-        unregister_client_user_mapping(client_id)
-
-        logger.info(f"✅ Removed and deregistered client {client_id}")
-        return True
-
     async def remove_client_with_cleanup(self, client_id: str) -> bool:
         """
         Atomically remove client with full cleanup.
@@ -195,20 +169,6 @@ def get_all_client_ids(self) -> list[str]:
         """
         return list(self._active_clients.keys())
 
-    def add_existing_client(self, client_id: str, client_state: "ClientState"):
-        """
-        Add an existing client state (for migration purposes).
-
-        Args:
-            client_id: Client identifier
-            client_state: Existing ClientState object
-        """
-        if client_id in self._active_clients:
-            logger.warning(f"Overwriting existing client {client_id}")
-
-        self._active_clients[client_id] = client_state
-        logger.info(f"Added existing client {client_id} to ClientManager")
-
     def get_client_info_summary(self) -> list:
         """
         Get summary information about all active clients.
@@ -218,17 +178,10 @@ def get_client_info_summary(self) -> list:
         """
         client_info = []
         for client_id, client_state in self._active_clients.items():
-            current_audio_uuid = client_state.current_audio_uuid
             client_data = {
                 "client_id": client_id,
-                "connected": getattr(client_state, "connected", True),
-                "current_audio_uuid": current_audio_uuid,
-                "last_transcript_time": client_state.last_transcript_time,
-                "conversation_start_time": client_state.conversation_start_time,
-                "has_active_conversation": current_audio_uuid is not None,
-                "conversation_transcripts_count": len(
-                    getattr(client_state, "conversation_transcripts", [])
-                ),
+                "connected": client_state.connected,
+                "user_email": client_state.user_email,
             }
             client_info.append(client_data)
 
@@ -327,12 +280,16 @@ def unregister_client_user_mapping(client_id: str):
     if client_id in _client_to_user_mapping:
         user_id = _client_to_user_mapping.pop(client_id)
         logger.info(f"❌ Unregistered active client {client_id} from user {user_id}")
-        logger.info(f"📊 Active client mappings: {len(_client_to_user_mapping)} remaining")
+        logger.info(
+            f"📊 Active client mappings: {len(_client_to_user_mapping)} remaining"
+        )
     else:
         logger.warning(f"⚠️ Attempted to unregister non-existent client {client_id}")
 
 
-async def track_client_user_relationship_async(client_id: str, user_id: str, ttl: int = 86400):
+async def track_client_user_relationship_async(
+    client_id: str, user_id: str, ttl: int = 86400
+):
     """
     Track that a client belongs to a user (async, writes to Redis for cross-container support).
 
@@ -346,11 +303,15 @@ async def track_client_user_relationship_async(client_id: str, user_id: str, ttl
     if _redis_client:
         try:
             await _redis_client.setex(f"client:owner:{client_id}", ttl, user_id)
-            logger.debug(f"✅ Tracked client {client_id} → user {user_id} in Redis (TTL: {ttl}s)")
+            logger.debug(
+                f"✅ Tracked client {client_id} → user {user_id} in Redis (TTL: {ttl}s)"
+            )
         except Exception as e:
             logger.warning(f"Failed to track client in Redis: {e}")
     else:
-        logger.debug(f"Tracked client {client_id} relationship to user {user_id} (in-memory only)")
+        logger.debug(
+            f"Tracked client {client_id} relationship to user {user_id} (in-memory only)"
+        )
 
 
 def track_client_user_relationship(client_id: str, user_id: str):
@@ -424,20 +385,17 @@ def get_user_clients_active(user_id: str) -> list[str]:
         if mapped_user_id == user_id
     ]
 
-    logger.debug(f"🔍 Found {len(user_clients)} active clients for user {user_id}: {user_clients}")
+    logger.debug(
+        f"🔍 Found {len(user_clients)} active clients for user {user_id}: {user_clients}"
+    )
     return user_clients
 
 
-def initialize_redis_for_client_manager(redis_url: str):
-    """
-    Initialize Redis client for cross-container client→user mapping.
-
-    Args:
-        redis_url: Redis connection URL
-    """
+def initialize_redis_for_client_manager():
+    """Initialize the shared Redis client for cross-container client→user mapping."""
     global _redis_client
-    _redis_client = redis.from_url(redis_url, decode_responses=True)
-    logger.info(f"✅ ClientManager Redis initialized: {redis_url}")
+    _redis_client = create_async_redis(decode_responses=True)
+    logger.info("✅ ClientManager Redis initialized")
 
 
 async def get_client_owner_async(client_id: str) -> Optional[str]:
@@ -498,49 +456,38 @@ async def some_endpoint(client_manager: ClientManager = Depends(get_client_manag
 
 def generate_client_id(user: "User", device_name: Optional[str] = None) -> str:
     """
-    Generate a unique client_id in the format: user_id_suffix-device_suffix[-counter]
+    Generate a STABLE client_id in the format: user_id_suffix-device_suffix
 
-    This function checks both the database (user.registered_clients) and active
-    connections to ensure no conflicts with existing or currently connected clients.
+    The client_id is deterministic for a given (user, device_name): the same device
+    reconnecting always maps to the same id. This is the device's stable identity —
+    a reconnect reuses it (and evict-on-reconnect collapses any lingering connection
+    onto the new one) instead of minting a fresh id every time.
+
+    NOTE: there is deliberately NO uniqueness counter. The old `-N` counter, checked
+    against the ever-growing `user.registered_clients` history, turned every reconnect
+    of one device into a brand-new id (havpe, havpe-2, … havpe-286) and made the
+    registry and the Network page balloon. Device names are expected to be unique per
+    physical device (set per relay/app); two distinct devices sharing a name should be
+    renamed, not silently disambiguated into divergent identities.
 
     Args:
         user: The User object
         device_name: Optional device name (e.g., 'havpe', 'phone', 'tablet')
 
     Returns:
-        client_id in format: user_id_suffix-device_suffix or user_id_suffix-device_suffix-N for duplicates
+        client_id as user_id_suffix-device_suffix (or user_id_suffix-<uuid> when no
+        device name is supplied).
     """
     # Use last 6 characters of MongoDB ObjectId as user identifier
     user_id_suffix = str(user.id)[-6:]
 
     if device_name:
         # Sanitize device name: lowercase, alphanumeric + hyphens only, max 10 chars
-        sanitized_device = "".join(c for c in device_name.lower() if c.isalnum() or c == "-")[:10]
-        base_client_id = f"{user_id_suffix}-{sanitized_device}"
-
-        # Check for existing client IDs in database
-        existing_client_ids = user.get_client_ids()
-
-        # Also check active clients to prevent conflicts with currently connected clients
-        client_manager = get_client_manager()
-        active_client_ids = set()
-        if client_manager.is_initialized():
-            active_client_ids = set(client_manager.get_all_clients().keys())
-
-        # Combine both sets of existing IDs
-        all_existing_ids = set(existing_client_ids) | active_client_ids
-
-        # If base client_id doesn't exist anywhere, use it
-        if base_client_id not in all_existing_ids:
-            return base_client_id
-
-        # If it exists, find the next available counter
-        counter = 2
-        while f"{base_client_id}-{counter}" in all_existing_ids:
-            counter += 1
-
-        return f"{base_client_id}-{counter}"
-    else:
-        # Generate UUID-based suffix if no device name provided
-        uuid_suffix = str(uuid.uuid4())[:8]  # Use first 8 chars of UUID for readability
-        return f"{user_id_suffix}-{uuid_suffix}"
+        sanitized_device = "".join(
+            c for c in device_name.lower() if c.isalnum() or c == "-"
+        )[:10]
+        return f"{user_id_suffix}-{sanitized_device}"
+
+    # No device name → fall back to a UUID suffix (still unique, just not stable).
+    uuid_suffix = str(uuid.uuid4())[:8]
+    return f"{user_id_suffix}-{uuid_suffix}"
diff --git a/backends/advanced/src/advanced_omi_backend/clients/audio_stream_client.py b/backends/advanced/src/advanced_omi_backend/clients/audio_stream_client.py
index 0595f3a4..6afe7e84 100644
--- a/backends/advanced/src/advanced_omi_backend/clients/audio_stream_client.py
+++ b/backends/advanced/src/advanced_omi_backend/clients/audio_stream_client.py
@@ -114,7 +114,11 @@ async def connect(self, wait_for_ready: bool = True) -> WebSocketClientProtocol:
         if wait_for_ready and "codec=pcm" in self.endpoint:
             # PCM codec sends "ready" message after auth (line 261-268 in websocket_controller.py)
             ready_msg = await self.ws.recv()
-            ready = json.loads(ready_msg.strip() if isinstance(ready_msg, str) else ready_msg.decode().strip())
+            ready = json.loads(
+                ready_msg.strip()
+                if isinstance(ready_msg, str)
+                else ready_msg.decode().strip()
+            )
             if ready.get("type") != "ready":
                 raise RuntimeError(f"Expected 'ready' message, got: {ready}")
             logger.info("Received ready message from server")
@@ -139,7 +143,7 @@ async def send_audio_start(
         Note:
             The mode is inside the "data" dict, matching _handle_audio_session_start
             in websocket_controller.py (line 618).
-            always_persist is a backend-level setting (not per-session).
+            Durable raw-audio persistence is mandatory for streaming mode.
         """
         if not self.ws:
             raise RuntimeError("Not connected. Call connect() first.")
@@ -154,10 +158,8 @@ async def send_audio_start(
             },
             "payload_length": None,
         }
-        print(f"🔵 CLIENT: Sending audio-start message: {header}")
         logger.info(f"🔵 CLIENT: Sending audio-start message: {header}")
         await self.ws.send(json.dumps(header) + "\n")
-        print(f"✅ CLIENT: Sent audio-start with mode={recording_mode}")
         logger.info(f"✅ CLIENT: Sent audio-start with mode={recording_mode}")
 
     async def send_audio_chunk_wyoming(
@@ -197,7 +199,9 @@ async def send_audio_chunk_wyoming(
         self.total_bytes += len(audio_data)
 
         if self.chunk_count <= 3 or self.chunk_count % 100 == 0:
-            logger.debug(f"Sent audio chunk #{self.chunk_count}: {len(audio_data)} bytes")
+            logger.debug(
+                f"Sent audio chunk #{self.chunk_count}: {len(audio_data)} bytes"
+            )
 
     async def send_audio_chunk_raw(self, audio_data: bytes) -> None:
         """Send raw binary audio without Wyoming header (legacy mode).
@@ -222,7 +226,22 @@ async def send_audio_stop(self) -> None:
 
         header = {"type": "audio-stop"}
         await self.ws.send(json.dumps(header) + "\n")
-        logger.info(f"Sent audio-stop (total: {self.chunk_count} chunks, {self.total_bytes} bytes)")
+        logger.info(
+            f"Sent audio-stop (total: {self.chunk_count} chunks, {self.total_bytes} bytes)"
+        )
+
+    async def send_button_event(self, button_state: str = "SINGLE_PRESS") -> None:
+        """Send button event via Wyoming protocol.
+
+        Args:
+            button_state: Button state ("SINGLE_PRESS" or "DOUBLE_PRESS")
+        """
+        if not self.ws:
+            raise RuntimeError("Not connected. Call connect() first.")
+
+        header = {"type": "button-event", "data": {"state": button_state}}
+        await self.ws.send(json.dumps(header) + "\n")
+        logger.info(f"Sent button event: {button_state}")
 
     async def send_ping(self) -> None:
         """Send keepalive ping."""
@@ -305,7 +324,9 @@ async def stream_wav_file(
             # Send audio-stop
             await self.send_audio_stop()
 
-            logger.info(f"Finished streaming: {self.chunk_count} chunks, {self.total_bytes} bytes")
+            logger.info(
+                f"Finished streaming: {self.chunk_count} chunks, {self.total_bytes} bytes"
+            )
             return self.chunk_count
 
     async def close(self) -> None:
@@ -318,7 +339,7 @@ async def close(self) -> None:
             except asyncio.TimeoutError:
                 logger.warning("WebSocket close timed out after 2s, forcing close")
                 # Force close without waiting for handshake
-                if hasattr(self.ws, 'transport') and self.ws.transport:
+                if hasattr(self.ws, "transport") and self.ws.transport:
                     self.ws.transport.close()
             except Exception as e:
                 logger.error(f"Error during WebSocket close: {e}")
@@ -448,10 +469,14 @@ def run_loop():
         # Connect and send audio-start
         async def _connect_and_start():
             try:
-                logger.info(f"🔵 CLIENT: Stream {stream_id} connecting for {device_name}...")
+                logger.info(
+                    f"🔵 CLIENT: Stream {stream_id} connecting for {device_name}..."
+                )
                 await client.connect()
                 session.connected = True
-                logger.info(f"✅ CLIENT: Stream {stream_id} connected, sending audio-start...")
+                logger.info(
+                    f"✅ CLIENT: Stream {stream_id} connected, sending audio-start..."
+                )
                 await client.send_audio_start(recording_mode=recording_mode)
                 session.audio_started = True
                 logger.info(f"✅ CLIENT: Stream {stream_id} started for {device_name}")
@@ -595,9 +620,30 @@ async def _close_abruptly():
         total_chunks = session.chunk_count
         del self._sessions[stream_id]
 
-        logger.info(f"Stream {stream_id} closed abruptly (no audio-stop), sent {total_chunks} chunks")
+        logger.info(
+            f"Stream {stream_id} closed abruptly (no audio-stop), sent {total_chunks} chunks"
+        )
         return total_chunks
 
+    def send_button_event(
+        self, stream_id: str, button_state: str = "SINGLE_PRESS"
+    ) -> None:
+        """Send a button event to an open stream.
+
+        Args:
+            stream_id: Stream session ID
+            button_state: Button state ("SINGLE_PRESS" or "DOUBLE_PRESS")
+        """
+        session = self._sessions.get(stream_id)
+        if not session:
+            raise ValueError(f"Unknown stream_id: {stream_id}")
+
+        async def _send():
+            await session.client.send_button_event(button_state)
+
+        future = asyncio.run_coroutine_threadsafe(_send(), session.loop)
+        future.result(timeout=5)
+
     def get_session(self, stream_id: str) -> Optional[StreamSession]:
         """Get session info for a stream."""
         return self._sessions.get(stream_id)
diff --git a/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py b/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
index 9d93d884..39b63f87 100644
--- a/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
+++ b/backends/advanced/src/advanced_omi_backend/clients/gdrive_audio_client.py
@@ -7,6 +7,7 @@
 
 _drive_client_cache = None
 
+
 def get_google_drive_client():
     """Singleton Google Drive client."""
     global _drive_client_cache
@@ -22,8 +23,7 @@ def get_google_drive_client():
         )
 
     creds = Credentials.from_service_account_file(
-        config.gdrive_credentials_path,
-        scopes=config.gdrive_scopes
+        config.gdrive_credentials_path, scopes=config.gdrive_scopes
     )
 
     _drive_client_cache = build("drive", "v3", credentials=creds)
diff --git a/backends/advanced/src/advanced_omi_backend/config.py b/backends/advanced/src/advanced_omi_backend/config.py
index 4286492a..6a8a639d 100644
--- a/backends/advanced/src/advanced_omi_backend/config.py
+++ b/backends/advanced/src/advanced_omi_backend/config.py
@@ -7,7 +7,7 @@
 
 import logging
 import os
-from dataclasses import dataclass
+from dataclasses import asdict, dataclass
 from pathlib import Path
 from typing import Optional
 
@@ -19,9 +19,7 @@
     load_config,
 )
 from advanced_omi_backend.config_loader import reload_config as reload_omegaconf_config
-from advanced_omi_backend.config_loader import (
-    save_config_section,
-)
+from advanced_omi_backend.config_loader import save_config_section
 
 logger = logging.getLogger(__name__)
 
@@ -29,11 +27,22 @@
 DATA_DIR = Path(os.getenv("DATA_DIR", "/app/data"))
 CHUNK_DIR = Path("./audio_chunks")  # Mounted to ./data/audio_chunks by Docker
 
+# Liveness: close a WebSocket that sends nothing for this many seconds. A streaming
+# device emits chunks every ~0.25s, so this only ever trips on a genuinely dead peer
+# (including a relay holding the socket open after its device vanished). Doubles as the
+# freshness window used to decide whether a client counts as "connected" on the Network
+# page. Default 5 min — conservative enough that an idle-but-alive client (armed device,
+# app holding a control socket) isn't churned, while still bounding a zombie to minutes
+# instead of forever. A falsely-reaped client simply auto-reconnects. Lower it if you
+# want tighter detection and your clients stream or ping continuously.
+WS_IDLE_TIMEOUT_SECS = float(os.getenv("WS_IDLE_TIMEOUT_SECS", "300"))
+
 
 # ============================================================================
 # Configuration Functions (OmegaConf-based)
 # ============================================================================
 
+
 def get_config_yml_path() -> Path:
     """
     Get path to config.yml file.
@@ -43,6 +52,7 @@ def get_config_yml_path() -> Path:
     """
     return get_config_dir() / "config.yml"
 
+
 def get_config(force_reload: bool = False) -> dict:
     """
     Get merged configuration using OmegaConf.
@@ -68,6 +78,7 @@ def reload_config():
 # Diarization Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_diarization_settings() -> dict:
     """
     Get diarization settings using OmegaConf.
@@ -75,7 +86,7 @@ def get_diarization_settings() -> dict:
     Returns:
         Dict with diarization configuration (resolved from YAML + env vars)
     """
-    cfg = get_backend_config('diarization')
+    cfg = get_backend_config("diarization")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -89,16 +100,18 @@ def save_diarization_settings(settings: dict) -> bool:
     Returns:
         True if saved successfully, False otherwise
     """
-    return save_config_section('backend.diarization', settings)
+    return save_config_section("backend.diarization", settings)
 
 
 # ============================================================================
 # Cleanup Settings (OmegaConf-based)
 # ============================================================================
 
+
 @dataclass
 class CleanupSettings:
     """Cleanup configuration for soft-deleted conversations."""
+
     auto_cleanup_enabled: bool = False
     retention_days: int = 30
 
@@ -110,7 +123,7 @@ def get_cleanup_settings() -> dict:
     Returns:
         Dict with auto_cleanup_enabled and retention_days
     """
-    cfg = get_backend_config('cleanup')
+    cfg = get_backend_config("cleanup")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -124,14 +137,14 @@ def save_cleanup_settings(settings: CleanupSettings) -> bool:
     Returns:
         True if saved successfully, False otherwise
     """
-    from dataclasses import asdict
-    return save_config_section('backend.cleanup', asdict(settings))
+    return save_config_section("backend.cleanup", asdict(settings))
 
 
 # ============================================================================
 # Speech Detection Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_speech_detection_settings() -> dict:
     """
     Get speech detection settings using OmegaConf.
@@ -139,7 +152,7 @@ def get_speech_detection_settings() -> dict:
     Returns:
         Dict with min_words, min_confidence, min_duration
     """
-    cfg = get_backend_config('speech_detection')
+    cfg = get_backend_config("speech_detection")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
@@ -147,19 +160,22 @@ def get_speech_detection_settings() -> dict:
 # Conversation Stop Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_conversation_stop_settings() -> dict:
     """
     Get conversation stop settings using OmegaConf.
 
     Returns:
-        Dict with transcription_buffer_seconds, speech_inactivity_threshold
+        Dict with speech_inactivity_threshold
     """
-    cfg = get_backend_config('conversation_stop')
+    cfg = get_backend_config("conversation_stop")
     settings = OmegaConf.to_container(cfg, resolve=True)
 
     # Add min_word_confidence from speech_detection for backward compatibility
-    speech_cfg = get_backend_config('speech_detection')
-    settings['min_word_confidence'] = OmegaConf.to_container(speech_cfg, resolve=True).get('min_confidence', 0.7)
+    speech_cfg = get_backend_config("speech_detection")
+    settings["min_word_confidence"] = OmegaConf.to_container(
+        speech_cfg, resolve=True
+    ).get("min_confidence", 0.7)
 
     return settings
 
@@ -168,6 +184,7 @@ def get_conversation_stop_settings() -> dict:
 # Audio Storage Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_audio_storage_settings() -> dict:
     """
     Get audio storage settings using OmegaConf.
@@ -175,55 +192,142 @@ def get_audio_storage_settings() -> dict:
     Returns:
         Dict with audio_base_path, audio_chunks_path
     """
-    cfg = get_backend_config('audio_storage')
+    cfg = get_backend_config("audio_storage")
     return OmegaConf.to_container(cfg, resolve=True)
 
 
 # ============================================================================
-# Transcription Job Timeout (OmegaConf-based)
+# Streaming Fallback Timeout (OmegaConf-based)
 # ============================================================================
 
-def get_transcription_job_timeout() -> int:
+
+def get_streaming_fallback_timeout() -> int:
+    """
+    Get timeout for the streaming fallback check in seconds.
+
+    This controls how long the fallback check job waits for batch
+    transcription to complete before giving up. Not an RQ job timeout.
+
+    Returns:
+        Fallback timeout in seconds (default 120 = 2 minutes)
+    """
+    cfg = get_backend_config("transcription")
+    settings = OmegaConf.to_container(cfg, resolve=True) if cfg else {}
+    # Try new key first, fall back to old key for compat
+    timeout = settings.get("streaming_fallback_timeout_seconds")
+    if timeout is None:
+        timeout = settings.get("job_timeout_seconds", 120)
+    return int(timeout)
+
+
+def get_live_segmentation() -> str:
     """
-    Get transcription job timeout in seconds from config.
+    Get the live-transcription mode (top-level ``defaults.live_segmentation``).
+
+    - ``"streaming_stt"`` (default): a real streaming ASR produces live transcripts.
+    - ``"windowed_batch"``: pseudo-streaming via fixed-duration batch windows.
+    - ``"off"``: no live transcription; the final transcript is produced by batch
+      transcription only when the session ends.
 
     Returns:
-        Job timeout in seconds (default 900 = 15 minutes)
+        One of "streaming_stt", "windowed_batch", "off".
+    """
+    cfg = load_config()
+    defaults_settings = (
+        OmegaConf.to_container(cfg.get("defaults", {}), resolve=True) if cfg else {}
+    ) or {}
+    return defaults_settings.get("live_segmentation", "streaming_stt")
+
+
+# ============================================================================
+# Wake-Word Command Source (OmegaConf-based)
+# ============================================================================
+
+# Valid values for backend.wakeword.command_source.
+WAKEWORD_COMMAND_SOURCES = ("batch", "streaming", "batch_then_streaming")
+
+
+def get_wakeword_command_source() -> str:
+    """How the acoustic wake-word command text is obtained.
+
+    The standalone wakeword-service captures the post-wake-word turn and the
+    dispatcher turns it into a command string. This controls how:
+
+    - ``"batch"``: batch-transcribe the captured command audio via the configured
+      batch STT provider. Highest quality, but the command silently fails if that
+      service is down (the streaming live transcript is unaffected, so it looks
+      like only commands break).
+    - ``"streaming"``: trust the live streaming transcript for the capture window
+      and skip batch ASR entirely. Useful when the streaming provider is as good
+      as (or better than) the batch one, or to avoid running a second ASR.
+    - ``"batch_then_streaming"`` (default): batch ASR, but fall back to the
+      streaming transcript — with a WARNING log and a degraded ``asr_status`` —
+      when batch is unreachable or returns an empty command.
+
+    Lives at ``backend.wakeword.command_source`` in config.yml.
     """
-    cfg = get_backend_config('transcription')
+    cfg = get_backend_config("wakeword")
     settings = OmegaConf.to_container(cfg, resolve=True) if cfg else {}
-    return int(settings.get('job_timeout_seconds', 900))
+    source = (settings or {}).get("command_source", "batch_then_streaming")
+    if source not in WAKEWORD_COMMAND_SOURCES:
+        logger.warning(
+            "Invalid backend.wakeword.command_source=%r; falling back to "
+            "'batch_then_streaming'",
+            source,
+        )
+        return "batch_then_streaming"
+    return source
 
 
 # ============================================================================
 # Miscellaneous Settings (OmegaConf-based)
 # ============================================================================
 
+
 def get_misc_settings() -> dict:
     """
     Get miscellaneous configuration settings using OmegaConf.
 
     Returns:
-        Dict with always_persist_enabled and use_provider_segments
+        Dict with miscellaneous settings (persistence, timeouts, segmentation mode)
     """
-    # Get audio settings for always_persist_enabled
-    audio_cfg = get_backend_config('audio')
-    audio_settings = OmegaConf.to_container(audio_cfg, resolve=True) if audio_cfg else {}
-
-    # Get transcription settings for use_provider_segments
-    transcription_cfg = get_backend_config('transcription')
-    transcription_settings = OmegaConf.to_container(transcription_cfg, resolve=True) if transcription_cfg else {}
+    # Get transcription settings for timeouts and batch re-transcription
+    transcription_cfg = get_backend_config("transcription")
+    transcription_settings = (
+        OmegaConf.to_container(transcription_cfg, resolve=True)
+        if transcription_cfg
+        else {}
+    )
 
     # Get speaker recognition settings for per_segment_speaker_id
-    speaker_cfg = get_backend_config('speaker_recognition')
-    speaker_settings = OmegaConf.to_container(speaker_cfg, resolve=True) if speaker_cfg else {}
+    speaker_cfg = get_backend_config("speaker_recognition")
+    speaker_settings = (
+        OmegaConf.to_container(speaker_cfg, resolve=True) if speaker_cfg else {}
+    )
+
+    # Live-transcription mode lives in the top-level `defaults` block, not under
+    # `backend`. "windowed_batch" is the pseudo-streaming-via-batch preview;
+    # "off" disables the live preview entirely (final transcript still produced
+    # by batch transcription when the conversation ends).
+    cfg = load_config()
+    defaults_settings = (
+        OmegaConf.to_container(cfg.get("defaults", {}), resolve=True) if cfg else {}
+    ) or {}
 
     return {
-        'always_persist_enabled': audio_settings.get('always_persist_enabled', False),
-        'use_provider_segments': transcription_settings.get('use_provider_segments', False),
-        'per_segment_speaker_id': speaker_settings.get('per_segment_speaker_id', False),
-        'transcription_job_timeout_seconds': int(transcription_settings.get('job_timeout_seconds', 900)),
-        'always_batch_retranscribe': transcription_settings.get('always_batch_retranscribe', False),
+        "per_segment_speaker_id": speaker_settings.get("per_segment_speaker_id", False),
+        "streaming_fallback_timeout_seconds": int(
+            transcription_settings.get(
+                "streaming_fallback_timeout_seconds",
+                transcription_settings.get("job_timeout_seconds", 120),
+            )
+        ),
+        "always_batch_retranscribe": transcription_settings.get(
+            "always_batch_retranscribe", False
+        ),
+        "live_segmentation": defaults_settings.get(
+            "live_segmentation", "streaming_stt"
+        ),
     }
 
 
@@ -232,41 +336,46 @@ def save_misc_settings(settings: dict) -> bool:
     Save miscellaneous settings to config.yml using OmegaConf.
 
     Args:
-        settings: Dict with always_persist_enabled and/or use_provider_segments
+        settings: Dict with miscellaneous settings to save
 
     Returns:
         True if saved successfully, False otherwise
     """
     success = True
 
-    # Save audio settings if always_persist_enabled is provided
-    if 'always_persist_enabled' in settings:
-        audio_settings = {'always_persist_enabled': settings['always_persist_enabled']}
-        if not save_config_section('backend.audio', audio_settings):
-            success = False
-
-    # Save transcription settings if use_provider_segments is provided
-    if 'use_provider_segments' in settings:
-        transcription_settings = {'use_provider_segments': settings['use_provider_segments']}
-        if not save_config_section('backend.transcription', transcription_settings):
-            success = False
-
     # Save speaker recognition settings if per_segment_speaker_id is provided
-    if 'per_segment_speaker_id' in settings:
-        speaker_settings = {'per_segment_speaker_id': settings['per_segment_speaker_id']}
-        if not save_config_section('backend.speaker_recognition', speaker_settings):
+    if "per_segment_speaker_id" in settings:
+        speaker_settings = {
+            "per_segment_speaker_id": settings["per_segment_speaker_id"]
+        }
+        if not save_config_section("backend.speaker_recognition", speaker_settings):
             success = False
 
-    # Save transcription job timeout if provided
-    if 'transcription_job_timeout_seconds' in settings:
-        timeout_settings = {'job_timeout_seconds': settings['transcription_job_timeout_seconds']}
-        if not save_config_section('backend.transcription', timeout_settings):
+    # Save streaming fallback timeout if provided
+    if "streaming_fallback_timeout_seconds" in settings:
+        timeout_settings = {
+            "streaming_fallback_timeout_seconds": settings[
+                "streaming_fallback_timeout_seconds"
+            ]
+        }
+        if not save_config_section("backend.transcription", timeout_settings):
             success = False
 
     # Save always_batch_retranscribe if provided
-    if 'always_batch_retranscribe' in settings:
-        batch_settings = {'always_batch_retranscribe': settings['always_batch_retranscribe']}
-        if not save_config_section('backend.transcription', batch_settings):
+    if "always_batch_retranscribe" in settings:
+        batch_settings = {
+            "always_batch_retranscribe": settings["always_batch_retranscribe"]
+        }
+        if not save_config_section("backend.transcription", batch_settings):
+            success = False
+
+    # Save live_segmentation if provided (top-level `defaults` block). Note: this
+    # selects which live worker the orchestrator runs, so it only takes effect
+    # after the workers container is restarted.
+    if "live_segmentation" in settings:
+        if not save_config_section(
+            "defaults", {"live_segmentation": settings["live_segmentation"]}
+        ):
             success = False
 
-    return success
\ No newline at end of file
+    return success
diff --git a/backends/advanced/src/advanced_omi_backend/config_loader.py b/backends/advanced/src/advanced_omi_backend/config_loader.py
index 1b8be9ee..df263d98 100644
--- a/backends/advanced/src/advanced_omi_backend/config_loader.py
+++ b/backends/advanced/src/advanced_omi_backend/config_loader.py
@@ -16,6 +16,11 @@
 # Global config cache
 _config_cache: Optional[DictConfig] = None
 
+# Runtime overrides registered by save_config_section(), keyed by section path.
+# Re-applied on every load_config() so they survive cache reloads even when
+# CONFIG_FILE points away from config.yml (test environments).
+_runtime_overrides: dict = {}
+
 
 def get_config_dir() -> Path:
     """Get config directory path (single source of truth)."""
@@ -26,7 +31,7 @@ def get_config_dir() -> Path:
 def get_plugins_yml_path() -> Path:
     """
     Get path to plugins.yml file (single source of truth).
-    
+
     Returns:
         Path to plugins.yml
     """
@@ -86,20 +91,44 @@ def load_config(force_reload: bool = False) -> DictConfig:
     # OmegaConf.merge replaces lists entirely, so we need custom merge
     # for the 'models' list: merge by name so defaults models that aren't
     # in user config are still available.
-    default_models = OmegaConf.to_container(defaults.get("models", []) or [], resolve=False) if defaults else []
-    user_models = OmegaConf.to_container(user_config.get("models", []) or [], resolve=False) if user_config else []
+    default_models_config = defaults.get("models") if defaults else None
+    user_models_config = user_config.get("models") if user_config else None
+    default_models = (
+        OmegaConf.to_container(default_models_config, resolve=False)
+        if default_models_config is not None
+        else []
+    )
+    user_models = (
+        OmegaConf.to_container(user_models_config, resolve=False)
+        if user_models_config is not None
+        else []
+    )
 
     merged = OmegaConf.merge(defaults, user_config)
 
     # Name-based merge: user models override defaults, but default-only models are kept
     if default_models and user_models:
         user_model_names = {m.get("name") for m in user_models if isinstance(m, dict)}
-        extra_defaults = [m for m in default_models if isinstance(m, dict) and m.get("name") not in user_model_names]
+        extra_defaults = [
+            m
+            for m in default_models
+            if isinstance(m, dict) and m.get("name") not in user_model_names
+        ]
         if extra_defaults:
             all_models = user_models + extra_defaults
             merged["models"] = OmegaConf.create(all_models)
-            logger.info(f"Merged {len(extra_defaults)} default-only models into config: "
-                        f"{[m.get('name') for m in extra_defaults]}")
+            logger.info(
+                f"Merged {len(extra_defaults)} default-only models into config: "
+                f"{[m.get('name') for m in extra_defaults]}"
+            )
+
+    # Re-apply runtime overrides saved via save_config_section(). When
+    # CONFIG_FILE points away from config.yml (test environments), the saved
+    # values exist only in memory — without this they silently revert on the
+    # next reload, so a runtime toggle only "took" until some unrelated code
+    # path refreshed the config.
+    for section_path, values in _runtime_overrides.items():
+        OmegaConf.update(merged, section_path, values, merge=True)
 
     # Cache result
     _config_cache = merged
@@ -126,7 +155,7 @@ def get_backend_config(section: Optional[str] = None) -> DictConfig:
         DictConfig for backend section or subsection
     """
     cfg = load_config()
-    if 'backend' not in cfg:
+    if "backend" not in cfg:
         return OmegaConf.create({})
 
     backend_cfg = cfg.backend
@@ -153,6 +182,9 @@ def save_config_section(section_path: str, values: dict) -> bool:
     """
     Update a config section and save to config.yml.
 
+    Also updates the in-memory config cache so changes take effect immediately,
+    even when CONFIG_FILE points to a different file (e.g., in test environments).
+
     Args:
         section_path: Dot-separated path (e.g., 'backend.diarization')
         values: Dict with new values
@@ -163,8 +195,11 @@ def save_config_section(section_path: str, values: dict) -> bool:
     try:
         config_path = get_config_dir() / "config.yml"
 
-        # Load existing config
-        existing_config = {}
+        # Load existing config. Must be a DictConfig even when the file doesn't
+        # exist yet — OmegaConf.update() raises "Unexpected type" on a plain
+        # dict, which made the very first runtime settings save fail silently
+        # on installs without a config.yml.
+        existing_config = OmegaConf.create({})
         if config_path.exists():
             existing_config = OmegaConf.load(config_path)
 
@@ -174,7 +209,15 @@ def save_config_section(section_path: str, values: dict) -> bool:
         # Save back to file
         OmegaConf.save(existing_config, config_path)
 
-        # Invalidate cache
+        # Register a runtime override BEFORE reloading: when CONFIG_FILE points
+        # to a different file than config.yml (test configs), the value we just
+        # saved is not in the file load_config() reads, so it must be re-applied
+        # on every load — a one-shot in-memory patch would silently revert on
+        # the next reload_config() from any code path.
+        _runtime_overrides[section_path] = values
+
+        # Reload config from the primary config file (CONFIG_FILE env var);
+        # load_config() re-applies _runtime_overrides on top.
         reload_config()
 
         logger.info(f"Saved config section '{section_path}' to {config_path}")
@@ -183,3 +226,58 @@ def save_config_section(section_path: str, values: dict) -> bool:
     except Exception as e:
         logger.error(f"Error saving config section '{section_path}': {e}")
         return False
+
+
+def _load_raw_config() -> DictConfig:
+    """Load the raw (unmerged, unresolved) config.yml.
+
+    Unlike ``load_config()`` this does NOT merge defaults.yml or resolve
+    ``${oc.env:...}`` interpolations — it returns exactly what is persisted in
+    config.yml. Callers that edit model definitions or want to display the
+    *reference* form of a secret (e.g. ``${oc.env:OPENAI_API_KEY}``) rather than
+    the resolved value must read through here.
+    """
+    config_path = get_config_dir() / "config.yml"
+    if config_path.exists():
+        return OmegaConf.load(config_path)
+    return OmegaConf.create({})
+
+
+def get_raw_models() -> list:
+    """Return the raw ``models`` list from config.yml as plain dicts.
+
+    Values are NOT resolved, so ``${oc.env:...}`` references are preserved. This
+    is the list to mutate-and-write-back when adding/editing/deleting a model;
+    note it excludes default-only models that live solely in defaults.yml.
+    """
+    raw = _load_raw_config()
+    models = raw.get("models", []) or []
+    return OmegaConf.to_container(models, resolve=False)
+
+
+def save_models_list(models: list) -> bool:
+    """Persist the full ``models`` list to config.yml (replace semantics).
+
+    OmegaConf merge replaces lists wholesale, so model add/edit/delete must pass
+    the COMPLETE intended list here (read it via ``get_raw_models()`` first,
+    mutate, then save). After writing, the config cache is invalidated; callers
+    must also ``load_models_config(force_reload=True)`` to refresh the model
+    registry (kept out of here to avoid a config_loader→model_registry import).
+    """
+    try:
+        config_path = get_config_dir() / "config.yml"
+
+        existing_config = OmegaConf.create({})
+        if config_path.exists():
+            existing_config = OmegaConf.load(config_path)
+
+        existing_config["models"] = OmegaConf.create(models)
+        OmegaConf.save(existing_config, config_path)
+
+        reload_config()
+        logger.info(f"Saved {len(models)} models to {config_path}")
+        return True
+
+    except Exception as e:
+        logger.error(f"Error saving models list: {e}")
+        return False
diff --git a/backends/advanced/src/advanced_omi_backend/constants.py b/backends/advanced/src/advanced_omi_backend/constants.py
index 9ff6a489..3b1c3b2a 100644
--- a/backends/advanced/src/advanced_omi_backend/constants.py
+++ b/backends/advanced/src/advanced_omi_backend/constants.py
@@ -1,3 +1,46 @@
+import re
+
 OMI_SAMPLE_RATE = 16_000  # Hz
 OMI_CHANNELS = 1
 OMI_SAMPLE_WIDTH = 2  # bytes (16‑bit)
+
+# Reserved diarization label for segments triaged as background/noise (TV, media,
+# ambient) rather than a real person. Used by the Data Audit speaker-triage flow:
+# applying it sets the segment's speaker to this label AND reclassifies it to a
+# non-speech (event) segment, and the enroll step skips it (you never enroll a
+# noise voiceprint). Kept in sync with the frontend constant of the same name.
+NOISE_LABEL = "Noise"
+BACKGROUND_SPEECH_LABEL = "Background Speech"
+
+# Display label for a diarized speaker that was NOT matched to an enrolled
+# voiceprint. Speaker recognition assigns "Unknown Speaker 1", "Unknown Speaker 2",
+# ... per conversation (identified speakers keep their real name; the remaining
+# diarization labels become Unknown Speaker N, in order of appearance). These are
+# cosmetic display labels only — they must NEVER be enrolled as real speakers,
+# otherwise distinct people get merged into one bogus "Unknown Speaker" voiceprint.
+# Kept in sync with the frontend constant of the same name.
+UNKNOWN_SPEAKER_PREFIX = "Unknown Speaker"
+
+# Matches the placeholder unknown labels: "Unknown", "Unknown 1",
+# "Unknown Speaker", "Unknown Speaker 2", "unknown_speaker_3" (case-insensitive).
+_UNKNOWN_SPEAKER_RE = re.compile(
+    r"^\s*unknown(?:[ _]speaker)?(?:[ _]*\d+)?\s*$", re.IGNORECASE
+)
+
+
+def is_unknown_speaker_label(name: str | None) -> bool:
+    """True for placeholder unknown-speaker display labels (never enrollable)."""
+    return bool(name) and bool(_UNKNOWN_SPEAKER_RE.match(name))
+
+
+def is_non_enrollable_speaker(name: str | None) -> bool:
+    """True when ``name`` must not be enrolled as a real voiceprint.
+
+    Covers empty/whitespace names, the reserved NOISE_LABEL, and any placeholder
+    "Unknown Speaker N" label. These are correction labels, not real people.
+    """
+    if not name or not name.strip():
+        return True
+    return name in {NOISE_LABEL, BACKGROUND_SPEECH_LABEL} or is_unknown_speaker_label(
+        name
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
index ba434229..1dcfaec9 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/audio_controller.py
@@ -12,7 +12,10 @@
 import time
 import uuid
 
-from advanced_omi_backend.config import get_transcription_job_timeout
+from fastapi import UploadFile
+from fastapi.responses import JSONResponse
+from rq import Retry
+
 from advanced_omi_backend.controllers.queue_controller import (
     JOB_RESULT_TTL,
     start_post_conversation_jobs,
@@ -29,11 +32,7 @@
     convert_any_to_wav,
     validate_and_prepare_audio,
 )
-from advanced_omi_backend.workers.transcription_jobs import (
-    transcribe_full_audio_job,
-)
-from fastapi import UploadFile
-from fastapi.responses import JSONResponse
+from advanced_omi_backend.workers.transcription_jobs import transcribe_full_audio_job
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
@@ -50,7 +49,8 @@ async def upload_and_process_audio_files(
     user: User,
     files: list[UploadFile],
     device_name: str = "upload",
-    source: str = "upload"
+    source: str = "upload",
+    annotation_only: bool = False,
 ) -> dict:
     """
     Upload audio files and process them directly.
@@ -65,6 +65,7 @@ async def upload_and_process_audio_files(
         files: List of uploaded audio files
         device_name: Device identifier
         source: Source of the upload (e.g., 'upload', 'gdrive')
+        annotation_only: Create editable transcription records without memory extraction
     """
     try:
         if not files:
@@ -80,11 +81,13 @@ async def upload_and_process_audio_files(
                 _, ext = os.path.splitext(filename.lower())
                 if not ext or ext not in SUPPORTED_AUDIO_EXTENSIONS:
                     supported = ", ".join(sorted(SUPPORTED_AUDIO_EXTENSIONS))
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": f"Unsupported format '{ext}'. Supported: {supported}",
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": f"Unsupported format '{ext}'. Supported: {supported}",
+                        }
+                    )
                     continue
 
                 is_video_source = ext in VIDEO_EXTENSIONS
@@ -101,37 +104,47 @@ async def upload_and_process_audio_files(
                     try:
                         content = await convert_any_to_wav(content, ext)
                     except AudioValidationError as e:
-                        processed_files.append({
-                            "filename": filename,
-                            "status": "error",
-                            "error": str(e),
-                        })
+                        processed_files.append(
+                            {
+                                "filename": filename,
+                                "status": "error",
+                                "error": str(e),
+                            }
+                        )
                         continue
 
                 # Track external source for deduplication (Google Drive, etc.)
                 external_source_id = None
                 external_source_type = None
                 if source == "gdrive":
-                    external_source_id = getattr(file, "file_id", None) or getattr(file, "audio_uuid", None)
+                    external_source_id = getattr(file, "file_id", None) or getattr(
+                        file, "audio_uuid", None
+                    )
                     external_source_type = "gdrive"
                     if not external_source_id:
-                        audio_logger.warning(f"Missing file_id for gdrive file: {filename}")
+                        audio_logger.warning(
+                            f"Missing file_id for gdrive file: {filename}"
+                        )
                 timestamp = int(time.time() * 1000)
 
                 # Validate and prepare audio (read format from WAV file)
                 try:
-                    audio_data, sample_rate, sample_width, channels, duration = await validate_and_prepare_audio(
-                        audio_data=content,
-                        expected_sample_rate=16000,  # Expecting 16kHz
-                        convert_to_mono=True,  # Convert stereo to mono
-                        auto_resample=True  # Auto-resample if sample rate doesn't match
+                    audio_data, sample_rate, sample_width, channels, duration = (
+                        await validate_and_prepare_audio(
+                            audio_data=content,
+                            expected_sample_rate=16000,  # Expecting 16kHz
+                            convert_to_mono=True,  # Convert stereo to mono
+                            auto_resample=True,  # Auto-resample if sample rate doesn't match
+                        )
                     )
                 except AudioValidationError as e:
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": str(e),
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": str(e),
+                        }
+                    )
                     continue
 
                 audio_logger.info(
@@ -139,20 +152,37 @@ async def upload_and_process_audio_files(
                 )
 
                 # Generate title from filename
-                title = filename.rsplit('.', 1)[0][:50] if filename != "unknown" else "Uploaded Audio"
+                title = (
+                    filename.rsplit(".", 1)[0][:50]
+                    if filename != "unknown"
+                    else "Uploaded Audio"
+                )
 
                 conversation = create_conversation(
                     user_id=user.user_id,
                     client_id=client_id,
                     title=title,
-                    summary="Processing uploaded audio file...",
+                    summary=(
+                        "Processing annotation-only audio file..."
+                        if annotation_only
+                        else "Processing uploaded audio file..."
+                    ),
                     external_source_id=external_source_id,
                     external_source_type=external_source_type,
+                    data_purpose="annotation" if annotation_only else None,
+                    memory_excluded=annotation_only,
+                    memory_exclusion_reason=(
+                        "annotation_only_upload" if annotation_only else None
+                    ),
                 )
                 await conversation.insert()
-                conversation_id = conversation.conversation_id  # Get the auto-generated ID
+                conversation_id = (
+                    conversation.conversation_id
+                )  # Get the auto-generated ID
 
-                audio_logger.info(f"📝 Created conversation {conversation_id} for uploaded file")
+                audio_logger.info(
+                    f"📝 Created conversation {conversation_id} for uploaded file"
+                )
 
                 # Convert audio directly to MongoDB chunks
                 try:
@@ -170,24 +200,28 @@ async def upload_and_process_audio_files(
                 except ValueError as val_error:
                     # Handle validation errors (e.g., file too long)
                     audio_logger.error(f"Audio validation failed: {val_error}")
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": str(val_error),
-                    })
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": str(val_error),
+                        }
+                    )
                     # Delete the conversation since it won't have audio chunks
                     await conversation.delete()
                     continue
                 except Exception as chunk_error:
                     audio_logger.error(
                         f"Failed to convert uploaded file to chunks: {chunk_error}",
-                        exc_info=True
+                        exc_info=True,
+                    )
+                    processed_files.append(
+                        {
+                            "filename": filename,
+                            "status": "error",
+                            "error": f"Audio conversion failed: {str(chunk_error)}",
+                        }
                     )
-                    processed_files.append({
-                        "filename": filename,
-                        "status": "error",
-                        "error": f"Audio conversion failed: {str(chunk_error)}",
-                    })
                     # Delete the conversation since it won't have audio chunks
                     await conversation.delete()
                     continue
@@ -204,13 +238,21 @@ async def upload_and_process_audio_files(
                         conversation_id,
                         version_id,
                         "batch",  # trigger
-                        job_timeout=get_transcription_job_timeout(),
+                        job_timeout=-1,
                         result_ttl=JOB_RESULT_TTL,
                         job_id=transcribe_job_id,
+                        # Bulk uploads can trip provider rate limits (HTTP 429);
+                        # spread retries out so the batch drains instead of failing.
+                        retry=Retry(max=4, interval=[60, 300, 900, 1800]),
                         description=f"Transcribe uploaded file {conversation_id[:8]}",
-                        meta={'conversation_id': conversation_id, 'client_id': client_id}
+                        meta={
+                            "conversation_id": conversation_id,
+                            "client_id": client_id,
+                        },
+                    )
+                    audio_logger.info(
+                        f"📥 Enqueued transcription job {transcription_job.id} for uploaded file"
                     )
-                    audio_logger.info(f"📥 Enqueued transcription job {transcription_job.id} for uploaded file")
                 else:
                     audio_logger.warning(
                         f"⚠️ Skipping transcription for conversation {conversation_id}: "
@@ -223,16 +265,20 @@ async def upload_and_process_audio_files(
                     user_id=user.user_id,
                     transcript_version_id=version_id,  # Pass the version_id from transcription job
                     depends_on_job=transcription_job,  # Wait for transcription to complete (or None)
-                    client_id=client_id  # Pass client_id for UI tracking
+                    client_id=client_id,  # Pass client_id for UI tracking
+                    skip_memory_extraction=annotation_only,
                 )
 
                 file_result = {
                     "filename": filename,
                     "status": "started",  # RQ standard: job has been enqueued
                     "conversation_id": conversation_id,
-                    "transcript_job_id": transcription_job.id if transcription_job else None,
-                    "speaker_job_id": job_ids['speaker_recognition'],
-                    "memory_job_id": job_ids['memory'],
+                    "annotation_only": annotation_only,
+                    "transcript_job_id": (
+                        transcription_job.id if transcription_job else None
+                    ),
+                    "speaker_job_id": job_ids["speaker_recognition"],
+                    "memory_job_id": job_ids["memory"],
                     "duration_seconds": round(duration, 2),
                 }
                 if is_video_source:
@@ -243,10 +289,10 @@ async def upload_and_process_audio_files(
                 job_chain = []
                 if transcription_job:
                     job_chain.append(transcription_job.id)
-                if job_ids['speaker_recognition']:
-                    job_chain.append(job_ids['speaker_recognition'])
-                if job_ids['memory']:
-                    job_chain.append(job_ids['memory'])
+                if job_ids["speaker_recognition"]:
+                    job_chain.append(job_ids["speaker_recognition"])
+                if job_ids["memory"]:
+                    job_chain.append(job_ids["memory"])
 
                 audio_logger.info(
                     f"✅ Processed {filename} → conversation {conversation_id}, "
@@ -256,19 +302,23 @@ async def upload_and_process_audio_files(
             except (OSError, IOError) as e:
                 # File I/O errors during audio processing
                 audio_logger.exception(f"File I/O error processing {filename}")
-                processed_files.append({
-                    "filename": filename,
-                    "status": "error",
-                    "error": str(e),
-                })
+                processed_files.append(
+                    {
+                        "filename": filename,
+                        "status": "error",
+                        "error": str(e),
+                    }
+                )
             except Exception as e:
                 # Unexpected errors during file processing
                 audio_logger.exception(f"Unexpected error processing file {filename}")
-                processed_files.append({
-                    "filename": filename,
-                    "status": "error",
-                    "error": str(e),
-                })
+                processed_files.append(
+                    {
+                        "filename": filename,
+                        "status": "error",
+                        "error": str(e),
+                    }
+                )
 
         successful_files = [f for f in processed_files if f.get("status") == "started"]
         failed_files = [f for f in processed_files if f.get("status") == "error"]
@@ -276,6 +326,7 @@ async def upload_and_process_audio_files(
         response_body = {
             "message": f"Uploaded and processing {len(successful_files)} file(s)",
             "client_id": client_id,
+            "annotation_only": annotation_only,
             "files": processed_files,
             "summary": {
                 "total": len(files),
@@ -291,7 +342,9 @@ async def upload_and_process_audio_files(
             return JSONResponse(status_code=400, content=response_body)
         elif len(failed_files) > 0:
             # SOME files failed (partial success) - return 207 Multi-Status
-            audio_logger.warning(f"Partial upload: {len(successful_files)} succeeded, {len(failed_files)} failed")
+            audio_logger.warning(
+                f"Partial upload: {len(successful_files)} succeeded, {len(failed_files)} failed"
+            )
             return JSONResponse(status_code=207, content=response_body)
         else:
             # All files succeeded - return 200 OK
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/background_bucket_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/background_bucket_controller.py
new file mode 100644
index 00000000..b27e5d61
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/background_bucket_controller.py
@@ -0,0 +1,1656 @@
+"""Background clip bucket — a growing set of user-confirmed background exemplars.
+
+Background (TV, media, room noise, ambient chatter of no known speaker) is not
+one voiceprint and has no single centroid: it is heterogeneous. So instead of a
+gallery we keep a *bucket* of exemplar embeddings and classify a new clip by its
+MAX cosine similarity to any exemplar (non-parametric / k-NN). The bucket starts
+from confirmed ``Noise`` and ``Background Speech`` decisions and grows each time a user
+confirms another background clip in Data Audit — so separation improves over time
+as coverage of background *types* fills in.
+
+Matching a lone bucket is weak until it is dense, so a candidate's
+"background likelihood" also folds in two orthogonal signals validated on
+annotated data: a low SNR (distant/quiet bed vs close foreground) and the
+absence of any enrolled-speaker match. See ``background_bucket_controller`` docs
+and the two-axis (speaker × channel-condition) design.
+"""
+
+import asyncio
+import hashlib
+import io
+import logging
+import re
+import wave
+from datetime import datetime, timezone
+from typing import Literal, Optional
+
+import numpy as np
+from bson import ObjectId
+from fastapi.responses import JSONResponse
+from rq.exceptions import NoSuchJobError
+from rq.job import Job
+
+from advanced_omi_backend.constants import BACKGROUND_SPEECH_LABEL, NOISE_LABEL
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+)
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.users import User
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.workers.background_index_jobs import (
+    index_background_corpus_job,
+)
+from advanced_omi_backend.workers.background_cleanup_jobs import (
+    apply_background_cleanup_job,
+    build_background_cleanup_report,
+)
+from advanced_omi_backend.workers.background_benchmark import build_background_benchmark
+from advanced_omi_backend.workers.background_suppression import zone_for
+
+logger = logging.getLogger(__name__)
+
+MIN_CLIP_SECONDS = 1.0
+MAX_CLIP_SECONDS = 15.0
+SCAN_LIMIT = 40  # max unknown segments embedded per suggest call
+BucketType = Literal["noise", "background_speech"]
+BUCKET_TYPES: tuple[BucketType, ...] = ("noise", "background_speech")
+# background-likelihood blend: how much each orthogonal signal contributes
+W_BUCKET, W_SNR = 0.6, 0.4
+SNR_FLOOR_DB = 15.0  # SNR at/below which a clip looks fully like a background bed
+CLUSTER_SIMILARITY = 0.72
+FOREGROUND_SIMILARITY = 0.72
+HARD_CASE_TARGET_CONFIDENCE = 0.62
+# harvest lane: unreviewed clips this close to a confirmed background exemplar
+# are queued as one batch-confirmable group per conversation
+HARVEST_SIMILARITY = 0.55
+HARVEST_MARGIN = 0.25
+# novelty lane: clips unlike every labelled reference (background OR foreground)
+# — surfaces new background types k-NN mining cannot rank (cold start)
+NOVELTY_FOREGROUND_MAX = 0.22
+NOVELTY_BACKGROUND_MAX = 0.45
+NOVELTY_MIN_CLIPS = 4
+MIN_CLUSTER_SIZE = 3
+
+# Review-queue "show less / default / show more" dial. Only tunes what the
+# REVIEW surfaces — production suppression thresholds live in
+# workers/background_suppression.py and are not affected.
+SURFACE_PROFILES: dict[str, dict[str, float | int]] = {
+    "less": {
+        "harvest_similarity": 0.62,
+        "harvest_margin": 0.30,
+        "novelty_foreground_max": 0.18,
+        "novelty_background_max": 0.40,
+        "novelty_min_clips": 5,
+        "min_cluster_size": 4,
+    },
+    "default": {
+        "harvest_similarity": HARVEST_SIMILARITY,
+        "harvest_margin": HARVEST_MARGIN,
+        "novelty_foreground_max": NOVELTY_FOREGROUND_MAX,
+        "novelty_background_max": NOVELTY_BACKGROUND_MAX,
+        "novelty_min_clips": NOVELTY_MIN_CLIPS,
+        "min_cluster_size": MIN_CLUSTER_SIZE,
+    },
+    "more": {
+        "harvest_similarity": 0.45,
+        "harvest_margin": 0.15,
+        "novelty_foreground_max": 0.30,
+        "novelty_background_max": 0.55,
+        "novelty_min_clips": 3,
+        "min_cluster_size": 2,
+    },
+}
+
+
+def _bucket_collection():
+    return Conversation.get_pymongo_collection().database["background_clips"]
+
+
+def _annotations_collection():
+    return Conversation.get_pymongo_collection().database["annotations"]
+
+
+def _corpus_collection():
+    return Conversation.get_pymongo_collection().database[
+        "background_corpus_embeddings"
+    ]
+
+
+def _index_runs_collection():
+    return Conversation.get_pymongo_collection().database["background_index_runs"]
+
+
+def _cluster_reviews_collection():
+    return Conversation.get_pymongo_collection().database["background_cluster_reviews"]
+
+
+def _cluster_cache_collection():
+    return Conversation.get_pymongo_collection().database["background_cluster_cache"]
+
+
+def _foreground_collection():
+    return Conversation.get_pymongo_collection().database["background_foreground_clips"]
+
+
+def _job_status(job_id: Optional[str]) -> Optional[str]:
+    if not job_id:
+        return None
+    try:
+        status = Job.fetch(job_id, connection=default_queue.connection).get_status(
+            refresh=True
+        )
+        return status.value if hasattr(status, "value") else str(status)
+    except NoSuchJobError:
+        return "expired"
+
+
+def _is_known_foreground(row: dict) -> bool:
+    """Known people never enter a bulk background decision."""
+    label = str(row.get("current_label") or "").strip()
+    if not label or label in {NOISE_LABEL, BACKGROUND_SPEECH_LABEL}:
+        return False
+    return re.fullmatch(r"(?:unknown\s+)?speaker\s*\d+", label, re.IGNORECASE) is None
+
+
+def _content_signature(row: dict) -> str:
+    """Stable identity shared by duplicate imports of the same logical clip."""
+    kind = row.get("candidate_type") or ""
+    start = round(float(row.get("start") or 0), 2)
+    end = round(float(row.get("end") or 0), 2)
+    text = " ".join(str(row.get("text") or "").lower().split())
+    if text:
+        material = f"{kind}|{start}|{end}|{text}"
+    else:
+        embedding = ",".join(
+            f"{float(value):.3f}" for value in row.get("embedding", [])
+        )
+        material = f"{kind}|{end - start:.2f}|{embedding}"
+    return hashlib.sha256(material.encode()).hexdigest()
+
+
+def _clip_key(conversation_id: str, start: float) -> str:
+    return f"{conversation_id}:{round(start, 3)}"
+
+
+def _wav_snr_db(wav_bytes: bytes) -> Optional[float]:
+    """Crude blind SNR: spread between loud (90th pct) and quiet (10th pct) frame
+    levels. High = a close foreground talker over quiet; low = a steady bed."""
+    try:
+        with wave.open(io.BytesIO(wav_bytes), "rb") as w:
+            n, sr = w.getnframes(), w.getframerate()
+            raw = w.readframes(n)
+        y = np.frombuffer(raw, dtype=np.int16).astype(np.float32) / 32768.0
+        if y.size < sr // 20:  # <50ms
+            return None
+        frame = max(1, sr // 100)  # 10ms frames
+        trimmed = y[: (y.size // frame) * frame].reshape(-1, frame)
+        rms = np.sqrt((trimmed**2).mean(axis=1) + 1e-12)
+        lvl = 20 * np.log10(rms + 1e-9)
+        return float(np.percentile(lvl, 90) - np.percentile(lvl, 10))
+    except Exception as e:  # noqa: BLE001 - degrade gracefully, SNR is optional
+        logger.warning("background bucket: SNR computation failed: %s", e)
+        return None
+
+
+async def _embed_clip(
+    speaker_client: SpeakerRecognitionClient,
+    conversation_id: str,
+    start: float,
+    end: float,
+) -> Optional[dict]:
+    """Reconstruct a clip, embed it, and measure its SNR. None if unusable."""
+    end = max(end, start + MIN_CLIP_SECONDS)
+    end = min(end, start + MAX_CLIP_SECONDS)
+    try:
+        wav = await reconstruct_audio_segment(conversation_id, start, end)
+    except Exception as e:  # noqa: BLE001
+        logger.warning(
+            "background bucket: reconstruct failed %s@%.2f: %s",
+            conversation_id,
+            start,
+            e,
+        )
+        return None
+    if not wav:
+        return None
+    result = await speaker_client.extract_speaker_embedding(wav)
+    if result.get("error") or "embedding" not in result:
+        logger.warning(
+            "background bucket: embed failed %s@%.2f: %s",
+            conversation_id,
+            start,
+            result.get("error"),
+        )
+        return None
+    return {
+        "embedding": result["embedding"],
+        "embedding_model": result.get("embedding_model"),
+        "snr_db": _wav_snr_db(wav),
+        "duration": result.get("duration"),
+    }
+
+
+async def add_background_clip(
+    conversation_id: str,
+    start: float,
+    end: float,
+    bucket_type: BucketType,
+    source: str = "manual",
+    user: User | None = None,
+) -> Optional[dict]:
+    """Embed one background clip and upsert it into the bucket (dedup by conv+start)."""
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return None
+    measured = await _embed_clip(speaker_client, conversation_id, start, end)
+    if measured is None:
+        return None
+    doc = {
+        "conversation_id": conversation_id,
+        "segment_start": round(start, 3),
+        "segment_end": round(end, 3),
+        "bucket_type": bucket_type,
+        "user_id": str(user.user_id) if user else None,
+        "embedding": measured["embedding"],
+        "embedding_model": measured["embedding_model"],
+        "snr_db": measured["snr_db"],
+        "source": source,
+        "added_by": str(user.id) if user else None,
+        "created_at": datetime.now(timezone.utc),
+    }
+    await _bucket_collection().update_one(
+        {
+            "conversation_id": conversation_id,
+            "segment_start": round(start, 3),
+            "bucket_type": bucket_type,
+            "user_id": str(user.user_id) if user else None,
+        },
+        {"$set": doc},
+        upsert=True,
+    )
+    return doc
+
+
+async def seed_from_annotations(user: Optional[User] = None) -> dict:
+    """Populate both buckets from accepted background annotations."""
+    query = {
+        "annotation_type": "diarization",
+        "corrected_speaker": {"$in": [NOISE_LABEL, BACKGROUND_SPEECH_LABEL]},
+        "status": "accepted",
+        "user_id": user.user_id if user else None,
+    }
+    existing = {
+        _clip_key(d["conversation_id"], d["segment_start"])
+        async for d in _bucket_collection().find(
+            {"user_id": str(user.user_id) if user else None},
+            {"conversation_id": 1, "segment_start": 1, "bucket_type": 1},
+        )
+    }
+    added, skipped, failed = 0, 0, 0
+    async for a in _annotations_collection().find(query):
+        cid, t = a.get("conversation_id"), a.get("segment_start_time")
+        if cid is None or t is None:
+            failed += 1
+            continue
+        bucket_type: BucketType = (
+            "background_speech"
+            if a.get("corrected_speaker") == BACKGROUND_SPEECH_LABEL
+            else "noise"
+        )
+        if _clip_key(cid, t) in existing:
+            skipped += 1
+            continue
+        # use the annotated segment's real end if we can find it, else a short window
+        end = await _segment_end_for(cid, t)
+        doc = await add_background_clip(
+            cid,
+            float(t),
+            end,
+            bucket_type=bucket_type,
+            source="annotation",
+            user=user,
+        )
+        if doc is None:
+            failed += 1
+        else:
+            added += 1
+    user_filter = {"user_id": str(user.user_id) if user else None}
+    sizes = {
+        kind: await _bucket_collection().count_documents(
+            {**user_filter, "bucket_type": kind}
+        )
+        for kind in BUCKET_TYPES
+    }
+    return {"added": added, "skipped": skipped, "failed": failed, "bucket_sizes": sizes}
+
+
+async def _segment_end_for(
+    conversation_id: str, start: float, default_len: float = 4.0
+) -> float:
+    doc = await Conversation.get_pymongo_collection().find_one(
+        {"conversation_id": conversation_id},
+        {"transcript_versions": 1, "active_transcript_version": 1},
+    )
+    if not doc:
+        return start + default_len
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    active = next(
+        (v for v in versions if v.get("version_id") == active_id),
+        versions[-1] if versions else {},
+    )
+    for s in active.get("segments") or []:
+        if abs(float(s.get("start", -1)) - start) <= 0.05:
+            return float(s.get("end", start + default_len))
+    return start + default_len
+
+
+async def _bucket_matrix(
+    user: User, bucket_type: BucketType, embedding_model: Optional[str]
+) -> tuple[np.ndarray, list[dict]]:
+    """Load bucket exemplars for the given model as a unit-normalized matrix + meta."""
+    query: dict = {"user_id": str(user.user_id), "bucket_type": bucket_type}
+    if embedding_model:
+        query["embedding_model"] = embedding_model
+    rows = [d async for d in _bucket_collection().find(query)]
+    if not rows:
+        return np.empty((0, 0)), []
+    M = np.asarray([r["embedding"] for r in rows], dtype=np.float32)
+    M /= np.linalg.norm(M, axis=1, keepdims=True) + 1e-9
+    meta = [
+        {
+            "conversation_id": r["conversation_id"],
+            "segment_start": r["segment_start"],
+            "source": r.get("source"),
+        }
+        for r in rows
+    ]
+    return M, meta
+
+
+def _max_similarity(
+    query_embs: np.ndarray, bucket: np.ndarray
+) -> tuple[np.ndarray, np.ndarray]:
+    """Return (max cosine to any bucket exemplar, index of that exemplar) per query."""
+    if bucket.shape[0] == 0:
+        return np.zeros(query_embs.shape[0]), np.full(query_embs.shape[0], -1)
+    q = query_embs / (np.linalg.norm(query_embs, axis=1, keepdims=True) + 1e-9)
+    sims = q @ bucket.T
+    return sims.max(axis=1), sims.argmax(axis=1)
+
+
+async def match_embeddings(
+    user: User,
+    embeddings: list[list[float]],
+    bucket_type: BucketType,
+    embedding_model: Optional[str] = None,
+) -> dict:
+    """Score query embeddings against the background bucket by max similarity."""
+    bucket, meta = await _bucket_matrix(user, bucket_type, embedding_model)
+    if not embeddings:
+        return {"bucket_size": len(meta), "results": []}
+    q = np.asarray(embeddings, dtype=np.float32)
+    max_sim, arg = _max_similarity(q, bucket)
+    results = []
+    for i in range(len(embeddings)):
+        j = int(arg[i])
+        results.append(
+            {
+                "bucket_similarity": round(float(max_sim[i]), 4),
+                "nearest_exemplar": meta[j] if j >= 0 else None,
+            }
+        )
+    return {"bucket_size": len(meta), "results": results}
+
+
+def _background_likelihood(bucket_sim: float, snr_db: Optional[float]) -> float:
+    snr_bg = (
+        0.0
+        if snr_db is None
+        else max(0.0, min(1.0, (SNR_FLOOR_DB - snr_db) / SNR_FLOOR_DB))
+    )
+    return round(W_BUCKET * max(0.0, bucket_sim) + W_SNR * snr_bg, 4)
+
+
+def _gap_windows(segments: list[dict], duration: float) -> list[tuple[float, float]]:
+    """Return 2–8 second windows where the transcript has no segment at all."""
+    occupied = sorted(
+        (max(0.0, float(s.get("start", 0))), min(duration, float(s.get("end", 0))))
+        for s in segments
+        if float(s.get("end", 0)) > float(s.get("start", 0))
+    )
+    merged: list[tuple[float, float]] = []
+    for start, end in occupied:
+        if merged and start <= merged[-1][1] + 0.1:
+            merged[-1] = (merged[-1][0], max(merged[-1][1], end))
+        else:
+            merged.append((start, end))
+    gaps: list[tuple[float, float]] = []
+    cursor = 0.0
+    for start, end in [*merged, (duration, duration)]:
+        while start - cursor >= 2.0:
+            window_end = min(start, cursor + 8.0)
+            gaps.append((round(cursor, 3), round(window_end, 3)))
+            cursor = window_end
+        cursor = max(cursor, end)
+    return gaps
+
+
+async def _score_candidates(
+    user: User, collected: list[dict], model_id: str | None
+) -> dict:
+    matrices = {
+        kind: await _bucket_matrix(user, kind, model_id) for kind in BUCKET_TYPES
+    }
+    sizes = {kind: len(meta) for kind, (_, meta) in matrices.items()}
+    if not collected:
+        return {"bucket_sizes": sizes, "candidates": []}
+    q = np.asarray([c["embedding"] for c in collected], dtype=np.float32)
+    similarities = {
+        kind: _max_similarity(q, matrix)[0] for kind, (matrix, _) in matrices.items()
+    }
+    scored: dict[BucketType, list[tuple[float, dict]]] = {
+        kind: [] for kind in BUCKET_TYPES
+    }
+    for i, candidate in enumerate(collected):
+        kind: BucketType = candidate["candidate_type"]
+        sim = float(similarities[kind][i])
+        likelihood = _background_likelihood(sim, candidate["snr_db"])
+        result = {
+            key: value
+            for key, value in candidate.items()
+            if key not in {"embedding", "embedding_model"}
+        }
+        result.update(
+            {
+                "bucket_similarity": round(sim, 4),
+                "bucket_similarities": {
+                    bucket_kind: round(float(values[i]), 4)
+                    for bucket_kind, values in similarities.items()
+                },
+                "background_likelihood": likelihood,
+            }
+        )
+        scored[kind].append((likelihood, result))
+    for values in scored.values():
+        values.sort(key=lambda pair: pair[0], reverse=True)
+    return {"bucket_sizes": sizes, "scored": scored}
+
+
+async def suggest_background_candidates(
+    user: User, conversation_id: str, limit: int = 10
+) -> JSONResponse | dict:
+    """Rank a conversation's unknown segments by how likely they are background.
+
+    Signal 1: max similarity to the background bucket (grows as users confirm more).
+    Signal 2: low SNR (channel condition — a distant/quiet bed, not close speech).
+    Only unidentified speech segments (no enrolled-speaker match) are considered.
+    """
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    doc = await Conversation.get_pymongo_collection().find_one(
+        {"conversation_id": conversation_id, "user_id": user.user_id},
+        {"transcript_versions": 1, "active_transcript_version": 1},
+    )
+    if not doc:
+        return JSONResponse(
+            status_code=404, content={"error": "Conversation not found"}
+        )
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    active = next(
+        (v for v in versions if v.get("version_id") == active_id),
+        versions[-1] if versions else {},
+    )
+    already = {
+        _clip_key(d["conversation_id"], d["segment_start"])
+        async for d in _bucket_collection().find(
+            {"conversation_id": conversation_id, "user_id": str(user.user_id)},
+            {"conversation_id": 1, "segment_start": 1},
+        )
+    }
+    unknown = [
+        (idx, s)
+        for idx, s in enumerate(active.get("segments") or [])
+        if not s.get("identified_as")
+        and s.get("segment_type", "speech") == "speech"
+        and MIN_CLIP_SECONDS
+        <= (float(s.get("end", 0)) - float(s.get("start", 0)))
+        <= MAX_CLIP_SECONDS
+        and _clip_key(conversation_id, float(s.get("start", 0))) not in already
+    ][:SCAN_LIMIT]
+
+    embedded = []
+    model_id = None
+    for idx, s in unknown:
+        m = await _embed_clip(
+            speaker_client, conversation_id, float(s["start"]), float(s["end"])
+        )
+        if m is None:
+            continue
+        model_id = model_id or m["embedding_model"]
+        embedded.append((idx, s, m))
+    if not embedded:
+        return {"conversation_id": conversation_id, "bucket_size": 0, "candidates": []}
+
+    bucket, meta = await _bucket_matrix(user, "background_speech", model_id)
+    q = np.asarray([m["embedding"] for _, _, m in embedded], dtype=np.float32)
+    max_sim, _ = _max_similarity(q, bucket)
+    scored: list[tuple[float, dict]] = []
+    for i, (idx, s, m) in enumerate(embedded):
+        likelihood = _background_likelihood(float(max_sim[i]), m["snr_db"])
+        scored.append(
+            (
+                likelihood,
+                {
+                    "conversation_id": conversation_id,
+                    "segment_index": idx,
+                    "segment_start_time": round(float(s["start"]), 3),
+                    "start": round(float(s["start"]), 3),
+                    "end": round(float(s["end"]), 3),
+                    "text": (s.get("text") or "")[:80],
+                    "bucket_similarity": round(float(max_sim[i]), 4),
+                    "snr_db": None if m["snr_db"] is None else round(m["snr_db"], 1),
+                    "background_likelihood": likelihood,
+                    "candidate_type": "background_speech",
+                    "bucket_similarities": {
+                        "background_speech": round(float(max_sim[i]), 4)
+                    },
+                },
+            )
+        )
+    scored.sort(key=lambda pair: pair[0], reverse=True)
+    return {
+        "conversation_id": conversation_id,
+        "bucket_size": len(meta),
+        "candidates": [c for _, c in scored[:limit]],
+    }
+
+
+async def scan_background_candidates(
+    user: User, limit: int = 40, max_conversations: int = 8, per_conversation: int = 12
+) -> JSONResponse | dict:
+    """Corpus-wide scan: rank 'potentially background' clips ACROSS conversations.
+
+    Walks recent conversations, embeds a bounded number of unidentified clips from
+    each (cost cap: max_conversations × per_conversation), scores them all against
+    the background bucket, and returns one merged ranked list. This is the top-level
+    "Potentially background" feed; per-clip confirmation still flows through the
+    appropriate background annotation (which grows one of the two buckets).
+    """
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+
+    user_bucket_filter = {"user_id": str(user.user_id)}
+    already = {
+        _clip_key(d["conversation_id"], d["segment_start"])
+        async for d in _bucket_collection().find(
+            user_bucket_filter, {"conversation_id": 1, "segment_start": 1}
+        )
+    }
+
+    planned: list[dict] = []
+    scanned = 0
+    cursor = (
+        Conversation.get_pymongo_collection()
+        .find(
+            {
+                "user_id": user.user_id,
+                "deleted": {"$ne": True},
+                "audio_archived": {"$ne": True},
+                "audio_chunks_count": {"$gt": 0},
+            },
+            {
+                "conversation_id": 1,
+                "title": 1,
+                "transcript_versions": 1,
+                "active_transcript_version": 1,
+                "audio_total_duration": 1,
+            },
+        )
+        .sort("created_at", -1)
+        .limit(
+            60
+        )  # examine at most 60 recent conversations to find max_conversations with unknowns
+    )
+    async for doc in cursor:
+        if scanned >= max_conversations:
+            break
+        cid = doc.get("conversation_id")
+        versions = doc.get("transcript_versions") or []
+        active_id = doc.get("active_transcript_version")
+        active = next(
+            (v for v in versions if v.get("version_id") == active_id),
+            versions[-1] if versions else {},
+        )
+        segments = active.get("segments") or []
+        background_speech = [
+            (idx, s)
+            for idx, s in enumerate(active.get("segments") or [])
+            if not s.get("identified_as")
+            and s.get("segment_type", "speech") == "speech"
+            and MIN_CLIP_SECONDS
+            <= (float(s.get("end", 0)) - float(s.get("start", 0)))
+            <= MAX_CLIP_SECONDS
+            and _clip_key(cid, float(s.get("start", 0))) not in already
+        ]
+        noise_windows = [
+            window
+            for window in _gap_windows(
+                segments, float(doc.get("audio_total_duration") or 0.0)
+            )
+            if _clip_key(cid, window[0]) not in already
+        ]
+        if not background_speech and not noise_windows:
+            continue
+        scanned += 1
+        speech_quota = max(1, per_conversation // 2)
+        noise_quota = max(1, per_conversation - speech_quota)
+        for idx, s in background_speech[:speech_quota]:
+            planned.append(
+                {
+                    "conversation_id": cid,
+                    "title": doc.get("title") or cid[:8],
+                    "segment_index": idx,
+                    "segment_start_time": round(float(s["start"]), 3),
+                    "start": round(float(s["start"]), 3),
+                    "end": round(float(s["end"]), 3),
+                    "text": (s.get("text") or "")[:80],
+                    "candidate_type": "background_speech",
+                }
+            )
+        for start, end in noise_windows[:noise_quota]:
+            planned.append(
+                {
+                    "conversation_id": cid,
+                    "title": doc.get("title") or cid[:8],
+                    "segment_index": -1,
+                    "segment_start_time": start,
+                    "start": start,
+                    "end": end,
+                    "text": "",
+                    "candidate_type": "noise",
+                }
+            )
+
+    semaphore = asyncio.Semaphore(4)
+
+    async def measure(candidate: dict) -> dict | None:
+        async with semaphore:
+            result = await _embed_clip(
+                speaker_client,
+                candidate["conversation_id"],
+                candidate["start"],
+                candidate["end"],
+            )
+        if result is None:
+            return None
+        return {
+            **candidate,
+            "embedding": result["embedding"],
+            "embedding_model": result["embedding_model"],
+            "snr_db": result["snr_db"],
+        }
+
+    measured = await asyncio.gather(*(measure(candidate) for candidate in planned))
+    collected = [candidate for candidate in measured if candidate is not None]
+    model_id = next(
+        (
+            candidate["embedding_model"]
+            for candidate in collected
+            if candidate["embedding_model"]
+        ),
+        None,
+    )
+
+    scored_result = await _score_candidates(user, collected, model_id)
+    scored = scored_result.get("scored", {kind: [] for kind in BUCKET_TYPES})
+    per_bucket_limit = max(1, limit // 2)
+    candidates = [
+        item for kind in BUCKET_TYPES for _, item in scored[kind][:per_bucket_limit]
+    ]
+    return {
+        "bucket_sizes": scored_result["bucket_sizes"],
+        "scanned_conversations": scanned,
+        "candidates": candidates,
+    }
+
+
+async def enqueue_background_index(user: User) -> dict:
+    """Index every usable corpus clip, reusing cached embeddings on later runs."""
+    key = {"requested_by": str(user.user_id)}
+    revision = await _corpus_revision(str(user.user_id))
+    existing = await _index_runs_collection().find_one(key)
+    status = _job_status(existing.get("job_id") if existing else None)
+    if status in {"queued", "started", "deferred", "scheduled"}:
+        return {"job_id": existing["job_id"], "status": status, "reused": True}
+    if (
+        existing
+        and existing.get("source_revision") == revision
+        and await _corpus_collection().count_documents(key) > 0
+    ):
+        return {"job_id": existing.get("job_id"), "status": "finished", "reused": True}
+    job = default_queue.enqueue(
+        index_background_corpus_job,
+        requested_by=str(user.user_id),
+        source_revision=revision,
+        job_timeout=14400,
+        result_ttl=JOB_RESULT_TTL,
+        description="Index full corpus for background review",
+    )
+    await _index_runs_collection().update_one(
+        key,
+        {"$set": {"job_id": job.id, "queued_at": datetime.now(timezone.utc)}},
+        upsert=True,
+    )
+    return {"job_id": job.id, "status": "queued", "reused": False}
+
+
+async def _corpus_revision(user_id: str) -> str:
+    """Cheap stable fingerprint of inputs that affect background candidates."""
+    parts = []
+    cursor = Conversation.get_pymongo_collection().find(
+        {
+            "user_id": user_id,
+            "deleted": {"$ne": True},
+            "audio_archived": {"$ne": True},
+            "audio_chunks_count": {"$gt": 0},
+        },
+        {
+            "conversation_id": 1,
+            "active_transcript_version": 1,
+            "audio_chunks_count": 1,
+            "audio_total_duration": 1,
+        },
+    )
+    async for doc in cursor:
+        parts.append(
+            f"{doc['conversation_id']}|{doc.get('active_transcript_version')}|"
+            f"{doc.get('audio_chunks_count')}|{doc.get('audio_total_duration')}"
+        )
+    return hashlib.sha256("\n".join(sorted(parts)).encode()).hexdigest()
+
+
+async def background_index_state(user: User) -> dict:
+    key = {"requested_by": str(user.user_id)}
+    run = await _index_runs_collection().find_one(key, {"_id": 0})
+    job_id = run.get("job_id") if run else None
+    latest = await _corpus_collection().find_one(key, sort=[("indexed_at", -1)])
+    model = latest.get("embedding_model") if latest else None
+    indexed = await _corpus_collection().count_documents(
+        {**key, **({"embedding_model": model} if model else {})}
+    )
+    return {"job_id": job_id, "status": _job_status(job_id), "indexed": indexed}
+
+
+def _cluster_rows(
+    rows: list[dict], similarity: float = CLUSTER_SIMILARITY
+) -> list[list[int]]:
+    """Greedy cosine clustering; input vectors are speaker embeddings."""
+    if not rows:
+        return []
+    matrix = np.asarray([row["embedding"] for row in rows], dtype=np.float32)
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    clusters: list[list[int]] = []
+    centroids: list[np.ndarray] = []
+    for index, vector in enumerate(matrix):
+        scores = [float(vector @ centroid) for centroid in centroids]
+        nearest = int(np.argmax(scores)) if scores else -1
+        if nearest >= 0 and scores[nearest] >= similarity:
+            clusters[nearest].append(index)
+            centroid = matrix[clusters[nearest]].mean(axis=0)
+            centroids[nearest] = centroid / (np.linalg.norm(centroid) + 1e-9)
+        else:
+            clusters.append([index])
+            centroids.append(vector.copy())
+    return clusters
+
+
+def _representatives(
+    rows: list[dict], member_indices: list[int], limit: int
+) -> list[dict]:
+    matrix = np.asarray(
+        [rows[index]["embedding"] for index in member_indices], dtype=np.float32
+    )
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    centroid = matrix.mean(axis=0)
+    centroid /= np.linalg.norm(centroid) + 1e-9
+    ranked = np.argsort(-(matrix @ centroid))[:limit]
+    return [rows[member_indices[int(index)]] for index in ranked]
+
+
+def _review_samples(
+    rows: list[dict], member_indices: list[int], limit: int
+) -> list[tuple[dict, str]]:
+    """Show central examples plus the weakest cluster members where we may be wrong."""
+    matrix = np.asarray(
+        [rows[index]["embedding"] for index in member_indices], dtype=np.float32
+    )
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    centroid = matrix.mean(axis=0)
+    centroid /= np.linalg.norm(centroid) + 1e-9
+    ranked = np.argsort(-(matrix @ centroid)).tolist()
+    edge_count = min(2, max(1, limit - 3)) if len(ranked) > 3 else 0
+    typical_count = min(len(ranked) - edge_count, limit - edge_count)
+    selected = [(index, "typical") for index in ranked[:typical_count]]
+    selected.extend((index, "edge") for index in ranked[-edge_count:] if edge_count)
+    return [(rows[member_indices[int(index)]], role) for index, role in selected]
+
+
+def _harvest_groups(
+    rows: list[dict],
+    background_scores: dict[str, float],
+    foreground_scores: dict[str, float],
+    profile: Optional[dict] = None,
+) -> list[list[dict]]:
+    """Per-conversation groups of clips near a confirmed background exemplar."""
+    profile = profile or SURFACE_PROFILES["default"]
+    groups: dict[str, list[dict]] = {}
+    for row in rows:
+        if row.get("candidate_type") != "background_speech":
+            continue
+        key = row["clip_key"]
+        margin = background_scores[key] - foreground_scores[key]
+        if (
+            background_scores[key] >= profile["harvest_similarity"]
+            and margin >= profile["harvest_margin"]
+        ):
+            groups.setdefault(row["conversation_id"], []).append(row)
+    return list(groups.values())
+
+
+def _novelty_groups(
+    rows: list[dict],
+    background_scores: dict[str, float],
+    foreground_scores: dict[str, float],
+    consumed: set[str],
+    profile: Optional[dict] = None,
+) -> list[list[dict]]:
+    """Per-conversation groups of clips far from every labelled reference."""
+    profile = profile or SURFACE_PROFILES["default"]
+    groups: dict[str, list[dict]] = {}
+    for row in rows:
+        key = row["clip_key"]
+        if key in consumed or row.get("candidate_type") != "background_speech":
+            continue
+        if (
+            foreground_scores[key] <= profile["novelty_foreground_max"]
+            and background_scores[key] <= profile["novelty_background_max"]
+        ):
+            groups.setdefault(row["conversation_id"], []).append(row)
+    return [
+        group
+        for group in groups.values()
+        if len(group) >= profile["novelty_min_clips"]
+    ]
+
+
+def _foreground_matches(
+    rows: list[dict], exemplars: list[dict], threshold: float = FOREGROUND_SIMILARITY
+) -> set[str]:
+    """Clip keys acoustically covered by confirmed not-background examples."""
+    speech = [row for row in rows if row.get("candidate_type") == "background_speech"]
+    if not speech or not exemplars:
+        return set()
+    query = np.asarray([row["embedding"] for row in speech], dtype=np.float32)
+    references = np.asarray([row["embedding"] for row in exemplars], dtype=np.float32)
+    query /= np.linalg.norm(query, axis=1, keepdims=True) + 1e-9
+    references /= np.linalg.norm(references, axis=1, keepdims=True) + 1e-9
+    similarities = (query @ references.T).max(axis=1)
+    return {
+        row["clip_key"]
+        for row, similarity in zip(speech, similarities)
+        if float(similarity) >= threshold
+    }
+
+
+def _reference_scores(rows: list[dict], exemplars: list[dict]) -> dict[str, float]:
+    """Maximum acoustic similarity to a labelled reference corpus."""
+    if not rows or not exemplars:
+        return {row["clip_key"]: 0.0 for row in rows}
+    query = np.asarray([row["embedding"] for row in rows], dtype=np.float32)
+    references = np.asarray([row["embedding"] for row in exemplars], dtype=np.float32)
+    query /= np.linalg.norm(query, axis=1, keepdims=True) + 1e-9
+    references /= np.linalg.norm(references, axis=1, keepdims=True) + 1e-9
+    similarities = (query @ references.T).max(axis=1)
+    return {
+        row["clip_key"]: float(similarity)
+        for row, similarity in zip(rows, similarities)
+    }
+
+
+def _lane_of(cluster: dict) -> str:
+    return cluster.get("mined") or "similar"
+
+
+def _queue_summary(clusters: list[dict]) -> dict:
+    """Split the queue into what the system already believes vs genuine unknowns.
+
+    "quick confirms" are clusters production suppression would already call
+    background (harvest lane, or mean scores in the confident zone) — reviewing
+    them is a sign-off, not a judgment call. "uncertain" is the number that
+    should shrink as the system learns.
+    """
+    quick = sum(
+        1
+        for cluster in clusters
+        if cluster.get("mined") == "harvest"
+        or zone_for(
+            cluster.get("mean_background_similarity") or 0.0,
+            cluster.get("mean_foreground_similarity") or 0.0,
+        )
+        == "confident_background"
+    )
+    return {
+        "unreviewed": len(clusters),
+        "quick_confirms": quick,
+        "uncertain": len(clusters) - quick,
+    }
+
+
+def _serve_clusters(payload: dict, lane: Optional[str], limit: int) -> dict:
+    """Slice the cached full cluster list down to one lane and the limit."""
+    clusters = payload.get("clusters") or []
+    lane_counts: dict[str, int] = {}
+    for cluster in clusters:
+        lane_counts[_lane_of(cluster)] = lane_counts.get(_lane_of(cluster), 0) + 1
+    queue_summary = _queue_summary(clusters)
+    if lane:
+        clusters = [c for c in clusters if _lane_of(c) == lane]
+    return {
+        **payload,
+        "clusters": clusters[:limit],
+        "lane": lane,
+        "lane_counts": lane_counts,
+        "queue_summary": queue_summary,
+    }
+
+
+async def get_background_clusters(
+    user: User,
+    limit: int = 6,
+    samples_per_cluster: int = 5,
+    lane: Optional[str] = None,
+    surface: str = "default",
+) -> dict:
+    """Return high-impact, within-conversation clusters with 3–5 review clips.
+
+    ``lane`` filters the queue: "harvest" (near a confirmed background exemplar,
+    batch-confirmable), "novel" (unlike every labelled reference — new sources),
+    "similar" (regular within-conversation clusters). None keeps the default
+    order (harvest first, then the focus-mode ranking).
+
+    ``surface`` is the review dial ("less" / "default" / "more"): it widens or
+    narrows the lane thresholds and minimum cluster size, changing only what is
+    surfaced for review — production suppression is untouched.
+    """
+    user_id = str(user.user_id)
+    profile = SURFACE_PROFILES.get(surface) or SURFACE_PROFILES["default"]
+    latest = await _corpus_collection().find_one(
+        {"requested_by": user_id}, sort=[("indexed_at", -1)]
+    )
+    if not latest:
+        return {"clusters": [], "indexed": 0, "remaining": 0, "bucket_sizes": {}}
+    model = latest["embedding_model"]
+    cached = await _cluster_cache_collection().find_one(
+        {"requested_by": user_id, "embedding_model": model, "surface": surface},
+        {"_id": 0, "payload": 1},
+    )
+    if cached:
+        return _serve_clusters(cached["payload"], lane, limit)
+    reviewed = {
+        key
+        async for doc in _cluster_reviews_collection().find(
+            {"requested_by": user_id, "embedding_model": model}, {"member_keys": 1}
+        )
+        for key in doc.get("member_keys", [])
+    }
+    confirmed = {
+        f"{doc['conversation_id']}:{float(doc['segment_start']):.3f}"
+        async for doc in _bucket_collection().find(
+            {"user_id": user_id, "embedding_model": model},
+            {"conversation_id": 1, "segment_start": 1},
+        )
+    }
+    foreground_signatures = {
+        doc["content_signature"]
+        async for doc in _foreground_collection().find(
+            {"requested_by": user_id, "embedding_model": model},
+            {"content_signature": 1},
+        )
+    }
+    foreground_exemplars = [
+        doc
+        async for doc in _foreground_collection().find(
+            {"requested_by": user_id, "embedding_model": model},
+            {"embedding": 1},
+        )
+        if doc.get("embedding")
+    ]
+    background_exemplars = [
+        doc
+        async for doc in _bucket_collection().find(
+            {
+                "user_id": user_id,
+                "embedding_model": model,
+                "bucket_type": "background_speech",
+            },
+            {"embedding": 1},
+        )
+        if doc.get("embedding")
+    ]
+    all_rows = [
+        doc
+        async for doc in _corpus_collection().find(
+            {"requested_by": user_id, "embedding_model": model}, {"_id": 0}
+        )
+    ]
+    reviewed_signatures = {
+        _content_signature(row) for row in all_rows if row["clip_key"] in reviewed
+    }
+    foreground_matches = _foreground_matches(all_rows, foreground_exemplars)
+    foreground_scores = _reference_scores(all_rows, foreground_exemplars)
+    background_scores = _reference_scores(all_rows, background_exemplars)
+    noise_reference_count = await _bucket_collection().count_documents(
+        {"user_id": user_id, "bucket_type": "noise"}
+    )
+    foreground_review_count = await _cluster_reviews_collection().count_documents(
+        {
+            "requested_by": user_id,
+            "embedding_model": model,
+            "decision": "not_background",
+        }
+    )
+    async for review in _cluster_reviews_collection().find(
+        {
+            "requested_by": user_id,
+            "embedding_model": model,
+            "decision": "mixed",
+        },
+        {"sample_decisions": 1},
+    ):
+        if "not_background" in (review.get("sample_decisions") or {}).values():
+            foreground_review_count += 1
+    focus_hard_speech = noise_reference_count >= 10
+    adaptive_discovery = focus_hard_speech and foreground_review_count >= 10
+    rows = [
+        row
+        for row in all_rows
+        if row["clip_key"] not in reviewed
+        and (not focus_hard_speech or row.get("candidate_type") == "background_speech")
+        and (focus_hard_speech or row["clip_key"] not in foreground_matches)
+        and _content_signature(row) not in reviewed_signatures
+        and f"{row['conversation_id']}:{float(row['start']):.3f}" not in confirmed
+        and _content_signature(row) not in foreground_signatures
+    ]
+    rows.sort(
+        key=lambda row: (row["conversation_id"], row["candidate_type"], row["clip_key"])
+    )
+
+    def build_cluster(
+        group: list[dict], members: list[int], mined: Optional[str] = None
+    ) -> dict:
+        reps = _review_samples(group, members, min(samples_per_cluster, len(members)))
+        member_keys = [group[index]["clip_key"] for index in members]
+        signatures = sorted({_content_signature(group[index]) for index in members})
+        cluster_id = hashlib.sha256("|".join(signatures).encode()).hexdigest()[:16]
+        mean_foreground_similarity = sum(
+            foreground_scores[group[index]["clip_key"]] for index in members
+        ) / len(members)
+        mean_background_similarity = sum(
+            background_scores[group[index]["clip_key"]] for index in members
+        ) / len(members)
+        known_speaker_fraction = sum(
+            _is_known_foreground(group[index]) for index in members
+        ) / len(members)
+        suggestion_score = (
+            mean_background_similarity - mean_foreground_similarity
+            if background_exemplars
+            else 1.0 - mean_foreground_similarity
+        ) - 0.1 * known_speaker_fraction
+        return {
+            "cluster_id": cluster_id,
+            "candidate_type": group[members[0]]["candidate_type"],
+            "conversation_id": group[members[0]]["conversation_id"],
+            "conversation_title": group[members[0]].get("conversation_title"),
+            "size": len(members),
+            "mined": mined,
+            "known_speaker_fraction": round(known_speaker_fraction, 3),
+            "known_speaker_count": len(
+                {
+                    str(group[index].get("current_label"))
+                    for index in members
+                    if _is_known_foreground(group[index])
+                }
+            ),
+            "mean_foreground_confidence": round(
+                sum(
+                    float(group[index].get("stored_confidence") or 0)
+                    for index in members
+                )
+                / len(members),
+                3,
+            ),
+            "mean_foreground_similarity": round(mean_foreground_similarity, 3),
+            "mean_background_similarity": round(mean_background_similarity, 3),
+            "suggestion_score": round(suggestion_score, 3),
+            "member_keys": member_keys,
+            "samples": [
+                {
+                    "review_role": role,
+                    **{
+                        key: row.get(key)
+                        for key in (
+                            "clip_key",
+                            "conversation_id",
+                            "conversation_title",
+                            "segment_index",
+                            "start",
+                            "end",
+                            "text",
+                            "candidate_type",
+                            "current_label",
+                        )
+                    },
+                }
+                for row, role in reps
+            ],
+        }
+
+    clusters = []
+    consumed: set[str] = set()
+
+    # Harvest lane: unreviewed clips near a confirmed background exemplar —
+    # one batch-confirmable group per conversation grows the bucket fastest.
+    if background_exemplars:
+        for group in _harvest_groups(
+            rows, background_scores, foreground_scores, profile
+        ):
+            clusters.append(build_cluster(group, list(range(len(group))), "harvest"))
+            consumed.update(row["clip_key"] for row in group)
+
+    grouped: dict[tuple[str, str], list[dict]] = {}
+    for row in rows:
+        if row["clip_key"] in consumed:
+            continue
+        grouped.setdefault((row["candidate_type"], row["conversation_id"]), []).append(
+            row
+        )
+    for group in grouped.values():
+        for members in _cluster_rows(group):
+            if len(members) < profile["min_cluster_size"]:
+                continue
+            clusters.append(build_cluster(group, members))
+            consumed.update(group[index]["clip_key"] for index in members)
+
+    # Novelty lane: clips far from every labelled reference. k-NN mining can
+    # only find more of what is already labelled; new background types (a TV
+    # channel never reviewed) surface here for a first human verdict.
+    if background_exemplars and foreground_exemplars:
+        for group in _novelty_groups(
+            rows, background_scores, foreground_scores, consumed, profile
+        ):
+            clusters.append(build_cluster(group, list(range(len(group))), "novel"))
+
+    # Duplicate uploads produce identical content signatures and therefore
+    # identical cluster ids — reviewing one covers all, so show only one.
+    unique_clusters: dict[str, dict] = {}
+    for cluster in clusters:
+        unique_clusters.setdefault(cluster["cluster_id"], cluster)
+    clusters = list(unique_clusters.values())
+
+    if adaptive_discovery:
+        clusters.sort(
+            key=lambda item: (item["suggestion_score"], item["size"]), reverse=True
+        )
+    elif focus_hard_speech:
+        clusters.sort(
+            key=lambda item: (
+                item["known_speaker_count"],
+                item["known_speaker_fraction"],
+                -abs(item["mean_foreground_confidence"] - HARD_CASE_TARGET_CONFIDENCE),
+                item["size"],
+            ),
+            reverse=True,
+        )
+    else:
+        clusters.sort(key=lambda item: item["size"], reverse=True)
+    # Harvest groups are near-certain positives — always review those first.
+    clusters.sort(key=lambda item: item.get("mined") != "harvest")
+    bucket_sizes = {
+        kind: await _bucket_collection().count_documents(
+            {"user_id": user_id, "bucket_type": kind}
+        )
+        for kind in BUCKET_TYPES
+    }
+    # Cache the FULL sorted list; lane filter and limit are applied at serve
+    # time so one expensive build answers every lane.
+    payload = {
+        "clusters": clusters,
+        "indexed": len(rows) + len(reviewed),
+        "remaining": len(rows),
+        "bucket_sizes": bucket_sizes,
+        "surface": surface,
+        "review_focus": (
+            "discovery"
+            if adaptive_discovery
+            else "hard_speech" if focus_hard_speech else "bootstrap"
+        ),
+    }
+    await _cluster_cache_collection().update_one(
+        {"requested_by": user_id, "embedding_model": model, "surface": surface},
+        {"$set": {"payload": payload, "created_at": datetime.now(timezone.utc)}},
+        upsert=True,
+    )
+    return _serve_clusters(payload, lane, limit)
+
+
+async def decide_background_cluster(
+    user: User,
+    cluster: dict,
+    decision: Literal[
+        "noise", "background_speech", "not_background", "mixed", "dismissed"
+    ],
+) -> dict:
+    """Apply a whole-cluster decision, clip-level mixed labels, or dismiss it."""
+    user_id = str(user.user_id)
+    member_keys = list(dict.fromkeys(cluster.get("member_keys") or []))
+    review_sample_keys = list(dict.fromkeys(cluster.get("review_sample_keys") or []))[
+        :5
+    ]
+    sample_decisions = cluster.get("sample_decisions") or {}
+    if decision == "mixed":
+        allowed_keys = set(review_sample_keys)
+        sample_decisions = {
+            key: value
+            for key, value in sample_decisions.items()
+            if key in allowed_keys
+            and value in {"noise", "background_speech", "not_background"}
+        }
+        if not allowed_keys or set(sample_decisions) != allowed_keys:
+            return JSONResponse(
+                status_code=422,
+                content={"error": "Label every reviewed clip in a mixed cluster"},
+            )
+        # Only explicitly labelled samples leave the queue. Unseen members are
+        # deliberately left available to be reclustered around the new references.
+        member_keys = list(sample_decisions)
+    docs = [
+        doc
+        async for doc in _corpus_collection().find(
+            {"requested_by": user_id, "clip_key": {"$in": member_keys}}, {"_id": 0}
+        )
+    ]
+    if not docs:
+        return JSONResponse(
+            status_code=404, content={"error": "Cluster clips not found"}
+        )
+    model = docs[0].get("embedding_model")
+    review_object_id = ObjectId()
+    review_id = str(review_object_id)
+    if decision not in {"mixed", "dismissed"}:
+        signatures = {_content_signature(doc) for doc in docs}
+        duplicate_docs = [
+            doc
+            async for doc in _corpus_collection().find(
+                {"requested_by": user_id, "embedding_model": model}, {"_id": 0}
+            )
+            if _content_signature(doc) in signatures
+        ]
+        member_keys = list(dict.fromkeys(doc["clip_key"] for doc in duplicate_docs))
+    added = 0
+    exemplar_keys: list[str] = []
+    foreground_signatures: list[str] = []
+    if decision == "mixed":
+        for doc in docs:
+            clip_decision = sample_decisions[doc["clip_key"]]
+            if clip_decision in {"noise", "background_speech"}:
+                await _bucket_collection().update_one(
+                    {
+                        "user_id": user_id,
+                        "conversation_id": doc["conversation_id"],
+                        "segment_start": round(float(doc["start"]), 3),
+                        "bucket_type": clip_decision,
+                    },
+                    {
+                        "$set": {
+                            "segment_end": round(float(doc["end"]), 3),
+                            "embedding": doc["embedding"],
+                            "embedding_model": model,
+                            "source": "mixed_cluster_review",
+                            "review_id": review_id,
+                            "added_by": user_id,
+                            "created_at": datetime.now(timezone.utc),
+                        }
+                    },
+                    upsert=True,
+                )
+                exemplar_keys.append(doc["clip_key"])
+                added += 1
+            else:
+                signature = _content_signature(doc)
+                await _foreground_collection().update_one(
+                    {
+                        "requested_by": user_id,
+                        "content_signature": signature,
+                        "embedding_model": model,
+                    },
+                    {
+                        "$set": {
+                            "embedding": doc["embedding"],
+                            "conversation_id": doc["conversation_id"],
+                            "clip_key": doc["clip_key"],
+                            "review_id": review_id,
+                            "created_at": datetime.now(timezone.utc),
+                        }
+                    },
+                    upsert=True,
+                )
+                foreground_signatures.append(signature)
+    elif decision in {"noise", "background_speech"}:
+        representatives = _representatives(
+            docs, list(range(len(docs))), min(5, len(docs))
+        )
+        for doc in representatives:
+            await _bucket_collection().update_one(
+                {
+                    "user_id": user_id,
+                    "conversation_id": doc["conversation_id"],
+                    "segment_start": round(float(doc["start"]), 3),
+                    "bucket_type": decision,
+                },
+                {
+                    "$set": {
+                        "segment_end": round(float(doc["end"]), 3),
+                        "embedding": doc["embedding"],
+                        "embedding_model": model,
+                        "source": "cluster_review",
+                        "review_id": review_id,
+                        "added_by": user_id,
+                        "created_at": datetime.now(timezone.utc),
+                    }
+                },
+                upsert=True,
+            )
+            added += 1
+            exemplar_keys.append(doc["clip_key"])
+    elif decision == "not_background":
+        for doc in _representatives(docs, list(range(len(docs))), min(5, len(docs))):
+            signature = _content_signature(doc)
+            await _foreground_collection().update_one(
+                {
+                    "requested_by": user_id,
+                    "content_signature": signature,
+                    "embedding_model": model,
+                },
+                {
+                    "$set": {
+                        "embedding": doc["embedding"],
+                        "conversation_id": doc["conversation_id"],
+                        "clip_key": doc["clip_key"],
+                        "review_id": review_id,
+                        "created_at": datetime.now(timezone.utc),
+                    }
+                },
+                upsert=True,
+            )
+            foreground_signatures.append(signature)
+    inserted = await _cluster_reviews_collection().insert_one(
+        {
+            "_id": review_object_id,
+            "requested_by": user_id,
+            "embedding_model": model,
+            "cluster_id": cluster.get("cluster_id"),
+            "member_keys": member_keys,
+            "review_sample_keys": review_sample_keys,
+            "decision": decision,
+            "sample_decisions": sample_decisions,
+            "exemplar_keys": exemplar_keys,
+            "foreground_signatures": foreground_signatures,
+            "reviewed_at": datetime.now(timezone.utc),
+        }
+    )
+    await _cluster_cache_collection().delete_many({"requested_by": user_id})
+    await Conversation.get_pymongo_collection().database[
+        "background_cleanup_reports"
+    ].delete_many({"requested_by": user_id})
+    return {
+        "review_id": str(inserted.inserted_id),
+        "reviewed": len(member_keys),
+        "exemplars_added": added,
+        "duplicates_covered": max(
+            0, len(member_keys) - len(cluster.get("member_keys") or [])
+        ),
+        "decision": decision,
+    }
+
+
+async def latest_background_decision(user: User) -> dict:
+    review = await _cluster_reviews_collection().find_one(
+        {"requested_by": str(user.user_id)}, sort=[("reviewed_at", -1)]
+    )
+    if not review:
+        return {"decision": None}
+    return {
+        "review_id": str(review["_id"]),
+        "decision": review.get("decision"),
+        "reviewed": len(review.get("member_keys") or []),
+        "reviewed_at": review.get("reviewed_at"),
+    }
+
+
+async def list_background_decisions(user: User, limit: int = 50) -> dict:
+    decisions = []
+    user_id = str(user.user_id)
+    cursor = (
+        _cluster_reviews_collection()
+        .find({"requested_by": user_id})
+        .sort("reviewed_at", -1)
+        .limit(limit)
+    )
+    async for review in cursor:
+        member_keys = review.get("member_keys") or []
+        docs = [
+            doc
+            async for doc in _corpus_collection().find(
+                {"requested_by": user_id, "clip_key": {"$in": member_keys}},
+                {"_id": 0},
+            )
+        ]
+        by_key = {doc["clip_key"]: doc for doc in docs}
+        stored_sample_keys = review.get("review_sample_keys") or []
+        if stored_sample_keys:
+            samples = [by_key[key] for key in stored_sample_keys if key in by_key]
+            reconstructed = False
+        else:
+            samples = _representatives(docs, list(range(len(docs))), min(5, len(docs)))
+            reconstructed = True
+        decisions.append(
+            {
+                "review_id": str(review["_id"]),
+                "cluster_id": review.get("cluster_id"),
+                "decision": review.get("decision"),
+                "reviewed": len(review.get("review_sample_keys") or [])
+                or len(review.get("exemplar_keys") or [])
+                or min(5, len(review.get("member_keys") or [])),
+                "clips_affected": len(review.get("member_keys") or []),
+                "reviewed_at": review.get("reviewed_at"),
+                "samples_reconstructed": reconstructed,
+                "samples": [
+                    {
+                        "clip_key": sample["clip_key"],
+                        "conversation_id": sample["conversation_id"],
+                        "conversation_title": sample.get("conversation_title"),
+                        "segment_index": sample.get("segment_index"),
+                        "start": sample["start"],
+                        "end": sample["end"],
+                        "text": sample.get("text") or "",
+                        "current_label": sample.get("current_label"),
+                        "candidate_type": sample.get("candidate_type"),
+                        "decision": (review.get("sample_decisions") or {}).get(
+                            sample["clip_key"]
+                        ),
+                    }
+                    for sample in samples
+                ],
+            }
+        )
+    return {"decisions": decisions}
+
+
+async def undo_background_decision(user: User, review_id: str) -> dict:
+    """Reverse one review and every training reference it introduced."""
+    try:
+        object_id = ObjectId(review_id)
+    except Exception:
+        return JSONResponse(status_code=400, content={"error": "Invalid review id"})
+    user_id = str(user.user_id)
+    review = await _cluster_reviews_collection().find_one(
+        {"_id": object_id, "requested_by": user_id}
+    )
+    if not review:
+        return JSONResponse(status_code=404, content={"error": "Review not found"})
+    docs = [
+        doc
+        async for doc in _corpus_collection().find(
+            {
+                "requested_by": user_id,
+                "clip_key": {"$in": review.get("member_keys") or []},
+            },
+            {"_id": 0},
+        )
+    ]
+    representatives = _representatives(docs, list(range(len(docs))), min(5, len(docs)))
+    exemplar_keys = review.get("exemplar_keys") or [
+        doc["clip_key"] for doc in representatives
+    ]
+    foreground_signatures = review.get("foreground_signatures") or [
+        _content_signature(doc) for doc in representatives
+    ]
+    exemplar_docs = [doc for doc in docs if doc["clip_key"] in exemplar_keys]
+    has_tracked_references = (
+        "exemplar_keys" in review or "foreground_signatures" in review
+    )
+    bucket_deleted = 0
+    for doc in exemplar_docs:
+        bucket_query = {
+            "user_id": user_id,
+            "conversation_id": doc["conversation_id"],
+            "segment_start": round(float(doc["start"]), 3),
+            "bucket_type": review.get("decision"),
+            "source": "cluster_review",
+        }
+        if has_tracked_references:
+            bucket_query["review_id"] = review_id
+        result = await _bucket_collection().delete_many(bucket_query)
+        bucket_deleted += result.deleted_count
+    foreground_deleted = (
+        await _foreground_collection().delete_many(
+            {
+                "requested_by": user_id,
+                "embedding_model": review.get("embedding_model"),
+                "content_signature": {"$in": foreground_signatures},
+                **({"review_id": review_id} if has_tracked_references else {}),
+            }
+        )
+    ).deleted_count
+    await _cluster_reviews_collection().delete_one({"_id": object_id})
+    await _cluster_cache_collection().delete_many({"requested_by": user_id})
+    await Conversation.get_pymongo_collection().database[
+        "background_cleanup_reports"
+    ].delete_many({"requested_by": user_id})
+    return {
+        "undone": True,
+        "review_id": review_id,
+        "decision": review.get("decision"),
+        "clips_restored": len(review.get("member_keys") or []),
+        "references_removed": bucket_deleted + foreground_deleted,
+    }
+
+
+async def edit_background_decision(
+    user: User,
+    review_id: str,
+    decision: Literal["noise", "background_speech", "not_background", "dismissed"],
+) -> dict:
+    """Change a past review's verdict in place (annotation-history edit).
+
+    Reverses every training reference the original decision introduced (via the
+    undo path), re-applies the same cluster under the new decision, and stamps
+    the replacement review with where it came from. This is the durable
+    mechanism for fixing source mislabels — e.g. a "real people" verdict that
+    was actually content — without a separate re-check queue.
+    """
+    try:
+        object_id = ObjectId(review_id)
+    except Exception:
+        return JSONResponse(status_code=400, content={"error": "Invalid review id"})
+    review = await _cluster_reviews_collection().find_one(
+        {"_id": object_id, "requested_by": str(user.user_id)}
+    )
+    if not review:
+        return JSONResponse(status_code=404, content={"error": "Review not found"})
+    previous_decision = review.get("decision")
+    if previous_decision == decision:
+        return {"edited": False, "review_id": review_id, "decision": decision}
+    if previous_decision == "mixed":
+        return JSONResponse(
+            status_code=422,
+            content={
+                "error": "Mixed reviews carry per-clip labels — remove and "
+                "re-review the cluster instead"
+            },
+        )
+    cluster = {
+        "cluster_id": review.get("cluster_id"),
+        "member_keys": review.get("member_keys") or [],
+        "review_sample_keys": review.get("review_sample_keys") or [],
+    }
+    undone = await undo_background_decision(user, review_id)
+    if isinstance(undone, JSONResponse):
+        return undone
+    result = await decide_background_cluster(user, cluster, decision)
+    if isinstance(result, JSONResponse):
+        return result
+    await _cluster_reviews_collection().update_one(
+        {"_id": ObjectId(result["review_id"])},
+        {"$set": {"edited_from": review_id, "previous_decision": previous_decision}},
+    )
+    return {"edited": True, "previous_decision": previous_decision, **result}
+
+
+async def background_cleanup_report(user: User) -> dict:
+    """Evaluate reviewed references against cached corpus embeddings."""
+    return await build_background_cleanup_report(str(user.user_id))
+
+
+async def background_accuracy_report(user: User) -> dict:
+    """Measure baseline versus learned foreground/background differentiation."""
+    return await build_background_benchmark(str(user.user_id))
+
+
+async def enqueue_background_cleanup(user: User, report_id: str) -> dict:
+    report = (
+        await Conversation.get_pymongo_collection()
+        .database["background_cleanup_reports"]
+        .find_one({"requested_by": str(user.user_id), "report_id": report_id})
+    )
+    if not report:
+        return JSONResponse(status_code=404, content={"error": "Report not found"})
+    job = default_queue.enqueue(
+        apply_background_cleanup_job,
+        requested_by=str(user.user_id),
+        report_id=report_id,
+        job_timeout=3600,
+        result_ttl=JOB_RESULT_TTL,
+        description=f"Apply background cleanup {report_id}",
+    )
+    return {"job_id": job.id, "status": "queued", "report_id": report_id}
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/background_suppression_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/background_suppression_controller.py
new file mode 100644
index 00000000..219e137b
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/background_suppression_controller.py
@@ -0,0 +1,195 @@
+"""Review surface for the background-suppression ledger.
+
+Serves the conversation-detail chip: what was marked background (or would be,
+for backfilled shadow entries), grouped by acoustic cluster, and applies the
+two user verdicts — restore ("that's important speech") and confirm ("yes,
+that's background"). Design: Docs/background-suppression-design.md.
+"""
+
+import logging
+from datetime import datetime, timezone
+from typing import Literal
+
+from fastapi.responses import JSONResponse
+
+from advanced_omi_backend.constants import UNKNOWN_SPEAKER_PREFIX
+from advanced_omi_backend.controllers.background_bucket_controller import (
+    add_background_clip,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.users import User
+from advanced_omi_backend.workers import background_suppression
+
+logger = logging.getLogger(__name__)
+
+EXEMPLARS_PER_CONFIRM = 5
+
+
+def _ledger():
+    return background_suppression._ledger_collection()
+
+
+def _overrides():
+    return background_suppression._overrides_collection()
+
+
+async def get_conversation_suppressions(user: User, conversation_id: str) -> dict:
+    """The ledger for one conversation, grouped by cluster for the chip/panel."""
+    user_id = str(user.user_id)
+    docs = [
+        doc
+        async for doc in _ledger()
+        .find(
+            {"user_id": user_id, "conversation_id": conversation_id},
+            {"_id": 0, "user_id": 0},
+        )
+        .sort("segment_start", 1)
+    ]
+    clusters: dict[str, dict] = {}
+    for doc in docs:
+        signature = doc.get("cluster_signature") or "unclustered"
+        cluster = clusters.setdefault(
+            signature,
+            {
+                "cluster_signature": signature,
+                "segments": [],
+                "statuses": {},
+                "zones": {},
+                "max_background_similarity": 0.0,
+            },
+        )
+        cluster["segments"].append(doc)
+        cluster["statuses"][doc["status"]] = cluster["statuses"].get(doc["status"], 0) + 1
+        cluster["zones"][doc["zone"]] = cluster["zones"].get(doc["zone"], 0) + 1
+        cluster["max_background_similarity"] = max(
+            cluster["max_background_similarity"],
+            float(doc.get("background_similarity") or 0.0),
+        )
+    ordered = sorted(
+        clusters.values(),
+        key=lambda c: (-len(c["segments"]), -c["max_background_similarity"]),
+    )
+    counts: dict[str, int] = {}
+    for doc in docs:
+        counts[doc["status"]] = counts.get(doc["status"], 0) + 1
+    override = await background_suppression.get_subject_override(
+        user_id, conversation_id
+    )
+    return {
+        "conversation_id": conversation_id,
+        "total": len(docs),
+        "status_counts": counts,
+        "clusters": ordered,
+        "subject_override": bool(override),
+    }
+
+
+async def decide_suppression_cluster(
+    user: User,
+    conversation_id: str,
+    cluster_signature: str,
+    decision: Literal["restore", "confirm"],
+) -> dict:
+    """Apply a user verdict to one cluster of marked segments.
+
+    restore — "important speech": segments get their previous identification
+    back, the ledger rows flip to ``restored`` (sticky), and a conversation-
+    scoped role override records the intent. Never creates global foreground
+    exemplars (a rescued media voice must stay a media voice elsewhere).
+
+    confirm — "yes, background": rows flip to ``confirmed`` (sticky) and up to
+    a few representative clips join the background bucket as exemplars.
+    """
+    user_id = str(user.user_id)
+    query = {
+        "user_id": user_id,
+        "conversation_id": conversation_id,
+        "cluster_signature": cluster_signature,
+        "status": {"$nin": sorted(background_suppression.STICKY_STATUSES)},
+    }
+    docs = [doc async for doc in _ledger().find(query)]
+    if not docs:
+        return JSONResponse(
+            status_code=404, content={"error": "No undecided segments in cluster"}
+        )
+    now = datetime.now(timezone.utc)
+
+    if decision == "restore":
+        applied = [doc for doc in docs if doc["status"] == "applied"]
+        if applied:
+            await _restore_segment_labels(conversation_id, applied)
+        await _overrides().update_one(
+            {
+                "user_id": user_id,
+                "conversation_id": conversation_id,
+                "cluster_signature": cluster_signature,
+            },
+            {"$set": {"role": "subject", "set_by": user_id, "created_at": now}},
+            upsert=True,
+        )
+        new_status = "restored"
+    else:
+        ranked = sorted(
+            docs, key=lambda d: -float(d.get("background_similarity") or 0.0)
+        )
+        added = 0
+        for doc in ranked[:EXEMPLARS_PER_CONFIRM]:
+            created = await add_background_clip(
+                conversation_id,
+                float(doc["segment_start"]),
+                float(doc["segment_end"]),
+                bucket_type=doc.get("bucket_type") or "background_speech",
+                source="suppression_review",
+                user=user,
+            )
+            if created:
+                added += 1
+        logger.info(
+            "Suppression confirm: %d exemplars added from %s/%s",
+            added,
+            conversation_id[:8],
+            cluster_signature,
+        )
+        new_status = "confirmed"
+
+    await _ledger().update_many(
+        query,
+        {"$set": {"status": new_status, "reviewed_at": now, "reviewed_by": user_id}},
+    )
+    return {
+        "conversation_id": conversation_id,
+        "cluster_signature": cluster_signature,
+        "decision": decision,
+        "segments": len(docs),
+    }
+
+
+async def _restore_segment_labels(conversation_id: str, docs: list[dict]) -> None:
+    """Put back the pre-marking identification on relabelled segments."""
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation or not conversation.transcript_versions:
+        return
+    version = conversation.transcript_versions[-1]
+    by_start = {
+        background_suppression.segment_key(doc["segment_start"]): doc for doc in docs
+    }
+    changed = 0
+    for segment in version.segments or []:
+        key = background_suppression.segment_key(segment.start)
+        doc = by_start.get(key)
+        if doc is None:
+            continue
+        previous = doc.get("previous_identified_as")
+        segment.speaker = previous or UNKNOWN_SPEAKER_PREFIX
+        segment.identified_as = previous
+        segment.confidence = doc.get("previous_confidence")
+        changed += 1
+    if changed:
+        await conversation.save()
+        logger.info(
+            "Restored %d segment labels in conversation %s",
+            changed,
+            conversation_id[:8],
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
index b400d3ed..3cb1e55d 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/client_controller.py
@@ -3,18 +3,108 @@
 """
 
 import logging
+import time
 
 from fastapi.responses import JSONResponse
 
 from advanced_omi_backend.client_manager import (
     ClientManager,
+    get_client_manager,
     get_user_clients_active,
 )
-from advanced_omi_backend.users import User
+from advanced_omi_backend.config import WS_IDLE_TIMEOUT_SECS
+from advanced_omi_backend.users import (
+    User,
+    forget_client_for_user,
+    get_user_by_client_id,
+    rename_client_for_user,
+)
 
 logger = logging.getLogger(__name__)
 
 
+def _device_view(entry: dict, client_manager: ClientManager, now: float) -> dict:
+    """Shape one registry device joined with its live connection state.
+
+    `connected` and `last_seen` come from the in-memory ClientState when the device is
+    live (authoritative), falling back to the persisted registry timestamp when offline.
+    """
+    client_id = entry["client_id"]
+    state = client_manager.get_client(client_id)
+    if state is not None:
+        last_seen = max(0.0, now - state.last_activity)
+        connected = last_seen < WS_IDLE_TIMEOUT_SECS
+        has_active = bool(state.stream_session_id) or state.batch_started
+    else:
+        last = entry.get("last_seen")
+        last_seen = max(0.0, now - last.timestamp()) if last is not None else None
+        connected = False
+        has_active = False
+    return {
+        "client_id": client_id,
+        "device_name": entry.get("device_name"),
+        "name": entry.get("name") or entry.get("device_name") or client_id,
+        "connected": connected,
+        "last_seen": round(last_seen, 1) if last_seen is not None else None,
+        "has_active_conversation": has_active,
+    }
+
+
+async def list_devices(user: User, client_manager: ClientManager) -> dict:
+    """List remembered devices joined with live status. Admins see every user's devices;
+    regular users see only their own."""
+    now = time.time()
+    if user.is_superuser:
+        users = await User.find_all().to_list()
+    else:
+        users = [user]
+    devices = []
+    for u in users:
+        owner_email = u.email
+        for entry in u.registered_clients.values():
+            view = _device_view(entry, client_manager, now)
+            view["user_email"] = owner_email
+            devices.append(view)
+    devices.sort(key=lambda d: (not d["connected"], d["last_seen"] or 1e18))
+    return {"devices": devices, "total_count": len(devices)}
+
+
+async def rename_device(user: User, client_id: str, name: str):
+    """Set a device's friendly display name (caller's own device, or any for admins)."""
+    name = (name or "").strip()
+    if not name:
+        return JSONResponse(
+            status_code=400, content={"error": "name must not be empty"}
+        )
+
+    owner = user if client_id in user.registered_clients else None
+    if owner is None and user.is_superuser:
+        owner = await get_user_by_client_id(client_id)
+    if owner is None:
+        return JSONResponse(status_code=404, content={"error": "Device not found"})
+
+    if await rename_client_for_user(owner, client_id, name):
+        return {"client_id": client_id, "name": name}
+    return JSONResponse(status_code=404, content={"error": "Device not found"})
+
+
+async def forget_device(user: User, client_id: str, client_manager: ClientManager):
+    """Remove a device from the registry. A currently-connected device is also evicted
+    so it doesn't immediately re-appear from its live ClientState."""
+    owner = user if client_id in user.registered_clients else None
+    if owner is None and user.is_superuser:
+        owner = await get_user_by_client_id(client_id)
+    if owner is None:
+        return JSONResponse(status_code=404, content={"error": "Device not found"})
+
+    if client_manager.has_client(client_id):
+        await client_manager.remove_client_with_cleanup(client_id)
+
+    if await forget_client_for_user(owner, client_id):
+        return {"client_id": client_id, "forgotten": True}
+    return JSONResponse(status_code=404, content={"error": "Device not found"})
+
+
 async def get_active_clients(user: User, client_manager: ClientManager):
     """Get information about active clients. Users see only their own clients, admins see all."""
     try:
@@ -37,7 +127,9 @@ async def get_active_clients(user: User, client_manager: ClientManager):
 
             # Filter to only the user's clients
             user_clients = [
-                client for client in all_clients if client["client_id"] in user_active_clients
+                client
+                for client in all_clients
+                if client["client_id"] in user_active_clients
             ]
 
             return {
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/conversation_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/conversation_controller.py
index 0fcb9d9c..9afc7b9f 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/conversation_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/conversation_controller.py
@@ -3,15 +3,13 @@
 """
 
 import logging
-import os
+import re
 import time
 import uuid
-from datetime import datetime
+from datetime import datetime, timezone
 from pathlib import Path
 
-import redis.asyncio as aioredis
 from fastapi.responses import JSONResponse
-from pymongo.errors import OperationFailure
 
 from advanced_omi_backend.client_manager import (
     client_belongs_to_user,
@@ -20,32 +18,62 @@
 from advanced_omi_backend.config_loader import get_service_config
 from advanced_omi_backend.controllers.queue_controller import (
     JOB_RESULT_TTL,
+    conversation_edit_chain_in_flight,
     default_queue,
     memory_queue,
+    post_conv_enqueue_kwargs,
     start_post_conversation_jobs,
     transcription_queue,
 )
-from advanced_omi_backend.controllers.session_controller import (
-    request_conversation_close,
-)
 from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.models.job import JobPriority
+from advanced_omi_backend.models.memory_audit import MemoryAuditEntry
+from advanced_omi_backend.models.waveform import WaveformData
 from advanced_omi_backend.plugins.events import ConversationCloseReason, PluginEvent
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.audio_stream.session_store import SessionStore
+from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.services.memory.audit import (
+    MemoryCause,
+    UpdateStrategy,
+    actor_for,
+    source_kind_for,
+    source_label_for,
+)
+from advanced_omi_backend.services.plugin_service import get_plugin_router
 from advanced_omi_backend.users import User
 from advanced_omi_backend.workers.conversation_jobs import generate_title_summary_job
-from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.workers.memory_jobs import (
     enqueue_memory_processing,
     process_memory_job,
 )
 from advanced_omi_backend.workers.speaker_jobs import recognise_speakers_job
-from advanced_omi_backend.config import get_transcription_job_timeout
+from advanced_omi_backend.workers.transcription_jobs import transcribe_full_audio_job
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
 
 
+async def _get_conversation_or_error(conversation_id: str, user: User):
+    """Fetch a conversation and validate user access.
+
+    Returns (conversation, None) on success, or (None, error_response) on failure.
+    """
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        return None, JSONResponse(
+            status_code=404, content={"error": "Conversation not found"}
+        )
+    if not user.is_superuser and conversation.user_id != str(user.user_id):
+        return None, JSONResponse(
+            status_code=403, content={"error": "Access forbidden"}
+        )
+    return conversation, None
+
+
 async def close_current_conversation(client_id: str, user: User):
     """Close the current conversation for a specific client.
 
@@ -73,7 +101,7 @@ async def close_current_conversation(client_id: str, user: User):
             status_code=404,
         )
 
-    session_id = getattr(client_state, 'stream_session_id', None)
+    session_id = client_state.stream_session_id
     if not session_id:
         return JSONResponse(
             content={"error": "No active session"},
@@ -81,11 +109,10 @@ async def close_current_conversation(client_id: str, user: User):
         )
 
     # Signal the conversation job to close and trigger post-processing
-    redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-    r = aioredis.from_url(redis_url)
+    r = create_async_redis()
     try:
-        success = await request_conversation_close(
-            r, session_id, reason=ConversationCloseReason.USER_REQUESTED.value
+        success = await SessionStore(r).request_close(
+            session_id, ConversationCloseReason.USER_REQUESTED.value
         )
     finally:
         await r.aclose()
@@ -96,7 +123,9 @@ async def close_current_conversation(client_id: str, user: User):
             status_code=404,
         )
 
-    logger.info(f"Conversation close requested for client {client_id} by user {user.user_id}")
+    logger.info(
+        f"Conversation close requested for client {client_id} by user {user.user_id}"
+    )
 
     return JSONResponse(
         content={
@@ -110,14 +139,10 @@ async def close_current_conversation(client_id: str, user: User):
 async def get_conversation(conversation_id: str, user: User):
     """Get a single conversation with full transcript details."""
     try:
-        # Find the conversation using Beanie
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-        if not conversation:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
+        active_version = conversation.active_transcript
 
         # Build response with explicit curated fields
         response = {
@@ -127,15 +152,24 @@ async def get_conversation(conversation_id: str, user: User):
             "audio_chunks_count": conversation.audio_chunks_count,
             "audio_total_duration": conversation.audio_total_duration,
             "audio_compression_ratio": conversation.audio_compression_ratio,
-            "created_at": conversation.created_at.isoformat() if conversation.created_at else None,
+            "created_at": (
+                conversation.created_at.isoformat() if conversation.created_at else None
+            ),
             "deleted": conversation.deleted,
             "deletion_reason": conversation.deletion_reason,
-            "deleted_at": conversation.deleted_at.isoformat() if conversation.deleted_at else None,
+            "deleted_at": (
+                conversation.deleted_at.isoformat() if conversation.deleted_at else None
+            ),
             "processing_status": conversation.processing_status,
+            "failure_stage": conversation.failure_stage,
             "always_persist": conversation.always_persist,
-            "end_reason": conversation.end_reason.value if conversation.end_reason else None,
+            "end_reason": (
+                conversation.end_reason.value if conversation.end_reason else None
+            ),
             "completed_at": (
-                conversation.completed_at.isoformat() if conversation.completed_at else None
+                conversation.completed_at.isoformat()
+                if conversation.completed_at
+                else None
             ),
             "title": conversation.title,
             "summary": conversation.summary,
@@ -144,36 +178,38 @@ async def get_conversation(conversation_id: str, user: User):
             "transcript": conversation.transcript,
             "segments": [s.model_dump() for s in conversation.segments],
             "segment_count": conversation.segment_count,
-            "memory_count": conversation.memory_count,
-            "has_memory": conversation.has_memory,
             "active_transcript_version": conversation.active_transcript_version,
-            "active_memory_version": conversation.active_memory_version,
             "transcript_version_count": conversation.transcript_version_count,
-            "memory_version_count": conversation.memory_version_count,
             "active_transcript_version_number": conversation.active_transcript_version_number,
-            "active_memory_version_number": conversation.active_memory_version_number,
+            "speaker_recognition": (
+                active_version.metadata.get("speaker_recognition")
+                if active_version and active_version.metadata
+                else None
+            ),
+            "diarization_source": (
+                active_version.diarization_source if active_version else None
+            ),
             "starred": conversation.starred,
-            "starred_at": conversation.starred_at.isoformat() if conversation.starred_at else None,
+            "starred_at": (
+                conversation.starred_at.isoformat() if conversation.starred_at else None
+            ),
         }
 
         return {"conversation": response}
 
     except Exception as e:
         logger.error(f"Error fetching conversation {conversation_id}: {e}")
-        return JSONResponse(status_code=500, content={"error": "Error fetching conversation"})
+        return JSONResponse(
+            status_code=500, content={"error": "Error fetching conversation"}
+        )
 
 
 async def get_conversation_memories(conversation_id: str, user: User, limit: int = 100):
     """Get memories extracted from a specific conversation."""
     try:
-        conversation = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
-        )
-        if not conversation:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
 
         memory_service = get_memory_service()
         memories = await memory_service.get_memories_by_source(
@@ -207,20 +243,18 @@ def _conversation_to_list_dict(conv: Conversation) -> dict:
         "deleted": conv.deleted,
         "deletion_reason": conv.deletion_reason,
         "deleted_at": conv.deleted_at.isoformat() if conv.deleted_at else None,
+        "audio_archived": conv.audio_archived,
+        "archive_reason": conv.archive_reason,
         "processing_status": conv.processing_status,
+        "failure_stage": conv.failure_stage,
         "always_persist": conv.always_persist,
         "title": conv.title,
         "summary": conv.summary,
         "detailed_summary": conv.detailed_summary,
         "active_transcript_version": conv.active_transcript_version,
-        "active_memory_version": conv.active_memory_version,
         "segment_count": conv.segment_count,
-        "has_memory": conv.has_memory,
-        "memory_count": conv.memory_count,
         "transcript_version_count": conv.transcript_version_count,
-        "memory_version_count": conv.memory_version_count,
         "active_transcript_version_number": conv.active_transcript_version_number,
-        "active_memory_version_number": conv.active_memory_version_number,
         "starred": conv.starred,
         "starred_at": conv.starred_at.isoformat() if conv.starred_at else None,
     }
@@ -229,41 +263,36 @@ def _conversation_to_list_dict(conv: Conversation) -> dict:
 def _raw_doc_to_list_dict(doc: dict) -> dict:
     """Convert a raw pymongo document (projected) to a list-view dict.
 
-    Computes segment_count, memory_count etc. from the lightweight projected
-    version arrays without loading full transcript/word data.
+    Computes segment_count and the active version number from the lightweight
+    projected version arrays without loading full transcript/word data.
     """
     active_tv = doc.get("active_transcript_version")
-    active_mv = doc.get("active_memory_version")
 
-    # Compute segment_count from projected transcript_versions
+    # Compute segment_count + the unique speaker list from the active version's segments
+    # (segments are already projected for the count — deriving speakers here is free and
+    # lets the list show "who's in this conversation" at a glance without expanding).
     segment_count = 0
+    speakers: list[str] = []
     transcript_versions = doc.get("transcript_versions") or []
     for tv in transcript_versions:
         if tv.get("version_id") == active_tv:
-            segment_count = len(tv.get("segments", []))
-            break
-
-    # Compute memory_count from projected memory_versions
-    memory_count = 0
-    memory_versions = doc.get("memory_versions") or []
-    for mv in memory_versions:
-        if mv.get("version_id") == active_mv:
-            memory_count = mv.get("memory_count", 0)
+            segs = tv.get("segments", [])
+            segment_count = len(segs)
+            seen: set[str] = set()
+            for seg in segs:
+                sp = (seg.get("speaker") or "").strip()
+                if sp and sp not in seen:
+                    seen.add(sp)
+                    speakers.append(sp)
             break
 
-    # Compute active version numbers (1-based)
+    # Compute active version number (1-based)
     active_transcript_version_number = None
     for i, tv in enumerate(transcript_versions):
         if tv.get("version_id") == active_tv:
             active_transcript_version_number = i + 1
             break
 
-    active_memory_version_number = None
-    for i, mv in enumerate(memory_versions):
-        if mv.get("version_id") == active_mv:
-            active_memory_version_number = i + 1
-            break
-
     created_at = doc.get("created_at")
     deleted_at = doc.get("deleted_at")
     starred_at = doc.get("starred_at")
@@ -280,20 +309,19 @@ def _raw_doc_to_list_dict(doc: dict) -> dict:
         "deleted": doc.get("deleted", False),
         "deletion_reason": doc.get("deletion_reason"),
         "deleted_at": deleted_at.isoformat() if deleted_at else None,
+        "audio_archived": doc.get("audio_archived", False),
+        "archive_reason": doc.get("archive_reason"),
         "processing_status": doc.get("processing_status"),
+        "failure_stage": doc.get("failure_stage"),
         "always_persist": doc.get("always_persist", False),
         "title": doc.get("title"),
         "summary": doc.get("summary"),
         "detailed_summary": doc.get("detailed_summary"),
         "active_transcript_version": active_tv,
-        "active_memory_version": active_mv,
         "segment_count": segment_count,
-        "has_memory": len(memory_versions) > 0,
-        "memory_count": memory_count,
+        "speakers": speakers,
         "transcript_version_count": len(transcript_versions),
-        "memory_version_count": len(memory_versions),
         "active_transcript_version_number": active_transcript_version_number,
-        "active_memory_version_number": active_memory_version_number,
         "starred": doc.get("starred", False),
         "starred_at": starred_at.isoformat() if starred_at else None,
     }
@@ -311,7 +339,10 @@ def _raw_doc_to_list_dict(doc: dict) -> dict:
     "deleted": 1,
     "deletion_reason": 1,
     "deleted_at": 1,
+    "audio_archived": 1,
+    "archive_reason": 1,
     "processing_status": 1,
+    "failure_stage": 1,
     "always_persist": 1,
     "title": 1,
     "summary": 1,
@@ -319,12 +350,10 @@ def _raw_doc_to_list_dict(doc: dict) -> dict:
     "starred": 1,
     "starred_at": 1,
     "active_transcript_version": 1,
-    "active_memory_version": 1,
-    # Lightweight version metadata (exclude transcript, words, segment text)
+    # Lightweight version metadata. Full segments (including text and word-level
+    # timestamps) are loaded by the detail endpoint only when a transcript is opened.
     "transcript_versions.version_id": 1,
-    "transcript_versions.segments": 1,
-    "memory_versions.version_id": 1,
-    "memory_versions.memory_count": 1,
+    "transcript_versions.segments.speaker": 1,
 }
 
 
@@ -363,22 +392,30 @@ async def get_conversations(
             conditions.append({"deleted": False})
 
         if include_unprocessed:
-            # Orphan type 1: always_persist stuck in pending/failed (not deleted)
-            conditions.append({
-                "always_persist": True,
-                "processing_status": {"$in": ["pending_transcription", "transcription_failed"]},
-                "deleted": False,
-            })
+            # Orphan type 1: always_persist that ended up failed (not deleted).
+            # "active" = still in-flight (don't flag); stale-active crashes are
+            # reconciled to "failed" by the reconciler, so they show up here too.
+            conditions.append(
+                {
+                    "always_persist": True,
+                    "processing_status": Conversation.ConversationStatus.FAILED.value,
+                    "deleted": False,
+                }
+            )
             # Orphan type 2: soft-deleted due to no speech but have audio data
-            conditions.append({
-                "deleted": True,
-                "deletion_reason": {"$in": [
-                    "no_meaningful_speech",
-                    "audio_file_not_ready",
-                    "no_meaningful_speech_batch_transcription",
-                ]},
-                "audio_chunks_count": {"$gt": 0},
-            })
+            conditions.append(
+                {
+                    "deleted": True,
+                    "deletion_reason": {
+                        "$in": [
+                            "no_meaningful_speech",
+                            "audio_file_not_ready",
+                            "no_meaningful_speech_batch_transcription",
+                        ]
+                    },
+                    "audio_chunks_count": {"$gt": 0},
+                }
+            )
 
         # Assemble final query
         if len(conditions) == 1:
@@ -406,12 +443,14 @@ async def get_conversations(
                 conv_id = doc.get("conversation_id")
                 is_orphan_type1 = (
                     doc.get("always_persist")
-                    and doc.get("processing_status") in ("pending_transcription", "transcription_failed")
+                    and doc.get("processing_status")
+                    == Conversation.ConversationStatus.FAILED.value
                     and not doc.get("deleted")
                 )
                 is_orphan_type2 = (
                     doc.get("deleted")
-                    and doc.get("deletion_reason") in (
+                    and doc.get("deletion_reason")
+                    in (
                         "no_meaningful_speech",
                         "audio_file_not_ready",
                         "no_meaningful_speech_batch_transcription",
@@ -437,86 +476,143 @@ async def get_conversations(
 
     except Exception as e:
         logger.exception(f"Error fetching conversations: {e}")
-        return JSONResponse(status_code=500, content={"error": "Error fetching conversations"})
+        return JSONResponse(
+            status_code=500, content={"error": "Error fetching conversations"}
+        )
 
 
-async def search_conversations(
+# MongoDB fields covered by each independently selectable search category.
+_SEARCH_CATEGORY_FIELDS: dict[str, list[str]] = {
+    "title": ["title"],
+    "summary": ["summary", "detailed_summary"],
+    "speakers": ["_search_active_version.segments.speaker"],
+}
+
+
+def _search_fields(categories: list[str]) -> list[str]:
+    return [
+        field
+        for category in categories
+        for field in _SEARCH_CATEGORY_FIELDS.get(category, [])
+    ]
+
+
+def _search_query_stages(query: str, fields: list[str]) -> list[dict]:
+    """Build query stages, resolving speaker labels from the active version only."""
+    if not query:
+        return []
+
+    stages: list[dict] = []
+    if any(field.startswith("_search_active_version.") for field in fields):
+        stages.append(
+            {
+                "$set": {
+                    "_search_active_version": {
+                        "$arrayElemAt": [
+                            {
+                                "$filter": {
+                                    "input": {"$ifNull": ["$transcript_versions", []]},
+                                    "as": "version",
+                                    "cond": {
+                                        "$eq": [
+                                            "$$version.version_id",
+                                            "$active_transcript_version",
+                                        ]
+                                    },
+                                }
+                            },
+                            0,
+                        ]
+                    }
+                }
+            }
+        )
+
+    regex = {"$regex": re.escape(query), "$options": "i"}
+    stages.append({"$match": {"$or": [{field: regex} for field in fields]}})
+    return stages
+
+
+async def _regex_search_conversations(
     query: str,
     user: User,
-    limit: int = 50,
-    offset: int = 0,
+    fields: list[str],
+    limit: int,
+    offset: int,
 ):
-    """Full-text search across conversation titles, summaries, and transcripts."""
-    try:
-        collection = Conversation.get_pymongo_collection()
+    """Filter conversations by text across the selected conversation fields."""
+    collection = Conversation.get_pymongo_collection()
 
-        match_filter: dict = {"$text": {"$search": query}, "deleted": False}
-        if not user.is_superuser:
-            match_filter["user_id"] = str(user.user_id)
+    match_filter: dict = {"deleted": False}
+    if not user.is_superuser:
+        match_filter["user_id"] = str(user.user_id)
 
-        pipeline = [
-            {"$match": match_filter},
-            {"$addFields": {"score": {"$meta": "textScore"}}},
-            {"$sort": {"score": -1}},
+    pipeline: list[dict] = [{"$match": match_filter}]
+    pipeline.extend(_search_query_stages(query, fields))
+
+    pipeline.extend(
+        [
+            {"$sort": {"created_at": -1}},
             {
                 "$facet": {
                     "results": [
                         {"$skip": offset},
                         {"$limit": limit},
-                        {"$project": {**_LIST_PROJECTION, "score": 1}},
+                        {"$project": _LIST_PROJECTION},
                     ],
                     "count": [{"$count": "total"}],
                 }
             },
         ]
+    )
 
-        try:
-            cursor = collection.aggregate(pipeline)
-            facet_result = await cursor.to_list(length=1)
-        except OperationFailure as op_err:
-            if op_err.code == 27:  # No text index
-                logger.warning(
-                    "Text search failed: no text index on conversations collection. "
-                    "Restart the backend to let Beanie create the index."
-                )
-                return {
-                    "conversations": [],
-                    "total": 0,
-                    "limit": limit,
-                    "offset": offset,
-                    "query": query,
-                    "error": "Text search index not available. Try restarting the backend.",
-                }
-            raise
+    cursor = collection.aggregate(pipeline)
+    facet_result = await cursor.to_list(length=1)
+    facet = facet_result[0] if facet_result else {"results": [], "count": []}
 
-        facet = facet_result[0] if facet_result else {"results": [], "count": []}
+    raw_docs = facet.get("results", [])
+    count_list = facet.get("count", [])
+    total = count_list[0]["total"] if count_list else 0
 
-        raw_docs = facet.get("results", [])
-        count_list = facet.get("count", [])
-        total = count_list[0]["total"] if count_list else 0
+    conversations = []
+    for doc in raw_docs:
+        d = _raw_doc_to_list_dict(doc)
+        d["is_orphan"] = False
+        conversations.append(d)
 
-        conversations = []
-        for doc in raw_docs:
-            score = doc.pop("score", 0)
-            d = _raw_doc_to_list_dict(doc)
-            d["score"] = round(score, 4)
-            d["is_orphan"] = False
-            conversations.append(d)
+    return {"conversations": conversations, "total": total}
 
+
+async def search_conversations(
+    query: str,
+    user: User,
+    limit: int = 50,
+    offset: int = 0,
+    categories: list[str] | None = None,
+):
+    """Search conversations by literal pattern across selected field categories."""
+    categories = categories or ["title", "summary", "speakers"]
+    fields = _search_fields(categories)
+    try:
+        result = await _regex_search_conversations(query, user, fields, limit, offset)
         return {
-            "conversations": conversations,
-            "total": total,
+            **result,
             "limit": limit,
             "offset": offset,
             "query": query,
+            "fields": categories,
         }
 
     except Exception as e:
         logger.exception(f"Error searching conversations: {e}")
-        return JSONResponse(status_code=500, content={"error": "Error searching conversations"})
+        return JSONResponse(
+            status_code=500, content={"error": "Error searching conversations"}
+        )
 
 
-async def _soft_delete_conversation(conversation: Conversation, user: User) -> JSONResponse:
+async def _soft_delete_conversation(
+    conversation: Conversation, user: User
+) -> JSONResponse:
     """Mark conversation and chunks as deleted (soft delete).
 
     Chunks are soft-deleted first so that a crash between the two writes
@@ -524,7 +620,7 @@ async def _soft_delete_conversation(conversation: Conversation, user: User) -> J
     where a retry will complete the operation.
     """
     conversation_id = conversation.conversation_id
-    deleted_at = datetime.utcnow()
+    deleted_at = datetime.now(timezone.utc)
 
     # 1. Soft delete audio chunks FIRST (safe failure mode: orphaned-deleted chunks)
     result = await AudioChunkDocument.find(
@@ -533,7 +629,9 @@ async def _soft_delete_conversation(conversation: Conversation, user: User) -> J
     ).update_many({"$set": {"deleted": True, "deleted_at": deleted_at}})
 
     deleted_chunks = result.modified_count
-    logger.info(f"Soft deleted {deleted_chunks} audio chunks for conversation {conversation_id}")
+    logger.info(
+        f"Soft deleted {deleted_chunks} audio chunks for conversation {conversation_id}"
+    )
 
     # 2. Mark conversation as deleted
     conversation.deleted = True
@@ -561,7 +659,9 @@ async def _soft_delete_conversation(conversation: Conversation, user: User) -> J
             "deleted_chunks": deleted_chunks,
             "conversation_id": conversation_id,
             "client_id": conversation.client_id,
-            "deleted_at": conversation.deleted_at.isoformat() if conversation.deleted_at else None,
+            "deleted_at": (
+                conversation.deleted_at.isoformat() if conversation.deleted_at else None
+            ),
         },
     )
 
@@ -582,7 +682,9 @@ async def _hard_delete_conversation(conversation: Conversation) -> JSONResponse:
     ).delete()
 
     deleted_chunks = result.deleted_count
-    logger.info(f"Hard deleted {deleted_chunks} audio chunks for conversation {conversation_id}")
+    logger.info(
+        f"Hard deleted {deleted_chunks} audio chunks for conversation {conversation_id}"
+    )
 
     # 2. Delete conversation document
     try:
@@ -607,7 +709,9 @@ async def _hard_delete_conversation(conversation: Conversation) -> JSONResponse:
     )
 
 
-async def delete_conversation(conversation_id: str, user: User, permanent: bool = False):
+async def delete_conversation(
+    conversation_id: str, user: User, permanent: bool = False
+):
     """
     Soft delete a conversation (mark as deleted but keep data).
 
@@ -627,26 +731,13 @@ async def delete_conversation(conversation_id: str, user: User, permanent: bool
             f"Attempting to {'permanently ' if permanent else ''}delete conversation: {masked_id}"
         )
 
-        # Find the conversation using Beanie
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-
-        if not conversation:
-            return JSONResponse(
-                status_code=404, content={"error": f"Conversation '{conversation_id}' not found"}
-            )
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            logger.warning(
-                f"User {user.user_id} attempted to delete conversation {conversation_id} without permission"
-            )
-            return JSONResponse(
-                status_code=403,
-                content={
-                    "error": "Access forbidden. You can only delete your own conversations.",
-                    "details": f"Conversation '{conversation_id}' does not belong to your account.",
-                },
-            )
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            if error.status_code == 403:
+                logger.warning(
+                    f"User {user.user_id} attempted to delete conversation {conversation_id} without permission"
+                )
+            return error
 
         # Hard delete (admin only, permanent flag)
         if permanent and user.is_superuser:
@@ -658,10 +749,117 @@ async def delete_conversation(conversation_id: str, user: User, permanent: bool
     except Exception as e:
         logger.error(f"Error deleting conversation {conversation_id}: {e}")
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to delete conversation: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to delete conversation: {str(e)}"},
         )
 
 
+async def archive_conversation_audio_doc(
+    conversation: Conversation, reason: str = "manual_cleanup"
+) -> int:
+    """Archive a conversation document's audio (no permission check).
+
+    Hard-deletes the audio chunks and marks the conversation archived + soft-
+    deleted, keeping duration as the stub metadata. Returns the number of audio
+    chunks deleted. Idempotent: a re-run on an already-archived conversation
+    backfills the soft-delete flags and deletes 0 chunks.
+
+    This is the shared core used by both the user-facing endpoint (after a
+    permission check) and the system auto-clean sweep. Archiving is a
+    specialization of soft-delete: ``deleted=True`` hides it from the normal
+    list and surfaces it in the Archive tab; ``audio_archived``/``archive_reason``
+    record that the audio bytes were permanently purged. ``deletion_reason
+    ="audio_archived"`` is intentionally distinct from the no-speech/orphan
+    reasons so it isn't treated as a reprocessable orphan.
+    """
+    conversation_id = conversation.conversation_id
+    archived_at = datetime.now(timezone.utc)
+
+    if conversation.audio_archived:
+        # Idempotent backfill of soft-delete flags for items archived before
+        # archiving was unified with soft-delete.
+        if not conversation.deleted:
+            conversation.deleted = True
+            conversation.deletion_reason = "audio_archived"
+            conversation.deleted_at = conversation.audio_archived_at or archived_at
+            await conversation.save()
+        return 0
+
+    # 1. Hard delete audio chunks FIRST (no rollback for hard deletes; if the
+    #    metadata write fails afterwards a re-run completes — chunks are gone).
+    result = await AudioChunkDocument.find(
+        AudioChunkDocument.conversation_id == conversation_id
+    ).delete()
+    deleted_chunks = result.deleted_count
+
+    # 2. Mark the conversation as archived (+ soft-deleted), keeping duration.
+    conversation.audio_archived = True
+    conversation.audio_archived_at = archived_at
+    conversation.archive_reason = reason
+    conversation.audio_chunks_count = 0
+    conversation.audio_compression_ratio = None
+    conversation.vad_analysis = None  # derived from chunks that no longer exist
+    conversation.deleted = True
+    conversation.deletion_reason = "audio_archived"
+    conversation.deleted_at = archived_at
+    await conversation.save()
+
+    # Drop any cached waveform — it points at audio that no longer exists.
+    try:
+        await WaveformData.find(
+            WaveformData.conversation_id == conversation_id
+        ).delete()
+    except Exception as e:
+        logger.warning(f"Failed to delete waveform for {conversation_id}: {e}")
+
+    logger.info(
+        f"Archived audio for conversation {conversation_id} "
+        f"(reason={reason}, deleted {deleted_chunks} chunks)"
+    )
+    return deleted_chunks
+
+
+async def archive_conversation_audio(
+    conversation_id: str, user: User, reason: str = "manual_cleanup"
+) -> JSONResponse:
+    """Archive a conversation's audio: permanently delete the audio bytes from
+    MongoDB while keeping the conversation document as a lightweight metadata
+    stub (date, duration, reason).
+
+    Used by the Data Audit feature to reclaim storage for speech-free or
+    bad-speaker recordings. Unlike soft delete, this is irreversible for the
+    audio — the transcript/segment metadata is retained.
+    """
+    conversation, error = await _get_conversation_or_error(conversation_id, user)
+    if error:
+        return error
+
+    already_archived = conversation.audio_archived
+    deleted_chunks = await archive_conversation_audio_doc(conversation, reason)
+
+    if already_archived:
+        return JSONResponse(
+            status_code=200,
+            content={
+                "message": "Conversation audio already archived",
+                "conversation_id": conversation_id,
+                "already_archived": True,
+                "deleted_chunks": 0,
+            },
+        )
+
+    return JSONResponse(
+        status_code=200,
+        content={
+            "message": f"Successfully archived audio for conversation '{conversation_id}'",
+            "conversation_id": conversation_id,
+            "archive_reason": reason,
+            "deleted_chunks": deleted_chunks,
+            "duration_seconds": conversation.audio_total_duration,
+        },
+    )
+
+
 async def restore_conversation(conversation_id: str, user: User) -> JSONResponse:
     """
     Restore a soft-deleted conversation.
@@ -671,17 +869,14 @@ async def restore_conversation(conversation_id: str, user: User) -> JSONResponse
         user: Requesting user
     """
     try:
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-
-        if not conversation:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Permission check
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            return JSONResponse(status_code=403, content={"error": "Access denied"})
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
 
         if not conversation.deleted:
-            return JSONResponse(status_code=400, content={"error": "Conversation is not deleted"})
+            return JSONResponse(
+                status_code=400, content={"error": "Conversation is not deleted"}
+            )
 
         # 1. Restore audio chunks FIRST (safe failure mode: restored chunks, conversation still deleted)
         original_deleted_at = conversation.deleted_at
@@ -707,7 +902,9 @@ async def restore_conversation(conversation_id: str, user: User) -> JSONResponse
             await AudioChunkDocument.find(
                 AudioChunkDocument.conversation_id == conversation_id,
                 AudioChunkDocument.deleted == False,
-            ).update_many({"$set": {"deleted": True, "deleted_at": original_deleted_at}})
+            ).update_many(
+                {"$set": {"deleted": True, "deleted_at": original_deleted_at}}
+            )
             raise
 
         logger.info(
@@ -727,23 +924,205 @@ async def restore_conversation(conversation_id: str, user: User) -> JSONResponse
     except Exception as e:
         logger.error(f"Error restoring conversation {conversation_id}: {e}")
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to restore conversation: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to restore conversation: {str(e)}"},
+        )
+
+
+async def _restore_if_deleted_and_prepare(
+    conversation: Conversation,
+    conversation_id: str,
+    processing_status: str | None = Conversation.ConversationStatus.ACTIVE.value,
+) -> None:
+    """Restore soft-deleted conversation/chunks and optionally set processing_status."""
+    changed = False
+
+    if conversation.deleted:
+        await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.deleted == True,
+        ).update_many({"$set": {"deleted": False, "deleted_at": None}})
+        conversation.deleted = False
+        conversation.deletion_reason = None
+        conversation.deleted_at = None
+        changed = True
+
+    if (
+        processing_status is not None
+        and conversation.processing_status != processing_status
+    ):
+        conversation.processing_status = processing_status
+        changed = True
+
+    if changed:
+        await conversation.save()
+
+
+def _enqueue_transcript_reprocessing(
+    conversation_id: str,
+    user_id: str,
+    source: str,
+    job_id_prefix: str,
+    end_reason: str,
+) -> tuple:
+    """Enqueue transcribe job + post-conversation chain.
+
+    Returns (version_id, transcript_job, post_jobs dict).
+    """
+    version_id = str(uuid.uuid4())
+
+    transcript_job = transcription_queue.enqueue(
+        transcribe_full_audio_job,
+        conversation_id,
+        version_id,
+        source,
+        job_timeout=-1,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=f"{job_id_prefix}_{conversation_id[:8]}",
+        description=f"Transcribe audio for {conversation_id[:8]}",
+        meta={"conversation_id": conversation_id},
+    )
+
+    post_jobs = start_post_conversation_jobs(
+        conversation_id=conversation_id,
+        user_id=user_id,
+        transcript_version_id=version_id,
+        depends_on_job=transcript_job,
+        end_reason=end_reason,
+        memory_cause=MemoryCause.TRANSCRIPT_REPROCESS,
+    )
+
+    return version_id, transcript_job, post_jobs
+
+
+def _resolve_transcript_version(conversation: Conversation, version_id: str) -> tuple:
+    """Resolve 'active' to real version ID and find the version object.
+
+    Returns (error_response_or_None, resolved_version_id, version_object).
+    If error_response is not None, the caller should return it immediately.
+    """
+    resolved_id = version_id
+    if resolved_id == "active":
+        active_id = conversation.active_transcript_version
+        if not active_id:
+            return (
+                JSONResponse(
+                    status_code=404,
+                    content={"error": "No active transcript version found"},
+                ),
+                None,
+                None,
+            )
+        resolved_id = active_id
+
+    version_obj = conversation.get_transcript_version(resolved_id)
+    if not version_obj:
+        return (
+            JSONResponse(
+                status_code=404,
+                content={"error": f"Transcript version '{resolved_id}' not found"},
+            ),
+            None,
+            None,
         )
 
+    return None, resolved_id, version_obj
+
+
+def _enqueue_speaker_reprocessing_chain(
+    conversation_id: str,
+    version_id: str,
+    source_version_id: str,
+    diarization_source: str | None = None,
+) -> dict:
+    """Enqueue speaker -> memory -> title_summary chain.
+
+    Returns dict with keys: speaker, memory, title_summary (job IDs).
+    """
+    speaker_job = transcription_queue.enqueue(
+        recognise_speakers_job,
+        conversation_id,
+        version_id,
+        "",  # transcript_text: read from source version
+        None,  # words: read from source version
+        source_version_id,  # create-on-success: read from this version, create version_id
+        diarization_source,
+        job_timeout=1200,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=f"reprocess_speaker_{conversation_id[:12]}",
+        description=f"Re-diarize speakers for {conversation_id[:8]}",
+        **post_conv_enqueue_kwargs(
+            "speaker",
+            {
+                "conversation_id": conversation_id,
+                "version_id": version_id,
+                "source_version_id": source_version_id,
+                "diarization_source": diarization_source,
+                "trigger": "reprocess",
+            },
+        ),
+    )
+    logger.info(
+        f"Enqueued speaker reprocessing job {speaker_job.id} for version {version_id}"
+    )
+
+    memory_job = memory_queue.enqueue(
+        process_memory_job,
+        conversation_id,
+        job_timeout=1800,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=f"memory_{conversation_id[:12]}",
+        description=f"Extract memories for {conversation_id[:8]}",
+        **post_conv_enqueue_kwargs(
+            "memory",
+            {
+                "conversation_id": conversation_id,
+                "cause": MemoryCause.SPEAKER_REPROCESS.value,
+                "strategy": UpdateStrategy.SPEAKER_DIFF.value,
+            },
+            depends_on=speaker_job,
+        ),
+    )
+    logger.info(
+        f"Chained memory job {memory_job.id} after speaker job {speaker_job.id}"
+    )
+
+    title_summary_job = default_queue.enqueue(
+        generate_title_summary_job,
+        conversation_id,
+        job_timeout=300,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=f"title_summary_{conversation_id[:12]}",
+        description=f"Regenerate title/summary for {conversation_id[:8]}",
+        **post_conv_enqueue_kwargs(
+            "title_summary",
+            {"conversation_id": conversation_id},
+            depends_on=memory_job,
+        ),
+    )
+    logger.info(
+        f"Chained title/summary job {title_summary_job.id} after memory job {memory_job.id}"
+    )
+
+    return {
+        "speaker": speaker_job.id,
+        "memory": memory_job.id,
+        "title_summary": title_summary_job.id,
+    }
+
 
 async def toggle_star(conversation_id: str, user: User):
     """Toggle the starred/favorite status of a conversation."""
     try:
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-        if not conversation:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
 
         # Toggle
         conversation.starred = not conversation.starred
-        conversation.starred_at = datetime.utcnow() if conversation.starred else None
+        conversation.starred_at = (
+            datetime.now(timezone.utc) if conversation.starred else None
+        )
         await conversation.save()
 
         logger.info(
@@ -753,8 +1132,6 @@ async def toggle_star(conversation_id: str, user: User):
 
         # Dispatch plugin event (fire-and-forget)
         try:
-            from advanced_omi_backend.services.plugin_service import get_plugin_router
-
             plugin_router = get_plugin_router()
             if plugin_router:
                 await plugin_router.dispatch_event(
@@ -763,7 +1140,11 @@ async def toggle_star(conversation_id: str, user: User):
                     data={
                         "conversation_id": conversation_id,
                         "starred": conversation.starred,
-                        "starred_at": conversation.starred_at.isoformat() if conversation.starred_at else None,
+                        "starred_at": (
+                            conversation.starred_at.isoformat()
+                            if conversation.starred_at
+                            else None
+                        ),
                         "title": conversation.title,
                     },
                 )
@@ -773,7 +1154,9 @@ async def toggle_star(conversation_id: str, user: User):
         return {
             "conversation_id": conversation_id,
             "starred": conversation.starred,
-            "starred_at": conversation.starred_at.isoformat() if conversation.starred_at else None,
+            "starred_at": (
+                conversation.starred_at.isoformat() if conversation.starred_at else None
+            ),
         }
 
     except Exception as e:
@@ -784,13 +1167,9 @@ async def toggle_star(conversation_id: str, user: User):
 async def reprocess_orphan(conversation_id: str, user: User):
     """Reprocess an orphan audio session - restore if deleted and enqueue full processing chain."""
     try:
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-        if not conversation:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership
-        if not user.is_superuser and conversation.user_id != str(user.user_id):
-            return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+        conversation, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
 
         # Verify audio chunks exist (check both deleted and non-deleted)
         total_chunks = await AudioChunkDocument.find(
@@ -814,40 +1193,21 @@ async def reprocess_orphan(conversation_id: str, user: User):
             conversation.deletion_reason = None
             conversation.deleted_at = None
 
-        # Set processing status and update title
-        conversation.processing_status = "reprocessing"
+        # Back to in-flight; the finalizer reconciles the terminal status when the
+        # reprocess chain completes.
+        conversation.processing_status = Conversation.ConversationStatus.ACTIVE.value
+        conversation.failure_stage = None
         conversation.title = "Reprocessing..."
         conversation.summary = None
         conversation.detailed_summary = None
         await conversation.save()
 
-        # Create new transcript version ID
-        version_id = str(uuid.uuid4())
-
-        # Enqueue the same 4-job chain as reprocess_transcript
-        from advanced_omi_backend.workers.transcription_jobs import (
-            transcribe_full_audio_job,
-        )
-
-        # Job 1: Transcribe audio
-        transcript_job = transcription_queue.enqueue(
-            transcribe_full_audio_job,
-            conversation_id,
-            version_id,
-            "reprocess_orphan",
-            job_timeout=get_transcription_job_timeout(),
-            result_ttl=JOB_RESULT_TTL,
-            job_id=f"orphan_transcribe_{conversation_id[:8]}",
-            description=f"Transcribe orphan audio for {conversation_id[:8]}",
-            meta={"conversation_id": conversation_id},
-        )
-
-        # Chain post-transcription jobs (speaker recognition → memory → title/summary → event dispatch)
-        post_jobs = start_post_conversation_jobs(
+        # Enqueue the same job chain as reprocess_transcript
+        version_id, transcript_job, post_jobs = _enqueue_transcript_reprocessing(
             conversation_id=conversation_id,
             user_id=str(user.user_id),
-            transcript_version_id=version_id,
-            depends_on_job=transcript_job,
+            source="reprocess_orphan",
+            job_id_prefix="orphan_transcribe",
             end_reason="reprocess_orphan",
         )
 
@@ -876,21 +1236,13 @@ async def reprocess_orphan(conversation_id: str, user: User):
 async def reprocess_transcript(conversation_id: str, user: User):
     """Reprocess transcript for a conversation. Users can only reprocess their own conversations."""
     try:
-        # Find the conversation using Beanie
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
+        conversation_model, error = await _get_conversation_or_error(
+            conversation_id, user
         )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
+        if error:
+            return error
 
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
-            return JSONResponse(
-                status_code=403,
-                content={
-                    "error": "Access forbidden. You can only reprocess your own conversations."
-                },
-            )
+        await _restore_if_deleted_and_prepare(conversation_model, conversation_id)
 
         # Get audio_uuid from conversation
         # Validate audio chunks exist in MongoDB
@@ -907,34 +1259,12 @@ async def reprocess_transcript(conversation_id: str, user: User):
                 },
             )
 
-        # Create new transcript version ID
-        version_id = str(uuid.uuid4())
-
-        # Enqueue job chain with RQ (transcription -> speaker recognition -> memory)
-        from advanced_omi_backend.workers.transcription_jobs import (
-            transcribe_full_audio_job,
-        )
-
-        # Job 1: Transcribe audio to text (reconstructs from MongoDB chunks)
-        transcript_job = transcription_queue.enqueue(
-            transcribe_full_audio_job,
-            conversation_id,
-            version_id,
-            "reprocess",
-            job_timeout=get_transcription_job_timeout(),
-            result_ttl=JOB_RESULT_TTL,
-            job_id=f"reprocess_{conversation_id[:8]}",
-            description=f"Transcribe audio for {conversation_id[:8]}",
-            meta={"conversation_id": conversation_id},
-        )
-        logger.info(f"📥 RQ: Enqueued transcription job {transcript_job.id}")
-
-        # Chain post-transcription jobs (speaker recognition → memory → title/summary → event dispatch)
-        post_jobs = start_post_conversation_jobs(
+        # Enqueue transcription + post-conversation job chain
+        version_id, transcript_job, post_jobs = _enqueue_transcript_reprocessing(
             conversation_id=conversation_id,
             user_id=str(user.user_id),
-            transcript_version_id=version_id,
-            depends_on_job=transcript_job,
+            source="reprocess",
+            job_id_prefix="reprocess",
             end_reason="reprocess_transcript",
         )
 
@@ -960,47 +1290,27 @@ async def reprocess_transcript(conversation_id: str, user: User):
         )
 
 
-async def reprocess_memory(conversation_id: str, transcript_version_id: str, user: User):
+async def reprocess_memory(
+    conversation_id: str, transcript_version_id: str, user: User
+):
     """Reprocess memory extraction for a specific transcript version. Users can only reprocess their own conversations."""
     try:
-        # Find the conversation using Beanie
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
+        conversation_model, error = await _get_conversation_or_error(
+            conversation_id, user
         )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
+        if error:
+            return error
 
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
-            return JSONResponse(
-                status_code=403,
-                content={
-                    "error": "Access forbidden. You can only reprocess your own conversations."
-                },
-            )
-
-        # Resolve transcript version ID
-        # Handle special "active" version ID
-        if transcript_version_id == "active":
-            active_version_id = conversation_model.active_transcript_version
-            if not active_version_id:
-                return JSONResponse(
-                    status_code=404, content={"error": "No active transcript version found"}
-                )
-            transcript_version_id = active_version_id
-
-        # Find the specific transcript version
-        transcript_version = None
-        for version in conversation_model.transcript_versions:
-            if version.version_id == transcript_version_id:
-                transcript_version = version
-                break
+        await _restore_if_deleted_and_prepare(
+            conversation_model, conversation_id, processing_status=None
+        )
 
-        if not transcript_version:
-            return JSONResponse(
-                status_code=404,
-                content={"error": f"Transcript version '{transcript_version_id}' not found"},
-            )
+        # Resolve transcript version ID (handle "active" special case)
+        error, transcript_version_id, transcript_version = _resolve_transcript_version(
+            conversation_model, transcript_version_id
+        )
+        if error:
+            return error
 
         # Create new memory version ID
         version_id = str(uuid.uuid4())
@@ -1010,6 +1320,8 @@ async def reprocess_memory(conversation_id: str, transcript_version_id: str, use
         job = enqueue_memory_processing(
             conversation_id=conversation_id,
             priority=JobPriority.NORMAL,
+            cause=MemoryCause.MEMORY_REPLAY,
+            strategy=UpdateStrategy.FULL,
         )
 
         logger.info(
@@ -1033,7 +1345,12 @@ async def reprocess_memory(conversation_id: str, transcript_version_id: str, use
         )
 
 
-async def reprocess_speakers(conversation_id: str, transcript_version_id: str, user: User):
+async def reprocess_speakers(
+    conversation_id: str,
+    transcript_version_id: str,
+    user: User,
+    diarization_source: str | None = None,
+):
     """
     Reprocess speaker identification for a specific transcript version.
     Users can only reprocess their own conversations.
@@ -1043,43 +1360,83 @@ async def reprocess_speakers(conversation_id: str, transcript_version_id: str, u
     """
     try:
         # 1. Find conversation and validate ownership
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
+        conversation_model, error = await _get_conversation_or_error(
+            conversation_id, user
         )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
+        if error:
+            return error
+
+        # Re-diarization operates on an existing transcript (text is copied to the
+        # new version), so the conversation stays "completed" throughout. Don't flip
+        # it to "active": the speaker-reprocess chain (speaker->memory->title_summary)
+        # has no finalizer, so an "active" flip would never settle back. Restore from
+        # soft-delete but keep the fact-derived status, then settle it explicitly.
+        await _restore_if_deleted_and_prepare(
+            conversation_model, conversation_id, processing_status=None
+        )
+        if conversation_model.apply_status(settled=True):
+            await conversation_model.save()
+
+        # Single-flight: reject if a reprocess chain is already running for this
+        # conversation. Overlapping chains (e.g. rapid repeat clicks) race on the
+        # conversation's full-document save() and a stale chain can clobber the newer
+        # speaker write — leaving an orphan version with empty speaker metadata and
+        # unchanged labels. Bail before creating a new version so we don't pile up
+        # dead versions either.
+        in_flight = conversation_edit_chain_in_flight(conversation_id)
+        if in_flight:
+            logger.info(
+                f"Reprocess already in flight for {conversation_id[:8]} "
+                f"(job {in_flight}); skipping duplicate request"
+            )
             return JSONResponse(
-                status_code=403,
+                status_code=409,
                 content={
-                    "error": "Access forbidden. You can only reprocess your own conversations."
+                    "error": "Speaker reprocessing is already in progress for this conversation.",
+                    "in_flight_job_id": in_flight,
                 },
             )
 
-        # 2. Resolve source transcript version ID (handle "active" special case)
-        source_version_id = transcript_version_id
-        if source_version_id == "active":
-            active_version_id = conversation_model.active_transcript_version
-            if not active_version_id:
+        # 2-3. Resolve source transcript version ID and find version object
+        error, source_version_id, source_version = _resolve_transcript_version(
+            conversation_model, transcript_version_id
+        )
+        if error:
+            return error
+
+        # A Pyannote reprocess replaces the version's segments. When the user asks
+        # to switch back to provider diarization, follow the reprocess lineage to
+        # the nearest version that still contains the original provider segments.
+        if (
+            diarization_source == "provider"
+            and source_version.diarization_source != "provider"
+        ):
+            visited = {source_version.version_id}
+            lineage_version = source_version
+            while lineage_version.metadata:
+                parent_id = lineage_version.metadata.get("source_version_id")
+                if not parent_id or parent_id in visited:
+                    break
+                visited.add(parent_id)
+                parent = conversation_model.get_transcript_version(parent_id)
+                if not parent:
+                    break
+                if parent.diarization_source == "provider":
+                    source_version = parent
+                    source_version_id = parent.version_id
+                    break
+                lineage_version = parent
+
+            if source_version.diarization_source != "provider":
                 return JSONResponse(
-                    status_code=404, content={"error": "No active transcript version found"}
+                    status_code=400,
+                    content={
+                        "error": (
+                            "No provider-diarized source version is available "
+                            "for this transcript."
+                        )
+                    },
                 )
-            source_version_id = active_version_id
-
-        # 3. Find and validate the source transcript version
-        source_version = None
-        for version in conversation_model.transcript_versions:
-            if version.version_id == source_version_id:
-                source_version = version
-                break
-
-        if not source_version:
-            return JSONResponse(
-                status_code=404,
-                content={"error": f"Transcript version '{source_version_id}' not found"},
-            )
 
         # 4. Validate transcript has content and words (or provider-diarized segments)
         if not source_version.transcript:
@@ -1125,116 +1482,31 @@ async def reprocess_speakers(conversation_id: str, transcript_version_id: str, u
                 },
             )
 
-        # 6. Create NEW transcript version (copy text/words, segments for provider-diarized)
+        # 6. Pre-allocate the new version id but DON'T create it yet. The speaker job
+        #    reads from the source version and creates this version only once it has a
+        #    usable result — mirroring transcript reprocess (transcribe_full_audio_job).
+        #    A failed/empty reprocess therefore leaves NO new version behind and surfaces
+        #    an error, instead of a degraded no-op version with unchanged labels.
         new_version_id = str(uuid.uuid4())
 
-        # For provider-diarized transcripts, copy segments so the speaker job can
-        # identify speakers per-segment. For word-based transcripts, leave segments
-        # empty so pyannote can re-diarize.
-        new_metadata = {
-            "reprocessing_type": "speaker_diarization",
-            "source_version_id": source_version_id,
-            "trigger": "manual_reprocess",
-            "provider_capabilities": provider_capabilities,
-        }
-        use_segments = provider_has_diarization or not has_words
-        if use_segments:
-            new_segments = source_version.segments  # COPY provider segments
-            if not has_words and not provider_has_diarization:
-                new_metadata["segments_only"] = True
-        else:
-            new_segments = []  # Empty - will be populated by speaker job
-
-        new_version = conversation_model.add_transcript_version(
-            version_id=new_version_id,
-            transcript=source_version.transcript,  # COPY transcript text
-            words=source_version.words,  # COPY word timings
-            segments=new_segments,
-            provider=source_version.provider,
-            model=source_version.model,
-            processing_time_seconds=None,  # Will be updated by job
-            metadata=new_metadata,
-            set_as_active=True,  # Set new version as active
-        )
-
-        # Carry over diarization_source so speaker job knows to use segment identification
-        if provider_has_diarization or (not has_words and has_segments):
-            new_version.diarization_source = "provider"
-
-        # Save conversation with new version
-        await conversation_model.save()
-
-        logger.info(
-            f"Created new transcript version {new_version_id} from source {source_version_id} "
-            f"for conversation {conversation_id}"
-        )
-
-        # 7. Enqueue speaker recognition job with NEW version_id
-        speaker_job = transcription_queue.enqueue(
-            recognise_speakers_job,
-            conversation_id,
-            new_version_id,  # NEW version (not source)
-            job_timeout=1200,  # 20 minutes
-            result_ttl=JOB_RESULT_TTL,
-            job_id=f"reprocess_speaker_{conversation_id[:12]}",
-            description=f"Re-diarize speakers for {conversation_id[:8]}",
-            meta={
-                "conversation_id": conversation_id,
-                "version_id": new_version_id,
-                "source_version_id": source_version_id,
-                "trigger": "reprocess",
-            },
-        )
-
-        logger.info(
-            f"Enqueued speaker reprocessing job {speaker_job.id} "
-            f"for new version {new_version_id}"
-        )
-
-        # 8. Chain memory reprocessing (speaker changes affect memory context)
-        memory_job = memory_queue.enqueue(
-            process_memory_job,
-            conversation_id,
-            depends_on=speaker_job,
-            job_timeout=1800,  # 30 minutes
-            result_ttl=JOB_RESULT_TTL,
-            job_id=f"memory_{conversation_id[:12]}",
-            description=f"Extract memories for {conversation_id[:8]}",
-            meta={"conversation_id": conversation_id, "trigger": "reprocess_after_speaker"},
-        )
-
-        logger.info(
-            f"Chained memory reprocessing job {memory_job.id} "
-            f"after speaker job {speaker_job.id}"
-        )
-
-        # 8b. Chain title/summary regeneration after memory job
-        # Depends on memory_job to avoid race condition (both save conversation document)
-        # and to ensure fresh memories are available for context-enriched summaries
-        title_summary_job = default_queue.enqueue(
-            generate_title_summary_job,
+        # 7-8. Enqueue speaker → memory → title/summary chain (create-on-success).
+        job_ids = _enqueue_speaker_reprocessing_chain(
             conversation_id,
-            job_timeout=300,
-            result_ttl=JOB_RESULT_TTL,
-            depends_on=memory_job,
-            job_id=f"title_summary_{conversation_id[:12]}",
-            description=f"Regenerate title/summary for {conversation_id[:8]}",
-            meta={"conversation_id": conversation_id, "trigger": "reprocess_after_speaker"},
-        )
-
-        logger.info(
-            f"Chained title/summary job {title_summary_job.id} " f"after memory job {memory_job.id}"
+            new_version_id,
+            source_version_id,
+            diarization_source,
         )
 
         # 9. Return job information
         return JSONResponse(
             content={
                 "message": "Speaker reprocessing started",
-                "job_id": speaker_job.id,
-                "memory_job_id": memory_job.id,
-                "title_summary_job_id": title_summary_job.id,
-                "version_id": new_version_id,  # NEW version ID
-                "source_version_id": source_version_id,  # Original version used as source
+                "job_id": job_ids["speaker"],
+                "memory_job_id": job_ids["memory"],
+                "title_summary_job_id": job_ids["title_summary"],
+                "version_id": new_version_id,
+                "source_version_id": source_version_id,
+                "diarization_source": diarization_source,
                 "status": "queued",
             }
         )
@@ -1246,28 +1518,23 @@ async def reprocess_speakers(conversation_id: str, transcript_version_id: str, u
         )
 
 
-async def activate_transcript_version(conversation_id: str, version_id: str, user: User):
+async def activate_transcript_version(
+    conversation_id: str, version_id: str, user: User
+):
     """Activate a specific transcript version. Users can only modify their own conversations."""
     try:
-        # Find the conversation using Beanie
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
+        conversation_model, error = await _get_conversation_or_error(
+            conversation_id, user
         )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
-            return JSONResponse(
-                status_code=403,
-                content={"error": "Access forbidden. You can only modify your own conversations."},
-            )
+        if error:
+            return error
 
         # Activate the transcript version using Beanie model method
         success = conversation_model.set_active_transcript_version(version_id)
         if not success:
             return JSONResponse(
-                status_code=400, content={"error": "Failed to activate transcript version"}
+                status_code=400,
+                content={"error": "Failed to activate transcript version"},
             )
 
         await conversation_model.save()
@@ -1293,64 +1560,18 @@ async def activate_transcript_version(conversation_id: str, version_id: str, use
         )
 
 
-async def activate_memory_version(conversation_id: str, version_id: str, user: User):
-    """Activate a specific memory version. Users can only modify their own conversations."""
-    try:
-        # Find the conversation using Beanie
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
-        )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
-            return JSONResponse(
-                status_code=403,
-                content={"error": "Access forbidden. You can only modify your own conversations."},
-            )
-
-        # Activate the memory version using Beanie model method
-        success = conversation_model.set_active_memory_version(version_id)
-        if not success:
-            return JSONResponse(
-                status_code=400, content={"error": "Failed to activate memory version"}
-            )
-
-        await conversation_model.save()
-
-        logger.info(
-            f"Activated memory version {version_id} for conversation {conversation_id} by user {user.user_id}"
-        )
-
-        return JSONResponse(
-            content={
-                "message": f"Memory version {version_id} activated successfully",
-                "active_memory_version": version_id,
-            }
-        )
-
-    except Exception as e:
-        logger.error(f"Error activating memory version: {e}")
-        return JSONResponse(status_code=500, content={"error": "Error activating memory version"})
-
-
 async def get_conversation_version_history(conversation_id: str, user: User):
-    """Get version history for a conversation. Users can only access their own conversations."""
+    """Get transcript version history for a conversation. Users can only access their own conversations.
+
+    Memory is no longer versioned (the vault is the system of record); see the
+    memory audit ledger (``get_conversation_memory_audit``) for memory change history.
+    """
     try:
-        # Find the conversation using Beanie to check ownership
-        conversation_model = await Conversation.find_one(
-            Conversation.conversation_id == conversation_id
+        conversation_model, error = await _get_conversation_or_error(
+            conversation_id, user
         )
-        if not conversation_model:
-            return JSONResponse(status_code=404, content={"error": "Conversation not found"})
-
-        # Check ownership for non-admin users
-        if not user.is_superuser and conversation_model.user_id != str(user.user_id):
-            return JSONResponse(
-                status_code=403,
-                content={"error": "Access forbidden. You can only access your own conversations."},
-            )
+        if error:
+            return error
 
         # Get version history from model
         # Convert datetime objects to ISO strings for JSON serialization
@@ -1361,23 +1582,90 @@ async def get_conversation_version_history(conversation_id: str, user: User):
                 version_dict["created_at"] = version_dict["created_at"].isoformat()
             transcript_versions.append(version_dict)
 
-        memory_versions = []
-        for v in conversation_model.memory_versions:
-            version_dict = v.model_dump()
-            if version_dict.get("created_at"):
-                version_dict["created_at"] = version_dict["created_at"].isoformat()
-            memory_versions.append(version_dict)
-
         history = {
             "conversation_id": conversation_id,
             "active_transcript_version": conversation_model.active_transcript_version,
-            "active_memory_version": conversation_model.active_memory_version,
             "transcript_versions": transcript_versions,
-            "memory_versions": memory_versions,
         }
 
         return JSONResponse(content=history)
 
     except Exception as e:
         logger.error(f"Error fetching version history: {e}")
-        return JSONResponse(status_code=500, content={"error": "Error fetching version history"})
+        return JSONResponse(
+            status_code=500, content={"error": "Error fetching version history"}
+        )
+
+
+async def get_conversation_memory_audit(
+    conversation_id: str, user: User, limit: int = 100
+):
+    """Get the memory vault change history (audit ledger) for a conversation.
+
+    Replaces the old per-conversation "memory versions": memory is a vault that is
+    overwritten in place, so instead we return the recorded changes (which notes
+    were created/updated/deleted, when, and what triggered each).
+    """
+    try:
+        _, error = await _get_conversation_or_error(conversation_id, user)
+        if error:
+            return error
+
+        entries = (
+            await MemoryAuditEntry.find(
+                MemoryAuditEntry.conversation_id == conversation_id
+            )
+            .sort(-MemoryAuditEntry.created_at)
+            .limit(limit)
+            .to_list()
+        )
+
+        return JSONResponse(
+            content={
+                "conversation_id": conversation_id,
+                "count": len(entries),
+                "entries": [_memory_audit_to_dict(e) for e in entries],
+            }
+        )
+
+    except Exception as e:
+        logger.error(f"Error fetching memory audit for {conversation_id}: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error fetching memory audit"}
+        )
+
+
+def _memory_audit_to_dict(entry) -> dict:
+    """Serialize a MemoryAuditEntry for API responses.
+
+    Provenance is exposed both raw (``cause``/``strategy``) and pre-classified
+    (``source_kind``/``source_label``/``actor``) so the WebUI renders an honest
+    label without re-deriving the taxonomy from magic strings.
+    """
+    return {
+        "id": str(entry.id),
+        "user_id": entry.user_id,
+        "conversation_id": entry.conversation_id,
+        "operation": entry.operation,
+        "note_path": entry.note_path,
+        "cause": entry.cause,
+        "strategy": entry.strategy,
+        "source_kind": source_kind_for(entry.cause, entry.agent_mode, entry.operation),
+        "source_label": source_label_for(
+            entry.cause, entry.agent_mode, entry.operation
+        ),
+        "actor": actor_for(entry.cause, entry.agent_mode, entry.operation),
+        "provider": entry.provider,
+        "agent_mode": entry.agent_mode,
+        "before_hash": entry.before_hash,
+        "after_hash": entry.after_hash,
+        "after_bytes": entry.after_bytes,
+        "summary": entry.summary,
+        "extra": entry.extra,
+        "created_at": entry.created_at.isoformat() if entry.created_at else None,
+        # Whether a before→after diff can be fetched for this entry. True when the
+        # post-change content was retained, or for deletes (the prior recorded
+        # change supplies the removed content). False for legacy entries written
+        # before content was retained and for note-less delete_all operations.
+        "has_diff": entry.after_text is not None or entry.operation == "delete",
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/data_audit_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/data_audit_controller.py
new file mode 100644
index 00000000..9aa01bf4
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/data_audit_controller.py
@@ -0,0 +1,1814 @@
+"""
+Data-audit controller.
+
+Backs the Data Audit dashboard page: surfaces per-conversation VAD speech
+metrics + latest speaker labels, filters by a compound predicate (speech
+fraction AND speaker include/exclude), enqueues batch audio analysis,
+archives (hard-deletes) audio, and splits/merges conversations.
+"""
+
+import json
+import logging
+import re
+import shutil
+import statistics
+import uuid
+from datetime import datetime, timezone
+from typing import Dict, List, Optional, Tuple
+
+from fastapi.responses import FileResponse, JSONResponse
+
+from advanced_omi_backend.config import get_diarization_settings
+from advanced_omi_backend.constants import is_non_enrollable_speaker
+from advanced_omi_backend.controllers.conversation_controller import (
+    archive_conversation_audio,
+)
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+    start_post_conversation_jobs,
+)
+from advanced_omi_backend.models.annotation import Annotation, AnnotationType
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation, create_conversation
+from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.users import User
+from advanced_omi_backend.utils.annotation_export import (
+    EXPORTS_DIR,
+    META_NAME,
+    ZIP_NAME,
+    export_dir,
+    new_export_id,
+    validate_export_id,
+)
+from advanced_omi_backend.utils.annotation_import import (
+    AnnotationDatasetError,
+    parse_annotation_dataset,
+)
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    audio_cache_duration_matches,
+    convert_audio_to_chunks,
+    reconstruct_audio_segment,
+)
+from advanced_omi_backend.utils.audio_utils import (
+    AudioValidationError,
+    validate_and_prepare_audio,
+)
+from advanced_omi_backend.utils.transcript_slicing import (
+    build_transcript_text,
+    shift_segments,
+    shift_words,
+    slice_segments,
+    slice_words,
+)
+from advanced_omi_backend.utils.vad_analysis import (
+    detect_silence_gaps,
+    frame_speech_intervals,
+    intersect_intervals,
+    merge_speech_regions,
+    speech_fraction_from_histogram,
+)
+from advanced_omi_backend.workers.data_audit_jobs import (
+    analyze_audio_batch_job,
+    auto_clean_job,
+    export_annotation_dataset_job,
+    get_sensitivity_policy,
+    screen_conversations_job,
+)
+
+logger = logging.getLogger(__name__)
+
+# Upper bound on how many conversations a single scan inspects in memory.
+# Speaker/silence predicates are applied in Python, so we cap the working set
+# and report when it was hit rather than silently truncating.
+MAX_SCAN = 2000
+
+# Projection: lightweight metadata + cached VAD analysis + speaker labels
+# from the active transcript version's segments (no transcript text / words).
+_SCAN_PROJECTION = {
+    "conversation_id": 1,
+    "user_id": 1,
+    "client_id": 1,
+    "title": 1,
+    "created_at": 1,
+    "audio_total_duration": 1,
+    "audio_chunks_count": 1,
+    "audio_archived": 1,
+    "audio_archived_at": 1,
+    "archive_reason": 1,
+    "processing_status": 1,
+    "failure_stage": 1,
+    "external_source_id": 1,
+    "external_source_type": 1,
+    "vad_analysis": 1,
+    "derived_from": 1,
+    "active_transcript_version": 1,
+    "transcript_versions.version_id": 1,
+    "transcript_versions.segments.speaker": 1,
+    "transcript_versions.segments.identified_as": 1,
+    "transcript_versions.segments.confidence": 1,
+    "transcript_versions.segments.segment_type": 1,
+}
+
+
+def _audit_segments(doc: dict) -> list:
+    """Segments to audit for this conversation.
+
+    Prefers the active transcript version's segments. Falls back to the version
+    with the most identified segments when the active pointer is missing or
+    points at an empty version — a known reprocess failure mode leaves a
+    dangling ``active_transcript_version`` (a UUID absent from the versions
+    dict), which would otherwise hide a conversation's segments entirely.
+    """
+    active = doc.get("active_transcript_version")
+    best: list = []
+    best_score = -1
+    for tv in doc.get("transcript_versions") or []:
+        segs = tv.get("segments") or []
+        if tv.get("version_id") == active and segs:
+            return segs
+        ident = sum(1 for s in segs if s.get("identified_as"))
+        score = ident * 100000 + len(segs)
+        if score > best_score:
+            best_score = score
+            best = segs
+    return best
+
+
+def _speakers_for_doc(doc: dict) -> List[str]:
+    """Distinct speaker labels from the audited transcript version's segments.
+
+    Prefers ``identified_as`` (recognized name) over the raw ``speaker`` label.
+    """
+    speakers: set = set()
+    for seg in _audit_segments(doc):
+        label = seg.get("identified_as") or seg.get("speaker")
+        if label:
+            speakers.add(label)
+    return sorted(speakers)
+
+
+def _unknown_speech_count(doc: dict) -> int:
+    """Speech segments in the audited version not matched to an enrolled speaker.
+
+    The reliable "needs triage" signal: a speech segment with no ``identified_as``
+    is either an unenrolled person or background noise. Drives the table's
+    "N to review" hint so you can see which files still need triage.
+    """
+    count = 0
+    for seg in _audit_segments(doc):
+        if (seg.get("segment_type") or "speech") != "speech":
+            continue
+        if not seg.get("identified_as"):
+            count += 1
+    return count
+
+
+def _marginal_identified_count(doc: dict, threshold: float, margin: float) -> int:
+    """Speech segments identified as an enrolled speaker but at a confidence
+    below ``threshold + margin`` — weak matches that likely shouldn't carry a
+    name (e.g. background noise force-labeled as the nearest speaker). This is
+    the cheap, stored-data review signal: confidence is already on each segment,
+    so no audio re-embedding is needed.
+    """
+    cutoff = threshold + margin
+    count = 0
+    for seg in _audit_segments(doc):
+        if (seg.get("segment_type") or "speech") != "speech":
+            continue
+        if not seg.get("identified_as"):
+            continue
+        conf = seg.get("confidence")
+        if conf is not None and conf < cutoff:
+            count += 1
+    return count
+
+
+def _vad_stale(va: Optional[dict], duration: float) -> bool:
+    """True if a cached ``vad_analysis`` no longer describes the conversation's
+    current audio. The analysis is derived from the chunk set; if the chunks
+    changed in place its implied duration (frame_count * frame_hop) drifts from
+    ``audio_total_duration`` and the speech metrics are stale — the Analyze
+    button should re-run it. Returns False when there is no cached analysis
+    (that's "unanalyzed", surfaced separately)."""
+    if not va:
+        return False
+    cached = (va.get("frame_count") or 0) * (va.get("frame_hop_ms") or 0) / 1000.0
+    return not audio_cache_duration_matches(cached, duration)
+
+
+async def list_for_audit(
+    user: User,
+    speech_threshold: float = 0.5,
+    min_speech_fraction: float = 0.0,
+    max_speech_fraction: float = 1.0,
+    min_duration: float = 0.0,
+    max_duration: float = 0.0,
+    created_after: Optional[datetime] = None,
+    created_before: Optional[datetime] = None,
+    include_speakers: Optional[List[str]] = None,
+    exclude_speakers: Optional[List[str]] = None,
+    dataset_id: Optional[str] = None,
+    archived_only: bool = False,
+    hide_failed: bool = False,
+    hide_reviewed: bool = False,
+    limit: int = 100,
+    offset: int = 0,
+):
+    """List conversations with VAD speech metrics + speakers, filtered by the
+    compound predicate. Returns derived ``speech_fraction`` at the requested
+    probability threshold so the UI threshold control is just a re-fetch.
+
+    Speaker filtering is per-speaker tri-state: a conversation is kept only if
+    it contains at least one ``include_speakers`` (when any are set) AND none of
+    the ``exclude_speakers``. Speech bounds exclude unanalyzed conversations;
+    ``max_speech_fraction=1`` / ``min_speech_fraction=0`` / ``max_duration=0``
+    disable the respective bound.
+    """
+    try:
+        base: dict = {} if user.is_superuser else {"user_id": str(user.user_id)}
+
+        if archived_only:
+            base["audio_archived"] = True
+        else:
+            # audio_archived is a newer field; absent == not archived
+            base["audio_archived"] = {"$ne": True}
+            base["deleted"] = {"$ne": True}
+            base["audio_chunks_count"] = {"$gt": 0}
+            # Exclude conversations flagged with corrupt audio metadata — they're
+            # surfaced on the System Errors page instead (a None match also covers
+            # the field being absent on normal conversations).
+            base["audio_integrity_error"] = None
+            # Opt-in: drop conversations the pipeline marked failed (keeps null
+            # legacy status and in-progress 'active' rows visible — the latter
+            # are chipped as 'Processing…' so a stuck one is still apparent).
+            if hide_failed:
+                base["processing_status"] = {
+                    "$ne": Conversation.ConversationStatus.FAILED.value
+                }
+
+        if dataset_id:
+            base["external_source_type"] = "annotation_dataset"
+            base["external_source_id"] = {"$regex": f"^{re.escape(dataset_id)}:"}
+
+        # Date range goes into the Mongo query (not the Python predicate) so
+        # it narrows the MAX_SCAN working set instead of competing with it.
+        if created_after or created_before:
+            created: dict = {}
+            if created_after:
+                created["$gte"] = created_after
+            if created_before:
+                created["$lte"] = created_before
+            base["created_at"] = created
+
+        collection = Conversation.get_pymongo_collection()
+        cursor = (
+            collection.find(base, _SCAN_PROJECTION)
+            .sort("created_at", -1)
+            .limit(MAX_SCAN)
+        )
+        raw_docs = await cursor.to_list(length=MAX_SCAN)
+        scan_capped = len(raw_docs) >= MAX_SCAN
+
+        dataset_base: dict = {} if user.is_superuser else {"user_id": str(user.user_id)}
+        dataset_base.update(
+            {
+                "external_source_type": "annotation_dataset",
+                "audio_archived": {"$ne": True},
+                "deleted": {"$ne": True},
+                "audio_chunks_count": {"$gt": 0},
+            }
+        )
+        dataset_docs = await (
+            collection.find(dataset_base, {"external_source_id": 1})
+            .sort("created_at", -1)
+            .limit(MAX_SCAN)
+        ).to_list(length=MAX_SCAN)
+        available_datasets = list(
+            dict.fromkeys(
+                source_id.rsplit(":", 1)[0]
+                for doc in dataset_docs
+                if (source_id := doc.get("external_source_id")) and ":" in source_id
+            )
+        )
+
+        # Match threshold the pipeline used + a small comfort margin: an
+        # identification within this band of the cutoff is a weak/suspect match
+        # (the "low-confidence" review signal), computed from stored confidence.
+        similarity_threshold = float(
+            get_diarization_settings().get("similarity_threshold", 0.5)
+        )
+        marginal_margin = 0.05
+
+        include_set = set(include_speakers or [])
+        exclude_set = set(exclude_speakers or [])
+        matched: List[dict] = []
+        # Speakers present anywhere in the scanned working set (before the
+        # compound predicate), so the filter UI offers exactly the labels that
+        # exist in this view — and isn't narrowed by its own selection.
+        available_speakers: set = set()
+
+        for doc in raw_docs:
+            duration = doc.get("audio_total_duration") or 0.0
+            va = doc.get("vad_analysis")
+            doc_speakers = _speakers_for_doc(doc)
+            available_speakers.update(doc_speakers)
+            unknown_count = _unknown_speech_count(doc)
+
+            speech_fraction = None
+            if va:
+                speech_fraction = speech_fraction_from_histogram(
+                    histogram=va.get("histogram") or [],
+                    frame_count=va.get("frame_count") or 0,
+                    histogram_bin_width=va.get("histogram_bin_width") or 0.05,
+                    threshold=speech_threshold,
+                )
+
+            # --- Compound filter (skip filters for the archived audit view) ---
+            if not archived_only:
+                if duration < min_duration:
+                    continue
+                if 0.0 < max_duration < duration:
+                    continue
+                if max_speech_fraction < 1.0 or min_speech_fraction > 0.0:
+                    # Unanalyzed conversations can't satisfy a speech filter
+                    if speech_fraction is None:
+                        continue
+                    if speech_fraction > max_speech_fraction:
+                        continue
+                    if speech_fraction < min_speech_fraction:
+                        continue
+                if include_set and not include_set.intersection(doc_speakers):
+                    continue
+                if exclude_set and exclude_set.intersection(doc_speakers):
+                    continue
+                # Opt-in: drop conversations with nothing left to triage (every
+                # speech segment already has an identified_as).
+                if hide_reviewed and unknown_count == 0:
+                    continue
+
+            created_at = doc.get("created_at")
+            archived_at = doc.get("audio_archived_at")
+            derived_from = doc.get("derived_from")
+            matched.append(
+                {
+                    "conversation_id": doc.get("conversation_id"),
+                    "title": doc.get("title"),
+                    "client_id": doc.get("client_id"),
+                    "created_at": created_at.isoformat() if created_at else None,
+                    "duration_seconds": duration,
+                    "speakers": doc_speakers,
+                    "unknown_speech_segments": unknown_count,
+                    "marginal_identified_segments": _marginal_identified_count(
+                        doc, similarity_threshold, marginal_margin
+                    ),
+                    "processing_status": doc.get("processing_status"),
+                    "failure_stage": doc.get("failure_stage"),
+                    "analyzed": va is not None,
+                    "speech_fraction": (
+                        round(speech_fraction, 4)
+                        if speech_fraction is not None
+                        else None
+                    ),
+                    "derived_operation": (
+                        derived_from.get("operation") if derived_from else None
+                    ),
+                    "audio_archived": doc.get("audio_archived", False),
+                    "audio_archived_at": (
+                        archived_at.isoformat() if archived_at else None
+                    ),
+                    "archive_reason": doc.get("archive_reason"),
+                }
+            )
+
+        total = len(matched)
+        page = matched[offset : offset + limit]
+
+        # How many conversations the Analyze button would actually process:
+        # the user's own live audio without cached VAD analysis (the batch job
+        # is scoped to the requesting user, so the count matches even for
+        # superusers viewing everyone's rows). Lets the UI disable the button
+        # when there is nothing left to analyze.
+        # Conversations the Analyze button should process: those with no VAD
+        # analysis OR whose cached analysis went stale (audio changed in place
+        # since it was computed). Staleness needs the frame-count/duration
+        # comparison, so count it in Python over the projected set rather than a
+        # Mongo predicate. Folding stale into this count means a stale cache
+        # surfaces as a non-zero Analyze count and the existing button re-runs
+        # it — no separate UI affordance for what is a rare contingency.
+        analyze_docs = await collection.find(
+            {
+                "user_id": str(user.user_id),
+                "audio_archived": {"$ne": True},
+                "deleted": {"$ne": True},
+                "audio_chunks_count": {"$gt": 0},
+                "audio_integrity_error": None,
+            },
+            {
+                "vad_analysis.frame_count": 1,
+                "vad_analysis.frame_hop_ms": 1,
+                "audio_total_duration": 1,
+            },
+        ).to_list(length=MAX_SCAN)
+        unanalyzed_count = sum(
+            1
+            for d in analyze_docs
+            if d.get("vad_analysis") is None
+            or _vad_stale(d.get("vad_analysis"), d.get("audio_total_duration") or 0.0)
+        )
+
+        return {
+            "conversations": page,
+            "total": total,
+            "limit": limit,
+            "offset": offset,
+            "scan_capped": scan_capped,
+            "speech_threshold": speech_threshold,
+            "similarity_threshold": similarity_threshold,
+            "marginal_margin": marginal_margin,
+            "unanalyzed_count": unanalyzed_count,
+            "speakers": sorted(available_speakers),
+            "datasets": available_datasets,
+        }
+
+    except Exception as e:
+        logger.exception(f"Error listing conversations for cleaning: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error listing conversations"}
+        )
+
+
+def _recommend_threshold(values: List[float]) -> Optional[float]:
+    """Otsu-style split: the cutoff in [0.36, 0.60] maximizing between-class
+    variance of the confidence distribution. With the bimodal noise/real
+    structure this lands in the valley between the two humps — a data-driven
+    similarity-threshold suggestion. Needs enough points to be meaningful.
+    """
+    if len(values) < 30:
+        return None
+    best_t: Optional[float] = None
+    best_var = -1.0
+    t = 0.36
+    while t <= 0.60001:
+        below = [v for v in values if v < t]
+        above = [v for v in values if v >= t]
+        if below and above:
+            wb = len(below) / len(values)
+            wa = len(above) / len(values)
+            var = wb * wa * (statistics.mean(above) - statistics.mean(below)) ** 2
+            if var > best_var:
+                best_var = var
+                best_t = round(t, 2)
+        t += 0.01
+    return best_t
+
+
+async def speaker_confidence_overview(user: User):
+    """Per-speaker identification-confidence statistics across the corpus.
+
+    Reads stored per-segment confidence (no audio re-embedding) and reports the
+    global distribution histogram, the marginal-match fraction, per-speaker
+    baselines (mean/median/min/max + %marginal + survival at the live
+    threshold), survival counts at candidate thresholds, and a data-driven
+    recommended threshold. This is the strategic view: it surfaces which
+    enrolled speakers are "noise magnets" (matches clustered at the floor) and
+    what threshold cleanly separates real matches from noise.
+    """
+    try:
+        threshold = float(get_diarization_settings().get("similarity_threshold", 0.5))
+        margin = 0.05
+
+        base: dict = {"deleted": {"$ne": True}}
+        if not user.is_superuser:
+            base["user_id"] = str(user.user_id)
+
+        collection = Conversation.get_pymongo_collection()
+        cursor = collection.find(base, _SCAN_PROJECTION).limit(MAX_SCAN)
+        docs = await cursor.to_list(length=MAX_SCAN)
+
+        per_speaker: Dict[str, List[float]] = {}
+        per_speaker_convs: Dict[str, set] = {}
+        all_conf: List[float] = []
+        convs_with_ids = 0
+
+        for doc in docs:
+            cid = doc.get("conversation_id")
+            had = False
+            for seg in _audit_segments(doc):
+                if (seg.get("segment_type") or "speech") != "speech":
+                    continue
+                name = seg.get("identified_as")
+                conf = seg.get("confidence")
+                if not name or conf is None:
+                    continue
+                # Reserved category labels ("Background Speech", "Noise") are
+                # written into identified_as but are NOT speaker identities — their
+                # stored confidence is a background-bucket similarity, not an
+                # identification score. Exclude them so they don't appear as bogus
+                # "speaker" rows (and skew the global histogram/marginal stats).
+                if is_non_enrollable_speaker(name):
+                    continue
+                had = True
+                all_conf.append(conf)
+                per_speaker.setdefault(name, []).append(conf)
+                per_speaker_convs.setdefault(name, set()).add(cid)
+            if had:
+                convs_with_ids += 1
+
+        cutoff = threshold + margin
+        # Histogram: 0.30..1.00 in 0.05 bins (14 bins).
+        bin_width = 0.05
+        hist_start = 0.30
+        n_bins = 14
+        counts = [0] * n_bins
+        for v in all_conf:
+            idx = int((v - hist_start) / bin_width)
+            idx = max(0, min(n_bins - 1, idx))
+            counts[idx] += 1
+
+        total = len(all_conf)
+        marginal = sum(1 for v in all_conf if v < cutoff)
+        survival = [
+            {
+                "threshold": t,
+                "keep": sum(1 for v in all_conf if v >= t),
+                "drop": sum(1 for v in all_conf if v < t),
+            }
+            for t in (0.40, 0.45, 0.50, 0.55)
+        ]
+
+        speakers = []
+        for name, vals in per_speaker.items():
+            vals_sorted = sorted(vals)
+            n = len(vals_sorted)
+            speakers.append(
+                {
+                    "name": name,
+                    "nseg": n,
+                    "nconv": len(per_speaker_convs[name]),
+                    "mean": round(statistics.mean(vals_sorted), 3),
+                    "median": round(statistics.median(vals_sorted), 3),
+                    "min": round(vals_sorted[0], 3),
+                    "max": round(vals_sorted[-1], 3),
+                    "marginal_pct": round(
+                        100.0 * sum(1 for v in vals_sorted if v < cutoff) / n, 1
+                    ),
+                    "keep_pct": round(
+                        100.0 * sum(1 for v in vals_sorted if v >= threshold) / n, 1
+                    ),
+                }
+            )
+        speakers.sort(key=lambda s: (-s["marginal_pct"], -s["nseg"]))
+
+        # Enrolled speakers with NO stored identifications yet (e.g. just enrolled)
+        # would otherwise be invisible here — list them explicitly so a fresh
+        # enrollment shows up immediately instead of silently missing until some
+        # conversation is (re)processed and matches them.
+        try:
+            enrolled = await SpeakerRecognitionClient().get_enrolled_speakers()
+            for sp in enrolled.get("speakers", []):
+                sp_name = sp.get("name")
+                if not sp_name or sp_name in per_speaker:
+                    continue
+                speakers.append(
+                    {
+                        "name": sp_name,
+                        "nseg": 0,
+                        "nconv": 0,
+                        "mean": None,
+                        "median": None,
+                        "min": None,
+                        "max": None,
+                        "marginal_pct": None,
+                        "keep_pct": None,
+                        "never_identified": True,
+                    }
+                )
+        except Exception:
+            logger.warning("Could not list enrolled speakers for confidence overview")
+
+        return {
+            "threshold": threshold,
+            "margin": margin,
+            "total_identified": total,
+            "conversations_with_ids": convs_with_ids,
+            "conversations_scanned": len(docs),
+            "scan_capped": len(docs) >= MAX_SCAN,
+            "marginal_count": marginal,
+            "marginal_fraction": round(marginal / total, 4) if total else 0.0,
+            "histogram": {
+                "start": hist_start,
+                "bin_width": bin_width,
+                "counts": counts,
+            },
+            "survival": survival,
+            "recommended_threshold": _recommend_threshold(all_conf),
+            "speakers": speakers,
+        }
+    except Exception as e:
+        logger.exception(f"Error computing speaker confidence overview: {e}")
+        return JSONResponse(
+            status_code=500,
+            content={"error": "Error computing speaker confidence overview"},
+        )
+
+
+async def enqueue_analysis(
+    user: User, conversation_ids: Optional[List[str]] = None, force: bool = False
+):
+    """Enqueue the batch VAD-analysis job for the user's conversations."""
+    try:
+        # Pass as kwargs so the job's user_id is recorded in job.kwargs — the
+        # queue status endpoint authorizes non-admins by job.kwargs["user_id"].
+        job = default_queue.enqueue(
+            analyze_audio_batch_job,
+            user_id=str(user.user_id),
+            conversation_ids=conversation_ids,
+            force=force,
+            job_timeout=3600,
+            result_ttl=JOB_RESULT_TTL,
+            description="Analyze conversation audio (VAD)",
+        )
+        logger.info(f"Enqueued VAD analysis job {job.id} for user {user.user_id}")
+        return {"job_id": job.id, "status": "queued"}
+
+    except Exception as e:
+        logger.exception(f"Error enqueueing VAD analysis: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error enqueueing analysis"}
+        )
+
+
+async def run_auto_clean_cron() -> dict:
+    """Cron entrypoint for auto-clean.
+
+    Runs in the FastAPI process (invoked by the cron scheduler). It does NOT do
+    the work itself — it enqueues the ``auto_clean_job`` RQ job so the sweep is
+    visible on the Queue/Jobs page (and runs in the worker). Returns the
+    enqueued job id, which the cron-jobs page records as the run result.
+    """
+    job = default_queue.enqueue(
+        auto_clean_job,
+        job_timeout=3600,
+        result_ttl=JOB_RESULT_TTL,
+        description="Auto-clean: archive speech-free conversations",
+    )
+    logger.info(f"Auto-clean cron enqueued job {job.id}")
+    return {"enqueued_job_id": job.id, "queue": "default"}
+
+
+async def archive_audio_many(user: User, conversation_ids: List[str], reason: str):
+    """Archive (hard-delete) audio for multiple conversations."""
+    results = []
+    for cid in conversation_ids:
+        response = await archive_conversation_audio(cid, user, reason)
+        try:
+            body = json.loads(bytes(response.body).decode())
+        except Exception:
+            body = {}
+        results.append(
+            {
+                "conversation_id": cid,
+                "status_code": response.status_code,
+                "ok": response.status_code == 200,
+                "deleted_chunks": body.get("deleted_chunks"),
+                "error": body.get("error"),
+            }
+        )
+
+    archived = sum(1 for r in results if r["ok"])
+    return {"archived": archived, "total": len(conversation_ids), "results": results}
+
+
+# ---------------------------------------------------------------------------
+# Split / merge
+# ---------------------------------------------------------------------------
+
+# Projection for chunk timeline reads — never pull audio_data.
+_CHUNK_META_PROJECTION = {
+    "chunk_index": 1,
+    "start_time": 1,
+    "end_time": 1,
+    "duration": 1,
+    "vad.max_score": 1,
+}
+
+
+async def _load_operable_conversation(
+    user: User, conversation_id: str
+) -> Tuple[Optional[Conversation], Optional[JSONResponse]]:
+    """Fetch a conversation and validate it can be split/merged.
+
+    Returns (conversation, None) or (None, error_response).
+    """
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        return None, JSONResponse(
+            status_code=404, content={"error": "Conversation not found"}
+        )
+    if not user.is_superuser and conversation.user_id != str(user.user_id):
+        return None, JSONResponse(
+            status_code=403, content={"error": "Access forbidden"}
+        )
+    if conversation.deleted:
+        return None, JSONResponse(
+            status_code=409, content={"error": "Conversation is deleted"}
+        )
+    if conversation.audio_archived:
+        return None, JSONResponse(
+            status_code=409, content={"error": "Conversation audio is archived"}
+        )
+    if not conversation.audio_chunks_count:
+        return None, JSONResponse(
+            status_code=409, content={"error": "Conversation has no audio"}
+        )
+    if conversation.derived_into:
+        return None, JSONResponse(
+            status_code=409,
+            content={"error": "Conversation was already split/merged"},
+        )
+    return conversation, None
+
+
+async def _chunk_timeline(conversation_id: str) -> List[dict]:
+    """Chunk metadata (no audio bytes) sorted by chunk_index."""
+    collection = AudioChunkDocument.get_pymongo_collection()
+    cursor = collection.find(
+        {"conversation_id": conversation_id}, _CHUNK_META_PROJECTION
+    ).sort("chunk_index", 1)
+    return await cursor.to_list(length=None)
+
+
+def _active_transcript_version(
+    conversation: Conversation,
+) -> Optional["Conversation.TranscriptVersion"]:
+    for version in conversation.transcript_versions:
+        if version.version_id == conversation.active_transcript_version:
+            return version
+    return None
+
+
+async def _delete_source_memories(user_id: str, conversation_id: str) -> None:
+    """Best-effort removal of memories sourced from a replaced conversation."""
+    try:
+        memory_service = get_memory_service()
+        deleted = await memory_service.delete_memories_by_source(
+            user_id, conversation_id
+        )
+        if deleted:
+            logger.info(
+                f"Deleted {deleted} memories sourced from {conversation_id[:12]}"
+            )
+    except Exception as e:
+        logger.warning(
+            f"Memory cleanup failed for {conversation_id[:12]} (non-fatal): {e}"
+        )
+
+
+async def get_silence_gaps(
+    user: User,
+    conversation_id: str,
+    speech_threshold: float = 0.5,
+    min_gap_seconds: float = 900.0,
+):
+    """Silence gaps (candidate split points) from cached chunk VAD scores."""
+    conversation, error = await _load_operable_conversation(user, conversation_id)
+    if error:
+        return error
+
+    chunks = await _chunk_timeline(conversation_id)
+    if not chunks:
+        return JSONResponse(
+            status_code=409, content={"error": "Conversation has no audio chunks"}
+        )
+
+    # Only "needs analysis" when *no* chunk is scored. detect_silence_gaps
+    # already treats individual unscored chunks as speech (so it never suggests a
+    # split through unscored audio), which keeps a partially-scored conversation
+    # — e.g. one with leftover unscored chunks from the reconnect-duplicate bug —
+    # usable for splitting instead of falsely blocked.
+    needs_analysis = all((c.get("vad") or {}).get("max_score") is None for c in chunks)
+    duration = float(chunks[-1]["end_time"])
+
+    gaps = (
+        []
+        if needs_analysis
+        else detect_silence_gaps(
+            chunks,
+            speech_threshold=speech_threshold,
+            min_gap_seconds=min_gap_seconds,
+        )
+    )
+
+    return {
+        "analyzed": not needs_analysis,
+        "needs_analysis": needs_analysis,
+        "duration_seconds": round(duration, 2),
+        "chunk_duration_seconds": float(chunks[0].get("duration") or 10.0),
+        "speech_threshold": speech_threshold,
+        "min_gap_seconds": min_gap_seconds,
+        "gaps": gaps,
+    }
+
+
+async def get_speech_regions(
+    user: User, conversation_id: str, speakers: Optional[List[str]] = None
+):
+    """Merged speech intervals for speech-skip playback.
+
+    Without ``speakers``: served from the cached ``vad_analysis.speech_regions``
+    when present; otherwise derived from the chunk-level frame scores (no audio
+    decode) and cached back onto the conversation.
+
+    With ``speakers``: the raw frame-level speech intervals are intersected
+    with the selected speakers' transcript segments *before* merging, so the
+    regions cover only time where the VAD heard voice while one of those
+    speakers was tagged. Speaker labels match ``identified_as`` (recognized
+    name) falling back to the raw ``speaker`` label, same as the audit
+    listing. Filtered results are never cached (they depend on the selection).
+    """
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        return JSONResponse(
+            status_code=404, content={"error": "Conversation not found"}
+        )
+    if not user.is_superuser and conversation.user_id != str(user.user_id):
+        return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+    if conversation.audio_archived or not conversation.audio_chunks_count:
+        return JSONResponse(
+            status_code=409, content={"error": "Conversation has no audio"}
+        )
+
+    wanted = {s for s in (speakers or []) if s}
+    duration = conversation.audio_total_duration or 0.0
+    va = conversation.vad_analysis
+
+    # Trust the cached summary only if it still describes the current chunk set.
+    # vad_analysis is derived from the chunks' frame scores; if the chunks changed
+    # in place (e.g. the reconnect-duplicate dedup) the cache's implied duration
+    # (frame_count * frame_hop) no longer matches audio_total_duration — fall back
+    # to deriving from current chunks rather than serving stale regions.
+    va_fresh = va is not None and audio_cache_duration_matches(
+        va.frame_count * va.frame_hop_ms / 1000.0, duration
+    )
+
+    if not wanted and va_fresh and va.speech_regions is not None:
+        regions = va.speech_regions
+    else:
+        # Derive from chunk frame scores with a streaming cursor (score
+        # vectors are ~5KB per chunk; never materialize them all at once).
+        collection = AudioChunkDocument.get_pymongo_collection()
+        cursor = collection.find(
+            {"conversation_id": conversation_id},
+            {"start_time": 1, "end_time": 1, "vad.scores": 1, "vad.frame_hop_ms": 1},
+        ).sort("chunk_index", 1)
+
+        # Derive regions from the chunks that have scores; chunks missing them
+        # contribute no speech intervals (treated as non-speech for speech-only
+        # playback — full-audio mode still plays everything). Only report
+        # needs_analysis when *no* chunk is scored, i.e. the conversation was
+        # genuinely never analyzed. A partially-scored conversation — e.g. one
+        # damaged by the reconnect-duplicate bug, where some overlapping chunks
+        # never got scored — still gets a usable speech preview instead of
+        # falsely reading as "needs analysis" while its cached summary says it is
+        # analyzed (which is the contradiction the audit listing would show).
+        raw_intervals: List[List[float]] = []
+        scored_any = False
+        last_end = 0.0
+        async for chunk in cursor:
+            vad = chunk.get("vad")
+            last_end = max(last_end, float(chunk["end_time"]))
+            if not vad or vad.get("scores") is None:
+                continue
+            scored_any = True
+            raw_intervals.extend(
+                frame_speech_intervals(
+                    vad["scores"],
+                    float(vad["frame_hop_ms"]) / 1000.0,
+                    float(chunk["start_time"]),
+                )
+            )
+
+        if not scored_any:
+            return {
+                "analyzed": False,
+                "needs_analysis": True,
+                "duration_seconds": round(duration, 2),
+                "speech_seconds": 0,
+                "regions": [],
+            }
+
+        duration = duration or last_end
+        if wanted:
+            version = _active_transcript_version(conversation)
+            tagged = [
+                [segment.start, segment.end]
+                for segment in (version.segments if version else [])
+                if segment.segment_type == Conversation.SegmentType.SPEECH
+                and (segment.identified_as or segment.speaker) in wanted
+            ]
+            raw_intervals = intersect_intervals(raw_intervals, tagged)
+        regions = merge_speech_regions(raw_intervals, duration)
+        if not wanted and va is not None:
+            va.speech_regions = regions
+            await conversation.save()
+
+    speech_seconds = sum(end - start for start, end in regions)
+    return {
+        "analyzed": True,
+        "needs_analysis": False,
+        "duration_seconds": round(duration, 2),
+        "speech_seconds": round(speech_seconds, 2),
+        "speakers": sorted(wanted),
+        "regions": [{"start": start, "end": end} for start, end in regions],
+    }
+
+
+async def get_segments(user: User, conversation_id: str):
+    """Active-version transcript segments for the speaker-triage panel.
+
+    Returns every segment (the frontend filters to speech / needs-review) with
+    the speaker-recognition fields the panel needs — including ``confidence``,
+    which the listing projection strips. ``index`` is the position in the active
+    version's segment list (so it matches the ``segment_index`` an annotation
+    stores), and ``segment_start_time`` is sent so the frontend records the
+    drift-stable time key on each annotation it creates.
+    """
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        return JSONResponse(
+            status_code=404, content={"error": "Conversation not found"}
+        )
+    if not user.is_superuser and conversation.user_id != str(user.user_id):
+        return JSONResponse(status_code=403, content={"error": "Access forbidden"})
+
+    version = _active_transcript_version(conversation)
+    segments = []
+    for index, seg in enumerate(version.segments if version else []):
+        segments.append(
+            {
+                "index": index,
+                "start": round(seg.start, 3),
+                "end": round(seg.end, 3),
+                "segment_start_time": seg.start,
+                "text": seg.text,
+                "speaker": seg.speaker,
+                "identified_as": seg.identified_as,
+                "confidence": seg.confidence,
+                "segment_type": seg.segment_type,
+            }
+        )
+
+    return {
+        "conversation_id": conversation_id,
+        "duration_seconds": round(conversation.audio_total_duration or 0.0, 2),
+        "audio_available": bool(
+            conversation.audio_chunks_count and not conversation.audio_archived
+        ),
+        "segments": segments,
+    }
+
+
+async def identify_segment_clip(
+    user: User, conversation_id: str, start: float, end: float
+):
+    """Live speaker suggestion for one segment.
+
+    Reconstructs the segment's audio and asks the speaker service for its
+    closest enrolled match. The service returns the best name + cosine even
+    below the match threshold, which is the only real signal available on an
+    unknown segment (stored confidence is 0.0 there).
+    """
+    _conversation, error = await _load_operable_conversation(user, conversation_id)
+    if error:
+        return error
+    if end <= start:
+        return JSONResponse(
+            status_code=400, content={"error": "end must be greater than start"}
+        )
+
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+
+    try:
+        wav_bytes = await reconstruct_audio_segment(conversation_id, start, end)
+    except Exception as e:
+        logger.warning(f"Segment audio reconstruction failed for identify: {e}")
+        return JSONResponse(
+            status_code=409, content={"error": "Could not reconstruct segment audio"}
+        )
+
+    # Pass a near-zero threshold so the service always returns the *closest*
+    # enrolled speaker + its true cosine, even for a below-threshold (unknown)
+    # segment — that name+score is the whole point of a triage suggestion. The
+    # caller surfaces the cosine (color-coded) so a weak match reads as weak;
+    # `found` reflects whether it would clear the real operating threshold.
+    suggest = await speaker_client.identify_segment(
+        wav_bytes, user_id="1", similarity_threshold=0.0
+    )
+    confidence = suggest.get("confidence")
+    threshold = get_diarization_settings().get("similarity_threshold", 0.5)
+    return {
+        "found": confidence is not None and confidence >= threshold,
+        "speaker_id": suggest.get("speaker_id"),
+        "speaker_name": suggest.get("speaker_name"),
+        "confidence": confidence,
+        "threshold": threshold,
+        "status": suggest.get("status"),
+    }
+
+
+async def get_triage_pending(user: User):
+    """Count of unapplied speaker-triage decisions (pending diarization
+    annotations) and how many conversations they span — drives the toolbar's
+    'Apply all' control."""
+    base = {
+        "annotation_type": AnnotationType.DIARIZATION,
+        "processed": False,
+    }
+    if not user.is_superuser:
+        base["user_id"] = user.user_id
+    pending = await Annotation.find(base).to_list()
+    conversation_ids = {a.conversation_id for a in pending if a.conversation_id}
+    return {
+        "pending_count": len(pending),
+        "conversation_count": len(conversation_ids),
+    }
+
+
+async def apply_triage(user: User):
+    """Bulk-apply all pending speaker-triage decisions across every conversation.
+
+    Each triage decision was persisted as a diarization annotation. This applies them
+    (new transcript version + chained memory reprocess) in one pass over every
+    conversation the user triaged. It does NOT enroll voiceprints — that's a deliberate
+    action reserved for the finetuning / Enrollment pages. Noise decisions ride along:
+    apply reclassifies them to non-speech.
+    """
+    # Lazy import: circular dependency — the routers.modules package __init__
+    # imports data_audit_routes, which imports back into this controller, so a
+    # top-level import here would re-enter this module mid-import.
+    from advanced_omi_backend.routers.modules.annotation_routes import (
+        apply_diarization_annotations,
+    )
+
+    base = {
+        "annotation_type": AnnotationType.DIARIZATION,
+        "processed": False,
+    }
+    if not user.is_superuser:
+        base["user_id"] = user.user_id
+    pending = await Annotation.find(base).to_list()
+
+    conversation_ids = sorted({a.conversation_id for a in pending if a.conversation_id})
+    if not conversation_ids:
+        return {"applied_count": 0, "conversation_count": 0, "enrolled": None}
+
+    applied_count = 0
+    apply_errors: List[str] = []
+    for cid in conversation_ids:
+        try:
+            await apply_diarization_annotations(cid, current_user=user)
+            applied_count += 1
+        except Exception as e:
+            logger.warning(f"Triage apply failed for {cid[:8]}: {e}")
+            apply_errors.append(cid)
+
+    # NOTE: triage only ANNOTATES (fixes the conversation transcript + memory). It does
+    # NOT enroll/train voiceprints — voiceprint training is a deliberate action done only
+    # from the finetuning page and the speaker-recognition Enrollment page, so noisy
+    # conversational corrections (e.g. a one-word "yeah") never drift someone's voiceprint.
+    return {
+        "applied_count": applied_count,
+        "conversation_count": len(conversation_ids),
+        "apply_errors": apply_errors,
+        "enrolled": None,
+    }
+
+
+def _snap_split_points(
+    split_points: List[float], chunks: List[dict]
+) -> Tuple[Optional[List[int]], Optional[str]]:
+    """Snap time points to chunk boundaries.
+
+    Returns (sorted chunk indices that begin each new child, None) or
+    (None, error message). Each child must contain at least one chunk, so
+    snapped indices must be unique and within (0, n_chunks).
+    """
+    n_chunks = len(chunks)
+    duration = float(chunks[-1]["end_time"])
+
+    indices = []
+    for point in sorted(set(split_points)):
+        if not (0 < point < duration):
+            return None, f"Split point {point}s is outside (0, {duration:.0f}s)"
+        # The chunk containing the point begins the next child.
+        snapped = None
+        for chunk in chunks:
+            if chunk["start_time"] <= point < chunk["end_time"]:
+                snapped = int(chunk["chunk_index"])
+                break
+        if snapped is None:
+            snapped = n_chunks - 1
+        if snapped == 0:
+            return None, f"Split point {point}s leaves an empty first part"
+        indices.append(snapped)
+
+    if len(set(indices)) != len(indices):
+        return None, "Split points collapse onto the same chunk boundary"
+    return indices, None
+
+
+async def split_conversation(
+    user: User, conversation_id: str, split_points: List[float]
+):
+    """Split a conversation into children at the given time points.
+
+    Chunk documents are reassigned to the children (no audio re-encode); the
+    parent's active transcript is sliced by time range; the parent is
+    soft-deleted with lineage metadata; memory + title jobs run per child.
+    Crash-safe ordering without transactions: children are created first, the
+    parent is mutated last.
+    """
+    conversation, error = await _load_operable_conversation(user, conversation_id)
+    if error:
+        return error
+
+    try:
+        chunks = await _chunk_timeline(conversation_id)
+        if not chunks:
+            return JSONResponse(
+                status_code=409, content={"error": "Conversation has no audio chunks"}
+            )
+
+        boundary_indices, message = _snap_split_points(split_points, chunks)
+        if message:
+            return JSONResponse(status_code=422, content={"error": message})
+
+        # Build [start_index, end_index) chunk ranges for each child.
+        edges = [0] + boundary_indices + [len(chunks)]
+        chunk_by_index = {int(c["chunk_index"]): c for c in chunks}
+        parent_version = _active_transcript_version(conversation)
+        now = datetime.now(timezone.utc)
+
+        children: List[Conversation] = []
+        child_specs: List[dict] = []
+        for a, b in zip(edges[:-1], edges[1:]):
+            t0 = float(chunk_by_index[a]["start_time"])
+            t1 = float(chunk_by_index[b - 1]["end_time"])
+
+            child = create_conversation(
+                user_id=conversation.user_id,
+                client_id=conversation.client_id,
+            )
+            child.derived_from = Conversation.DerivedFrom(
+                operation="split",
+                source_conversation_ids=[conversation_id],
+                time_range=[t0, t1],
+                performed_at=now,
+                performed_by=str(user.user_id),
+            )
+            child.end_reason = conversation.end_reason
+            child.audio_chunks_count = b - a
+            child.audio_total_duration = round(
+                sum(
+                    float(chunk_by_index[i].get("duration") or 0.0) for i in range(a, b)
+                ),
+                2,
+            )
+            child.audio_compression_ratio = conversation.audio_compression_ratio
+
+            version_id = None
+            if parent_version:
+                segments = slice_segments(parent_version.segments or [], t0, t1)
+                words = slice_words(parent_version.words or [], t0, t1)
+                if segments or words:
+                    version_id = str(uuid.uuid4())
+                    child.add_transcript_version(
+                        version_id=version_id,
+                        transcript=build_transcript_text(segments),
+                        words=words,
+                        segments=segments,
+                        provider=parent_version.provider,
+                        model=parent_version.model,
+                        metadata={
+                            "derived": "split",
+                            "source_conversation_id": conversation_id,
+                            "source_version_id": parent_version.version_id,
+                            "time_range": [t0, t1],
+                        },
+                        set_as_active=True,
+                    )
+
+            part = len(children) + 1
+            total = len(edges) - 1
+            base_title = conversation.title or conversation_id[:8]
+            child.title = f"Part {part}/{total} — {base_title}"
+
+            await child.insert()
+            children.append(child)
+            child_specs.append(
+                {"a": a, "b": b, "t0": t0, "t1": t1, "version_id": version_id}
+            )
+
+        # Re-validate just before mutating chunks (no lock; admin tool).
+        current = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
+        if current is None or current.deleted or current.derived_into:
+            for child in children:
+                await child.delete()
+            return JSONResponse(
+                status_code=409,
+                content={"error": "Conversation changed during split; aborted"},
+            )
+
+        # Move chunks to the children: re-id, re-index, shift times.
+        collection = AudioChunkDocument.get_pymongo_collection()
+        for child, spec in zip(children, child_specs):
+            await collection.update_many(
+                {
+                    "conversation_id": conversation_id,
+                    "chunk_index": {"$gte": spec["a"], "$lt": spec["b"]},
+                },
+                [
+                    {
+                        "$set": {
+                            "conversation_id": child.conversation_id,
+                            "chunk_index": {"$subtract": ["$chunk_index", spec["a"]]},
+                            "start_time": {"$subtract": ["$start_time", spec["t0"]]},
+                            "end_time": {"$subtract": ["$end_time", spec["t0"]]},
+                        }
+                    }
+                ],
+            )
+
+        # Soft-delete the parent (chunks were moved, not deleted).
+        conversation.deleted = True
+        conversation.deletion_reason = "split"
+        conversation.deleted_at = now
+        conversation.derived_into = [c.conversation_id for c in children]
+        conversation.audio_chunks_count = 0
+        await conversation.save()
+
+        await _delete_source_memories(conversation.user_id, conversation_id)
+
+        results = []
+        for child, spec in zip(children, child_specs):
+            jobs = None
+            if spec["version_id"]:
+                jobs = start_post_conversation_jobs(
+                    child.conversation_id,
+                    conversation.user_id,
+                    transcript_version_id=spec["version_id"],
+                    client_id=conversation.client_id,
+                    end_reason="split",
+                    skip_speaker_recognition=True,
+                )
+            results.append(
+                {
+                    "conversation_id": child.conversation_id,
+                    "start_seconds": spec["t0"],
+                    "end_seconds": spec["t1"],
+                    "duration_seconds": child.audio_total_duration,
+                    "chunk_count": child.audio_chunks_count,
+                    "has_transcript": spec["version_id"] is not None,
+                    "jobs": jobs,
+                }
+            )
+
+        logger.info(
+            f"Split conversation {conversation_id[:12]} into {len(children)} parts"
+        )
+        return {
+            "parent_conversation_id": conversation_id,
+            "children": results,
+        }
+
+    except Exception as e:
+        logger.exception(f"Error splitting conversation {conversation_id}: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error splitting conversation"}
+        )
+
+
+async def merge_conversations(user: User, conversation_ids: List[str]):
+    """Merge adjacent conversations into a new conversation.
+
+    Creates a fresh conversation (symmetric with split: sources stay intact
+    and individually recoverable), reassigns chunks with cumulative time
+    offsets, concatenates transcripts with a seam note where the wall-clock
+    gap between recordings is elided, soft-deletes the sources, and enqueues
+    memory + title jobs. Crash-safe ordering: the merged conversation is
+    created before any source is mutated.
+    """
+    if len(set(conversation_ids)) != len(conversation_ids):
+        return JSONResponse(
+            status_code=422, content={"error": "Duplicate conversation ids"}
+        )
+
+    try:
+        sources: List[Conversation] = []
+        for cid in conversation_ids:
+            conversation, error = await _load_operable_conversation(user, cid)
+            if error:
+                return error
+            sources.append(conversation)
+
+        client_ids = {s.client_id for s in sources}
+        if len(client_ids) != 1:
+            return JSONResponse(
+                status_code=422,
+                content={"error": "Conversations belong to different devices"},
+            )
+        user_ids = {s.user_id for s in sources}
+        if len(user_ids) != 1:
+            return JSONResponse(
+                status_code=422,
+                content={"error": "Conversations belong to different users"},
+            )
+
+        sources.sort(key=lambda s: s.created_at)
+        first, last = sources[0], sources[-1]
+
+        # Adjacency: no other live conversation of this device may sit between
+        # the earliest and latest selected (server-authoritative check).
+        conv_collection = Conversation.get_pymongo_collection()
+        between = await conv_collection.count_documents(
+            {
+                "client_id": first.client_id,
+                "deleted": {"$ne": True},
+                "conversation_id": {"$nin": conversation_ids},
+                "created_at": {"$gt": first.created_at, "$lt": last.created_at},
+            }
+        )
+        if between:
+            return JSONResponse(
+                status_code=422,
+                content={
+                    "error": "Conversations are not adjacent: "
+                    f"{between} other conversation(s) lie between them"
+                },
+            )
+
+        # Uniform audio format across all sources' chunks.
+        chunk_collection = AudioChunkDocument.get_pymongo_collection()
+        chunk_filter = {"conversation_id": {"$in": conversation_ids}}
+        sample_rates = await chunk_collection.distinct("sample_rate", chunk_filter)
+        channel_counts = await chunk_collection.distinct("channels", chunk_filter)
+        if len(sample_rates) > 1 or len(channel_counts) > 1:
+            return JSONResponse(
+                status_code=422,
+                content={"error": "Conversations have mixed audio formats"},
+            )
+
+        # Precise per-source duration/count from the chunks themselves.
+        stats = {
+            row["_id"]: row
+            for row in await chunk_collection.aggregate(
+                [
+                    {"$match": chunk_filter},
+                    {
+                        "$group": {
+                            "_id": "$conversation_id",
+                            "duration": {"$sum": "$duration"},
+                            "count": {"$sum": 1},
+                        }
+                    },
+                ]
+            ).to_list(length=None)
+        }
+        missing = [s.conversation_id for s in sources if s.conversation_id not in stats]
+        if missing:
+            return JSONResponse(
+                status_code=409,
+                content={"error": f"No audio chunks for {missing[0]}"},
+            )
+
+        now = datetime.now(timezone.utc)
+        merged = create_conversation(user_id=first.user_id, client_id=first.client_id)
+        merged.created_at = first.created_at
+        merged.derived_from = Conversation.DerivedFrom(
+            operation="merge",
+            source_conversation_ids=[s.conversation_id for s in sources],
+            performed_at=now,
+            performed_by=str(user.user_id),
+        )
+        merged.end_reason = Conversation.EndReason.MERGE
+        merged.audio_chunks_count = sum(
+            int(stats[s.conversation_id]["count"]) for s in sources
+        )
+        merged.audio_total_duration = round(
+            sum(float(stats[s.conversation_id]["duration"]) for s in sources), 2
+        )
+        merged.audio_compression_ratio = first.audio_compression_ratio
+
+        # Concatenate transcripts with cumulative offsets + seam notes.
+        merged_segments: List[Conversation.SpeakerSegment] = []
+        merged_words: List[Conversation.Word] = []
+        provider = None
+        model = None
+        offset = 0.0
+        prev = None
+        for source in sources:
+            version = _active_transcript_version(source)
+            if prev is not None:
+                gap_seconds = max(
+                    0.0,
+                    (source.created_at - prev.created_at).total_seconds()
+                    - float(stats[prev.conversation_id]["duration"]),
+                )
+                merged_segments.append(
+                    Conversation.SpeakerSegment(
+                        start=round(offset, 3),
+                        end=round(offset, 3),
+                        text=(
+                            f"[merged: {max(1, round(gap_seconds / 60))} min gap "
+                            "between recordings elided]"
+                        ),
+                        speaker="system",
+                        segment_type=Conversation.SegmentType.NOTE,
+                    )
+                )
+            if version:
+                merged_segments.extend(shift_segments(version.segments or [], offset))
+                merged_words.extend(shift_words(version.words or [], offset))
+                provider = provider or version.provider
+                model = model or version.model
+            offset += float(stats[source.conversation_id]["duration"])
+            prev = source
+
+        version_id = None
+        has_content = any(
+            seg.segment_type == Conversation.SegmentType.SPEECH
+            for seg in merged_segments
+        ) or bool(merged_words)
+        if has_content:
+            version_id = str(uuid.uuid4())
+            merged.add_transcript_version(
+                version_id=version_id,
+                transcript=build_transcript_text(merged_segments),
+                words=merged_words,
+                segments=merged_segments,
+                provider=provider,
+                model=model,
+                metadata={
+                    "derived": "merge",
+                    "source_conversation_ids": [s.conversation_id for s in sources],
+                },
+                set_as_active=True,
+            )
+
+        merged.title = first.title or f"Merged conversation ({len(sources)} parts)"
+        await merged.insert()
+
+        # Move chunks: per source, offset index/time and re-id.
+        offset = 0.0
+        index_base = 0
+        for source in sources:
+            await chunk_collection.update_many(
+                {"conversation_id": source.conversation_id},
+                [
+                    {
+                        "$set": {
+                            "conversation_id": merged.conversation_id,
+                            "chunk_index": {"$add": ["$chunk_index", index_base]},
+                            "start_time": {"$add": ["$start_time", offset]},
+                            "end_time": {"$add": ["$end_time", offset]},
+                        }
+                    }
+                ],
+            )
+            offset += float(stats[source.conversation_id]["duration"])
+            index_base += int(stats[source.conversation_id]["count"])
+
+        # Soft-delete sources with lineage (chunks were moved, not deleted).
+        for source in sources:
+            source.deleted = True
+            source.deletion_reason = "merged"
+            source.deleted_at = now
+            source.derived_into = [merged.conversation_id]
+            source.audio_chunks_count = 0
+            await source.save()
+            await _delete_source_memories(source.user_id, source.conversation_id)
+
+        jobs = None
+        if version_id:
+            jobs = start_post_conversation_jobs(
+                merged.conversation_id,
+                merged.user_id,
+                transcript_version_id=version_id,
+                client_id=merged.client_id,
+                end_reason="merge",
+                skip_speaker_recognition=True,
+            )
+
+        logger.info(
+            f"Merged {len(sources)} conversations into {merged.conversation_id[:12]}"
+        )
+        return {
+            "merged_conversation_id": merged.conversation_id,
+            "source_conversation_ids": [s.conversation_id for s in sources],
+            "duration_seconds": merged.audio_total_duration,
+            "chunk_count": merged.audio_chunks_count,
+            "has_transcript": version_id is not None,
+            "jobs": jobs,
+        }
+
+    except Exception as e:
+        logger.exception(f"Error merging conversations {conversation_ids}: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error merging conversations"}
+        )
+
+
+# ---------------------------------------------------------------------------
+# Annotation dataset import / export
+# ---------------------------------------------------------------------------
+
+
+async def import_annotation_dataset(user: User, archive_bytes: bytes):
+    """Import an export-compatible ZIP as isolated, editor-ready conversations."""
+    try:
+        dataset = parse_annotation_dataset(archive_bytes)
+    except AnnotationDatasetError as exc:
+        return JSONResponse(status_code=422, content={"error": str(exc)})
+
+    client_id = f"{str(user.id)[-6:]}-annotation-import"
+    results = []
+    for clip in dataset.clips:
+        external_source_id = f"{dataset.dataset_id}:{clip.clip_id}"
+        existing = await Conversation.find_one(
+            Conversation.user_id == user.user_id,
+            Conversation.external_source_type == "annotation_dataset",
+            Conversation.external_source_id == external_source_id,
+        )
+        if existing:
+            results.append(
+                {
+                    "clip_id": clip.clip_id,
+                    "status": "skipped",
+                    "reason": "already_imported",
+                    "conversation_id": existing.conversation_id,
+                }
+            )
+            continue
+
+        conversation = None
+        try:
+            audio_data, sample_rate, sample_width, channels, duration = (
+                await validate_and_prepare_audio(
+                    audio_data=clip.audio_bytes,
+                    expected_sample_rate=16000,
+                    convert_to_mono=True,
+                    auto_resample=True,
+                )
+            )
+            segments = [
+                Conversation.SpeakerSegment(**segment) for segment in clip.segments
+            ]
+            conversation = create_conversation(
+                user_id=user.user_id,
+                client_id=client_id,
+                title=clip.conversation_title,
+                summary="Imported annotation dataset; excluded from user memory.",
+                external_source_id=external_source_id,
+                external_source_type="annotation_dataset",
+                data_purpose="annotation",
+                memory_excluded=True,
+                memory_exclusion_reason="annotation_dataset_import",
+            )
+            version_id = str(uuid.uuid4())
+            conversation.add_transcript_version(
+                version_id=version_id,
+                transcript=clip.transcript,
+                segments=segments,
+                provider="annotation-import",
+                model=f"chronicle-dataset-v{dataset.schema_version}",
+                metadata={
+                    "dataset_id": dataset.dataset_id,
+                    "clip_id": clip.clip_id,
+                    "source_conversation_id": clip.source_conversation_id,
+                    "source_client_id": clip.source_client_id,
+                    "source_audio_path": clip.audio_path,
+                    "annotation_notes": clip.notes,
+                },
+                set_as_active=True,
+            )
+            conversation.apply_status(settled=bool(clip.transcript.strip()))
+            await conversation.insert()
+
+            chunk_count = await convert_audio_to_chunks(
+                conversation_id=conversation.conversation_id,
+                audio_data=audio_data,
+                sample_rate=sample_rate,
+                channels=channels,
+                sample_width=sample_width,
+            )
+            results.append(
+                {
+                    "clip_id": clip.clip_id,
+                    "status": "imported",
+                    "conversation_id": conversation.conversation_id,
+                    "duration_seconds": round(duration, 2),
+                    "chunk_count": chunk_count,
+                    "transcript_source": clip.transcript_source,
+                }
+            )
+        except (AudioValidationError, ValueError) as exc:
+            logger.warning(f"Could not import annotation clip {clip.clip_id}: {exc}")
+            if conversation and conversation.id:
+                await AudioChunkDocument.find(
+                    AudioChunkDocument.conversation_id == conversation.conversation_id
+                ).delete()
+                await conversation.delete()
+            results.append(
+                {"clip_id": clip.clip_id, "status": "error", "error": str(exc)}
+            )
+        except Exception as exc:
+            logger.exception(f"Could not import annotation clip {clip.clip_id}")
+            if conversation and conversation.id:
+                await AudioChunkDocument.find(
+                    AudioChunkDocument.conversation_id == conversation.conversation_id
+                ).delete()
+                await conversation.delete()
+            results.append(
+                {"clip_id": clip.clip_id, "status": "error", "error": str(exc)}
+            )
+
+    imported = sum(result["status"] == "imported" for result in results)
+    skipped = sum(result["status"] == "skipped" for result in results)
+    failed = sum(result["status"] == "error" for result in results)
+    response = {
+        "dataset_id": dataset.dataset_id,
+        "schema_version": dataset.schema_version,
+        "message": f"Imported {imported} annotation clip(s)",
+        "results": results,
+        "summary": {
+            "total": len(results),
+            "imported": imported,
+            "skipped": skipped,
+            "failed": failed,
+        },
+    }
+    if failed == len(results):
+        return JSONResponse(status_code=400, content=response)
+    if failed:
+        return JSONResponse(status_code=207, content=response)
+    return response
+
+
+async def start_screening(
+    user: User,
+    conversation_ids: List[str],
+    policy: Optional[str] = None,
+):
+    """Enqueue the privacy-screen job for selected conversations.
+
+    The job applies the shareability ``policy`` (or the configured default) to
+    each conversation's transcript and returns the flagged segments for the
+    user to review before exporting.
+    """
+    try:
+        job = default_queue.enqueue(
+            screen_conversations_job,
+            user_id=str(user.user_id),
+            conversation_ids=conversation_ids,
+            policy=policy,
+            job_timeout=1800,
+            result_ttl=JOB_RESULT_TTL,
+            description=f"Privacy-screen {len(conversation_ids)} conversations",
+        )
+        logger.info(
+            f"Enqueued sensitivity screen (job {job.id}) for user {user.user_id}"
+        )
+        return {"job_id": job.id, "status": "queued"}
+    except Exception as e:
+        logger.exception(f"Error enqueueing sensitivity screen: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error enqueueing screen"}
+        )
+
+
+async def get_default_sensitivity_policy():
+    """Return the configured default shareability policy (UI prefill)."""
+    return {"policy": get_sensitivity_policy()}
+
+
+async def start_export(
+    user: User,
+    conversation_ids: List[str],
+    mode: str = "clips",
+    pad_seconds: float = 1.0,
+    speech_threshold: float = 0.5,
+    merge_gap_seconds: float = 3.0,
+    excluded_ranges: Optional[Dict[str, List[List[float]]]] = None,
+    sensitivity_policy: Optional[str] = None,
+):
+    """Enqueue the annotation-dataset export job for selected conversations.
+
+    ``excluded_ranges`` maps conversation_id → withheld ``[start, end]`` ranges
+    confirmed from the privacy screen; those are carved out of the export.
+    """
+    try:
+        export_id = new_export_id()
+        job = default_queue.enqueue(
+            export_annotation_dataset_job,
+            user_id=str(user.user_id),
+            export_id=export_id,
+            conversation_ids=conversation_ids,
+            mode=mode,
+            pad_seconds=pad_seconds,
+            speech_threshold=speech_threshold,
+            merge_gap_seconds=merge_gap_seconds,
+            excluded_ranges=excluded_ranges,
+            sensitivity_policy=sensitivity_policy,
+            job_timeout=3600,
+            result_ttl=JOB_RESULT_TTL,
+            description=f"Export annotation dataset ({len(conversation_ids)} conversations, {mode})",
+        )
+        logger.info(
+            f"Enqueued annotation export {export_id} (job {job.id}) "
+            f"for user {user.user_id}"
+        )
+        return {"job_id": job.id, "export_id": export_id, "status": "queued"}
+    except Exception as e:
+        logger.exception(f"Error enqueueing annotation export: {e}")
+        return JSONResponse(
+            status_code=500, content={"error": "Error enqueueing export"}
+        )
+
+
+def _read_export_meta(user: User, export_id: str):
+    """Load an export's metadata, enforcing id validity + ownership.
+
+    Returns (meta_dict, None) or (None, error_response).
+    """
+    if not validate_export_id(export_id):
+        return None, JSONResponse(
+            status_code=422, content={"error": "Invalid export id"}
+        )
+    meta_path = export_dir(export_id) / META_NAME
+    if not meta_path.is_file():
+        return None, JSONResponse(
+            status_code=404, content={"error": "Export not found"}
+        )
+    meta = json.loads(meta_path.read_text())
+    if not user.is_superuser and meta.get("created_by") != str(user.user_id):
+        return None, JSONResponse(
+            status_code=403, content={"error": "Access forbidden"}
+        )
+    return meta, None
+
+
+async def list_exports(user: User):
+    """List completed exports (superusers see all, others their own)."""
+    exports = []
+    if EXPORTS_DIR.is_dir():
+        for meta_path in EXPORTS_DIR.glob(f"*/{META_NAME}"):
+            try:
+                meta = json.loads(meta_path.read_text())
+            except Exception:
+                logger.warning(f"Unreadable export metadata: {meta_path}")
+                continue
+            if not user.is_superuser and meta.get("created_by") != str(user.user_id):
+                continue
+            meta["zip_ready"] = (meta_path.parent / ZIP_NAME).is_file()
+            exports.append(meta)
+    exports.sort(key=lambda m: m.get("created_at") or "", reverse=True)
+    return {"exports": exports}
+
+
+async def download_export(user: User, export_id: str):
+    """Stream an export's dataset.zip as an attachment."""
+    meta, error = _read_export_meta(user, export_id)
+    if error:
+        return error
+    zip_path = export_dir(export_id) / ZIP_NAME
+    if not zip_path.is_file():
+        return JSONResponse(
+            status_code=404, content={"error": "Export zip not found (job failed?)"}
+        )
+    return FileResponse(
+        zip_path, media_type="application/zip", filename=f"{export_id}.zip"
+    )
+
+
+async def delete_export(user: User, export_id: str):
+    """Delete an export directory (zip + metadata)."""
+    meta, error = _read_export_meta(user, export_id)
+    if error:
+        return error
+    shutil.rmtree(export_dir(export_id))
+    logger.info(f"Deleted annotation export {export_id}")
+    return {"deleted": True, "export_id": export_id}
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/drift_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/drift_controller.py
new file mode 100644
index 00000000..8a422d33
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/drift_controller.py
@@ -0,0 +1,413 @@
+"""Identify drift conversations — whose speaker labels would change under the current gallery.
+
+After cleaning voiceprints (Enrollment Health), past conversations may carry stale
+speaker identifications ("drift"). This re-identifies each conversation's STORED per-cluster
+centroids against the live gallery (pure vector math — no GPU, no re-diarization) and reports
+how many segment labels would flip, so you reprocess only the ones that drifted.
+
+Centroids are stored in ``TranscriptVersion.metadata["cluster_centroids"]`` keyed by the
+segment's display label (the speaker name or "Unknown Speaker N"), so they map 1:1 to a
+version's segments via ``segment.speaker``. Conversations recorded before centroid storage
+need the one-time :func:`backfill_cluster_embeddings` pass.
+"""
+
+import hashlib
+import json
+import logging
+from collections import Counter
+from datetime import datetime, timezone
+from typing import Callable, Optional
+
+from advanced_omi_backend.config import get_diarization_settings
+from advanced_omi_backend.constants import BACKGROUND_SPEECH_LABEL, NOISE_LABEL
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+
+logger = logging.getLogger(__name__)
+
+# Single-admin assumption, mirroring speaker_recognition_client.
+SPEAKER_USER_ID = 1
+
+# compute_cluster_centroids failure reasons that no retry can fix; the backfill
+# marks these on the version so the drift report stops offering a pointless backfill.
+TERMINAL_CENTROID_FAILURES = {"no_audio", "degenerate_audio"}
+
+
+def _speech_segments(version) -> list:
+    return [
+        s
+        for s in (version.segments or [])
+        if getattr(s, "segment_type", "speech") == "speech" and s.speaker
+    ]
+
+
+def _threshold() -> Optional[float]:
+    try:
+        return get_diarization_settings().get("similarity_threshold")
+    except Exception:
+        return None
+
+
+def _cache_collection():
+    return Conversation.get_pymongo_collection().database["drift_report_cache"]
+
+
+async def drift_fingerprint() -> str:
+    """Hash of everything the drift report depends on.
+
+    Covers the enrolled gallery (any enroll/re-enroll/delete bumps a speaker's
+    ``updated_at``), each conversation's active version + whether it has centroids
+    (reprocess swaps the version id; backfill flips centroid presence), the active
+    version's segment count (catches split/merge edits), and the live threshold.
+    Same fingerprint → the scan would produce byte-identical results, so it is
+    skipped and the cached report served instead.
+    """
+    client = SpeakerRecognitionClient()
+    enrolled = await client.get_enrolled_speakers()
+    gallery = sorted(
+        (
+            str(s.get("id")),
+            str(s.get("updated_at")),
+            s.get("audio_sample_count"),
+        )
+        for s in enrolled.get("speakers", [])
+    )
+
+    pipeline = [
+        {"$match": {"deleted": {"$ne": True}}},
+        {
+            "$project": {
+                "_id": 0,
+                "conversation_id": 1,
+                "active_transcript_version": 1,
+                "versions": {
+                    "$map": {
+                        "input": {"$ifNull": ["$transcript_versions", []]},
+                        "as": "v",
+                        "in": {
+                            "id": "$$v.version_id",
+                            "cent": {
+                                "$cond": [
+                                    {"$ifNull": ["$$v.metadata.cluster_centroids", False]},
+                                    1,
+                                    0,
+                                ]
+                            },
+                            "unav": {
+                                "$cond": [
+                                    {
+                                        "$ifNull": [
+                                            "$$v.metadata.cluster_centroids_unavailable",
+                                            False,
+                                        ]
+                                    },
+                                    1,
+                                    0,
+                                ]
+                            },
+                            "nseg": {"$size": {"$ifNull": ["$$v.segments", []]}},
+                        },
+                    }
+                },
+            }
+        },
+    ]
+    convs = []
+    async for doc in Conversation.get_pymongo_collection().aggregate(pipeline):
+        active = next(
+            (v for v in doc["versions"] if v["id"] == doc.get("active_transcript_version")),
+            None,
+        )
+        convs.append(
+            (
+                doc["conversation_id"],
+                doc.get("active_transcript_version"),
+                active["cent"] if active else 0,
+                active["unav"] if active else 0,
+                active["nseg"] if active else 0,
+            )
+        )
+    convs.sort()
+
+    payload = json.dumps(
+        {"threshold": _threshold(), "gallery": gallery, "convs": convs},
+        default=str,
+    )
+    return hashlib.sha256(payload.encode()).hexdigest()
+
+
+async def get_cached_drift_report() -> Optional[dict]:
+    """Return the stored report if the world hasn't changed since it was computed."""
+    doc = await _cache_collection().find_one({"_id": "latest"})
+    if not doc:
+        return None
+    if doc.get("fingerprint") != await drift_fingerprint():
+        return None
+    report = doc["report"]
+    report["cached"] = True
+    report["computed_at"] = doc.get("computed_at")
+    return report
+
+
+async def store_drift_report(report: dict, fingerprint: str) -> None:
+    """Cache the report keyed by the input fingerprint it was computed from."""
+    await _cache_collection().replace_one(
+        {"_id": "latest"},
+        {
+            "_id": "latest",
+            "fingerprint": fingerprint,
+            "report": report,
+            "computed_at": datetime.now(timezone.utc).isoformat(),
+        },
+        upsert=True,
+    )
+
+
+async def find_drift_conversations(
+    progress_callback: Optional[Callable[[int, int, int], None]] = None,
+) -> dict:
+    """Rank non-deleted conversations by how many speaker labels would change now.
+
+    Cheap: one ``/v1/reidentify-clusters`` call per conversation (no audio, no GPU).
+    Conversations without stored centroids are counted under ``no_centroid_data`` (run
+    the backfill to cover them); ones the backfill has marked permanently unembeddable
+    are counted under ``not_analyzable`` instead so the backfill isn't re-offered.
+    ``progress_callback(processed, total, drifted_count)`` fires once per conversation
+    when running as a job.
+    """
+    threshold = _threshold()
+    client = SpeakerRecognitionClient()
+    convs = await Conversation.find({"deleted": {"$ne": True}}).to_list()
+
+    drifted = []
+    scanned = 0
+    no_data = 0
+    not_analyzable = 0
+    total = len(convs)
+    for i, conv in enumerate(convs):
+        if progress_callback:
+            progress_callback(i, total, len(drifted))
+        version = conv.active_transcript
+        # No speech segments → no speakers → nothing that could drift.
+        if not version or not _speech_segments(version):
+            continue
+        scanned += 1
+        meta = version.metadata or {}
+        centroids = meta.get("cluster_centroids")
+        if not centroids:
+            if meta.get("cluster_centroids_unavailable"):
+                not_analyzable += 1
+            else:
+                no_data += 1
+            continue
+
+        # Reserved bucket labels (Background Speech / Noise) are not people; their
+        # centroids can never re-identify to an enrolled speaker, so scoring them
+        # would only manufacture fake "→ Unknown" drift.
+        person_centroids = {
+            label: vec
+            for label, vec in centroids.items()
+            if label not in (NOISE_LABEL, BACKGROUND_SPEECH_LABEL)
+        }
+        if not person_centroids:
+            continue
+
+        # Threshold-only acceptance (margin 0, non-exclusive): the stored labels were
+        # produced by per-segment identification with NO margin/exclusivity gate, so
+        # re-checking them through assign_clusters' stricter default gate reports mass
+        # fake drift (e.g. an intact 0.61 ankush match dropped for a 0.52 runner-up).
+        resp = await client.reidentify_clusters(
+            person_centroids,
+            user_id=SPEAKER_USER_ID,
+            similarity_threshold=threshold,
+            identify_margin=0.0,
+            exclusive=False,
+        )
+        if resp.get("error"):
+            logger.warning(
+                "reidentify failed for %s: %s",
+                conv.conversation_id[:8],
+                resp.get("error"),
+            )
+            continue
+        assignments = resp.get("assignments", {})
+
+        changed = []
+        speech_count = 0
+        for s in _speech_segments(version):
+            # Bucket labels aren't people — nothing to drift.
+            if s.speaker in (NOISE_LABEL, BACKGROUND_SPEECH_LABEL):
+                continue
+            speech_count += 1
+            old = s.identified_as or None
+            new_a = assignments.get(s.speaker)
+            new = (new_a["name"] if new_a else None) or None
+            if old != new:
+                changed.append((old, new))
+
+        if changed:
+            trans = Counter(changed)
+            drifted.append(
+                {
+                    "conversation_id": conv.conversation_id,
+                    "title": conv.title or "(untitled)",
+                    "speech_segments": speech_count,
+                    "drifted_segments": len(changed),
+                    "transitions": [
+                        {"from": f, "to": t, "count": n}
+                        for (f, t), n in trans.most_common()
+                    ],
+                    "processed_at": (
+                        version.created_at.isoformat() if version.created_at else None
+                    ),
+                }
+            )
+
+    if progress_callback:
+        progress_callback(total, total, len(drifted))
+    drifted.sort(key=lambda c: c["drifted_segments"], reverse=True)
+    return {
+        "drifted": drifted,
+        "total_drifted": len(drifted),
+        "conversations_scanned": scanned,
+        "no_centroid_data": no_data,
+        "not_analyzable": not_analyzable,
+        "similarity_threshold": threshold,
+    }
+
+
+async def compute_cluster_centroids(
+    conversation_id: str,
+    segments,
+    client: Optional[SpeakerRecognitionClient] = None,
+) -> tuple[dict, Optional[str]]:
+    """Embed one pooled centroid per diarized speaker for EXISTING segments.
+
+    Reconstructs the conversation's audio and pools embeddings over the given segment
+    boundaries (no re-diarization) via ``/v1/embed-clusters``. Centroid keys are the
+    segments' ``speaker`` labels — pass the FINAL display-labelled segments so the
+    stored map honors the label contract in the module docstring.
+
+    Returns ``(clusters, failure_reason)``; on failure clusters is ``{}`` — centroids
+    power the drift check and are never worth failing a pipeline job over. Reasons
+    ``no_audio`` and ``degenerate_audio`` are TERMINAL (retrying can't help); the rest
+    are transient.
+    """
+    diar = [
+        {"speaker": s.speaker, "start": float(s.start), "end": float(s.end)}
+        for s in segments
+        if getattr(s, "segment_type", "speech") == "speech" and s.speaker
+    ]
+    if not diar:
+        return {}, "no_speech_segments"
+    client = client or SpeakerRecognitionClient()
+    max_end = max(d["end"] for d in diar)
+    try:
+        audio = await reconstruct_audio_segment(conversation_id, 0.0, max_end + 1.0)
+    except Exception as e:
+        logger.warning("audio reconstruct failed for %s: %s", conversation_id[:8], e)
+        return {}, ("no_audio" if "no audio" in str(e) else "reconstruct_error")
+    resp = await client.embed_clusters(audio, diar)
+    if resp.get("error"):
+        logger.warning(
+            "embed_clusters failed for %s: %s",
+            conversation_id[:8],
+            resp.get("error"),
+        )
+        return {}, "service_error"
+    if not resp.get("clusters"):
+        # Service reached, embedder ran, nothing pooled — every segment was
+        # silent/degenerate (zero/NaN embeddings). No retry will change that.
+        logger.warning(
+            "no embeddable speech for %s (all segments degenerate)",
+            conversation_id[:8],
+        )
+        return {}, "degenerate_audio"
+    return resp["clusters"], None
+
+
+async def backfill_cluster_embeddings(
+    limit: Optional[int] = None,
+    only_missing: bool = True,
+    progress_callback: Optional[Callable[[int, int, int, int, int], None]] = None,
+) -> dict:
+    """One-time: embed per-cluster centroids for conversations that lack them.
+
+    Reconstructs each conversation's audio and pools one centroid per existing diarized
+    speaker (no re-diarization) via ``/v1/embed-clusters``, storing the result keyed by
+    the segments' display labels. GPU-bound (runs the embedder); intended to run as a
+    background job or from the maintenance script inside the backend container.
+    """
+    client = SpeakerRecognitionClient()
+    convs = await Conversation.find({"deleted": {"$ne": True}}).to_list()
+
+    done = skipped = failed = marked = 0
+    total = len(convs)
+
+    def processed() -> int:
+        return done + skipped + failed + marked
+
+    for conv in convs:
+        version = conv.active_transcript
+        if not version or not version.segments:
+            skipped += 1
+            if progress_callback:
+                progress_callback(processed(), total, done, skipped, failed)
+            continue
+        meta = version.metadata or {}
+        if only_missing and (
+            meta.get("cluster_centroids") or meta.get("cluster_centroids_unavailable")
+        ):
+            skipped += 1
+            if progress_callback:
+                progress_callback(processed(), total, done, skipped, failed)
+            continue
+
+        if not _speech_segments(version):
+            skipped += 1
+            if progress_callback:
+                progress_callback(processed(), total, done, skipped, failed)
+            continue
+
+        clusters, fail_reason = await compute_cluster_centroids(
+            conv.conversation_id, version.segments, client
+        )
+        if not clusters:
+            if fail_reason in TERMINAL_CENTROID_FAILURES:
+                # Permanently unembeddable (no audio stored / all-silent segments).
+                # Mark it so the drift report stops offering a backfill that can
+                # never succeed — this is what lets the backfill be truly one-time.
+                if not version.metadata:
+                    version.metadata = {}
+                version.metadata["cluster_centroids_unavailable"] = fail_reason
+                await conv.save()
+                marked += 1
+            else:
+                failed += 1
+            if progress_callback:
+                progress_callback(processed(), total, done, skipped, failed)
+            continue
+
+        if not version.metadata:
+            version.metadata = {}
+        version.metadata["cluster_centroids"] = clusters
+        version.metadata.pop("cluster_centroids_unavailable", None)
+        await conv.save()
+        done += 1
+        logger.info(
+            "backfilled cluster centroids for %s (%d clusters)",
+            conv.conversation_id[:8],
+            len(clusters),
+        )
+        if progress_callback:
+            progress_callback(processed(), total, done, skipped, failed)
+        if limit and done >= limit:
+            break
+
+    return {
+        "backfilled": done,
+        "skipped": skipped,
+        "failed": failed,
+        "marked_unanalyzable": marked,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/guided_annotation_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/guided_annotation_controller.py
new file mode 100644
index 00000000..aaf92330
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/guided_annotation_controller.py
@@ -0,0 +1,352 @@
+"""Guided annotation — active-learning selection of conversation windows to
+ground-truth for speaker identity and boundaries.
+
+The guided-enrollment sibling: enrollment picks *clips for one speaker's
+gallery*; this picks *conversation windows for human annotation* (speaker
+boundaries + identities in the transcript editor). The goal is the most
+model-information per minute of annotation effort, so windows are ranked by a
+per-segment informativeness sum normalized by window duration.
+
+Per-segment informativeness (stored transcript data only — no audio pass):
+  * label uncertainty — unlabeled segments carry maximal label entropy;
+    attributed segments score by proximity of the stored cosine confidence to
+    the operating threshold (the decision boundary, where a human label
+    resolves the most uncertainty),
+  * shortness — sub-4s segments are the pipeline's dominant failure regime
+    (short-duration verification error grows ~2.4x at 2s), so confirming them
+    is worth more than confirming long clear turns,
+  * overlap — segments overlapping a different speaker mark boundary regions
+    where diarization ground truth is scarcest.
+
+Windows already covered by human annotations are down-weighted, decided
+windows are never re-suggested (``annotation_review_targets``), and batches
+round-robin across speaker signatures so one frequent pair cannot monopolize
+the queue (session/pair diversity beats more-of-the-same, as in enrollment).
+"""
+
+import logging
+from datetime import datetime, timezone
+from typing import List, Optional
+
+from advanced_omi_backend.config import get_diarization_settings
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.users import User
+
+logger = logging.getLogger(__name__)
+
+MIN_WINDOW_SECONDS = 30.0
+MAX_WINDOW_SECONDS = 300.0
+WINDOW_STEP_SECONDS = 30.0
+MAX_WINDOWS_PER_CONVERSATION = 2
+UNCERTAINTY_BAND = 0.25
+SHORT_SEGMENT_CAP = 4.0
+MIN_WINDOW_SEGMENTS = 3
+
+W_LABEL, W_SHORT, W_OVERLAP = 0.55, 0.25, 0.20
+
+HUMAN_ANNOTATION_TYPES = ["diarization", "timing", "insert", "deletion"]
+
+
+def _targets_collection():
+    return Conversation.get_pymongo_collection().database["annotation_review_targets"]
+
+
+def _annotations_collection():
+    return Conversation.get_pymongo_collection().database["annotations"]
+
+
+def _target_key(conversation_id: str, window_start: float) -> str:
+    return f"{conversation_id}:{round(window_start, 1)}"
+
+
+def _active_segments(doc: dict) -> list:
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    active = next((v for v in versions if v.get("version_id") == active_id), None)
+    if active is None and versions:
+        active = versions[-1]
+    return (active or {}).get("segments") or []
+
+
+def _segment_info(seg: dict, segments: list, threshold: float) -> Optional[dict]:
+    """Informativeness of confirming one segment's speaker, or None for
+    segments a human label teaches us nothing new about."""
+    if seg.get("segment_type") not in (None, "speech"):
+        return None
+    start = float(seg.get("start") or 0.0)
+    end = float(seg.get("end") or 0.0)
+    duration = end - start
+    if duration <= 0:
+        return None
+
+    identified = seg.get("identified_as")
+    confidence = seg.get("confidence")
+    if identified is None or confidence is None:
+        label_info = 1.0  # unlabeled: maximal label entropy
+    else:
+        label_info = 1.0 - min(1.0, abs(confidence - threshold) / UNCERTAINTY_BAND)
+
+    shortness = 1.0 - min(duration, SHORT_SEGMENT_CAP) / SHORT_SEGMENT_CAP
+
+    overlap = 0.0
+    for other in segments:
+        if other is seg or other.get("segment_type") not in (None, "speech"):
+            continue
+        if other.get("identified_as") == identified and identified is not None:
+            continue
+        if other.get("start", 0) < end and start < other.get("end", 0):
+            overlap = 1.0
+            break
+
+    score = W_LABEL * label_info + W_SHORT * shortness + W_OVERLAP * overlap
+    return {
+        "start": start,
+        "end": end,
+        "duration": duration,
+        "identified_as": identified,
+        "score": score,
+        "unlabeled": identified is None,
+        "uncertain": identified is not None and label_info >= 0.6,
+        "short": duration < 2.0,
+        "overlap": overlap > 0,
+    }
+
+
+def _conversation_windows(doc: dict, threshold: float, window_seconds: float) -> list:
+    """Best non-overlapping annotation windows of one conversation, scored by
+    informativeness per minute of annotation effort."""
+    segments = _active_segments(doc)
+    infos = [
+        info
+        for seg in segments
+        if (info := _segment_info(seg, segments, threshold)) is not None
+    ]
+    if len(infos) < MIN_WINDOW_SEGMENTS:
+        return []
+    audio_end = max(
+        float(doc.get("audio_total_duration") or 0.0),
+        max(i["end"] for i in infos),
+    )
+
+    candidates = []
+    start = 0.0
+    while start < audio_end:
+        end = min(start + window_seconds, audio_end)
+        inside = [i for i in infos if i["start"] < end and i["end"] > start]
+        if len(inside) >= MIN_WINDOW_SEGMENTS:
+            minutes = max((end - start) / 60.0, 0.25)
+            speakers = sorted(
+                {i["identified_as"] for i in inside if i["identified_as"]}
+            )
+            candidates.append(
+                {
+                    "window_start": round(start, 1),
+                    "window_end": round(end, 1),
+                    "score": sum(i["score"] for i in inside) / minutes,
+                    "n_segments": len(inside),
+                    "n_unlabeled": sum(i["unlabeled"] for i in inside),
+                    "n_uncertain": sum(i["uncertain"] for i in inside),
+                    "n_short": sum(i["short"] for i in inside),
+                    "n_overlap": sum(i["overlap"] for i in inside),
+                    "speakers": speakers,
+                }
+            )
+        if end >= audio_end:
+            break
+        start += WINDOW_STEP_SECONDS
+
+    candidates.sort(key=lambda w: w["score"], reverse=True)
+    picked: list = []
+    for window in candidates:
+        if len(picked) >= MAX_WINDOWS_PER_CONVERSATION:
+            break
+        if any(
+            window["window_start"] < p["window_end"]
+            and p["window_start"] < window["window_end"]
+            for p in picked
+        ):
+            continue
+        picked.append(window)
+    return picked
+
+
+def _window_reasons(window: dict) -> List[str]:
+    reasons = []
+    if window["n_unlabeled"]:
+        reasons.append(f"{window['n_unlabeled']} unlabeled segments")
+    if window["n_uncertain"]:
+        reasons.append(f"{window['n_uncertain']} segments near the decision threshold")
+    if window["n_short"]:
+        reasons.append(f"{window['n_short']} short (<2s) segments — the failure regime")
+    if window["n_overlap"]:
+        reasons.append(f"{window['n_overlap']} cross-speaker overlaps")
+    if window.get("prior_annotations"):
+        reasons.append(
+            f"{window['prior_annotations']} human annotations already in this window"
+        )
+    return reasons
+
+
+async def _prior_annotation_points(conversation_ids: List[str]) -> dict:
+    """Per conversation, the time points a human has already annotated."""
+    points: dict = {cid: [] for cid in conversation_ids}
+    async for row in _annotations_collection().find(
+        {
+            "conversation_id": {"$in": conversation_ids},
+            "annotation_type": {"$in": HUMAN_ANNOTATION_TYPES},
+            "source": "user",
+        },
+        {
+            "conversation_id": 1,
+            "segment_start_time": 1,
+            "new_start": 1,
+            "insert_start": 1,
+        },
+    ):
+        for field in ("segment_start_time", "new_start", "insert_start"):
+            value = row.get(field)
+            if value is not None:
+                points[row["conversation_id"]].append(float(value))
+                break
+    return points
+
+
+def _diverse_batch(windows: list, batch_size: int) -> list:
+    """Round-robin across speaker signatures so one pair can't fill the batch."""
+    by_signature: dict = {}
+    for window in windows:
+        signature = "+".join(window["speakers"]) or "(unknown only)"
+        by_signature.setdefault(signature, []).append(window)
+    for group in by_signature.values():
+        group.sort(key=lambda w: w["score"], reverse=True)
+    signatures = sorted(
+        by_signature, key=lambda s: by_signature[s][0]["score"], reverse=True
+    )
+
+    batch: list = []
+    while len(batch) < batch_size and any(by_signature.values()):
+        for signature in signatures:
+            group = by_signature[signature]
+            if group:
+                batch.append(group.pop(0))
+                if len(batch) >= batch_size:
+                    break
+    return batch
+
+
+async def suggest_annotation_targets(
+    user: User,
+    batch_size: int = 6,
+    window_seconds: float = 120.0,
+):
+    """Ranked conversation windows whose ground-truth annotation is expected
+    to teach the speaker pipeline the most per minute of effort."""
+    batch_size = max(1, min(batch_size, 20))
+    window_seconds = max(MIN_WINDOW_SECONDS, min(window_seconds, MAX_WINDOW_SECONDS))
+    threshold = get_diarization_settings().get("similarity_threshold", 0.5)
+
+    decided = {
+        _target_key(r["conversation_id"], r["window_start"])
+        async for r in _targets_collection().find(
+            {}, {"conversation_id": 1, "window_start": 1}
+        )
+    }
+
+    query = {
+        "deleted": {"$ne": True},
+        "audio_archived": {"$ne": True},
+        "audio_chunks_count": {"$gt": 0},
+    }
+    if not user.is_superuser:
+        query["user_id"] = str(user.user_id)
+
+    collection = Conversation.get_pymongo_collection()
+    windows: list = []
+    scanned = 0
+    async for doc in collection.find(
+        query,
+        {
+            "conversation_id": 1,
+            "title": 1,
+            "created_at": 1,
+            "client_id": 1,
+            "audio_total_duration": 1,
+            "active_transcript_version": 1,
+            "transcript_versions.version_id": 1,
+            "transcript_versions.segments.start": 1,
+            "transcript_versions.segments.end": 1,
+            "transcript_versions.segments.text": 1,
+            "transcript_versions.segments.identified_as": 1,
+            "transcript_versions.segments.confidence": 1,
+            "transcript_versions.segments.segment_type": 1,
+        },
+    ):
+        scanned += 1
+        for window in _conversation_windows(doc, threshold, window_seconds):
+            if _target_key(doc["conversation_id"], window["window_start"]) in decided:
+                continue
+            windows.append(
+                {
+                    **window,
+                    "conversation_id": doc["conversation_id"],
+                    "conversation_title": doc.get("title"),
+                    "conversation_date": str(doc.get("created_at") or ""),
+                    "client_id": doc.get("client_id"),
+                }
+            )
+
+    prior = await _prior_annotation_points(
+        list({w["conversation_id"] for w in windows})
+    )
+    for window in windows:
+        n_prior = sum(
+            1
+            for t in prior.get(window["conversation_id"], [])
+            if window["window_start"] <= t <= window["window_end"]
+        )
+        window["prior_annotations"] = n_prior
+        # A partially annotated window still needs finishing but resolves less
+        # new uncertainty per minute than an untouched one.
+        window["score"] = round(window["score"] / (1.0 + n_prior), 4)
+
+    windows.sort(key=lambda w: w["score"], reverse=True)
+    batch = _diverse_batch(windows, batch_size)
+    for window in batch:
+        window["reasons"] = _window_reasons(window)
+
+    return {
+        "threshold": threshold,
+        "window_seconds": window_seconds,
+        "batch": batch,
+        "conversations_scanned": scanned,
+        "pool_windows": len(windows),
+        "decided_total": len(decided),
+    }
+
+
+async def decide_annotation_targets(user: User, decisions: List[dict]):
+    """Record window outcomes so finished/skipped windows leave the queue."""
+    targets = _targets_collection()
+    recorded = 0
+    for decision in decisions:
+        conversation_id = decision.get("conversation_id")
+        window_start = decision.get("window_start")
+        if not conversation_id or window_start is None:
+            continue
+        await targets.update_one(
+            {
+                "conversation_id": conversation_id,
+                "window_start": round(float(window_start), 1),
+            },
+            {
+                "$set": {
+                    "window_end": decision.get("window_end"),
+                    "decision": decision.get("decision"),
+                    "decided_by": str(user.user_id),
+                    "decided_at": datetime.now(timezone.utc),
+                }
+            },
+            upsert=True,
+        )
+        recorded += 1
+    return {"recorded": recorded, "status": "ok"}
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/guided_enrollment_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/guided_enrollment_controller.py
new file mode 100644
index 00000000..cc8e454a
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/guided_enrollment_controller.py
@@ -0,0 +1,1062 @@
+"""Guided speaker enrollment — active-learning clip selection for one speaker.
+
+The user picks an enrolled speaker; we scan the corpus for candidate segments,
+score a shortlist against the speaker's gallery on the speaker service, and
+serve small batches (3-5) of the most *informative* clips for a human yes/no.
+Accepted clips are appended to the speaker's voiceprint; every decision is
+recorded in the ``enrollment_reviews`` collection so a clip is never re-shown.
+
+Selection follows the enrollment literature: total net speech helps up to
+~30-60s then flattens; clips from *different* sessions/acoustic conditions beat
+more-of-the-same; and human confirmation adds the most on clips the system is
+uncertain about. Ranking therefore combines
+  * novelty  — 1 - max cosine to the speaker's existing per-clip gallery,
+  * uncertainty — proximity of the centroid cosine to the operating threshold
+    (confirmed "hard positives" expand coverage the most),
+  * duration — capped so one long clip can't dominate,
+with a plausibility gate (too-low cosine, or a different speaker scoring
+clearly higher, wastes the user's time) and ≤2 clips per conversation for
+session diversity.
+"""
+
+import asyncio
+import logging
+from datetime import datetime, timezone
+from typing import List, Optional
+
+from fastapi.responses import JSONResponse
+from rq.exceptions import NoSuchJobError
+from rq.job import Job
+
+from advanced_omi_backend.config import get_diarization_settings
+from advanced_omi_backend.constants import is_non_enrollable_speaker
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.users import User
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.workers.speaker_benchmark_jobs import (
+    run_speaker_benchmark_job,
+)
+from advanced_omi_backend.workers.speaker_discovery_jobs import (
+    discover_speaker_candidates_job,
+)
+
+logger = logging.getLogger(__name__)
+
+MIN_CLIP_SECONDS = 3.0
+MAX_CLIP_SECONDS = 30.0
+MIN_PLAUSIBLE_SIM = 0.30
+OTHER_SPEAKER_MARGIN = 0.07
+UNCERTAINTY_BAND = 0.25
+MAX_PER_CONVERSATION = 2
+SCORE_CONCURRENCY = 4
+
+W_NOVELTY, W_UNCERTAINTY, W_DURATION = 0.40, 0.35, 0.25
+
+
+def _reviews_collection():
+    return Conversation.get_pymongo_collection().database["enrollment_reviews"]
+
+
+def _batches_collection():
+    return Conversation.get_pymongo_collection().database["enrollment_batches"]
+
+
+def _discovery_collection():
+    return Conversation.get_pymongo_collection().database["speaker_corpus_matches"]
+
+
+def _discovery_runs_collection():
+    return Conversation.get_pymongo_collection().database["speaker_discovery_runs"]
+
+
+def _job_status(job_id: Optional[str]) -> Optional[str]:
+    if not job_id:
+        return None
+    try:
+        status = Job.fetch(job_id, connection=default_queue.connection).get_status(
+            refresh=True
+        )
+        return status.value if hasattr(status, "value") else str(status)
+    except NoSuchJobError:
+        return "expired"
+
+
+def _clip_key(conversation_id: str, start: float) -> str:
+    return f"{conversation_id}:{round(start, 2)}"
+
+
+def _active_segments(doc: dict) -> list:
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    active = next((v for v in versions if v.get("version_id") == active_id), None)
+    if active is None and versions:
+        active = versions[-1]
+    return (active or {}).get("segments") or []
+
+
+def _effective_label(seg: dict) -> Optional[str]:
+    """The segment's speaker attribution, from either labelling path.
+
+    The pipeline writes ``identified_as``; manual annotation apply writes only
+    ``segment.speaker`` (a real name, vs the "Unknown Speaker N" placeholders).
+    Both count as attribution — without this, hand-labelled clips are invisible
+    to the candidate pool.
+    """
+    identified = seg.get("identified_as")
+    if identified is not None:
+        return identified
+    speaker = seg.get("speaker")
+    if speaker and not is_non_enrollable_speaker(speaker):
+        return speaker
+    return None
+
+
+def _is_manual_label(seg: dict) -> bool:
+    """True when the attribution came from a human annotation, not the pipeline."""
+    return seg.get("identified_as") is None and _effective_label(seg) is not None
+
+
+def _overlaps_other_speaker(seg: dict, segments: list) -> bool:
+    for other in segments:
+        if other is seg or other.get("segment_type") not in (None, "speech"):
+            continue
+        if other.get("speaker") == seg.get("speaker"):
+            continue
+        if other.get("start", 0) < seg.get("end", 0) and seg.get(
+            "start", 0
+        ) < other.get("end", 0):
+            return True
+    return False
+
+
+async def _gallery_stats(
+    speaker_client: SpeakerRecognitionClient, speaker_name: str
+) -> Optional[dict]:
+    speaker = await speaker_client.get_speaker_by_name(speaker_name)
+    if not speaker:
+        return None
+    return {
+        "speaker_id": speaker["id"],
+        "speaker_name": speaker["name"],
+        "n_clips": speaker.get("audio_sample_count"),
+        "total_duration_s": speaker.get("total_audio_duration"),
+    }
+
+
+async def _gallery_health(
+    speaker_client: SpeakerRecognitionClient, speaker_id: str
+) -> Optional[dict]:
+    report = await speaker_client.get_enrollment_health(user_id=1)
+    if report.get("error"):
+        logger.warning("Guided enrollment health audit failed: %s", report)
+        return None
+    speaker = next(
+        (
+            item
+            for item in report.get("speakers", [])
+            if item["speaker_id"] == speaker_id
+        ),
+        None,
+    )
+    if not speaker:
+        return None
+    n_clips = speaker["n_clips"]
+    return {
+        "n_clips": n_clips,
+        "median_self": speaker.get("median_self"),
+        "n_flagged": speaker["n_flagged"],
+        "flagged_rate": round(speaker["n_flagged"] / n_clips, 4) if n_clips else 0.0,
+        "verdict": speaker["verdict"],
+    }
+
+
+async def _candidate_pool(user: User, speaker_name: str, reviewed: set) -> list:
+    """All unreviewed candidate clips for a speaker, with cheap priors only."""
+    query = {
+        "deleted": {"$ne": True},
+        "audio_archived": {"$ne": True},
+        "audio_chunks_count": {"$gt": 0},
+    }
+    if not user.is_superuser:
+        query["user_id"] = str(user.user_id)
+
+    collection = Conversation.get_pymongo_collection()
+    pool = []
+    async for doc in collection.find(
+        query,
+        {
+            "conversation_id": 1,
+            "title": 1,
+            "created_at": 1,
+            "audio_total_duration": 1,
+            "active_transcript_version": 1,
+            "transcript_versions.version_id": 1,
+            "transcript_versions.segments.start": 1,
+            "transcript_versions.segments.end": 1,
+            "transcript_versions.segments.text": 1,
+            "transcript_versions.segments.speaker": 1,
+            "transcript_versions.segments.identified_as": 1,
+            "transcript_versions.segments.confidence": 1,
+            "transcript_versions.segments.segment_type": 1,
+        },
+    ):
+        segments = _active_segments(doc)
+        speaker_present = any(
+            _effective_label(s) == speaker_name for s in segments
+        )
+        if not speaker_present:
+            continue
+        audio_duration = doc.get("audio_total_duration") or 0.0
+        for index, seg in enumerate(segments):
+            if seg.get("segment_type") not in (None, "speech"):
+                continue
+            identified = _effective_label(seg)
+            # Attributed segments are candidates at any confidence; unknown
+            # segments only in conversations where the speaker appears (they
+            # are the likeliest missed hard positives).
+            if identified is not None and identified != speaker_name:
+                continue
+            start = float(seg.get("start") or 0.0)
+            end = float(seg.get("end") or 0.0)
+            if audio_duration:
+                end = min(end, audio_duration)
+            duration = end - start
+            if duration < MIN_CLIP_SECONDS:
+                continue
+            end = min(end, start + MAX_CLIP_SECONDS)
+            if _clip_key(doc["conversation_id"], start) in reviewed:
+                continue
+            if _overlaps_other_speaker(seg, segments):
+                continue
+            pool.append(
+                {
+                    "conversation_id": doc["conversation_id"],
+                    "conversation_title": doc.get("title"),
+                    "conversation_date": str(doc.get("created_at") or ""),
+                    "conversation_duration": round(float(audio_duration), 3),
+                    "segment_index": index,
+                    "start": round(start, 3),
+                    "end": round(end, 3),
+                    "duration": round(end - start, 3),
+                    "text": (seg.get("text") or "")[:300],
+                    "current_label": identified,
+                    "manually_labeled": _is_manual_label(seg),
+                    "stored_confidence": seg.get("confidence"),
+                }
+            )
+    return pool
+
+
+def _prior(clip: dict, threshold: float) -> float:
+    """Cheap pre-score ordering before the expensive embedding pass."""
+    dur = min(clip["duration"], 10.0) / 10.0
+    conf = clip["stored_confidence"]
+    if conf is None or clip["current_label"] is None:
+        band = 0.6  # unknown segments in the speaker's conversations: promising
+    else:
+        band = 1.0 - min(1.0, abs(conf - threshold) / UNCERTAINTY_BAND)
+    return 0.5 * dur + 0.5 * band
+
+
+def _shortlist(pool: list, threshold: float, max_scan: int) -> list:
+    ranked = sorted(pool, key=lambda c: _prior(c, threshold), reverse=True)
+    picked: list = []
+    per_conv: dict = {}
+    for clip in ranked:
+        if len(picked) >= max_scan:
+            break
+        cid = clip["conversation_id"]
+        if per_conv.get(cid, 0) >= 3:
+            continue
+        per_conv[cid] = per_conv.get(cid, 0) + 1
+        picked.append(clip)
+    return picked
+
+
+async def _score_clip(
+    speaker_client: SpeakerRecognitionClient,
+    sem: asyncio.Semaphore,
+    clip: dict,
+    speaker_id: str,
+) -> Optional[dict]:
+    async with sem:
+        try:
+            wav = await reconstruct_audio_segment(
+                clip["conversation_id"], clip["start"], clip["end"]
+            )
+        except Exception as e:
+            logger.warning(
+                "Guided enrollment: reconstruction failed for %s [%s-%s]: %s",
+                clip["conversation_id"],
+                clip["start"],
+                clip["end"],
+                e,
+            )
+            return None
+        scores = await speaker_client.score_enrollment_candidate(wav, speaker_id)
+    if scores.get("error") or scores.get("sim_centroid") is None:
+        return None
+    return {**clip, "scores": scores}
+
+
+def _information_score(clip: dict, threshold: float) -> Optional[dict]:
+    """Gate on plausibility, then rank by marginal information."""
+    s = clip["scores"]
+    sim = s["sim_centroid"]
+    best_other = s.get("best_other") or {}
+    # Human-annotated clips skip the plausibility gates: the label is attested,
+    # and a LOW similarity is the point — far-field/hard-condition positives are
+    # exactly what the gallery is missing. The review step still guards quality.
+    if not clip.get("manually_labeled"):
+        if sim < MIN_PLAUSIBLE_SIM:
+            return None
+        if best_other.get("score", 0.0) >= sim + OTHER_SPEAKER_MARGIN:
+            return None  # probably the other speaker — not worth the user's time
+
+    novelty = 1.0 - (
+        s.get("max_clip_sim") if s.get("max_clip_sim") is not None else 0.0
+    )
+    uncertainty = 1.0 - min(1.0, abs(sim - threshold) / UNCERTAINTY_BAND)
+    dur = min(clip["duration"], 10.0) / 10.0
+    score = W_NOVELTY * novelty + W_UNCERTAINTY * uncertainty + W_DURATION * dur
+
+    reasons = []
+    if clip.get("manually_labeled"):
+        reasons.append("manually annotated — confirms a condition the gallery may lack")
+    if novelty >= 0.5:
+        reasons.append("new acoustic condition for the gallery")
+    if abs(sim - threshold) <= 0.1:
+        reasons.append("near the decision boundary — confirmation helps most")
+    if sim >= threshold + 0.1:
+        reasons.append("confident match")
+    if clip["current_label"] is None:
+        reasons.append("currently unlabeled in the transcript")
+    elif clip.get("speaker_name") and clip["current_label"] != clip["speaker_name"]:
+        reasons.append(f'currently labeled {clip["current_label"]} — possible mismatch')
+    if clip["duration"] >= 8:
+        reasons.append("long clip")
+
+    return {
+        **clip,
+        "info_score": round(score, 4),
+        "novelty": round(novelty, 3),
+        "uncertainty": round(uncertainty, 3),
+        "reasons": reasons,
+    }
+
+
+async def suggest_clips(
+    user: User,
+    speaker_name: str,
+    batch_size: int = 4,
+    max_scan: int = 24,
+    order: str = "informative",
+):
+    """Next batch of candidate clips for one speaker.
+
+    ``order="informative"`` ranks by marginal information (novelty + boundary
+    uncertainty + duration) — best for teaching the model. ``order="confidence"``
+    ranks by raw similarity to the gallery — best for finding the speaker fast
+    when the gallery is small and most candidates are low-similarity noise.
+    """
+    batch_size = max(1, min(batch_size, 8))
+    max_scan = max(batch_size, min(max_scan, 48))
+
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    gallery = await _gallery_stats(speaker_client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    reviewed = {
+        _clip_key(r["conversation_id"], r["segment_start"])
+        async for r in _reviews_collection().find(
+            {"speaker_name": speaker_name},
+            {"conversation_id": 1, "segment_start": 1},
+        )
+    }
+
+    threshold = get_diarization_settings().get("similarity_threshold", 0.5)
+    pool = await _candidate_pool(user, speaker_name, reviewed)
+    shortlist = _shortlist(pool, threshold, max_scan)
+
+    sem = asyncio.Semaphore(SCORE_CONCURRENCY)
+    scored = await asyncio.gather(
+        *(
+            _score_clip(speaker_client, sem, clip, gallery["speaker_id"])
+            for clip in shortlist
+        )
+    )
+    ranked = sorted(
+        filter(
+            None,
+            (_information_score(c, threshold) for c in scored if c is not None),
+        ),
+        key=lambda c: c["info_score"],
+        reverse=True,
+    )
+
+    discovery_query = {
+        "requested_by": str(user.user_id),
+        "speaker_id": gallery["speaker_id"],
+        "review_key": {"$nin": list(reviewed)},
+        "$or": [
+            {"human_label": None},
+            {"human_label": gallery["speaker_name"]},
+        ],
+    }
+    discovery_rows = (
+        await _discovery_collection().find(discovery_query, {"_id": 0}).to_list()
+    )
+    discovery_count = len(discovery_rows)
+    combined = {
+        _clip_key(candidate["conversation_id"], candidate["start"]): candidate
+        for candidate in ranked
+    }
+    for candidate in filter(
+        None, (_information_score(row, threshold) for row in discovery_rows)
+    ):
+        key = _clip_key(candidate["conversation_id"], candidate["start"])
+        if key not in combined or candidate["info_score"] > combined[key]["info_score"]:
+            combined[key] = candidate
+    rank_key = (
+        (lambda candidate: candidate["scores"]["sim_centroid"])
+        if order == "confidence"
+        else (lambda candidate: candidate["info_score"])
+    )
+    ranked = sorted(combined.values(), key=rank_key, reverse=True)
+
+    batch: list = []
+    per_conv: dict = {}
+    for clip in ranked:
+        if len(batch) >= batch_size:
+            break
+        cid = clip["conversation_id"]
+        if per_conv.get(cid, 0) >= MAX_PER_CONVERSATION:
+            continue
+        per_conv[cid] = per_conv.get(cid, 0) + 1
+        batch.append(clip)
+
+    return {
+        "speaker": gallery,
+        "threshold": threshold,
+        "batch": batch,
+        "scanned": len(shortlist),
+        "gated_out": sum(1 for c in scored if c is not None) - len(ranked),
+        "pool_remaining": max(0, len(pool) - len(shortlist)),
+        "reviewed_total": len(reviewed),
+        "discovery_indexed": discovery_count > 0,
+        "discovery_candidates": discovery_count,
+    }
+
+
+async def enqueue_corpus_discovery(
+    user: User, speaker_name: str, include_deleted: bool = False
+):
+    """Index all corpus speech once, then score it against one live gallery."""
+    client = SpeakerRecognitionClient()
+    gallery = await _gallery_stats(client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    run_key = {
+        "requested_by": str(user.user_id),
+        "speaker_id": gallery["speaker_id"],
+    }
+    existing = await _discovery_runs_collection().find_one(run_key)
+    existing_status = _job_status(existing.get("job_id") if existing else None)
+    if existing_status in {"queued", "started", "deferred", "scheduled"}:
+        return {
+            "job_id": existing["job_id"],
+            "status": existing_status,
+            "reused": True,
+        }
+    job = default_queue.enqueue(
+        discover_speaker_candidates_job,
+        requested_by=str(user.user_id),
+        speaker_id=gallery["speaker_id"],
+        speaker_name=gallery["speaker_name"],
+        include_all_users=bool(user.is_superuser),
+        include_deleted=include_deleted,
+        job_timeout=14400,
+        result_ttl=JOB_RESULT_TTL,
+        description=f"Speaker corpus discovery: {gallery['speaker_name']}",
+    )
+    await _discovery_runs_collection().update_one(
+        run_key,
+        {
+            "$set": {
+                "speaker_name": gallery["speaker_name"],
+                "job_id": job.id,
+                "queued_at": datetime.now(timezone.utc),
+            }
+        },
+        upsert=True,
+    )
+    return {"job_id": job.id, "status": "queued", "reused": False}
+
+
+async def mine_uploaded_files(user: User, speaker_name: str, files: list):
+    """Ingest uploaded audio files as a mining corpus for one speaker.
+
+    Files become annotation-only conversations (audio chunks + batch
+    transcription + speaker identification, no memory extraction); a
+    corpus-discovery job is chained behind the transcription jobs so mined
+    speech is scored against the speaker's gallery as soon as it has segments.
+    """
+    # Lazy import: audio_controller pulls in the transcription stack.
+    from advanced_omi_backend.controllers.audio_controller import (
+        upload_and_process_audio_files,
+    )
+    from advanced_omi_backend.workers.speaker_mining_jobs import (
+        MINING_DEVICE_NAME,
+        _parse_upload_response,
+        enqueue_discovery_after,
+    )
+
+    client = SpeakerRecognitionClient()
+    if not client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    gallery = await _gallery_stats(client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+
+    body = _parse_upload_response(
+        await upload_and_process_audio_files(
+            user, files, device_name=MINING_DEVICE_NAME, annotation_only=True
+        )
+    )
+    started = [f for f in body.get("files", []) if f.get("status") == "started"]
+    transcript_job_ids = [
+        f["transcript_job_id"] for f in started if f.get("transcript_job_id")
+    ]
+
+    discovery_job_id = None
+    if started:
+        discovery_job_id = await enqueue_discovery_after(
+            str(user.user_id),
+            gallery["speaker_id"],
+            gallery["speaker_name"],
+            transcript_job_ids,
+            bool(user.is_superuser),
+        )
+
+    return {
+        "speaker_name": gallery["speaker_name"],
+        "ingested": len(started),
+        "failed": [
+            {"filename": f.get("filename"), "error": f.get("error")}
+            for f in body.get("files", [])
+            if f.get("status") == "error"
+        ],
+        "transcription_jobs": len(transcript_job_ids),
+        "transcription_available": bool(transcript_job_ids) or not started,
+        "discovery_job_id": discovery_job_id,
+    }
+
+
+async def enqueue_local_mining(user: User, speaker_name: str, paths: List[str]):
+    """Queue server-side corpus mining (admin): ingest files already on the
+    backend's data volume — e.g. backup WAVs of purged conversations — and
+    chain discovery for the speaker."""
+    from advanced_omi_backend.workers.speaker_mining_jobs import mine_local_corpus_job
+
+    client = SpeakerRecognitionClient()
+    gallery = await _gallery_stats(client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    if not paths:
+        return JSONResponse(status_code=400, content={"error": "No paths provided"})
+    if len(paths) > 1000:
+        return JSONResponse(
+            status_code=400, content={"error": "Too many paths (max 1000)"}
+        )
+    job = default_queue.enqueue(
+        mine_local_corpus_job,
+        requested_by=str(user.user_id),
+        speaker_id=gallery["speaker_id"],
+        speaker_name=gallery["speaker_name"],
+        paths=paths,
+        include_all_users=bool(user.is_superuser),
+        job_timeout=14400,
+        result_ttl=JOB_RESULT_TTL,
+        description=f"Speaker mining ingest: {len(paths)} files for {gallery['speaker_name']}",
+    )
+    return {"job_id": job.id, "status": "queued", "files": len(paths)}
+
+
+async def corpus_discovery_state(user: User, speaker_name: str):
+    client = SpeakerRecognitionClient()
+    gallery = await _gallery_stats(client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    key = {
+        "requested_by": str(user.user_id),
+        "speaker_id": gallery["speaker_id"],
+    }
+    run = await _discovery_runs_collection().find_one(key, {"_id": 0})
+    job_id = run.get("job_id") if run else None
+    return {
+        "speaker_name": gallery["speaker_name"],
+        "job_id": job_id,
+        "status": _job_status(job_id),
+        "matched_segments": await _discovery_collection().count_documents(key),
+    }
+
+
+async def decide_clips(user: User, speaker_name: str, decisions: List[dict]):
+    """Record review decisions and enroll clips with a confirmed identity."""
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    gallery = await _gallery_stats(speaker_client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    health_before = await _gallery_health(speaker_client, gallery["speaker_id"])
+
+    reviews = _reviews_collection()
+    enrolled, reassigned, rejected, skipped, bad_clips, multiple_speakers, errors = (
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        [],
+    )
+    for decision in decisions:
+        conversation_id = decision.get("conversation_id")
+        start = decision.get("start")
+        end = decision.get("end")
+        original_start = decision.get("original_start")
+        original_end = decision.get("original_end")
+        review_decision = decision.get("decision")
+        actual_speaker = decision.get("actual_speaker")
+        if (
+            not conversation_id
+            or start is None
+            or end is None
+            or end <= start
+            or original_start is None
+            or original_end is None
+            or original_end <= original_start
+        ):
+            errors.append({"clip": decision, "error": "invalid clip bounds"})
+            continue
+
+        if review_decision == "another_speaker" and not actual_speaker:
+            errors.append({"clip": decision, "error": "actual_speaker is required"})
+            continue
+
+        enroll_error = None
+        enrollment_target = (
+            speaker_name if review_decision == "accept" else actual_speaker
+        )
+        if enrollment_target:
+            try:
+                target_gallery = await _gallery_stats(speaker_client, enrollment_target)
+                if not target_gallery:
+                    raise ValueError(f"No enrolled speaker named '{enrollment_target}'")
+                wav = await reconstruct_audio_segment(conversation_id, start, end)
+                result = await speaker_client.append_to_speaker(
+                    target_gallery["speaker_id"], wav
+                )
+                if result.get("error"):
+                    enroll_error = result["error"]
+                elif result.get("status") == "already_enrolled":
+                    skipped += 1
+                else:
+                    enrolled += 1
+                    if enrollment_target != speaker_name:
+                        reassigned += 1
+            except Exception as e:
+                enroll_error = str(e)
+            if enroll_error:
+                errors.append({"clip": decision, "error": enroll_error})
+        elif review_decision == "reject":
+            rejected += 1
+        elif review_decision == "skip":
+            skipped += 1
+        elif review_decision == "multiple_speakers":
+            multiple_speakers += 1
+        elif review_decision == "bad_clip":
+            bad_clips += 1
+
+        await reviews.update_one(
+            {
+                "speaker_name": speaker_name,
+                "conversation_id": conversation_id,
+                "segment_start": round(float(original_start), 3),
+            },
+            {
+                "$set": {
+                    "speaker_id": gallery["speaker_id"],
+                    "segment_end": round(float(original_end), 3),
+                    "selected_start": round(float(start), 3),
+                    "selected_end": round(float(end), 3),
+                    "decision": review_decision,
+                    "actual_speaker": enrollment_target,
+                    "enrolled": enrollment_target is not None and enroll_error is None,
+                    "enroll_error": enroll_error,
+                    "scores": decision.get("scores"),
+                    "reviewed_by": str(user.user_id),
+                    "reviewed_at": datetime.now(timezone.utc),
+                }
+            },
+            upsert=True,
+        )
+
+    speaker_after = await _gallery_stats(speaker_client, speaker_name)
+    health_after = await _gallery_health(speaker_client, gallery["speaker_id"])
+    accepted_novelties = [
+        1.0 - decision["scores"]["max_clip_sim"]
+        for decision in decisions
+        if decision.get("decision") == "accept"
+        and decision.get("scores", {}).get("max_clip_sim") is not None
+    ]
+    coverage = {
+        "accepted_novelty_mean": (
+            round(sum(accepted_novelties) / len(accepted_novelties), 3)
+            if accepted_novelties
+            else None
+        )
+    }
+    snapshot = {
+        "speaker_id": gallery["speaker_id"],
+        "speaker_name": speaker_name,
+        "reviewed_by": str(user.user_id),
+        "created_at": datetime.now(timezone.utc),
+        "health_before": health_before,
+        "health_after": health_after,
+        "coverage": coverage,
+        "decisions": {
+            "enrolled": enrolled,
+            "reassigned": reassigned,
+            "rejected": rejected,
+            "skipped": skipped,
+            "multiple_speakers": multiple_speakers,
+            "bad_clips": bad_clips,
+        },
+    }
+    await _batches_collection().insert_one(snapshot)
+    benchmark_job_id = None
+    discovery_job_id = None
+    if enrolled > 0:
+        benchmark_job = default_queue.enqueue(
+            run_speaker_benchmark_job,
+            user_id=str(user.user_id),
+            job_timeout=7200,
+            result_ttl=JOB_RESULT_TTL,
+            description="Speaker enhancement: post-enrollment cross-validation",
+        )
+        benchmark_job_id = benchmark_job.id
+        discovery_response = await enqueue_corpus_discovery(user, speaker_name)
+        if isinstance(discovery_response, dict):
+            discovery_job_id = discovery_response.get("job_id")
+
+    return {
+        "speaker": speaker_after,
+        "health_before": health_before,
+        "health_after": health_after,
+        "coverage": coverage,
+        "benchmark_job_id": benchmark_job_id,
+        "discovery_job_id": discovery_job_id,
+        "enrolled": enrolled,
+        "reassigned": reassigned,
+        "rejected": rejected,
+        "skipped": skipped,
+        "multiple_speakers": multiple_speakers,
+        "bad_clips": bad_clips,
+        "errors": errors,
+        "status": "ok" if not errors else "partial",
+    }
+
+
+async def gallery_clips(user: User, speaker_name: str):
+    """List a speaker's enrolled clips with per-clip contamination flags.
+
+    Powers the gallery-management panel: each clip carries the audit's
+    self-similarity, closest-other-speaker score, and mislabel/junk/weak flags
+    so the user can spot and remove bad enrollments.
+    """
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    gallery = await _gallery_stats(speaker_client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    report = await speaker_client.get_enrollment_health(user_id=1)
+    if report.get("error"):
+        return JSONResponse(
+            status_code=503,
+            content={"error": "Unable to audit the speaker's enrolled clips"},
+        )
+    speaker = next(
+        (
+            item
+            for item in report.get("speakers", [])
+            if item["speaker_id"] == gallery["speaker_id"]
+        ),
+        None,
+    )
+    return {
+        "speaker": gallery,
+        "verdict": speaker["verdict"] if speaker else None,
+        "median_self": speaker.get("median_self") if speaker else None,
+        "clips": speaker["clips"] if speaker else [],
+        "thresholds": report.get("thresholds"),
+    }
+
+
+async def delete_gallery_clip(
+    user: User, speaker_name: str, segment_id: int, hard: bool = False
+):
+    """Remove one enrolled clip from a speaker's voiceprint.
+
+    The clip must belong to the named speaker (guards against stale UI state
+    deleting another speaker's clip). Quarantined by default so it's
+    recoverable; the speaker service recomputes the centroid either way.
+    """
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503, content={"error": "Speaker recognition is not enabled"}
+        )
+    gallery = await _gallery_stats(speaker_client, speaker_name)
+    if not gallery:
+        return JSONResponse(
+            status_code=404,
+            content={"error": f"No enrolled speaker named '{speaker_name}'"},
+        )
+    report = await speaker_client.get_enrollment_health(user_id=1)
+    speaker = next(
+        (
+            item
+            for item in report.get("speakers", [])
+            if item["speaker_id"] == gallery["speaker_id"]
+        ),
+        None,
+    )
+    if not speaker or not any(c["segment_id"] == segment_id for c in speaker["clips"]):
+        return JSONResponse(
+            status_code=404,
+            content={
+                "error": f"Clip {segment_id} is not enrolled for '{speaker_name}'"
+            },
+        )
+    result = await speaker_client.delete_enrollment_segment(segment_id, hard=hard)
+    if result.get("error"):
+        return JSONResponse(status_code=502, content=result)
+    logger.info(
+        "Guided enrollment: removed clip %s from %s (%s)",
+        segment_id,
+        speaker_name,
+        "hard" if hard else "quarantined",
+    )
+    return {
+        **result,
+        "speaker": await _gallery_stats(speaker_client, speaker_name),
+        "health": await _gallery_health(speaker_client, gallery["speaker_id"]),
+    }
+
+
+async def reset_speaker_state(
+    user: User, speaker_name: str, purge_gallery: bool = False
+):
+    """Forget all guided-enrollment state for a speaker name.
+
+    Deleting a speaker on the speaker service does not touch the backend's
+    review ledger, so a re-enrolled speaker with the same name inherits stale
+    'already reviewed' exclusions and old session history. This clears the
+    review decisions, session snapshots, and corpus-discovery matches recorded
+    under the name (across old speaker ids), so every clip becomes suggestible
+    again. With ``purge_gallery`` the speaker's voiceprint and enrollment audio
+    are also deleted from the speaker service, leaving a truly blank slate.
+    """
+    scope = {"speaker_name": speaker_name}
+    if not user.is_superuser:
+        reviews_scope = {**scope, "reviewed_by": str(user.user_id)}
+        discovery_scope = {**scope, "requested_by": str(user.user_id)}
+    else:
+        reviews_scope = scope
+        discovery_scope = scope
+
+    deleted = {
+        "reviews": (
+            await _reviews_collection().delete_many(reviews_scope)
+        ).deleted_count,
+        "sessions": (
+            await _batches_collection().delete_many(reviews_scope)
+        ).deleted_count,
+        "discovery_matches": (
+            await _discovery_collection().delete_many(discovery_scope)
+        ).deleted_count,
+        "discovery_runs": (
+            await _discovery_runs_collection().delete_many(discovery_scope)
+        ).deleted_count,
+    }
+
+    gallery_deleted = False
+    if purge_gallery:
+        speaker_client = SpeakerRecognitionClient()
+        if not speaker_client.enabled:
+            return JSONResponse(
+                status_code=503,
+                content={
+                    "error": "Speaker recognition is not enabled",
+                    "deleted": deleted,
+                },
+            )
+        gallery = await _gallery_stats(speaker_client, speaker_name)
+        if gallery:
+            result = await speaker_client.delete_speaker(
+                gallery["speaker_id"], delete_audio=True
+            )
+            if result.get("error"):
+                return JSONResponse(
+                    status_code=502, content={**result, "deleted": deleted}
+                )
+            gallery_deleted = True
+
+    logger.info(
+        "Guided enrollment reset for '%s' by %s: %s%s",
+        speaker_name,
+        user.user_id,
+        deleted,
+        " + gallery purged" if gallery_deleted else "",
+    )
+    return {
+        "speaker_name": speaker_name,
+        "deleted": deleted,
+        "gallery_deleted": gallery_deleted,
+        "status": "ok",
+    }
+
+
+async def enrollment_history(user: User, speaker_name: str, limit: int = 50):
+    """Return dated gallery-quality snapshots for one speaker, newest first."""
+    query = {"speaker_name": speaker_name}
+    if not user.is_superuser:
+        query["reviewed_by"] = str(user.user_id)
+    rows = []
+    async for row in (
+        _batches_collection()
+        .find(query, {"_id": 0})
+        .sort("created_at", -1)
+        .limit(max(1, min(limit, 200)))
+    ):
+        created_at = row.get("created_at")
+        if isinstance(created_at, datetime):
+            row["created_at"] = created_at.isoformat()
+        rows.append(row)
+    return {"speaker_name": speaker_name, "sessions": rows}
+
+
+async def enqueue_benchmark(user: User):
+    job = default_queue.enqueue(
+        run_speaker_benchmark_job,
+        user_id=str(user.user_id),
+        job_timeout=7200,
+        result_ttl=JOB_RESULT_TTL,
+        description="Speaker enhancement: grouped cross-validation",
+    )
+    return {"job_id": job.id, "status": "queued"}
+
+
+async def latest_benchmark(user: User):
+    row = (
+        await _batches_collection()
+        .database["speaker_benchmark_runs"]
+        .find_one({"user_id": str(user.user_id)}, {"_id": 0}, sort=[("created_at", -1)])
+    )
+    if row and isinstance(row.get("created_at"), datetime):
+        row["created_at"] = row["created_at"].isoformat()
+    return {"report": row}
+
+
+async def reconstructed_baseline(user: User):
+    first_review = await _reviews_collection().find_one(
+        {"reviewed_by": str(user.user_id)},
+        {"reviewed_at": 1},
+        sort=[("reviewed_at", 1)],
+    )
+    cutoff = first_review.get("reviewed_at") if first_review else None
+    if cutoff is None:
+        return {"cutoff": None, "speakers": [], "status": "no_guided_reviews"}
+
+    client = SpeakerRecognitionClient()
+    baseline = await client.get_enrollment_health(user_id=1, before=cutoff)
+    current = await client.get_enrollment_health(user_id=1)
+    if baseline.get("error") or current.get("error"):
+        return JSONResponse(
+            status_code=503,
+            content={"error": "Unable to compute speaker gallery baseline"},
+        )
+    current_by_id = {speaker["speaker_id"]: speaker for speaker in current["speakers"]}
+    speakers = []
+    for before in baseline["speakers"]:
+        after = current_by_id.get(before["speaker_id"])
+        speakers.append(
+            {
+                "speaker_id": before["speaker_id"],
+                "name": before["name"],
+                "baseline": {
+                    "n_clips": before["n_clips"],
+                    "median_self": before["median_self"],
+                    "n_flagged": before["n_flagged"],
+                    "verdict": before["verdict"],
+                },
+                "current": (
+                    {
+                        "n_clips": after["n_clips"],
+                        "median_self": after["median_self"],
+                        "n_flagged": after["n_flagged"],
+                        "verdict": after["verdict"],
+                    }
+                    if after
+                    else None
+                ),
+            }
+        )
+    return {
+        "cutoff": cutoff.isoformat(),
+        "speakers": speakers,
+        "status": "reconstructed",
+        "limitations": (
+            "Uses surviving clip rows and their current speaker assignment. Clips deleted "
+            "or relabeled before reconstruction cannot be restored to their prior state."
+        ),
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
index fe4fca88..b4356ef6 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/memory_controller.py
@@ -3,12 +3,18 @@
 """
 
 import asyncio
+import difflib
 import logging
 from typing import Optional
 
+from beanie import PydanticObjectId
 from fastapi.responses import JSONResponse
 
+from advanced_omi_backend.controllers.conversation_controller import (
+    _memory_audit_to_dict,
+)
 from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.memory_audit import MemoryAuditEntry
 from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.services.memory.base import MemoryEntry
 from advanced_omi_backend.users import User
@@ -17,15 +23,144 @@
 audio_logger = logging.getLogger("audio_processing")
 
 
+def _resolve_target_user(user: User, user_id: Optional[str] = None) -> str:
+    """Return the effective user ID: admins may override with user_id param."""
+    if user.is_superuser and user_id:
+        return user_id
+    return user.user_id
+
+
+async def get_memory_audit(
+    user: User,
+    limit: int,
+    user_id: Optional[str] = None,
+    conversation_id: Optional[str] = None,
+):
+    """Return the memory vault change ledger for a user (newest first).
+
+    Records which notes were created/updated/deleted, when, and what triggered
+    each change (memory extraction, speaker reprocess, or an inbound Obsidian edit).
+    """
+    try:
+        target_user_id = _resolve_target_user(user, user_id)
+
+        query = MemoryAuditEntry.find(MemoryAuditEntry.user_id == target_user_id)
+        if conversation_id:
+            query = query.find(MemoryAuditEntry.conversation_id == conversation_id)
+
+        entries = await query.sort(-MemoryAuditEntry.created_at).limit(limit).to_list()
+
+        return {
+            "user_id": target_user_id,
+            "count": len(entries),
+            "entries": [_memory_audit_to_dict(e) for e in entries],
+        }
+
+    except Exception as e:
+        logger.error(f"Error fetching memory audit: {e}", exc_info=True)
+        return JSONResponse(
+            status_code=500,
+            content={"message": f"Error fetching memory audit: {str(e)}"},
+        )
+
+
+async def get_memory_audit_diff(user: User, entry_id: str):
+    """Return the before→after diff for a single memory-audit entry.
+
+    The ledger stores the post-change note content (``after_text``); the "before"
+    is reconstructed from the most recent prior recorded change to the same note.
+    The diff therefore reflects the net change since the last recorded state,
+    whether the previous writer was the AI or an inbound Obsidian (human) edit.
+    """
+    try:
+        try:
+            oid = PydanticObjectId(entry_id)
+        except Exception:
+            return JSONResponse(
+                status_code=400, content={"message": "Invalid audit entry id"}
+            )
+
+        entry = await MemoryAuditEntry.get(oid)
+        if entry is None:
+            return JSONResponse(
+                status_code=404, content={"message": "Audit entry not found"}
+            )
+
+        # Ownership: users may only diff their own ledger; admins may diff any.
+        if entry.user_id != user.user_id and not user.is_superuser:
+            return JSONResponse(
+                status_code=403, content={"message": "Not authorized for this entry"}
+            )
+
+        after_text = entry.after_text
+
+        # Reconstruct the prior state from the previous recorded change to this note.
+        before_text: Optional[str] = None
+        if entry.note_path:
+            prior = (
+                await MemoryAuditEntry.find(
+                    MemoryAuditEntry.user_id == entry.user_id,
+                    MemoryAuditEntry.note_path == entry.note_path,
+                    MemoryAuditEntry.created_at < entry.created_at,
+                )
+                .sort(-MemoryAuditEntry.created_at)
+                .limit(1)
+                .to_list()
+            )
+            if prior:
+                before_text = prior[0].after_text
+
+        base = {
+            "id": str(entry.id),
+            "note_path": entry.note_path,
+            "operation": entry.operation,
+            "cause": entry.cause,
+            "created_at": entry.created_at.isoformat() if entry.created_at else None,
+        }
+
+        # Nothing recorded on either side (legacy entry or note-less delete_all).
+        if after_text is None and before_text is None:
+            return {
+                **base,
+                "before_text": None,
+                "after_text": None,
+                "diff": "",
+                "diff_available": False,
+                "reason": "No note content was recorded for this change.",
+            }
+
+        diff = "\n".join(
+            difflib.unified_diff(
+                (before_text or "").splitlines(),
+                (after_text or "").splitlines(),
+                fromfile=f"a/{entry.note_path or 'note'}",
+                tofile=f"b/{entry.note_path or 'note'}",
+                lineterm="",
+            )
+        )
+
+        return {
+            **base,
+            "before_text": before_text,
+            "after_text": after_text,
+            "diff": diff,
+            "diff_available": True,
+        }
+
+    except Exception as e:
+        logger.error(f"Error building memory audit diff: {e}", exc_info=True)
+        return JSONResponse(
+            status_code=500,
+            content={"message": f"Error building memory audit diff: {str(e)}"},
+        )
+
+
 async def get_memories(user: User, limit: int, user_id: Optional[str] = None):
     """Get memories. Users see only their own memories, admins can see all or filter by user."""
     try:
         memory_service = get_memory_service()
 
-        # Determine which user's memories to fetch
-        target_user_id = user.user_id
-        if user.is_superuser and user_id:
-            target_user_id = user_id
+        target_user_id = _resolve_target_user(user, user_id)
 
         # Execute memory retrieval directly (now async)
         memories = await memory_service.get_all_memories(target_user_id, limit)
@@ -40,7 +175,7 @@ async def get_memories(user: User, limit: int, user_id: Optional[str] = None):
             "memories": memories_dicts,
             "count": len(memories),
             "total_count": total_count,
-            "user_id": target_user_id
+            "user_id": target_user_id,
         }
 
     except Exception as e:
@@ -50,15 +185,14 @@ async def get_memories(user: User, limit: int, user_id: Optional[str] = None):
         )
 
 
-async def get_memories_with_transcripts(user: User, limit: int, user_id: Optional[str] = None):
+async def get_memories_with_transcripts(
+    user: User, limit: int, user_id: Optional[str] = None
+):
     """Get memories with their source transcripts. Users see only their own memories, admins can see all or filter by user."""
     try:
         memory_service = get_memory_service()
 
-        # Determine which user's memories to fetch
-        target_user_id = user.user_id
-        if user.is_superuser and user_id:
-            target_user_id = user_id
+        target_user_id = _resolve_target_user(user, user_id)
 
         # Execute memory retrieval directly (now async)
         memories_with_transcripts = await memory_service.get_memories_with_transcripts(
@@ -72,25 +206,32 @@ async def get_memories_with_transcripts(user: User, limit: int, user_id: Optiona
         }
 
     except Exception as e:
-        audio_logger.error(f"Error fetching memories with transcripts: {e}", exc_info=True)
+        audio_logger.error(
+            f"Error fetching memories with transcripts: {e}", exc_info=True
+        )
         return JSONResponse(
             status_code=500,
             content={"message": f"Error fetching memories with transcripts: {str(e)}"},
         )
 
 
-async def search_memories(query: str, user: User, limit: int, score_threshold: float = 0.0, user_id: Optional[str] = None):
+async def search_memories(
+    query: str,
+    user: User,
+    limit: int,
+    score_threshold: float = 0.0,
+    user_id: Optional[str] = None,
+):
     """Search memories by text query. Users can only search their own memories, admins can search all or filter by user."""
     try:
         memory_service = get_memory_service()
 
-        # Determine which user's memories to search
-        target_user_id = user.user_id
-        if user.is_superuser and user_id:
-            target_user_id = user_id
+        target_user_id = _resolve_target_user(user, user_id)
 
         # Execute search directly (now async)
-        search_results = await memory_service.search_memories(query, target_user_id, limit, score_threshold)
+        search_results = await memory_service.search_memories(
+            query, target_user_id, limit, score_threshold
+        )
 
         # Convert MemoryEntry objects to dicts for JSON serialization
         results_dicts = [result.to_dict() for result in search_results]
@@ -122,16 +263,26 @@ async def delete_memory(memory_id: str, user: User):
             # MemoryEntry is a dataclass, access id attribute directly
             memory_ids = [str(mem.id) for mem in user_memories]
             if memory_id not in memory_ids:
-                return JSONResponse(status_code=404, content={"message": "Memory not found"})
+                return JSONResponse(
+                    status_code=404, content={"message": "Memory not found"}
+                )
 
         # Delete the memory
-        audio_logger.info(f"Deleting memory {memory_id} for user_id={user.user_id}, email={user.email}")
-        success = await memory_service.delete_memory(memory_id, user_id=user.user_id, user_email=user.email)
+        audio_logger.info(
+            f"Deleting memory {memory_id} for user_id={user.user_id}, email={user.email}"
+        )
+        success = await memory_service.delete_memory(
+            memory_id, user_id=user.user_id, user_email=user.email
+        )
 
         if success:
-            return JSONResponse(content={"message": f"Memory {memory_id} deleted successfully"})
+            return JSONResponse(
+                content={"message": f"Memory {memory_id} deleted successfully"}
+            )
         else:
-            return JSONResponse(status_code=404, content={"message": "Memory not found"})
+            return JSONResponse(
+                status_code=404, content={"message": "Memory not found"}
+            )
 
     except Exception as e:
         audio_logger.error(f"Error deleting memory: {e}", exc_info=True)
@@ -146,7 +297,9 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
         memory_service = get_memory_service()
 
         # Use source_id or generate a unique one
-        memory_source_id = source_id or f"manual_{user.user_id}_{int(asyncio.get_event_loop().time())}"
+        memory_source_id = (
+            source_id or f"manual_{user.user_id}_{int(asyncio.get_event_loop().time())}"
+        )
 
         # Extract memories from content
         success, memory_ids = await memory_service.add_memory(
@@ -156,7 +309,7 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
             user_id=user.user_id,
             user_email=user.email,
             allow_update=False,
-            db_helper=None
+            db_helper=None,
         )
 
         if success:
@@ -165,18 +318,19 @@ async def add_memory(content: str, user: User, source_id: Optional[str] = None):
                 "memory_ids": memory_ids,
                 "count": len(memory_ids),
                 "source_id": memory_source_id,
-                "message": f"Successfully created {len(memory_ids)} memory/memories"
+                "message": f"Successfully created {len(memory_ids)} memory/memories",
             }
         else:
             return JSONResponse(
                 status_code=500,
-                content={"success": False, "message": "Failed to create memories"}
+                content={"success": False, "message": "Failed to create memories"},
             )
 
     except Exception as e:
         audio_logger.error(f"Error adding memory: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"success": False, "message": f"Error adding memory: {str(e)}"}
+            status_code=500,
+            content={"success": False, "message": f"Error adding memory: {str(e)}"},
         )
 
 
@@ -225,7 +379,8 @@ async def get_all_memories_admin(user: User, limit: int):
     except Exception as e:
         audio_logger.error(f"Error fetching admin memories: {e}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"message": f"Error fetching admin memories: {str(e)}"}
+            status_code=500,
+            content={"message": f"Error fetching admin memories: {str(e)}"},
         )
 
 
@@ -234,10 +389,7 @@ async def get_memory_by_id(memory_id: str, user: User, user_id: Optional[str] =
     try:
         memory_service = get_memory_service()
 
-        # Determine which user's memory to fetch
-        target_user_id = user.user_id
-        if user.is_superuser and user_id:
-            target_user_id = user_id
+        target_user_id = _resolve_target_user(user, user_id)
 
         # Get the specific memory
         memory = await memory_service.get_memory(memory_id, target_user_id)
@@ -265,11 +417,15 @@ async def get_memory_by_id(memory_id: str, user: User, user_id: Optional[str] =
                             ),
                         }
                 except Exception as e:
-                    logger.warning(f"Failed to fetch source conversation {source_id}: {e}")
+                    logger.warning(
+                        f"Failed to fetch source conversation {source_id}: {e}"
+                    )
 
             return {"memory": memory_dict}
         else:
-            return JSONResponse(status_code=404, content={"message": "Memory not found"})
+            return JSONResponse(
+                status_code=404, content={"message": "Memory not found"}
+            )
 
     except Exception as e:
         audio_logger.error(f"Error fetching memory {memory_id}: {e}", exc_info=True)
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
index f53f8fcc..ea5ec895 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/queue_controller.py
@@ -8,27 +8,92 @@
 - Beanie initialization for workers
 """
 
-import asyncio
 import logging
 import os
+import time
 import uuid
-from datetime import datetime
+from datetime import datetime, timezone
 from typing import Any, Dict, Optional
 
-import redis
-from rq import Queue, Worker
-from rq.job import Job, JobStatus
+from fastapi.responses import JSONResponse
+from rq import Queue, Retry, Worker
+from rq.exceptions import NoSuchJobError
+from rq.job import Dependency, Job, JobStatus
 from rq.registry import DeferredJobRegistry, ScheduledJobRegistry
 
 from advanced_omi_backend.config_loader import get_service_config
-from advanced_omi_backend.models.conversation import Conversation
-from advanced_omi_backend.models.job import JobPriority
+from advanced_omi_backend.heartbeat import (
+    FLEET_HEALTH_KEY,
+    evaluate_fleet_health,
+    is_rq_worker_fresh,
+)
+from advanced_omi_backend.redis_factory import create_sync_redis
+from advanced_omi_backend.services.audio_stream.durability import (
+    AUDIO_PERSISTENCE_GROUP,
+    delete_stream_if_durable,
+    parse_consumer_groups,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
+from advanced_omi_backend.services.memory.audit import MemoryCause, UpdateStrategy
+from advanced_omi_backend.services.sse_publisher import publish_sse_event
 
 logger = logging.getLogger(__name__)
 
-# Redis connection configuration
-REDIS_URL = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-redis_conn = redis.from_url(REDIS_URL)
+# Shared sync Redis connection for RQ (decode_responses=False, as RQ requires).
+redis_conn = create_sync_redis()
+
+
+def _as_allow_failure_dependency(depends_on):
+    """Wrap a job (or list of jobs) in a ``Dependency`` with ``allow_failure=True``.
+
+    A plain ``depends_on`` leaves a dependent ``deferred`` forever when an upstream
+    job ends up FAILED (e.g. abandoned + retries exhausted). ``allow_failure=True``
+    makes RQ *promote* the dependent on upstream failure instead — so the chain
+    always drains to the finalizer, which reconciles the real status. Returns
+    ``None`` for an empty/all-None input (enqueue with no dependency).
+    """
+    if depends_on is None:
+        return None
+    if isinstance(depends_on, Dependency):
+        return depends_on
+    jobs = list(depends_on) if isinstance(depends_on, (list, tuple)) else [depends_on]
+    jobs = [j for j in jobs if j is not None]
+    if not jobs:
+        return None
+    return Dependency(jobs=jobs, allow_failure=True)
+
+
+def post_conv_enqueue_kwargs(stage: str, meta: dict, depends_on=None) -> dict:
+    """Shared enqueue kwargs for every post-conversation chain job.
+
+    Centralises the three things each chain job needs so the three enqueue sites
+    (this module, conversation_controller reprocess, enqueue_memory_processing)
+    can't drift:
+
+    - ``retry``: bounded immediate re-enqueue, so a transient crash / worker death
+      doesn't permanently strand the job (``interval=0`` needs no rq-scheduler).
+    - ``on_failure``: emits a visible ``system_event`` + diagnostic breadcrumb when
+      the job fails or is abandoned (instead of failing silently).
+    - ``meta.failure_stage``: tells that callback which stage this job is.
+    - ``depends_on`` wrapped with ``allow_failure=True`` (see helper above).
+    """
+    # Lazy import: job_callbacks lives in the `workers` package, whose __init__
+    # imports back from this module — importing it at module top would create a
+    # circular import. By call time (enqueue) all modules are fully loaded.
+    from advanced_omi_backend.workers.job_callbacks import on_chain_job_failure
+
+    kwargs: dict = {
+        "retry": Retry(max=2, interval=0),
+        "on_failure": on_chain_job_failure,
+        "meta": {**meta, "failure_stage": stage},
+    }
+    dep = _as_allow_failure_dependency(depends_on)
+    if dep is not None:
+        kwargs["depends_on"] = dep
+    return kwargs
 
 
 def get_job_status_from_rq(job: Job) -> str:
@@ -76,6 +141,7 @@ def get_job_status_from_rq(job: Job) -> str:
 
     return status_str
 
+
 # Queue name constants
 TRANSCRIPTION_QUEUE = "transcription"
 MEMORY_QUEUE = "memory"
@@ -89,9 +155,13 @@ def get_job_status_from_rq(job: Job) -> str:
 JOB_RESULT_TTL = int(os.getenv("RQ_RESULT_TTL", 86400))  # 24 hour default
 
 # Create queues with custom result TTL
-transcription_queue = Queue(TRANSCRIPTION_QUEUE, connection=redis_conn, default_timeout=86400)  # 24 hours for streaming jobs
+transcription_queue = Queue(
+    TRANSCRIPTION_QUEUE, connection=redis_conn, default_timeout=86400
+)  # 24 hours for streaming jobs
 memory_queue = Queue(MEMORY_QUEUE, connection=redis_conn, default_timeout=300)
-audio_queue = Queue(AUDIO_QUEUE, connection=redis_conn, default_timeout=86400)  # 24 hours for all-day sessions
+audio_queue = Queue(
+    AUDIO_QUEUE, connection=redis_conn, default_timeout=86400
+)  # 24 hours for all-day sessions
 default_queue = Queue(DEFAULT_QUEUE, connection=redis_conn, default_timeout=300)
 
 
@@ -126,7 +196,14 @@ def get_job_stats() -> Dict[str, Any]:
         canceled_jobs += len(queue.canceled_job_registry)
         deferred_jobs += len(queue.deferred_job_registry)
 
-    total_jobs = queued_jobs + started_jobs + finished_jobs + failed_jobs + canceled_jobs + deferred_jobs
+    total_jobs = (
+        queued_jobs
+        + started_jobs
+        + finished_jobs
+        + failed_jobs
+        + canceled_jobs
+        + deferred_jobs
+    )
 
     return {
         "total_jobs": total_jobs,
@@ -136,16 +213,16 @@ def get_job_stats() -> Dict[str, Any]:
         "failed_jobs": failed_jobs,
         "canceled_jobs": canceled_jobs,
         "deferred_jobs": deferred_jobs,
-        "timestamp": datetime.utcnow().isoformat()
+        "timestamp": datetime.now(timezone.utc).isoformat(),
     }
 
 
 def get_jobs(
     limit: int = 20,
     offset: int = 0,
-    queue_name: str = None,
-    job_type: str = None,
-    client_id: str = None
+    queue_name: Optional[str] = None,
+    job_type: Optional[str] = None,
+    client_id: Optional[str] = None,
 ) -> Dict[str, Any]:
     """
     Get jobs from a specific queue or all queues with optional filtering.
@@ -160,9 +237,13 @@ def get_jobs(
     Returns:
         Dict with jobs list and pagination metadata matching frontend expectations
     """
-    logger.info(f"🔍 DEBUG get_jobs: Filtering - queue_name={queue_name}, job_type={job_type}, client_id={client_id}")
+    logger.info(
+        f"🔍 DEBUG get_jobs: Filtering - queue_name={queue_name}, job_type={job_type}, client_id={client_id}"
+    )
     all_jobs = []
-    seen_job_ids = set()  # Track which job IDs we've already processed to avoid duplicates
+    seen_job_ids = (
+        set()
+    )  # Track which job IDs we've already processed to avoid duplicates
 
     queues_to_check = [queue_name] if queue_name else QUEUE_NAMES
     logger.info(f"🔍 DEBUG get_jobs: Checking queues: {queues_to_check}")
@@ -173,10 +254,19 @@ def get_jobs(
         # Collect jobs from all registries (using RQ standard status names)
         registries = [
             (queue.job_ids, "queued"),
-            (queue.started_job_registry.get_job_ids(), "started"),  # RQ standard, not "processing"
-            (queue.finished_job_registry.get_job_ids(), "finished"),  # RQ standard, not "completed"
+            (
+                queue.started_job_registry.get_job_ids(),
+                "started",
+            ),  # RQ standard, not "processing"
+            (
+                queue.finished_job_registry.get_job_ids(),
+                "finished",
+            ),  # RQ standard, not "completed"
             (queue.failed_job_registry.get_job_ids(), "failed"),
-            (queue.deferred_job_registry.get_job_ids(), "deferred"),  # Jobs waiting for dependencies
+            (
+                queue.deferred_job_registry.get_job_ids(),
+                "deferred",
+            ),  # Jobs waiting for dependencies
         ]
 
         for job_ids, status in registries:
@@ -193,46 +283,76 @@ def get_jobs(
                     user_id = job.kwargs.get("user_id", "") if job.kwargs else ""
 
                     # Extract just the function name (e.g., "listen_for_speech_job" from "module.listen_for_speech_job")
-                    func_name = job.func_name.split('.')[-1] if job.func_name else "unknown"
+                    func_name = (
+                        job.func_name.split(".")[-1] if job.func_name else "unknown"
+                    )
 
                     # Debug: Log job details before filtering
-                    logger.debug(f"🔍 DEBUG get_jobs: Job {job_id} - func_name={func_name}, full_func_name={job.func_name}, meta_client_id={job.meta.get('client_id', '') if job.meta else ''}, status={status}")
+                    logger.debug(
+                        f"🔍 DEBUG get_jobs: Job {job_id} - func_name={func_name}, full_func_name={job.func_name}, meta_client_id={job.meta.get('client_id', '') if job.meta else ''}, status={status}"
+                    )
 
                     # Apply job_type filter
                     if job_type and job_type not in func_name:
-                        logger.debug(f"🔍 DEBUG get_jobs: Filtered out {job_id} - job_type '{job_type}' not in func_name '{func_name}'")
+                        logger.debug(
+                            f"🔍 DEBUG get_jobs: Filtered out {job_id} - job_type '{job_type}' not in func_name '{func_name}'"
+                        )
                         continue
 
                     # Apply client_id filter (partial match in meta)
                     if client_id:
-                        job_client_id = job.meta.get("client_id", "") if job.meta else ""
+                        job_client_id = (
+                            job.meta.get("client_id", "") if job.meta else ""
+                        )
                         if client_id not in job_client_id:
-                            logger.debug(f"🔍 DEBUG get_jobs: Filtered out {job_id} - client_id '{client_id}' not in job_client_id '{job_client_id}'")
+                            logger.debug(
+                                f"🔍 DEBUG get_jobs: Filtered out {job_id} - client_id '{client_id}' not in job_client_id '{job_client_id}'"
+                            )
                             continue
 
-                    logger.debug(f"🔍 DEBUG get_jobs: Including job {job_id} in results")
-
-                    all_jobs.append({
-                        "job_id": job.id,
-                        "job_type": func_name,
-                        "user_id": user_id,
-                        "status": status,
-                        "priority": "normal",  # RQ doesn't track priority in metadata
-                        "data": {
-                            "description": job.description or "",
-                            "queue": qname,
-                        },
-                        "result": job.result if hasattr(job, 'result') else None,
-                        "meta": job.meta if job.meta else {},  # Include job metadata
-                        "error_message": str(job.exc_info) if job.exc_info else None,
-                        "created_at": job.created_at.isoformat() if job.created_at else None,
-                        "started_at": job.started_at.isoformat() if job.started_at else None,
-                        "completed_at": job.ended_at.isoformat() if job.ended_at else None,
-                        "retry_count": job.retries_left if hasattr(job, 'retries_left') else 0,
-                        "max_retries": 3,  # Default max retries
-                        "progress_percent": 0,  # RQ doesn't track progress by default
-                        "progress_message": "",
-                    })
+                    logger.debug(
+                        f"🔍 DEBUG get_jobs: Including job {job_id} in results"
+                    )
+
+                    all_jobs.append(
+                        {
+                            "job_id": job.id,
+                            "job_type": func_name,
+                            "user_id": user_id,
+                            "status": status,
+                            "priority": "normal",  # RQ doesn't track priority in metadata
+                            "data": {
+                                "description": job.description or "",
+                                "queue": qname,
+                            },
+                            "result": job.result if hasattr(job, "result") else None,
+                            "meta": (
+                                job.meta if job.meta else {}
+                            ),  # Include job metadata
+                            "error_message": (
+                                str(job.exc_info) if job.exc_info else None
+                            ),
+                            "created_at": (
+                                job.created_at.isoformat() if job.created_at else None
+                            ),
+                            "started_at": (
+                                job.started_at.isoformat() if job.started_at else None
+                            ),
+                            "completed_at": (
+                                job.ended_at.isoformat() if job.ended_at else None
+                            ),
+                            "retry_count": (
+                                job.retries_left if hasattr(job, "retries_left") else 0
+                            ),
+                            "max_retries": 3,  # Default max retries
+                            "progress_percent": (job.meta or {})
+                            .get("batch_progress", {})
+                            .get("percent", 0),
+                            "progress_message": (job.meta or {})
+                            .get("batch_progress", {})
+                            .get("message", ""),
+                        }
+                    )
                 except Exception as e:
                     logger.error(f"Error fetching job {job_id}: {e}")
 
@@ -241,10 +361,12 @@ def get_jobs(
 
     # Paginate
     total_jobs = len(all_jobs)
-    paginated_jobs = all_jobs[offset:offset + limit]
+    paginated_jobs = all_jobs[offset : offset + limit]
     has_more = (offset + limit) < total_jobs
 
-    logger.info(f"🔍 DEBUG get_jobs: Found {total_jobs} matching jobs (returning {len(paginated_jobs)} after pagination)")
+    logger.info(
+        f"🔍 DEBUG get_jobs: Found {total_jobs} matching jobs (returning {len(paginated_jobs)} after pagination)"
+    )
 
     return {
         "jobs": paginated_jobs,
@@ -253,7 +375,7 @@ def get_jobs(
             "limit": limit,
             "offset": offset,
             "has_more": has_more,
-        }
+        },
     }
 
 
@@ -284,7 +406,7 @@ def is_job_complete(job):
             return False
 
         # Check dependent jobs
-        for dep_id in (job.dependent_ids or []):
+        for dep_id in job.dependent_ids or []:
             try:
                 dep_job = Job.fetch(dep_id, connection=redis_conn)
                 if not is_job_complete(dep_job):
@@ -313,7 +435,7 @@ def is_job_complete(job):
                     job = Job.fetch(job_id, connection=redis_conn)
 
                     # Only check jobs with client_id in meta
-                    if job.meta and job.meta.get('client_id') == client_id:
+                    if job.meta and job.meta.get("client_id") == client_id:
                         if not is_job_complete(job):
                             return False
                 except Exception as e:
@@ -322,10 +444,207 @@ def is_job_complete(job):
     return True
 
 
-def start_streaming_jobs(
+# Job statuses that mean a speech-detection job is still live, so re-enqueuing
+# would create a duplicate detector for the same session.
+_LIVE_JOB_STATUSES = {"queued", "started", "deferred", "scheduled"}
+
+
+def _job_is_live(job_id: str) -> bool:
+    """True if the given job exists in Redis and hasn't terminated."""
+    try:
+        job = Job.fetch(job_id, connection=redis_conn)
+        return job.get_status(refresh=True) in _LIVE_JOB_STATUSES
+    except NoSuchJobError:
+        return False
+    except Exception:
+        return False
+
+
+def _speech_detection_job_is_live(job_id: str) -> bool:
+    """True if the given speech-detection job exists and hasn't terminated."""
+    return _job_is_live(job_id)
+
+
+def enqueue_audio_persistence(
+    session_id: str,
+    user_id: str,
+    client_id: str,
+) -> str:
+    """Single-flight enqueue of the per-session audio-persistence job.
+
+    The persistence job is scoped to one immutable recording session and its
+    ``audio:stream:{session_id}`` WAL. Repeated liveness checks for that session
+    must not enqueue a second consumer.
+
+    The job id is deterministic per session, so liveness is checked by fetching it
+    directly; a short Redis mutex collapses a simultaneous reconnect burst into one
+    winner. Returns the live or newly-enqueued job id.
+    """
+    # Lazy import: circular dependency with the `workers` package (its __init__
+    # imports back from this module).
+    from advanced_omi_backend.workers.audio_jobs import audio_streaming_persistence_job
+
+    job_id = f"audio-persist_{session_id}"
+    lock_key = f"audio_persistence_enqueue_lock:{session_id}"
+
+    if _job_is_live(job_id):
+        logger.info(
+            f"⏭️ Audio persistence already live for session {session_id[:12]} "
+            f"({job_id}) — skipping duplicate enqueue (reconnect)"
+        )
+        return job_id
+
+    if not redis_conn.set(lock_key, "1", nx=True, ex=15):
+        logger.info(
+            f"⏭️ Concurrent audio-persistence enqueue in progress for session "
+            f"{session_id[:12]} — skipping"
+        )
+        return job_id
+    try:
+        # Re-check liveness under the mutex (another caller may have just enqueued).
+        if _job_is_live(job_id):
+            return job_id
+
+        audio_job = audio_queue.enqueue(
+            audio_streaming_persistence_job,
+            session_id,
+            user_id,
+            client_id,
+            job_timeout=86400,  # 24 hours for all-day sessions
+            ttl=None,  # No pre-run expiry (job can wait indefinitely in queue)
+            result_ttl=JOB_RESULT_TTL,  # Cleanup AFTER completion
+            failure_ttl=604800,
+            retry=Retry(max=1000, interval=[1, 5, 15, 30, 60, 300]),
+            job_id=job_id,
+            description=f"Audio persistence for session {session_id}",
+            meta={"client_id": client_id, "session_level": True},
+        )
+        logger.info(
+            f"📥 RQ: Enqueued audio persistence job {audio_job.id} on audio queue "
+            f"(session {session_id[:12]})"
+        )
+        return audio_job.id
+    finally:
+        redis_conn.delete(lock_key)
+
+
+def ensure_audio_persistence(
+    session_id: str,
+    user_id: str,
+    client_id: str,
+) -> str:
+    """Return a verified-live persistence job for an audio session.
+
+    This is the data-integrity boundary used both at session startup and by the
+    WebSocket watchdog. Merely returning a deterministic RQ job id is insufficient:
+    a prior recording may have left a finished job with that id behind.
+    """
+    job_id = enqueue_audio_persistence(session_id, user_id, client_id)
+    if not _job_is_live(job_id):
+        raise RuntimeError(
+            f"Audio persistence job {job_id} is not live for session {session_id}"
+        )
+    return job_id
+
+
+def enqueue_speech_detection(
     session_id: str,
     user_id: str,
-    client_id: str
+    client_id: str,
+    *,
+    reason: str = "restart",
+    replaces_current: bool = False,
+) -> Optional[str]:
+    """Single-flight enqueue of the per-session speech-detection job.
+
+    At most ONE speech-detection job may be live per session. Re-enqueuing while
+    one is already listening (a WebSocket reconnect, or several conversation-end
+    handlers firing at once) previously spawned a swarm of duplicate detectors
+    that raced to mark the actively-recording placeholder conversation as
+    ``transcription_failed``. This guards every restart path against that.
+
+    The current live job (if any) is tracked in ``speech_detection_job:{session_id}``;
+    a short Redis mutex collapses a simultaneous burst of callers into one winner.
+
+    Args:
+        replaces_current: set by the off-mode rotation path, where the caller IS
+            the current tracked job and is deliberately handing off to a successor
+            (so the liveness check would otherwise see itself and skip).
+
+    Returns the live or newly-enqueued job id, or None if it could not enqueue.
+    """
+    # Lazy import: circular dependency with the `workers` package (its __init__
+    # imports back from this module).
+    from advanced_omi_backend.workers.transcription_jobs import (
+        stream_speech_detection_job,
+    )
+
+    job_key = f"speech_detection_job:{session_id}"
+    lock_key = f"speech_detection_enqueue_lock:{session_id}"
+
+    def _tracked_id() -> Optional[str]:
+        val = redis_conn.get(job_key)
+        if isinstance(val, bytes):
+            return val.decode()
+        if isinstance(val, str):
+            return val
+        return None
+
+    if not replaces_current:
+        existing_id = _tracked_id()
+        if existing_id and _speech_detection_job_is_live(existing_id):
+            logger.info(
+                f"⏭️ Speech detection already live for session {session_id[:12]} "
+                f"({existing_id}) — skipping duplicate enqueue (reason={reason})"
+            )
+            return existing_id
+
+    # Collapse a concurrent-enqueue burst (several end handlers firing together)
+    # into a single winner. The loser skips; the winner records the new job in
+    # job_key so any later caller sees it live and also skips.
+    if not redis_conn.set(lock_key, "1", nx=True, ex=15):
+        logger.info(
+            f"⏭️ Concurrent speech-detection enqueue in progress for session "
+            f"{session_id[:12]} — skipping (reason={reason})"
+        )
+        return _tracked_id()
+    try:
+        if not replaces_current:
+            # Re-check liveness under the mutex (another caller may have just enqueued).
+            existing_id = _tracked_id()
+            if existing_id and _speech_detection_job_is_live(existing_id):
+                logger.info(
+                    f"⏭️ Speech detection became live for session {session_id[:12]} "
+                    f"while acquiring lock — skipping (reason={reason})"
+                )
+                return existing_id
+
+        speech_job = transcription_queue.enqueue(
+            stream_speech_detection_job,
+            session_id,
+            user_id,
+            client_id,
+            job_timeout=86400,  # 24 hours for all-day sessions
+            ttl=None,  # No pre-run expiry (job can wait indefinitely in queue)
+            result_ttl=JOB_RESULT_TTL,  # Cleanup AFTER completion
+            failure_ttl=86400,  # Cleanup failed jobs after 24h
+            job_id=f"speech-detect_{session_id}_{uuid.uuid4().hex[:8]}",
+            description="Listening for speech...",
+            meta={"client_id": client_id, "session_level": True},
+        )
+        # Track the live job for both single-flight and WebSocket cleanup.
+        redis_conn.set(job_key, speech_job.id, ex=86400)
+        logger.info(
+            f"📥 RQ: Enqueued speech detection job {speech_job.id} for session "
+            f"{session_id[:12]} (reason={reason})"
+        )
+        return speech_job.id
+    finally:
+        redis_conn.delete(lock_key)
+
+
+def start_streaming_jobs(
+    session_id: str, user_id: str, client_id: str
 ) -> Dict[str, str]:
     """
     Enqueue jobs for streaming audio session (initial session setup).
@@ -344,89 +663,138 @@ def start_streaming_jobs(
 
     Note:
         - user_email is fetched from the database when needed.
-        - always_persist setting is read from global config at enqueue time and passed to worker.
+        - raw audio always receives a durable owner before this function is called.
     """
-    from advanced_omi_backend.config import get_misc_settings
-    from advanced_omi_backend.workers.audio_jobs import audio_streaming_persistence_job
-    from advanced_omi_backend.workers.transcription_jobs import (
-        stream_speech_detection_job,
+    # Enqueue speech detection job (single-flight: skips if one is already live
+    # for this session, e.g. on a WebSocket reconnect mid-session).
+    speech_job_id = (
+        enqueue_speech_detection(session_id, user_id, client_id, reason="session_start")
+        or ""
     )
 
-    # Read always_persist from global config NOW (backend process has fresh config)
-    misc_settings = get_misc_settings()
-    always_persist = misc_settings.get('always_persist_enabled', False)
+    # Enqueue audio persistence job on dedicated audio queue (single-flight: a
+    # reconnect mid-session reuses the live job instead of starting a second
+    # consumer that would split the audio stream). This job handles file rotation
+    # for multiple conversations and runs for the entire session.
+    audio_job_id = ensure_audio_persistence(session_id, user_id, client_id)
 
-    # Enqueue speech detection job
-    speech_job = transcription_queue.enqueue(
-        stream_speech_detection_job,
-        session_id,
+    # Notify frontend that streaming jobs are queued
+    publish_sse_event(
         user_id,
-        client_id,
-        job_timeout=86400,  # 24 hours for all-day sessions
-        ttl=None,  # No pre-run expiry (job can wait indefinitely in queue)
-        result_ttl=JOB_RESULT_TTL,  # Cleanup AFTER completion
-        failure_ttl=86400,  # Cleanup failed jobs after 24h
-        job_id=f"speech-detect_{session_id[:12]}",
-        description=f"Listening for speech...",
-        meta={'client_id': client_id, 'session_level': True}
-    )
-    # Log job enqueue with TTL information for debugging
-    actual_ttl = redis_conn.ttl(f"rq:job:{speech_job.id}")
-    logger.info(f"📥 RQ: Enqueued speech detection job {speech_job.id}")
-    logger.info(
-        f"🔍 Job enqueue details: ID={speech_job.id}, "
-        f"job_timeout={speech_job.timeout}, result_ttl={speech_job.result_ttl}, "
-        f"failure_ttl={speech_job.failure_ttl}, redis_key_ttl={actual_ttl}, "
-        f"queue_length={transcription_queue.count}, client_id={client_id}"
+        "jobs.queued",
+        {
+            "client_id": client_id,
+            "session_id": session_id,
+            "jobs": ["speech_detection", "audio_persistence"],
+        },
     )
 
-    # Store job ID for cleanup (keyed by client_id for easy WebSocket cleanup)
-    try:
-        redis_conn.set(f"speech_detection_job:{client_id}", speech_job.id, ex=86400)  # 24 hour TTL
-        logger.info(f"📌 Stored speech detection job ID for client {client_id}")
-    except Exception as e:
-        logger.warning(f"⚠️ Failed to store job ID for {client_id}: {e}")
-
-    # Enqueue audio persistence job on dedicated audio queue
-    # NOTE: This job handles file rotation for multiple conversations automatically
-    # Runs for entire session, not tied to individual conversations
-    audio_job = audio_queue.enqueue(
-        audio_streaming_persistence_job,
-        session_id,
-        user_id,
-        client_id,
-        always_persist,
-        job_timeout=86400,  # 24 hours for all-day sessions
-        ttl=None,  # No pre-run expiry (job can wait indefinitely in queue)
-        result_ttl=JOB_RESULT_TTL,  # Cleanup AFTER completion
-        failure_ttl=86400,  # Cleanup failed jobs after 24h
-        job_id=f"audio-persist_{session_id[:12]}",
-        description=f"Audio persistence for session {session_id[:12]}",
-        meta={'client_id': client_id, 'session_level': True}  # Mark as session-level job
-    )
-    # Log job enqueue with TTL information for debugging
-    actual_ttl = redis_conn.ttl(f"rq:job:{audio_job.id}")
-    logger.info(f"📥 RQ: Enqueued audio persistence job {audio_job.id} on audio queue")
-    logger.info(
-        f"🔍 Job enqueue details: ID={audio_job.id}, "
-        f"job_timeout={audio_job.timeout}, result_ttl={audio_job.result_ttl}, "
-        f"failure_ttl={audio_job.failure_ttl}, redis_key_ttl={actual_ttl}, "
-        f"queue_length={audio_queue.count}, client_id={client_id}"
-    )
+    return {"speech_detection": speech_job_id, "audio_persistence": audio_job_id}
 
-    return {
-        'speech_detection': speech_job.id,
-        'audio_persistence': audio_job.id
+
+def _clear_post_conversation_chain(conversation_id: str) -> list:
+    """Delete any existing post-conversation chain jobs for a conversation.
+
+    The post-conversation jobs (speaker → memory → title/summary → event) use
+    deterministic job_ids keyed on the conversation. When the chain is
+    re-triggered (e.g. a transcript reprocess) while a previous chain is still
+    ``deferred``, re-enqueuing the same job_id with a *new* ``depends_on`` makes
+    RQ **accumulate** dependencies on the existing deferred job rather than
+    replacing it. If one upstream dependency then finishes and is evicted from
+    Redis before the others resolve, RQ never promotes the dependents and the
+    whole chain stays ``deferred`` forever (orphaned).
+
+    Deleting the stale chain first guarantees each re-enqueue starts fresh with
+    a single, correct dependency. Jobs that are currently ``started`` are left
+    alone so we never yank work out from under a running worker.
+
+    Returns the list of job_ids that were actually deleted (for logging).
+    """
+    suffix = conversation_id[:12]
+    job_ids = [
+        f"speaker_{suffix}",
+        f"memory_{suffix}",
+        f"title_summary_{suffix}",
+        f"event_complete_{suffix}",
+    ]
+    cleared = []
+    for job_id in job_ids:
+        try:
+            job = Job.fetch(job_id, connection=redis_conn)
+        except NoSuchJobError:
+            continue
+        if get_job_status_from_rq(job) == JobStatus.STARTED.value:
+            logger.warning(
+                f"⚠️  Not clearing post-conversation job {job_id} for "
+                f"{conversation_id[:8]}: currently running"
+            )
+            continue
+        try:
+            job.delete(remove_from_queue=True)
+            cleared.append(job_id)
+        except Exception as e:
+            logger.error(f"Failed to delete stale chain job {job_id}: {e}")
+    if cleared:
+        logger.info(
+            f"🧹 Cleared {len(cleared)} stale post-conversation job(s) for "
+            f"{conversation_id[:8]}: {cleared}"
+        )
+    return cleared
+
+
+# Statuses that mean a job is still occupying the chain (not yet terminal).
+_IN_FLIGHT_JOB_STATUSES = frozenset(
+    {
+        JobStatus.QUEUED.value,
+        JobStatus.STARTED.value,
+        JobStatus.DEFERRED.value,
+        JobStatus.SCHEDULED.value,
     }
+)
+
+
+def conversation_edit_chain_in_flight(conversation_id: str) -> Optional[str]:
+    """Return an in-flight edit-chain job_id for this conversation, else None.
+
+    Several endpoints edit a conversation by creating a new transcript version and
+    enqueuing follow-up work under deterministic job_ids keyed on the conversation:
+
+    - ``reprocess_speakers`` → reprocess_speaker → memory → title_summary
+    - annotation apply (``/diarization/{id}/apply``, ``/{id}/apply``) → memory
+
+    Firing any of these again while a previous one is still running spawns overlapping
+    work that races on the conversation's full-document ``save()`` — a stale writer can
+    clobber a newer version's segments/metadata (e.g. lost speaker labels, an orphaned
+    stale ``active`` version). Callers use this as a single-flight guard: if an edit
+    chain is already live, don't create a new transcript version or enqueue more work.
+    """
+    suffix = conversation_id[:12]
+    job_ids = [
+        f"reprocess_speaker_{suffix}",
+        f"memory_{suffix}",
+        f"title_summary_{suffix}",
+    ]
+    for job_id in job_ids:
+        try:
+            job = Job.fetch(job_id, connection=redis_conn)
+        except NoSuchJobError:
+            continue
+        if get_job_status_from_rq(job) in _IN_FLIGHT_JOB_STATUSES:
+            return job_id
+    return None
 
 
 def start_post_conversation_jobs(
     conversation_id: str,
     user_id: str,
     transcript_version_id: Optional[str] = None,
-    depends_on_job = None,
+    depends_on_job=None,
     client_id: Optional[str] = None,
-    end_reason: str = "file_upload"
+    end_reason: str = "file_upload",
+    skip_speaker_recognition: bool = False,
+    skip_memory_extraction: bool = False,
+    memory_cause: MemoryCause = MemoryCause.AUTO_EXTRACTION,
+    memory_strategy: UpdateStrategy = UpdateStrategy.FULL,
 ) -> Dict[str, str]:
     """
     Start post-conversation processing jobs after conversation is created.
@@ -447,10 +815,16 @@ def start_post_conversation_jobs(
         depends_on_job: Optional job dependency for first job (e.g., transcription for file uploads)
         client_id: Client ID for UI tracking
         end_reason: Reason conversation ended (e.g., 'file_upload', 'websocket_disconnect', 'user_stopped')
+        skip_speaker_recognition: Skip the speaker step even when enabled — used
+            by split/merge, whose transcripts already carry speaker labels
+        skip_memory_extraction: Skip memory extraction even when globally enabled —
+            used for annotation/training datasets that should not enter user memory
 
     Returns:
         Dict with job IDs for speaker_recognition, memory, title_summary, event_dispatch
     """
+    # Lazy import: circular dependency with the `workers` package (its __init__
+    # imports back from this module).
     from advanced_omi_backend.workers.conversation_jobs import (
         dispatch_conversation_complete_event_job,
         generate_title_summary_job,
@@ -458,24 +832,41 @@ def start_post_conversation_jobs(
     from advanced_omi_backend.workers.memory_jobs import process_memory_job
     from advanced_omi_backend.workers.speaker_jobs import recognise_speakers_job
 
+    # Re-triggering the chain (e.g. transcript reprocess) must not stack new
+    # dependencies onto a previously-deferred chain — that orphans it forever.
+    # Clear any stale chain jobs first so each enqueue below starts fresh.
+    _clear_post_conversation_chain(conversation_id)
+
     version_id = transcript_version_id or str(uuid.uuid4())
 
     # Build job metadata (include client_id if provided for UI tracking)
-    job_meta = {'conversation_id': conversation_id}
+    job_meta = {"conversation_id": conversation_id}
     if client_id:
-        job_meta['client_id'] = client_id
+        job_meta["client_id"] = client_id
 
     # Check if speaker recognition is enabled
-    speaker_config = get_service_config('speaker_recognition')
-    speaker_enabled = speaker_config.get('enabled', True)  # Default to True for backward compatibility
+    speaker_config = get_service_config("speaker_recognition")
+    speaker_enabled = speaker_config.get(
+        "enabled", True
+    )  # Default to True for backward compatibility
 
     # Step 1: Speaker recognition job (conditional - only if enabled)
-    speaker_dependency = depends_on_job  # Start with upstream dependency (transcription if file upload)
+    speaker_dependency = (
+        depends_on_job  # Start with upstream dependency (transcription if file upload)
+    )
     speaker_job = None
 
+    if speaker_enabled and skip_speaker_recognition:
+        logger.info(
+            f"⏭️  Speaker recognition skipped by caller for conversation {conversation_id[:8]}"
+        )
+        speaker_enabled = False
+
     if speaker_enabled:
         speaker_job_id = f"speaker_{conversation_id[:12]}"
-        logger.info(f"🔍 DEBUG: Creating speaker job with job_id={speaker_job_id}, conversation_id={conversation_id[:12]}")
+        logger.info(
+            f"🔍 DEBUG: Creating speaker job with job_id={speaker_job_id}, conversation_id={conversation_id[:12]}"
+        )
 
         speaker_job = transcription_queue.enqueue(
             recognise_speakers_job,
@@ -483,79 +874,124 @@ def start_post_conversation_jobs(
             version_id,
             job_timeout=1200,  # 20 minutes
             result_ttl=JOB_RESULT_TTL,
-            depends_on=speaker_dependency,
             job_id=speaker_job_id,
             description=f"Speaker recognition for conversation {conversation_id[:8]}",
-            meta=job_meta
+            **post_conv_enqueue_kwargs(
+                "speaker", job_meta, depends_on=speaker_dependency
+            ),
         )
         speaker_dependency = speaker_job  # Chain for next jobs
         if depends_on_job:
-            logger.info(f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (depends on {depends_on_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (depends on {depends_on_job.id})"
+            )
         else:
-            logger.info(f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (no dependencies, starts immediately)")
+            logger.info(
+                f"📥 RQ: Enqueued speaker recognition job {speaker_job.id}, meta={speaker_job.meta} (no dependencies, starts immediately)"
+            )
     else:
-        logger.info(f"⏭️  Speaker recognition disabled, skipping speaker job for conversation {conversation_id[:8]}")
+        logger.info(
+            f"⏭️  Speaker recognition disabled, skipping speaker job for conversation {conversation_id[:8]}"
+        )
 
     # Step 2: Memory extraction job (conditional - only if enabled)
     # Check if memory extraction is enabled
-    memory_config = get_service_config('memory.extraction')
-    memory_enabled = memory_config.get('enabled', True)  # Default to True for backward compatibility
+    memory_config = get_service_config("memory.extraction")
+    memory_enabled = memory_config.get(
+        "enabled", True
+    )  # Default to True for backward compatibility
+    if memory_enabled and skip_memory_extraction:
+        logger.info(
+            f"⏭️  Memory extraction skipped by caller for conversation {conversation_id[:8]}"
+        )
+        memory_enabled = False
 
     memory_job = None
     if memory_enabled:
         # Depends on speaker job if it was created, otherwise depends on upstream (transcription or nothing)
         memory_job_id = f"memory_{conversation_id[:12]}"
-        logger.info(f"🔍 DEBUG: Creating memory job with job_id={memory_job_id}, conversation_id={conversation_id[:12]}")
+        logger.info(
+            f"🔍 DEBUG: Creating memory job with job_id={memory_job_id}, conversation_id={conversation_id[:12]}"
+        )
 
+        # Memory job carries provenance (cause/strategy) on top of the shared meta.
+        memory_meta = {
+            **job_meta,
+            "cause": memory_cause.value,
+            "strategy": memory_strategy.value,
+        }
         memory_job = memory_queue.enqueue(
             process_memory_job,
             conversation_id,
             job_timeout=900,  # 15 minutes
             result_ttl=JOB_RESULT_TTL,
-            depends_on=speaker_dependency,  # Either speaker_job or upstream dependency
             job_id=memory_job_id,
             description=f"Memory extraction for conversation {conversation_id[:8]}",
-            meta=job_meta
+            # Either speaker_job or upstream dependency
+            **post_conv_enqueue_kwargs(
+                "memory", memory_meta, depends_on=speaker_dependency
+            ),
         )
         if speaker_job:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on speaker job {speaker_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on speaker job {speaker_job.id})"
+            )
         elif depends_on_job:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on {depends_on_job.id})")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (depends on {depends_on_job.id})"
+            )
         else:
-            logger.info(f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (no dependencies, starts immediately)")
+            logger.info(
+                f"📥 RQ: Enqueued memory extraction job {memory_job.id}, meta={memory_job.meta} (no dependencies, starts immediately)"
+            )
     else:
-        logger.info(f"⏭️  Memory extraction disabled, skipping memory job for conversation {conversation_id[:8]}")
+        logger.info(
+            f"⏭️  Memory extraction disabled, skipping memory job for conversation {conversation_id[:8]}"
+        )
 
     # Step 3: Title/summary generation job
     # Depends on memory job to avoid race condition (both jobs save the conversation document)
     # and to ensure fresh memories are available for context-enriched summaries
     title_dependency = memory_job if memory_job else speaker_dependency
     title_job_id = f"title_summary_{conversation_id[:12]}"
-    logger.info(f"🔍 DEBUG: Creating title/summary job with job_id={title_job_id}, conversation_id={conversation_id[:12]}")
+    logger.info(
+        f"🔍 DEBUG: Creating title/summary job with job_id={title_job_id}, conversation_id={conversation_id[:12]}"
+    )
 
     title_summary_job = default_queue.enqueue(
         generate_title_summary_job,
         conversation_id,
         job_timeout=300,  # 5 minutes
         result_ttl=JOB_RESULT_TTL,
-        depends_on=title_dependency,
         job_id=title_job_id,
         description=f"Generate title and summary for conversation {conversation_id[:8]}",
-        meta=job_meta
+        **post_conv_enqueue_kwargs(
+            "title_summary", job_meta, depends_on=title_dependency
+        ),
     )
     if memory_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on memory job {memory_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on memory job {memory_job.id})"
+        )
     elif speaker_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on speaker job {speaker_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on speaker job {speaker_job.id})"
+        )
     elif depends_on_job:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on {depends_on_job.id})")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (depends on {depends_on_job.id})"
+        )
     else:
-        logger.info(f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (no dependencies, starts immediately)")
+        logger.info(
+            f"📥 RQ: Enqueued title/summary job {title_summary_job.id}, meta={title_summary_job.meta} (no dependencies, starts immediately)"
+        )
 
     # Step 5: Dispatch conversation.complete event (runs after both memory and title/summary complete)
     # This ensures plugins receive the event after all processing is done
     event_job_id = f"event_complete_{conversation_id[:12]}"
-    logger.info(f"🔍 DEBUG: Creating conversation complete event job with job_id={event_job_id}, conversation_id={conversation_id[:12]}")
+    logger.info(
+        f"🔍 DEBUG: Creating conversation complete event job with job_id={event_job_id}, conversation_id={conversation_id[:12]}"
+    )
 
     # Event job depends on memory and title/summary jobs that were actually enqueued
     # Build dependency list excluding None values
@@ -574,29 +1010,54 @@ def start_post_conversation_jobs(
         end_reason,  # Use the end_reason parameter (defaults to 'file_upload' for backward compatibility)
         job_timeout=120,  # 2 minutes
         result_ttl=JOB_RESULT_TTL,
-        depends_on=event_dependencies if event_dependencies else None,  # Wait for jobs that were enqueued
         job_id=event_job_id,
         description=f"Dispatch conversation complete event ({end_reason}) for {conversation_id[:8]}",
-        meta=job_meta
+        # Wait for whichever upstream jobs were enqueued; allow_failure so this
+        # finalizer still runs (and reconciles status) even if one failed.
+        **post_conv_enqueue_kwargs(
+            "event_complete", job_meta, depends_on=event_dependencies or None
+        ),
     )
 
     # Log event dispatch dependencies
     if event_dependencies:
         dep_ids = [job.id for job in event_dependencies]
-        logger.info(f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (depends on {', '.join(dep_ids)})")
+        logger.info(
+            f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (depends on {', '.join(dep_ids)})"
+        )
     else:
-        logger.info(f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (no dependencies, starts immediately)")
+        logger.info(
+            f"📥 RQ: Enqueued conversation complete event job {event_dispatch_job.id}, meta={event_dispatch_job.meta} (no dependencies, starts immediately)"
+        )
+
+    # Notify frontend that post-conversation pipeline is queued
+    publish_sse_event(
+        user_id,
+        "jobs.queued",
+        {
+            "conversation_id": conversation_id,
+            "client_id": client_id or "",
+            "jobs": [
+                j
+                for j in [
+                    "speaker_recognition" if speaker_job else None,
+                    "memory_extraction" if memory_job else None,
+                    "title_summary",
+                    "event_dispatch",
+                ]
+                if j
+            ],
+        },
+    )
 
     return {
-        'speaker_recognition': speaker_job.id if speaker_job else None,
-        'memory': memory_job.id if memory_job else None,
-        'title_summary': title_summary_job.id,
-        'event_dispatch': event_dispatch_job.id
+        "speaker_recognition": speaker_job.id if speaker_job else None,
+        "memory": memory_job.id if memory_job else None,
+        "title_summary": title_summary_job.id,
+        "event_dispatch": event_dispatch_job.id,
     }
 
 
-
-
 def get_queue_health() -> Dict[str, Any]:
     """Get health status of all queues and workers."""
     health = {
@@ -606,12 +1067,18 @@ def get_queue_health() -> Dict[str, Any]:
         "total_workers": 0,
         "active_workers": 0,
         "idle_workers": 0,
+        "worker_fleet": {
+            "healthy": False,
+            "status": "unknown",
+            "detail": "Worker fleet health has not been checked",
+        },
     }
 
     # Check Redis connection
     try:
         redis_conn.ping()
         health["redis_connection"] = "healthy"
+        health["worker_fleet"] = evaluate_fleet_health(redis_conn.get(FLEET_HEALTH_KEY))
     except Exception as e:
         health["redis_connection"] = f"unhealthy: {e}"
         return health
@@ -627,7 +1094,11 @@ def get_queue_health() -> Dict[str, Any]:
         }
 
     # Check workers
-    workers = Worker.all(connection=redis_conn)
+    workers = [
+        worker
+        for worker in Worker.all(connection=redis_conn)
+        if is_rq_worker_fresh(worker)
+    ]
     health["total_workers"] = len(workers)
 
     for worker in workers:
@@ -640,223 +1111,130 @@ def get_queue_health() -> Dict[str, Any]:
         else:
             health["idle_workers"] += 1
 
-        health["workers"].append({
-            "name": worker.name,
-            "state": state,
-            "queues": [q.name for q in worker.queues],
-            "current_job": current_job,
-        })
+        health["workers"].append(
+            {
+                "name": worker.name,
+                "state": state,
+                "queues": [q.name for q in worker.queues],
+                "current_job": current_job,
+            }
+        )
 
     return health
 
-# needs tidying but works for now
-async def cleanup_stuck_stream_workers(request):
-    """Clean up stuck Redis Stream consumers and pending messages from all active streams."""
-    import time
 
-    from fastapi.responses import JSONResponse
+async def cleanup_stuck_stream_workers(request):
+    """Delete only empty consumers and audio streams proven durably consumed.
 
+    Pending deliveries are never claimed or acknowledged here. Only the consumer
+    that committed its side effect may ACK a message.
+    """
     try:
-        # Get Redis client from request.app.state (initialized during startup)
         redis_client = request.app.state.redis_audio_stream
-
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
         cleanup_results = {}
-        total_cleaned = 0
         total_deleted_consumers = 0
         total_deleted_streams = 0
-        current_time = time.time()
-
-        # Discover all audio streams (per-client streams)
         stream_keys = await redis_client.keys("audio:stream:*")
 
         for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
-
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
             try:
-                # First check stream age - delete old streams (>1 hour) immediately
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
-
-                # Parse stream info
-                info_dict = {}
-                for i in range(0, len(stream_info), 2):
-                    key_name = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    info_dict[key_name] = stream_info[i+1]
-
-                stream_length = int(info_dict.get("length", 0))
-                last_entry = info_dict.get("last-entry")
-
-                # Check if stream is old
-                should_delete_stream = False
-                stream_age = 0
-
-                if stream_length == 0:
-                    should_delete_stream = True
-                    stream_age = 0
-                elif last_entry and isinstance(last_entry, list) and len(last_entry) > 0:
-                    try:
-                        last_id = last_entry[0]
-                        if isinstance(last_id, bytes):
-                            last_id = last_id.decode()
-                        last_timestamp_ms = int(last_id.split('-')[0])
-                        last_timestamp_s = last_timestamp_ms / 1000
-                        stream_age = current_time - last_timestamp_s
-
-                        # Delete streams older than 1 hour (3600 seconds)
-                        if stream_age > 3600:
-                            should_delete_stream = True
-                    except (ValueError, IndexError):
-                        pass
-
-                if should_delete_stream:
-                    await redis_client.delete(stream_name)
-                    total_deleted_streams += 1
-                    cleanup_results[stream_name] = {
-                        "message": f"Deleted old stream (age: {stream_age:.0f}s, length: {stream_length})",
-                        "cleaned": 0,
-                        "deleted_consumers": 0,
-                        "deleted_stream": True,
-                        "stream_age": stream_age
-                    }
-                    continue
-
-                # Get consumer groups
-                groups = await redis_client.execute_command('XINFO', 'GROUPS', stream_name)
-
-                if not groups:
-                    cleanup_results[stream_name] = {"message": "No consumer groups found", "cleaned": 0, "deleted_stream": False}
-                    continue
-
-                # Parse first group
-                group_dict = {}
-                group = groups[0]
-                for i in range(0, len(group), 2):
-                    key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                    value = group[i+1]
-                    if isinstance(value, bytes):
-                        try:
-                            value = value.decode()
-                        except UnicodeDecodeError:
-                            value = str(value)
-                    group_dict[key] = value
-
-                group_name = group_dict.get("name", "unknown")
-                if isinstance(group_name, bytes):
-                    group_name = group_name.decode()
-
-                pending_count = int(group_dict.get("pending", 0))
-
-                # Get consumers for this group to check per-consumer pending
-                consumers = await redis_client.execute_command('XINFO', 'CONSUMERS', stream_name, group_name)
-
-                cleaned_count = 0
-                total_consumer_pending = 0
-
-                # Clean up pending messages for each consumer AND delete dead consumers
+                # Defuse legacy expiry before any inspection. If inspection fails,
+                # retaining raw bytes is the fail-closed outcome.
+                await redis_client.persist(stream_name)
+                raw_groups = await redis_client.execute_command(
+                    "XINFO", "GROUPS", stream_name
+                )
+                groups = parse_consumer_groups(raw_groups or [])
                 deleted_consumers = 0
-                for consumer in consumers:
-                    consumer_dict = {}
-                    for i in range(0, len(consumer), 2):
-                        key = consumer[i].decode() if isinstance(consumer[i], bytes) else str(consumer[i])
-                        value = consumer[i+1]
-                        if isinstance(value, bytes):
-                            try:
-                                value = value.decode()
-                            except UnicodeDecodeError:
-                                value = str(value)
-                        consumer_dict[key] = value
-
-                    consumer_name = consumer_dict.get("name", "unknown")
-                    if isinstance(consumer_name, bytes):
-                        consumer_name = consumer_name.decode()
-
-                    consumer_pending = int(consumer_dict.get("pending", 0))
-                    consumer_idle_ms = int(consumer_dict.get("idle", 0))
-                    total_consumer_pending += consumer_pending
-
-                    # Check if consumer is dead (idle > 5 minutes = 300000ms)
-                    is_dead = consumer_idle_ms > 300000
-
-                    if consumer_pending > 0:
-                        logger.info(f"Found {consumer_pending} pending messages for consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
 
-                        # Get pending messages for this specific consumer
-                        try:
-                            pending_messages = await redis_client.execute_command(
-                                'XPENDING', stream_name, group_name, '-', '+', str(consumer_pending), consumer_name
-                            )
+                for group_name in groups:
+                    consumers = await redis_client.execute_command(
+                        "XINFO", "CONSUMERS", stream_name, group_name
+                    )
+                    for consumer in consumers:
+                        values = {}
+                        for index in range(0, len(consumer), 2):
+                            key = consumer[index]
+                            value = consumer[index + 1]
+                            if isinstance(key, bytes):
+                                key = key.decode()
+                            if isinstance(value, bytes):
+                                value = value.decode()
+                            values[str(key)] = value
 
-                            # XPENDING returns flat list: [msg_id, consumer, idle_ms, delivery_count, msg_id, ...]
-                            # Parse in groups of 4
-                            for i in range(0, len(pending_messages), 4):
-                                if i < len(pending_messages):
-                                    msg_id = pending_messages[i]
-                                    if isinstance(msg_id, bytes):
-                                        msg_id = msg_id.decode()
-
-                                    # Claim the message to a cleanup worker
-                                    try:
-                                        await redis_client.execute_command(
-                                            'XCLAIM', stream_name, group_name, 'cleanup-worker', '0', msg_id
-                                        )
-
-                                        # Acknowledge it immediately
-                                        await redis_client.xack(stream_name, group_name, msg_id)
-                                        cleaned_count += 1
-                                    except Exception as claim_error:
-                                        logger.warning(f"Failed to claim/ack message {msg_id}: {claim_error}")
-
-                        except Exception as consumer_error:
-                            logger.error(f"Error processing consumer {consumer_name}: {consumer_error}")
-
-                    # Delete dead consumers (idle > 5 minutes with no pending messages)
-                    if is_dead and consumer_pending == 0:
-                        try:
+                        consumer_name = str(values.get("name", "unknown"))
+                        pending = int(values.get("pending", 0))
+                        idle_ms = int(values.get("idle", 0))
+                        if idle_ms > 300000 and pending == 0:
                             await redis_client.execute_command(
-                                'XGROUP', 'DELCONSUMER', stream_name, group_name, consumer_name
+                                "XGROUP",
+                                "DELCONSUMER",
+                                stream_name,
+                                group_name,
+                                consumer_name,
                             )
                             deleted_consumers += 1
-                            logger.info(f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
-                        except Exception as delete_error:
-                            logger.warning(f"Failed to delete consumer {consumer_name}: {delete_error}")
 
-                if total_consumer_pending == 0 and deleted_consumers == 0:
-                    cleanup_results[stream_name] = {"message": "No pending messages or dead consumers", "cleaned": 0, "deleted_consumers": 0, "deleted_stream": False}
+                total_deleted_consumers += deleted_consumers
+                session_id = stream_name.removeprefix("audio:stream:")
+                status = await SessionStore(redis_client).get_status(session_id)
+                if status not in (SessionStatus.FINALIZING, SessionStatus.FINISHED):
+                    cleanup_results[stream_name] = {
+                        "message": f"session_not_terminal:{status}",
+                        "cleaned": 0,
+                        "deleted_consumers": deleted_consumers,
+                        "deleted_stream": False,
+                        "retained_pending": sum(
+                            group.pending for group in groups.values()
+                        ),
+                    }
                     continue
 
-                total_cleaned += cleaned_count
-                total_deleted_consumers += deleted_consumers
+                decision = await delete_stream_if_durable(
+                    redis_client,
+                    stream_name,
+                    required_groups={AUDIO_PERSISTENCE_GROUP},
+                )
+                if decision.safe_to_delete:
+                    total_deleted_streams += 1
+
                 cleanup_results[stream_name] = {
-                    "message": f"Cleaned {cleaned_count} pending messages, deleted {deleted_consumers} dead consumers",
-                    "cleaned": cleaned_count,
+                    "message": decision.reason,
+                    "cleaned": 0,
                     "deleted_consumers": deleted_consumers,
-                    "deleted_stream": False,
-                    "original_pending": pending_count
+                    "deleted_stream": decision.safe_to_delete,
+                    "retained_pending": sum(
+                        group.pending for group in decision.groups.values()
+                    ),
                 }
-
-            except Exception as e:
+            except Exception as error:
                 cleanup_results[stream_name] = {
-                    "error": str(e),
-                    "cleaned": 0
+                    "error": str(error),
+                    "cleaned": 0,
+                    "deleted_stream": False,
                 }
 
         return {
             "success": True,
-            "total_cleaned": total_cleaned,
+            "total_cleaned": 0,
             "total_deleted_consumers": total_deleted_consumers,
             "total_deleted_streams": total_deleted_streams,
-            "streams": cleanup_results,  # New key for per-stream results
-            "providers": cleanup_results,  # Keep for backward compatibility with frontend
-            "timestamp": time.time()
+            "streams": cleanup_results,
+            "providers": cleanup_results,
+            "timestamp": time.time(),
         }
-
-    except Exception as e:
-        logger.error(f"Error cleaning up stuck workers: {e}", exc_info=True)
+    except Exception as error:
+        logger.error(f"Error cleaning up stuck workers: {error}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to cleanup stuck workers: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to cleanup stuck workers: {str(error)}"},
         )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
index 9b3a2de9..32301977 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/session_controller.py
@@ -9,231 +9,58 @@
 
 import logging
 import time
-from typing import Dict, List, Literal, Optional
 
 from fastapi.responses import JSONResponse
 
-logger = logging.getLogger(__name__)
-
-
-async def mark_session_complete(
-    redis_client,
-    session_id: str,
-    reason: Literal[
-        "websocket_disconnect",
-        "user_stopped",
-        "inactivity_timeout",
-        "max_duration",
-        "all_jobs_complete"
-    ],
-) -> None:
-    """
-    Single source of truth for marking sessions as complete.
-
-    This function ensures that both 'status' and 'completion_reason' are ALWAYS
-    set together atomically, preventing race conditions where workers check status
-    before completion_reason is set.
-
-    Args:
-        redis_client: Redis async client
-        session_id: Session UUID
-        reason: Why the session is completing (enforced by type system)
-
-    Usage:
-        # WebSocket disconnect
-        await mark_session_complete(redis, session_id, "websocket_disconnect")
-
-        # User manually stopped
-        await mark_session_complete(redis, session_id, "user_stopped")
-
-        # Inactivity timeout
-        await mark_session_complete(redis, session_id, "inactivity_timeout")
-
-        # Max duration reached
-        await mark_session_complete(redis, session_id, "max_duration")
-
-        # All jobs finished
-        await mark_session_complete(redis, session_id, "all_jobs_complete")
-    """
-    session_key = f"audio:session:{session_id}"
-    mark_time = time.time()
-    await redis_client.hset(session_key, mapping={
-        "status": "finished",
-        "completed_at": str(mark_time),
-        "completion_reason": reason
-    })
-    logger.info(f"✅ Session {session_id[:12]} marked finished: {reason} [TIME: {mark_time:.3f}]")
-
-
-async def request_conversation_close(
-    redis_client,
-    session_id: str,
-    reason: str = "user_requested",
-) -> bool:
-    """
-    Request closing the current conversation without killing the session.
-
-    Unlike mark_session_complete() which finalizes the entire session,
-    this signals open_conversation_job to close just the current conversation
-    and trigger post-processing. The session stays active for new conversations.
-
-    Sets 'conversation_close_requested' field on the session hash.
-    The open_conversation_job checks this field every poll iteration.
-
-    Args:
-        redis_client: Redis async client
-        session_id: Session UUID
-        reason: Why the conversation is being closed
-
-    Returns:
-        True if the close request was set, False if session not found
-    """
-    session_key = f"audio:session:{session_id}"
-    if not await redis_client.exists(session_key):
-        return False
-    await redis_client.hset(session_key, "conversation_close_requested", reason)
-    logger.info(f"🔒 Conversation close requested for session {session_id[:12]}: {reason}")
-    return True
-
-
-async def get_session_info(redis_client, session_id: str) -> Optional[Dict]:
-    """
-    Get detailed information about a specific session.
-
-    Args:
-        redis_client: Redis async client
-        session_id: Session UUID
-
-    Returns:
-        Dict with session information or None if not found
-    """
-    try:
-        session_key = f"audio:session:{session_id}"
-        session_data = await redis_client.hgetall(session_key)
-
-        if not session_data:
-            return None
-
-        # Get conversation count for this session
-        conversation_count_key = f"session:conversation_count:{session_id}"
-        conversation_count_bytes = await redis_client.get(conversation_count_key)
-        conversation_count = int(conversation_count_bytes.decode()) if conversation_count_bytes else 0
-
-        started_at = float(session_data.get(b"started_at", b"0"))
-        last_chunk_at = float(session_data.get(b"last_chunk_at", b"0"))
-
-        return {
-            "session_id": session_id,
-            "user_id": session_data.get(b"user_id", b"").decode(),
-            "client_id": session_data.get(b"client_id", b"").decode(),
-            "provider": session_data.get(b"provider", b"").decode(),
-            "mode": session_data.get(b"mode", b"").decode(),
-            "status": session_data.get(b"status", b"").decode(),
-            "chunks_published": int(session_data.get(b"chunks_published", b"0")),
-            "started_at": started_at,
-            "last_chunk_at": last_chunk_at,
-            "age_seconds": time.time() - started_at,
-            "idle_seconds": time.time() - last_chunk_at,
-            "conversation_count": conversation_count,
-            # Speech detection events
-            "last_event": session_data.get(b"last_event", b"").decode(),
-            "speech_detected_at": session_data.get(b"speech_detected_at", b"").decode(),
-            "speaker_check_status": session_data.get(b"speaker_check_status", b"").decode(),
-            "identified_speakers": session_data.get(b"identified_speakers", b"").decode()
-        }
-
-    except Exception as e:
-        logger.error(f"Error getting session info for {session_id}: {e}")
-        return None
-
-
-async def get_all_sessions(redis_client, limit: int = 100) -> List[Dict]:
-    """
-    Get information about all active sessions.
-
-    Args:
-        redis_client: Redis async client
-        limit: Maximum number of sessions to return
-
-    Returns:
-        List of session info dictionaries
-    """
-    try:
-        # Get all session keys
-        session_keys = []
-        cursor = b"0"
-        while cursor and len(session_keys) < limit:
-            cursor, keys = await redis_client.scan(
-                cursor, match="audio:session:*", count=limit
-            )
-            session_keys.extend(keys[:limit - len(session_keys)])
-
-        # Get info for each session
-        sessions = []
-        for key in session_keys:
-            session_id = key.decode().replace("audio:session:", "")
-            session_info = await get_session_info(redis_client, session_id)
-            if session_info:
-                sessions.append(session_info)
-
-        return sessions
-
-    except Exception as e:
-        logger.error(f"Error getting all sessions: {e}")
-        return []
-
-
-async def get_session_conversation_count(redis_client, session_id: str) -> int:
-    """
-    Get the conversation count for a specific session.
+from advanced_omi_backend.controllers.queue_controller import (
+    all_jobs_complete_for_client,
+    default_queue,
+    memory_queue,
+    transcription_queue,
+)
+from advanced_omi_backend.services.audio_stream.durability import (
+    AUDIO_PERSISTENCE_GROUP,
+    delete_stream_if_durable,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+    SessionView,
+)
 
-    Args:
-        redis_client: Redis async client
-        session_id: Session UUID
-
-    Returns:
-        Number of conversations created in this session
-    """
-    try:
-        conversation_count_key = f"session:conversation_count:{session_id}"
-        conversation_count_bytes = await redis_client.get(conversation_count_key)
-        return int(conversation_count_bytes.decode()) if conversation_count_bytes else 0
-    except Exception as e:
-        logger.error(f"Error getting conversation count for session {session_id}: {e}")
-        return 0
-
-
-async def increment_session_conversation_count(redis_client, session_id: str) -> int:
-    """
-    Increment and return the conversation count for a session.
+logger = logging.getLogger(__name__)
 
-    Args:
-        redis_client: Redis async client
-        session_id: Session UUID
 
-    Returns:
-        New conversation count
-    """
-    try:
-        conversation_count_key = f"session:conversation_count:{session_id}"
-        count = await redis_client.incr(conversation_count_key)
-        await redis_client.expire(conversation_count_key, 3600)  # 1 hour TTL
-        logger.info(f"📊 Conversation count for session {session_id}: {count}")
-        return count
-    except Exception as e:
-        logger.error(f"Error incrementing conversation count for session {session_id}: {e}")
-        return 0
+def _session_info_dict(view: SessionView, conversation_count: int) -> dict:
+    """Shape a SessionView into the session-info response dict used by the API."""
+    now = time.time()
+    return {
+        "session_id": view.session_id,
+        "user_id": view.user_id,
+        "client_id": view.client_id,
+        "provider": view.provider,
+        "mode": view.mode,
+        "status": view.status.value if view.status else "",
+        "websocket_connected": view.websocket_connected,
+        "completion_reason": view.completion_reason,
+        "chunks_published": view.chunks_published,
+        "started_at": view.started_at,
+        "last_chunk_at": view.last_chunk_at,
+        "age_seconds": now - view.started_at,
+        "idle_seconds": now - view.last_chunk_at,
+        "conversation_count": conversation_count,
+        # Speech detection events
+        "last_event": view.last_event,
+        "speech_detected_at": view.speech_detected_at,
+        "speaker_check_status": (
+            view.speaker_check_status.value if view.speaker_check_status else ""
+        ),
+        "identified_speakers": ",".join(view.identified_speakers),
+    }
 
 
 async def get_streaming_status(request):
     """Get status of active streaming sessions and Redis Streams health."""
-    from advanced_omi_backend.controllers.queue_controller import (
-        all_jobs_complete_for_client,
-        default_queue,
-        memory_queue,
-        transcription_queue,
-    )
-
     try:
         # Get Redis client from request.app.state (initialized during startup)
         redis_client = request.app.state.redis_audio_stream
@@ -241,89 +68,80 @@ async def get_streaming_status(request):
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
         # Get all sessions (both active and completed)
-        session_keys = await redis_client.keys("audio:session:*")
+        store = SessionStore(redis_client)
         active_sessions = []
         completed_sessions_from_redis = []
 
-        for key in session_keys:
-            session_id = key.decode().split(":")[-1]
-
-            # Use session_controller to get complete session info including conversation_count
-            session_obj = await get_session_info(redis_client, session_id)
-            if not session_obj:
-                continue
-
-            status = session_obj.get("status", "")
+        async for view in store.iter_views():
+            conversation_count = await store.get_conversation_count(view.session_id)
+            session_obj = _session_info_dict(view, conversation_count)
 
             # Separate active and completed sessions
             # Check if all jobs are complete (including failed jobs)
-            # Note: session_id == client_id in streaming context, but using client_id explicitly
-            all_jobs_done = all_jobs_complete_for_client(session_obj.get("client_id"))
-
-            # Session is finished if:
-            # 1. Redis status says finished AND all jobs done, OR
-            # 2. All jobs are done (even if status isn't finished yet)
-            # This ensures sessions with failed jobs move to finished
-            if status == "finished" or all_jobs_done:
-                if all_jobs_done:
-                    # All jobs finished - this is truly a finished session
-                    # Update Redis status if it wasn't already marked finished
-                    if status != "finished":
-                        await mark_session_complete(redis_client, session_id, "all_jobs_complete")
-
-                    # Get additional session data for completed sessions
-                    session_key = f"audio:session:{session_id}"
-                    session_data = await redis_client.hgetall(session_key)
-
-                    completed_sessions_from_redis.append({
-                        "session_id": session_id,
-                        "client_id": session_obj.get("client_id", ""),
-                        "conversation_id": session_data.get(b"conversation_id", b"").decode() if session_data and b"conversation_id" in session_data else None,
-                        "has_conversation": bool(session_data and session_data.get(b"conversation_id", b"")),
-                        "action": session_data.get(b"action", b"finished").decode() if session_data and b"action" in session_data else "finished",
-                        "reason": session_data.get(b"reason", b"").decode() if session_data and b"reason" in session_data else "",
-                        "completed_at": session_obj.get("last_chunk_at", 0),
-                        "audio_file": session_data.get(b"audio_file", b"").decode() if session_data and b"audio_file" in session_data else "",
-                        "conversation_count": session_obj.get("conversation_count", 0)
-                    })
-                else:
-                    # Status says complete but jobs still processing - keep in active
-                    active_sessions.append(session_obj)
+            all_jobs_done = all_jobs_complete_for_client(view.client_id)
+
+            # Session is completed ONLY when:
+            # 1. Status was already set to "finished" by an authoritative source
+            #    (WebSocket disconnect handler or job handler), AND
+            # 2. All RQ jobs are in terminal state
+            #
+            # IMPORTANT: Do NOT mark sessions as finished here. Between conversations
+            # (after open_conversation_job finishes, before speech detection restarts),
+            # all jobs are briefly terminal. Writing "finished" during this gap kills
+            # the session permanently.
+            if view.status == SessionStatus.FINISHED and all_jobs_done:
+                completed_sessions_from_redis.append(
+                    {
+                        "session_id": view.session_id,
+                        "client_id": view.client_id,
+                        "completed_at": view.completed_at or view.last_chunk_at,
+                        "conversation_count": conversation_count,
+                    }
+                )
             else:
-                # This is an active session
+                # Active session (including inter-conversation gaps where all jobs
+                # are temporarily terminal but status is still "active")
                 active_sessions.append(session_obj)
 
-        # Get stream health for all streams (per-client streams)
+        # Get stream health for all session-scoped streams.
         # Categorize as active or completed based on consumer activity
         active_streams = {}
         completed_streams = {}
 
-        # Create a map of client_id to session for quick lookup
-        client_to_session = {}
+        # Create a map of session_id to session for quick lookup.
+        session_by_id = {}
         for session in active_sessions + completed_sessions_from_redis:
-            client_id = session.get("client_id")
-            if client_id:
-                client_to_session[client_id] = session
+            session_id = session.get("session_id")
+            if session_id:
+                session_by_id[session_id] = session
 
         # Discover all audio streams
         stream_keys = await redis_client.keys("audio:stream:*")
         current_time = time.time()
 
         for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
             try:
                 # Check if stream exists
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
+                stream_info = await redis_client.execute_command(
+                    "XINFO", "STREAM", stream_name
+                )
 
                 # Parse stream info (returns flat list of key-value pairs)
                 info_dict = {}
                 for i in range(0, len(stream_info), 2):
-                    key = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    value = stream_info[i+1]
+                    key = (
+                        stream_info[i].decode()
+                        if isinstance(stream_info[i], bytes)
+                        else str(stream_info[i])
+                    )
+                    value = stream_info[i + 1]
 
                     # Skip complex binary structures like first-entry and last-entry
                     # which contain message data that can't be JSON serialized
@@ -351,25 +169,28 @@ async def get_streaming_status(request):
                 if last_entry_id:
                     try:
                         # Redis Stream IDs format: "milliseconds-sequence"
-                        last_timestamp_ms = int(last_entry_id.split('-')[0])
+                        last_timestamp_ms = int(last_entry_id.split("-")[0])
                         last_timestamp_s = last_timestamp_ms / 1000
                         stream_age_seconds = current_time - last_timestamp_s
                     except (ValueError, IndexError, AttributeError):
                         stream_age_seconds = 0
 
-                # Extract client_id from stream name (audio:stream:{client_id})
-                client_id = stream_name.split(":")[-1] if ":" in stream_name else ""
+                # Stream suffix is the immutable recording session id.
+                session_id = stream_name.removeprefix("audio:stream:")
+                session_data = session_by_id.get(session_id, {})
+                client_id = session_data.get("client_id", "")
 
                 # Get session age from associated session (more meaningful than stream age)
                 session_age_seconds = 0
                 session_idle_seconds = 0
-                if client_id and client_id in client_to_session:
-                    session_data = client_to_session[client_id]
+                if session_data:
                     session_age_seconds = session_data.get("age_seconds", 0)
                     session_idle_seconds = session_data.get("idle_seconds", 0)
 
                 # Get consumer groups
-                groups = await redis_client.execute_command('XINFO', 'GROUPS', stream_name)
+                groups = await redis_client.execute_command(
+                    "XINFO", "GROUPS", stream_name
+                )
 
                 stream_data = {
                     "stream_length": info_dict.get("length", 0),
@@ -377,20 +198,25 @@ async def get_streaming_status(request):
                     "last_entry_id": last_entry_id,
                     "session_age_seconds": session_age_seconds,  # Age since session started
                     "session_idle_seconds": session_idle_seconds,  # Time since last audio chunk
+                    "session_id": session_id,
                     "client_id": client_id,  # Include client_id for reference
-                    "consumer_groups": []
+                    "consumer_groups": [],
                 }
 
                 # Track if stream has any active consumers
                 has_active_consumer = False
-                min_consumer_idle_ms = float('inf')
+                min_consumer_idle_ms = float("inf")
 
                 # Parse consumer groups
                 for group in groups:
                     group_dict = {}
                     for i in range(0, len(group), 2):
-                        key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                        value = group[i+1]
+                        key = (
+                            group[i].decode()
+                            if isinstance(group[i], bytes)
+                            else str(group[i])
+                        )
+                        value = group[i + 1]
                         if isinstance(value, bytes):
                             try:
                                 value = value.decode()
@@ -403,15 +229,21 @@ async def get_streaming_status(request):
                         group_name = group_name.decode()
 
                     # Get consumers for this group
-                    consumers = await redis_client.execute_command('XINFO', 'CONSUMERS', stream_name, group_name)
+                    consumers = await redis_client.execute_command(
+                        "XINFO", "CONSUMERS", stream_name, group_name
+                    )
                     consumer_list = []
                     consumer_pending_total = 0
 
                     for consumer in consumers:
                         consumer_dict = {}
                         for i in range(0, len(consumer), 2):
-                            key = consumer[i].decode() if isinstance(consumer[i], bytes) else str(consumer[i])
-                            value = consumer[i+1]
+                            key = (
+                                consumer[i].decode()
+                                if isinstance(consumer[i], bytes)
+                                else str(consumer[i])
+                            )
+                            value = consumer[i + 1]
                             if isinstance(value, bytes):
                                 try:
                                     value = value.decode()
@@ -428,17 +260,21 @@ async def get_streaming_status(request):
                         consumer_pending_total += consumer_pending
 
                         # Track minimum idle time
-                        min_consumer_idle_ms = min(min_consumer_idle_ms, consumer_idle_ms)
+                        min_consumer_idle_ms = min(
+                            min_consumer_idle_ms, consumer_idle_ms
+                        )
 
                         # Consumer is active if idle < 5 minutes (300000ms)
                         if consumer_idle_ms < 300000:
                             has_active_consumer = True
 
-                        consumer_list.append({
-                            "name": consumer_name,
-                            "pending": consumer_pending,
-                            "idle_ms": consumer_idle_ms
-                        })
+                        consumer_list.append(
+                            {
+                                "name": consumer_name,
+                                "pending": consumer_pending,
+                                "idle_ms": consumer_idle_ms,
+                            }
+                        )
 
                     # Get group-level pending count (may be 0 even if consumers have pending)
                     try:
@@ -451,20 +287,24 @@ async def get_streaming_status(request):
                     # (Sometimes group pending is 0 but consumers still have pending messages)
                     effective_pending = max(group_pending_count, consumer_pending_total)
 
-                    stream_data["consumer_groups"].append({
-                        "name": str(group_name),
-                        "consumers": consumer_list,
-                        "pending": int(effective_pending)
-                    })
+                    stream_data["consumer_groups"].append(
+                        {
+                            "name": str(group_name),
+                            "consumers": consumer_list,
+                            "pending": int(effective_pending),
+                        }
+                    )
 
                 # Determine if stream is active or completed
                 # Active: has active consumers OR pending messages OR recent activity (< 5 min)
                 # Completed: no active consumers and idle > 5 minutes but < 1 hour
-                total_pending = sum(group["pending"] for group in stream_data["consumer_groups"])
+                total_pending = sum(
+                    group["pending"] for group in stream_data["consumer_groups"]
+                )
                 is_active = (
-                    has_active_consumer or
-                    total_pending > 0 or
-                    stream_age_seconds < 300  # Less than 5 minutes old
+                    has_active_consumer
+                    or total_pending > 0
+                    or stream_age_seconds < 300  # Less than 5 minutes old
                 )
 
                 if is_active:
@@ -487,7 +327,7 @@ async def get_streaming_status(request):
                 "finished": len(transcription_queue.finished_job_registry),
                 "failed": len(transcription_queue.failed_job_registry),
                 "canceled": len(transcription_queue.canceled_job_registry),
-                "deferred": len(transcription_queue.deferred_job_registry)
+                "deferred": len(transcription_queue.deferred_job_registry),
             },
             "memory_queue": {
                 "queued": memory_queue.count,
@@ -495,7 +335,7 @@ async def get_streaming_status(request):
                 "finished": len(memory_queue.finished_job_registry),
                 "failed": len(memory_queue.failed_job_registry),
                 "canceled": len(memory_queue.canceled_job_registry),
-                "deferred": len(memory_queue.deferred_job_registry)
+                "deferred": len(memory_queue.deferred_job_registry),
             },
             "default_queue": {
                 "queued": default_queue.count,
@@ -503,8 +343,8 @@ async def get_streaming_status(request):
                 "finished": len(default_queue.finished_job_registry),
                 "failed": len(default_queue.failed_job_registry),
                 "canceled": len(default_queue.canceled_job_registry),
-                "deferred": len(default_queue.deferred_job_registry)
-            }
+                "deferred": len(default_queue.deferred_job_registry),
+            },
         }
 
         return {
@@ -514,154 +354,106 @@ async def get_streaming_status(request):
             "completed_streams": completed_streams,
             "stream_health": active_streams,  # Backward compatibility - use active_streams
             "rq_queues": rq_stats,
-            "timestamp": time.time()
+            "timestamp": time.time(),
         }
 
     except Exception as e:
         logger.error(f"Error getting streaming status: {e}", exc_info=True)
         return JSONResponse(
             status_code=500,
-            content={"error": f"Failed to get streaming status: {str(e)}"}
+            content={"error": f"Failed to get streaming status: {str(e)}"},
         )
 
 
 async def cleanup_old_sessions(request, max_age_seconds: int = 3600):
-    """Clean up old session tracking metadata and old audio streams from Redis."""
-    import time
-
-    from fastapi.responses import JSONResponse
-
+    """Clean terminal metadata only after the raw audio log is durably drained."""
     try:
-        # Get Redis client from request.app.state (initialized during startup)
         redis_client = request.app.state.redis_audio_stream
-
         if not redis_client:
             return JSONResponse(
                 status_code=503,
-                content={"error": "Redis client for audio streaming not initialized"}
+                content={"error": "Redis client for audio streaming not initialized"},
             )
 
-        # Get all session keys
-        session_keys = await redis_client.keys("audio:session:*")
-        cleaned_sessions = 0
-        old_sessions = []
-
+        store = SessionStore(redis_client)
+        views = [view async for view in store.iter_views()]
+        by_stream = {view.stream_name: view for view in views if view.stream_name}
         current_time = time.time()
+        cleaned_streams = 0
+        stream_details = []
 
-        for key in session_keys:
-            session_data = await redis_client.hgetall(key)
-            if not session_data:
+        for stream_key in await redis_client.keys("audio:stream:*"):
+            stream_name = (
+                stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+            )
+            view = by_stream.get(stream_name)
+
+            # A momentarily-drained group on an ACTIVE or unknown session is not a
+            # terminal state; the producer may append again immediately.
+            if view is None or view.status not in (
+                SessionStatus.FINALIZING,
+                SessionStatus.FINISHED,
+            ):
+                await redis_client.persist(stream_name)
+                stream_details.append(
+                    {
+                        "stream_name": stream_name,
+                        "deleted": False,
+                        "reason": "session_not_terminal",
+                    }
+                )
                 continue
 
-            session_id = key.decode().split(":")[-1]
-            started_at = float(session_data.get(b"started_at", b"0"))
-            status = session_data.get(b"status", b"").decode()
-
-            age_seconds = current_time - started_at
+            await redis_client.persist(stream_name)
+            decision = await delete_stream_if_durable(
+                redis_client,
+                stream_name,
+                required_groups={AUDIO_PERSISTENCE_GROUP},
+            )
+            cleaned_streams += int(decision.safe_to_delete)
+            stream_details.append(
+                {
+                    "stream_name": stream_name,
+                    "deleted": decision.safe_to_delete,
+                    "reason": decision.reason,
+                }
+            )
 
-            # Clean up sessions older than max_age or stuck in "finalizing"
+        cleaned_sessions = 0
+        session_details = []
+        for view in views:
+            age_seconds = current_time - view.started_at
+            stream_name = view.stream_name
+            stream_exists = bool(stream_name and await redis_client.exists(stream_name))
             should_clean = (
-                age_seconds > max_age_seconds or
-                (status == "finalizing" and age_seconds > 300)  # Finalizing for more than 5 minutes
+                view.status is SessionStatus.FINISHED
+                and age_seconds > max_age_seconds
+                and not stream_exists
             )
+            if not should_clean:
+                continue
 
-            if should_clean:
-                old_sessions.append({
-                    "session_id": session_id,
+            await store.delete(view.session_id)
+            cleaned_sessions += 1
+            session_details.append(
+                {
+                    "session_id": view.session_id,
                     "age_seconds": age_seconds,
-                    "status": status
-                })
-                await redis_client.delete(key)
-                cleaned_sessions += 1
-
-        # Also clean up old audio streams (per-client streams that are inactive)
-        stream_keys = await redis_client.keys("audio:stream:*")
-        cleaned_streams = 0
-        old_streams = []
-
-        for stream_key in stream_keys:
-            stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
-
-            try:
-                # Check stream info to get last activity
-                stream_info = await redis_client.execute_command('XINFO', 'STREAM', stream_name)
-
-                # Parse stream info
-                info_dict = {}
-                for i in range(0, len(stream_info), 2):
-                    key_name = stream_info[i].decode() if isinstance(stream_info[i], bytes) else str(stream_info[i])
-                    info_dict[key_name] = stream_info[i+1]
-
-                stream_length = int(info_dict.get("length", 0))
-                last_entry = info_dict.get("last-entry")
-
-                # Check stream age via last entry ID (Redis Stream IDs are timestamps)
-                should_delete = False
-                age_seconds = 0
-
-                if stream_length == 0:
-                    # Empty stream - safe to delete
-                    should_delete = True
-                    reason = "empty"
-                elif last_entry and isinstance(last_entry, list) and len(last_entry) > 0:
-                    # Extract timestamp from last entry ID
-                    last_id = last_entry[0]
-                    if isinstance(last_id, bytes):
-                        last_id = last_id.decode()
-
-                    # Redis Stream IDs format: "milliseconds-sequence"
-                    try:
-                        last_timestamp_ms = int(last_id.split('-')[0])
-                        last_timestamp_s = last_timestamp_ms / 1000
-                        age_seconds = current_time - last_timestamp_s
-
-                        # Delete streams older than max_age regardless of size
-                        if age_seconds > max_age_seconds:
-                            should_delete = True
-                            reason = "old"
-                    except (ValueError, IndexError):
-                        # If we can't parse timestamp, check if first entry is old
-                        first_entry = info_dict.get("first-entry")
-                        if first_entry and isinstance(first_entry, list) and len(first_entry) > 0:
-                            try:
-                                first_id = first_entry[0]
-                                if isinstance(first_id, bytes):
-                                    first_id = first_id.decode()
-                                first_timestamp_ms = int(first_id.split('-')[0])
-                                first_timestamp_s = first_timestamp_ms / 1000
-                                age_seconds = current_time - first_timestamp_s
-
-                                if age_seconds > max_age_seconds:
-                                    should_delete = True
-                                    reason = "old_unparseable"
-                            except (ValueError, IndexError):
-                                pass
-
-                if should_delete:
-                    await redis_client.delete(stream_name)
-                    cleaned_streams += 1
-                    old_streams.append({
-                        "stream_name": stream_name,
-                        "reason": reason,
-                        "age_seconds": age_seconds,
-                        "length": stream_length
-                    })
-
-            except Exception as e:
-                logger.debug(f"Error checking stream {stream_name}: {e}")
-                continue
+                    "status": view.status.value,
+                }
+            )
 
         return {
             "success": True,
             "cleaned_sessions": cleaned_sessions,
             "cleaned_streams": cleaned_streams,
-            "cleaned_session_details": old_sessions,
-            "cleaned_stream_details": old_streams,
-            "timestamp": time.time()
+            "cleaned_session_details": session_details,
+            "cleaned_stream_details": stream_details,
+            "timestamp": time.time(),
         }
-
-    except Exception as e:
-        logger.error(f"Error cleaning up old sessions: {e}", exc_info=True)
+    except Exception as error:
+        logger.error(f"Error cleaning up old sessions: {error}", exc_info=True)
         return JSONResponse(
-            status_code=500, content={"error": f"Failed to cleanup old sessions: {str(e)}"}
+            status_code=500,
+            content={"error": f"Failed to cleanup old sessions: {str(error)}"},
         )
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
index 263b806f..b8589e0c 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/system_controller.py
@@ -4,46 +4,181 @@
 
 import asyncio
 import inspect
+import json
 import logging
 import os
 import re
-import signal
 import shutil
+import signal
 import time
 import warnings
 from datetime import UTC, datetime
+from io import StringIO
 from pathlib import Path
 from typing import Optional
+from urllib.parse import urlparse
 
-from io import StringIO
-
-from ruamel.yaml import YAML
+import httpx
+from dotenv import set_key as dotenv_set_key
 from fastapi import HTTPException
+from ruamel.yaml import YAML
 
+from advanced_omi_backend.client_manager import get_client_manager
+from advanced_omi_backend.config import CleanupSettings, get_cleanup_settings
 from advanced_omi_backend.config import (
     get_diarization_settings as load_diarization_settings,
 )
 from advanced_omi_backend.config import get_misc_settings as load_misc_settings
 from advanced_omi_backend.config import (
+    save_cleanup_settings,
     save_diarization_settings,
     save_misc_settings,
 )
-from advanced_omi_backend.config_loader import get_plugins_yml_path
-from advanced_omi_backend.config_loader import save_config_section
-from advanced_omi_backend.model_registry import _find_config_path, get_models_registry, load_models_config
+from advanced_omi_backend.config_loader import (
+    get_backend_config,
+    get_plugins_yml_path,
+    get_raw_models,
+    load_config,
+    save_config_section,
+    save_models_list,
+)
+from advanced_omi_backend.controllers import client_controller
+from advanced_omi_backend.model_registry import (
+    ModelDef,
+    _find_config_path,
+    get_models_registry,
+    load_models_config,
+)
 from advanced_omi_backend.models.user import User
+from advanced_omi_backend.observability.otel_setup import is_langfuse_enabled
+from advanced_omi_backend.openai_factory import create_openai_client
+from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.services.plugin_service import (
+    _get_plugins_dir,
+    discover_plugins,
+    expand_env_vars,
+    get_plugin_metadata,
+    load_plugin_env,
+    reload_plugins,
+    save_plugin_env,
+    signal_worker_restart,
+)
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
 
+
+async def get_network_discovery(app, current_user=None):
+    """Return Tailscale status and discovered minidisc services.
+
+    The *app* parameter is the FastAPI application instance (kept for API
+    compatibility but no longer used — the node agent handles advertising).
+    """
+
+    result = {
+        "tailscale_available": False,
+        "advertising": [],
+        "discovered_services": [],
+    }
+
+    try:
+        # Lazy import: optional external module (edge/discovery, resolved via a
+        # sys.path arrangement) that may be absent; guarded by the ImportError below.
+        from discovery import is_tailscale_available, list_all_services
+    except ImportError:
+        result["error"] = "discovery module not available"
+        return result
+
+    result["tailscale_available"] = is_tailscale_available()
+
+    # Read advertised services written by the node agent (edge/service_manager.py).
+    # The file is at config/advertised-services.json (volume-mounted from repo root).
+    _advertised_path = Path("/app/config/advertised-services.json")
+    if _advertised_path.exists():
+        try:
+            result["advertising"] = json.loads(_advertised_path.read_text())
+        except (json.JSONDecodeError, OSError) as exc:
+            logger.warning("Could not read advertised-services.json: %s", exc)
+
+    if not result["tailscale_available"]:
+        return result
+
+    # Discover all chronicle-* services on the Tailnet via list_all_services()
+    loop = asyncio.get_running_loop()
+    all_services = await loop.run_in_executor(None, list_all_services)
+
+    async def _health_check(svc: dict):
+        name = svc["name"]
+        address = svc.get("address", "")
+        port = svc.get("port", 0)
+        labels = svc.get("labels", {})
+        host = labels.get("host", address)
+
+        url = f"http://{address}:{port}" if address and port else None
+        reachable = False
+        if url:
+            try:
+                async with httpx.AsyncClient(timeout=3.0) as client:
+                    resp = await client.get(f"{url}/health")
+                    reachable = resp.status_code < 500
+            except Exception:
+                pass
+        return {
+            "name": name,
+            "url": url,
+            "reachable": reachable,
+            "labels": labels,
+            "host": host,
+        }
+
+    if all_services:
+        discovered = await asyncio.gather(*[_health_check(svc) for svc in all_services])
+        result["discovered_services"] = list(discovered)
+    else:
+        result["discovered_services"] = []
+
+    # Connected WebSocket clients (phones, relays, etc.)
+    # Devices are the user's *remembered* devices (the registry) joined with live
+    # connection state — so a known device shows whether it's online now or when it was
+    # last seen, with its editable friendly name. "connected" is derived from real
+    # activity (the live ClientState's last_activity), never a persisted flag.
+    mgr = get_client_manager()
+    if current_user is not None:
+        devices = (await client_controller.list_devices(current_user, mgr))["devices"]
+    else:
+        devices = []
+    result["connected_devices"] = devices
+
+    return result
+
+
 _yaml = YAML()
 _yaml.preserve_quotes = True
 
 
+def _is_self_hosted_model(model) -> bool:
+    """Whether a model entry points at a self-hosted service (no API key needed).
+
+    Cloud providers (Deepgram, OpenAI, smallest.ai, ...) live on public domains;
+    self-hosted services are reached via localhost, docker hostnames, private/
+    tailnet IPs, or tailnet DNS names.
+    """
+    host = urlparse(str(getattr(model, "model_url", "") or "")).hostname or ""
+    if not host:
+        return False
+    if host in ("localhost", "host.docker.internal"):
+        return True
+    if re.match(r"^(127\.|10\.|172\.|192\.168\.|100\.)", host):
+        return True
+    # Tailnet DNS names, or bare docker-compose service names (no dots)
+    return host.endswith(".ts.net") or "." not in host
+
+
 async def get_config_diagnostics():
     """
     Get comprehensive configuration diagnostics.
-    
+
     Returns warnings, errors, and status for all configuration components.
     """
     diagnostics = {
@@ -52,18 +187,16 @@ async def get_config_diagnostics():
         "issues": [],
         "warnings": [],
         "info": [],
-        "components": {}
+        "components": {},
     }
-    
+
     # Test OmegaConf configuration loading
     try:
-        from advanced_omi_backend.config_loader import load_config
-
         # Capture warnings during config load
         with warnings.catch_warnings(record=True) as w:
             warnings.simplefilter("always")
             config = load_config(force_reload=True)
-            
+
             # Check for OmegaConf warnings
             for warning in w:
                 warning_msg = str(warning.message)
@@ -71,148 +204,193 @@ async def get_config_diagnostics():
                     # Extract the variable name from warning
                     if "variable '" in warning_msg.lower():
                         var_name = warning_msg.split("'")[1]
-                        diagnostics["warnings"].append({
-                            "component": "OmegaConf",
-                            "severity": "warning",
-                            "message": f"Environment variable '{var_name}' not set (using empty default)",
-                            "resolution": f"Set {var_name} in .env file if needed"
-                        })
-        
+                        diagnostics["warnings"].append(
+                            {
+                                "component": "OmegaConf",
+                                "severity": "warning",
+                                "message": f"Environment variable '{var_name}' not set (using empty default)",
+                                "resolution": f"Set {var_name} in .env file if needed",
+                            }
+                        )
+
         diagnostics["components"]["omegaconf"] = {
             "status": "healthy",
-            "message": "Configuration loaded successfully"
+            "message": "Configuration loaded successfully",
         }
     except Exception as e:
         diagnostics["overall_status"] = "unhealthy"
-        diagnostics["issues"].append({
-            "component": "OmegaConf",
-            "severity": "error",
-            "message": f"Failed to load configuration: {str(e)}",
-            "resolution": "Check config/defaults.yml and config/config.yml syntax"
-        })
+        diagnostics["issues"].append(
+            {
+                "component": "OmegaConf",
+                "severity": "error",
+                "message": f"Failed to load configuration: {str(e)}",
+                "resolution": "Check config/defaults.yml and config/config.yml syntax",
+            }
+        )
         diagnostics["components"]["omegaconf"] = {
             "status": "unhealthy",
-            "message": str(e)
+            "message": str(e),
         }
-    
+
     # Test model registry
     try:
-        from advanced_omi_backend.model_registry import get_models_registry
-        
         with warnings.catch_warnings(record=True) as w:
             warnings.simplefilter("always")
             registry = get_models_registry()
-            
+
             # Capture model loading warnings
             for warning in w:
                 warning_msg = str(warning.message)
-                diagnostics["warnings"].append({
-                    "component": "Model Registry",
-                    "severity": "warning",
-                    "message": warning_msg,
-                    "resolution": "Check model definitions in config/defaults.yml"
-                })
-        
+                diagnostics["warnings"].append(
+                    {
+                        "component": "Model Registry",
+                        "severity": "warning",
+                        "message": warning_msg,
+                        "resolution": "Check model definitions in config/defaults.yml",
+                    }
+                )
+
         if registry:
             diagnostics["components"]["model_registry"] = {
                 "status": "healthy",
                 "message": f"Loaded {len(registry.models)} models",
                 "details": {
                     "total_models": len(registry.models),
-                    "defaults": dict(registry.defaults) if registry.defaults else {}
-                }
+                    "defaults": dict(registry.defaults) if registry.defaults else {},
+                },
             }
-            
+
             # Check critical models
             stt = registry.get_default("stt")
             stt_stream = registry.get_default("stt_stream")
             llm = registry.get_default("llm")
-            
+
             # STT check
             if stt:
                 if stt.api_key:
-                    diagnostics["info"].append({
-                        "component": "STT (Batch)",
-                        "message": f"Configured: {stt.name} ({stt.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Batch)",
+                            "message": f"Configured: {stt.name} ({stt.model_provider}) - API key present",
+                        }
+                    )
+                elif _is_self_hosted_model(stt):
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Batch)",
+                            "message": f"Configured: {stt.name} ({stt.model_provider}) - local service, no API key required",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
-                        "component": "STT (Batch)",
-                        "severity": "warning",
-                        "message": f"{stt.name} ({stt.model_provider}) - No API key configured",
-                        "resolution": "Transcription can fail without API key"
-                    })
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "STT (Batch)",
+                            "severity": "warning",
+                            "message": f"{stt.name} ({stt.model_provider}) - No API key configured",
+                            "resolution": "Transcription can fail without API key",
+                        }
+                    )
             else:
-                diagnostics["issues"].append({
-                    "component": "STT (Batch)",
-                    "severity": "error",
-                    "message": "No batch STT model configured",
-                    "resolution": "Set defaults.stt in config.yml"
-                })
+                diagnostics["issues"].append(
+                    {
+                        "component": "STT (Batch)",
+                        "severity": "error",
+                        "message": "No batch STT model configured",
+                        "resolution": "Set defaults.stt in config.yml",
+                    }
+                )
                 diagnostics["overall_status"] = "partial"
-            
+
             # Streaming STT check
             if stt_stream:
                 if stt_stream.api_key:
-                    diagnostics["info"].append({
-                        "component": "STT (Streaming)",
-                        "message": f"Configured: {stt_stream.name} ({stt_stream.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Streaming)",
+                            "message": f"Configured: {stt_stream.name} ({stt_stream.model_provider}) - API key present",
+                        }
+                    )
+                elif _is_self_hosted_model(stt_stream):
+                    diagnostics["info"].append(
+                        {
+                            "component": "STT (Streaming)",
+                            "message": f"Configured: {stt_stream.name} ({stt_stream.model_provider}) - local service, no API key required",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "STT (Streaming)",
+                            "severity": "warning",
+                            "message": f"{stt_stream.name} ({stt_stream.model_provider}) - No API key configured",
+                            "resolution": "Real-time transcription can fail without API key",
+                        }
+                    )
+            else:
+                diagnostics["warnings"].append(
+                    {
                         "component": "STT (Streaming)",
                         "severity": "warning",
-                        "message": f"{stt_stream.name} ({stt_stream.model_provider}) - No API key configured",
-                        "resolution": "Real-time transcription can fail without API key"
-                    })
-            else:
-                diagnostics["warnings"].append({
-                    "component": "STT (Streaming)",
-                    "severity": "warning",
-                    "message": "No streaming STT model configured - streaming worker disabled",
-                    "resolution": "Set defaults.stt_stream in config.yml for WebSocket transcription"
-                })
-            
+                        "message": "No streaming STT model configured - streaming worker disabled",
+                        "resolution": "Set defaults.stt_stream in config.yml for WebSocket transcription",
+                    }
+                )
+
             # LLM check
             if llm:
                 if llm.api_key:
-                    diagnostics["info"].append({
-                        "component": "LLM",
-                        "message": f"Configured: {llm.name} ({llm.model_provider}) - API key present"
-                    })
+                    diagnostics["info"].append(
+                        {
+                            "component": "LLM",
+                            "message": f"Configured: {llm.name} ({llm.model_provider}) - API key present",
+                        }
+                    )
+                elif _is_self_hosted_model(llm):
+                    diagnostics["info"].append(
+                        {
+                            "component": "LLM",
+                            "message": f"Configured: {llm.name} ({llm.model_provider}) - local service, no API key required",
+                        }
+                    )
                 else:
-                    diagnostics["warnings"].append({
-                        "component": "LLM",
-                        "severity": "warning",
-                        "message": f"{llm.name} ({llm.model_provider}) - No API key configured",
-                        "resolution": "Memory extraction can fail without API key"
-                    })
-            
+                    diagnostics["warnings"].append(
+                        {
+                            "component": "LLM",
+                            "severity": "warning",
+                            "message": f"{llm.name} ({llm.model_provider}) - No API key configured",
+                            "resolution": "Memory extraction can fail without API key",
+                        }
+                    )
+
         else:
             diagnostics["overall_status"] = "unhealthy"
-            diagnostics["issues"].append({
-                "component": "Model Registry",
-                "severity": "error",
-                "message": "Failed to load model registry",
-                "resolution": "Check config/defaults.yml for syntax errors"
-            })
+            diagnostics["issues"].append(
+                {
+                    "component": "Model Registry",
+                    "severity": "error",
+                    "message": "Failed to load model registry",
+                    "resolution": "Check config/defaults.yml for syntax errors",
+                }
+            )
             diagnostics["components"]["model_registry"] = {
                 "status": "unhealthy",
-                "message": "Registry failed to load"
+                "message": "Registry failed to load",
             }
     except Exception as e:
         diagnostics["overall_status"] = "partial"
-        diagnostics["issues"].append({
-            "component": "Model Registry",
-            "severity": "error",
-            "message": f"Error loading registry: {str(e)}",
-            "resolution": "Check logs for detailed error information"
-        })
+        diagnostics["issues"].append(
+            {
+                "component": "Model Registry",
+                "severity": "error",
+                "message": f"Error loading registry: {str(e)}",
+                "resolution": "Check logs for detailed error information",
+            }
+        )
         diagnostics["components"]["model_registry"] = {
             "status": "unhealthy",
-            "message": str(e)
+            "message": str(e),
         }
-    
+
     # Check environment variables (only warn about keys relevant to configured providers)
     env_checks = [
         ("AUTH_SECRET_KEY", "Required for authentication"),
@@ -224,7 +402,9 @@ async def get_config_diagnostics():
         # Add LLM API key check based on active provider
         llm_model = registry.get_default("llm")
         if llm_model and llm_model.model_provider == "openai":
-            env_checks.append(("OPENAI_API_KEY", "Required for OpenAI LLM and embeddings"))
+            env_checks.append(
+                ("OPENAI_API_KEY", "Required for OpenAI LLM and embeddings")
+            )
         elif llm_model and llm_model.model_provider == "groq":
             env_checks.append(("GROQ_API_KEY", "Required for Groq LLM"))
 
@@ -233,20 +413,26 @@ async def get_config_diagnostics():
         if stt_model:
             provider = stt_model.model_provider
             if provider == "deepgram":
-                env_checks.append(("DEEPGRAM_API_KEY", "Required for Deepgram transcription"))
+                env_checks.append(
+                    ("DEEPGRAM_API_KEY", "Required for Deepgram transcription")
+                )
             elif provider == "smallest":
-                env_checks.append(("SMALLEST_API_KEY", "Required for Smallest.ai Pulse transcription"))
-    
+                env_checks.append(
+                    ("SMALLEST_API_KEY", "Required for Smallest.ai Pulse transcription")
+                )
+
     for env_var, description in env_checks:
         value = os.getenv(env_var)
         if not value or value == "":
-            diagnostics["warnings"].append({
-                "component": "Environment Variables",
-                "severity": "warning",
-                "message": f"{env_var} not set - {description}",
-                "resolution": f"Set {env_var} in .env file"
-            })
-    
+            diagnostics["warnings"].append(
+                {
+                    "component": "Environment Variables",
+                    "severity": "warning",
+                    "message": f"{env_var} not set - {description}",
+                    "resolution": f"Set {env_var} in .env file",
+                }
+            )
+
     return diagnostics
 
 
@@ -283,6 +469,31 @@ async def get_auth_config():
     }
 
 
+async def get_observability_config():
+    """Get observability configuration for frontend (Langfuse deep-links).
+
+    Returns non-secret data only (enabled status and browser URL).
+    """
+    enabled = is_langfuse_enabled()
+    session_base_url = None
+
+    if enabled:
+        cfg = load_config()
+        public_url = (
+            cfg.get("observability", {}).get("langfuse", {}).get("public_url", "")
+        )
+        if public_url:
+            # Strip trailing slash and build session URL
+            session_base_url = f"{public_url.rstrip('/')}/project/chronicle/sessions"
+
+    return {
+        "langfuse": {
+            "enabled": enabled,
+            "session_base_url": session_base_url,
+        }
+    }
+
+
 # Audio file processing functions moved to audio_controller.py
 
 
@@ -294,10 +505,7 @@ async def get_diarization_settings():
     try:
         # Get settings using OmegaConf
         settings = load_diarization_settings()
-        return {
-            "settings": settings,
-            "status": "success"
-        }
+        return {"settings": settings, "status": "success"}
     except Exception as e:
         logger.exception("Error getting diarization settings")
         raise e
@@ -308,8 +516,13 @@ async def save_diarization_settings_controller(settings: dict):
     try:
         # Validate settings
         valid_keys = {
-            "diarization_source", "similarity_threshold", "min_duration", "collar",
-            "min_duration_off", "min_speakers", "max_speakers"
+            "diarization_source",
+            "similarity_threshold",
+            "min_duration",
+            "collar",
+            "min_duration_off",
+            "min_speakers",
+            "max_speakers",
         }
 
         # Filter to only valid keys (allow round-trip GET→POST)
@@ -321,19 +534,30 @@ async def save_diarization_settings_controller(settings: dict):
             # Type validation for known keys only
             if key in ["min_speakers", "max_speakers"]:
                 if not isinstance(value, int) or value < 1 or value > 20:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be integer 1-20")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be integer 1-20",
+                    )
             elif key == "diarization_source":
-                if not isinstance(value, str) or value not in ["pyannote", "deepgram"]:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be 'pyannote' or 'deepgram'")
+                if not isinstance(value, str) or value not in ["pyannote", "provider"]:
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be 'pyannote' or 'provider'",
+                    )
             else:
                 if not isinstance(value, (int, float)) or value < 0:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be positive number")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be positive number",
+                    )
 
             filtered_settings[key] = value
 
         # Reject if NO valid keys provided (completely invalid request)
         if not filtered_settings:
-            raise HTTPException(status_code=400, detail="No valid diarization settings provided")
+            raise HTTPException(
+                status_code=400, detail="No valid diarization settings provided"
+            )
 
         # Get current settings and merge with new values
         current_settings = load_diarization_settings()
@@ -346,14 +570,14 @@ async def save_diarization_settings_controller(settings: dict):
             return {
                 "message": "Diarization settings saved successfully",
                 "settings": current_settings,
-                "status": "success"
+                "status": "success",
             }
         else:
             logger.warning("Settings save failed")
             return {
                 "message": "Settings save failed",
                 "settings": current_settings,
-                "status": "error"
+                "status": "error",
             }
 
     except Exception as e:
@@ -361,15 +585,104 @@ async def save_diarization_settings_controller(settings: dict):
         raise e
 
 
+# ---------------------------------------------------------------------------
+# ASR context / hint-mechanism settings
+#
+# Each STT provider consumes recognition hints in exactly one way (see
+# ModelDef.capabilities): "keyword_boosting" (acoustic hot-word boost, never
+# echoed) or "context_prompt" (LLM context that informs but must not be echoed).
+# context_prompt providers (e.g. Gemma 4) are NOT given the wake-word boost list;
+# instead the user authors a free-form context string, stored per-model under
+# backend.asr.context.<model_name> in config.yml.
+# ---------------------------------------------------------------------------
+
+
+def _asr_hint_type(capabilities) -> str:
+    caps = set(capabilities or [])
+    if "context_prompt" in caps:
+        return "context_prompt"
+    if "keyword_boosting" in caps:
+        return "keyword_boosting"
+    return "none"
+
+
+def _asr_model_info(model) -> Optional[dict]:
+    """Summarise an STT model's hint mechanism + resolved context for the UI."""
+    if not model:
+        return None
+    asr_cfg = get_backend_config("asr") or {}
+    ctx_map = asr_cfg.get("context", {}) or {}
+    override = ctx_map.get(model.name)
+    inline = getattr(model, "asr_context", None)
+    context = override if override is not None else (inline or "")
+    return {
+        "name": model.name,
+        "provider": model.model_provider,
+        "description": model.description,
+        "capabilities": list(model.capabilities or []),
+        "hint_type": _asr_hint_type(model.capabilities),
+        "context": context or "",
+    }
+
+
+async def get_asr_context_config():
+    """Return the active batch + streaming STT provider hint mechanisms."""
+    registry = get_models_registry()
+    if not registry:
+        raise HTTPException(status_code=503, detail="Model registry unavailable")
+    return {
+        "batch": _asr_model_info(registry.get_default("stt")),
+        "stream": _asr_model_info(registry.get_default("stt_stream")),
+        "status": "success",
+    }
+
+
+async def save_asr_context_controller(payload: dict):
+    """Persist a context string for a context_prompt STT provider."""
+    model_name = (payload.get("model_name") or "").strip()
+    context = payload.get("context", "")
+    if not model_name:
+        raise HTTPException(status_code=400, detail="model_name is required")
+    if not isinstance(context, str):
+        raise HTTPException(status_code=400, detail="context must be a string")
+
+    registry = get_models_registry()
+    model = registry.get_by_name(model_name) if registry else None
+    if not model:
+        raise HTTPException(status_code=404, detail=f"Unknown model '{model_name}'")
+    if "context_prompt" not in set(model.capabilities or []):
+        raise HTTPException(
+            status_code=400,
+            detail=(
+                f"Model '{model_name}' does not use a context prompt; ASR context "
+                "only applies to context_prompt providers."
+            ),
+        )
+
+    if not save_config_section("backend.asr.context", {model_name: context.strip()}):
+        raise HTTPException(status_code=500, detail="Failed to save ASR context")
+
+    # Refresh the in-process registry and signal workers so the new context is
+    # picked up on the next transcription (same pattern as a provider switch).
+    load_models_config(force_reload=True)
+    try:
+        signal_worker_restart()
+    except Exception as e:
+        logger.warning(f"Could not signal worker restart after ASR context save: {e}")
+
+    return {
+        "status": "success",
+        "model_name": model_name,
+        "context": context.strip(),
+    }
+
+
 async def get_misc_settings():
     """Get current miscellaneous settings."""
     try:
         # Get settings using OmegaConf
         settings = load_misc_settings()
-        return {
-            "settings": settings,
-            "status": "success"
-        }
+        return {"settings": settings, "status": "success"}
     except Exception as e:
         logger.exception("Error getting misc settings")
         raise e
@@ -379,9 +692,21 @@ async def save_misc_settings_controller(settings: dict):
     """Save miscellaneous settings."""
     try:
         # Validate settings
-        boolean_keys = {"always_persist_enabled", "use_provider_segments", "per_segment_speaker_id", "always_batch_retranscribe"}
-        integer_keys = {"transcription_job_timeout_seconds"}
-        valid_keys = boolean_keys | integer_keys
+        boolean_keys = {
+            "per_segment_speaker_id",
+            "always_batch_retranscribe",
+        }
+        integer_keys = {
+            "streaming_fallback_timeout_seconds",
+            "max_conversation_duration_seconds",
+        }
+        # Live-transcription mode selector (top-level defaults.live_segmentation).
+        # "windowed_batch" = pseudo-streaming via batch preview; "off" disables the
+        # live preview; "streaming_stt" uses a real streaming ASR provider.
+        enum_keys = {
+            "live_segmentation": {"streaming_stt", "windowed_batch", "off"},
+        }
+        valid_keys = boolean_keys | integer_keys | set(enum_keys)
 
         # Filter to only valid keys
         filtered_settings = {}
@@ -392,16 +717,37 @@ async def save_misc_settings_controller(settings: dict):
             # Type validation
             if key in boolean_keys:
                 if not isinstance(value, bool):
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be boolean")
-            elif key == "transcription_job_timeout_seconds":
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be boolean",
+                    )
+            elif key in enum_keys:
+                if value not in enum_keys[key]:
+                    allowed = ", ".join(sorted(enum_keys[key]))
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be one of {allowed}",
+                    )
+            elif key == "streaming_fallback_timeout_seconds":
                 if not isinstance(value, int) or value < 60 or value > 7200:
-                    raise HTTPException(status_code=400, detail=f"Invalid value for {key}: must be integer between 60 and 7200")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be integer between 60 and 7200",
+                    )
+            elif key == "max_conversation_duration_seconds":
+                if not isinstance(value, int) or value < 600 or value > 86400:
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid value for {key}: must be integer between 600 and 86400",
+                    )
 
             filtered_settings[key] = value
 
         # Reject if NO valid keys provided
         if not filtered_settings:
-            raise HTTPException(status_code=400, detail="No valid misc settings provided")
+            raise HTTPException(
+                status_code=400, detail="No valid misc settings provided"
+            )
 
         # Save using OmegaConf
         if save_misc_settings(filtered_settings):
@@ -412,14 +758,14 @@ async def save_misc_settings_controller(settings: dict):
             return {
                 "message": "Miscellaneous settings saved successfully",
                 "settings": updated_settings,
-                "status": "success"
+                "status": "success",
             }
         else:
             logger.warning("Settings save failed")
             return {
                 "message": "Settings save failed",
                 "settings": load_misc_settings(),
-                "status": "error"
+                "status": "error",
             }
 
     except HTTPException:
@@ -439,15 +785,11 @@ async def get_cleanup_settings_controller(user: User) -> dict:
     Returns:
         Dict with cleanup settings
     """
-    from advanced_omi_backend.config import get_cleanup_settings
-
     return get_cleanup_settings()
 
 
 async def save_cleanup_settings_controller(
-    auto_cleanup_enabled: bool,
-    retention_days: int,
-    user: User
+    auto_cleanup_enabled: bool, retention_days: int, user: User
 ) -> dict:
     """
     Save cleanup settings (admin only).
@@ -463,8 +805,6 @@ async def save_cleanup_settings_controller(
     Raises:
         ValueError: If validation fails
     """
-    from advanced_omi_backend.config import CleanupSettings, save_cleanup_settings
-
     # Validation
     if not isinstance(auto_cleanup_enabled, bool):
         raise ValueError("auto_cleanup_enabled must be a boolean")
@@ -477,19 +817,20 @@ async def save_cleanup_settings_controller(
 
     # Create settings object
     settings = CleanupSettings(
-        auto_cleanup_enabled=auto_cleanup_enabled,
-        retention_days=retention_days
+        auto_cleanup_enabled=auto_cleanup_enabled, retention_days=retention_days
     )
 
     # Save using OmegaConf
     save_cleanup_settings(settings)
 
-    logger.info(f"Admin {user.email} updated cleanup settings: auto_cleanup={auto_cleanup_enabled}, retention={retention_days}d")
+    logger.info(
+        f"Admin {user.email} updated cleanup settings: auto_cleanup={auto_cleanup_enabled}, retention={retention_days}d"
+    )
 
     return {
         "auto_cleanup_enabled": settings.auto_cleanup_enabled,
         "retention_days": settings.retention_days,
-        "message": "Cleanup settings saved successfully"
+        "message": "Cleanup settings saved successfully",
     }
 
 
@@ -499,7 +840,7 @@ async def get_speaker_configuration(user: User):
         return {
             "primary_speakers": user.primary_speakers,
             "user_id": user.user_id,
-            "status": "success"
+            "status": "success",
         }
     except Exception as e:
         logger.exception(f"Error getting speaker configuration for user {user.user_id}")
@@ -513,63 +854,118 @@ async def update_speaker_configuration(user: User, primary_speakers: list[dict])
         for speaker in primary_speakers:
             if not isinstance(speaker, dict):
                 raise ValueError("Each speaker must be a dictionary")
-            
+
             required_fields = ["speaker_id", "name", "user_id"]
             for field in required_fields:
                 if field not in speaker:
                     raise ValueError(f"Missing required field: {field}")
-        
+
         # Enforce server-side user_id and add timestamp to each speaker
         for speaker in primary_speakers:
             speaker["user_id"] = user.user_id  # Override client-supplied user_id
             speaker["selected_at"] = datetime.now(UTC).isoformat()
-        
+
         # Update user model
         user.primary_speakers = primary_speakers
         await user.save()
-        
-        logger.info(f"Updated primary speakers configuration for user {user.user_id}: {len(primary_speakers)} speakers")
-        
+
+        logger.info(
+            f"Updated primary speakers configuration for user {user.user_id}: {len(primary_speakers)} speakers"
+        )
+
         return {
             "message": "Primary speakers configuration updated successfully",
             "primary_speakers": primary_speakers,
             "count": len(primary_speakers),
-            "status": "success"
+            "status": "success",
         }
-        
+
     except Exception as e:
-        logger.exception(f"Error updating speaker configuration for user {user.user_id}")
+        logger.exception(
+            f"Error updating speaker configuration for user {user.user_id}"
+        )
         raise e
 
 
-async def get_enrolled_speakers(user: User):
-    """Get enrolled speakers from speaker recognition service."""
+async def get_wakeword_speaker_gate(user: User):
+    """Get current user's wake-word speaker gate configuration."""
     try:
-        from advanced_omi_backend.speaker_recognition_client import (
-            SpeakerRecognitionClient,
+        return {
+            "enabled": user.wakeword_gate_enabled,
+            "speakers": user.wakeword_allowed_speakers,
+            "user_id": user.user_id,
+            "status": "success",
+        }
+    except Exception:
+        logger.exception(
+            f"Error getting wake-word speaker gate for user {user.user_id}"
         )
+        raise
+
+
+async def update_wakeword_speaker_gate(user: User, enabled: bool, speakers: list[dict]):
+    """Update current user's wake-word speaker gate configuration.
+
+    When ``enabled`` and at least one speaker is selected, an acoustic wake word
+    only dispatches a command if one of these speakers is recognized in the
+    captured turn (see the wake-word dispatcher's speaker gate).
+    """
+    try:
+        # Keep only the fields we rely on for matching, mirroring primary_speakers.
+        for speaker in speakers:
+            if not isinstance(speaker, dict):
+                raise ValueError("Each speaker must be a dictionary")
+            if "speaker_id" not in speaker or "name" not in speaker:
+                raise ValueError("Each speaker needs 'speaker_id' and 'name'")
 
+        cleaned = [{"speaker_id": s["speaker_id"], "name": s["name"]} for s in speakers]
+        user.wakeword_gate_enabled = bool(enabled)
+        user.wakeword_allowed_speakers = cleaned
+        await user.save()
+
+        logger.info(
+            f"Updated wake-word speaker gate for user {user.user_id}: "
+            f"enabled={enabled}, speakers={len(cleaned)}"
+        )
+
+        return {
+            "message": "Wake-word speaker gate updated successfully",
+            "enabled": user.wakeword_gate_enabled,
+            "speakers": cleaned,
+            "count": len(cleaned),
+            "status": "success",
+        }
+    except Exception:
+        logger.exception(
+            f"Error updating wake-word speaker gate for user {user.user_id}"
+        )
+        raise
+
+
+async def get_enrolled_speakers(user: User):
+    """Get enrolled speakers from speaker recognition service."""
+    try:
         # Initialize speaker recognition client
         speaker_client = SpeakerRecognitionClient()
-        
+
         if not speaker_client.enabled:
             return {
                 "speakers": [],
                 "service_available": False,
                 "message": "Speaker recognition service is not configured or disabled",
-                "status": "success"
+                "status": "success",
             }
-        
+
         # Get enrolled speakers - using hardcoded user_id=1 for now (as noted in speaker_recognition_client.py)
         speakers = await speaker_client.get_enrolled_speakers(user_id="1")
-        
+
         return {
             "speakers": speakers.get("speakers", []) if speakers else [],
             "service_available": True,
             "message": "Successfully retrieved enrolled speakers",
-            "status": "success"
+            "status": "success",
         }
-        
+
     except Exception as e:
         logger.exception(f"Error getting enrolled speakers for user {user.user_id}")
         raise e
@@ -578,31 +974,27 @@ async def get_enrolled_speakers(user: User):
 async def get_speaker_service_status():
     """Check speaker recognition service health status."""
     try:
-        from advanced_omi_backend.speaker_recognition_client import (
-            SpeakerRecognitionClient,
-        )
-
         # Initialize speaker recognition client
         speaker_client = SpeakerRecognitionClient()
-        
+
         if not speaker_client.enabled:
             return {
                 "service_available": False,
                 "healthy": False,
                 "message": "Speaker recognition service is not configured or disabled",
-                "status": "disabled"
+                "status": "disabled",
             }
-        
+
         # Perform health check
         health_result = await speaker_client.health_check()
-        
+
         if health_result:
             return {
                 "service_available": True,
                 "healthy": True,
                 "message": "Speaker recognition service is healthy",
                 "service_url": speaker_client.service_url,
-                "status": "healthy"
+                "status": "healthy",
             }
         else:
             return {
@@ -610,17 +1002,17 @@ async def get_speaker_service_status():
                 "healthy": False,
                 "message": "Speaker recognition service is not responding",
                 "service_url": speaker_client.service_url,
-                "status": "unhealthy"
+                "status": "unhealthy",
             }
-        
+
     except Exception as e:
         logger.exception("Error checking speaker service status")
         raise e
 
 
-
 # Memory Configuration Management Functions
 
+
 async def get_memory_config_raw():
     """Get current memory configuration (memory section of config.yml) as YAML."""
     try:
@@ -628,7 +1020,7 @@ async def get_memory_config_raw():
         if not os.path.exists(cfg_path):
             raise FileNotFoundError(f"Config file not found: {cfg_path}")
 
-        with open(cfg_path, 'r') as f:
+        with open(cfg_path, "r") as f:
             data = _yaml.load(f) or {}
         memory_section = data.get("memory", {})
         stream = StringIO()
@@ -664,10 +1056,10 @@ async def update_memory_config_raw(config_yaml: str):
         shutil.copy2(cfg_path, backup_path)
 
         # Update memory section and write file
-        with open(cfg_path, 'r') as f:
+        with open(cfg_path, "r") as f:
             data = _yaml.load(f) or {}
         data["memory"] = new_mem
-        with open(cfg_path, 'w') as f:
+        with open(cfg_path, "w") as f:
             _yaml.dump(data, f)
 
         # Reload registry
@@ -690,9 +1082,13 @@ async def validate_memory_config(config_yaml: str):
         try:
             parsed = _yaml.load(config_yaml)
         except Exception as e:
-            raise HTTPException(status_code=400, detail=f"Invalid YAML syntax: {str(e)}")
+            raise HTTPException(
+                status_code=400, detail=f"Invalid YAML syntax: {str(e)}"
+            )
         if not isinstance(parsed, dict):
-            raise HTTPException(status_code=400, detail="Configuration must be a YAML object")
+            raise HTTPException(
+                status_code=400, detail="Configuration must be a YAML object"
+            )
         # Minimal checks
         # provider optional; timeout_seconds optional; extraction enabled/prompt optional
         return {"message": "Configuration is valid", "status": "success"}
@@ -701,7 +1097,9 @@ async def validate_memory_config(config_yaml: str):
         raise
     except Exception as e:
         logger.exception("Error validating memory config")
-        raise HTTPException(status_code=500, detail=f"Error validating memory config: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Error validating memory config: {str(e)}"
+        )
 
 
 async def reload_memory_config():
@@ -709,7 +1107,11 @@ async def reload_memory_config():
     try:
         cfg_path = _find_config_path()
         load_models_config(force_reload=True)
-        return {"message": "Configuration reloaded", "config_path": str(cfg_path), "status": "success"}
+        return {
+            "message": "Configuration reloaded",
+            "config_path": str(cfg_path),
+            "status": "success",
+        }
     except Exception as e:
         logger.exception("Error reloading config")
         raise e
@@ -718,8 +1120,6 @@ async def reload_memory_config():
 async def delete_all_user_memories(user: User):
     """Delete all memories for the current user."""
     try:
-        from advanced_omi_backend.services.memory import get_memory_service
-
         memory_service = get_memory_service()
 
         # Delete all memories for the user
@@ -731,7 +1131,7 @@ async def delete_all_user_memories(user: User):
             "message": f"Successfully deleted {deleted_count} memories",
             "deleted_count": deleted_count,
             "user_id": user.user_id,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -741,6 +1141,7 @@ async def delete_all_user_memories(user: User):
 
 # Memory Provider Configuration Functions
 
+
 async def get_memory_provider():
     """Get current memory provider configuration."""
     try:
@@ -749,13 +1150,13 @@ async def get_memory_provider():
         if current_provider in ("friend-lite", "friend_lite"):
             current_provider = "chronicle"
 
-        # Get available providers
-        available_providers = ["chronicle", "openmemory_mcp"]
+        # Chronicle (agentic vault) is currently the only provider.
+        available_providers = ["chronicle"]
 
         return {
             "current_provider": current_provider,
             "available_providers": available_providers,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -766,12 +1167,14 @@ async def get_memory_provider():
 async def set_memory_provider(provider: str):
     """Set memory provider and update .env file."""
     try:
-        # Validate provider
+        # Validate provider. Chronicle (agentic vault) is currently the only provider.
         provider = provider.lower().strip()
-        valid_providers = ["chronicle", "openmemory_mcp"]
+        valid_providers = ["chronicle"]
 
         if provider not in valid_providers:
-            raise ValueError(f"Invalid provider '{provider}'. Valid providers: {', '.join(valid_providers)}")
+            raise ValueError(
+                f"Invalid provider '{provider}'. Valid providers: {', '.join(valid_providers)}"
+            )
 
         # Path to .env file (assuming we're running from backends/advanced/)
         env_path = os.path.join(os.getcwd(), ".env")
@@ -779,33 +1182,13 @@ async def set_memory_provider(provider: str):
         if not os.path.exists(env_path):
             raise FileNotFoundError(f".env file not found at {env_path}")
 
-        # Read current .env file
-        with open(env_path, 'r') as file:
-            lines = file.readlines()
-
-        # Update or add MEMORY_PROVIDER line
-        provider_found = False
-        updated_lines = []
-
-        for line in lines:
-            if line.strip().startswith("MEMORY_PROVIDER="):
-                updated_lines.append(f"MEMORY_PROVIDER={provider}\n")
-                provider_found = True
-            else:
-                updated_lines.append(line)
-
-        # If MEMORY_PROVIDER wasn't found, add it
-        if not provider_found:
-            updated_lines.append(f"\n# Memory Provider Configuration\nMEMORY_PROVIDER={provider}\n")
-
         # Create backup
         backup_path = f"{env_path}.bak"
         shutil.copy2(env_path, backup_path)
         logger.info(f"Created .env backup at {backup_path}")
 
-        # Write updated .env file
-        with open(env_path, 'w') as file:
-            file.writelines(updated_lines)
+        # Update key using python-dotenv (handles add-or-update automatically)
+        dotenv_set_key(env_path, "MEMORY_PROVIDER", provider, quote_mode="never")
 
         # Update environment variable for current process
         os.environ["MEMORY_PROVIDER"] = provider
@@ -818,7 +1201,7 @@ async def set_memory_provider(provider: str):
             "env_path": env_path,
             "backup_created": True,
             "requires_restart": True,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -828,6 +1211,7 @@ async def set_memory_provider(provider: str):
 
 # LLM Operations Configuration Functions
 
+
 async def get_llm_operations():
     """Get LLM operation configurations and available models."""
     try:
@@ -875,29 +1259,49 @@ async def save_llm_operations(operations: dict):
 
         for op_name, op_value in operations.items():
             if not isinstance(op_value, dict):
-                raise HTTPException(status_code=400, detail=f"Operation '{op_name}' must be a dict")
+                raise HTTPException(
+                    status_code=400, detail=f"Operation '{op_name}' must be a dict"
+                )
 
             extra_keys = set(op_value.keys()) - valid_keys
             if extra_keys:
-                raise HTTPException(status_code=400, detail=f"Invalid keys for '{op_name}': {extra_keys}")
+                raise HTTPException(
+                    status_code=400,
+                    detail=f"Invalid keys for '{op_name}': {extra_keys}",
+                )
 
             if "temperature" in op_value and op_value["temperature"] is not None:
                 t = op_value["temperature"]
                 if not isinstance(t, (int, float)) or t < 0 or t > 2:
-                    raise HTTPException(status_code=400, detail=f"Invalid temperature for '{op_name}': must be 0-2")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid temperature for '{op_name}': must be 0-2",
+                    )
 
             if "max_tokens" in op_value and op_value["max_tokens"] is not None:
                 mt = op_value["max_tokens"]
                 if not isinstance(mt, int) or mt <= 0:
-                    raise HTTPException(status_code=400, detail=f"Invalid max_tokens for '{op_name}': must be positive int")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Invalid max_tokens for '{op_name}': must be positive int",
+                    )
 
             if "model" in op_value and op_value["model"] is not None:
                 if not registry.get_by_name(op_value["model"]):
-                    raise HTTPException(status_code=400, detail=f"Model '{op_value['model']}' not found in registry")
-
-            if "response_format" in op_value and op_value["response_format"] is not None:
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"Model '{op_value['model']}' not found in registry",
+                    )
+
+            if (
+                "response_format" in op_value
+                and op_value["response_format"] is not None
+            ):
                 if op_value["response_format"] != "json":
-                    raise HTTPException(status_code=400, detail=f"response_format must be 'json' or null")
+                    raise HTTPException(
+                        status_code=400,
+                        detail=f"response_format must be 'json' or null",
+                    )
 
         if save_config_section("llm_operations", operations):
             load_models_config(force_reload=True)
@@ -922,8 +1326,6 @@ async def save_llm_operations(operations: dict):
 async def test_llm_model(model_name: Optional[str]):
     """Test an LLM model connection with a trivial prompt."""
     try:
-        from advanced_omi_backend.openai_factory import create_openai_client
-
         registry = get_models_registry()
         if not registry:
             raise RuntimeError("Model registry not loaded")
@@ -931,15 +1333,25 @@ async def test_llm_model(model_name: Optional[str]):
         if model_name:
             model_def = registry.get_by_name(model_name)
             if not model_def:
-                return {"success": False, "model_name": model_name, "error": f"Model '{model_name}' not found", "status": "error"}
+                return {
+                    "success": False,
+                    "model_name": model_name,
+                    "error": f"Model '{model_name}' not found",
+                    "status": "error",
+                }
         else:
             model_def = registry.get_default("llm")
             if not model_def:
-                return {"success": False, "model_name": None, "error": "No default LLM configured", "status": "error"}
+                return {
+                    "success": False,
+                    "model_name": None,
+                    "error": "No default LLM configured",
+                    "status": "error",
+                }
 
         client = create_openai_client(
             api_key=model_def.api_key or "",
-            base_url=model_def.model_url,
+            base_url=model_def.resolved_url(),
             is_async=True,
         )
 
@@ -969,108 +1381,325 @@ async def test_llm_model(model_name: Optional[str]):
         }
 
 
-# Chat Configuration Management Functions
+# Model Registry Management Functions
 
-async def get_chat_config_yaml() -> str:
-    """Get chat system prompt as plain text."""
-    try:
-        config_path = _find_config_path()
+# Default-pointer keys exposed for editing → the model_type a chosen model must
+# have. ``llm`` and ``fast_llm`` both point at LLMs. ``live_segmentation`` is a
+# mode string (owned by misc-settings), not a model, so it's intentionally absent.
+_DEFAULT_KEY_TO_MODEL_TYPE = {
+    "llm": "llm",
+    "fast_llm": "llm",
+    "fallback_llm": "llm",
+    "embedding": "embedding",
+    "stt": "stt",
+    "stt_stream": "stt_stream",
+    "tts": "tts",
+}
 
-        default_prompt = """You are a helpful AI assistant with access to the user's personal memories and conversation history.
+# Model types editable from the registry UI (must be routable by the pipeline).
+_EDITABLE_MODEL_TYPES = ["llm", "embedding", "stt", "stt_stream", "tts"]
 
-Use the provided memories and conversation context to give personalized, contextual responses. If memories are relevant, reference them naturally in your response. Be conversational and helpful.
+# Sentinel sent to the browser instead of an inline secret, and recognised on the
+# way back in as "keep the stored value".
+_API_KEY_MASK = "••••••••"
 
-If no relevant memories are available, respond normally based on the conversation context."""
+# Inline api_key values that aren't real secrets (placeholders) — shown verbatim.
+_NON_SECRET_API_KEYS = {"", "no-key", "dummy", "none", "null"}
 
-        if not os.path.exists(config_path):
-            return default_prompt
 
-        with open(config_path, 'r') as f:
-            full_config = _yaml.load(f) or {}
+def _is_env_ref(value) -> bool:
+    """True if the value is an OmegaConf interpolation like ``${oc.env:VAR}``."""
+    return isinstance(value, str) and value.strip().startswith("${")
 
-        chat_config = full_config.get('chat', {})
-        system_prompt = chat_config.get('system_prompt', default_prompt)
 
-        # Return just the prompt text, not the YAML structure
-        return system_prompt
+def _mask_api_key(raw_value):
+    """Mask an inline secret for display; pass through refs/placeholders/None."""
+    if raw_value is None:
+        return ""
+    if _is_env_ref(raw_value):
+        return raw_value
+    if isinstance(raw_value, str) and raw_value.strip().lower() in _NON_SECRET_API_KEYS:
+        return raw_value
+    return _API_KEY_MASK
 
-    except Exception as e:
-        logger.error(f"Error loading chat config: {e}")
-        raise
 
+def _model_view(model_def: ModelDef, raw_by_name: dict, default_names: set) -> dict:
+    """Build the UI-facing model dict, zipping registry (resolved/derived) with
+    raw config.yml (source + unmasked secret reference detection)."""
+    raw = raw_by_name.get(model_def.name)
+    raw_api_key = raw.get("api_key") if raw else model_def.api_key
+    return {
+        "name": model_def.name,
+        "model_type": model_def.model_type,
+        "model_provider": model_def.model_provider,
+        "model_name": model_def.model_name,
+        "model_url": model_def.model_url,
+        "api_family": model_def.api_family,
+        "api_key": _mask_api_key(raw_api_key),
+        "api_key_is_set": bool(raw_api_key)
+        and not (
+            isinstance(raw_api_key, str)
+            and raw_api_key.strip().lower() in _NON_SECRET_API_KEYS
+        ),
+        "api_key_is_ref": _is_env_ref(raw_api_key),
+        "description": model_def.description,
+        "model_params": dict(model_def.model_params or {}),
+        "capabilities": list(model_def.capabilities or []),
+        "embedding_dimensions": model_def.embedding_dimensions,
+        "model_output": model_def.model_output,
+        "thinking": model_def.thinking,
+        # 'config' = defined in config.yml (editable/deletable);
+        # 'default' = built-in template from defaults.yml (read-only baseline).
+        "source": "config" if model_def.name in raw_by_name else "default",
+        "is_default": model_def.name in default_names,
+    }
 
-async def save_chat_config_yaml(prompt_text: str) -> dict:
-    """Save chat system prompt from plain text."""
-    try:
-        config_path = _find_config_path()
 
-        # Validate plain text prompt
-        if not prompt_text or not isinstance(prompt_text, str):
-            raise ValueError("Prompt must be a non-empty string")
+async def get_models():
+    """Return all registry models grouped by type plus the active defaults.
 
-        prompt_text = prompt_text.strip()
-        if len(prompt_text) < 10:
-            raise ValueError("Prompt too short (minimum 10 characters)")
-        if len(prompt_text) > 10000:
-            raise ValueError("Prompt too long (maximum 10000 characters)")
+    Inline API keys are masked; ``${oc.env:...}`` references are shown verbatim so
+    the operator can see which env var backs a model without leaking the secret.
+    """
+    registry = get_models_registry()
+    if not registry:
+        raise RuntimeError("Model registry not loaded")
+
+    raw_by_name = {
+        m.get("name"): m
+        for m in get_raw_models()
+        if isinstance(m, dict) and m.get("name")
+    }
+    default_names = set(registry.defaults.values())
+
+    grouped = {t: [] for t in _EDITABLE_MODEL_TYPES}
+    for model_def in registry.models.values():
+        if model_def.model_type in grouped:
+            grouped[model_def.model_type].append(
+                _model_view(model_def, raw_by_name, default_names)
+            )
+    for t in grouped:
+        grouped[t].sort(key=lambda v: v["name"])
+
+    defaults = {
+        key: registry.defaults.get(key)
+        for key in (
+            "llm",
+            "fast_llm",
+            "fallback_llm",
+            "embedding",
+            "stt",
+            "stt_stream",
+            "tts",
+            "live_segmentation",
+        )
+    }
 
-        # Create chat config dict
-        chat_config = {'system_prompt': prompt_text}
+    return {"defaults": defaults, "models": grouped, "status": "success"}
+
+
+async def set_active_defaults(body: dict):
+    """Repoint one or more active-model defaults (llm/fast_llm/embedding/stt/
+    stt_stream/tts). Validates the target exists and its model_type matches the
+    key, then hot-reloads the registry and signals workers."""
+    registry = get_models_registry()
+    if not registry:
+        raise RuntimeError("Model registry not loaded")
+
+    updates: dict = {}
+    for key, model_name in (body or {}).items():
+        if key not in _DEFAULT_KEY_TO_MODEL_TYPE:
+            raise HTTPException(status_code=400, detail=f"Unknown default key '{key}'")
+        if not model_name:
+            continue
+        model_def = registry.get_by_name(model_name)
+        if not model_def:
+            raise HTTPException(
+                status_code=400, detail=f"Model '{model_name}' not found in registry"
+            )
+        expected = _DEFAULT_KEY_TO_MODEL_TYPE[key]
+        if model_def.model_type != expected:
+            raise HTTPException(
+                status_code=400,
+                detail=(
+                    f"Model '{model_name}' is a {model_def.model_type} model; "
+                    f"default '{key}' requires a {expected} model"
+                ),
+            )
+        updates[key] = model_name
+
+    if not updates:
+        raise HTTPException(status_code=400, detail="No valid defaults to update")
+
+    if not save_config_section("defaults", updates):
+        return {"status": "error", "message": "Failed to save defaults"}
+
+    load_models_config(force_reload=True)
+    signal_worker_restart()
+    logger.info("Updated active defaults: %s", updates)
+    return {
+        "status": "success",
+        "defaults": updates,
+        "requires_worker_restart": True,
+    }
 
-        # Load full config
-        if os.path.exists(config_path):
-            with open(config_path, 'r') as f:
-                full_config = _yaml.load(f) or {}
-        else:
-            full_config = {}
 
-        # Backup existing config
-        if os.path.exists(config_path):
-            backup_path = str(config_path) + '.backup'
-            shutil.copy2(config_path, backup_path)
-            logger.info(f"Created config backup at {backup_path}")
+async def upsert_model(body: dict):
+    """Add or update a single model definition in config.yml.
 
-        # Update chat section
-        full_config['chat'] = chat_config
+    Validates the def via the ModelDef schema. An incoming api_key equal to the
+    mask sentinel preserves the stored secret. Editing a default-only (defaults.yml)
+    model creates a config.yml override. Hot-reloads the registry afterwards.
+    """
+    if not isinstance(body, dict) or not body.get("name"):
+        raise HTTPException(status_code=400, detail="Model 'name' is required")
+
+    model_type = body.get("model_type")
+    if model_type not in _EDITABLE_MODEL_TYPES:
+        raise HTTPException(
+            status_code=400,
+            detail=f"model_type must be one of {_EDITABLE_MODEL_TYPES}",
+        )
 
-        # Save
-        with open(config_path, 'w') as f:
-            _yaml.dump(full_config, f)
+    raw_models = get_raw_models()
+    existing = next((m for m in raw_models if m.get("name") == body["name"]), None)
 
-        # Reload config in memory (hot-reload)
-        load_models_config(force_reload=True)
+    # Preserve the stored secret when the form sends back the mask sentinel.
+    incoming_key = body.get("api_key")
+    if incoming_key == _API_KEY_MASK:
+        body["api_key"] = existing.get("api_key") if existing else None
 
-        logger.info("Chat configuration updated successfully")
+    # Validate shape via the single source of truth (raises on bad def).
+    try:
+        ModelDef(**body)
+    except Exception as e:
+        raise HTTPException(status_code=400, detail=f"Invalid model definition: {e}")
 
-        return {"success": True, "message": "Chat configuration updated successfully"}
+    # Drop None/empty optional keys so we don't litter config.yml with nulls.
+    clean = {k: v for k, v in body.items() if v is not None}
 
-    except Exception as e:
-        logger.error(f"Error saving chat config: {e}")
-        raise
+    new_models = []
+    replaced = False
+    for m in raw_models:
+        if m.get("name") == body["name"]:
+            new_models.append(clean)
+            replaced = True
+        else:
+            new_models.append(m)
+    if not replaced:
+        new_models.append(clean)
+
+    if not save_models_list(new_models):
+        return {"status": "error", "message": "Failed to save model"}
+
+    load_models_config(force_reload=True)
+    signal_worker_restart()
+    logger.info("%s model '%s'", "Updated" if replaced else "Added", body["name"])
+
+    registry = get_models_registry()
+    raw_by_name = {
+        m.get("name"): m
+        for m in get_raw_models()
+        if isinstance(m, dict) and m.get("name")
+    }
+    model_def = registry.get_by_name(body["name"]) if registry else None
+    view = (
+        _model_view(model_def, raw_by_name, set(registry.defaults.values()))
+        if model_def
+        else None
+    )
+    return {"status": "success", "model": view, "requires_worker_restart": True}
+
+
+async def delete_model(name: str):
+    """Delete a config.yml model. Refuses if it's an active default or a built-in
+    (defaults.yml-only) template."""
+    registry = get_models_registry()
+    if not registry:
+        raise RuntimeError("Model registry not loaded")
+
+    for key, default_name in registry.defaults.items():
+        if default_name == name:
+            raise HTTPException(
+                status_code=409,
+                detail=f"Model '{name}' is the active '{key}'; repoint that default first",
+            )
+
+    raw_models = get_raw_models()
+    if not any(m.get("name") == name for m in raw_models):
+        raise HTTPException(
+            status_code=409,
+            detail=f"Model '{name}' is a built-in template (defaults.yml) and cannot be deleted",
+        )
 
+    new_models = [m for m in raw_models if m.get("name") != name]
+    if not save_models_list(new_models):
+        return {"status": "error", "message": "Failed to delete model"}
 
-async def validate_chat_config_yaml(prompt_text: str) -> dict:
-    """Validate chat system prompt plain text."""
-    try:
-        # Validate plain text prompt
-        if not isinstance(prompt_text, str):
-            return {"valid": False, "error": "Prompt must be a string"}
+    load_models_config(force_reload=True)
+    signal_worker_restart()
+    logger.info("Deleted model '%s'", name)
+    return {"status": "success", "deleted": name}
 
-        prompt_text = prompt_text.strip()
-        if len(prompt_text) < 10:
-            return {"valid": False, "error": "Prompt too short (minimum 10 characters)"}
-        if len(prompt_text) > 10000:
-            return {"valid": False, "error": "Prompt too long (maximum 10000 characters)"}
 
-        return {"valid": True, "message": "Configuration is valid"}
+async def test_model(model_name: Optional[str]):
+    """Connectivity test for a registry model. LLMs do a trivial chat round-trip;
+    embedding models do a 1-token embeddings call; STT/TTS have no automated test."""
+    registry = get_models_registry()
+    if not registry:
+        raise RuntimeError("Model registry not loaded")
 
-    except Exception as e:
-        logger.error(f"Error validating chat config: {e}")
-        return {"valid": False, "error": f"Validation error: {str(e)}"}
+    if not model_name:
+        return await test_llm_model(None)
+
+    model_def = registry.get_by_name(model_name)
+    if not model_def:
+        return {
+            "success": False,
+            "model_name": model_name,
+            "error": f"Model '{model_name}' not found",
+            "status": "error",
+        }
+
+    if model_def.model_type == "llm":
+        return await test_llm_model(model_name)
+
+    if model_def.model_type == "embedding":
+        try:
+            client = create_openai_client(
+                api_key=model_def.api_key or "",
+                base_url=model_def.resolved_url(),
+                is_async=True,
+            )
+            start = time.time()
+            await client.embeddings.create(model=model_def.model_name, input="ping")
+            latency_ms = int((time.time() - start) * 1000)
+            return {
+                "success": True,
+                "model_name": model_def.name,
+                "model_provider": model_def.model_provider,
+                "latency_ms": latency_ms,
+                "status": "success",
+            }
+        except Exception as e:
+            return {
+                "success": False,
+                "model_name": model_name,
+                "error": str(e),
+                "status": "error",
+            }
+
+    return {
+        "success": False,
+        "model_name": model_name,
+        "error": f"No automated test for {model_def.model_type} models",
+        "status": "unsupported",
+    }
 
 
 # Plugin Configuration Management Functions
 
+
 async def get_plugins_config_yaml() -> str:
     """Get plugins configuration as YAML text."""
     try:
@@ -1085,7 +1714,7 @@ async def get_plugins_config_yaml() -> str:
   #   access_level: transcript
   #   trigger:
   #     type: wake_word
-  #     wake_word: vivi
+  #     wake_word: hermes
   #   ha_url: http://localhost:8123
   #   ha_token: YOUR_TOKEN_HERE
 """
@@ -1093,7 +1722,7 @@ async def get_plugins_config_yaml() -> str:
         if not plugins_yml_path.exists():
             return default_config
 
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             yaml_content = f.read()
 
         return yaml_content
@@ -1115,7 +1744,7 @@ async def save_plugins_config_yaml(yaml_content: str) -> dict:
                 raise ValueError("Configuration must be a YAML dictionary")
 
             # Validate has 'plugins' key
-            if 'plugins' not in parsed_config:
+            if "plugins" not in parsed_config:
                 raise ValueError("Configuration must contain 'plugins' key")
 
         except ValueError:
@@ -1128,12 +1757,12 @@ async def save_plugins_config_yaml(yaml_content: str) -> dict:
 
         # Backup existing config
         if plugins_yml_path.exists():
-            backup_path = str(plugins_yml_path) + '.backup'
+            backup_path = str(plugins_yml_path) + ".backup"
             shutil.copy2(plugins_yml_path, backup_path)
             logger.info(f"Created plugins config backup at {backup_path}")
 
         # Save new config
-        with open(plugins_yml_path, 'w') as f:
+        with open(plugins_yml_path, "w") as f:
             f.write(yaml_content)
 
         # Hot-reload plugins and signal worker restart
@@ -1174,35 +1803,55 @@ async def validate_plugins_config_yaml(yaml_content: str) -> dict:
         if not isinstance(parsed_config, dict):
             return {"valid": False, "error": "Configuration must be a YAML dictionary"}
 
-        if 'plugins' not in parsed_config:
+        if "plugins" not in parsed_config:
             return {"valid": False, "error": "Configuration must contain 'plugins' key"}
 
-        plugins = parsed_config['plugins']
+        plugins = parsed_config["plugins"]
         if not isinstance(plugins, dict):
             return {"valid": False, "error": "'plugins' must be a dictionary"}
 
         # Validate each plugin
-        valid_access_levels = ['transcript', 'conversation', 'memory']
-        valid_trigger_types = ['wake_word', 'always', 'conditional']
+        valid_access_levels = ["transcript", "conversation", "memory"]
+        valid_trigger_types = ["wake_word", "always", "conditional"]
 
         for plugin_id, plugin_config in plugins.items():
             if not isinstance(plugin_config, dict):
-                return {"valid": False, "error": f"Plugin '{plugin_id}' config must be a dictionary"}
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}' config must be a dictionary",
+                }
 
             # Check required fields
-            if 'enabled' in plugin_config and not isinstance(plugin_config['enabled'], bool):
-                return {"valid": False, "error": f"Plugin '{plugin_id}': 'enabled' must be boolean"}
+            if "enabled" in plugin_config and not isinstance(
+                plugin_config["enabled"], bool
+            ):
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}': 'enabled' must be boolean",
+                }
 
-            if 'access_level' in plugin_config and plugin_config['access_level'] not in valid_access_levels:
-                return {"valid": False, "error": f"Plugin '{plugin_id}': invalid access_level (must be one of {valid_access_levels})"}
+            if (
+                "access_level" in plugin_config
+                and plugin_config["access_level"] not in valid_access_levels
+            ):
+                return {
+                    "valid": False,
+                    "error": f"Plugin '{plugin_id}': invalid access_level (must be one of {valid_access_levels})",
+                }
 
-            if 'trigger' in plugin_config:
-                trigger = plugin_config['trigger']
+            if "trigger" in plugin_config:
+                trigger = plugin_config["trigger"]
                 if not isinstance(trigger, dict):
-                    return {"valid": False, "error": f"Plugin '{plugin_id}': 'trigger' must be a dictionary"}
+                    return {
+                        "valid": False,
+                        "error": f"Plugin '{plugin_id}': 'trigger' must be a dictionary",
+                    }
 
-                if 'type' in trigger and trigger['type'] not in valid_trigger_types:
-                    return {"valid": False, "error": f"Plugin '{plugin_id}': invalid trigger type (must be one of {valid_trigger_types})"}
+                if "type" in trigger and trigger["type"] not in valid_trigger_types:
+                    return {
+                        "valid": False,
+                        "error": f"Plugin '{plugin_id}': invalid trigger type (must be one of {valid_trigger_types})",
+                    }
 
         return {"valid": True, "message": "Configuration is valid"}
 
@@ -1217,11 +1866,6 @@ async def _reload_and_signal(app=None) -> tuple[dict, bool]:
     Returns:
         (reload_result, worker_signal_sent) tuple.
     """
-    from advanced_omi_backend.services.plugin_service import (
-        reload_plugins,
-        signal_worker_restart,
-    )
-
     reload_result = await reload_plugins(app=app)
 
     worker_signal_sent = False
@@ -1240,8 +1884,6 @@ async def restart_workers() -> dict:
     Workers finish their current job before restarting.
     Uses the existing plugin-reload worker restart mechanism.
     """
-    from advanced_omi_backend.services.plugin_service import signal_worker_restart
-
     try:
         signal_worker_restart()
         logger.info("Worker restart signaled via Redis")
@@ -1287,9 +1929,11 @@ async def reload_plugins_controller(app=None) -> dict:
 
     return {
         "success": reload_result.get("success", False),
-        "message": "Plugins reloaded and worker restart signaled"
-        if worker_signal_sent
-        else "Plugins reloaded but worker restart signal failed",
+        "message": (
+            "Plugins reloaded and worker restart signaled"
+            if worker_signal_sent
+            else "Plugins reloaded but worker restart signal failed"
+        ),
         "reload": reload_result,
         "worker_signal_sent": worker_signal_sent,
     }
@@ -1297,6 +1941,7 @@ async def reload_plugins_controller(app=None) -> dict:
 
 # Structured Plugin Configuration Management Functions (Form-based UI)
 
+
 async def get_plugins_metadata() -> dict:
     """Get plugin metadata for form-based configuration UI.
 
@@ -1310,11 +1955,6 @@ async def get_plugins_metadata() -> dict:
         Dict with plugins list containing metadata for each plugin
     """
     try:
-        from advanced_omi_backend.services.plugin_service import (
-            discover_plugins,
-            get_plugin_metadata,
-        )
-
         # Discover all available plugins
         discovered_plugins = discover_plugins()
 
@@ -1323,30 +1963,28 @@ async def get_plugins_metadata() -> dict:
         orchestration_configs = {}
 
         if plugins_yml_path.exists():
-            with open(plugins_yml_path, 'r') as f:
+            with open(plugins_yml_path, "r") as f:
                 plugins_data = _yaml.load(f) or {}
-                orchestration_configs = plugins_data.get('plugins', {})
+                orchestration_configs = plugins_data.get("plugins", {})
 
         # Build metadata for each plugin
         plugins_metadata = []
         for plugin_id, plugin_class in discovered_plugins.items():
             # Get orchestration config (or empty dict if not configured)
-            orchestration_config = orchestration_configs.get(plugin_id, {
-                'enabled': False,
-                'events': [],
-                'condition': {'type': 'always'}
-            })
+            orchestration_config = orchestration_configs.get(
+                plugin_id,
+                {"enabled": False, "events": [], "condition": {"type": "always"}},
+            )
 
             # Get complete metadata including schema
-            metadata = get_plugin_metadata(plugin_id, plugin_class, orchestration_config)
+            metadata = get_plugin_metadata(
+                plugin_id, plugin_class, orchestration_config
+            )
             plugins_metadata.append(metadata)
 
         logger.info(f"Retrieved metadata for {len(plugins_metadata)} plugins")
 
-        return {
-            "plugins": plugins_metadata,
-            "status": "success"
-        }
+        return {"plugins": plugins_metadata, "status": "success"}
 
     except Exception as e:
         logger.exception("Error getting plugins metadata")
@@ -1369,8 +2007,6 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         Success message with list of updated files
     """
     try:
-        from advanced_omi_backend.services.plugin_service import _get_plugins_dir, discover_plugins
-
         # Validate plugin exists
         discovered_plugins = discover_plugins()
         if plugin_id not in discovered_plugins:
@@ -1379,84 +2015,85 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         updated_files = []
 
         # 1. Update config/plugins.yml (orchestration)
-        if 'orchestration' in config:
+        if "orchestration" in config:
             plugins_yml_path = get_plugins_yml_path()
 
             # Load current plugins.yml
             if plugins_yml_path.exists():
-                with open(plugins_yml_path, 'r') as f:
+                with open(plugins_yml_path, "r") as f:
                     plugins_data = _yaml.load(f) or {}
             else:
                 plugins_data = {}
 
-            if 'plugins' not in plugins_data:
-                plugins_data['plugins'] = {}
+            if "plugins" not in plugins_data:
+                plugins_data["plugins"] = {}
 
             # Update orchestration config
-            orchestration = config['orchestration']
-            plugins_data['plugins'][plugin_id] = {
-                'enabled': orchestration.get('enabled', False),
-                'events': orchestration.get('events', []),
-                'condition': orchestration.get('condition', {'type': 'always'})
+            orchestration = config["orchestration"]
+            plugins_data["plugins"][plugin_id] = {
+                "enabled": orchestration.get("enabled", False),
+                "events": orchestration.get("events", []),
+                "condition": orchestration.get("condition", {"type": "always"}),
             }
 
             # Create backup
             if plugins_yml_path.exists():
-                backup_path = str(plugins_yml_path) + '.backup'
+                backup_path = str(plugins_yml_path) + ".backup"
                 shutil.copy2(plugins_yml_path, backup_path)
 
             # Create config directory if needed
             plugins_yml_path.parent.mkdir(parents=True, exist_ok=True)
 
             # Write updated plugins.yml
-            with open(plugins_yml_path, 'w') as f:
+            with open(plugins_yml_path, "w") as f:
                 _yaml.dump(plugins_data, f)
 
             updated_files.append(str(plugins_yml_path))
-            logger.info(f"Updated orchestration config for '{plugin_id}' in {plugins_yml_path}")
+            logger.info(
+                f"Updated orchestration config for '{plugin_id}' in {plugins_yml_path}"
+            )
 
         # 2. Update plugins/{plugin_id}/config.yml (settings with env var references)
-        if 'settings' in config:
+        if "settings" in config:
             plugins_dir = _get_plugins_dir()
             plugin_config_path = plugins_dir / plugin_id / "config.yml"
 
             # Load current config.yml
             if plugin_config_path.exists():
-                with open(plugin_config_path, 'r') as f:
+                with open(plugin_config_path, "r") as f:
                     plugin_config_data = _yaml.load(f) or {}
             else:
                 plugin_config_data = {}
 
             # Update settings (preserve ${ENV_VAR} references)
-            settings = config['settings']
+            settings = config["settings"]
             plugin_config_data.update(settings)
 
             # Create backup
             if plugin_config_path.exists():
-                backup_path = str(plugin_config_path) + '.backup'
+                backup_path = str(plugin_config_path) + ".backup"
                 shutil.copy2(plugin_config_path, backup_path)
 
             # Write updated config.yml
-            with open(plugin_config_path, 'w') as f:
+            with open(plugin_config_path, "w") as f:
                 _yaml.dump(plugin_config_data, f)
 
             updated_files.append(str(plugin_config_path))
             logger.info(f"Updated settings for '{plugin_id}' in {plugin_config_path}")
 
         # 3. Update per-plugin .env (only changed env vars)
-        if 'env_vars' in config and config['env_vars']:
-            from advanced_omi_backend.services.plugin_service import save_plugin_env
-
+        if "env_vars" in config and config["env_vars"]:
             # Filter out masked values (unchanged secrets)
             changed_vars = {
-                k: v for k, v in config['env_vars'].items()
-                if v != '••••••••••••'
+                k: v for k, v in config["env_vars"].items() if v != "••••••••••••"
             }
 
             if changed_vars:
                 env_path = save_plugin_env(plugin_id, changed_vars)
                 updated_files.append(str(env_path))
-                logger.info(f"Saved {len(changed_vars)} env var(s) to per-plugin .env for '{plugin_id}'")
+                logger.info(
+                    f"Saved {len(changed_vars)} env var(s) to per-plugin .env for '{plugin_id}'"
+                )
 
                 # Update os.environ so hot-reload picks up changes immediately
                 for k, v in changed_vars.items():
@@ -1469,7 +2106,9 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
         except Exception as reload_err:
             logger.warning(f"Auto-reload failed, manual restart needed: {reload_err}")
 
-        message = f"Plugin '{plugin_id}' configuration updated and reloaded successfully."
+        message = (
+            f"Plugin '{plugin_id}' configuration updated and reloaded successfully."
+        )
         if reload_result is None:
             message = f"Plugin '{plugin_id}' configuration updated. Restart backend for changes to take effect."
 
@@ -1478,7 +2117,7 @@ async def update_plugin_config_structured(plugin_id: str, config: dict) -> dict:
             "message": message,
             "updated_files": updated_files,
             "reload": reload_result,
-            "status": "success"
+            "status": "success",
         }
 
     except Exception as e:
@@ -1500,12 +2139,6 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         Test result with success status and details
     """
     try:
-        from advanced_omi_backend.services.plugin_service import (
-            discover_plugins,
-            expand_env_vars,
-            load_plugin_env,
-        )
-
         # Validate plugin exists
         discovered_plugins = discover_plugins()
         if plugin_id not in discovered_plugins:
@@ -1514,29 +2147,29 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         plugin_class = discovered_plugins[plugin_id]
 
         # Check if plugin supports testing
-        if not hasattr(plugin_class, 'test_connection'):
+        if not hasattr(plugin_class, "test_connection"):
             return {
                 "success": False,
                 "message": f"Plugin '{plugin_id}' does not support connection testing",
-                "status": "unsupported"
+                "status": "unsupported",
             }
 
         # Build complete config from provided data
         test_config = {}
 
         # Merge settings
-        if 'settings' in config:
-            test_config.update(config['settings'])
+        if "settings" in config:
+            test_config.update(config["settings"])
 
         # Load per-plugin env for resolving masked values
         plugin_env = load_plugin_env(plugin_id)
 
         # Add env vars (expand any ${ENV_VAR} references with test values)
-        if 'env_vars' in config:
-            for key, value in config['env_vars'].items():
+        if "env_vars" in config:
+            for key, value in config["env_vars"].items():
                 # For masked values, resolve from per-plugin .env then os.environ
-                if value == '••••••••••••':
-                    value = plugin_env.get(key) or os.getenv(key, '')
+                if value == "••••••••••••":
+                    value = plugin_env.get(key) or os.getenv(key, "")
                 test_config[key.lower()] = value
 
         # Expand any remaining env var references
@@ -1545,7 +2178,9 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         # Call plugin's test_connection static method
         result = await plugin_class.test_connection(test_config)
 
-        logger.info(f"Test connection for '{plugin_id}': {result.get('message', 'No message')}")
+        logger.info(
+            f"Test connection for '{plugin_id}': {result.get('message', 'No message')}"
+        )
 
         return result
 
@@ -1554,12 +2189,13 @@ async def test_plugin_connection(plugin_id: str, config: dict) -> dict:
         return {
             "success": False,
             "message": f"Connection test failed: {str(e)}",
-            "status": "error"
+            "status": "error",
         }
 
 
 # Plugin Lifecycle Management Functions (create / write-code / delete)
 
+
 def _snake_to_pascal(snake_str: str) -> str:
     """Convert snake_case to PascalCase."""
     return "".join(word.capitalize() for word in snake_str.split("_"))
@@ -1588,25 +2224,35 @@ async def create_plugin(
     Returns:
         Success dict with plugin_id and created_files list
     """
-    from advanced_omi_backend.services.plugin_service import _get_plugins_dir, discover_plugins
-
     # Validate name
     if not plugin_name.replace("_", "").isalnum():
-        return {"success": False, "error": "Plugin name must be alphanumeric with underscores only"}
+        return {
+            "success": False,
+            "error": "Plugin name must be alphanumeric with underscores only",
+        }
 
     if not re.match(r"^[a-z][a-z0-9_]*$", plugin_name):
-        return {"success": False, "error": "Plugin name must be lowercase snake_case starting with a letter"}
+        return {
+            "success": False,
+            "error": "Plugin name must be lowercase snake_case starting with a letter",
+        }
 
     plugins_dir = _get_plugins_dir()
     plugin_dir = plugins_dir / plugin_name
 
     # Collision check
     if plugin_dir.exists():
-        return {"success": False, "error": f"Plugin '{plugin_name}' already exists at {plugin_dir}"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_name}' already exists at {plugin_dir}",
+        }
 
     discovered = discover_plugins()
     if plugin_name in discovered:
-        return {"success": False, "error": f"Plugin '{plugin_name}' is already registered"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_name}' is already registered",
+        }
 
     class_name = _snake_to_pascal(plugin_name) + "Plugin"
     created_files: list[str] = []
@@ -1623,8 +2269,14 @@ async def create_plugin(
             (plugin_dir / "plugin.py").write_text(plugin_code, encoding="utf-8")
         else:
             # Write standard boilerplate
-            events_str = ", ".join(f'"{e}"' for e in events) if events else '"conversation.complete"'
-            boilerplate = inspect.cleandoc(f'''
+            events_str = (
+                ", ".join(f'"{e}"' for e in events)
+                if events
+                else '"conversation.complete"'
+            )
+            boilerplate = (
+                inspect.cleandoc(
+                    f'''
                 """
                 {class_name} implementation.
 
@@ -1661,7 +2313,10 @@ async def cleanup(self):
                     async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
                         logger.info(f"Processing conversation for user: {{context.user_id}}")
                         return PluginResult(success=True, message="OK")
-            ''') + "\n"
+            '''
+                )
+                + "\n"
+            )
             (plugin_dir / "plugin.py").write_text(boilerplate, encoding="utf-8")
         created_files.append("plugin.py")
 
@@ -1672,7 +2327,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
 
         # config.yml
         config_yml = {"description": description}
-        with open(plugin_dir / "config.yml", 'w', encoding="utf-8") as f:
+        with open(plugin_dir / "config.yml", "w", encoding="utf-8") as f:
             _yaml.dump(config_yml, f)
         created_files.append("config.yml")
 
@@ -1732,13 +2387,14 @@ async def write_plugin_code(
     Returns:
         Success dict with updated_files list
     """
-    from advanced_omi_backend.services.plugin_service import _get_plugins_dir
-
     plugins_dir = _get_plugins_dir()
     plugin_dir = plugins_dir / plugin_id
 
     if not plugin_dir.exists():
-        return {"success": False, "error": f"Plugin '{plugin_id}' not found at {plugin_dir}"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_id}' not found at {plugin_dir}",
+        }
 
     updated_files: list[str] = []
 
@@ -1783,8 +2439,6 @@ async def delete_plugin(plugin_id: str, remove_files: bool = False) -> dict:
     Returns:
         Success dict
     """
-    from advanced_omi_backend.services.plugin_service import _get_plugins_dir
-
     plugins_yml_path = get_plugins_yml_path()
 
     # Check plugins.yml
@@ -1821,12 +2475,274 @@ async def delete_plugin(plugin_id: str, remove_files: bool = False) -> dict:
         logger.info(f"Removed plugin directory: {plugin_dir}")
 
     if not removed_from_yml and not files_removed:
-        return {"success": False, "error": f"Plugin '{plugin_id}' not found in plugins.yml or on disk"}
+        return {
+            "success": False,
+            "error": f"Plugin '{plugin_id}' not found in plugins.yml or on disk",
+        }
 
-    logger.info(f"Deleted plugin '{plugin_id}' (yml={removed_from_yml}, files={files_removed})")
+    logger.info(
+        f"Deleted plugin '{plugin_id}' (yml={removed_from_yml}, files={files_removed})"
+    )
     return {
         "success": True,
         "plugin_id": plugin_id,
         "removed_from_yml": removed_from_yml,
         "files_removed": files_removed,
     }
+
+
+# ── External Service Management (host service-manager agent proxy) ──────────
+# The service manager agent (edge/service_manager.py) runs natively on the
+# host and wraps services.py — the backend just proxies admin requests to it.
+
+_SERVICE_MANAGER_TIMEOUT = 30.0
+
+
+def _service_manager_config() -> tuple[str, str]:
+    url = (os.getenv("SERVICE_MANAGER_URL") or "").rstrip("/")
+    token = os.getenv("SERVICE_MANAGER_TOKEN") or ""
+    return url, token
+
+
+async def _service_manager_request(
+    method: str,
+    path: str,
+    json_body: dict | None = None,
+    *,
+    params: dict | None = None,
+    timeout: float = _SERVICE_MANAGER_TIMEOUT,
+):
+    """Proxy a request to the LOCAL service manager agent. Raises on failure.
+
+    The backend always talks to its local agent — cross-node merge + control
+    forwarding happens inside the agent (a host process with a real Tailnet
+    identity), because a container can't present a Tailnet source IP for the peer
+    agents' tailnet-trust to accept.
+
+    ``timeout`` overrides the default for slow calls (e.g. the update status
+    check, where the agent fetches from origin before answering).
+    """
+    url, token = _service_manager_config()
+    if not url or not token:
+        raise HTTPException(
+            status_code=503,
+            detail="Service manager not configured (SERVICE_MANAGER_URL / SERVICE_MANAGER_TOKEN)",
+        )
+    try:
+        async with httpx.AsyncClient(timeout=timeout) as client:
+            resp = await client.request(
+                method,
+                f"{url}{path}",
+                json=json_body,
+                params=params,
+                headers={"Authorization": f"Bearer {token}"},
+            )
+    except httpx.HTTPError as e:
+        raise HTTPException(
+            status_code=502, detail=f"Service manager unreachable at {url}: {e}"
+        )
+    if resp.status_code >= 400:
+        try:
+            detail = resp.json().get("detail", resp.text)
+        except ValueError:
+            detail = resp.text
+        raise HTTPException(status_code=resp.status_code, detail=detail)
+    return resp.json()
+
+
+async def _local_node_host() -> str | None:
+    """This node's hostname per the local agent — used to tell whether a provider
+    switch targets the local pipeline (so we repoint hub config.yml) or a remote node.
+    """
+    try:
+        node = await _service_manager_request("GET", "/node")
+    except HTTPException:
+        return None
+    return node.get("host")
+
+
+async def get_external_services():
+    """List host-managed services across the cluster with health and provider info.
+
+    The local agent merges this node's services with peer nodes' (each tagged with a
+    ``node`` host + ``remote`` flag) so the WebUI can group and route control calls.
+    Returns available=False (instead of an error) when the local agent is not
+    configured or unreachable.
+    """
+    url, token = _service_manager_config()
+    if not url or not token:
+        return {"available": False, "reason": "not_configured"}
+    try:
+        data = await _service_manager_request("GET", "/services")
+    except HTTPException as e:
+        if e.status_code in (502, 503):
+            return {"available": False, "reason": "unreachable", "detail": e.detail}
+        raise
+    return {"available": True, **data}
+
+
+async def external_service_action(name: str, action: str, body: dict):
+    """Start/stop/restart a host-managed service. ``body["node"]`` selects the owning
+    node; the local agent forwards to that node when it isn't the local one."""
+    result = await _service_manager_request("POST", f"/services/{name}/{action}", body)
+    # Tag the operation with its node so the WebUI polls the right agent.
+    if isinstance(result.get("operation"), dict):
+        result["operation"]["node"] = body.get("node")
+    return result
+
+
+async def get_node_update_status(node: str | None = None, target: str | None = None):
+    """Check whether a node can be updated (fetches from origin via the agent).
+
+    The local agent inspects its git checkout (or forwards to ``node``'s agent) and
+    reports the current describe/commit/branch plus whether ``target`` is ahead.
+    Returns available=False (instead of raising) when the agent is not configured or
+    unreachable, so the WebUI can hide/disable the update card. The agent's fetch can
+    take several seconds, so this call uses an extended timeout.
+    """
+    url, token = _service_manager_config()
+    if not url or not token:
+        return {"available": False, "reason": "not_configured"}
+    params = {}
+    if node:
+        params["node"] = node
+    if target:
+        params["target"] = target
+    try:
+        data = await _service_manager_request(
+            "GET", "/update", params=params or None, timeout=90.0
+        )
+    except HTTPException as e:
+        if e.status_code in (502, 503):
+            return {"available": False, "reason": "unreachable", "detail": e.detail}
+        raise
+    return {"available": True, "node": node, **data}
+
+
+async def trigger_node_update(body: dict):
+    """Update a node's git checkout and rebuild/restart its services via the agent.
+
+    ``body["node"]`` selects the owning node (the local agent forwards to that node
+    when set). This is an explicit admin action, so failures raise through as
+    HTTPExceptions rather than being wrapped in available=False. The agent's fetch +
+    build can be slow, so this call uses an extended timeout."""
+    result = await _service_manager_request("POST", "/update", body, timeout=90.0)
+    # Tag the operation with its node so the WebUI polls the right agent.
+    if isinstance(result.get("operation"), dict):
+        result["operation"]["node"] = body.get("node")
+    return result
+
+
+# ASR_PROVIDER key (extras/asr-services/.env, drives which container runs) →
+# STT model name in the model registry (drives which model entry the pipeline
+# calls). A provider switch must update BOTH, or transcription keeps using the
+# old model entry while a different container serves the port.
+_ASR_PROVIDER_TO_STT_MODEL = {
+    "vibevoice": "stt-vibevoice",
+    "vibevoice-strixhalo": "stt-vibevoice",
+    "faster-whisper": "stt-faster-whisper",
+    "transformers": "stt-transformers",
+    "nemo": "stt-nemo",
+    "nemo-strixhalo": "stt-nemo",
+    "parakeet": "stt-parakeet-batch",
+    "qwen3-asr": "stt-qwen3-asr",
+    "gemma4": "stt-gemma4",
+    "nemotron": "stt-nemotron-batch",
+}
+
+# Streaming ASR provider → stt_stream model name. Mirror of the streaming options
+# in services.py (STREAMING_ASR_PROVIDER_OPTIONS); a streaming switch repoints
+# defaults.stt_stream so live transcription uses the newly selected provider.
+_STREAMING_ASR_PROVIDER_TO_STT_STREAM_MODEL = {
+    "nemotron": "stt-nemotron-stream",
+    "smallest": "stt-smallest-stream",
+    "deepgram": "stt-deepgram-stream",
+    "qwen3-asr": "stt-qwen3-asr-stream",
+}
+
+
+async def set_external_service_provider(name: str, body: dict):
+    """Switch the active provider (ASR/TTS) for a host-managed service.
+
+    For ASR this also repoints config.yml at the matching model registry entry
+    and hot-reloads the registry (+ signals workers), so the pipeline actually
+    uses the newly selected provider. The batch lane drives defaults.stt; the
+    streaming lane (body["lane"] == "streaming") drives defaults.stt_stream.
+
+    ``body["node"]`` selects the owning node (the local agent forwards to a remote
+    node when set). For a *remote* node we skip the hub-side config.yml/registry
+    repoint (that's a local-pipeline concern — the hub operator points defaults at the
+    remote provider separately).
+    """
+    node = body.get("node")
+    result = await _service_manager_request("POST", f"/services/{name}/provider", body)
+    if isinstance(result.get("operation"), dict):
+        result["operation"]["node"] = node
+
+    is_local = not node or node == await _local_node_host()
+    if name == "asr-services" and is_local:
+        streaming = body.get("lane") == "streaming"
+        default_key = "stt_stream" if streaming else "stt"
+        model_map = (
+            _STREAMING_ASR_PROVIDER_TO_STT_STREAM_MODEL
+            if streaming
+            else _ASR_PROVIDER_TO_STT_MODEL
+        )
+        stt_model = model_map.get(body.get("provider", ""))
+        if stt_model:
+            save_config_section("defaults", {default_key: stt_model})
+            load_models_config(force_reload=True)
+            signal_worker_restart()
+            logger.info(
+                "ASR %s provider switched to %s — defaults.%s set to %s, "
+                "registry reloaded, workers signaled",
+                "streaming" if streaming else "batch",
+                body.get("provider"),
+                default_key,
+                stt_model,
+            )
+            result["stt_model"] = stt_model
+        else:
+            logger.warning(
+                "No STT model mapping for ASR provider %r (lane=%s) — defaults.%s unchanged",
+                body.get("provider"),
+                body.get("lane", "batch"),
+                default_key,
+            )
+
+    return result
+
+
+async def get_external_service_operation(operation_id: str, node: str | None = None):
+    """Poll a long-running service operation. ``node`` is forwarded to the local agent,
+    which routes the poll to the remote node that owns the operation."""
+    params = {"node": node} if node else None
+    result = await _service_manager_request(
+        "GET", f"/operations/{operation_id}", params=params
+    )
+    if isinstance(result, dict):
+        result["node"] = node
+    return result
+
+
+async def get_remote_control_status():
+    """Status of the host's Claude remote-control session (for the System page).
+
+    Returns available=False (instead of raising) when the agent is not configured
+    or unreachable, so the WebUI can hide/disable the card.
+    """
+    url, token = _service_manager_config()
+    if not url or not token:
+        return {"available": False, "reason": "not_configured"}
+    try:
+        data = await _service_manager_request("GET", "/remote-control")
+    except HTTPException as e:
+        if e.status_code in (502, 503):
+            return {"available": False, "reason": "unreachable", "detail": e.detail}
+        raise
+    return {"available": True, **data}
+
+
+async def remote_control_action(action: str):
+    """Start/stop/restart the host's Claude remote-control session via the agent."""
+    return await _service_manager_request("POST", f"/remote-control/{action}")
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/system_events_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/system_events_controller.py
new file mode 100644
index 00000000..4b061a89
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/controllers/system_events_controller.py
@@ -0,0 +1,256 @@
+"""Controller for the system-event ledger (admin "System Errors" page).
+
+Read/manage side of the store written by
+:mod:`advanced_omi_backend.services.observability`. All callers are admin-gated at
+the route layer.
+"""
+
+import logging
+from datetime import datetime, timedelta, timezone
+from typing import Any, Optional
+
+from beanie import PydanticObjectId
+from fastapi import HTTPException
+
+from advanced_omi_backend.models.system_event import SystemEvent
+from advanced_omi_backend.services.observability.system_events import record_event
+
+logger = logging.getLogger(__name__)
+
+
+def _system_event_to_dict(doc) -> dict[str, Any]:
+    return {
+        "id": str(doc.id),
+        "severity": doc.severity,
+        "category": doc.category,
+        "source": doc.source,
+        "title": doc.title,
+        "detail": doc.detail,
+        "traceback": doc.traceback,
+        "user_id": doc.user_id,
+        "client_id": doc.client_id,
+        "conversation_id": doc.conversation_id,
+        "count": doc.occurrences,
+        "acked": doc.acked,
+        "metadata": doc.metadata,
+        "created_at": doc.created_at.isoformat() if doc.created_at else None,
+        "last_seen_at": doc.last_seen_at.isoformat() if doc.last_seen_at else None,
+    }
+
+
+# Bounds for externally-submitted event fields, so a misbehaving service can't
+# push a multi-megabyte traceback into the ledger. (source/title are additionally
+# clamped by the recorder's _build to 200/500 chars.)
+_MAX_DETAIL = 4000
+_MAX_TRACEBACK = 20000
+_VALID_SEVERITIES = ("info", "warning", "error", "critical")
+
+
+async def ingest_external_event(
+    *,
+    severity: str,
+    category: Optional[str],
+    source: str,
+    title: str,
+    detail: Optional[str],
+    traceback: Optional[str],
+    client_id: Optional[str],
+    conversation_id: Optional[str],
+    metadata: Optional[dict],
+) -> dict[str, Any]:
+    """Record an event submitted over HTTP by another service (token-gated route).
+
+    Treats the payload as untrusted input: severity is constrained to the known
+    set, free-text fields are size-clamped, and the source is namespaced with a
+    ``service:`` prefix so a remote service can't masquerade as a backend logger.
+    """
+    severity = severity if severity in _VALID_SEVERITIES else "error"
+    # External submissions are, by definition, service-originated unless they say
+    # otherwise; default the category accordingly.
+    category = (category or "service")[:50]
+    # Namespace the source so it's unambiguous in the feed and can't collide with
+    # an internal logger name. The shared token authenticates "a trusted node",
+    # not a specific identity, so we don't trust the raw name beyond labelling.
+    source = f"service:{(source or 'unknown').strip()[:180]}"
+    title = (title or "(no title)").strip()
+    if detail and len(detail) > _MAX_DETAIL:
+        detail = detail[:_MAX_DETAIL] + "… (truncated)"
+    if traceback and len(traceback) > _MAX_TRACEBACK:
+        traceback = traceback[:_MAX_TRACEBACK] + "\n… (truncated)"
+
+    await record_event(
+        severity=severity,
+        category=category,
+        source=source,
+        title=title,
+        detail=detail,
+        traceback=traceback,
+        client_id=client_id,
+        conversation_id=conversation_id,
+        metadata=metadata or {},
+    )
+    return {"status": "recorded"}
+
+
+async def list_system_events(
+    *,
+    severity: Optional[str] = None,
+    category: Optional[str] = None,
+    source: Optional[str] = None,
+    client_id: Optional[str] = None,
+    user_id: Optional[str] = None,
+    acked: Optional[bool] = None,
+    since_hours: Optional[float] = None,
+    limit: int = 100,
+    offset: int = 0,
+) -> dict[str, Any]:
+    """Paginated, newest-first list of events with optional facet filters."""
+    conditions = []
+    if severity:
+        conditions.append(SystemEvent.severity == severity)
+    if category:
+        conditions.append(SystemEvent.category == category)
+    if source:
+        conditions.append(SystemEvent.source == source)
+    if client_id:
+        conditions.append(SystemEvent.client_id == client_id)
+    if user_id:
+        conditions.append(SystemEvent.user_id == user_id)
+    if acked is not None:
+        conditions.append(SystemEvent.acked == acked)
+    if since_hours:
+        since = datetime.now(timezone.utc) - timedelta(hours=since_hours)
+        conditions.append(SystemEvent.created_at >= since)
+
+    limit = max(1, min(limit, 500))
+    offset = max(0, offset)
+
+    total = await SystemEvent.find(*conditions).count()
+    docs = (
+        await SystemEvent.find(*conditions)
+        .sort("-created_at")
+        .skip(offset)
+        .limit(limit)
+        .to_list()
+    )
+    return {
+        "events": [_system_event_to_dict(d) for d in docs],
+        "total": total,
+        "limit": limit,
+        "offset": offset,
+    }
+
+
+async def get_system_events_summary(*, window_hours: float = 24) -> dict[str, Any]:
+    """Counts by severity/category/source over a time window (for the strip + badge)."""
+    since = datetime.now(timezone.utc) - timedelta(hours=window_hours)
+    pipeline = [
+        {"$match": {"created_at": {"$gte": since}}},
+        {
+            "$facet": {
+                "by_severity": [{"$group": {"_id": "$severity", "count": {"$sum": 1}}}],
+                "by_category": [{"$group": {"_id": "$category", "count": {"$sum": 1}}}],
+                "by_source": [
+                    {"$group": {"_id": "$source", "count": {"$sum": 1}}},
+                    {"$sort": {"count": -1}},
+                    {"$limit": 15},
+                ],
+                "total": [{"$count": "n"}],
+                "unacked": [
+                    {"$match": {"acked": False}},
+                    {"$count": "n"},
+                ],
+            }
+        },
+    ]
+    cursor = SystemEvent.get_pymongo_collection().aggregate(pipeline)
+    rows = await cursor.to_list(length=1)
+    facet = rows[0] if rows else {}
+
+    def _kv(items: list) -> dict[str, int]:
+        return {i["_id"]: i["count"] for i in items if i.get("_id") is not None}
+
+    def _n(items: list) -> int:
+        return items[0]["n"] if items else 0
+
+    return {
+        "window_hours": window_hours,
+        "total": _n(facet.get("total", [])),
+        "unacked": _n(facet.get("unacked", [])),
+        "by_severity": _kv(facet.get("by_severity", [])),
+        "by_category": _kv(facet.get("by_category", [])),
+        "by_source": _kv(facet.get("by_source", [])),
+    }
+
+
+async def ack_system_event(event_id: str) -> dict[str, Any]:
+    try:
+        oid = PydanticObjectId(event_id)
+    except Exception:
+        raise HTTPException(status_code=400, detail="Invalid event id")
+    doc = await SystemEvent.get(oid)
+    if doc is None:
+        raise HTTPException(status_code=404, detail="Event not found")
+    doc.acked = True
+    await doc.save()
+    return {"success": True, "id": event_id}
+
+
+async def ack_system_events_by_ids(event_ids: list[str]) -> dict[str, Any]:
+    """Acknowledge a specific set of events by id (skips any already acked)."""
+    oids = []
+    for eid in event_ids:
+        try:
+            oids.append(PydanticObjectId(eid))
+        except Exception:
+            raise HTTPException(status_code=400, detail=f"Invalid event id: {eid}")
+    if not oids:
+        return {"success": True, "acked": 0}
+
+    result = await SystemEvent.find(
+        {"_id": {"$in": oids}, "acked": False},
+    ).update({"$set": {"acked": True}})
+    return {"success": True, "acked": getattr(result, "modified_count", None)}
+
+
+async def ack_system_events(
+    *,
+    severity: Optional[str] = None,
+    category: Optional[str] = None,
+    source: Optional[str] = None,
+    client_id: Optional[str] = None,
+    user_id: Optional[str] = None,
+    since_hours: Optional[float] = None,
+) -> dict[str, Any]:
+    """Acknowledge all currently-unacked events matching the given filters.
+
+    Filters mirror :func:`list_system_events` so the UI can acknowledge exactly the
+    set the operator is currently looking at. Always scoped to ``acked == False``.
+    """
+    conditions = [SystemEvent.acked == False]  # noqa: E712
+    if severity:
+        conditions.append(SystemEvent.severity == severity)
+    if category:
+        conditions.append(SystemEvent.category == category)
+    if source:
+        conditions.append(SystemEvent.source == source)
+    if client_id:
+        conditions.append(SystemEvent.client_id == client_id)
+    if user_id:
+        conditions.append(SystemEvent.user_id == user_id)
+    if since_hours:
+        since = datetime.now(timezone.utc) - timedelta(hours=since_hours)
+        conditions.append(SystemEvent.created_at >= since)
+
+    result = await SystemEvent.find(*conditions).update({"$set": {"acked": True}})
+    return {"success": True, "acked": getattr(result, "modified_count", None)}
+
+
+async def clear_system_events(*, acked_only: bool = False) -> dict[str, Any]:
+    if acked_only:
+        result = await SystemEvent.find(
+            SystemEvent.acked == True
+        ).delete()  # noqa: E712
+    else:
+        result = await SystemEvent.find_all().delete()
+    return {"success": True, "deleted": getattr(result, "deleted_count", None)}
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
index ce801327..8c5a0dcc 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/user_controller.py
@@ -2,21 +2,17 @@
 User controller for handling user-related business logic.
 """
 
-import asyncio
 import logging
+import traceback
 
 from bson import ObjectId
 from fastapi import HTTPException
 from fastapi.responses import JSONResponse
 
-from advanced_omi_backend.auth import (
-    ADMIN_EMAIL,
-    UserManager,
-    get_user_db,
-)
-from advanced_omi_backend.client_manager import get_user_clients_all
-from advanced_omi_backend.database import db, users_col
+from advanced_omi_backend.auth import ADMIN_EMAIL, UserManager, get_user_db
+from advanced_omi_backend.database import users_col
 from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.user import UserRead
 from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.users import User, UserCreate, UserUpdate
 
@@ -50,7 +46,9 @@ async def create_user(user_data: UserCreate):
             # If we get here, user exists
             return JSONResponse(
                 status_code=409,
-                content={"message": f"User with email {user_data.email} already exists"},
+                content={
+                    "message": f"User with email {user_data.email} already exists"
+                },
             )
         except Exception:
             # User doesn't exist, continue with creation
@@ -60,16 +58,14 @@ async def create_user(user_data: UserCreate):
         user = await user_manager.create(user_data)
 
         # Return the full user object (serialized via UserRead schema)
-        from advanced_omi_backend.models.user import UserRead
         user_read = UserRead.model_validate(user)
 
         return JSONResponse(
             status_code=201,
-            content=user_read.model_dump(mode='json'),
+            content=user_read.model_dump(mode="json"),
         )
 
     except Exception as e:
-        import traceback
         error_details = traceback.format_exc()
         logger.error(f"Error creating user: {e}")
         logger.error(f"Full traceback: {error_details}")
@@ -89,15 +85,16 @@ async def update_user(user_id: str, user_data: UserUpdate):
             logger.error(f"Invalid ObjectId format for user_id {user_id}: {e}")
             return JSONResponse(
                 status_code=400,
-                content={"message": f"Invalid user_id format: {user_id}. Must be a valid ObjectId."},
+                content={
+                    "message": f"Invalid user_id format: {user_id}. Must be a valid ObjectId."
+                },
             )
 
         # Check if user exists
         existing_user = await users_col.find_one({"_id": object_id})
         if not existing_user:
             return JSONResponse(
-                status_code=404, 
-                content={"message": f"User {user_id} not found"}
+                status_code=404, content={"message": f"User {user_id} not found"}
             )
 
         # Get user database and create user manager
@@ -113,16 +110,14 @@ async def update_user(user_id: str, user_data: UserUpdate):
         updated_user = await user_manager.update(user_data, user_obj)
 
         # Return the full user object (serialized via UserRead schema)
-        from advanced_omi_backend.models.user import UserRead
         user_read = UserRead.model_validate(updated_user)
 
         return JSONResponse(
             status_code=200,
-            content=user_read.model_dump(mode='json'),
+            content=user_read.model_dump(mode="json"),
         )
 
     except Exception as e:
-        import traceback
         error_details = traceback.format_exc()
         logger.error(f"Error updating user: {e}")
         logger.error(f"Full traceback: {error_details}")
@@ -154,7 +149,9 @@ async def delete_user(
         # Check if user exists
         existing_user = await users_col.find_one({"_id": object_id})
         if not existing_user:
-            return JSONResponse(status_code=404, content={"message": f"User {user_id} not found"})
+            return JSONResponse(
+                status_code=404, content={"message": f"User {user_id} not found"}
+            )
 
         # Prevent deletion of administrator user
         user_email = existing_user.get("email", "")
@@ -176,16 +173,16 @@ async def delete_user(
 
         if delete_conversations:
             # Delete all conversations for this user
-            conversations_result = await Conversation.find(Conversation.user_id == user_id).delete()
+            conversations_result = await Conversation.find(
+                Conversation.user_id == user_id
+            ).delete()
             deleted_data["conversations_deleted"] = conversations_result.deleted_count
 
         if delete_memories:
             # Delete all memories for this user using the memory service
             try:
                 memory_service = get_memory_service()
-                memory_count = await asyncio.get_running_loop().run_in_executor(
-                    None, memory_service.delete_all_user_memories, user_id
-                )
+                memory_count = await memory_service.delete_all_user_memories(user_id)
                 deleted_data["memories_deleted"] = memory_count
             except Exception as mem_error:
                 logger.error(f"Error deleting memories for user {user_id}: {mem_error}")
@@ -196,7 +193,9 @@ async def delete_user(
         message = f"User {user_id} deleted successfully"
         deleted_items = []
         if delete_conversations and deleted_data.get("conversations_deleted", 0) > 0:
-            deleted_items.append(f"{deleted_data['conversations_deleted']} conversations")
+            deleted_items.append(
+                f"{deleted_data['conversations_deleted']} conversations"
+            )
         if delete_memories and deleted_data.get("memories_deleted", 0) > 0:
             deleted_items.append(f"{deleted_data['memories_deleted']} memories")
 
diff --git a/backends/advanced/src/advanced_omi_backend/controllers/websocket_controller.py b/backends/advanced/src/advanced_omi_backend/controllers/websocket_controller.py
index 4bb1088a..aa7ab085 100644
--- a/backends/advanced/src/advanced_omi_backend/controllers/websocket_controller.py
+++ b/backends/advanced/src/advanced_omi_backend/controllers/websocket_controller.py
@@ -1,4 +1,3 @@
-
 """
 WebSocket controller for Chronicle backend.
 
@@ -11,28 +10,65 @@
 import logging
 import os
 import time
+import traceback
 import uuid
 from functools import partial
 from typing import Optional
 
-import redis.asyncio as redis
 from fastapi import Query, WebSocket, WebSocketDisconnect
 from friend_lite.decoder import OmiOpusDecoder
 from starlette.websockets import WebSocketState
 
 from advanced_omi_backend.auth import websocket_auth
-from advanced_omi_backend.client_manager import generate_client_id, get_client_manager
+from advanced_omi_backend.client_manager import (
+    generate_client_id,
+    get_client_manager,
+    track_client_user_relationship_async,
+)
+from advanced_omi_backend.config import WS_IDLE_TIMEOUT_SECS
 from advanced_omi_backend.constants import (
     OMI_CHANNELS,
     OMI_SAMPLE_RATE,
     OMI_SAMPLE_WIDTH,
 )
-from advanced_omi_backend.controllers.session_controller import mark_session_complete
-from advanced_omi_backend.services.audio_stream import AudioStreamProducer
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    ensure_audio_persistence,
+    start_post_conversation_jobs,
+    start_streaming_jobs,
+    transcription_queue,
+)
+from advanced_omi_backend.model_registry import get_models_registry
+from advanced_omi_backend.models.conversation import create_conversation
+from advanced_omi_backend.plugins.events import BUTTON_STATE_TO_EVENT, ButtonState
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.audio_stream.conversation_lifecycle import (
+    ensure_active_session_placeholder,
+)
+from advanced_omi_backend.services.audio_stream.durability import (
+    AUDIO_PERSISTENCE_GROUP,
+    inspect_stream_retention,
+)
 from advanced_omi_backend.services.audio_stream.producer import (
     get_audio_stream_producer,
 )
-from advanced_omi_backend.utils.audio_utils import process_audio_chunk
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
+from advanced_omi_backend.services.device_audio import (
+    is_opus_streaming_client,
+    stop_play_audio,
+    stream_play_audio_as_opus,
+)
+from advanced_omi_backend.services.observability import record_event_sync
+from advanced_omi_backend.services.plugin_service import get_plugin_router
+from advanced_omi_backend.services.sse_publisher import publish_sse_event
+from advanced_omi_backend.services.transcription import is_transcription_available
+from advanced_omi_backend.services.wakeword.followup import handle_dial_followup
+from advanced_omi_backend.users import register_client_to_user, touch_client_last_seen
+from advanced_omi_backend.utils.audio_chunk_utils import convert_audio_to_chunks
+from advanced_omi_backend.workers.transcription_jobs import transcribe_full_audio_job
 
 # Thread pool executors for audio decoding
 _DEC_IO_EXECUTOR = concurrent.futures.ThreadPoolExecutor(
@@ -47,6 +83,19 @@
 # Track pending WebSocket connections to prevent race conditions
 pending_connections: set[str] = set()
 
+# Per-client_id locks serializing connection setup. A reconnecting device (same
+# client_id) must evict its stale connection and create a fresh ClientState as one
+# atomic step, so two concurrent connections can't interleave and orphan state.
+_client_setup_locks: dict[str, asyncio.Lock] = {}
+
+
+def _get_client_setup_lock(client_id: str) -> asyncio.Lock:
+    lock = _client_setup_locks.get(client_id)
+    if lock is None:
+        lock = asyncio.Lock()
+        _client_setup_locks[client_id] = lock
+    return lock
+
 
 async def subscribe_to_interim_results(websocket: WebSocket, session_id: str) -> None:
     """
@@ -64,11 +113,9 @@ async def subscribe_to_interim_results(websocket: WebSocket, session_id: str) ->
         This task runs continuously until the WebSocket disconnects or the task is cancelled.
         Results are published to Redis Pub/Sub channel: transcription:interim:{session_id}
     """
-    redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-
     try:
         # Create Redis client for Pub/Sub
-        redis_client = await redis.from_url(redis_url, decode_responses=True)
+        redis_client = create_async_redis(decode_responses=True)
 
         # Create Pub/Sub instance
         pubsub = redis_client.pubsub()
@@ -82,29 +129,40 @@ async def subscribe_to_interim_results(websocket: WebSocket, session_id: str) ->
         # Listen for messages
         while True:
             try:
-                message = await pubsub.get_message(ignore_subscribe_messages=True, timeout=1.0)
+                message = await pubsub.get_message(
+                    ignore_subscribe_messages=True, timeout=1.0
+                )
 
-                if message and message['type'] == 'message':
+                if message and message["type"] == "message":
                     # Parse result data
                     try:
-                        result_data = json.loads(message['data'])
+                        result_data = json.loads(message["data"])
+
+                        # Stop if the socket closed: a result can race the close, and
+                        # send_json after close raises the ASGI "websocket.send after
+                        # websocket.close" error. Guard instead of catching post-hoc.
+                        if websocket.client_state != WebSocketState.CONNECTED:
+                            break
 
                         # Forward to client WebSocket
-                        await websocket.send_json({
-                            "type": "interim_transcript",
-                            "data": result_data
-                        })
+                        await websocket.send_json(
+                            {"type": "interim_transcript", "data": result_data}
+                        )
 
                         # Log for debugging
                         is_final = result_data.get("is_final", False)
                         text_preview = result_data.get("text", "")[:50]
                         result_type = "FINAL" if is_final else "interim"
-                        logger.debug(f"✉️ Forwarded {result_type} result to client {session_id}: {text_preview}...")
+                        logger.debug(
+                            f"✉️ Forwarded {result_type} result to client {session_id}: {text_preview}..."
+                        )
 
                     except json.JSONDecodeError as e:
                         logger.error(f"Failed to parse interim result JSON: {e}")
                     except Exception as send_error:
-                        logger.error(f"Failed to send interim result to client {session_id}: {send_error}")
+                        logger.error(
+                            f"Failed to send interim result to client {session_id}: {send_error}"
+                        )
                         # WebSocket might be closed, exit loop
                         break
 
@@ -112,14 +170,22 @@ async def subscribe_to_interim_results(websocket: WebSocket, session_id: str) ->
                 # No message received, continue waiting
                 continue
             except asyncio.CancelledError:
-                logger.info(f"Interim results subscriber cancelled for session {session_id}")
+                logger.info(
+                    f"Interim results subscriber cancelled for session {session_id}"
+                )
                 break
             except Exception as e:
-                logger.error(f"Error in interim results subscriber for {session_id}: {e}", exc_info=True)
+                logger.error(
+                    f"Error in interim results subscriber for {session_id}: {e}",
+                    exc_info=True,
+                )
                 break
 
     except Exception as e:
-        logger.error(f"Failed to initialize interim results subscriber for {session_id}: {e}", exc_info=True)
+        logger.error(
+            f"Failed to initialize interim results subscriber for {session_id}: {e}",
+            exc_info=True,
+        )
     finally:
         try:
             # Unsubscribe and close connections
@@ -128,7 +194,148 @@ async def subscribe_to_interim_results(websocket: WebSocket, session_id: str) ->
             await redis_client.aclose()
             logger.info(f"🔕 Unsubscribed from interim results channel: {channel}")
         except Exception as cleanup_error:
-            logger.error(f"Error cleaning up interim results subscriber: {cleanup_error}")
+            logger.error(
+                f"Error cleaning up interim results subscriber: {cleanup_error}"
+            )
+
+
+async def subscribe_to_device_downlink(websocket: WebSocket, client_id: str) -> None:
+    """Forward backend→device control messages from Redis Pub/Sub to the device WebSocket.
+
+    Any backend component (wake-word service, plugins) can push a message to a
+    specific device by publishing to ``device:downlink:{client_id}``. Each message
+    is a Wyoming-style control frame (e.g. ``{"type": "play-audio", "data": {...}}``)
+    which the HAVPE relay's ``handle_backend_messages`` dispatches to the device.
+
+    Runs as a background task for the lifetime of the WebSocket connection.
+    """
+    channel = f"device:downlink:{client_id}"
+    redis_client = None
+    pubsub = None
+    opus_stream = is_opus_streaming_client(client_id)
+
+    try:
+        redis_client = create_async_redis(decode_responses=True)
+        pubsub = redis_client.pubsub()
+        await pubsub.subscribe(channel)
+        logger.info(
+            f"🔊 Subscribed to device downlink channel: {channel}"
+            f"{' (opus streaming)' if opus_stream else ''}"
+        )
+
+        while True:
+            try:
+                message = await pubsub.get_message(
+                    ignore_subscribe_messages=True, timeout=1.0
+                )
+                if not message or message["type"] != "message":
+                    continue
+
+                try:
+                    payload = json.loads(message["data"])
+                except json.JSONDecodeError as e:
+                    logger.error(f"Invalid device downlink message on {channel}: {e}")
+                    continue
+
+                msg_type = payload.get("type")
+                if not msg_type:
+                    logger.warning(f"Device downlink message missing 'type': {payload}")
+                    continue
+
+                try:
+                    # Skip if the device socket already closed (a downlink can race the
+                    # disconnect); sending after close raises the ASGI websocket.send error.
+                    if websocket.client_state != WebSocketState.CONNECTED:
+                        break
+                    if msg_type == "stop-audio":
+                        # Barge-in: stop whatever TTS is playing on the device. For
+                        # Opus clients this cancels the in-flight stream + flushes the
+                        # device; for others there's nothing streaming to cancel, so
+                        # just forward the control frame best-effort.
+                        if opus_stream:
+                            await stop_play_audio(websocket, client_id)
+                        else:
+                            await websocket.send_json(payload)
+                    elif opus_stream and msg_type == "play-audio":
+                        # RAM-limited devices can't take a big base64 WAV frame;
+                        # transcode + stream it as small Opus packets instead.
+                        streamed = await stream_play_audio_as_opus(
+                            websocket, payload.get("data") or {}, client_id
+                        )
+                        if not streamed:
+                            await websocket.send_json(payload)  # fallback
+                    else:
+                        await websocket.send_json(payload)
+                    data = payload.get("data")
+                    # Summarize so large fields (e.g. base64 TTS audio) don't flood logs.
+                    summary = (
+                        {
+                            k: (
+                                f"<{len(v)} chars>"
+                                if isinstance(v, str) and len(v) > 80
+                                else v
+                            )
+                            for k, v in data.items()
+                        }
+                        if isinstance(data, dict)
+                        else data
+                    )
+                    logger.info(
+                        f"📤 Forwarded '{msg_type}' to device {client_id}: {summary}"
+                    )
+                except Exception as send_error:
+                    logger.warning(
+                        f"Failed to send downlink to device {client_id}: {send_error}"
+                    )
+                    break
+
+            except asyncio.TimeoutError:
+                continue
+            except asyncio.CancelledError:
+                logger.info(f"Device downlink subscriber cancelled for {client_id}")
+                break
+            except Exception as e:
+                logger.error(
+                    f"Error in device downlink subscriber for {client_id}: {e}",
+                    exc_info=True,
+                )
+                break
+
+    except Exception as e:
+        logger.error(
+            f"Failed to initialize device downlink subscriber for {client_id}: {e}",
+            exc_info=True,
+        )
+    finally:
+        if pubsub is not None:
+            try:
+                await pubsub.unsubscribe(channel)
+                await pubsub.close()
+            except Exception as cleanup_error:
+                logger.error(f"Error cleaning up downlink subscriber: {cleanup_error}")
+        if redis_client is not None:
+            try:
+                await redis_client.aclose()
+            except Exception:
+                pass
+
+
+async def receive_with_idle_timeout(ws: WebSocket) -> dict:
+    """`ws.receive()` with a liveness deadline.
+
+    A live device streams audio every ~0.25s, so if nothing arrives for
+    WS_IDLE_TIMEOUT_SECS the peer is dead (or a relay is holding the socket open
+    after its device vanished). We raise WebSocketDisconnect so the handler's
+    `finally` runs the same full cleanup as a clean close, reaping the zombie.
+    """
+    try:
+        return dict(await asyncio.wait_for(ws.receive(), timeout=WS_IDLE_TIMEOUT_SECS))
+    except asyncio.TimeoutError:
+        logger.warning(
+            f"⏰ WebSocket idle for {WS_IDLE_TIMEOUT_SECS:.0f}s with no data — "
+            f"treating peer as disconnected"
+        )
+        raise WebSocketDisconnect(code=1001, reason="idle timeout")
 
 
 async def parse_wyoming_protocol(ws: WebSocket) -> tuple[dict, Optional[bytes]]:
@@ -139,15 +346,19 @@ async def parse_wyoming_protocol(ws: WebSocket) -> tuple[dict, Optional[bytes]]:
     """
     # Read data from WebSocket
     logger.debug(f"parse_wyoming_protocol: About to call ws.receive()")
-    message = await ws.receive()
-    logger.debug(f"parse_wyoming_protocol: Received message with keys: {message.keys() if message else 'None'}")
+    message = await receive_with_idle_timeout(ws)
+    logger.debug(
+        f"parse_wyoming_protocol: Received message with keys: {message.keys() if message else 'None'}"
+    )
 
     # Handle WebSocket close frame
     if "type" in message and message["type"] == "websocket.disconnect":
         # This is a normal WebSocket close event
-        code = message.get("code", 1000)
+        code = message.get("code")
         reason = message.get("reason", "")
-        logger.info(f"📴 WebSocket disconnect received in parse_wyoming_protocol. Code: {code}, Reason: {reason}")
+        logger.info(
+            f"📴 WebSocket disconnect received in parse_wyoming_protocol. Code: {code}, Reason: {reason}"
+        )
         raise WebSocketDisconnect(code=code, reason=reason)
 
     # Handle text message (JSON header)
@@ -165,7 +376,7 @@ async def parse_wyoming_protocol(ws: WebSocket) -> tuple[dict, Optional[bytes]]:
         payload = None
         payload_length = header.get("payload_length")
         if payload_length is not None and payload_length > 0:
-            payload_msg = await ws.receive()
+            payload_msg = await receive_with_idle_timeout(ws)
             if "bytes" in payload_msg:
                 payload = payload_msg["bytes"]
             else:
@@ -184,25 +395,33 @@ async def parse_wyoming_protocol(ws: WebSocket) -> tuple[dict, Optional[bytes]]:
 
 
 async def create_client_state(client_id: str, user, device_name: Optional[str] = None):
-    """Create and register a new client state."""
+    """Create and register a new client state.
+
+    If a connection with the same client_id already exists (a reconnecting device
+    whose previous connection is still lingering — e.g. a relay-held zombie), the
+    stale connection is evicted first so the newest connection always wins. The
+    per-client lock makes evict+create atomic against concurrent reconnects.
+    """
     # Get client manager
     client_manager = get_client_manager()
 
-    # Directory where WAV chunks are written
-    from pathlib import Path
-    CHUNK_DIR = Path("./audio_chunks")  # This will be mounted to ./data/audio_chunks by Docker
+    async with _get_client_setup_lock(client_id):
+        # Newest-wins: tear down any stale connection holding this client_id. This
+        # finalizes its sessions and removes it so create_client below won't raise.
+        if client_manager.has_client(client_id):
+            logger.warning(
+                f"♻️ Client {client_id} reconnecting while a previous connection is "
+                f"still registered — evicting the stale connection (newest wins)"
+            )
+            await cleanup_client_state(client_id)
 
-    # Use ClientManager for atomic client creation and registration
-    client_state = client_manager.create_client(
-        client_id, CHUNK_DIR, user.user_id, user.email
-    )
+        # Use ClientManager for atomic client creation and registration
+        client_state = client_manager.create_client(client_id, user.user_id, user.email)
 
     # Also track in persistent mapping (for database queries + cross-container Redis)
-    from advanced_omi_backend.client_manager import track_client_user_relationship_async
     await track_client_user_relationship_async(client_id, user.user_id)
 
     # Register client in user model (persistent)
-    from advanced_omi_backend.users import register_client_to_user
     await register_client_to_user(user, client_id, device_name)
 
     return client_state
@@ -222,91 +441,75 @@ async def cleanup_client_state(client_id: str):
     # Note: Previously we cancelled the speech detection job here, but this prevented
     # conversations from being created when WebSocket disconnects mid-recording.
     # The speech detection job now monitors session status and completes naturally.
-    import redis.asyncio as redis
+    logger.info(
+        f"🔄 Letting speech detection job complete naturally for client {client_id} (if running)"
+    )
 
-    logger.info(f"🔄 Letting speech detection job complete naturally for client {client_id} (if running)")
+    client_manager = get_client_manager()
+    client_state = client_manager.get_client(client_id)
+    session_id = client_state.stream_session_id if client_state else None
 
-    # Mark all active sessions for this client as complete AND delete Redis streams
+    # Finalize only the recording owned by this connection. Historical sessions for
+    # the same device are immutable and must never be rewritten on a reconnect.
+    async_redis = create_async_redis(decode_responses=False)
     try:
-        # Get async Redis client
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-        async_redis = redis.from_url(redis_url, decode_responses=False)
-
-        # Get audio stream producer for finalization
-        from advanced_omi_backend.services.audio_stream.producer import (
-            get_audio_stream_producer,
-        )
-        audio_stream_producer = get_audio_stream_producer()
-
-        # Find all session keys for this client and mark them complete
-        pattern = f"audio:session:*"
-        cursor = 0
-        sessions_closed = 0
-
-        while True:
-            cursor, keys = await async_redis.scan(cursor, match=pattern, count=100)
-
-            for key in keys:
-                # Check if this session belongs to this client
-                client_id_bytes = await async_redis.hget(key, "client_id")
-                if client_id_bytes and client_id_bytes.decode() == client_id:
-                    session_id = key.decode().replace("audio:session:", "")
-
-                    # Check session status
-                    status_bytes = await async_redis.hget(key, "status")
-                    status = status_bytes.decode() if status_bytes else None
-
-                    # If session is still active, finalize it first (sets status + completion_reason atomically)
-                    if status in ["active", None]:
-                        logger.info(f"📊 Finalizing active session {session_id[:12]} due to WebSocket disconnect")
-                        await audio_stream_producer.finalize_session(session_id, completion_reason="websocket_disconnect")
-
-                    # Mark session as complete (WebSocket disconnected)
-                    await mark_session_complete(async_redis, session_id, "websocket_disconnect")
-                    sessions_closed += 1
-
-            if cursor == 0:
-                break
-
-        if sessions_closed > 0:
-            logger.info(f"✅ Closed {sessions_closed} active session(s) for client {client_id}")
-
-        # Set TTL on Redis Streams for this client (allows consumer groups to finish processing)
-        stream_pattern = f"audio:stream:{client_id}"
-        stream_key = await async_redis.exists(stream_pattern)
-        if stream_key:
-            # Check how many messages are in the stream
-            stream_length = await async_redis.xlen(stream_pattern)
-
-            # Check for pending messages in consumer groups
-            pending_count = 0
-            try:
-                # Check streaming-transcription consumer group for pending messages
-                pending_info = await async_redis.xpending(stream_pattern, "streaming-transcription")
-                if pending_info:
-                    pending_count = pending_info.get('pending', 0)
-            except Exception as e:
-                # Consumer group might not exist yet - that's ok
-                logger.debug(f"No consumer group for {stream_pattern}: {e}")
+        if session_id:
+            store = SessionStore(async_redis)
+            view = await store.read(session_id)
+            if view is None:
+                raise RuntimeError(
+                    f"Connected client {client_id} references missing session {session_id}"
+                )
+            if view.client_id != client_id:
+                raise RuntimeError(
+                    f"Session {session_id} belongs to {view.client_id}, not {client_id}"
+                )
 
-            if stream_length > 0 or pending_count > 0:
-                logger.warning(
-                    f"⚠️ Closing {stream_pattern} with unprocessed data: "
-                    f"{stream_length} messages in stream, {pending_count} pending in consumer group"
+            if view.status is SessionStatus.ACTIVE:
+                logger.info(
+                    f"📊 Finalizing active session {session_id[:12]} due to WebSocket disconnect"
+                )
+                await get_audio_stream_producer().finalize_session(
+                    session_id, completion_reason="websocket_disconnect"
                 )
 
-            await async_redis.expire(stream_pattern, 60)  # 60 second TTL for consumer group fan-out
-            logger.info(f"⏰ Set 60s TTL on Redis stream: {stream_pattern}")
-        else:
-            logger.debug(f"No Redis stream found for client {client_id}")
+            if view.status is not SessionStatus.FINISHED:
+                await store.mark_complete(session_id, "websocket_disconnect")
+
+            if view.user_id:
+                publish_sse_event(
+                    view.user_id,
+                    "session.ended",
+                    {
+                        "session_id": session_id,
+                        "client_id": client_id,
+                        "reason": "websocket_disconnect",
+                    },
+                )
 
-        await async_redis.close()
+            stream_name = view.stream_name
+            if stream_name and await async_redis.exists(stream_name):
+                await async_redis.persist(stream_name)
+                decision = await inspect_stream_retention(
+                    async_redis,
+                    stream_name,
+                    required_groups={AUDIO_PERSISTENCE_GROUP},
+                )
+                logger.info(
+                    f"Retained draining Redis audio log {stream_name}: {decision.reason}"
+                )
 
-    except Exception as session_error:
-        logger.warning(f"⚠️ Error marking sessions complete for client {client_id}: {session_error}")
+            results_key = f"transcription:results:{session_id}"
+            if await async_redis.exists(results_key):
+                await async_redis.expire(results_key, 300)
+            await store.expire_current_conversation(session_id, 3600)
+            await async_redis.expire(f"speech_detection_job:{session_id}", 3600)
+    finally:
+        await async_redis.aclose()
 
-    # Use ClientManager for atomic client removal with cleanup
-    client_manager = get_client_manager()
+    # Client removal is legal only after its session reached the producer-terminal
+    # state. A failed Redis append raises above and retains both ClientState and the
+    # producer buffer for the next explicit cleanup attempt.
     removed = await client_manager.remove_client_with_cleanup(client_id)
 
     if removed:
@@ -314,6 +517,13 @@ async def cleanup_client_state(client_id: str):
     else:
         logger.warning(f"Client {client_id} was not found for cleanup")
 
+    # Stamp the device's last_seen in the registry so the Network page shows an
+    # accurate "last seen" once it's offline (the live ClientState is now gone).
+    try:
+        await touch_client_last_seen(client_id)
+    except Exception as e:
+        logger.debug(f"Could not stamp last_seen for {client_id}: {e}")
+
 
 # Shared helper functions for WebSocket handlers
 async def _setup_websocket_connection(
@@ -321,7 +531,7 @@ async def _setup_websocket_connection(
     token: Optional[str],
     device_name: Optional[str],
     pending_client_id: str,
-    connection_type: str
+    connection_type: str,
 ) -> tuple[Optional[str], Optional[object], Optional[object]]:
     """
     Setup WebSocket connection: accept, authenticate, create client state.
@@ -340,23 +550,44 @@ async def _setup_websocket_connection(
     await ws.accept()
 
     # Authenticate user after accepting connection
-    user = await websocket_auth(ws, token)
+    user, auth_failure_reason = await websocket_auth(ws, token)
     if not user:
+        # Build specific error message based on failure reason
+        if auth_failure_reason == "token_expired":
+            error_type = "token_expired"
+            message = "Your session has expired. Please log in again."
+            close_reason = "Token expired"
+        elif auth_failure_reason == "user_not_found":
+            error_type = "user_not_found"
+            message = "User account not found or inactive. Please log in again."
+            close_reason = "User not found"
+        else:
+            error_type = "authentication_failed"
+            message = "Authentication failed. Please log in again and ensure your token is valid."
+            close_reason = "Authentication failed"
+
         # Send error message to client before closing
         try:
-            error_msg = json.dumps({
-                "type": "error",
-                "error": "authentication_failed",
-                "message": "Authentication failed. Please log in again and ensure your token is valid.",
-                "code": 1008
-            }) + "\n"
+            error_msg = (
+                json.dumps(
+                    {
+                        "type": "error",
+                        "error": error_type,
+                        "message": message,
+                        "code": 1008,
+                    }
+                )
+                + "\n"
+            )
             await ws.send_text(error_msg)
-            application_logger.info("Sent authentication error message to client")
+            application_logger.info(
+                f"Sent auth error to client: {error_type} ({close_reason})"
+            )
         except Exception as send_error:
             application_logger.warning(f"Failed to send error message: {send_error}")
 
         # Close connection with appropriate code
-        await ws.close(code=1008, reason="Authentication failed")
+        await ws.close(code=1008, reason=close_reason)
         return None, None, None
 
     # Generate proper client_id using user and device_name
@@ -370,7 +601,18 @@ async def _setup_websocket_connection(
 
     # Send ready message to confirm connection is established
     try:
-        ready_msg = json.dumps({"type": "ready", "message": "WebSocket connection established"}) + "\n"
+        ready_msg = (
+            json.dumps(
+                {
+                    "type": "ready",
+                    "message": "WebSocket connection established",
+                    # The resolved client_id lets the client scope per-client signals
+                    # (wake-word SSE feedback) to its own device — see webui useSSE.
+                    "client_id": client_id,
+                }
+            )
+            + "\n"
+        )
         await ws.send_text(ready_msg)
         application_logger.debug(f"✅ Sent ready message to {client_id}")
     except Exception as e:
@@ -389,7 +631,7 @@ async def _initialize_streaming_session(
     user_email: str,
     client_id: str,
     audio_format: dict,
-    websocket: Optional[WebSocket] = None
+    websocket: Optional[WebSocket] = None,
 ) -> Optional[asyncio.Task]:
     """
     Initialize streaming session with Redis and enqueue processing jobs.
@@ -410,90 +652,111 @@ async def _initialize_streaming_session(
         f"🔴 BACKEND: _initialize_streaming_session called for {client_id}"
     )
 
-    if hasattr(client_state, 'stream_session_id'):
+    if client_state.stream_session_id is not None:
         application_logger.debug(f"Session already initialized for {client_id}")
         return None
 
-    # Initialize stream session - use client_id as session_id for predictable lookup
-    # All other session metadata goes to Redis (single source of truth)
-    client_state.stream_session_id = client_state.client_id
-    application_logger.info(f"🆔 Created stream session: {client_state.stream_session_id}")
-
     # Determine transcription provider from config.yml
-    from advanced_omi_backend.model_registry import get_models_registry
-
     registry = get_models_registry()
     if not registry:
-        raise ValueError("config.yml not found - cannot determine transcription provider")
+        raise ValueError(
+            "config.yml not found - cannot determine transcription provider"
+        )
 
     stt_model = registry.get_default("stt")
     if not stt_model:
         raise ValueError("No default STT model configured in config.yml (defaults.stt)")
 
     # Use model_provider for session tracking (generic, not validated against hardcoded list)
-    provider = stt_model.model_provider.lower() if stt_model.model_provider else stt_model.name
+    provider = (
+        stt_model.model_provider.lower() if stt_model.model_provider else stt_model.name
+    )
 
-    application_logger.info(f"📋 Using STT provider: {provider} (model: {stt_model.name})")
+    application_logger.info(
+        f"📋 Using STT provider: {provider} (model: {stt_model.name})"
+    )
+
+    # Every recording attempt owns a distinct session and raw-audio WAL. Reusing
+    # client_id here lets a reconnect reset the old session hash and interleave new
+    # bytes with a persistence worker that is still draining the prior connection.
+    session_id = f"{client_id}-{uuid.uuid4().hex}"
+    application_logger.info(f"🆔 Creating stream session: {session_id}")
 
     # Initialize session tracking in Redis (SINGLE SOURCE OF TRUTH for session metadata)
     # This includes user_email, connection info, audio format, chunk counters, job IDs, etc.
     connection_id = f"ws_{client_id}_{int(time.time())}"
     await audio_stream_producer.init_session(
-        session_id=client_state.stream_session_id,
+        session_id=session_id,
         user_id=user_id,
         client_id=client_id,
         user_email=user_email,
         connection_id=connection_id,
         mode="streaming",
-        provider=provider
+        provider=provider,
     )
+    # Publish the connection's active-session pointer only after the durable Redis
+    # session and producer buffer both exist. A failed CONNECTING attempt therefore
+    # cannot masquerade as an active capture during cleanup/reconnect.
+    client_state.stream_session_id = session_id
 
     # Store audio format in Redis session (not in ClientState)
-    import json
-
-    from advanced_omi_backend.services.audio_stream.producer import (
-        get_audio_stream_producer,
+    await audio_stream_producer.store.set_audio_format(session_id, audio_format)
+
+    # CONNECTED/ACTIVE is not allowed to accept raw audio without a durable Mongo
+    # owner. Create and atomically assign it before the persistence job or producer
+    # can observe the session. Speech detection may reuse/finalize this placeholder;
+    # it no longer controls whether the raw capture exists.
+    assignment = await ensure_active_session_placeholder(
+        audio_stream_producer.store,
+        session_id=session_id,
+        user_id=user_id,
+        client_id=client_id,
     )
-    session_key = f"audio:session:{client_state.stream_session_id}"
-    redis_client = audio_stream_producer.redis_client
-    await redis_client.hset(session_key, "audio_format", json.dumps(audio_format))
+    if assignment is None:
+        raise RuntimeError(
+            f"Could not assign durable audio owner for {client_state.stream_session_id}"
+        )
 
     # Enqueue streaming jobs (speech detection + audio persistence)
-    from advanced_omi_backend.controllers.queue_controller import start_streaming_jobs
-
     job_ids = start_streaming_jobs(
-        session_id=client_state.stream_session_id,
-        user_id=user_id,
-        client_id=client_id
+        session_id=session_id, user_id=user_id, client_id=client_id
     )
 
     # Store job IDs in Redis session (not in ClientState)
     await audio_stream_producer.update_session_job_ids(
-        session_id=client_state.stream_session_id,
-        speech_detection_job_id=job_ids['speech_detection'],
-        audio_persistence_job_id=job_ids['audio_persistence']
+        session_id=session_id,
+        speech_detection_job_id=job_ids["speech_detection"],
+        audio_persistence_job_id=job_ids["audio_persistence"],
+    )
+
+    # Notify frontend that a new streaming session has started
+    publish_sse_event(
+        user_id,
+        "session.started",
+        {
+            "session_id": session_id,
+            "client_id": client_id,
+        },
     )
 
-    # Note: Placeholder conversation creation is handled by the audio persistence job,
-    # which reads the always_persist_enabled setting from global config.
+    # The durable placeholder was assigned synchronously above; the worker only
+    # consumes that state and never invents an alternate owner.
 
     # Launch interim results subscriber if WebSocket provided
     subscriber_task = None
     if websocket:
         subscriber_task = asyncio.create_task(
-            subscribe_to_interim_results(websocket, client_state.stream_session_id)
+            subscribe_to_interim_results(websocket, session_id)
+        )
+        application_logger.info(
+            f"📡 Launched interim results subscriber for session {session_id}"
         )
-        application_logger.info(f"📡 Launched interim results subscriber for session {client_state.stream_session_id}")
 
     return subscriber_task
 
 
 async def _finalize_streaming_session(
-    client_state,
-    audio_stream_producer,
-    user_id: str,
-    user_email: str,
-    client_id: str
+    client_state, audio_stream_producer, user_id: str, user_email: str, client_id: str
 ) -> None:
     """
     Finalize streaming session: flush buffer, signal workers, enqueue finalize job, cleanup.
@@ -505,65 +768,47 @@ async def _finalize_streaming_session(
         user_email: User email
         client_id: Client ID
     """
-    if not hasattr(client_state, 'stream_session_id'):
+    if client_state.stream_session_id is None:
         application_logger.debug(f"No active session to finalize for {client_id}")
         return
 
     session_id = client_state.stream_session_id
 
-    try:
-        # Flush any remaining buffered audio
-        audio_format = getattr(client_state, 'stream_audio_format', {})
-        await audio_stream_producer.flush_session_buffer(
-            session_id=session_id,
-            sample_rate=audio_format.get("rate", 16000),
-            channels=audio_format.get("channels", 1),
-            sample_width=audio_format.get("width", 2)
-        )
-
-        # Send end-of-session signal to workers
-        await audio_stream_producer.send_session_end_signal(session_id)
-
-        # Mark session as finalizing with user_stopped reason (audio-stop event)
-        await audio_stream_producer.finalize_session(session_id, completion_reason="user_stopped")
+    # AudioStreamProducer owns the ordered durability transition: flush its
+    # process buffer, append the terminal marker, then publish FINALIZING.  Do not
+    # split those steps across this controller and the disconnect path.
+    await audio_stream_producer.finalize_session(
+        session_id, completion_reason="user_stopped"
+    )
 
-        # Store markers in Redis so open_conversation_job can persist them
-        if client_state.markers:
-            session_key = f"audio:session:{session_id}"
-            await audio_stream_producer.redis_client.hset(
-                session_key, "markers", json.dumps(client_state.markers)
-            )
-            client_state.markers.clear()
-
-        # NOTE: Finalize job disabled - open_conversation_job now handles everything
-        # The open_conversation_job will:
-        # 1. Detect the "finalizing" status
-        # 2. Enter 5-second grace period
-        # 3. Get audio file path
-        # 4. Mark session complete
-        # 5. Clean up Redis streams
-        # 6. Enqueue batch transcription and memory processing
-        #
-        # If no speech was detected (open_conversation_job never started):
-        # - Audio is discarded (intentional - we only create conversations with speech)
-        # - Redis streams are cleaned up by TTL
-        #
-        # TODO: Consider adding cleanup for no-speech scenarios if needed
+    # Store markers in Redis so open_conversation_job can persist them
+    if client_state.markers:
+        await audio_stream_producer.store.set_markers(session_id, client_state.markers)
+        client_state.markers.clear()
 
-        application_logger.info(
-            f"✅ Session {session_id[:12]} marked as finalizing - open_conversation_job will handle cleanup"
-        )
+    # Producer completion is distinct from persistence completion: FINISHED means no
+    # more XADDs are legal, while Redis group lag/pending remains the deletion gate.
+    await audio_stream_producer.store.mark_complete(session_id, "user_stopped")
+    publish_sse_event(
+        user_id,
+        "session.ended",
+        {
+            "session_id": session_id,
+            "client_id": client_id,
+            "reason": "user_stopped",
+        },
+    )
 
-        # Clear session state from ClientState (only stream_session_id is stored there now)
-        # All other session metadata lives in Redis (single source of truth)
-        if hasattr(client_state, 'stream_session_id'):
-            delattr(client_state, 'stream_session_id')
+    application_logger.info(
+        f"✅ Session {session_id[:12]} producer closed; persistence is draining"
+    )
 
-    except Exception as finalize_error:
-        application_logger.error(
-            f"❌ Failed to finalize streaming session: {finalize_error}",
-            exc_info=True
-        )
+    # Clear the connection pointer only after the producer completed the durable
+    # transition. On error the caller sees the exception and the same session/buffer
+    # remains available for an explicit retry; silently starting a fresh session
+    # would overwrite the only copy of the final sub-chunk.
+    client_state.stream_session_id = None
+    client_state.last_persistence_healthcheck = 0.0
 
 
 async def _publish_audio_to_stream(
@@ -574,7 +819,7 @@ async def _publish_audio_to_stream(
     client_id: str,
     sample_rate: int,
     channels: int,
-    sample_width: int
+    sample_width: int,
 ) -> None:
     """
     Publish audio chunk to Redis Stream with chunk tracking.
@@ -589,28 +834,22 @@ async def _publish_audio_to_stream(
         channels: Number of channels
         sample_width: Bytes per sample
     """
-    if not hasattr(client_state, 'stream_session_id'):
-        application_logger.warning(f"⚠️ Received audio chunk before session initialized for {client_id}")
-        return
+    if client_state.stream_session_id is None:
+        raise RuntimeError(
+            f"Received audio chunk before streaming session initialization for {client_id}"
+        )
 
     session_id = client_state.stream_session_id
 
-    # Increment chunk count in Redis (single source of truth) and format chunk ID
-    session_key = f"audio:session:{session_id}"
-    redis_client = audio_stream_producer.redis_client
-    chunk_count = await redis_client.hincrby(session_key, "chunks_published", 1)
-    chunk_id = f"{chunk_count:05d}"
-
-    # Publish to Redis Stream using producer
+    # Publish to Redis Stream using producer (producer owns chunk counting)
     await audio_stream_producer.add_audio_chunk(
         audio_data=audio_data,
         session_id=session_id,
-        chunk_id=chunk_id,
         user_id=user_id,
         client_id=client_id,
         sample_rate=sample_rate,
         channels=channels,
-        sample_width=sample_width
+        sample_width=sample_width,
     )
 
 
@@ -621,7 +860,7 @@ async def _handle_omi_audio_chunk(
     decode_packet_fn,
     user_id: str,
     client_id: str,
-    packet_count: int
+    packet_count: int,
 ) -> None:
     """
     Handle OMI audio chunk: decode Opus to PCM, then publish to stream.
@@ -638,7 +877,9 @@ async def _handle_omi_audio_chunk(
     # Decode Opus to PCM
     start_time = time.time()
     loop = asyncio.get_running_loop()
-    pcm_data = await loop.run_in_executor(_DEC_IO_EXECUTOR, decode_packet_fn, opus_payload)
+    pcm_data = await loop.run_in_executor(
+        _DEC_IO_EXECUTOR, decode_packet_fn, opus_payload
+    )
     decode_time = time.time() - start_time
 
     if pcm_data:
@@ -657,7 +898,7 @@ async def _handle_omi_audio_chunk(
             client_id,
             OMI_SAMPLE_RATE,
             OMI_CHANNELS,
-            OMI_SAMPLE_WIDTH
+            OMI_SAMPLE_WIDTH,
         )
     else:
         # Log decode failures for first 5 packets
@@ -675,7 +916,7 @@ async def _handle_streaming_mode_audio(
     user_id: str,
     user_email: str,
     client_id: str,
-    websocket: Optional[WebSocket] = None
+    websocket: Optional[WebSocket] = None,
 ) -> Optional[asyncio.Task]:
     """
     Handle audio chunk in streaming mode.
@@ -695,7 +936,7 @@ async def _handle_streaming_mode_audio(
     """
     # Initialize session if needed
     subscriber_task = None
-    if not hasattr(client_state, 'stream_session_id'):
+    if client_state.stream_session_id is None:
         subscriber_task = await _initialize_streaming_session(
             client_state,
             audio_stream_producer,
@@ -703,9 +944,23 @@ async def _handle_streaming_mode_audio(
             user_email,
             client_id,
             audio_format,
-            websocket=websocket  # Pass WebSocket to launch interim results subscriber
+            websocket=websocket,  # Pass WebSocket to launch interim results subscriber
         )
 
+    # Streaming transcription and Mongo persistence consume the Redis audio stream
+    # independently. Verify persistence periodically so an RQ crash/early exit cannot
+    # leave ASR apparently healthy while durable audio silently disappears. Messages
+    # remain in the Redis stream until the replacement consumer drains them.
+    now = time.monotonic()
+    if now - client_state.last_persistence_healthcheck >= 1.0:
+        session_id = client_state.stream_session_id
+        if session_id is None:
+            raise RuntimeError(
+                "Streaming session initialization did not produce a session id"
+            )
+        ensure_audio_persistence(session_id, user_id, client_id)
+        client_state.last_persistence_healthcheck = now
+
     # Publish to Redis Stream
     await _publish_audio_to_stream(
         client_state,
@@ -715,17 +970,14 @@ async def _handle_streaming_mode_audio(
         client_id,
         audio_format.get("rate", 16000),
         audio_format.get("channels", 1),
-        audio_format.get("width", 2)
+        audio_format.get("width", 2),
     )
 
     return subscriber_task
 
 
 async def _handle_batch_mode_audio(
-    client_state,
-    audio_data: bytes,
-    audio_format: dict,
-    client_id: str
+    client_state, audio_data: bytes, audio_format: dict, client_id: str
 ) -> None:
     """
     Handle audio chunk in batch mode with rolling 30-minute limit.
@@ -736,12 +988,10 @@ async def _handle_batch_mode_audio(
         audio_format: Audio format dict
         client_id: Client ID
     """
-    # Initialize batch accumulator if needed
-    if not hasattr(client_state, 'batch_audio_chunks'):
-        client_state.batch_audio_chunks = []
+    # Capture the audio format on the first chunk of the connection's first batch
+    if not client_state.batch_started:
+        client_state.batch_started = True
         client_state.batch_audio_format = audio_format
-        client_state.batch_audio_bytes = 0  # Track total bytes
-        client_state.batch_chunks_processed = 0  # Track how many batches processed
         application_logger.info(f"📦 Started batch audio accumulation for {client_id}")
 
     # Accumulate audio
@@ -774,7 +1024,7 @@ async def _handle_batch_mode_audio(
             user_id=client_state.user_id,  # Need to store these on session start
             user_email=client_state.user_email,
             client_id=client_state.client_id,
-            batch_number=client_state.batch_chunks_processed + 1
+            batch_number=client_state.batch_chunks_processed + 1,
         )
 
         # Clear buffer for next batch
@@ -796,7 +1046,7 @@ async def _handle_audio_chunk(
     user_id: str,
     user_email: str,
     client_id: str,
-    websocket: Optional[WebSocket] = None
+    websocket: Optional[WebSocket] = None,
 ) -> Optional[asyncio.Task]:
     """
     Route audio chunk to appropriate mode handler (streaming or batch).
@@ -814,13 +1064,18 @@ async def _handle_audio_chunk(
     Returns:
         Interim results subscriber task if websocket provided and streaming mode, None otherwise
     """
-    recording_mode = getattr(client_state, 'recording_mode', 'batch')
+    recording_mode = client_state.recording_mode
 
     if recording_mode == "streaming":
         return await _handle_streaming_mode_audio(
-            client_state, audio_stream_producer, audio_data,
-            audio_format, user_id, user_email, client_id,
-            websocket=websocket
+            client_state,
+            audio_stream_producer,
+            audio_data,
+            audio_format,
+            user_id,
+            user_email,
+            client_id,
+            websocket=websocket,
         )
     else:
         await _handle_batch_mode_audio(
@@ -833,7 +1088,7 @@ async def _handle_audio_session_start(
     client_state,
     audio_format: dict,
     client_id: str,
-    websocket: Optional[WebSocket] = None
+    websocket: Optional[WebSocket] = None,
 ) -> tuple[bool, str]:
     """
     Handle audio-start event - validate mode and set recording mode.
@@ -847,8 +1102,6 @@ async def _handle_audio_session_start(
     Returns:
         (audio_streaming_flag, recording_mode)
     """
-    from advanced_omi_backend.services.transcription import is_transcription_available
-
     recording_mode = audio_format.get("mode", "batch")
 
     application_logger.info(
@@ -878,14 +1131,20 @@ async def _handle_audio_session_start(
                         "type": "error",
                         "error": "streaming_not_configured",
                         "message": error_msg,
-                        "code": 400
+                        "code": 400,
                     }
                     await websocket.send_json(error_response)
-                    application_logger.info(f"📤 Sent streaming error to WebUI client {client_id}")
+                    application_logger.info(
+                        f"📤 Sent streaming error to WebUI client {client_id}"
+                    )
 
                     # Close the websocket connection after sending error
-                    await websocket.close(code=1008, reason="Streaming transcription not configured")
-                    application_logger.info(f"🔌 Closed WebSocket connection for {client_id} due to streaming config error")
+                    await websocket.close(
+                        code=1008, reason="Streaming transcription not configured"
+                    )
+                    application_logger.info(
+                        f"🔌 Closed WebSocket connection for {client_id} due to streaming config error"
+                    )
 
                     # Raise ValueError to exit the handler completely
                     raise ValueError(error_msg)
@@ -917,11 +1176,7 @@ async def _handle_audio_session_start(
 
 
 async def _handle_audio_session_stop(
-    client_state,
-    audio_stream_producer,
-    user_id: str,
-    user_email: str,
-    client_id: str
+    client_state, audio_stream_producer, user_id: str, user_email: str, client_id: str
 ) -> bool:
     """
     Handle audio-stop event - finalize session based on mode.
@@ -936,13 +1191,14 @@ async def _handle_audio_session_stop(
     Returns:
         False to switch back to control mode
     """
-    recording_mode = getattr(client_state, 'recording_mode', 'batch')
-    application_logger.info(f"🛑 Audio session stopped for {client_id} (mode: {recording_mode})")
+    recording_mode = client_state.recording_mode
+    application_logger.info(
+        f"🛑 Audio session stopped for {client_id} (mode: {recording_mode})"
+    )
 
     if recording_mode == "streaming":
         await _finalize_streaming_session(
-            client_state, audio_stream_producer,
-            user_id, user_email, client_id
+            client_state, audio_stream_producer, user_id, user_email, client_id
         )
     else:
         await _process_batch_audio_complete(
@@ -965,22 +1221,18 @@ async def _handle_button_event(
 
     Args:
         client_state: Client state object
-        button_state: Button state string (e.g., "SINGLE_TAP", "DOUBLE_TAP")
+        button_state: Button state string (e.g., "SINGLE_PRESS", "DOUBLE_PRESS")
         user_id: User ID
         client_id: Client ID
     """
-    from advanced_omi_backend.plugins.events import (
-        BUTTON_STATE_TO_EVENT,
-        ButtonState,
-    )
-    from advanced_omi_backend.services.plugin_service import get_plugin_router
-
     timestamp = time.time()
-    audio_uuid = client_state.current_audio_uuid
+    # The live conversation id is assigned later in the RQ pipeline and is not
+    # tracked on ClientState; markers carry the session id instead.
+    session_id = client_state.stream_session_id
 
     application_logger.info(
         f"🔘 Button event from {client_id}: {button_state} "
-        f"(audio_uuid={audio_uuid})"
+        f"(session_id={session_id})"
     )
 
     # Store marker on client state for later persistence to conversation
@@ -988,12 +1240,12 @@ async def _handle_button_event(
         "type": "button_event",
         "state": button_state,
         "timestamp": timestamp,
-        "audio_uuid": audio_uuid,
+        "audio_uuid": None,  # assigned later in the pipeline, not on ClientState
+        "session_id": session_id,
         "client_id": client_id,
     }
     client_state.add_marker(marker)
 
-
     # Map device button state to typed plugin event
     try:
         button_state_enum = ButtonState(button_state)
@@ -1015,244 +1267,316 @@ async def _handle_button_event(
             data={
                 "state": button_state_enum.value,
                 "timestamp": timestamp,
-                "audio_uuid": audio_uuid,
-                "session_id": getattr(client_state, 'stream_session_id', None),
+                "audio_uuid": None,  # assigned later in the pipeline, not on ClientState
+                "session_id": session_id,
                 "client_id": client_id,
             },
         )
 
 
-async def _process_rolling_batch(
+async def _handle_dial_event(
     client_state,
+    direction: str,
     user_id: str,
-    user_email: str,
     client_id: str,
-    batch_number: int
 ) -> None:
+    """Handle a rotary-dial event (CW/CCW) from the device.
+
+    During an open wake follow-up window, a detent is a *physical* follow-up that
+    nudges the just-controlled lights (warmer/cooler or brighter/dimmer). Outside a
+    window it's a no-op here — the device may still use the dial locally (e.g. for
+    volume). Best-effort: never breaks the audio loop.
     """
-    Process accumulated batch audio as a rolling segment.
+    session_id = client_state.stream_session_id
+    router = get_plugin_router()
+    if not router or not session_id:
+        return
+
+    redis_client = create_async_redis(decode_responses=True)
+    try:
+        result = await handle_dial_followup(
+            redis_client,
+            router,
+            user_id=user_id,
+            session_id=session_id,
+            client_id=client_id,
+            direction=direction,
+        )
+        application_logger.info(
+            f"🎛️ Dial event from {client_id}: {direction} (session={session_id}) -> {result}"
+        )
+    except Exception as e:  # noqa: BLE001 - dial feedback must never break the loop
+        application_logger.warning(f"Dial event handling failed for {client_id}: {e}")
+    finally:
+        await redis_client.aclose()
 
-    Creates conversation titled "Recording Part {batch_number}" and enqueues transcription.
+
+async def _create_batch_conversation_and_enqueue(
+    client_state,
+    user_id: str,
+    client_id: str,
+    title: str,
+    trigger: str,
+    job_id_prefix: str,
+    enqueue_post_jobs: bool = False,
+    attach_markers: bool = False,
+) -> Optional[str]:
+    """Create conversation from batch audio, store chunks, enqueue transcription.
 
     Args:
         client_state: Client state with batch_audio_chunks
         user_id: User ID
-        user_email: User email
         client_id: Client ID
-        batch_number: Sequential batch number (1, 2, 3...)
-    """
-    if not hasattr(client_state, 'batch_audio_chunks') or not client_state.batch_audio_chunks:
-        application_logger.warning(f"⚠️ No audio chunks to process for rolling batch")
-        return
-
-    try:
-        from advanced_omi_backend.models.conversation import create_conversation
-        from advanced_omi_backend.utils.audio_chunk_utils import convert_audio_to_chunks
+        title: Conversation title
+        trigger: Trigger string for transcription job
+        job_id_prefix: Prefix for the transcription job ID
+        enqueue_post_jobs: If True, chain post-conversation jobs after transcription
+        attach_markers: If True, copy client_state.markers to conversation
 
-        # Combine chunks
-        complete_audio = b''.join(client_state.batch_audio_chunks)
-        application_logger.info(
-            f"📦 Rolling batch #{batch_number}: Combined {len(client_state.batch_audio_chunks)} chunks "
-            f"into {len(complete_audio)} bytes"
-        )
+    Returns:
+        conversation_id on success, None on failure.
+    """
+    complete_audio = b"".join(client_state.batch_audio_chunks)
+    audio_format = client_state.batch_audio_format
+    sample_rate = audio_format.get("rate", 16000)
+    sample_width = audio_format.get("width", 2)
+    channels = audio_format.get("channels", 1)
 
-        # Get audio format
-        audio_format = getattr(client_state, 'batch_audio_format', {})
-        sample_rate = audio_format.get("rate", 16000)
-        width = audio_format.get("width", 2)
-        channels = audio_format.get("channels", 1)
+    application_logger.info(
+        f"📦 Batch: Combined {len(client_state.batch_audio_chunks)} chunks "
+        f"into {len(complete_audio)} bytes (title={title})"
+    )
 
-        # Create conversation with batch number in title
-        conversation = create_conversation(
-            user_id=user_id,
-            client_id=client_id,
-            title=f"Recording Part {batch_number}",
-            summary="Rolling batch processing..."
-        )
-        await conversation.insert()
-        conversation_id = conversation.conversation_id  # Get the auto-generated ID
+    # Create conversation
+    conversation = create_conversation(
+        user_id=user_id,
+        client_id=client_id,
+        title=title,
+        summary="Processing batch audio...",
+    )
+    if attach_markers and client_state.markers:
+        conversation.markers = list(client_state.markers)
+        client_state.markers.clear()
+    await conversation.insert()
+    conversation_id = conversation.conversation_id
 
-        # Convert to MongoDB chunks
+    # Convert audio to MongoDB chunks
+    try:
         num_chunks = await convert_audio_to_chunks(
             conversation_id=conversation_id,
             audio_data=complete_audio,
             sample_rate=sample_rate,
             channels=channels,
-            sample_width=width
+            sample_width=sample_width,
         )
-
-        # Enqueue transcription job
-        from advanced_omi_backend.controllers.queue_controller import (
-            JOB_RESULT_TTL,
-            transcription_queue,
+        application_logger.info(
+            f"📦 Batch: Converted to {num_chunks} MongoDB chunks ({conversation_id[:12]})"
         )
-        from advanced_omi_backend.workers.transcription_jobs import (
-            transcribe_full_audio_job,
+    except Exception as chunk_error:
+        application_logger.error(
+            f"Failed to convert batch audio to chunks: {chunk_error}", exc_info=True
         )
 
-        version_id = str(uuid.uuid4())
-        transcribe_job_id = f"transcribe_rolling_{conversation_id[:12]}_{batch_number}"
-
-        from advanced_omi_backend.config import get_transcription_job_timeout
-
-        transcription_job = transcription_queue.enqueue(
-            transcribe_full_audio_job,
-            conversation_id,
-            version_id,
-            f"rolling_batch_{batch_number}",  # trigger
-            job_timeout=get_transcription_job_timeout(),
-            result_ttl=JOB_RESULT_TTL,
-            job_id=transcribe_job_id,
-            description=f"Transcribe rolling batch #{batch_number} {conversation_id[:8]}",
-            meta={'conversation_id': conversation_id, 'client_id': client_id, 'batch_number': batch_number}
-        )
+    # Enqueue transcription job
+    version_id = str(uuid.uuid4())
+    transcription_job = transcription_queue.enqueue(
+        transcribe_full_audio_job,
+        conversation_id,
+        version_id,
+        trigger,
+        job_timeout=-1,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=f"{job_id_prefix}_{conversation_id[:12]}",
+        description=f"Transcribe {title.lower()} {conversation_id[:8]}",
+        meta={"conversation_id": conversation_id, "client_id": client_id},
+    )
 
+    application_logger.info(
+        f"📥 Batch: Enqueued transcription job {transcription_job.id}"
+    )
+
+    # Optionally chain post-conversation jobs
+    if enqueue_post_jobs:
+        job_ids = start_post_conversation_jobs(
+            conversation_id=conversation_id,
+            user_id=None,
+            depends_on_job=transcription_job,
+            client_id=client_id,
+        )
         application_logger.info(
-            f"✅ Rolling batch #{batch_number} created conversation {conversation_id}, "
-            f"enqueued transcription job {transcription_job.id}"
+            f"✅ Batch: Enqueued job chain for {conversation_id} — "
+            f"transcription ({transcription_job.id}) → "
+            f"speaker ({job_ids['speaker_recognition']}) → "
+            f"memory ({job_ids['memory']})"
         )
 
-    except Exception as e:
-        application_logger.error(
-            f"❌ Failed to process rolling batch #{batch_number}: {e}",
-            exc_info=True
-        )
+    return conversation_id
 
 
-async def _process_batch_audio_complete(
-    client_state,
-    user_id: str,
-    user_email: str,
-    client_id: str
+async def _process_rolling_batch(
+    client_state, user_id: str, user_email: str, client_id: str, batch_number: int
 ) -> None:
-    """
-    Process completed batch audio: write file, create conversation, enqueue jobs.
-
-    Args:
-        client_state: Client state with batch_audio_chunks
-        user_id: User ID
-        user_email: User email
-        client_id: Client ID
-    """
-    if not hasattr(client_state, 'batch_audio_chunks') or not client_state.batch_audio_chunks:
-        application_logger.warning(f"⚠️ Batch mode: No audio chunks accumulated for {client_id}")
+    """Process accumulated batch audio as a rolling segment."""
+    if not client_state.batch_audio_chunks:
+        application_logger.warning(f"⚠️ No audio chunks to process for rolling batch")
         return
 
     try:
-        from advanced_omi_backend.models.conversation import create_conversation
-        from advanced_omi_backend.utils.audio_chunk_utils import convert_audio_to_chunks
-
-        # Combine all chunks
-        complete_audio = b''.join(client_state.batch_audio_chunks)
-        application_logger.info(
-            f"📦 Batch mode: Combined {len(client_state.batch_audio_chunks)} chunks into {len(complete_audio)} bytes"
+        await _create_batch_conversation_and_enqueue(
+            client_state,
+            user_id=user_id,
+            client_id=client_id,
+            title=f"Recording Part {batch_number}",
+            trigger=f"rolling_batch_{batch_number}",
+            job_id_prefix=f"transcribe_rolling_{batch_number}",
+        )
+    except Exception as e:
+        application_logger.error(
+            f"❌ Failed to process rolling batch #{batch_number}: {e}", exc_info=True
         )
 
-        # Timestamp for logging
-        timestamp = int(time.time() * 1000)
-
-        # Get audio format from batch metadata (set during audio-start)
-        audio_format = getattr(client_state, 'batch_audio_format', {})
-        sample_rate = audio_format.get('rate', OMI_SAMPLE_RATE)
-        sample_width = audio_format.get('width', OMI_SAMPLE_WIDTH)
-        channels = audio_format.get('channels', OMI_CHANNELS)
-
-        # Calculate audio duration
-        duration = len(complete_audio) / (sample_rate * sample_width * channels)
 
-        application_logger.info(
-            f"✅ Batch mode: Processing audio ({duration:.1f}s)"
+async def _process_batch_audio_complete(
+    client_state, user_id: str, user_email: str, client_id: str
+) -> None:
+    """Process completed batch audio: create conversation, enqueue full job chain."""
+    if not client_state.batch_audio_chunks:
+        application_logger.warning(
+            f"⚠️ Batch mode: No audio chunks accumulated for {client_id}"
         )
+        return
 
-        # Create conversation immediately for batch audio (conversation_id auto-generated)
-        version_id = str(uuid.uuid4())
-
-        conversation = create_conversation(
+    try:
+        await _create_batch_conversation_and_enqueue(
+            client_state,
             user_id=user_id,
             client_id=client_id,
             title="Batch Recording",
-            summary="Processing batch audio..."
+            trigger="batch",
+            job_id_prefix="transcribe",
+            enqueue_post_jobs=True,
+            attach_markers=True,
         )
-        # Attach any markers (e.g., button events) captured during the session
-        if client_state.markers:
-            conversation.markers = list(client_state.markers)
-            client_state.markers.clear()
-        await conversation.insert()
-        conversation_id = conversation.conversation_id  # Get the auto-generated ID
+        client_state.batch_audio_chunks = []
+    except Exception as batch_error:
+        application_logger.error(
+            f"❌ Batch mode processing failed: {batch_error}", exc_info=True
+        )
+
+
+async def _cleanup_websocket_connection(
+    client_id: Optional[str],
+    pending_client_id: str,
+    interim_subscriber_task: Optional[asyncio.Task],
+) -> None:
+    """
+    Shared cleanup for WebSocket handlers (OMI and PCM).
 
-        application_logger.info(f"📝 Batch mode: Created conversation {conversation_id}")
+    Cancels the interim results subscriber, removes the pending connection
+    tracking entry, and tears down client state.
 
-        # Convert audio directly to MongoDB chunks (no disk intermediary)
+    Args:
+        client_id: Actual client ID (may be None if auth failed)
+        pending_client_id: Temporary tracking ID to discard
+        interim_subscriber_task: Background task forwarding interim transcripts
+    """
+    # Cancel interim results subscriber task if running
+    if interim_subscriber_task and not interim_subscriber_task.done():
+        interim_subscriber_task.cancel()
         try:
-            num_chunks = await convert_audio_to_chunks(
-                conversation_id=conversation_id,
-                audio_data=complete_audio,
-                sample_rate=sample_rate,
-                channels=channels,
-                sample_width=sample_width,
-            )
+            await interim_subscriber_task
+        except asyncio.CancelledError:
             application_logger.info(
-                f"📦 Batch mode: Converted to {num_chunks} MongoDB chunks "
-                f"(conversation {conversation_id[:12]})"
+                f"Interim subscriber task cancelled for {client_id}"
             )
-        except Exception as chunk_error:
+        except Exception as task_error:
             application_logger.error(
-                f"Failed to convert batch audio to chunks: {chunk_error}",
-                exc_info=True
+                f"Error cancelling interim subscriber task: {task_error}"
             )
-            # Continue anyway - transcription job will handle it
 
-        # Enqueue batch transcription job first (file uploads need transcription)
-        from advanced_omi_backend.controllers.queue_controller import (
-            JOB_RESULT_TTL,
-            start_post_conversation_jobs,
-            transcription_queue,
-        )
-        from advanced_omi_backend.workers.transcription_jobs import (
-            transcribe_full_audio_job,
-        )
+    # Clean up pending connection tracking
+    pending_connections.discard(pending_client_id)
 
-        version_id = str(uuid.uuid4())
-        transcribe_job_id = f"transcribe_{conversation_id[:12]}"
-
-        from advanced_omi_backend.config import get_transcription_job_timeout
-
-        transcription_job = transcription_queue.enqueue(
-            transcribe_full_audio_job,
-            conversation_id,
-            version_id,
-            "batch",  # trigger
-            job_timeout=get_transcription_job_timeout(),
-            result_ttl=JOB_RESULT_TTL,
-            job_id=transcribe_job_id,
-            description=f"Transcribe batch audio {conversation_id[:8]}",
-            meta={'conversation_id': conversation_id, 'client_id': client_id}
-        )
+    # Ensure cleanup happens even if client_id is None
+    if client_id:
+        try:
+            await cleanup_client_state(client_id)
+        except Exception as cleanup_error:
+            application_logger.error(
+                f"Error during cleanup for client {client_id}: {cleanup_error}",
+                exc_info=True,
+            )
 
-        application_logger.info(f"📥 Batch mode: Enqueued transcription job {transcription_job.id}")
 
-        # Enqueue post-conversation processing job chain (depends on transcription)
-        job_ids = start_post_conversation_jobs(
-            conversation_id=conversation_id,
-            user_id=None,  # Will be read from conversation in DB by jobs
-            depends_on_job=transcription_job,  # Wait for transcription to complete
-            client_id=client_id  # Pass client_id for UI tracking
-        )
+from contextlib import asynccontextmanager
 
-        application_logger.info(
-            f"✅ Batch mode: Enqueued job chain for {conversation_id} - "
-            f"transcription ({transcription_job.id}) → "
-            f"speaker ({job_ids['speaker_recognition']}) → "
-            f"memory ({job_ids['memory']})"
+
+@asynccontextmanager
+async def _websocket_session(ws, token, device_name, connection_type):
+    """Lifecycle wrapper: pending tracking, auth, client setup, cleanup.
+
+    Yields (client_id, client_state, user, audio_stream_producer, interim_holder)
+    on success, or None if auth failed.
+    interim_holder is a mutable list — the inner loop sets interim_holder[0] = task.
+    """
+    pending_client_id = f"pending_{uuid.uuid4()}"
+    pending_connections.add(pending_client_id)
+
+    client_id = None
+    interim_holder = [None]  # mutable so inner loop can update
+    downlink_task = None
+
+    try:
+        client_id, client_state, user = await _setup_websocket_connection(
+            ws, token, device_name, pending_client_id, connection_type
         )
+        if not user:
+            yield None
+            return
 
-        # Clear accumulated chunks
-        client_state.batch_audio_chunks = []
+        # user_id / user_email / client_id are already set on client_state by
+        # create_client_state() during connection setup.
+        audio_stream_producer = get_audio_stream_producer()
 
-    except Exception as batch_error:
+        # Forward backend→device control messages (tones, TTS) for this device.
+        downlink_task = asyncio.create_task(subscribe_to_device_downlink(ws, client_id))
+
+        yield (client_id, client_state, user, audio_stream_producer, interim_holder)
+
+    except WebSocketDisconnect:
+        application_logger.info(
+            f"🔌 {connection_type} WebSocket disconnected — Client: {client_id}"
+        )
+    except Exception as e:
         application_logger.error(
-            f"❌ Batch mode processing failed: {batch_error}",
-            exc_info=True
+            f"❌ {connection_type} WebSocket error for client {client_id}: {e}",
+            exc_info=True,
+        )
+        # Surface error-disconnects as a first-class client event (the catch-all log
+        # handler also captures the line above, but without client_id / category).
+        record_event_sync(
+            severity="error",
+            category="client",
+            source=client_id or "unknown",
+            title=f"{connection_type} client disconnected on error",
+            detail=str(e),
+            traceback=traceback.format_exc(),
+            client_id=client_id,
+            metadata={"connection_type": connection_type},
+        )
+    finally:
+        if downlink_task and not downlink_task.done():
+            downlink_task.cancel()
+            try:
+                await downlink_task
+            except asyncio.CancelledError:
+                pass
+            except Exception as task_error:
+                application_logger.error(
+                    f"Error cancelling downlink task for {client_id}: {task_error}"
+                )
+        await _cleanup_websocket_connection(
+            client_id, pending_client_id, interim_holder[0]
         )
 
 
@@ -1262,67 +1586,55 @@ async def handle_omi_websocket(
     device_name: Optional[str] = None,
 ):
     """Handle OMI WebSocket connections with Opus decoding."""
-    # Generate pending client_id to track connection even if auth fails
-    pending_client_id = f"pending_{uuid.uuid4()}"
-    pending_connections.add(pending_client_id)
-
-    client_id = None
-    client_state = None
-    interim_subscriber_task = None
-
-    try:
-        # Setup connection (accept, auth, create client state)
-        client_id, client_state, user = await _setup_websocket_connection(
-            ws, token, device_name, pending_client_id, "OMI"
-        )
-        if not user:
+    async with _websocket_session(ws, token, device_name, "OMI") as session:
+        if session is None:
             return
+        client_id, client_state, user, audio_stream_producer, interim_holder = session
 
         # OMI-specific: Setup Opus decoder
         decoder = OmiOpusDecoder()
         _decode_packet = partial(decoder.decode_packet, strip_header=False)
 
-        # Get singleton audio stream producer
-        audio_stream_producer = get_audio_stream_producer()
-
         packet_count = 0
         total_bytes = 0
 
         while True:
             # Parse Wyoming protocol
             header, payload = await parse_wyoming_protocol(ws)
+            client_state.touch()  # liveness: inbound activity keeps this client fresh
 
             if header["type"] == "audio-start":
-                # Handle audio session start
-                application_logger.info(f"🔴 BACKEND: Received audio-start in OMI MODE for {client_id} (header={header})")
+                application_logger.info(
+                    f"🔴 BACKEND: Received audio-start in OMI MODE for {client_id} (header={header})"
+                )
                 application_logger.info(f"🎙️ OMI audio session started for {client_id}")
 
-                # Store user context on client state
-                client_state.user_id = user.user_id
-                client_state.user_email = user.email
-                client_state.client_id = client_id
-
-                interim_subscriber_task = await _initialize_streaming_session(
+                interim_holder[0] = await _initialize_streaming_session(
                     client_state,
                     audio_stream_producer,
                     user.user_id,
                     user.email,
                     client_id,
-                    header.get("data", {"rate": OMI_SAMPLE_RATE, "width": OMI_SAMPLE_WIDTH, "channels": OMI_CHANNELS}),
-                    websocket=ws  # Pass WebSocket to launch interim results subscriber
+                    header.get(
+                        "data",
+                        {
+                            "rate": OMI_SAMPLE_RATE,
+                            "width": OMI_SAMPLE_WIDTH,
+                            "channels": OMI_CHANNELS,
+                        },
+                    ),
+                    websocket=ws,
                 )
 
             elif header["type"] == "audio-chunk" and payload:
                 packet_count += 1
                 total_bytes += len(payload)
 
-                # Log progress
                 if packet_count <= 5 or packet_count % 1000 == 0:
                     application_logger.info(
                         f"🎵 Received OMI audio chunk #{packet_count}: {len(payload)} bytes"
                     )
 
-                # Handle OMI audio chunk (Opus decode + publish to stream)
                 await _handle_omi_audio_chunk(
                     client_state,
                     audio_stream_producer,
@@ -1330,35 +1642,43 @@ async def handle_omi_websocket(
                     _decode_packet,
                     user.user_id,
                     client_id,
-                    packet_count
+                    packet_count,
                 )
 
-                # Log progress every 1000th packet
                 if packet_count % 1000 == 0:
                     application_logger.info(
                         f"📊 Processed {packet_count} OMI packets ({total_bytes} bytes total)"
                     )
 
             elif header["type"] == "audio-stop":
-                # Handle audio session stop
                 application_logger.info(
                     f"🛑 OMI audio session stopped for {client_id} - "
                     f"Total chunks: {packet_count}, Total bytes: {total_bytes}"
                 )
 
-                # Finalize session using helper function
                 await _finalize_streaming_session(
                     client_state,
                     audio_stream_producer,
                     user.user_id,
                     user.email,
-                    client_id
+                    client_id,
                 )
 
-                # Reset counters for next session
                 packet_count = 0
                 total_bytes = 0
 
+            elif header["type"] == "ping":
+                # App-level heartbeat. The mobile client (useAudioStreamer) pings every
+                # 25s and closes the socket as a half-open "zombie" if it gets no pong
+                # within 2 heartbeats (~50s). The OMI/opus path previously had no pong
+                # reply (only the PCM handler did), so opus clients dropped + reconnected
+                # every ~50s — churning the streaming-transcription provider connection
+                # and stranding real speech as "transcription service did not respond".
+                application_logger.debug(
+                    f"🏓 Received ping from OMI client {client_id}"
+                )
+                await ws.send_json({"type": "pong"})
+
             elif header["type"] == "button-event":
                 button_data = header.get("data", {})
                 button_state = button_data.get("state", "unknown")
@@ -1366,116 +1686,87 @@ async def handle_omi_websocket(
                     client_state, button_state, user.user_id, client_id
                 )
 
+            elif header["type"] == "dial-event":
+                dial_data = header.get("data", {})
+                direction = dial_data.get("direction", "")
+                await _handle_dial_event(
+                    client_state, direction, user.user_id, client_id
+                )
+
             else:
-                # Unknown event type
                 application_logger.debug(
                     f"Ignoring Wyoming event type '{header['type']}' for OMI client {client_id}"
                 )
 
-    except WebSocketDisconnect:
-        application_logger.info(
-            f"🔌 WebSocket disconnected - Client: {client_id}, Packets: {packet_count}, Total bytes: {total_bytes}"
-        )
-    except Exception as e:
-        application_logger.error(f"❌ WebSocket error for client {client_id}: {e}", exc_info=True)
-    finally:
-        # Cancel interim results subscriber task if running
-        if interim_subscriber_task and not interim_subscriber_task.done():
-            interim_subscriber_task.cancel()
-            try:
-                await interim_subscriber_task
-            except asyncio.CancelledError:
-                application_logger.info(f"Interim subscriber task cancelled for {client_id}")
-            except Exception as task_error:
-                application_logger.error(f"Error cancelling interim subscriber task: {task_error}")
-
-        # Clean up pending connection tracking
-        pending_connections.discard(pending_client_id)
-
-        # Ensure cleanup happens even if client_id is None
-        if client_id:
-            try:
-                # Clean up client state
-                await cleanup_client_state(client_id)
-            except Exception as cleanup_error:
-                application_logger.error(
-                    f"Error during cleanup for client {client_id}: {cleanup_error}", exc_info=True
-                )
-
 
 async def handle_pcm_websocket(
-    ws: WebSocket,
-    token: Optional[str] = None,
-    device_name: Optional[str] = None
+    ws: WebSocket, token: Optional[str] = None, device_name: Optional[str] = None
 ):
     """Handle PCM WebSocket connections with batch and streaming mode support."""
-    # Generate pending client_id to track connection even if auth fails
-    pending_client_id = f"pending_{uuid.uuid4()}"
-    pending_connections.add(pending_client_id)
-
-    client_id = None
-    client_state = None
-    interim_subscriber_task = None
-
-    try:
-        # Setup connection (accept, auth, create client state)
-        client_id, client_state, user = await _setup_websocket_connection(
-            ws, token, device_name, pending_client_id, "PCM"
-        )
-        if not user:
+    async with _websocket_session(ws, token, device_name, "PCM") as session:
+        if session is None:
             return
-
-        # Get singleton audio stream producer
-        audio_stream_producer = get_audio_stream_producer()
+        client_id, client_state, user, audio_stream_producer, interim_holder = session
 
         packet_count = 0
         total_bytes = 0
-        audio_streaming = False  # Track if audio session is active
+        audio_streaming = False
 
         while True:
             try:
                 if not audio_streaming:
                     # Control message mode - parse Wyoming protocol
-                    application_logger.debug(f"🔄 Control mode for {client_id}, WebSocket state: {ws.client_state if hasattr(ws, 'client_state') else 'unknown'}")
-                    application_logger.debug(f"📨 About to receive control message for {client_id}")
+                    application_logger.debug(
+                        f"🔄 Control mode for {client_id}, WebSocket state: {ws.client_state if hasattr(ws, 'client_state') else 'unknown'}"
+                    )
+                    application_logger.debug(
+                        f"📨 About to receive control message for {client_id}"
+                    )
                     header, payload = await parse_wyoming_protocol(ws)
-                    application_logger.debug(f"✅ Received message type: {header.get('type')} for {client_id}")
+                    client_state.touch()  # liveness: inbound activity keeps this client fresh
+                    application_logger.debug(
+                        f"✅ Received message type: {header.get('type')} for {client_id}"
+                    )
 
                     if header["type"] == "audio-start":
-                        application_logger.info(f"🔴 BACKEND: Received audio-start in CONTROL MODE for {client_id}")
-                        application_logger.debug(f"🎙️ Processing audio-start for {client_id}")
-
-                        # Store user context on client state for rolling batch processing
-                        client_state.user_id = user.user_id
-                        client_state.user_email = user.email
-                        client_state.client_id = client_id
-
-                        # Handle audio session start using helper function (pass websocket for error handling)
-                        audio_streaming, recording_mode = await _handle_audio_session_start(
-                            client_state,
-                            header.get("data", {}),
-                            client_id,
-                            websocket=ws  # Pass websocket for WebUI error display
+                        application_logger.info(
+                            f"🔴 BACKEND: Received audio-start in CONTROL MODE for {client_id}"
+                        )
+                        application_logger.debug(
+                            f"🎙️ Processing audio-start for {client_id}"
+                        )
+
+                        # Handle audio session start (pass websocket for error handling)
+                        audio_streaming, recording_mode = (
+                            await _handle_audio_session_start(
+                                client_state,
+                                header.get("data", {}),
+                                client_id,
+                                websocket=ws,
+                            )
                         )
 
                         # Initialize streaming session
                         if recording_mode == "streaming":
-                            application_logger.info(f"🔴 BACKEND: Initializing streaming session for {client_id}")
-                            interim_subscriber_task = await _initialize_streaming_session(
+                            application_logger.info(
+                                f"🔴 BACKEND: Initializing streaming session for {client_id}"
+                            )
+                            interim_holder[0] = await _initialize_streaming_session(
                                 client_state,
                                 audio_stream_producer,
                                 user.user_id,
                                 user.email,
                                 client_id,
                                 header.get("data", {}),
-                                websocket=ws
+                                websocket=ws,
                             )
 
-                        continue  # Continue to audio streaming mode
-                    
+                        continue
+
                     elif header["type"] == "ping":
-                        # Handle keepalive ping from frontend
                         application_logger.debug(f"🏓 Received ping from {client_id}")
+                        # Reply so the client can detect a half-open (zombie) socket.
+                        await ws.send_json({"type": "pong"})
                         continue
 
                     elif header["type"] == "button-event":
@@ -1486,68 +1777,87 @@ async def handle_pcm_websocket(
                         )
                         continue
 
+                    elif header["type"] == "dial-event":
+                        dial_data = header.get("data", {})
+                        direction = dial_data.get("direction", "")
+                        await _handle_dial_event(
+                            client_state, direction, user.user_id, client_id
+                        )
+                        continue
+
                     else:
-                        # Unknown control message type
                         application_logger.debug(
                             f"Ignoring Wyoming control event type '{header['type']}' for {client_id}"
                         )
                         continue
-                        
+
                 else:
-                    # Audio streaming mode - receive raw bytes (like speaker recognition)
-                    application_logger.debug(f"🎵 Audio streaming mode for {client_id} - waiting for audio data")
-                    
+                    # Audio streaming mode
+                    application_logger.debug(
+                        f"🎵 Audio streaming mode for {client_id} - waiting for audio data"
+                    )
+
                     try:
-                        # Receive raw audio bytes or check for control messages
-                        message = await ws.receive()
-                        
-                        
-                        # Check if it's a disconnect
-                        if "type" in message and message["type"] == "websocket.disconnect":
-                            code = message.get("code", 1000)
+                        message = await receive_with_idle_timeout(ws)
+                        client_state.touch()  # liveness: inbound activity keeps this client fresh
+
+                        if (
+                            "type" in message
+                            and message["type"] == "websocket.disconnect"
+                        ):
+                            code = message.get("code")
                             reason = message.get("reason", "")
-                            application_logger.info(f"🔌 WebSocket disconnect during audio streaming for {client_id}. Code: {code}, Reason: {reason}")
+                            application_logger.info(
+                                f"🔌 WebSocket disconnect during audio streaming for {client_id}. Code: {code}, Reason: {reason}"
+                            )
                             break
-                        
-                        # Check if it's a text message (control message like audio-stop)
+
                         if "text" in message:
                             try:
                                 control_header = json.loads(message["text"].strip())
                                 if control_header.get("type") == "audio-stop":
-                                    # Handle audio session stop using helper function
                                     audio_streaming = await _handle_audio_session_stop(
                                         client_state,
                                         audio_stream_producer,
                                         user.user_id,
                                         user.email,
-                                        client_id
+                                        client_id,
                                     )
-                                    # Reset counters for next session
                                     packet_count = 0
                                     total_bytes = 0
                                     continue
                                 elif control_header.get("type") == "ping":
-                                    application_logger.debug(f"🏓 Received ping during streaming from {client_id}")
+                                    application_logger.debug(
+                                        f"🏓 Received ping during streaming from {client_id}"
+                                    )
+                                    # Reply so the client can detect a half-open (zombie) socket.
+                                    await ws.send_json({"type": "pong"})
                                     continue
                                 elif control_header.get("type") == "audio-start":
-                                    # Handle duplicate audio-start messages gracefully (idempotent behavior)
-                                    application_logger.info(f"🔄 Ignoring duplicate audio-start message during streaming for {client_id}")
+                                    application_logger.info(
+                                        f"🔄 Ignoring duplicate audio-start message during streaming for {client_id}"
+                                    )
                                     continue
                                 elif control_header.get("type") == "audio-chunk":
-                                    # Handle Wyoming protocol audio-chunk with binary payload
-                                    payload_length = control_header.get("payload_length")
+                                    payload_length = control_header.get(
+                                        "payload_length"
+                                    )
                                     if payload_length and payload_length > 0:
-                                        # Receive the binary audio data
-                                        payload_msg = await ws.receive()
+                                        payload_msg = await receive_with_idle_timeout(
+                                            ws
+                                        )
                                         if "bytes" in payload_msg:
                                             audio_data = payload_msg["bytes"]
                                             packet_count += 1
                                             total_bytes += len(audio_data)
 
-                                            application_logger.debug(f"🎵 Received audio chunk #{packet_count}: {len(audio_data)} bytes")
+                                            application_logger.debug(
+                                                f"🎵 Received audio chunk #{packet_count}: {len(audio_data)} bytes"
+                                            )
 
-                                            # Route to appropriate mode handler
-                                            audio_format = control_header.get("data", {})
+                                            audio_format = control_header.get(
+                                                "data", {}
+                                            )
                                             task = await _handle_audio_chunk(
                                                 client_state,
                                                 audio_stream_producer,
@@ -1556,41 +1866,60 @@ async def handle_pcm_websocket(
                                                 user.user_id,
                                                 user.email,
                                                 client_id,
-                                                websocket=ws
+                                                websocket=ws,
                                             )
-                                            # Store subscriber task if it was created (first streaming chunk)
-                                            if task and not interim_subscriber_task:
-                                                interim_subscriber_task = task
+                                            if task and not interim_holder[0]:
+                                                interim_holder[0] = task
                                         else:
-                                            application_logger.warning(f"Expected binary payload for audio-chunk, got: {payload_msg.keys()}")
+                                            application_logger.warning(
+                                                f"Expected binary payload for audio-chunk, got: {payload_msg.keys()}"
+                                            )
                                     else:
-                                        application_logger.warning(f"audio-chunk missing payload_length: {payload_length}")
+                                        application_logger.warning(
+                                            f"audio-chunk missing payload_length: {payload_length}"
+                                        )
                                     continue
                                 elif control_header.get("type") == "button-event":
                                     button_data = control_header.get("data", {})
                                     button_state = button_data.get("state", "unknown")
                                     await _handle_button_event(
-                                        client_state, button_state, user.user_id, client_id
+                                        client_state,
+                                        button_state,
+                                        user.user_id,
+                                        client_id,
+                                    )
+                                    continue
+                                elif control_header.get("type") == "dial-event":
+                                    dial_data = control_header.get("data", {})
+                                    direction = dial_data.get("direction", "")
+                                    await _handle_dial_event(
+                                        client_state,
+                                        direction,
+                                        user.user_id,
+                                        client_id,
                                     )
                                     continue
                                 else:
-                                    application_logger.warning(f"Unknown control message during streaming: {control_header.get('type')}")
+                                    application_logger.warning(
+                                        f"Unknown control message during streaming: {control_header.get('type')}"
+                                    )
                                     continue
 
                             except json.JSONDecodeError:
-                                application_logger.warning(f"Invalid control message during streaming for {client_id}")
+                                application_logger.warning(
+                                    f"Invalid control message during streaming for {client_id}"
+                                )
                                 continue
-                        
-                        # Check if it's binary data (raw audio without Wyoming protocol)
+
                         elif "bytes" in message:
-                            # Raw binary audio data (legacy support)
                             audio_data = message["bytes"]
                             packet_count += 1
                             total_bytes += len(audio_data)
 
-                            application_logger.debug(f"🎵 Received raw audio chunk #{packet_count}: {len(audio_data)} bytes")
+                            application_logger.debug(
+                                f"🎵 Received raw audio chunk #{packet_count}: {len(audio_data)} bytes"
+                            )
 
-                            # Route to appropriate mode handler with default format
                             default_format = {"rate": 16000, "width": 2, "channels": 1}
                             task = await _handle_audio_chunk(
                                 client_state,
@@ -1600,45 +1929,59 @@ async def handle_pcm_websocket(
                                 user.user_id,
                                 user.email,
                                 client_id,
-                                websocket=ws
+                                websocket=ws,
                             )
-                            # Store subscriber task if it was created (first streaming chunk)
-                            if task and not interim_subscriber_task:
-                                interim_subscriber_task = task
-                        
+                            if task and not interim_holder[0]:
+                                interim_holder[0] = task
+
                         else:
-                            application_logger.warning(f"Unexpected message format in streaming mode: {message.keys()}")
+                            application_logger.warning(
+                                f"Unexpected message format in streaming mode: {message.keys()}"
+                            )
                             continue
-                            
+
+                    except WebSocketDisconnect as disconnect:
+                        # Expected: clean close, or an idle/zombie socket reaped by
+                        # receive_with_idle_timeout. Not an error — exit so `finally`
+                        # runs the normal cleanup. (WebSocketDisconnect subclasses
+                        # Exception, so it must be caught before the generic handler.)
+                        application_logger.info(
+                            f"🔌 WebSocket disconnect during audio streaming for "
+                            f"{client_id}. Code: {disconnect.code}, Reason: {disconnect.reason}"
+                        )
+                        break
                     except Exception as streaming_error:
-                        application_logger.error(f"Error in audio streaming mode: {streaming_error}")
-                        if "disconnect" in str(streaming_error).lower():
-                            break
-                        continue
+                        application_logger.error(
+                            f"Error in audio streaming mode for {client_id}: "
+                            f"{type(streaming_error).__name__}: {streaming_error}",
+                            exc_info=True,
+                        )
+                        # The protocol has no per-chunk replay ACK. Continuing after
+                        # an ingress/finalization error would skip the failed packet
+                        # and pretend the capture stayed contiguous. Stop accepting
+                        # this connection; cleanup retries the same session transition.
+                        break
 
             except WebSocketDisconnect as e:
                 application_logger.info(
                     f"🔌 WebSocket disconnected during message processing for {client_id}. "
                     f"Code: {e.code}, Reason: {e.reason}"
                 )
-                break  # Exit the loop on disconnect
+                break
             except json.JSONDecodeError as e:
                 application_logger.error(
                     f"❌ JSON decode error in Wyoming protocol for {client_id}: {e}"
                 )
-                continue  # Skip this message but don't disconnect
+                continue
             except ValueError as e:
-                application_logger.error(
-                    f"❌ Protocol error for {client_id}: {e}"
-                )
-                continue  # Skip this message but don't disconnect
+                application_logger.error(f"❌ Protocol error for {client_id}: {e}")
+                continue
             except RuntimeError as e:
-                # Handle "Cannot call receive once a disconnect message has been received"
                 if "disconnect" in str(e).lower():
                     application_logger.info(
                         f"🔌 WebSocket already disconnected for {client_id}: {e}"
                     )
-                    break  # Exit the loop on disconnect
+                    break
                 else:
                     application_logger.error(
                         f"❌ Runtime error for {client_id}: {e}", exc_info=True
@@ -1646,46 +1989,18 @@ async def handle_pcm_websocket(
                     continue
             except Exception as e:
                 application_logger.error(
-                    f"❌ Unexpected error processing message for {client_id}: {e}", exc_info=True
+                    f"❌ Unexpected error processing message for {client_id}: {e}",
+                    exc_info=True,
                 )
-                # Check if it's a connection-related error
                 error_msg = str(e).lower()
-                if "disconnect" in error_msg or "closed" in error_msg or "receive" in error_msg:
+                if (
+                    "disconnect" in error_msg
+                    or "closed" in error_msg
+                    or "receive" in error_msg
+                ):
                     application_logger.info(
                         f"🔌 Connection issue detected for {client_id}, exiting loop"
                     )
                     break
                 else:
-                    continue  # Skip this message for other errors
-                
-    except WebSocketDisconnect:
-        application_logger.info(
-            f"🔌 PCM WebSocket disconnected - Client: {client_id}, Packets: {packet_count}, Total bytes: {total_bytes}"
-        )
-    except Exception as e:
-        application_logger.error(
-            f"❌ PCM WebSocket error for client {client_id}: {e}", exc_info=True
-        )
-    finally:
-        # Cancel interim results subscriber task if running
-        if interim_subscriber_task and not interim_subscriber_task.done():
-            interim_subscriber_task.cancel()
-            try:
-                await interim_subscriber_task
-            except asyncio.CancelledError:
-                application_logger.info(f"Interim subscriber task cancelled for {client_id}")
-            except Exception as task_error:
-                application_logger.error(f"Error cancelling interim subscriber task: {task_error}")
-
-        # Clean up pending connection tracking
-        pending_connections.discard(pending_client_id)
-
-        # Ensure cleanup happens even if client_id is None
-        if client_id:
-            try:
-                # Clean up client state
-                await cleanup_client_state(client_id)
-            except Exception as cleanup_error:
-                application_logger.error(
-                    f"Error during cleanup for client {client_id}: {cleanup_error}", exc_info=True
-                )
+                    continue
diff --git a/backends/advanced/src/advanced_omi_backend/cron_scheduler.py b/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
index a496516f..950374b3 100644
--- a/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
+++ b/backends/advanced/src/advanced_omi_backend/cron_scheduler.py
@@ -21,6 +21,7 @@
 from croniter import croniter
 
 from advanced_omi_backend.config_loader import load_config, save_config_section
+from advanced_omi_backend.redis_factory import create_async_redis
 
 logger = logging.getLogger(__name__)
 
@@ -32,6 +33,7 @@
 # Data classes
 # ---------------------------------------------------------------------------
 
+
 @dataclass
 class CronJobConfig:
     job_id: str
@@ -66,6 +68,7 @@ def _get_job_func(job_id: str) -> Optional[JobFunc]:
 # Scheduler
 # ---------------------------------------------------------------------------
 
+
 class CronScheduler:
     def __init__(self) -> None:
         self.jobs: Dict[str, CronJobConfig] = {}
@@ -78,9 +81,7 @@ def __init__(self) -> None:
 
     async def start(self) -> None:
         """Load config, restore state from Redis, and start the scheduler loop."""
-        import os
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-        self._redis = aioredis.from_url(redis_url, decode_responses=True)
+        self._redis = create_async_redis(decode_responses=True)
 
         self._load_jobs_from_config()
         await self._restore_state()
@@ -129,7 +130,9 @@ async def update_job(
             if not croniter.is_valid(schedule):
                 raise ValueError(f"Invalid cron expression: {schedule}")
             cfg.schedule = schedule
-            cfg.next_run = croniter(schedule, datetime.now(timezone.utc)).get_next(datetime)
+            cfg.next_run = croniter(schedule, datetime.now(timezone.utc)).get_next(
+                datetime
+            )
 
         if enabled is not None:
             cfg.enabled = enabled
@@ -137,7 +140,11 @@ async def update_job(
         # Persist changes to config.yml
         save_config_section(
             f"cron_jobs.{job_id}",
-            {"enabled": cfg.enabled, "schedule": cfg.schedule, "description": cfg.description},
+            {
+                "enabled": cfg.enabled,
+                "schedule": cfg.schedule,
+                "description": cfg.description,
+            },
         )
 
         # Update next_run in Redis
@@ -147,22 +154,26 @@ async def update_job(
                 cfg.next_run.isoformat(),
             )
 
-        logger.info(f"Updated cron job '{job_id}': enabled={cfg.enabled}, schedule={cfg.schedule}")
+        logger.info(
+            f"Updated cron job '{job_id}': enabled={cfg.enabled}, schedule={cfg.schedule}"
+        )
 
     async def get_all_jobs_status(self) -> List[dict]:
         """Return status of all registered cron jobs."""
         result = []
         for job_id, cfg in self.jobs.items():
-            result.append({
-                "job_id": job_id,
-                "enabled": cfg.enabled,
-                "schedule": cfg.schedule,
-                "description": cfg.description,
-                "last_run": cfg.last_run.isoformat() if cfg.last_run else None,
-                "next_run": cfg.next_run.isoformat() if cfg.next_run else None,
-                "running": cfg.running,
-                "last_error": cfg.last_error,
-            })
+            result.append(
+                {
+                    "job_id": job_id,
+                    "enabled": cfg.enabled,
+                    "schedule": cfg.schedule,
+                    "description": cfg.description,
+                    "last_run": cfg.last_run.isoformat() if cfg.last_run else None,
+                    "next_run": cfg.next_run.isoformat() if cfg.next_run else None,
+                    "running": cfg.running,
+                    "last_error": cfg.last_error,
+                }
+            )
         return result
 
     # -- internals -----------------------------------------------------------
@@ -175,7 +186,9 @@ def _load_jobs_from_config(self) -> None:
         for job_id, job_cfg in cron_section.items():
             schedule = str(job_cfg.get("schedule", "0 * * * *"))
             if not croniter.is_valid(schedule):
-                logger.warning(f"Invalid cron expression for job '{job_id}': {schedule} — skipping")
+                logger.warning(
+                    f"Invalid cron expression for job '{job_id}': {schedule} — skipping"
+                )
                 continue
             now = datetime.now(timezone.utc)
             self.jobs[job_id] = CronJobConfig(
diff --git a/backends/advanced/src/advanced_omi_backend/database.py b/backends/advanced/src/advanced_omi_backend/database.py
index 1b214b6d..ee5174d2 100644
--- a/backends/advanced/src/advanced_omi_backend/database.py
+++ b/backends/advanced/src/advanced_omi_backend/database.py
@@ -18,6 +18,8 @@
 
 mongo_client = AsyncIOMotorClient(
     MONGODB_URI,
+    w="majority",
+    journal=True,
     maxPoolSize=50,  # Increased pool size for concurrent operations
     minPoolSize=10,  # Keep minimum connections ready
     maxIdleTimeMS=45000,  # Keep idle connections for 45 seconds
@@ -44,5 +46,3 @@ def get_collections():
     return {
         "users_col": users_col,
     }
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/heartbeat.py b/backends/advanced/src/advanced_omi_backend/heartbeat.py
new file mode 100644
index 00000000..0df49d98
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/heartbeat.py
@@ -0,0 +1,108 @@
+"""Liveness heartbeats for the worker fleet and custom stream consumers.
+
+RQ workers register and heartbeat with RQ itself (observable via ``Worker.all()``),
+but registrations can outlive their containers and must be freshness-checked. The
+custom stream-consumer workers (``streaming-stt``, ``windowed-batch``,
+``wakeword-dispatch``) are plain processes, where "process is alive" does NOT
+prove the main loop is still turning. Each beats once per main-loop iteration;
+the workers-container healthcheck (``worker_healthcheck.py``) flags a stale
+heartbeat so a wedged-but-alive consumer stops reporting healthy.
+"""
+
+import json
+import time
+from typing import Any
+
+HEARTBEAT_KEY_PREFIX = "worker:heartbeat:"
+
+# Keep the key well beyond the staleness window: a restarted worker refreshes it,
+# and a permanently-removed worker's key eventually expires on its own — but a
+# wedge (loop stops beating) is detectable long before that.
+HEARTBEAT_TTL_SECONDS = 3600
+
+# The orchestrator owns this heartbeat. Unlike RQ registrations, it disappears or
+# becomes stale when the entire workers container is absent, which lets the backend
+# detect an outage that cannot be observed by the in-container self-healer.
+FLEET_HEALTH_KEY = "worker:fleet:health"
+FLEET_HEARTBEAT_TTL_SECONDS = 300
+FLEET_HEARTBEAT_MAX_AGE_SECONDS = 30
+
+
+def evaluate_fleet_health(
+    raw: str | bytes | None,
+    *,
+    now: float | None = None,
+    max_age_seconds: float = FLEET_HEARTBEAT_MAX_AGE_SECONDS,
+) -> dict[str, Any]:
+    """Decode an orchestrator heartbeat into a stable health result."""
+    checked_at = time.time() if now is None else now
+    if raw is None:
+        return {
+            "healthy": False,
+            "status": "missing",
+            "detail": "No worker fleet heartbeat has been published",
+        }
+
+    if isinstance(raw, bytes):
+        raw = raw.decode("utf-8", errors="replace")
+
+    try:
+        payload = json.loads(raw)
+        timestamp = float(payload["timestamp"])
+    except (KeyError, TypeError, ValueError, json.JSONDecodeError) as exc:
+        return {
+            "healthy": False,
+            "status": "invalid",
+            "detail": f"Worker fleet heartbeat is invalid: {exc}",
+        }
+
+    age_seconds = max(0.0, checked_at - timestamp)
+    result = {**payload, "age_seconds": age_seconds}
+    if age_seconds > max_age_seconds:
+        result.update(
+            healthy=False,
+            status="stale",
+            detail=(
+                f"Worker fleet heartbeat is {age_seconds:.1f}s old "
+                f"(maximum {max_age_seconds:.0f}s)"
+            ),
+        )
+        return result
+
+    status = str(payload.get("status") or "invalid")
+    result["status"] = status
+    result["healthy"] = status == "healthy"
+    if not result["healthy"] and not result.get("detail"):
+        result["detail"] = f"Worker fleet reported status '{status}'"
+    return result
+
+
+def is_rq_worker_fresh(worker: Any, *, now: float | None = None) -> bool:
+    """Return whether an RQ registration has heartbeated within its own TTL."""
+    last_heartbeat = getattr(worker, "last_heartbeat", None)
+    if last_heartbeat is None:
+        return False
+    try:
+        heartbeat_at = last_heartbeat.timestamp()
+        worker_ttl = float(getattr(worker, "worker_ttl", 420))
+    except (AttributeError, TypeError, ValueError):
+        return False
+    checked_at = time.time() if now is None else now
+    return checked_at - heartbeat_at <= worker_ttl
+
+
+async def beat(redis_client, worker_name: str) -> None:
+    """Record that ``worker_name``'s main loop just iterated. Best-effort.
+
+    A heartbeat write must never break the work loop, so all errors are
+    swallowed — a transient Redis blip simply means a missed beat, and the
+    staleness window is generous enough to tolerate that.
+    """
+    try:
+        await redis_client.set(
+            f"{HEARTBEAT_KEY_PREFIX}{worker_name}",
+            str(time.time()),
+            ex=HEARTBEAT_TTL_SECONDS,
+        )
+    except Exception:  # noqa: BLE001 - heartbeat is best-effort
+        pass
diff --git a/backends/advanced/src/advanced_omi_backend/llm_client.py b/backends/advanced/src/advanced_omi_backend/llm_client.py
index ca640640..5ec98239 100644
--- a/backends/advanced/src/advanced_omi_backend/llm_client.py
+++ b/backends/advanced/src/advanced_omi_backend/llm_client.py
@@ -10,8 +10,13 @@
 from abc import ABC, abstractmethod
 from typing import Any, Dict, Optional
 
+import openai
+
 from advanced_omi_backend.model_registry import get_models_registry
-from advanced_omi_backend.openai_factory import create_openai_client
+from advanced_omi_backend.openai_factory import (
+    create_openai_client,
+    model_supports_temperature,
+)
 from advanced_omi_backend.services.memory.config import (
     load_config_yml as _load_root_config,
 )
@@ -36,7 +41,7 @@ def generate(
         pass
 
     @abstractmethod
-    def health_check(self) -> Dict:
+    async def health_check(self) -> Dict:
         """Check if the LLM service is available and healthy."""
         pass
 
@@ -62,7 +67,9 @@ def __init__(
         self.base_url = base_url
         self.model = model
         if not self.api_key or not self.base_url or not self.model:
-            raise ValueError(f"LLM configuration incomplete: api_key={'set' if self.api_key else 'MISSING'}, base_url={'set' if self.base_url else 'MISSING'}, model={'set' if self.model else 'MISSING'}")
+            raise ValueError(
+                f"LLM configuration incomplete: api_key={'set' if self.api_key else 'MISSING'}, base_url={'set' if self.base_url else 'MISSING'}, model={'set' if self.model else 'MISSING'}"
+            )
 
         # Initialize OpenAI client with optional Langfuse tracing
         try:
@@ -71,26 +78,31 @@ def __init__(
             )
             self.logger.info(f"OpenAI client initialized, base_url: {self.base_url}")
         except ImportError:
-            self.logger.error("OpenAI library not installed. Install with: pip install openai")
+            self.logger.error(
+                "OpenAI library not installed. Install with: pip install openai"
+            )
             raise
         except Exception as e:
             self.logger.error(f"Failed to initialize OpenAI client: {e}")
             raise
 
     def generate(
-        self, prompt: str, model: str | None = None, temperature: float | None = None
+        self,
+        prompt: str,
+        model: str | None = None,
+        temperature: float | None = None,
     ) -> str:
         """Generate text completion using OpenAI-compatible API."""
         try:
             model_name = model or self.model
             temp = temperature if temperature is not None else self.temperature
 
-            params = {
+            params: dict[str, Any] = {
                 "model": model_name,
                 "messages": [{"role": "user", "content": prompt}],
-                "temperature": temp,
             }
-
+            if model_supports_temperature(model_name):
+                params["temperature"] = temp
             response = self.client.chat.completions.create(**params)
             return response.choices[0].message.content.strip()
         except Exception as e:
@@ -98,43 +110,73 @@ def generate(
             raise
 
     def chat_with_tools(
-        self, messages: list, tools: list | None = None, model: str | None = None, temperature: float | None = None
+        self,
+        messages: list,
+        tools: list | None = None,
+        model: str | None = None,
+        temperature: float | None = None,
     ):
         """Chat completion with tool/function calling support. Returns raw response object."""
         model_name = model or self.model
-        params = {
+        params: dict[str, Any] = {
             "model": model_name,
             "messages": messages,
-            "temperature": temperature if temperature is not None else self.temperature,
         }
+        if model_supports_temperature(model_name):
+            params["temperature"] = (
+                temperature if temperature is not None else self.temperature
+            )
         if tools:
             params["tools"] = tools
         return self.client.chat.completions.create(**params)
 
-    def health_check(self) -> Dict:
-        """Check OpenAI-compatible service health."""
+    async def health_check(self) -> Dict:
+        """Check OpenAI-compatible service health by calling models.list()."""
+        if not self.api_key or not self.base_url or not self.model:
+            return {
+                "status": "⚠️ Configuration incomplete",
+                "healthy": False,
+                "base_url": self.base_url,
+                "default_model": self.model,
+            }
+
         try:
-            # For OpenAI API, check if we have valid configuration
-            # Avoid calling /models endpoint as it can be unreliable
-            if self.api_key and self.api_key != "dummy" and self.model:
-                return {
-                    "status": "✅ Connected",
-                    "base_url": self.base_url,
-                    "default_model": self.model,
-                    "api_key_configured": bool(self.api_key and self.api_key != "dummy"),
-                }
-            else:
-                return {
-                    "status": "⚠️ Configuration incomplete",
-                    "base_url": self.base_url,
-                    "default_model": self.model,
-                    "api_key_configured": bool(self.api_key and self.api_key != "dummy"),
-                }
+            async_client = create_openai_client(
+                api_key=self.api_key, base_url=self.base_url, is_async=True
+            )
+            await asyncio.wait_for(async_client.models.list(), timeout=5.0)
+            return {
+                "status": "✅ Connected",
+                "healthy": True,
+                "base_url": self.base_url,
+                "default_model": self.model,
+            }
+        except openai.AuthenticationError:
+            return {
+                "status": "❌ Auth Failed — check API key",
+                "healthy": False,
+                "base_url": self.base_url,
+                "default_model": self.model,
+            }
+        except asyncio.TimeoutError:
+            return {
+                "status": "❌ Connection Timeout",
+                "healthy": False,
+                "base_url": self.base_url,
+                "default_model": self.model,
+            }
+        except openai.APIConnectionError:
+            return {
+                "status": "❌ Connection Failed — service unreachable",
+                "healthy": False,
+                "base_url": self.base_url,
+                "default_model": self.model,
+            }
         except Exception as e:
             self.logger.error(f"Health check failed: {e}")
             return {
-                "status": "❌ Failed",
-                "error": str(e),
+                "status": f"❌ Error: {e}",
+                "healthy": False,
                 "base_url": self.base_url,
                 "default_model": self.model,
             }
@@ -151,19 +193,21 @@ class LLMClientFactory:
     def create_client() -> LLMClient:
         """Create an LLM client based on model registry configuration (config.yml)."""
         registry = get_models_registry()
-        
+
         if registry:
             llm_def = registry.get_default("llm")
             if llm_def:
-                logger.info(f"Creating LLM client from registry: {llm_def.name} ({llm_def.model_provider})")
+                logger.info(
+                    f"Creating LLM client from registry: {llm_def.name} ({llm_def.model_provider})"
+                )
                 params = llm_def.model_params or {}
                 return OpenAILLMClient(
                     api_key=llm_def.api_key,
-                    base_url=llm_def.model_url,
+                    base_url=llm_def.resolved_url(),
                     model=llm_def.model_name,
                     temperature=params.get("temperature", 0.1),
                 )
-        
+
         raise ValueError("No default LLM defined in config.yml")
 
     @staticmethod
@@ -190,12 +234,118 @@ def reset_llm_client():
     _llm_client = None
 
 
+# Transport-level failures that warrant one retry against defaults.fallback_llm.
+# APITimeoutError subclasses APIConnectionError; InternalServerError covers 5xx.
+# Auth/4xx errors are config problems the fallback would not fix.
+_FALLBACK_EXCEPTIONS = (
+    openai.APIConnectionError,
+    openai.InternalServerError,
+    asyncio.TimeoutError,
+)
+
+
+def _is_context_length_error(exc: Exception) -> bool:
+    """Return whether a provider 400 specifically reports context overflow."""
+    if not isinstance(exc, openai.BadRequestError):
+        return False
+
+    values: list[str] = []
+
+    def collect(value: Any) -> None:
+        if isinstance(value, dict):
+            for key, item in value.items():
+                if key in {"code", "type", "message"}:
+                    values.append(str(item).lower())
+                collect(item)
+        elif isinstance(value, (list, tuple)):
+            for item in value:
+                collect(item)
+
+    collect(getattr(exc, "body", None))
+    details = " ".join(values)
+    return any(
+        marker in details
+        for marker in (
+            "exceed_context_size_error",
+            "context_length_exceeded",
+            "exceeds the available context size",
+            "maximum context length",
+        )
+    )
+
+
+def _get_fallback_model_def():
+    """ModelDef named by defaults.fallback_llm, or None when unset/invalid or
+    identical to defaults.llm (retrying the same model is pointless)."""
+    registry = get_models_registry()
+    if not registry:
+        return None
+    fb_name = registry.defaults.get("fallback_llm")
+    if not fb_name or fb_name == registry.defaults.get("llm"):
+        return None
+    fb = registry.get_by_name(fb_name)
+    if not fb or fb.model_type != "llm":
+        return None
+    return fb
+
+
+def _create_fallback_client() -> Optional[OpenAILLMClient]:
+    """Build a one-off client for the fallback LLM (singleton-path retries)."""
+    fb = _get_fallback_model_def()
+    if not fb:
+        return None
+    try:
+        params = fb.model_params or {}
+        return OpenAILLMClient(
+            api_key=fb.api_key,
+            base_url=fb.resolved_url(),
+            model=fb.model_name,
+            temperature=params.get("temperature", 0.1),
+        )
+    except Exception as e:  # noqa: BLE001 - fallback must never mask the original error
+        logger.error(f"Failed to create fallback LLM client: {e}")
+        return None
+
+
+async def _generate_with_op(
+    op,
+    prompt: str,
+    model: str | None,
+    temperature: float | None,
+    operation: str,
+) -> str:
+    """One generation attempt against a ResolvedLLMOperation."""
+    client = op.get_client(is_async=True)
+    api_params = op.to_api_params()
+    if temperature is not None:
+        api_params["temperature"] = temperature
+    if model is not None:
+        api_params["model"] = model
+    if not model_supports_temperature(api_params.get("model")):
+        api_params.pop("temperature", None)
+    api_params["messages"] = [{"role": "user", "content": prompt}]
+    response = await client.chat.completions.create(**api_params)
+    choice = response.choices[0]
+    content = (choice.message.content or "").strip()
+    if not content:
+        # Reasoning models can consume the whole completion budget on
+        # reasoning and return empty content with finish_reason=length.
+        raise RuntimeError(
+            f"LLM returned empty content for operation {operation!r} "
+            f"(model={api_params.get('model')}, "
+            f"finish_reason={choice.finish_reason}) — if 'length', "
+            f"raise the operation's max_tokens"
+        )
+    return content
+
+
 # Async wrapper for blocking LLM operations
 async def async_generate(
     prompt: str,
     model: str | None = None,
     temperature: float | None = None,
     operation: str | None = None,
+    default_model_type: str = "llm",
 ) -> str:
     """Async wrapper for LLM text generation.
 
@@ -203,26 +353,59 @@ async def async_generate(
     ``llm_operations`` config section via ``get_llm_operation()``.
     The resolved config determines model, temperature, max_tokens, etc.
     Explicit ``model``/``temperature`` kwargs still override the resolved values.
+
+    If the primary model is unreachable (connection failure, timeout, 5xx) and
+    ``defaults.fallback_llm`` names a different model, the call is retried once
+    against the fallback.
+
+    Tracing is handled automatically by the OTEL instrumentor; use
+    ``set_otel_session()`` at job boundaries to group calls by session.
     """
     if operation:
         registry = get_models_registry()
         if registry:
-            op = registry.get_llm_operation(operation)
-            client = op.get_client(is_async=True)
-            api_params = op.to_api_params()
-            # Allow explicit overrides
-            if temperature is not None:
-                api_params["temperature"] = temperature
-            if model is not None:
-                api_params["model"] = model
-            api_params["messages"] = [{"role": "user", "content": prompt}]
-            response = await client.chat.completions.create(**api_params)
-            return response.choices[0].message.content.strip()
+            op = registry.get_llm_operation(
+                operation, default_model_type=default_model_type
+            )
+            try:
+                return await _generate_with_op(
+                    op, prompt, model, temperature, operation
+                )
+            except _FALLBACK_EXCEPTIONS as e:
+                fb_op = registry.get_fallback_llm_operation(
+                    operation, primary=op, default_model_type=default_model_type
+                )
+                if fb_op is None:
+                    raise
+                logger.warning(
+                    f"Primary LLM {op.model_name!r} failed for operation "
+                    f"{operation!r} ({e}); retrying with fallback LLM "
+                    f"{fb_op.model_name!r}"
+                )
+                # No explicit model override on the retry — it would repoint
+                # the fallback endpoint back at the (dead) primary model.
+                return await _generate_with_op(
+                    fb_op, prompt, None, temperature, operation
+                )
 
     # Fallback: use singleton client
     client = get_llm_client()
     loop = asyncio.get_running_loop()
-    return await loop.run_in_executor(None, client.generate, prompt, model, temperature)
+    try:
+        return await loop.run_in_executor(
+            None, lambda: client.generate(prompt, model, temperature)
+        )
+    except _FALLBACK_EXCEPTIONS as e:
+        fb_client = _create_fallback_client()
+        if fb_client is None:
+            raise
+        logger.warning(
+            f"Primary LLM failed ({e}); retrying with fallback LLM "
+            f"{fb_client.model!r}"
+        )
+        return await loop.run_in_executor(
+            None, lambda: fb_client.generate(prompt, None, temperature)
+        )
 
 
 async def async_chat_with_tools(
@@ -231,34 +414,136 @@ async def async_chat_with_tools(
     model: str | None = None,
     temperature: float | None = None,
     operation: str | None = None,
+    force_fallback: bool = False,
 ):
     """Async wrapper for chat completion with tool calling.
 
     When ``operation`` is provided, parameters are resolved from config.
+    Unreachable-primary and context-overflow calls retry once against
+    ``defaults.fallback_llm``. ``force_fallback`` is used for a semantic retry after
+    a provider returned a syntactically valid but incomplete result.
+    Tracing is handled automatically by the OTEL instrumentor.
     """
+
+    async def _chat_once(op, model_override):
+        client = op.get_client(is_async=True)
+        api_params = op.to_api_params()
+        if temperature is not None:
+            api_params["temperature"] = temperature
+        if model_override is not None:
+            api_params["model"] = model_override
+        api_params["messages"] = messages
+        if tools:
+            api_params["tools"] = tools
+        return await client.chat.completions.create(**api_params)
+
     if operation:
         registry = get_models_registry()
         if registry:
             op = registry.get_llm_operation(operation)
-            client = op.get_client(is_async=True)
-            api_params = op.to_api_params()
-            if temperature is not None:
-                api_params["temperature"] = temperature
-            if model is not None:
-                api_params["model"] = model
-            api_params["messages"] = messages
-            if tools:
-                api_params["tools"] = tools
-            return await client.chat.completions.create(**api_params)
+            if force_fallback:
+                fb_op = registry.get_fallback_llm_operation(operation, primary=op)
+                if fb_op is None:
+                    raise RuntimeError(
+                        f"No fallback LLM is configured for operation {operation!r}"
+                    )
+                logger.warning(
+                    "Using fallback LLM %r for semantic retry of operation %r",
+                    fb_op.model_name,
+                    operation,
+                )
+                return await _chat_once(fb_op, None)
+            try:
+                return await _chat_once(op, model)
+            except Exception as e:
+                if not isinstance(
+                    e, _FALLBACK_EXCEPTIONS
+                ) and not _is_context_length_error(e):
+                    raise
+                fb_op = registry.get_fallback_llm_operation(operation, primary=op)
+                if fb_op is None:
+                    raise
+                logger.warning(
+                    f"Primary LLM {op.model_name!r} failed for operation "
+                    f"{operation!r} ({e}); retrying with fallback LLM "
+                    f"{fb_op.model_name!r}"
+                )
+                return await _chat_once(fb_op, None)
 
     # Fallback: use singleton client
     client = get_llm_client()
     loop = asyncio.get_running_loop()
-    return await loop.run_in_executor(None, client.chat_with_tools, messages, tools, model, temperature)
+    try:
+        return await loop.run_in_executor(
+            None, lambda: client.chat_with_tools(messages, tools, model, temperature)
+        )
+    except _FALLBACK_EXCEPTIONS as e:
+        fb_client = _create_fallback_client()
+        if fb_client is None:
+            raise
+        logger.warning(
+            f"Primary LLM failed ({e}); retrying with fallback LLM "
+            f"{fb_client.model!r}"
+        )
+        return await loop.run_in_executor(
+            None, lambda: fb_client.chat_with_tools(messages, tools, None, temperature)
+        )
 
 
 async def async_health_check() -> Dict:
-    """Async wrapper for LLM health check."""
+    """Async LLM health check."""
     client = get_llm_client()
-    loop = asyncio.get_running_loop()
-    return await loop.run_in_executor(None, client.health_check)
+    return await client.health_check()
+
+
+async def _async_health_check_named_default(
+    defaults_key: str, label: str
+) -> Optional[Dict]:
+    """Health check for a SEPARATE LLM named by ``defaults[defaults_key]``.
+
+    Returns None when the key is unset or points at the same model as
+    ``defaults.llm`` (that model is already covered by :func:`async_health_check`).
+    """
+    registry = get_models_registry()
+    if not registry:
+        return None
+    name = registry.defaults.get(defaults_key)
+    if not name or name == registry.defaults.get("llm"):
+        return None
+    model_def = registry.get_by_name(name)
+    if not model_def:
+        return None
+
+    url = model_def.resolved_url()
+    result = {"base_url": url, "default_model": model_def.model_name}
+    if not model_def.api_key or not url or not model_def.model_name:
+        return {**result, "status": "⚠️ Configuration incomplete", "healthy": False}
+    try:
+        client = create_openai_client(
+            api_key=model_def.api_key, base_url=url, is_async=True
+        )
+        await asyncio.wait_for(client.models.list(), timeout=5.0)
+        return {**result, "status": "✅ Connected", "healthy": True}
+    except openai.AuthenticationError:
+        return {**result, "status": "❌ Auth Failed — check API key", "healthy": False}
+    except asyncio.TimeoutError:
+        return {**result, "status": "❌ Connection Timeout", "healthy": False}
+    except openai.APIConnectionError:
+        return {
+            **result,
+            "status": "❌ Connection Failed — service unreachable",
+            "healthy": False,
+        }
+    except Exception as e:  # noqa: BLE001
+        logger.error(f"{label} health check failed: {e}")
+        return {**result, "status": f"❌ Error: {e}", "healthy": False}
+
+
+async def async_health_check_fast() -> Optional[Dict]:
+    """Health check for a SEPARATE fast LLM, or None if none is configured."""
+    return await _async_health_check_named_default("fast_llm", "Fast LLM")
+
+
+async def async_health_check_fallback() -> Optional[Dict]:
+    """Health check for a SEPARATE fallback LLM, or None if none is configured."""
+    return await _async_health_check_named_default("fallback_llm", "Fallback LLM")
diff --git a/backends/advanced/src/advanced_omi_backend/main.py b/backends/advanced/src/advanced_omi_backend/main.py
index ee60696f..549b471c 100644
--- a/backends/advanced/src/advanced_omi_backend/main.py
+++ b/backends/advanced/src/advanced_omi_backend/main.py
@@ -4,7 +4,7 @@
 
  * Accepts audio over a unified WebSocket endpoint (`/ws`) with codec parameter (pcm or opus).
  * Uses a central queue to decouple audio ingestion from processing.
- * A saver consumer buffers PCM and writes 30-second WAV chunks to `./data/audio_chunks/`.
+ * Audio persistence stores compressed chunks in MongoDB.
  * A transcription consumer sends each chunk to a Wyoming ASR service.
  * The transcript is stored in **mem0** and MongoDB.
 
@@ -25,6 +25,13 @@
 logging.basicConfig(level=logging.INFO)
 logger = logging.getLogger("advanced-backend")
 
+# Catch-all: record every ERROR/CRITICAL log as a system event (best-effort).
+from advanced_omi_backend.services.observability.log_handler import (  # noqa: E402
+    install_system_event_log_handler,
+)
+
+install_system_event_log_handler()
+
 # Create FastAPI application using the app factory pattern
 app = create_app()
 
@@ -46,5 +53,5 @@
         port=port,
         reload=False,  # Set to True for development
         access_log=False,  # Disabled - using custom RequestLoggingMiddleware instead
-        log_level="info"
+        log_level="info",
     )
diff --git a/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py b/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
index 069d5239..e9256a88 100644
--- a/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
+++ b/backends/advanced/src/advanced_omi_backend/middleware/app_middleware.py
@@ -11,9 +11,10 @@
 
 from fastapi import FastAPI, HTTPException, Request
 from fastapi.middleware.cors import CORSMiddleware
-from fastapi.responses import JSONResponse, StreamingResponse
+from fastapi.responses import JSONResponse
 from pymongo.errors import ConnectionFailure, PyMongoError
 from starlette.middleware.base import BaseHTTPMiddleware
+from starlette.responses import Response
 
 from advanced_omi_backend.app_config import get_app_config
 
@@ -26,7 +27,9 @@ def setup_cors_middleware(app: FastAPI) -> None:
     config = get_app_config()
 
     logger.info(f"🌐 CORS configured with origins: {config.allowed_origins}")
-    logger.info(f"🌐 CORS also allows Tailscale IPs via regex: {config.tailscale_regex}")
+    logger.info(
+        f"🌐 CORS also allows Tailscale IPs via regex: {config.tailscale_regex}"
+    )
 
     app.add_middleware(
         CORSMiddleware,
@@ -42,11 +45,12 @@ class RequestLoggingMiddleware(BaseHTTPMiddleware):
     """
     Middleware to log API requests and JSON responses.
 
-    Excludes:
-    - Authentication endpoints (login, logout)
-    - WebSocket connections
-    - Binary file responses (audio, images)
-    - Streaming responses
+    Only small ``application/json`` bodies are buffered for pretty-printing.
+    Everything else (file downloads, audio, SSE, huge JSON) gets a status
+    line only — buffering a large body here happens ON the event loop and
+    has frozen the whole backend before (163MB zip → minutes at 100% CPU).
+    Note: ``call_next`` always returns a streaming wrapper, so response
+    *type* can't be used to detect file responses — only headers can.
     """
 
     # Paths to exclude from logging
@@ -61,15 +65,11 @@ class RequestLoggingMiddleware(BaseHTTPMiddleware):
         "/auth/health",
         "/readiness",
         "/api/queue/dashboard",  # Auto-refresh endpoint, too noisy
+        "/api/events/stream",  # SSE endpoint — BaseHTTPMiddleware breaks streaming
     }
 
-    # Binary content types to exclude
-    BINARY_CONTENT_TYPES = {
-        "audio/",
-        "image/",
-        "video/",
-        "application/octet-stream",
-    }
+    # Bodies larger than this are never buffered/logged, even JSON.
+    MAX_LOGGED_BODY_BYTES = 256 * 1024
 
     def should_log_request(self, path: str) -> bool:
         """Determine if request should be logged."""
@@ -88,16 +88,18 @@ def should_log_request(self, path: str) -> bool:
 
         return True
 
-    def should_log_response_body(self, content_type: str) -> bool:
-        """Determine if response body should be logged."""
-        if not content_type:
-            return True
-
-        # Exclude binary content types
-        for binary_type in self.BINARY_CONTENT_TYPES:
-            if content_type.startswith(binary_type):
-                return False
-
+    def should_log_response_body(
+        self, content_type: str, content_length: Optional[str]
+    ) -> bool:
+        """Buffer-and-log only small JSON bodies."""
+        if not content_type.startswith("application/json"):
+            return False
+        if content_length:
+            try:
+                if int(content_length) > self.MAX_LOGGED_BODY_BYTES:
+                    return False
+            except ValueError:
+                pass
         return True
 
     async def dispatch(self, request: Request, call_next):
@@ -120,43 +122,46 @@ async def dispatch(self, request: Request, call_next):
         # Calculate duration
         duration_ms = (time.time() - start_time) * 1000
 
-        # Check if we should log response body
-        content_type = response.headers.get("content-type", "")
-        should_log_body = self.should_log_response_body(content_type)
-
-        # Skip body logging for streaming responses
-        if isinstance(response, StreamingResponse):
-            request_logger.info(
-                f"← {request.method} {path} - {response.status_code} "
-                f"(streaming response) - {duration_ms:.2f}ms"
-            )
-            return response
+        should_log_body = self.should_log_response_body(
+            response.headers.get("content-type", ""),
+            response.headers.get("content-length"),
+        )
 
-        # For non-streaming responses, try to extract and log JSON body
         if should_log_body and response.status_code != 204:  # No content
             try:
-                # Read response body
-                response_body = b""
+                # Read response body (bytearray: linear-time accumulation)
+                buffer = bytearray()
                 async for chunk in response.body_iterator:
-                    response_body += chunk
-
-                # Try to parse as JSON for pretty printing
-                try:
-                    json_body = json.loads(response_body)
-                    formatted_json = json.dumps(json_body, indent=2)
-                    request_logger.info(
-                        f"← {request.method} {path} - {response.status_code} - {duration_ms:.2f}ms\n"
-                        f"Response body:\n{formatted_json}"
-                    )
-                except (json.JSONDecodeError, UnicodeDecodeError):
-                    # Not JSON or not UTF-8, just log the status
+                    buffer.extend(chunk)
+                    if len(buffer) > self.MAX_LOGGED_BODY_BYTES:
+                        # Mis-declared content-length; stop pretty-printing but
+                        # keep consuming so the response can be re-emitted.
+                        async for chunk in response.body_iterator:
+                            buffer.extend(chunk)
+                        break
+                response_body = bytes(buffer)
+
+                if len(response_body) > self.MAX_LOGGED_BODY_BYTES:
                     request_logger.info(
                         f"← {request.method} {path} - {response.status_code} - {duration_ms:.2f}ms "
-                        f"(non-JSON response)"
+                        f"(json body too large to log: {len(response_body)} bytes)"
                     )
+                else:
+                    # Try to parse as JSON for pretty printing
+                    try:
+                        json_body = json.loads(response_body)
+                        formatted_json = json.dumps(json_body, indent=2)
+                        request_logger.info(
+                            f"← {request.method} {path} - {response.status_code} - {duration_ms:.2f}ms\n"
+                            f"Response body:\n{formatted_json}"
+                        )
+                    except (json.JSONDecodeError, UnicodeDecodeError):
+                        request_logger.info(
+                            f"← {request.method} {path} - {response.status_code} - {duration_ms:.2f}ms "
+                            f"(non-JSON response)"
+                        )
 
                 # Recreate response with the body we consumed
-                from starlette.responses import Response
                 return Response(
                     content=response_body,
                     status_code=response.status_code,
@@ -171,7 +176,7 @@ async def dispatch(self, request: Request, call_next):
                 )
                 return response
         else:
-            # Just log status for responses without body
+            # Status line only — body passes through untouched (streaming).
             request_logger.info(
                 f"← {request.method} {path} - {response.status_code} - {duration_ms:.2f}ms"
             )
@@ -191,8 +196,8 @@ async def database_exception_handler(request: Request, exc: Exception):
             content={
                 "detail": "Unable to connect to server. Please check your connection and try again.",
                 "error_type": "connection_failure",
-                "error_category": "database"
-            }
+                "error_category": "database",
+            },
         )
 
     @app.exception_handler(ConnectionError)
@@ -204,8 +209,8 @@ async def connection_exception_handler(request: Request, exc: ConnectionError):
             content={
                 "detail": "Unable to connect to server. Please check your connection and try again.",
                 "error_type": "connection_failure",
-                "error_category": "network"
-            }
+                "error_category": "network",
+            },
         )
 
     @app.exception_handler(HTTPException)
@@ -218,22 +223,22 @@ async def http_exception_handler(request: Request, exc: HTTPException):
                 content={
                     "detail": exc.detail,
                     "error_type": "authentication_failure",
-                    "error_category": "security"
-                }
+                    "error_category": "security",
+                },
             )
 
         # For other HTTP exceptions, return as normal
-        return JSONResponse(
-            status_code=exc.status_code,
-            content={"detail": exc.detail}
-        )
+        return JSONResponse(status_code=exc.status_code, content={"detail": exc.detail})
 
 
-def setup_middleware(app: FastAPI) -> None:
+def setup_middleware(app: FastAPI, *, disable_request_logging: bool = False) -> None:
     """Set up all middleware for the FastAPI application."""
     # Add request logging middleware
-    app.add_middleware(RequestLoggingMiddleware)
-    logger.info("📝 Request logging middleware enabled")
+    if not disable_request_logging:
+        app.add_middleware(RequestLoggingMiddleware)
+        logger.info("📝 Request logging middleware enabled")
+    else:
+        logger.info("📝 Request logging middleware DISABLED (profiling)")
 
     setup_cors_middleware(app)
-    setup_exception_handlers(app)
\ No newline at end of file
+    setup_exception_handlers(app)
diff --git a/backends/advanced/src/advanced_omi_backend/model_registry.py b/backends/advanced/src/advanced_omi_backend/model_registry.py
index bc7e5fc5..dd25fb89 100644
--- a/backends/advanced/src/advanced_omi_backend/model_registry.py
+++ b/backends/advanced/src/advanced_omi_backend/model_registry.py
@@ -10,6 +10,8 @@
 from __future__ import annotations
 
 import logging
+import re
+import time
 from pathlib import Path
 from typing import Any, Dict, List, Optional
 
@@ -25,81 +27,208 @@
 
 # Import config merging for defaults.yml + config.yml integration
 # OmegaConf handles environment variable resolution (${VAR:-default} syntax)
-from advanced_omi_backend.config import get_config
+from advanced_omi_backend.config import get_config, get_config_yml_path
+from advanced_omi_backend.openai_factory import create_openai_client, is_reasoning_model
+
+logger = logging.getLogger(__name__)
+
+# Tailnet service-URL discovery cache. A model whose model_url is empty but which
+# carries a `discovery_service` (e.g. chronicle-asr / chronicle-llm) resolves its URL
+# live from minidisc — so a remote ASR/LLM node coming online is picked up without
+# re-config. Cached briefly so the hot transcription/LLM paths don't do a minidisc
+# lookup on every call.
+_DISCOVERY_TTL_SECS = 30.0
+_discovery_cache: Dict[str, tuple[float, str]] = {}
+
+
+def _with_scheme(url: str) -> str:
+    """Prepend http:// to a scheme-less host:port (env vars often store bare host:port).
+    Leaves '' and already-schemed URLs (http/https/ws/wss) untouched."""
+    if url and "://" not in url:
+        return "http://" + url
+    return url
+
+
+def _discover_service_url(service_name: str) -> str:
+    """Minidisc URL for a chronicle-* service, cached for _DISCOVERY_TTL_SECS. '' if none."""
+    now = time.monotonic()
+    cached = _discovery_cache.get(service_name)
+    if cached and now - cached[0] < _DISCOVERY_TTL_SECS:
+        return cached[1]
+    url = ""
+    try:
+        from discovery import resolve_service_url
+
+        url = resolve_service_url(None, service_name, default="") or ""
+    except Exception:  # noqa: BLE001 - discovery is best-effort
+        url = ""
+    _discovery_cache[service_name] = (now, url)
+    if url:
+        logger.debug("Discovered %s at %s (tailnet)", service_name, url)
+    return url
 
 
 class ModelDef(BaseModel):
     """Model definition with validation.
-    
+
     Represents a single model configuration (LLM, embedding, STT, TTS, etc.)
     from config.yml with automatic validation and type checking.
     """
-    
+
     model_config = ConfigDict(
-        extra='allow',  # Allow extra fields for extensibility
+        extra="allow",  # Allow extra fields for extensibility
         validate_assignment=True,  # Validate on attribute assignment
         arbitrary_types_allowed=True,
     )
-    
+
     name: str = Field(..., min_length=1, description="Unique model identifier")
-    model_type: str = Field(..., description="Model type: llm, embedding, stt, tts, etc.")
-    model_provider: str = Field(default="unknown", description="Provider name: openai, ollama, deepgram, parakeet, vibevoice, etc.")
-    api_family: str = Field(default="openai", description="API family: openai, http, websocket, etc.")
+    model_type: str = Field(
+        ..., description="Model type: llm, embedding, stt, tts, etc."
+    )
+    model_provider: str = Field(
+        default="unknown",
+        description="Provider name: openai, ollama, deepgram, parakeet, vibevoice, etc.",
+    )
+    api_family: str = Field(
+        default="openai", description="API family: openai, http, websocket, etc."
+    )
     model_name: str = Field(default="", description="Provider-specific model name")
     model_url: str = Field(default="", description="Base URL for API requests")
-    api_key: Optional[str] = Field(default=None, description="API key or authentication token")
-    description: Optional[str] = Field(default=None, description="Human-readable description")
-    model_params: Dict[str, Any] = Field(default_factory=dict, description="Model-specific parameters")
-    model_output: Optional[str] = Field(default=None, description="Output format: json, text, vector, etc.")
-    embedding_dimensions: Optional[int] = Field(default=None, ge=1, description="Embedding vector dimensions")
-    operations: Dict[str, Any] = Field(default_factory=dict, description="API operation definitions")
+    api_key: Optional[str] = Field(
+        default=None, description="API key or authentication token"
+    )
+    description: Optional[str] = Field(
+        default=None, description="Human-readable description"
+    )
+    model_params: Dict[str, Any] = Field(
+        default_factory=dict, description="Model-specific parameters"
+    )
+    model_output: Optional[str] = Field(
+        default=None, description="Output format: json, text, vector, etc."
+    )
+    thinking: bool = Field(
+        default=False,
+        description=(
+            "Local thinking/reasoning model whose extended thinking is toggled via the "
+            "chat template (chat_template_kwargs.enable_thinking), NOT the OpenAI "
+            "top-level `reasoning_effort` (which llama.cpp silently ignores). When set, "
+            "an operation's reasoning_effort is translated to enable_thinking for this "
+            "model (e.g. gemma/qwen served by llama.cpp)."
+        ),
+    )
+    embedding_dimensions: Optional[int] = Field(
+        default=None, ge=1, description="Embedding vector dimensions"
+    )
+    operations: Dict[str, Any] = Field(
+        default_factory=dict, description="API operation definitions"
+    )
     capabilities: List[str] = Field(
         default_factory=list,
-        description="Provider capabilities: word_timestamps, segments, diarization (for STT providers)"
+        description=(
+            "Provider capabilities. Output capabilities: word_timestamps, segments, "
+            "diarization. ASR hint mechanism (mutually exclusive): "
+            "'keyword_boosting' — accepts a hot-word list as an acoustic recognition "
+            "hint that biases decoding without leaking into the transcript "
+            "(Deepgram keyterm, VibeVoice prompt, Parakeet); 'context_prompt' — an "
+            "LLM-backbone ASR that takes free-form context as prompt text (Gemma 4). "
+            "context_prompt providers are given the user-authored asr_context only, "
+            "never the wake-word boost list (which an LLM would echo into output)."
+        ),
     )
-    
-    @field_validator('model_name', mode='before')
+    asr_context: Optional[str] = Field(
+        default=None,
+        description=(
+            "Free-form context string for 'context_prompt' STT providers (e.g. a "
+            "domain/topic description). Informs an LLM-backbone ASR without being "
+            "transcribed. User overrides are stored under backend.asr.context.<name>."
+        ),
+    )
+    discovery_service: Optional[str] = Field(
+        default=None,
+        description=(
+            "minidisc service name (e.g. 'chronicle-asr', 'chronicle-llm'). When set "
+            "and model_url is empty, the base URL is resolved live from the Tailnet, so "
+            "a remote ASR/LLM node coming online is used without re-config. An explicit "
+            "model_url (env/config) always takes precedence over discovery."
+        ),
+    )
+    discovery_default: Optional[str] = Field(
+        default=None,
+        description=(
+            "Fallback base URL used when discovery_service is set but nothing is "
+            "advertised yet (e.g. a host-local default)."
+        ),
+    )
+    discovery_path: Optional[str] = Field(
+        default=None,
+        description=(
+            "Path appended to a *discovered* bare host:port (e.g. '/v1' for an "
+            "OpenAI-compatible LLM). Not applied to an explicit model_url or "
+            "discovery_default (those are expected to already be complete)."
+        ),
+    )
+
+    @field_validator("model_name", mode="before")
     @classmethod
     def default_model_name(cls, v: Any, info) -> str:
         """Default model_name to name if not provided."""
-        if not v and info.data.get('name'):
-            return info.data['name']
+        if not v and info.data.get("name"):
+            return info.data["name"]
         return v or ""
-    
-    @field_validator('model_url', mode='before')
+
+    @field_validator("model_url", mode="before")
     @classmethod
     def validate_url(cls, v: Any) -> str:
         """Ensure URL doesn't have trailing whitespace."""
         if isinstance(v, str):
             return v.strip()
         return v or ""
-    
-    @field_validator('api_key', mode='before')
+
+    @field_validator("api_key", mode="before")
     @classmethod
     def sanitize_api_key(cls, v: Any) -> Optional[str]:
         """Sanitize API key, treat empty strings as None."""
         if isinstance(v, str):
             v = v.strip()
-            if not v or v.lower() in ['dummy', 'none', 'null']:
+            if not v or v.lower() in ["dummy", "none", "null"]:
                 return None
             return v
         return v
-    
-    @model_validator(mode='after')
+
+    def resolved_url(self) -> str:
+        """Effective base URL, resolving Tailnet discovery when not explicitly set.
+
+        Order: explicit model_url (env/config) → minidisc discovery_service (with
+        discovery_path appended to the bare host:port) → discovery_default. An
+        advertised remote node is picked up live (cached), so a 'configure from the
+        Tailnet later' setup needs no re-config when the node comes online. URLs
+        without a scheme get http:// prepended. Returns '' when nothing is available.
+        """
+        if self.model_url:
+            return _with_scheme(self.model_url)
+        if self.discovery_service:
+            discovered = _discover_service_url(self.discovery_service)
+            if discovered:
+                if self.discovery_path:
+                    discovered = discovered.rstrip("/") + self.discovery_path
+                return _with_scheme(discovered)
+        return _with_scheme(self.discovery_default or "")
+
+    @model_validator(mode="after")
     def validate_model(self) -> ModelDef:
         """Cross-field validation."""
         # Ensure embedding models have dimensions specified
-        if self.model_type == 'embedding' and not self.embedding_dimensions:
+        if self.model_type == "embedding" and not self.embedding_dimensions:
             # Common defaults
             defaults = {
-                'text-embedding-3-small': 1536,
-                'text-embedding-3-large': 3072,
-                'text-embedding-ada-002': 1536,
-                'nomic-embed-text-v1.5': 768,
+                "text-embedding-3-small": 1536,
+                "text-embedding-3-large": 3072,
+                "text-embedding-ada-002": 1536,
+                "nomic-embed-text-v1.5": 768,
             }
             if self.model_name in defaults:
                 self.embedding_dimensions = defaults[self.model_name]
-        
+
         return self
 
 
@@ -116,6 +245,9 @@ class LLMOperationConfig(BaseModel):
     temperature: Optional[float] = None
     max_tokens: Optional[int] = None
     response_format: Optional[str] = None  # "json" → {"type": "json_object"}
+    reasoning_effort: Optional[str] = (
+        None  # "minimal"|"low"|... — reasoning models only
+    )
 
 
 class ResolvedLLMOperation(BaseModel):
@@ -131,6 +263,7 @@ class ResolvedLLMOperation(BaseModel):
     temperature: float
     max_tokens: Optional[int] = None
     response_format: Optional[Dict[str, Any]] = None  # {"type": "json_object"} or None
+    reasoning_effort: Optional[str] = None  # OpenAI reasoning models OR thinking models
 
     @property
     def model_name(self) -> str:
@@ -142,21 +275,56 @@ def api_key(self) -> Optional[str]:
 
     @property
     def base_url(self) -> str:
-        return self.model_def.model_url
+        return self.model_def.resolved_url()
 
     def to_api_params(self) -> Dict[str, Any]:
         """Returns kwargs for client.chat.completions.create().
 
-        Works for OpenAI, Ollama, Groq — all OpenAI-compatible.
+        Works for OpenAI, Ollama, Groq — all OpenAI-compatible. For OpenAI
+        reasoning-class models (gpt-5*, o1/o3/o4), `temperature` is omitted,
+        `max_tokens` is renamed to `max_completion_tokens`, and `reasoning_effort`
+        is forwarded as a top-level param — matching OpenAI's stricter API surface.
+
+        Local *thinking* models (``model_def.thinking``, e.g. gemma/qwen served by
+        llama.cpp) silently IGNORE the OpenAI top-level `reasoning_effort`, so an
+        operation's reasoning_effort is instead translated to the chat-template switch
+        the server actually honors (``chat_template_kwargs.enable_thinking``), sent via
+        the OpenAI SDK's ``extra_body``. Extended thinking is bounded server-side by
+        llama.cpp's ``--reasoning-budget``.
         """
-        params: Dict[str, Any] = {
-            "model": self.model_def.model_name,
-            "temperature": self.temperature,
-        }
+        model_name = self.model_def.model_name
+        openai_reasoning = is_reasoning_model(model_name)
+
+        params: Dict[str, Any] = {"model": model_name}
+        if not openai_reasoning:
+            params["temperature"] = self.temperature
         if self.max_tokens is not None:
-            params["max_tokens"] = self.max_tokens
+            key = "max_completion_tokens" if openai_reasoning else "max_tokens"
+            params[key] = self.max_tokens
         if self.response_format is not None:
             params["response_format"] = self.response_format
+
+        if self.reasoning_effort:
+            if openai_reasoning:
+                effort = self.reasoning_effort.strip().lower()
+                # "none" is accepted by versioned GPT-5.1+ models. Earlier GPT-5
+                # variants (gpt-5, gpt-5-mini/nano) require "minimal" instead.
+                version_match = re.match(r"^gpt-5\.(\d+)", model_name.lower())
+                supports_none = bool(version_match and int(version_match.group(1)) >= 1)
+                if effort in ("none", "off", "0") and not supports_none:
+                    effort = "minimal"
+                params["reasoning_effort"] = effort
+            elif self.model_def.thinking:
+                # "none"/"minimal"/"off"/"0" → thinking off; any other level → on.
+                enable = self.reasoning_effort.strip().lower() not in (
+                    "none",
+                    "minimal",
+                    "off",
+                    "0",
+                )
+                params["extra_body"] = {
+                    "chat_template_kwargs": {"enable_thinking": enable}
+                }
         return params
 
     def get_client(self, is_async: bool = False):
@@ -164,11 +332,9 @@ def get_client(self, is_async: bool = False):
 
         Uses create_openai_client which handles Langfuse tracing.
         """
-        from advanced_omi_backend.openai_factory import create_openai_client
-
         return create_openai_client(
             api_key=self.model_def.api_key or "",
-            base_url=self.model_def.model_url,
+            base_url=self.model_def.resolved_url(),
             is_async=is_async,
         )
 
@@ -180,52 +346,45 @@ class AppModels(BaseModel):
     """
 
     model_config = ConfigDict(
-        extra='allow',
+        extra="allow",
         validate_assignment=True,
     )
 
     defaults: Dict[str, str] = Field(
-        default_factory=dict,
-        description="Default model names for each model_type"
+        default_factory=dict, description="Default model names for each model_type"
     )
     models: Dict[str, ModelDef] = Field(
         default_factory=dict,
-        description="All available model definitions keyed by name"
+        description="All available model definitions keyed by name",
     )
     memory: Dict[str, Any] = Field(
-        default_factory=dict,
-        description="Memory service configuration"
+        default_factory=dict, description="Memory service configuration"
     )
     speaker_recognition: Dict[str, Any] = Field(
-        default_factory=dict,
-        description="Speaker recognition service configuration"
-    )
-    chat: Dict[str, Any] = Field(
-        default_factory=dict,
-        description="Chat service configuration including system prompt"
+        default_factory=dict, description="Speaker recognition service configuration"
     )
     llm_operations: Dict[str, LLMOperationConfig] = Field(
         default_factory=dict,
-        description="Per-operation LLM configuration (temperature, model override, etc.)"
+        description="Per-operation LLM configuration (temperature, model override, etc.)",
     )
-    
+
     def get_by_name(self, name: str) -> Optional[ModelDef]:
         """Get a model by its unique name.
-        
+
         Args:
             name: Model name to look up
-            
+
         Returns:
             ModelDef if found, None otherwise
         """
         return self.models.get(name)
-    
+
     def get_default(self, model_type: str) -> Optional[ModelDef]:
         """Get the default model for a given type.
-        
+
         Args:
             model_type: Type of model (llm, embedding, stt, tts, etc.)
-            
+
         Returns:
             Default ModelDef for the type, or first available model of that type,
             or None if no models of that type exist
@@ -236,25 +395,25 @@ def get_default(self, model_type: str) -> Optional[ModelDef]:
             model = self.get_by_name(name)
             if model:
                 return model
-        
+
         # Fallback: first model of that type
         for m in self.models.values():
             if m.model_type == model_type:
                 return m
-        
+
         return None
-    
+
     def get_all_by_type(self, model_type: str) -> List[ModelDef]:
         """Get all models of a specific type.
-        
+
         Args:
             model_type: Type of model to filter by
-            
+
         Returns:
             List of ModelDef objects matching the type
         """
         return [m for m in self.models.values() if m.model_type == model_type]
-    
+
     def list_model_types(self) -> List[str]:
         """Get all unique model types in the registry.
 
@@ -263,17 +422,29 @@ def list_model_types(self) -> List[str]:
         """
         return sorted(set(m.model_type for m in self.models.values()))
 
-    def get_llm_operation(self, name: str) -> ResolvedLLMOperation:
+    def get_llm_operation(
+        self,
+        name: str,
+        *,
+        default_model_type: str = "llm",
+        model_override: Optional[str] = None,
+    ) -> ResolvedLLMOperation:
         """Resolve a named LLM operation to a self-contained config.
 
         Resolution:
           1. Look up llm_operations[name] (empty LLMOperationConfig if missing)
-          2. Resolve model_def: op.model → get_by_name, else defaults.llm
+          2. Resolve model_def: model_override → get_by_name, else op.model →
+             get_by_name, else defaults[default_model_type] (falling back to
+             defaults.llm — so e.g. an unset fast_llm reuses the main LLM)
           3. Merge parameters: operation > model_def.model_params > safe fallback
           4. Return ResolvedLLMOperation ready for use
 
         Args:
             name: Operation name (e.g. "memory_extraction", "chat")
+            default_model_type: defaults key to use when the operation pins no model
+                (e.g. "fast_llm"); falls back to "llm" when that default is unset.
+            model_override: pin a specific model by name, overriding both the
+                operation's model and the defaults (used for fallback retries).
 
         Returns:
             ResolvedLLMOperation with model_def, temperature, max_tokens, response_format
@@ -284,7 +455,14 @@ def get_llm_operation(self, name: str) -> ResolvedLLMOperation:
         op_config = self.llm_operations.get(name, LLMOperationConfig())
 
         # Resolve model definition
-        if op_config.model:
+        if model_override:
+            model_def = self.get_by_name(model_override)
+            if not model_def:
+                raise RuntimeError(
+                    f"LLM operation '{name}' requested override model "
+                    f"'{model_override}' which is not defined in the models list"
+                )
+        elif op_config.model:
             model_def = self.get_by_name(op_config.model)
             if not model_def:
                 raise RuntimeError(
@@ -292,7 +470,9 @@ def get_llm_operation(self, name: str) -> ResolvedLLMOperation:
                     f"which is not defined in the models list"
                 )
         else:
-            model_def = self.get_default("llm")
+            model_def = self.get_default(default_model_type)
+            if not model_def and default_model_type != "llm":
+                model_def = self.get_default("llm")
             if not model_def:
                 raise RuntimeError(
                     f"No model specified for operation '{name}' and no default LLM defined"
@@ -311,6 +491,11 @@ def get_llm_operation(self, name: str) -> ResolvedLLMOperation:
             if op_config.max_tokens is not None
             else model_params.get("max_tokens")
         )
+        reasoning_effort = (
+            op_config.reasoning_effort
+            if op_config.reasoning_effort is not None
+            else model_params.get("reasoning_effort")
+        )
 
         # Convert "json" shorthand to OpenAI format
         response_format = None
@@ -322,6 +507,34 @@ def get_llm_operation(self, name: str) -> ResolvedLLMOperation:
             temperature=float(temperature),
             max_tokens=int(max_tokens) if max_tokens is not None else None,
             response_format=response_format,
+            reasoning_effort=reasoning_effort,
+        )
+
+    def get_fallback_llm_operation(
+        self,
+        name: str,
+        *,
+        primary: ResolvedLLMOperation,
+        default_model_type: str = "llm",
+    ) -> Optional[ResolvedLLMOperation]:
+        """Resolve operation ``name`` against ``defaults.fallback_llm``.
+
+        Returns None when no fallback is configured, when the fallback entry is
+        missing or not an LLM, or when it is the same model the primary attempt
+        already used (retrying it would be pointless).
+        """
+        fb_name = self.defaults.get("fallback_llm")
+        if not fb_name or fb_name == primary.model_def.name:
+            return None
+        fb_def = self.get_by_name(fb_name)
+        if not fb_def or fb_def.model_type != "llm":
+            logger.warning(
+                "defaults.fallback_llm=%r does not name an LLM model — ignoring",
+                fb_name,
+            )
+            return None
+        return self.get_llm_operation(
+            name, default_model_type=default_model_type, model_override=fb_name
         )
 
 
@@ -339,7 +552,6 @@ def _find_config_path() -> Path:
     Returns:
         Path to config.yml
     """
-    from advanced_omi_backend.config import get_config_yml_path
     return get_config_yml_path()
 
 
@@ -376,7 +588,6 @@ def load_models_config(force_reload: bool = False) -> Optional[AppModels]:
     model_list = raw.get("models", []) or []
     memory_settings = raw.get("memory", {}) or {}
     speaker_recognition_cfg = raw.get("speaker_recognition", {}) or {}
-    chat_settings = raw.get("chat", {}) or {}
     llm_ops_raw = raw.get("llm_operations", {}) or {}
 
     # Parse and validate models using Pydantic
@@ -405,7 +616,6 @@ def load_models_config(force_reload: bool = False) -> Optional[AppModels]:
         models=models,
         memory=memory_settings,
         speaker_recognition=speaker_recognition_cfg,
-        chat=chat_settings,
         llm_operations=llm_operations,
     )
     return _REGISTRY
@@ -413,13 +623,13 @@ def load_models_config(force_reload: bool = False) -> Optional[AppModels]:
 
 def get_models_registry() -> Optional[AppModels]:
     """Get the global models registry.
-    
+
     This is the primary interface for accessing model configurations.
     The registry is loaded once and cached for performance.
-    
+
     Returns:
         AppModels instance, or None if config.yml not found
-        
+
     Example:
         >>> registry = get_models_registry()
         >>> if registry:
diff --git a/backends/advanced/src/advanced_omi_backend/models/__init__.py b/backends/advanced/src/advanced_omi_backend/models/__init__.py
index a19fa0db..4dbedc18 100644
--- a/backends/advanced/src/advanced_omi_backend/models/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/models/__init__.py
@@ -7,4 +7,4 @@
 
 # Models can be imported directly from their files
 # e.g. from .job import TranscriptionJob
-# e.g. from .conversation import Conversation, create_conversation
\ No newline at end of file
+# e.g. from .conversation import Conversation, create_conversation
diff --git a/backends/advanced/src/advanced_omi_backend/models/annotation.py b/backends/advanced/src/advanced_omi_backend/models/annotation.py
index 451d84d1..b8737e02 100644
--- a/backends/advanced/src/advanced_omi_backend/models/annotation.py
+++ b/backends/advanced/src/advanced_omi_backend/models/annotation.py
@@ -16,22 +16,27 @@
 
 class AnnotationType(str, Enum):
     """Type of content being annotated."""
+
     MEMORY = "memory"
     TRANSCRIPT = "transcript"
     DIARIZATION = "diarization"  # Speaker identification corrections
-    ENTITY = "entity"  # Knowledge graph entity corrections (name/details edits)
     TITLE = "title"  # Conversation title corrections
     INSERT = "insert"  # Insert new segment between existing segments
+    TIMING = "timing"  # Adjust an existing segment's start/end (waveform region edit)
+    DELETION = "deletion"  # Remove an existing segment from the transcript
+    SPEECH_SUGGESTION_CORRECTION = "speech_suggestion_correction"  # User-refined model suggestion (training signal triple)
 
 
 class AnnotationSource(str, Enum):
     """Origin of the annotation."""
+
     USER = "user"  # User-created edit
     MODEL_SUGGESTION = "model_suggestion"  # AI-generated suggestion
 
 
 class AnnotationStatus(str, Enum):
     """Lifecycle status of annotation."""
+
     PENDING = "pending"  # Waiting for user review (suggestions)
     ACCEPTED = "accepted"  # Applied to content
     REJECTED = "rejected"  # User dismissed suggestion
@@ -73,30 +78,43 @@ class Annotation(Document):
     corrected_speaker: Optional[str] = None  # Speaker label after correction
     segment_start_time: Optional[float] = None  # Time offset for reference
 
-    # For ENTITY annotations:
-    # Dual purpose: feeds both the jargon pipeline (entity name corrections = domain vocabulary
-    # the ASR should know) and the entity extraction pipeline (corrections improve future accuracy).
-    entity_id: Optional[str] = None  # Neo4j entity ID
-    entity_field: Optional[str] = None  # Which field was changed ("name" or "details")
+    # For SPEECH_SUGGESTION_CORRECTION annotations:
+    model_suggested_text: Optional[str] = (
+        None  # What AI originally suggested before user edited
+    )
 
     # For INSERT annotations:
     insert_after_index: Optional[int] = None  # -1 = before first segment
     insert_text: Optional[str] = None  # e.g., "[laughter]" or "wife laughed"
     insert_segment_type: Optional[str] = None  # "event", "note", or "speech"
     insert_speaker: Optional[str] = None  # Speaker label for "speech" type inserts
+    insert_start: Optional[float] = None  # Explicit span start (waveform-drawn region)
+    insert_end: Optional[float] = None  # Explicit span end; None → zero-duration marker
+
+    # For TIMING annotations (adjust an existing segment's span on the waveform):
+    new_start: Optional[float] = None
+    new_end: Optional[float] = None
 
     # Processed tracking (applies to ALL annotation types)
-    processed: bool = Field(default=False)  # Whether annotation has been applied/sent to training
+    processed: bool = Field(
+        default=False
+    )  # Whether annotation has been applied/sent to training
     processed_at: Optional[datetime] = None  # When annotation was processed
-    processed_by: Optional[str] = None  # What processed it (manual, cron, apply, training, etc.)
+    processed_by: Optional[str] = (
+        None  # What processed it (manual, cron, apply, training, etc.)
+    )
+
+    # Fine-tuning failure tracking (diarization annotations sent to speaker training)
+    # When training an annotation fails (corrupt segment times, missing audio,
+    # speaker-service error) it is NOT silently dropped: the attempt count and last
+    # error are recorded so the Fine-tuning page can surface the stuck annotation and
+    # let an admin retry or discard it (instead of it re-failing on every run).
+    training_attempts: int = 0  # Number of failed training attempts (0 = never failed)
+    training_error: Optional[str] = None  # Reason for the last training failure
 
     # Timestamps (Python 3.12+ compatible)
-    created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc)
-    )
-    updated_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc)
-    )
+    created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
+    updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
 
     class Settings:
         name = "annotations"
@@ -108,7 +126,6 @@ class Settings:
             "status",  # Filter by status (pending/accepted/rejected)
             "memory_id",  # Lookup annotations for specific memory
             "conversation_id",  # Lookup annotations for specific conversation
-            "entity_id",  # Lookup annotations for specific entity
             "processed",  # Query unprocessed annotations
         ]
 
@@ -124,14 +141,14 @@ def is_diarization_annotation(self) -> bool:
         """Check if this is a diarization annotation."""
         return self.annotation_type == AnnotationType.DIARIZATION
 
-    def is_entity_annotation(self) -> bool:
-        """Check if this is an entity annotation."""
-        return self.annotation_type == AnnotationType.ENTITY
-
     def is_title_annotation(self) -> bool:
         """Check if this is a title annotation."""
         return self.annotation_type == AnnotationType.TITLE
 
+    def is_speech_suggestion_correction(self) -> bool:
+        """Check if this is a user-refined model suggestion."""
+        return self.annotation_type == AnnotationType.SPEECH_SUGGESTION_CORRECTION
+
     def is_pending_suggestion(self) -> bool:
         """Check if this is a pending AI suggestion."""
         return (
@@ -145,6 +162,7 @@ def is_pending_suggestion(self) -> bool:
 
 class AnnotationCreateBase(BaseModel):
     """Base model for annotation creation."""
+
     original_text: str = ""  # Optional for diarization
     corrected_text: str = ""  # Optional for diarization
     status: AnnotationStatus = AnnotationStatus.ACCEPTED
@@ -152,6 +170,7 @@ class AnnotationCreateBase(BaseModel):
 
 class MemoryAnnotationCreate(AnnotationCreateBase):
     """Create memory annotation request."""
+
     memory_id: str
     original_text: str  # Required for memory annotations
     corrected_text: str  # Required for memory annotations
@@ -159,6 +178,7 @@ class MemoryAnnotationCreate(AnnotationCreateBase):
 
 class TranscriptAnnotationCreate(AnnotationCreateBase):
     """Create transcript annotation request."""
+
     conversation_id: str
     segment_index: int
     original_text: str  # Required for transcript annotations
@@ -167,6 +187,7 @@ class TranscriptAnnotationCreate(AnnotationCreateBase):
 
 class DiarizationAnnotationCreate(BaseModel):
     """Create diarization annotation request."""
+
     conversation_id: str
     segment_index: int
     original_speaker: str
@@ -175,20 +196,9 @@ class DiarizationAnnotationCreate(BaseModel):
     status: AnnotationStatus = AnnotationStatus.ACCEPTED
 
 
-class EntityAnnotationCreate(BaseModel):
-    """Create entity annotation request.
-
-    Dual purpose: feeds both the jargon pipeline (entity name corrections = domain vocabulary
-    the ASR should know) and the entity extraction pipeline (corrections improve future accuracy).
-    """
-    entity_id: str
-    entity_field: str  # "name" or "details"
-    original_text: str
-    corrected_text: str
-
-
 class TitleAnnotationCreate(AnnotationCreateBase):
     """Create title annotation request."""
+
     conversation_id: str
     original_text: str
     corrected_text: str
@@ -196,17 +206,40 @@ class TitleAnnotationCreate(AnnotationCreateBase):
 
 class InsertAnnotationCreate(BaseModel):
     """Create insert annotation request (new segment between existing segments)."""
+
     conversation_id: str
     insert_after_index: int  # -1 = before first segment
     insert_text: str
     insert_segment_type: str  # "event", "note", or "speech"
     insert_speaker: Optional[str] = None  # Speaker label for "speech" type inserts
+    insert_start: Optional[float] = None  # Explicit span start (waveform-drawn region)
+    insert_end: Optional[float] = None  # Explicit span end; None → zero-duration marker
+
+
+class TimingAnnotationCreate(BaseModel):
+    """Adjust an existing segment's start/end times (waveform region edit)."""
+
+    conversation_id: str
+    segment_index: int
+    new_start: float
+    new_end: float
+    status: AnnotationStatus = AnnotationStatus.ACCEPTED
+
+
+class DeletionAnnotationCreate(BaseModel):
+    """Remove an existing segment from the transcript (waveform/segment editor)."""
+
+    conversation_id: str
+    segment_index: int
+    status: AnnotationStatus = AnnotationStatus.ACCEPTED
 
 
 class AnnotationUpdate(BaseModel):
     """Update an existing unprocessed annotation."""
+
     corrected_text: Optional[str] = None
     corrected_speaker: Optional[str] = None
+    model_suggested_text: Optional[str] = None
     insert_text: Optional[str] = None
     insert_segment_type: Optional[str] = None
     insert_speaker: Optional[str] = None
@@ -214,6 +247,7 @@ class AnnotationUpdate(BaseModel):
 
 class AnnotationResponse(BaseModel):
     """Annotation response for API."""
+
     id: str
     annotation_type: AnnotationType
     user_id: str
@@ -225,15 +259,20 @@ class AnnotationResponse(BaseModel):
     original_speaker: Optional[str] = None
     corrected_speaker: Optional[str] = None
     segment_start_time: Optional[float] = None
-    entity_id: Optional[str] = None
-    entity_field: Optional[str] = None
+    model_suggested_text: Optional[str] = None
     insert_after_index: Optional[int] = None
     insert_text: Optional[str] = None
     insert_segment_type: Optional[str] = None
     insert_speaker: Optional[str] = None
+    insert_start: Optional[float] = None
+    insert_end: Optional[float] = None
+    new_start: Optional[float] = None
+    new_end: Optional[float] = None
     processed: bool = False
     processed_at: Optional[datetime] = None
     processed_by: Optional[str] = None
+    training_attempts: int = 0
+    training_error: Optional[str] = None
     status: AnnotationStatus
     source: AnnotationSource
     created_at: datetime
diff --git a/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py b/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
index 5f3b4c1d..94a9db8a 100644
--- a/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
+++ b/backends/advanced/src/advanced_omi_backend/models/audio_chunk.py
@@ -6,12 +6,33 @@
 from a conversation.
 """
 
-from datetime import datetime
-from typing import Optional
+from datetime import datetime, timezone
+from typing import List, Optional
 
 from beanie import Document, Indexed
 from bson import Binary
-from pydantic import ConfigDict, Field, field_serializer
+from pydantic import BaseModel, ConfigDict, Field, field_serializer
+from pymongo import IndexModel
+
+
+class VADResult(BaseModel):
+    """Voice-activity scores for one audio chunk.
+
+    Self-contained: provider/hop/threshold are stored with the scores because
+    chunks (and their VAD data) survive conversation split/merge operations,
+    while the conversation-level ``VadAnalysis`` summary does not travel.
+    """
+
+    provider: str = Field(description="VAD provider that produced the scores")
+    frame_hop_ms: float = Field(description="Milliseconds of audio per score frame")
+    scores: List[float] = Field(
+        description="Per-frame speech probabilities for this chunk (one per frame hop)"
+    )
+    max_score: float = Field(
+        description="Maximum speech probability in this chunk (voice-present score)"
+    )
+    threshold: float = Field(description="Decision threshold used to derive has_speech")
+    has_speech: bool = Field(description="Whether max_score reached the threshold")
 
 
 class AudioChunkDocument(Document):
@@ -41,10 +62,7 @@ class AudioChunkDocument(Document):
     conversation_id: Indexed(str) = Field(
         description="Parent conversation ID (UUID format)"
     )
-    chunk_index: int = Field(
-        description="Sequential chunk number (0-based)",
-        ge=0
-    )
+    chunk_index: int = Field(description="Sequential chunk number (0-based)", ge=0)
 
     # Audio data
     audio_data: bytes = Field(
@@ -53,61 +71,66 @@ class AudioChunkDocument(Document):
 
     # Size tracking
     original_size: int = Field(
-        description="Original PCM size in bytes (before compression)",
-        gt=0
+        description="Original PCM size in bytes (before compression)", gt=0
     )
     compressed_size: int = Field(
-        description="Opus-encoded size in bytes (after compression)",
-        gt=0
+        description="Opus-encoded size in bytes (after compression)", gt=0
     )
 
     # Time boundaries
     start_time: float = Field(
-        description="Start time in seconds from conversation start",
-        ge=0.0
+        description="Start time in seconds from conversation start", ge=0.0
     )
     end_time: float = Field(
-        description="End time in seconds from conversation start",
-        gt=0.0
+        description="End time in seconds from conversation start", gt=0.0
     )
     duration: float = Field(
-        description="Chunk duration in seconds (typically 10.0)",
-        gt=0.0
+        description="Chunk duration in seconds (typically 10.0)", gt=0.0
     )
 
     # Audio format
-    sample_rate: int = Field(
-        default=16000,
-        description="Original PCM sample rate (Hz)"
-    )
+    sample_rate: int = Field(default=16000, description="Original PCM sample rate (Hz)")
     channels: int = Field(
-        default=1,
-        description="Number of audio channels (1=mono, 2=stereo)"
+        default=1, description="Number of audio channels (1=mono, 2=stereo)"
+    )
+
+    # Redis write-ahead-log provenance. The first message ID is the idempotency
+    # key for an encoded Mongo chunk: if a worker dies after insert but before
+    # XACK, pending replay finds this document instead of inserting duplicate audio.
+    source_stream: Optional[str] = Field(
+        default=None, description="Redis raw-audio stream that supplied this chunk"
+    )
+    source_first_message_id: Optional[str] = Field(
+        default=None, description="First Redis message included in this chunk"
+    )
+    source_last_message_id: Optional[str] = Field(
+        default=None, description="Last Redis message included in this chunk"
+    )
+    source_message_ids: List[str] = Field(
+        default_factory=list,
+        description="Ordered Redis message IDs included in this chunk",
     )
 
     # Optional analysis
-    has_speech: Optional[bool] = Field(
-        default=None,
-        description="Voice Activity Detection result (if available)"
+    vad: Optional[VADResult] = Field(
+        default=None, description="Voice-activity scores (set by data-audit analysis)"
     )
 
     # Metadata
     created_at: datetime = Field(
-        default_factory=datetime.utcnow,
-        description="Chunk creation timestamp"
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="Chunk creation timestamp",
     )
 
     # Soft delete fields
     deleted: bool = Field(
-        default=False,
-        description="Whether this chunk was soft-deleted"
+        default=False, description="Whether this chunk was soft-deleted"
     )
     deleted_at: Optional[datetime] = Field(
-        default=None,
-        description="When the chunk was marked as deleted"
+        default=None, description="When the chunk was marked as deleted"
     )
 
-    @field_serializer('audio_data')
+    @field_serializer("audio_data")
     def serialize_audio_data(self, v: bytes) -> Binary:
         """
         Convert bytes to BSON Binary for MongoDB storage.
@@ -121,20 +144,29 @@ def serialize_audio_data(self, v: bytes) -> Binary:
 
     class Settings:
         """Beanie document settings."""
+
         name = "audio_chunks"
 
         indexes = [
             # Primary query: Retrieve chunks in order for a conversation
             [("conversation_id", 1), ("chunk_index", 1)],
-
             # Conversation lookup and counting
             "conversation_id",
-
             # Maintenance queries (cleanup, monitoring)
             "created_at",
-
             # Soft delete filtering
-            "deleted"
+            "deleted",
+            # At-least-once delivery without duplicate Mongo audio. The partial
+            # filter keeps imported/pre-WAL chunks with missing or null IDs out.
+            IndexModel(
+                [("source_stream", 1), ("source_first_message_id", 1)],
+                unique=True,
+                partialFilterExpression={
+                    "source_stream": {"$type": "string"},
+                    "source_first_message_id": {"$type": "string"},
+                },
+                name="unique_audio_wal_chunk",
+            ),
         ]
 
     @property
diff --git a/backends/advanced/src/advanced_omi_backend/models/conversation.py b/backends/advanced/src/advanced_omi_backend/models/conversation.py
index 79b6d798..112ff645 100644
--- a/backends/advanced/src/advanced_omi_backend/models/conversation.py
+++ b/backends/advanced/src/advanced_omi_backend/models/conversation.py
@@ -1,17 +1,17 @@
 """
 Conversation models for Chronicle backend.
 
-This module contains Beanie Document and Pydantic models for conversations,
-transcript versions, and memory versions.
+This module contains Beanie Document and Pydantic models for conversations
+and transcript versions.
 """
 
 import uuid
-from datetime import datetime
+from datetime import datetime, timezone
 from enum import Enum
-from typing import Any, Dict, List, Optional, Union
+from typing import Any, Dict, List, Optional
 
 from beanie import Document, Indexed
-from pydantic import BaseModel, Field, computed_field, field_validator, model_validator
+from pydantic import BaseModel, Field, computed_field, model_validator
 from pymongo import IndexModel
 
 
@@ -20,181 +20,326 @@ class Conversation(Document):
 
     # Nested Enums - Note: TranscriptProvider accepts any string value for flexibility
 
-    class MemoryProvider(str, Enum):
-        """Supported memory providers."""
-        CHRONICLE = "chronicle"
-        OPENMEMORY_MCP = "openmemory_mcp"
-        FRIEND_LITE = "friend_lite"  # Legacy value
-
     class ConversationStatus(str, Enum):
         """Conversation processing status."""
+
         ACTIVE = "active"  # Has running jobs or open websocket
         COMPLETED = "completed"  # All jobs succeeded
         FAILED = "failed"  # One or more jobs failed
 
     class EndReason(str, Enum):
         """Reason for conversation ending."""
+
         USER_STOPPED = "user_stopped"  # User manually stopped recording
-        INACTIVITY_TIMEOUT = "inactivity_timeout"  # No speech detected for threshold period
-        WEBSOCKET_DISCONNECT = "websocket_disconnect"  # Connection lost (Bluetooth, network, etc.)
+        INACTIVITY_TIMEOUT = (
+            "inactivity_timeout"  # No speech detected for threshold period
+        )
+        WEBSOCKET_DISCONNECT = (
+            "websocket_disconnect"  # Connection lost (Bluetooth, network, etc.)
+        )
         MAX_DURATION = "max_duration"  # Hit maximum conversation duration
-        CLOSE_REQUESTED = "close_requested"  # External close signal (API, plugin, button)
+        CLOSE_REQUESTED = (
+            "close_requested"  # External close signal (API, plugin, button)
+        )
         ERROR = "error"  # Processing error forced conversation end
+        SPLIT = "split"  # Created by splitting a longer conversation
+        MERGE = "merge"  # Created by merging adjacent conversations
         UNKNOWN = "unknown"  # Unknown or legacy reason
 
     # Nested Models
     class Word(BaseModel):
         """Individual word with timestamp in a transcript."""
+
         word: str = Field(description="Word text")
         start: float = Field(description="Start time in seconds")
         end: float = Field(description="End time in seconds")
         confidence: Optional[float] = Field(None, description="Confidence score (0-1)")
         speaker: Optional[int] = Field(None, description="Speaker ID from diarization")
-        speaker_confidence: Optional[float] = Field(None, description="Speaker diarization confidence")
+        speaker_confidence: Optional[float] = Field(
+            None, description="Speaker diarization confidence"
+        )
 
     class SegmentType(str, Enum):
         """Type of transcript segment."""
+
         SPEECH = "speech"
-        EVENT = "event"    # Non-speech: [laughter], [music], etc.
-        NOTE = "note"      # User-inserted annotation/tag
+        EVENT = "event"  # Non-speech: [laughter], [music], etc.
+        NOTE = "note"  # User-inserted annotation/tag
 
     class SpeakerSegment(BaseModel):
         """Individual speaker segment in a transcript."""
+
         start: float = Field(description="Start time in seconds")
         end: float = Field(description="End time in seconds")
         text: str = Field(description="Transcript text for this segment")
         speaker: str = Field(description="Speaker identifier")
         segment_type: str = Field(
             default="speech",
-            description="Type: speech, event (non-speech from ASR), or note (user-inserted)"
+            description="Type: speech, event (non-speech from ASR), or note (user-inserted)",
+        )
+        identified_as: Optional[str] = Field(
+            None,
+            description="Speaker name from speaker recognition (None if not identified)",
         )
-        identified_as: Optional[str] = Field(None, description="Speaker name from speaker recognition (None if not identified)")
         confidence: Optional[float] = Field(None, description="Confidence score (0-1)")
-        words: List["Conversation.Word"] = Field(default_factory=list, description="Word-level timestamps for this segment")
+        words: List["Conversation.Word"] = Field(
+            default_factory=list, description="Word-level timestamps for this segment"
+        )
 
     class TranscriptVersion(BaseModel):
         """Version of a transcript with processing metadata."""
+
         version_id: str = Field(description="Unique version identifier")
         transcript: Optional[str] = Field(None, description="Full transcript text")
         words: List["Conversation.Word"] = Field(
             default_factory=list,
-            description="Word-level timestamps for entire transcript"
+            description="Word-level timestamps for entire transcript",
         )
         segments: List["Conversation.SpeakerSegment"] = Field(
             default_factory=list,
-            description="Speaker segments (filled by speaker recognition)"
+            description="Speaker segments (filled by speaker recognition)",
+        )
+        provider: Optional[str] = Field(
+            None,
+            description="Transcription provider used (deepgram, parakeet, vibevoice, etc.)",
+        )
+        model: Optional[str] = Field(
+            None, description="Model used (e.g., nova-3, parakeet)"
         )
-        provider: Optional[str] = Field(None, description="Transcription provider used (deepgram, parakeet, vibevoice, etc.)")
-        model: Optional[str] = Field(None, description="Model used (e.g., nova-3, parakeet)")
         created_at: datetime = Field(description="When this version was created")
-        processing_time_seconds: Optional[float] = Field(None, description="Time taken to process")
+        processing_time_seconds: Optional[float] = Field(
+            None, description="Time taken to process"
+        )
         diarization_source: Optional[str] = Field(
             None,
-            description="Source of speaker diarization: 'provider' (transcription service), 'pyannote' (speaker recognition), or None"
+            description="Source of speaker diarization: 'provider' (transcription service), 'pyannote' (speaker recognition), or None",
+        )
+        metadata: Dict[str, Any] = Field(
+            default_factory=dict, description="Additional provider-specific metadata"
         )
-        metadata: Dict[str, Any] = Field(default_factory=dict, description="Additional provider-specific metadata")
 
-    class MemoryVersion(BaseModel):
-        """Version of memory extraction with processing metadata."""
-        version_id: str = Field(description="Unique version identifier")
-        memory_count: int = Field(description="Number of memories extracted")
-        transcript_version_id: str = Field(description="Which transcript version was used")
-        provider: "Conversation.MemoryProvider" = Field(description="Memory provider used")
-        model: Optional[str] = Field(None, description="Model used (e.g., gpt-4o-mini, llama3)")
-        created_at: datetime = Field(description="When this version was created")
-        processing_time_seconds: Optional[float] = Field(None, description="Time taken to process")
-        metadata: Dict[str, Any] = Field(default_factory=dict, description="Additional provider-specific metadata")
+    class VadAnalysis(BaseModel):
+        """Cached VAD summary for a conversation's audio (data-audit feature).
+
+        Frame-level speech probabilities live on the audio chunk documents
+        (``AudioChunkDocument.vad_scores``); this stores a threshold-independent
+        histogram of those probabilities so the UI can derive the speech
+        fraction for any chosen threshold without touching the chunks.
+        """
+
+        provider: str = Field(description="VAD provider that produced the scores")
+        frame_hop_ms: float = Field(
+            description="Milliseconds of audio per VAD frame/score"
+        )
+        frame_count: int = Field(description="Number of frames scored")
+        histogram_bin_width: float = Field(
+            description="Width of each probability histogram bin (bins span [0, 1])"
+        )
+        histogram: List[int] = Field(
+            default_factory=list,
+            description="Frame counts per speech-probability bin (low→high)",
+        )
+        chunk_duration_seconds: float = Field(
+            description="Nominal audio chunk duration used during analysis"
+        )
+        speech_regions: Optional[List[List[float]]] = Field(
+            None,
+            description="Merged [start, end] speech intervals in seconds, for speech-skip playback",
+        )
+        analyzed_at: datetime = Field(description="When this analysis was computed")
+
+        def speech_fraction(self, threshold: float = 0.5) -> float:
+            """Fraction of frames with speech probability >= ``threshold`` (0.0-1.0)."""
+            if self.frame_count <= 0 or not self.histogram:
+                return 0.0
+            speech = 0
+            for i, count in enumerate(self.histogram):
+                bin_lower = i * self.histogram_bin_width
+                if bin_lower >= threshold:
+                    speech += count
+            return speech / self.frame_count
+
+    class DerivedFrom(BaseModel):
+        """Lineage record for conversations produced by split/merge operations."""
+
+        operation: str = Field(description="'split' or 'merge'")
+        source_conversation_ids: List[str] = Field(
+            description="Conversations this one was derived from"
+        )
+        time_range: Optional[List[float]] = Field(
+            None,
+            description="For split children: [start, end] seconds in the parent timeline",
+        )
+        performed_at: datetime = Field(description="When the operation ran")
+        performed_by: str = Field(description="User who performed the operation")
 
     # Core identifiers
-    conversation_id: Indexed(str, unique=True) = Field(default_factory=lambda: str(uuid.uuid4()), description="Unique conversation identifier")
+    conversation_id: Indexed(str, unique=True) = Field(
+        default_factory=lambda: str(uuid.uuid4()),
+        description="Unique conversation identifier",
+    )
     user_id: Indexed(str) = Field(description="User who owns this conversation")
     client_id: Indexed(str) = Field(description="Client device identifier")
+    source_session_id: Optional[str] = Field(
+        None,
+        description="Immutable recording session that originally owned this conversation",
+    )
 
     # External file tracking (for deduplication of imported files)
     external_source_id: Optional[str] = Field(
         None,
-        description="External file identifier (e.g., Google Drive file_id) for deduplication"
+        description="External file identifier (e.g., Google Drive file_id) for deduplication",
     )
     external_source_type: Optional[str] = Field(
+        None, description="Type of external source (gdrive, dropbox, s3, etc.)"
+    )
+    data_purpose: Optional[str] = Field(
+        None,
+        description="Operational purpose for this conversation, e.g. annotation or normal_capture",
+    )
+    memory_excluded: bool = Field(
+        False,
+        description="When true, this conversation must not create or reprocess memories",
+    )
+    memory_exclusion_reason: Optional[str] = Field(
         None,
-        description="Type of external source (gdrive, dropbox, s3, etc.)"
+        description="Why memory processing is disabled for this conversation",
     )
 
     # MongoDB chunk-based audio storage (new system)
     audio_chunks_count: Optional[int] = Field(
-        None,
-        description="Total number of 10-second audio chunks stored in MongoDB"
+        None, description="Total number of 10-second audio chunks stored in MongoDB"
     )
     audio_total_duration: Optional[float] = Field(
-        None,
-        description="Total audio duration in seconds (sum of all chunks)"
+        None, description="Total audio duration in seconds (sum of all chunks)"
     )
     audio_compression_ratio: Optional[float] = Field(
         None,
-        description="Compression ratio (compressed_size / original_size), typically ~0.047 for Opus"
+        description="Compression ratio (compressed_size / original_size), typically ~0.047 for Opus",
+    )
+
+    # Cached VAD speech analysis (data-audit feature)
+    vad_analysis: Optional["Conversation.VadAnalysis"] = Field(
+        None,
+        description="Cached VAD speech-probability summary computed from audio chunks",
+    )
+    audio_integrity_error: Optional[str] = Field(
+        None,
+        description="Set when the conversation's audio is internally inconsistent "
+        "(e.g. reconnect-duplication: stored duration/chunk-count disagree with the "
+        "actual chunks). Such conversations are excluded from the data-audit list and "
+        "surfaced on the System Errors page instead of being repeatedly re-analyzed.",
+    )
+
+    # Split/merge lineage (data-audit feature)
+    derived_from: Optional["Conversation.DerivedFrom"] = Field(
+        None, description="Set on conversations created by a split/merge operation"
+    )
+    derived_into: List[str] = Field(
+        default_factory=list,
+        description="Conversation IDs this conversation was split/merged into (set on soft-deleted sources)",
+    )
+
+    # Audio archival (data-audit feature): audio bytes hard-deleted, metadata kept
+    audio_archived: bool = Field(
+        False,
+        description="Whether the audio bytes were permanently deleted while keeping this metadata stub",
+    )
+    audio_archived_at: Optional[datetime] = Field(
+        None, description="When the audio was archived (hard-deleted)"
+    )
+    archive_reason: Optional[str] = Field(
+        None,
+        description="Why audio was archived (near_silent, bad_speaker, manual_cleanup, etc.)",
     )
 
     # Markers (e.g., button events) captured during the session
     markers: List[Dict[str, Any]] = Field(
         default_factory=list,
-        description="Markers captured during audio session (button events, bookmarks, etc.)"
+        description="Markers captured during audio session (button events, bookmarks, etc.)",
     )
 
     # Creation metadata
-    created_at: Indexed(datetime) = Field(default_factory=datetime.utcnow, description="When the conversation was created")
+    created_at: Indexed(datetime) = Field(
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="When the conversation was created",
+    )
 
     # Processing status tracking
-    deleted: bool = Field(False, description="Whether this conversation was deleted due to processing failure")
-    deletion_reason: Optional[str] = Field(None, description="Reason for deletion (no_meaningful_speech, audio_file_not_ready, etc.)")
-    deleted_at: Optional[datetime] = Field(None, description="When the conversation was marked as deleted")
+    deleted: bool = Field(
+        False,
+        description="Whether this conversation was deleted due to processing failure",
+    )
+    deletion_reason: Optional[str] = Field(
+        None,
+        description="Reason for deletion (no_meaningful_speech, audio_file_not_ready, etc.)",
+    )
+    deleted_at: Optional[datetime] = Field(
+        None, description="When the conversation was marked as deleted"
+    )
 
-    # Always persist audio flag and processing status
+    # Always persist audio flag and processing status.
+    # Canonical values are the ConversationStatus enum: "active" | "completed" |
+    # "failed". This field is OWNED by apply_status() — derived from facts (does an
+    # active transcript exist?) at terminal points and by the reconciler. Individual
+    # jobs must NOT hand-stamp it; they do their work and let the finalizer reconcile.
     processing_status: Optional[str] = Field(
         None,
-        description="Processing status: pending_transcription, transcription_failed, completed"
+        description="Processing status (ConversationStatus): active, completed, failed",
+    )
+    # When processing_status == "failed", which pipeline stage failed
+    # (e.g. "transcription", "summarization"). Replaces the old overloaded
+    # "transcription_failed" string that conflated distinct failure causes.
+    failure_stage: Optional[str] = Field(
+        None, description="Stage that failed when processing_status == 'failed'"
     )
     always_persist: bool = Field(
         default=False,
-        description="Flag indicating conversation was created for audio persistence"
+        description="Flag indicating conversation was created for audio persistence",
     )
 
     # Conversation completion tracking
-    end_reason: Optional["Conversation.EndReason"] = Field(None, description="Reason why the conversation ended")
-    completed_at: Optional[datetime] = Field(None, description="When the conversation was completed/closed")
+    end_reason: Optional["Conversation.EndReason"] = Field(
+        None, description="Reason why the conversation ended"
+    )
+    completed_at: Optional[datetime] = Field(
+        None, description="When the conversation was completed/closed"
+    )
 
     # Star/favorite
-    starred: bool = Field(False, description="Whether this conversation is starred/favorited")
-    starred_at: Optional[datetime] = Field(None, description="When the conversation was starred")
+    starred: bool = Field(
+        False, description="Whether this conversation is starred/favorited"
+    )
+    starred_at: Optional[datetime] = Field(
+        None, description="When the conversation was starred"
+    )
 
     # Summary fields (auto-generated from transcript)
     title: Optional[str] = Field(None, description="Auto-generated conversation title")
-    summary: Optional[str] = Field(None, description="Auto-generated short summary (1-2 sentences)")
-    detailed_summary: Optional[str] = Field(None, description="Auto-generated detailed summary (comprehensive, corrected content)")
+    summary: Optional[str] = Field(
+        None, description="Auto-generated short summary (1-2 sentences)"
+    )
+    detailed_summary: Optional[str] = Field(
+        None,
+        description="Auto-generated detailed summary (comprehensive, corrected content)",
+    )
 
     # Versioned processing
     transcript_versions: List["Conversation.TranscriptVersion"] = Field(
-        default_factory=list,
-        description="All transcript processing attempts"
-    )
-    memory_versions: List["Conversation.MemoryVersion"] = Field(
-        default_factory=list,
-        description="All memory extraction attempts"
+        default_factory=list, description="All transcript processing attempts"
     )
 
-    # Active version pointers
+    # Active version pointer
     active_transcript_version: Optional[str] = Field(
-        None,
-        description="Version ID of currently active transcript"
-    )
-    active_memory_version: Optional[str] = Field(
-        None,
-        description="Version ID of currently active memory extraction"
+        None, description="Version ID of currently active transcript"
     )
 
-    # Legacy fields removed - use transcript_versions[active_transcript_version] and memory_versions[active_memory_version]
-    # Frontend should access: conversation.active_transcript.segments, conversation.active_transcript.transcript
+    # Legacy fields removed - use transcript_versions[active_transcript_version].
+    # Frontend should access: conversation.active_transcript.segments, conversation.active_transcript.transcript.
+    # Memory is no longer versioned (the vault is the system of record); changes are
+    # recorded in the memory_audit ledger (see models/memory_audit.py).
 
-    @model_validator(mode='before')
+    @model_validator(mode="before")
     @classmethod
     def clean_legacy_data(cls, data: Any) -> Any:
         """Clean up legacy/malformed data before Pydantic validation."""
@@ -203,52 +348,51 @@ def clean_legacy_data(cls, data: Any) -> Any:
             return data
 
         # Fix malformed transcript_versions (from old schema versions)
-        if 'transcript_versions' in data and isinstance(data['transcript_versions'], list):
-            for version in data['transcript_versions']:
+        if "transcript_versions" in data and isinstance(
+            data["transcript_versions"], list
+        ):
+            for version in data["transcript_versions"]:
                 if isinstance(version, dict):
                     # If segments is not a list, clear it
-                    if 'segments' in version and not isinstance(version['segments'], list):
-                        version['segments'] = []
+                    if "segments" in version and not isinstance(
+                        version["segments"], list
+                    ):
+                        version["segments"] = []
                     # If transcript is a dict, clear it
-                    if 'transcript' in version and isinstance(version['transcript'], dict):
-                        version['transcript'] = None
+                    if "transcript" in version and isinstance(
+                        version["transcript"], dict
+                    ):
+                        version["transcript"] = None
                     # Normalize provider to lowercase (legacy data had "Deepgram" instead of "deepgram")
-                    if 'provider' in version and isinstance(version['provider'], str):
-                        version['provider'] = version['provider'].lower()
+                    if "provider" in version and isinstance(version["provider"], str):
+                        version["provider"] = version["provider"].lower()
                     # Fix speaker IDs in segments (legacy data had integers, need strings)
-                    if 'segments' in version and isinstance(version['segments'], list):
-                        for segment in version['segments']:
-                            if isinstance(segment, dict) and 'speaker' in segment:
-                                if isinstance(segment['speaker'], int):
-                                    segment['speaker'] = f"Speaker {segment['speaker']}"
-                                elif not isinstance(segment['speaker'], str):
-                                    segment['speaker'] = "unknown"
+                    if "segments" in version and isinstance(version["segments"], list):
+                        for segment in version["segments"]:
+                            if isinstance(segment, dict) and "speaker" in segment:
+                                if isinstance(segment["speaker"], int):
+                                    segment["speaker"] = f"Speaker {segment['speaker']}"
+                                elif not isinstance(segment["speaker"], str):
+                                    segment["speaker"] = "unknown"
 
         return data
 
-    @computed_field
-    @property
-    def active_transcript(self) -> Optional["Conversation.TranscriptVersion"]:
-        """Get the currently active transcript version."""
-        if not self.active_transcript_version:
-            return None
-
+    def get_transcript_version(
+        self, version_id: str
+    ) -> Optional["Conversation.TranscriptVersion"]:
+        """Find a transcript version by id, or None if it doesn't exist."""
         for version in self.transcript_versions:
-            if version.version_id == self.active_transcript_version:
+            if version.version_id == version_id:
                 return version
         return None
 
     @computed_field
     @property
-    def active_memory(self) -> Optional["Conversation.MemoryVersion"]:
-        """Get the currently active memory version."""
-        if not self.active_memory_version:
+    def active_transcript(self) -> Optional["Conversation.TranscriptVersion"]:
+        """Get the currently active transcript version."""
+        if not self.active_transcript_version:
             return None
-
-        for version in self.memory_versions:
-            if version.version_id == self.active_memory_version:
-                return version
-        return None
+        return self.get_transcript_version(self.active_transcript_version)
 
     # Convenience properties that return data from active transcript version
     @computed_field
@@ -269,30 +413,12 @@ def segment_count(self) -> int:
         """Get segment count from active transcript version."""
         return len(self.segments) if self.segments else 0
 
-    @computed_field
-    @property
-    def memory_count(self) -> int:
-        """Get memory count from active memory version."""
-        return self.active_memory.memory_count if self.active_memory else 0
-
-    @computed_field
-    @property
-    def has_memory(self) -> bool:
-        """Check if conversation has any memory versions."""
-        return len(self.memory_versions) > 0
-
     @computed_field
     @property
     def transcript_version_count(self) -> int:
         """Get count of transcript versions."""
         return len(self.transcript_versions)
 
-    @computed_field
-    @property
-    def memory_version_count(self) -> int:
-        """Get count of memory versions."""
-        return len(self.memory_versions)
-
     @computed_field
     @property
     def active_transcript_version_number(self) -> Optional[int]:
@@ -304,28 +430,19 @@ def active_transcript_version_number(self) -> Optional[int]:
                 return i + 1
         return None
 
-    @computed_field
-    @property
-    def active_memory_version_number(self) -> Optional[int]:
-        """Get 1-based version number of the active memory version."""
-        if not self.active_memory_version:
-            return None
-        for i, version in enumerate(self.memory_versions):
-            if version.version_id == self.active_memory_version:
-                return i + 1
-        return None
-
     def add_transcript_version(
         self,
         version_id: str,
         transcript: str,
         words: Optional[List["Conversation.Word"]] = None,
         segments: Optional[List["Conversation.SpeakerSegment"]] = None,
-        provider: str = None,  # Provider name from config.yml (deepgram, parakeet, etc.)
+        provider: Optional[
+            str
+        ] = None,  # Provider name from config.yml (deepgram, parakeet, etc.)
         model: Optional[str] = None,
         processing_time_seconds: Optional[float] = None,
         metadata: Optional[Dict[str, Any]] = None,
-        set_as_active: bool = True
+        set_as_active: bool = True,
     ) -> "Conversation.TranscriptVersion":
         """Add a new transcript version and optionally set it as active."""
         new_version = Conversation.TranscriptVersion(
@@ -337,7 +454,7 @@ def add_transcript_version(
             model=model,
             created_at=datetime.now(),
             processing_time_seconds=processing_time_seconds,
-            metadata=metadata or {}
+            metadata=metadata or {},
         )
 
         self.transcript_versions.append(new_version)
@@ -347,36 +464,6 @@ def add_transcript_version(
 
         return new_version
 
-    def add_memory_version(
-        self,
-        version_id: str,
-        memory_count: int,
-        transcript_version_id: str,
-        provider: "Conversation.MemoryProvider",
-        model: Optional[str] = None,
-        processing_time_seconds: Optional[float] = None,
-        metadata: Optional[Dict[str, Any]] = None,
-        set_as_active: bool = True
-    ) -> "Conversation.MemoryVersion":
-        """Add a new memory version and optionally set it as active."""
-        new_version = Conversation.MemoryVersion(
-            version_id=version_id,
-            memory_count=memory_count,
-            transcript_version_id=transcript_version_id,
-            provider=provider,
-            model=model,
-            created_at=datetime.now(),
-            processing_time_seconds=processing_time_seconds,
-            metadata=metadata or {}
-        )
-
-        self.memory_versions.append(new_version)
-
-        if set_as_active:
-            self.active_memory_version = version_id
-
-        return new_version
-
     def set_active_transcript_version(self, version_id: str) -> bool:
         """Set a specific transcript version as active."""
         for version in self.transcript_versions:
@@ -385,13 +472,42 @@ def set_active_transcript_version(self, version_id: str) -> bool:
                 return True
         return False
 
-    def set_active_memory_version(self, version_id: str) -> bool:
-        """Set a specific memory version as active."""
-        for version in self.memory_versions:
-            if version.version_id == version_id:
-                self.active_memory_version = version_id
-                return True
-        return False
+    @property
+    def has_meaningful_transcript(self) -> bool:
+        """True when the active transcript version has non-empty text."""
+        av = self.active_transcript
+        return bool(av and (av.transcript or "").strip())
+
+    def apply_status(
+        self, *, settled: bool, failure_stage: str = "transcription"
+    ) -> bool:
+        """Derive and set processing_status from facts. The SINGLE owner of the field.
+
+        The transcript is the conversation's core deliverable, so its presence is the
+        source of truth for success — independent of which jobs ran or what order they
+        ran in. This makes ``failed`` non-absorbing (a later recovery flips it to
+        ``completed``) and removes the need for jobs to hand-stamp the status.
+
+        - has a meaningful transcript            -> COMPLETED
+        - ``settled`` and no transcript          -> FAILED (failure_stage)
+        - otherwise (still in flight)            -> ACTIVE
+
+        ``settled`` means the caller knows the pipeline has reached a terminal point
+        (the finalizer job, a fallback dead-end, or the reconciler's staleness check),
+        so "no transcript" is final rather than "not yet". Returns True if anything
+        changed.
+        """
+        prev = (self.processing_status, self.failure_stage)
+        if self.has_meaningful_transcript:
+            self.processing_status = self.ConversationStatus.COMPLETED.value
+            self.failure_stage = None
+        elif settled:
+            self.processing_status = self.ConversationStatus.FAILED.value
+            self.failure_stage = failure_stage
+        else:
+            self.processing_status = self.ConversationStatus.ACTIVE.value
+            self.failure_stage = None
+        return (self.processing_status, self.failure_stage) != prev
 
     class Settings:
         name = "conversations"
@@ -399,12 +515,32 @@ class Settings:
             "conversation_id",
             "user_id",
             "created_at",
-            [("user_id", 1), ("deleted", 1), ("created_at", -1)],  # Compound index for paginated list queries
-            IndexModel([("external_source_id", 1)], sparse=True),  # Sparse index for deduplication
+            [
+                ("user_id", 1),
+                ("deleted", 1),
+                ("created_at", -1),
+            ],  # Compound index for paginated list queries
+            IndexModel(
+                [("external_source_id", 1)], sparse=True
+            ),  # Sparse index for deduplication
+            IndexModel(
+                [("source_session_id", 1)],
+                sparse=True,
+                name="source_session_lookup",
+            ),
             IndexModel(
-                [("title", "text"), ("summary", "text"), ("detailed_summary", "text"),
-                 ("transcript_versions.transcript", "text")],
-                weights={"title": 10, "summary": 5, "detailed_summary": 3, "transcript_versions.transcript": 1},
+                [
+                    ("title", "text"),
+                    ("summary", "text"),
+                    ("detailed_summary", "text"),
+                    ("transcript_versions.transcript", "text"),
+                ],
+                weights={
+                    "title": 10,
+                    "summary": 5,
+                    "detailed_summary": 3,
+                    "transcript_versions.transcript": 1,
+                },
                 name="conversation_text_search",
             ),
         ]
@@ -421,6 +557,10 @@ def create_conversation(
     segments: Optional[List["Conversation.SpeakerSegment"]] = None,
     external_source_id: Optional[str] = None,
     external_source_type: Optional[str] = None,
+    data_purpose: Optional[str] = None,
+    memory_excluded: bool = False,
+    memory_exclusion_reason: Optional[str] = None,
+    source_session_id: Optional[str] = None,
 ) -> Conversation:
     """
     Factory function to create a new conversation.
@@ -448,14 +588,16 @@ def create_conversation(
         "summary": summary,
         "transcript_versions": [],
         "active_transcript_version": None,
-        "memory_versions": [],
-        "active_memory_version": None,
         "external_source_id": external_source_id,
         "external_source_type": external_source_type,
+        "data_purpose": data_purpose,
+        "memory_excluded": memory_excluded,
+        "memory_exclusion_reason": memory_exclusion_reason,
+        "source_session_id": source_session_id,
     }
 
     # Only set conversation_id if provided, otherwise let the model auto-generate it
     if conversation_id is not None:
         conv_data["conversation_id"] = conversation_id
 
-    return Conversation(**conv_data)
\ No newline at end of file
+    return Conversation(**conv_data)
diff --git a/backends/advanced/src/advanced_omi_backend/models/device_input.py b/backends/advanced/src/advanced_omi_backend/models/device_input.py
new file mode 100644
index 00000000..afe8d092
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/models/device_input.py
@@ -0,0 +1,130 @@
+"""Durable records for external multimodal capture sources."""
+
+from datetime import datetime, timezone
+from typing import Any, Literal, Optional
+
+from beanie import Document
+from pydantic import Field
+from pymongo import ASCENDING, DESCENDING, IndexModel
+
+
+def utcnow() -> datetime:
+    return datetime.now(timezone.utc)
+
+
+class CaptureSource(Document):
+    user_id: str
+    source_id: str
+    name: str
+    provider: Literal["screenpipe", "immich"]
+    platform: str
+    token_hash: str
+    capabilities: list[str] = Field(default_factory=list)
+    status: Literal["pairing", "online", "offline", "error"] = "pairing"
+    health: dict[str, Any] = Field(default_factory=dict)
+    last_seen_at: Optional[datetime] = None
+    created_at: datetime = Field(default_factory=utcnow)
+
+    class Settings:
+        name = "capture_sources"
+        indexes = [
+            IndexModel([("user_id", ASCENDING), ("source_id", ASCENDING)], unique=True),
+            IndexModel([("token_hash", ASCENDING)], unique=True),
+            IndexModel([("user_id", ASCENDING), ("last_seen_at", DESCENDING)]),
+        ]
+
+
+class PairingCode(Document):
+    user_id: str
+    code_hash: str
+    expires_at: datetime
+    created_at: datetime = Field(default_factory=utcnow)
+
+    class Settings:
+        name = "device_input_pairing_codes"
+        indexes = [
+            IndexModel([("code_hash", ASCENDING)], unique=True),
+            IndexModel([("expires_at", ASCENDING)], expireAfterSeconds=0),
+        ]
+
+
+class DeviceInputItem(Document):
+    user_id: str
+    source_id: str
+    kind: Literal["audio", "activity", "observation", "screen_context", "immich_memory"]
+    source_item_id: str
+    captured_at: datetime
+    ended_at: Optional[datetime] = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+    media_data: Optional[bytes] = None
+    media_filename: Optional[str] = None
+    media_content_type: Optional[str] = None
+    content_hash: Optional[str] = None
+    conversation_id: Optional[str] = None
+    promoted_path: Optional[str] = None
+    state: Literal["received", "linked", "promoted", "rejected"] = "received"
+    lifecycle: Optional[Literal["open", "closed"]] = None
+    curation: Optional[
+        Literal[
+            "pending",
+            "curating",
+            "discarded",
+            "duplicate",
+            "linked",
+            "promoted",
+            "failed",
+        ]
+    ] = None
+    samples: list[dict[str, Any]] = Field(default_factory=list)
+    frame_candidates: list[dict[str, Any]] = Field(default_factory=list)
+    related_conversation_ids: list[str] = Field(default_factory=list)
+    duplicate_of: Optional[str] = None
+    curation_revision: Optional[str] = None
+    curated_at: Optional[datetime] = None
+    agent_reason: Optional[str] = None
+    vault_paths: list[str] = Field(default_factory=list)
+    created_at: datetime = Field(default_factory=utcnow)
+
+    class Settings:
+        name = "device_input_items"
+        indexes = [
+            IndexModel(
+                [
+                    ("user_id", ASCENDING),
+                    ("source_id", ASCENDING),
+                    ("kind", ASCENDING),
+                    ("source_item_id", ASCENDING),
+                ],
+                unique=True,
+            ),
+            IndexModel([("user_id", ASCENDING), ("captured_at", DESCENDING)]),
+            IndexModel([("conversation_id", ASCENDING), ("captured_at", ASCENDING)]),
+        ]
+
+
+class DeviceInputJob(Document):
+    user_id: str
+    source_id: str
+    kind: Literal["screen_context", "thumbnail", "source_media"]
+    start_at: Optional[datetime] = None
+    end_at: Optional[datetime] = None
+    purpose: str
+    payload: dict[str, Any] = Field(default_factory=dict)
+    status: Literal["pending", "claimed", "complete", "failed"] = "pending"
+    claimed_at: Optional[datetime] = None
+    completed_at: Optional[datetime] = None
+    error: Optional[str] = None
+    created_at: datetime = Field(default_factory=utcnow)
+
+    class Settings:
+        name = "device_input_jobs"
+        indexes = [
+            IndexModel(
+                [
+                    ("source_id", ASCENDING),
+                    ("status", ASCENDING),
+                    ("created_at", ASCENDING),
+                ]
+            ),
+            IndexModel([("user_id", ASCENDING), ("created_at", DESCENDING)]),
+        ]
diff --git a/backends/advanced/src/advanced_omi_backend/models/job.py b/backends/advanced/src/advanced_omi_backend/models/job.py
index f7f44d4c..b8b78481 100644
--- a/backends/advanced/src/advanced_omi_backend/models/job.py
+++ b/backends/advanced/src/advanced_omi_backend/models/job.py
@@ -9,6 +9,7 @@
 
 import asyncio
 import logging
+import os
 import time
 from abc import ABC, abstractmethod
 from datetime import datetime, timezone
@@ -20,6 +21,7 @@
 
 from advanced_omi_backend.prompt_defaults import register_all_defaults
 from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.redis_factory import create_async_redis
 
 logger = logging.getLogger(__name__)
 
@@ -27,21 +29,31 @@
 _beanie_initialized = False
 _beanie_init_lock = asyncio.Lock()
 
+
 async def _ensure_beanie_initialized():
     """Ensure Beanie is initialized in the current process (for RQ workers)."""
     global _beanie_initialized
     async with _beanie_init_lock:
-        if _beanie_initialized:            
+        if _beanie_initialized:
             return
         try:
-            import os
-
+            # Lazy import: Beanie + Mongo drivers + document models are only pulled in
+            # when an RQ worker process first needs them, so importing this module
+            # (e.g. for BaseRQJob/async_job) doesn't drag in the DB stack.
             from beanie import init_beanie
             from motor.motor_asyncio import AsyncIOMotorClient
             from pymongo.errors import ConfigurationError
 
+            from advanced_omi_backend.models.annotation import Annotation
             from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
             from advanced_omi_backend.models.conversation import Conversation
+            from advanced_omi_backend.models.device_input import (
+                CaptureSource,
+                DeviceInputItem,
+                DeviceInputJob,
+                PairingCode,
+            )
+            from advanced_omi_backend.models.memory_audit import MemoryAuditEntry
             from advanced_omi_backend.models.user import User
             from advanced_omi_backend.models.waveform import WaveformData
 
@@ -50,7 +62,10 @@ async def _ensure_beanie_initialized():
 
             # Create MongoDB client
             mongodb_database = os.getenv("MONGODB_DATABASE", "chronicle")
-            client = AsyncIOMotorClient(mongodb_uri)
+            # RQ ACKs Redis source messages after Beanie writes return. Require the
+            # return to mean journaled majority commit, not merely accepted into the
+            # mongod process cache.
+            client = AsyncIOMotorClient(mongodb_uri, w="majority", journal=True)
             try:
                 database = client.get_default_database(mongodb_database)
             except ConfigurationError:
@@ -60,7 +75,18 @@ async def _ensure_beanie_initialized():
             # Initialize Beanie
             await init_beanie(
                 database=database,
-                document_models=[User, Conversation, AudioChunkDocument, WaveformData],
+                document_models=[
+                    User,
+                    Conversation,
+                    AudioChunkDocument,
+                    WaveformData,
+                    Annotation,
+                    MemoryAuditEntry,
+                    CaptureSource,
+                    PairingCode,
+                    DeviceInputItem,
+                    DeviceInputJob,
+                ],
             )
 
             _beanie_initialized = True
@@ -85,10 +111,11 @@ class JobPriority(str, Enum):
     - NORMAL: 5 minutes timeout (default)
     - LOW: 3 minutes timeout
     """
-    URGENT = "urgent"      # 1 - Process immediately
-    HIGH = "high"          # 2 - Process before normal
-    NORMAL = "normal"      # 3 - Default priority
-    LOW = "low"            # 4 - Process when idle
+
+    URGENT = "urgent"  # 1 - Process immediately
+    HIGH = "high"  # 2 - Process before normal
+    NORMAL = "normal"  # 3 - Default priority
+    LOW = "low"  # 4 - Process when idle
 
 
 class BaseRQJob(ABC):
@@ -188,6 +215,7 @@ def run(self, **kwargs) -> Dict[str, Any]:
             asyncio.set_event_loop(loop)
 
             try:
+
                 async def process():
                     await self._setup()
                     try:
@@ -207,11 +235,15 @@ async def process():
 
         except Exception as e:
             elapsed = time.time() - self.job_start_time
-            logger.error(f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True)
+            logger.error(
+                f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True
+            )
             raise
 
 
-def async_job(redis: bool = True, beanie: bool = True, timeout: int = 300, result_ttl: int = 3600):
+def async_job(
+    redis: bool = True, beanie: bool = True, timeout: int = 300, result_ttl: int = 3600
+):
     """
     Decorator to convert async functions into RQ-compatible job functions.
 
@@ -239,6 +271,7 @@ async def my_job(arg1, arg2, redis_client=None):
         queue.enqueue(my_job, arg1_value, arg2_value)  # Uses timeout=600
         queue.enqueue(my_job, arg1_value, arg2_value, job_timeout=1200)  # Override
     """
+
     def decorator(func: Callable) -> Callable:
         @wraps(func)
         def wrapper(*args, **kwargs) -> Dict[str, Any]:
@@ -254,6 +287,7 @@ def wrapper(*args, **kwargs) -> Dict[str, Any]:
                 asyncio.set_event_loop(loop)
 
                 try:
+
                     async def process():
                         nonlocal redis_client
 
@@ -264,11 +298,8 @@ async def process():
 
                         # Create Redis client if requested
                         if redis:
-                            from advanced_omi_backend.controllers.queue_controller import (
-                                REDIS_URL,
-                            )
-                            redis_client = redis_async.from_url(REDIS_URL)
-                            kwargs['redis_client'] = redis_client
+                            redis_client = create_async_redis()
+                            kwargs["redis_client"] = redis_client
                             logger.debug(f"Redis client created")
 
                         try:
@@ -292,7 +323,9 @@ async def process():
 
             except Exception as e:
                 elapsed = time.time() - start_time
-                logger.error(f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True)
+                logger.error(
+                    f"❌ {job_name} failed after {elapsed:.2f}s: {e}", exc_info=True
+                )
                 raise
 
         # Store default job configuration as attributes for RQ introspection
@@ -300,4 +333,5 @@ async def process():
         wrapper.result_ttl = result_ttl
 
         return wrapper
-    return decorator
\ No newline at end of file
+
+    return decorator
diff --git a/backends/advanced/src/advanced_omi_backend/models/memory_audit.py b/backends/advanced/src/advanced_omi_backend/models/memory_audit.py
new file mode 100644
index 00000000..a259f0b2
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/models/memory_audit.py
@@ -0,0 +1,102 @@
+"""Memory vault audit ledger.
+
+An append-only record of every change made to a user's memory vault
+(``data/conversation_docs/{user_id}/``). This is the audit trail that replaced
+the old per-conversation "memory versions": memory is now a filesystem vault that
+is overwritten in place, so instead of versioning the data we record *which notes
+changed, when, and what triggered the change*.
+
+Entries are written by the chronicle memory provider (the only provider that owns
+a vault) from the memory RQ worker, and read back through the API for display.
+Each entry retains the post-change note content (``after_text``) so the ledger can
+show an exact before→after diff: the "before" is reconstructed from the previous
+recorded change to the same note. There is no restore — the ledger records history.
+"""
+
+from datetime import datetime, timezone
+from typing import Any, Dict, Optional
+
+from beanie import Document, Indexed
+from pydantic import Field
+from pymongo import IndexModel
+
+
+class MemoryAuditEntry(Document):
+    """One recorded change to a user's memory vault."""
+
+    user_id: Indexed(str) = Field(description="Owner of the vault that changed")
+    conversation_id: Optional[str] = Field(
+        None, description="Conversation whose processing caused the change (if any)"
+    )
+
+    # What happened
+    operation: str = Field(description="create | update | delete | rename | delete_all")
+    note_path: Optional[str] = Field(
+        None,
+        description="Vault-relative path of the changed note (e.g. 'People/Alice.md')",
+    )
+    cause: Optional[str] = Field(
+        None,
+        description="Why the memory changed (provenance), one of MemoryCause: "
+        "auto_extraction, memory_replay, memory_rebuild, transcript_reprocess, "
+        "speaker_reprocess, annotation_apply, obsidian_sync, delete_all. "
+        "See services/memory/audit.py.",
+    )
+    strategy: Optional[str] = Field(
+        None,
+        description="How the provider updated the vault (UpdateStrategy): "
+        "full re-extraction or speaker_diff. Control-flow detail, not a label.",
+    )
+    provider: str = Field(
+        default="chronicle", description="Memory provider that owns the vault"
+    )
+    agent_mode: bool = Field(
+        default=False,
+        description="Whether the vault-first memory agent produced this change",
+    )
+
+    # What changed: hashes/sizes for integrity, plus the post-change content so a
+    # before→after diff can be reconstructed from the note's recorded history.
+    before_hash: Optional[str] = Field(
+        None,
+        description="SHA-256 of the note before the change (None if newly created)",
+    )
+    after_hash: Optional[str] = Field(
+        None, description="SHA-256 of the note after the change (None if deleted)"
+    )
+    after_bytes: Optional[int] = Field(
+        None, description="Size of the note after the change, in bytes"
+    )
+    after_text: Optional[str] = Field(
+        None,
+        description="Full note content after the change (None if deleted). Used to "
+        "reconstruct diffs; the 'before' is the prior recorded change to this note.",
+    )
+    summary: Optional[str] = Field(
+        None,
+        description="Human-readable note about the change (line delta, agent summary, etc.)",
+    )
+    extra: Dict[str, Any] = Field(
+        default_factory=dict, description="Additional operation-specific metadata"
+    )
+
+    created_at: Indexed(datetime) = Field(
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="When the change was recorded",
+    )
+
+    class Settings:
+        name = "memory_audit"
+        indexes = [
+            "user_id",
+            "conversation_id",
+            "created_at",
+            IndexModel(
+                [("conversation_id", 1), ("created_at", -1)],
+                name="memory_audit_conversation_recent",
+            ),
+            IndexModel(
+                [("user_id", 1), ("created_at", -1)],
+                name="memory_audit_user_recent",
+            ),
+        ]
diff --git a/backends/advanced/src/advanced_omi_backend/models/system_event.py b/backends/advanced/src/advanced_omi_backend/models/system_event.py
new file mode 100644
index 00000000..1b09891c
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/models/system_event.py
@@ -0,0 +1,106 @@
+"""System event / error ledger.
+
+A central, append-only store of operational and application failures across the
+backend and its services: captured backend exceptions (every ``ERROR``/``CRITICAL``
+log via :mod:`advanced_omi_backend.services.observability.log_handler`), semantic
+failures tapped at high-value sites (WebSocket error-disconnects, streaming-ASR
+terminal failures, failed/soft-failed jobs, plugin init failures),
+service-health transitions (a sidecar entering/leaving a crash loop) detected by
+the health poller, and errors pushed by sidecar services themselves over the
+token-gated ``POST /api/admin/system-events/ingest`` endpoint (recorded with a
+``service:<name>`` source).
+
+It backs the admin-only "System Errors" page. Entries auto-expire after
+``RETENTION_DAYS`` via a MongoDB TTL index on ``created_at`` — this is a rolling
+window of "what broke recently", not a permanent audit trail.
+
+Modeled on :class:`advanced_omi_backend.models.memory_audit.MemoryAuditEntry`.
+"""
+
+from datetime import datetime, timezone
+from typing import Any, Dict, Optional
+
+from beanie import Document
+from pydantic import Field
+from pymongo import IndexModel
+
+# How long events live before MongoDB's TTL monitor removes them.
+RETENTION_DAYS = 30
+_RETENTION_SECONDS = RETENTION_DAYS * 24 * 3600
+
+# Canonical severities and categories. Stored as plain strings (not enums) so the
+# catch-all log handler can record arbitrary backend errors without the schema
+# fighting it; the WebUI filters on these values.
+SEVERITIES = ("info", "warning", "error", "critical")
+CATEGORIES = (
+    "service",  # a service/container health transition (e.g. crash loop)
+    "client",  # a device/WebSocket connection event
+    "pipeline",  # audio/transcription pipeline failure
+    "job",  # an RQ job failure (hard or soft)
+    "plugin",  # plugin init/dispatch failure
+    "config",  # configuration diagnostics issue
+    "api",  # request-handling error
+    "log",  # generic captured ERROR/CRITICAL log (catch-all net)
+)
+
+
+class SystemEvent(Document):
+    """One recorded operational/application error or health transition."""
+
+    severity: str = Field(description="info | warning | error | critical")
+    category: str = Field(description="One of CATEGORIES; free-form fallback allowed")
+    source: str = Field(
+        description="Where it came from: service name, logger name, or client_id"
+    )
+    title: str = Field(description="Short one-line summary")
+    detail: Optional[str] = Field(None, description="Longer message / context")
+    traceback: Optional[str] = Field(None, description="Formatted traceback, if any")
+
+    # Identity context (any may be absent depending on the source).
+    user_id: Optional[str] = Field(None)
+    client_id: Optional[str] = Field(None)
+    conversation_id: Optional[str] = Field(None)
+
+    # De-duplication: events with the same fingerprint that recur within a short
+    # window collapse onto one row (``count`` incremented, ``last_seen_at`` bumped)
+    # so a crash loop logging the same error every second doesn't flood the feed.
+    fingerprint: str = Field(
+        description="Stable hash of severity+category+source+title"
+    )
+    occurrences: int = Field(
+        default=1, description="How many times this event has recurred (dedup count)"
+    )
+    last_seen_at: datetime = Field(
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="When this event most recently recurred",
+    )
+
+    acked: bool = Field(default=False, description="Whether an admin acknowledged it")
+    metadata: Dict[str, Any] = Field(default_factory=dict)
+
+    created_at: datetime = Field(
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="When the event was first recorded",
+    )
+
+    class Settings:
+        name = "system_events"
+        indexes = [
+            "fingerprint",
+            "client_id",
+            # Facet filters with newest-first sort.
+            IndexModel(
+                [("severity", 1), ("created_at", -1)], name="system_events_severity"
+            ),
+            IndexModel(
+                [("category", 1), ("created_at", -1)], name="system_events_category"
+            ),
+            # TTL index for 30-day retention. A single-field index is direction-agnostic
+            # for sorting, so this {created_at: 1} index also serves the plain
+            # newest-first listing — no separate descending index needed.
+            IndexModel(
+                [("created_at", 1)],
+                name="system_events_ttl",
+                expireAfterSeconds=_RETENTION_SECONDS,
+            ),
+        ]
diff --git a/backends/advanced/src/advanced_omi_backend/models/user.py b/backends/advanced/src/advanced_omi_backend/models/user.py
index 7291f9bb..a89bc481 100644
--- a/backends/advanced/src/advanced_omi_backend/models/user.py
+++ b/backends/advanced/src/advanced_omi_backend/models/user.py
@@ -16,6 +16,7 @@ class UserCreate(BaseUserCreate):
     """Schema for creating new users."""
 
     display_name: Optional[str] = None
+    assistant_name: Optional[str] = None
     notification_email: Optional[EmailStr] = None
     is_superuser: Optional[bool] = False
 
@@ -24,15 +25,19 @@ class UserRead(BaseUser[PydanticObjectId]):
     """Schema for reading user data."""
 
     display_name: Optional[str] = None
+    assistant_name: Optional[str] = None
     notification_email: Optional[EmailStr] = None
     registered_clients: dict[str, dict] = Field(default_factory=dict)
     primary_speakers: list[dict] = Field(default_factory=list)
+    wakeword_gate_enabled: bool = False
+    wakeword_allowed_speakers: list[dict] = Field(default_factory=list)
 
 
 class UserUpdate(BaseUserUpdate):
     """Schema for updating user data."""
 
     display_name: Optional[str] = None
+    assistant_name: Optional[str] = None
     notification_email: Optional[EmailStr] = None
     is_superuser: Optional[bool] = None
 
@@ -41,6 +46,8 @@ def create_update_dict(self):
         update_dict = super().create_update_dict()
         if self.display_name is not None:
             update_dict["display_name"] = self.display_name
+        if self.assistant_name is not None:
+            update_dict["assistant_name"] = self.assistant_name
         if self.notification_email is not None:
             update_dict["notification_email"] = self.notification_email
         return update_dict
@@ -50,6 +57,8 @@ def create_update_dict_superuser(self):
         update_dict = super().create_update_dict_superuser()
         if self.display_name is not None:
             update_dict["display_name"] = self.display_name
+        if self.assistant_name is not None:
+            update_dict["assistant_name"] = self.assistant_name
         if self.notification_email is not None:
             update_dict["notification_email"] = self.notification_email
         return update_dict
@@ -65,11 +74,19 @@ class User(BeanieBaseUser, Document):
     )
 
     display_name: Optional[str] = None
+    # Name used to label the assistant's turns when extracting memories from chat
+    assistant_name: Optional[str] = None
     notification_email: Optional[EmailStr] = None
     # Client tracking for audio devices
     registered_clients: dict[str, dict] = Field(default_factory=dict)
     # Speaker processing filter configuration
     primary_speakers: list[dict] = Field(default_factory=list)
+    # Wake-word speaker gate: when enabled, an acoustic wake word only dispatches a
+    # command if one of ``wakeword_allowed_speakers`` is recognized in the captured
+    # turn (enforced by the wake-word dispatcher via the speaker-recognition
+    # service). Each allowed speaker is {speaker_id, name}. Empty list = inert.
+    wakeword_gate_enabled: bool = False
+    wakeword_allowed_speakers: list[dict] = Field(default_factory=list)
 
     class Settings:
         name = "users"  # Collection name in MongoDB - standardized from "fastapi_users"
@@ -80,27 +97,54 @@ def user_id(self) -> str:
         """Return string representation of MongoDB ObjectId for backward compatibility."""
         return str(self.id)
 
-    def register_client(self, client_id: str, device_name: Optional[str] = None) -> None:
-        """Register a new client for this user."""
-        # Check if client already exists
-        if client_id in self.registered_clients:
-            # Update existing client
-            logger.info(f"Updating existing client {client_id} for user {self.user_id}")
-            self.registered_clients[client_id]["last_seen"] = datetime.now(UTC)
-            self.registered_clients[client_id]["device_name"] = (
-                device_name or self.registered_clients[client_id].get("device_name")
-            )
+    def register_client(
+        self, client_id: str, device_name: Optional[str] = None
+    ) -> None:
+        """Register (auto-add) or refresh a device for this user.
+
+        Devices are remembered across disconnects/restarts. The friendly ``name`` is
+        user-editable (defaults to the device name) and is NEVER overwritten here on a
+        reconnect — only ``last_seen`` and the technical ``device_name`` are refreshed.
+        Liveness is not stored: whether a device is connected right now is derived from
+        the in-memory ClientState, not a persisted flag.
+        """
+        existing = self.registered_clients.get(client_id)
+        if existing:
+            existing["last_seen"] = datetime.now(UTC)
+            if device_name:
+                existing["device_name"] = device_name
+            # Backfill a friendly name for devices registered before naming existed.
+            existing.setdefault("name", device_name or client_id)
             return
 
-        # Add new client
         self.registered_clients[client_id] = {
             "client_id": client_id,
             "device_name": device_name,
+            "name": device_name or client_id,  # editable display label
             "first_seen": datetime.now(UTC),
             "last_seen": datetime.now(UTC),
-            "is_active": True,
         }
 
+    def touch_client(self, client_id: str) -> bool:
+        """Stamp a device's last_seen (e.g. on disconnect). Returns False if unknown."""
+        device = self.registered_clients.get(client_id)
+        if device is None:
+            return False
+        device["last_seen"] = datetime.now(UTC)
+        return True
+
+    def set_client_name(self, client_id: str, name: str) -> bool:
+        """Set a device's friendly display name. Returns False if unknown."""
+        device = self.registered_clients.get(client_id)
+        if device is None:
+            return False
+        device["name"] = name
+        return True
+
+    def forget_client(self, client_id: str) -> bool:
+        """Remove a device from the registry. Returns False if unknown."""
+        return self.registered_clients.pop(client_id, None) is not None
+
     def get_client_ids(self) -> list[str]:
         """Get all client IDs registered to this user."""
         return list(self.registered_clients.keys())
@@ -136,3 +180,27 @@ async def register_client_to_user(
     """Register a client to a user and save to database."""
     user.register_client(client_id, device_name)
     await user.save()
+
+
+async def touch_client_last_seen(client_id: str) -> None:
+    """Stamp a device's last_seen in the registry (e.g. on disconnect). No-op if the
+    client_id isn't owned by any user."""
+    user = await get_user_by_client_id(client_id)
+    if user and user.touch_client(client_id):
+        await user.save()
+
+
+async def rename_client_for_user(user: User, client_id: str, name: str) -> bool:
+    """Set a device's friendly name and persist. Returns False if unknown."""
+    if user.set_client_name(client_id, name):
+        await user.save()
+        return True
+    return False
+
+
+async def forget_client_for_user(user: User, client_id: str) -> bool:
+    """Remove a device from the registry and persist. Returns False if unknown."""
+    if user.forget_client(client_id):
+        await user.save()
+        return True
+    return False
diff --git a/backends/advanced/src/advanced_omi_backend/models/vault_sync.py b/backends/advanced/src/advanced_omi_backend/models/vault_sync.py
new file mode 100644
index 00000000..0e580d34
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/models/vault_sync.py
@@ -0,0 +1,12 @@
+"""Request models for the vault sync pairing broker."""
+
+from pydantic import BaseModel, Field
+
+# Syncthing's canonical device ID is eight groups of seven base32 characters.
+# Enforce that shape before the ID is interpolated into Syncthing REST paths.
+_DEVICE_ID_PATTERN = r"^[A-Z2-7]{7}(?:-[A-Z2-7]{7}){7}$"
+
+
+class PairRequest(BaseModel):
+    device_id: str = Field(pattern=_DEVICE_ID_PATTERN)
+    device_name: str = "mac"
diff --git a/backends/advanced/src/advanced_omi_backend/models/waveform.py b/backends/advanced/src/advanced_omi_backend/models/waveform.py
index caf6fd49..7b02d1e3 100644
--- a/backends/advanced/src/advanced_omi_backend/models/waveform.py
+++ b/backends/advanced/src/advanced_omi_backend/models/waveform.py
@@ -6,7 +6,7 @@
 without real-time decoding.
 """
 
-from datetime import datetime
+from datetime import datetime, timezone
 from typing import List, Optional
 
 from beanie import Document, Indexed
@@ -32,12 +32,11 @@ class WaveformData(Document):
     # Metadata
     duration_seconds: float = Field(description="Total audio duration in seconds")
     created_at: datetime = Field(
-        default_factory=datetime.utcnow,
-        description="When this waveform was generated"
+        default_factory=lambda: datetime.now(timezone.utc),
+        description="When this waveform was generated",
     )
     processing_time_seconds: Optional[float] = Field(
-        None,
-        description="Time taken to generate waveform"
+        None, description="Time taken to generate waveform"
     )
 
     class Settings:
diff --git a/backends/advanced/src/advanced_omi_backend/observability/__init__.py b/backends/advanced/src/advanced_omi_backend/observability/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/backends/advanced/src/advanced_omi_backend/observability/otel_setup.py b/backends/advanced/src/advanced_omi_backend/observability/otel_setup.py
new file mode 100644
index 00000000..4b7f3077
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/observability/otel_setup.py
@@ -0,0 +1,546 @@
+"""OpenTelemetry setup, session management, and tracing helpers.
+
+Uses OpenInference semantic conventions (session.id) so that any
+compatible observability backend (Galileo, Arize Phoenix, Langfuse, etc.)
+can group traces by session.
+
+Provides two helpers for instrumenting pipeline stages:
+- ``@traced_job(name, **attrs)`` — decorator wrapping an async function in a span
+- ``set_span_attrs(**attrs)`` — enrich the current active span with namespaced attributes
+"""
+
+import contextvars
+import functools
+import json
+import logging
+import os
+import threading
+from functools import lru_cache
+from pathlib import Path
+from typing import Any, Dict, Sequence
+
+logger = logging.getLogger(__name__)
+
+# NOTE: All opentelemetry / openinference imports in this module are done lazily
+# inside the functions below (guarded by try/except ImportError) so the backend
+# runs fine when the optional OTel dependencies are not installed.
+
+# Surface silent Galileo SDK errors (it catches exceptions internally)
+logging.getLogger("galileo.utils.catch_log").setLevel(logging.WARNING)
+
+_otel_initialised = False
+_tracer_provider = None
+
+# Per-task/thread token so concurrent conversations don't clobber each other.
+_session_token_var: contextvars.ContextVar[object | None] = contextvars.ContextVar(
+    "_otel_session_token", default=None
+)
+
+
+@lru_cache(maxsize=1)
+def is_galileo_enabled() -> bool:
+    """Check if Galileo OTEL is configured."""
+    return bool(os.getenv("GALILEO_API_KEY"))
+
+
+@lru_cache(maxsize=1)
+def is_langfuse_enabled() -> bool:
+    """Check if Langfuse OTEL is configured."""
+    return bool(
+        os.getenv("LANGFUSE_PUBLIC_KEY")
+        and os.getenv("LANGFUSE_SECRET_KEY")
+        and os.getenv("LANGFUSE_HOST")
+    )
+
+
+@lru_cache(maxsize=1)
+def _debug_otel_dir() -> Path | None:
+    """Return the debug OTEL directory if configured, else None."""
+    raw = os.getenv("DEBUG_OTEL_DIR", "").strip()
+    if not raw:
+        return None
+    p = Path(raw)
+    p.mkdir(parents=True, exist_ok=True)
+    return p
+
+
+def is_otel_enabled() -> bool:
+    """Check if any OTel exporter has been initialised."""
+    return _otel_initialised
+
+
+def set_otel_session(session_id: str) -> None:
+    """Attach *session_id* to the OTel context (OpenInference ``session.id``).
+
+    All subsequent spans on this thread/context will carry the session ID,
+    regardless of which observability backend is consuming them.
+    Safe to call concurrently from different asyncio tasks or threads.
+    """
+    if not is_otel_enabled():
+        return
+    try:
+        from openinference.semconv.trace import SpanAttributes
+        from opentelemetry.context import attach, get_current, set_value
+
+        clear_otel_session()
+        ctx = set_value(SpanAttributes.SESSION_ID, session_id, get_current())
+        _session_token_var.set(attach(ctx))
+    except ImportError:
+        pass
+
+
+def clear_otel_session() -> None:
+    """Detach the current session from the OTel context."""
+    token = _session_token_var.get()
+    if token is None:
+        return
+    try:
+        from opentelemetry.context import detach
+
+        detach(token)
+        _session_token_var.set(None)
+    except Exception:
+        _session_token_var.set(None)
+
+
+class _FileSpanExporter:
+    """Writes completed spans as JSONL to DEBUG_OTEL_DIR.
+
+    One file per PID so concurrent workers don't clobber each other.
+    Implements the SpanExporter protocol without importing the SDK at module level.
+    """
+
+    def __init__(self, directory: Path) -> None:
+        self._path = directory / f"spans_{os.getpid()}.jsonl"
+        self._lock = threading.Lock()
+        logger.info(f"Debug OTEL file exporter writing to {self._path}")
+
+    @staticmethod
+    def _span_to_dict(span) -> Dict[str, Any]:
+        ctx = span.get_span_context()
+        return {
+            "name": span.name,
+            "trace_id": format(ctx.trace_id, "032x"),
+            "span_id": format(ctx.span_id, "016x"),
+            "parent_span_id": (
+                format(span.parent.span_id, "016x") if span.parent else None
+            ),
+            "start_time": span.start_time,
+            "end_time": span.end_time,
+            "status": str(span.status.status_code) if span.status else None,
+            "attributes": dict(span.attributes) if span.attributes else {},
+            "resource": (dict(span.resource.attributes) if span.resource else {}),
+            "events": [
+                {
+                    "name": e.name,
+                    "attributes": dict(e.attributes) if e.attributes else {},
+                }
+                for e in (span.events or [])
+            ],
+        }
+
+    def export(self, spans: Sequence) -> int:
+        with self._lock:
+            with open(self._path, "a") as f:
+                for span in spans:
+                    try:
+                        f.write(
+                            json.dumps(self._span_to_dict(span), default=str) + "\n"
+                        )
+                    except Exception:
+                        pass
+        return 0  # SUCCESS
+
+    def shutdown(self) -> None:
+        pass
+
+    def force_flush(self, timeout_millis: int = 0) -> bool:
+        return True
+
+
+class _GenAIEnrichingProcessor:
+    """SpanProcessor that maps OpenInference attributes to GenAI semantic conventions.
+
+    The OpenInference OpenAI instrumentor emits ``llm.*`` attributes, but
+    Galileo's GenAI pattern detector requires ``gen_ai.*`` attributes to
+    recognise spans.  This processor runs first in the chain and enriches
+    each span's internal attribute dict so downstream processors (Galileo,
+    Langfuse, file exporter) all see the standard GenAI conventions.
+
+    Mapping:
+        llm.system           → gen_ai.system
+        llm.provider         → gen_ai.provider.name
+        llm.model_name       → gen_ai.request.model
+        embedding.model_name → gen_ai.request.model
+        openinference.span.kind "LLM"       → gen_ai.operation.name "chat"
+        openinference.span.kind "EMBEDDING"  → gen_ai.operation.name "embeddings"
+    """
+
+    _OI_TO_GENAI = {
+        "llm.system": "gen_ai.system",
+        "llm.provider": "gen_ai.provider.name",
+        "llm.model_name": "gen_ai.request.model",
+        "embedding.model_name": "gen_ai.request.model",
+    }
+
+    _KIND_TO_OP = {
+        "LLM": "chat",
+        "EMBEDDING": "embeddings",
+        "CHAIN": "chain",
+    }
+
+    def on_start(self, span, parent_context=None) -> None:
+        # Galileo SDK sets these on every span so the exporter can route them
+        try:
+            span.set_attribute(
+                "galileo.project.name",
+                os.getenv("GALILEO_PROJECT", "chronicle"),
+            )
+            span.set_attribute(
+                "galileo.logstream.name",
+                os.getenv("GALILEO_LOG_STREAM", "default"),
+            )
+        except Exception:
+            pass
+
+    def on_end(self, span) -> None:
+        attrs = span.attributes
+        if not attrs:
+            return
+        extra: Dict[str, Any] = {}
+        for oi_key, genai_key in self._OI_TO_GENAI.items():
+            if oi_key in attrs and genai_key not in attrs:
+                extra[genai_key] = attrs[oi_key]
+
+        oi_kind = attrs.get("openinference.span.kind", "")
+        if oi_kind and "gen_ai.operation.name" not in attrs:
+            op = self._KIND_TO_OP.get(oi_kind)
+            if op:
+                extra["gen_ai.operation.name"] = op
+
+        if extra and hasattr(span, "_attributes") and span._attributes is not None:
+            try:
+                for k, v in extra.items():
+                    span._attributes[k] = v
+            except Exception:
+                pass
+
+    def shutdown(self) -> None:
+        pass
+
+    def force_flush(self, timeout_millis: int = 0) -> bool:
+        return True
+
+
+def init_otel() -> None:
+    """Initialize OTEL with configured exporters and OpenAI instrumentor.
+
+    Supports multiple backends simultaneously:
+    - Galileo: if GALILEO_API_KEY is set
+    - Langfuse: if LANGFUSE_PUBLIC_KEY, LANGFUSE_SECRET_KEY, LANGFUSE_HOST are set
+
+    Call once at app startup. No-op if no backends are configured.
+    """
+    galileo = is_galileo_enabled()
+    langfuse = is_langfuse_enabled()
+    debug_dir = _debug_otel_dir()
+
+    if not galileo and not langfuse and not debug_dir:
+        logger.info(
+            "No OTEL backends configured (Galileo/Langfuse), skipping initialization"
+        )
+        return
+
+    try:
+        from opentelemetry.sdk import trace as trace_sdk
+        from opentelemetry.sdk.resources import Resource
+
+        global _tracer_provider
+        resource = Resource.create(
+            {
+                "service.name": "chronicle",
+                "galileo.project.name": os.getenv("GALILEO_PROJECT", "chronicle"),
+                "galileo.logstream.name": os.getenv("GALILEO_LOG_STREAM", "default"),
+            }
+        )
+        tracer_provider = trace_sdk.TracerProvider(resource=resource)
+        _tracer_provider = tracer_provider
+        backends = []
+
+        # Set as global so all instrumentors and context-propagated spans use it
+        from opentelemetry import trace as trace_api
+
+        trace_api.set_tracer_provider(tracer_provider)
+
+        # --- Attribute enricher (must be first for Galileo GenAI detection) ---
+        tracer_provider.add_span_processor(_GenAIEnrichingProcessor())
+
+        # --- Galileo backend (direct OTLP, matching working test setup) ---
+        if galileo:
+            try:
+                from opentelemetry.exporter.otlp.proto.http.trace_exporter import (
+                    OTLPSpanExporter as _OTLPExporter,
+                )
+                from opentelemetry.sdk.trace.export import SimpleSpanProcessor
+
+                galileo_api_key = os.getenv("GALILEO_API_KEY", "")
+                galileo_console = os.getenv(
+                    "GALILEO_CONSOLE_URL", "https://console.galileo.ai"
+                )
+                galileo_api_url = galileo_console.replace("console.", "api.")
+                galileo_endpoint = f"{galileo_api_url}/otel/v1/traces"
+
+                galileo_exporter = _OTLPExporter(
+                    endpoint=galileo_endpoint,
+                    headers={
+                        "Galileo-API-Key": galileo_api_key,
+                        "Content-Type": "application/x-protobuf",
+                    },
+                )
+                tracer_provider.add_span_processor(
+                    SimpleSpanProcessor(galileo_exporter)
+                )
+                backends.append("Galileo")
+                logger.info("Galileo OTLP endpoint: %s", galileo_endpoint)
+            except ImportError:
+                logger.warning(
+                    "OTLP exporter not installed. "
+                    "Ensure opentelemetry-exporter-otlp-proto-http is installed."
+                )
+            except Exception as e:
+                logger.error(f"Failed to add Galileo span processor: {e}")
+
+        # --- Langfuse backend (via OTLP export) ---
+        if langfuse:
+            try:
+                from opentelemetry.exporter.otlp.proto.http.trace_exporter import (
+                    OTLPSpanExporter,
+                )
+                from opentelemetry.sdk.trace.export import SimpleSpanProcessor
+
+                langfuse_host = os.getenv("LANGFUSE_HOST", "")
+                langfuse_public_key = os.getenv("LANGFUSE_PUBLIC_KEY", "")
+                langfuse_secret_key = os.getenv("LANGFUSE_SECRET_KEY", "")
+
+                # Langfuse v4 OTLP endpoint
+                otlp_endpoint = f"{langfuse_host}/api/public/otel/v1/traces"
+                auth_header = f"Basic {__import__('base64').b64encode(f'{langfuse_public_key}:{langfuse_secret_key}'.encode()).decode()}"
+
+                langfuse_exporter = OTLPSpanExporter(
+                    endpoint=otlp_endpoint,
+                    headers={"Authorization": auth_header},
+                )
+                tracer_provider.add_span_processor(
+                    SimpleSpanProcessor(langfuse_exporter)
+                )
+                backends.append("Langfuse")
+            except ImportError:
+                logger.warning(
+                    "OTLP exporter not installed. "
+                    "Ensure opentelemetry-exporter-otlp-proto-http is installed."
+                )
+            except Exception as e:
+                logger.error(f"Failed to add Langfuse span processor: {e}")
+
+        # --- Debug file exporter ---
+        if debug_dir:
+            try:
+                from opentelemetry.sdk.trace.export import SimpleSpanProcessor
+
+                file_exporter = _FileSpanExporter(debug_dir)
+                tracer_provider.add_span_processor(SimpleSpanProcessor(file_exporter))
+                backends.append(f"File({debug_dir})")
+            except Exception as e:
+                logger.error(f"Failed to add debug file exporter: {e}")
+
+        if not backends:
+            logger.warning("No OTEL span processors were successfully added")
+            return
+
+        # Auto-instrument all OpenAI SDK calls (backend-agnostic)
+        try:
+            from openinference.instrumentation.openai import OpenAIInstrumentor
+
+            OpenAIInstrumentor().instrument(tracer_provider=tracer_provider)
+        except ImportError:
+            logger.warning(
+                "OpenAI OTEL instrumentor not installed. "
+                "Install with: uv pip install '.[galileo]'"
+            )
+            return
+
+        global _otel_initialised
+        _otel_initialised = True
+        logger.info(
+            f"OTEL initialized with {' + '.join(backends)} exporter(s) + OpenAI instrumentor"
+        )
+    except ImportError:
+        logger.warning(
+            "OTEL SDK packages not installed. "
+            "Install opentelemetry-api and opentelemetry-sdk."
+        )
+    except Exception as e:
+        logger.error(f"Failed to initialize OTEL: {e}")
+
+
+# ---------------------------------------------------------------------------
+# Attribute mapping & tracing helpers
+# ---------------------------------------------------------------------------
+
+_ATTR_MAP: Dict[str, str] = {
+    "user_id": "chronicle.user_id",
+    "client_id": "chronicle.client_id",
+    "pipeline_stage": "chronicle.pipeline.stage",
+    "gen_ai_operation": "gen_ai.operation.name",
+    "gen_ai_provider": "gen_ai.provider.name",
+    "gen_ai_model": "gen_ai.request.model",
+    "conversation_id": "gen_ai.conversation.id",
+    "asr_hot_words": "chronicle.asr.hot_words",
+    "asr_user_jargon": "chronicle.asr.user_jargon",
+    "asr_context_length": "chronicle.asr.context_length",
+}
+
+
+def _map_attrs(kwargs: Dict[str, Any]) -> Dict[str, Any]:
+    """Map keyword arguments to namespaced OTEL attribute names.
+
+    Emits vendor-neutral GenAI/chronicle attributes as primary, plus
+    Langfuse-specific duplicates for ``user_id`` so the Langfuse UI
+    can populate its top-level User field.
+    """
+    mapped: Dict[str, Any] = {}
+    for key, value in kwargs.items():
+        otel_key = _ATTR_MAP.get(key)
+        if otel_key and value is not None:
+            mapped[otel_key] = value
+        elif value is not None:
+            # Pass through unknown keys with chronicle prefix
+            mapped[f"chronicle.{key}"] = value
+
+    # Dual-write for Langfuse UI field mapping
+    if "chronicle.user_id" in mapped:
+        mapped["langfuse.user.id"] = mapped["chronicle.user_id"]
+    return mapped
+
+
+def get_tracer(name: str = "chronicle"):
+    """Return a tracer from the stored provider, or a no-op tracer."""
+    if not _otel_initialised or _tracer_provider is None:
+        try:
+            from opentelemetry.trace import NoOpTracer
+
+            return NoOpTracer()
+        except ImportError:
+            return None
+    return _tracer_provider.get_tracer(name)
+
+
+def set_span_attrs(**kwargs: Any) -> None:
+    """Set attributes on the current active span.
+
+    Uses the same attribute mapping as ``traced_job``.
+    No-op if OTEL is not initialised or there is no active span.
+
+    Example::
+
+        set_span_attrs(user_id="abc", pipeline_stage="memory_extraction")
+    """
+    if not _otel_initialised:
+        return
+    try:
+        from opentelemetry import trace
+
+        span = trace.get_current_span()
+        if span is None or not span.is_recording():
+            return
+        for key, value in _map_attrs(kwargs).items():
+            span.set_attribute(key, value)
+    except Exception:
+        pass  # Never fail the caller
+
+
+def set_trace_io(
+    input: Any = None,
+    output: Any = None,
+) -> None:
+    """Set input/output on the current span for Langfuse trace display.
+
+    Langfuse reads ``langfuse.trace.input`` / ``langfuse.trace.output`` on the
+    root span to populate the trace-level Input and Output tabs.  For child
+    observations it reads ``langfuse.observation.input`` / ``…output`` (the
+    OpenInference instrumentor already handles this for ChatCompletion spans
+    via ``input.value`` / ``output.value``).
+
+    Values are JSON-serialised if they are not already strings.
+
+    Call this from within a ``@traced_job``-decorated function to set the
+    trace-level (root span) input/output that appears in the Langfuse UI.
+
+    Example::
+
+        set_trace_io(
+            input={"transcript": transcript_text[:500]},
+            output={"memories_created": 5, "memory_ids": [...]},
+        )
+    """
+    if not _otel_initialised:
+        return
+    try:
+        from opentelemetry import trace
+
+        span = trace.get_current_span()
+        if span is None or not span.is_recording():
+            return
+
+        if input is not None:
+            val = input if isinstance(input, str) else json.dumps(input, default=str)
+            span.set_attribute("langfuse.trace.input", val)
+        if output is not None:
+            val = output if isinstance(output, str) else json.dumps(output, default=str)
+            span.set_attribute("langfuse.trace.output", val)
+    except Exception:
+        pass  # Never fail the caller
+
+
+def traced_job(name: str, **static_attrs: Any):
+    """Decorator that wraps an async function in an OTEL span.
+
+    Automatically reads ``conversation_id`` from the first positional arg
+    (all RQ pipeline jobs follow this pattern). Sets static attributes
+    immediately; use ``set_span_attrs()`` to enrich later.
+
+    Example::
+
+        @async_job(redis=True, beanie=True)
+        @traced_job("memory_extraction", pipeline_stage="memory_extraction")
+        async def process_memory_job(conversation_id, *, redis_client=None):
+            ...
+    """
+
+    def decorator(func):
+        @functools.wraps(func)
+        async def wrapper(*args, **kwargs):
+            if not _otel_initialised:
+                return await func(*args, **kwargs)
+
+            tracer = get_tracer()
+            if tracer is None:
+                return await func(*args, **kwargs)
+
+            try:
+                from opentelemetry import trace
+
+                # Extract conversation_id from first positional arg
+                conv_id = args[0] if args else kwargs.get("conversation_id")
+                attrs = _map_attrs(static_attrs)
+                if conv_id:
+                    attrs["gen_ai.conversation.id"] = str(conv_id)
+
+                with tracer.start_as_current_span(name, attributes=attrs) as span:
+                    return await func(*args, **kwargs)
+            except ImportError:
+                return await func(*args, **kwargs)
+
+        return wrapper
+
+    return decorator
diff --git a/backends/advanced/src/advanced_omi_backend/openai_factory.py b/backends/advanced/src/advanced_omi_backend/openai_factory.py
index 17f6eba1..9de4ec00 100644
--- a/backends/advanced/src/advanced_omi_backend/openai_factory.py
+++ b/backends/advanced/src/advanced_omi_backend/openai_factory.py
@@ -1,29 +1,48 @@
-"""Centralized OpenAI client factory with optional LangFuse tracing.
+"""Centralized OpenAI client factory.
 
 Single source of truth for creating OpenAI/AsyncOpenAI clients. All other
 modules that need an OpenAI client should use this factory instead of
-duplicating LangFuse detection logic.
+creating clients directly.
+
+Clients are cached by (api_key, base_url, is_async) to avoid repeated
+SSL context creation (~400ms per instantiation).
+
+Tracing is handled by the OTEL instrumentor (see observability/otel_setup.py),
+which auto-instruments all OpenAI calls at startup. No per-client wrapping needed.
 """
 
 import logging
-import os
-from functools import lru_cache
+
+import openai
 
 logger = logging.getLogger(__name__)
 
+_client_cache: dict[tuple[str, str, bool], openai.OpenAI | openai.AsyncOpenAI] = {}
+
+
+def is_reasoning_model(model: str | None) -> bool:
+    """Return True for OpenAI reasoning-class models (o1/o3/o4/gpt-5 family).
+
+    These models have stricter API surface than standard chat models — they
+    reject non-default `temperature` and require `max_completion_tokens`
+    instead of `max_tokens`. Callers should adapt API params accordingly.
+    """
+    if not model:
+        return False
+    m = model.lower()
+    return m.startswith(("o1", "o3", "o4")) or m.startswith("gpt-5")
 
-@lru_cache(maxsize=1)
-def is_langfuse_enabled() -> bool:
-    """Check if LangFuse is properly configured (cached)."""
-    return bool(
-        os.getenv("LANGFUSE_PUBLIC_KEY")
-        and os.getenv("LANGFUSE_SECRET_KEY")
-        and os.getenv("LANGFUSE_HOST")
-    )
+
+def model_supports_temperature(model: str | None) -> bool:
+    """Return False for models that reject non-default temperature."""
+    return not is_reasoning_model(model)
 
 
 def create_openai_client(api_key: str, base_url: str, is_async: bool = False):
-    """Create an OpenAI client with optional LangFuse tracing.
+    """Get or create a cached OpenAI client.
+
+    Clients are cached by (api_key, base_url, is_async). If the API key or
+    base URL changes (e.g. config reload), a new client is created automatically.
 
     Args:
         api_key: OpenAI API key
@@ -31,18 +50,20 @@ def create_openai_client(api_key: str, base_url: str, is_async: bool = False):
         is_async: Whether to return AsyncOpenAI or sync OpenAI client
 
     Returns:
-        OpenAI or AsyncOpenAI client instance (with or without LangFuse wrapping)
+        OpenAI or AsyncOpenAI client instance
     """
-    if is_langfuse_enabled():
-        import langfuse.openai as openai_module
-
-        logger.debug("Creating OpenAI client with LangFuse tracing")
-    else:
-        import openai as openai_module
-
-        logger.debug("Creating OpenAI client without tracing")
+    cache_key = (api_key, base_url, is_async)
+    client = _client_cache.get(cache_key)
+    if client is not None:
+        return client
 
     if is_async:
-        return openai_module.AsyncOpenAI(api_key=api_key, base_url=base_url)
+        client = openai.AsyncOpenAI(api_key=api_key, base_url=base_url)
     else:
-        return openai_module.OpenAI(api_key=api_key, base_url=base_url)
+        client = openai.OpenAI(api_key=api_key, base_url=base_url)
+
+    _client_cache[cache_key] = client
+    logger.info(
+        f"Created {'async' if is_async else 'sync'} OpenAI client for {base_url}"
+    )
+    return client
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/__init__.py b/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
index 90c47460..f0a4fc68 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/__init__.py
@@ -14,19 +14,20 @@
 - conditional: Execute based on custom condition (future)
 """
 
-from .base import BasePlugin, PluginContext, PluginResult
+from .base import BasePlugin, PluginConnectivityError, PluginContext, PluginResult
 from .events import ButtonActionType, ButtonState, ConversationCloseReason, PluginEvent
 from .router import PluginRouter
 from .services import PluginServices
 
 __all__ = [
-    'BasePlugin',
-    'ButtonActionType',
-    'ButtonState',
-    'ConversationCloseReason',
-    'PluginContext',
-    'PluginEvent',
-    'PluginResult',
-    'PluginRouter',
-    'PluginServices',
+    "BasePlugin",
+    "ButtonActionType",
+    "PluginConnectivityError",
+    "ButtonState",
+    "ConversationCloseReason",
+    "PluginContext",
+    "PluginEvent",
+    "PluginResult",
+    "PluginRouter",
+    "PluginServices",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/base.py b/backends/advanced/src/advanced_omi_backend/plugins/base.py
index 5c9b668d..24b99e31 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/base.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/base.py
@@ -6,24 +6,40 @@
 - PluginResult: Result from plugin execution
 - BasePlugin: Abstract base class for all plugins
 """
+
 from abc import ABC, abstractmethod
 from dataclasses import dataclass, field
 from typing import Any, Dict, List, Optional
 
 
+class PluginConnectivityError(Exception):
+    """An external dependency (e.g. a Home Assistant server) is unreachable.
+
+    Raise this from initialize() for transient network conditions. The plugin
+    system marks the plugin DEGRADED (not FAILED) and retries initialize() in
+    the background with backoff, instead of logging a full traceback and giving
+    up until process restart. Reserve plain exceptions for real config/setup
+    errors (missing token, bad config) that a retry cannot fix.
+    """
+
+
 @dataclass
 class PluginContext:
     """Context passed to plugin execution"""
+
     user_id: str
     event: str  # Event name (e.g., "transcript.streaming", "conversation.complete")
     data: Dict[str, Any]  # Event-specific data
     metadata: Dict[str, Any] = field(default_factory=dict)
-    services: Optional[Any] = None  # PluginServices instance for system/cross-plugin calls
+    services: Optional[Any] = (
+        None  # PluginServices instance for system/cross-plugin calls
+    )
 
 
 @dataclass
 class PluginResult:
     """Result from plugin execution"""
+
     success: bool
     data: Optional[Dict[str, Any]] = None
     message: Optional[str] = None
@@ -58,9 +74,15 @@ def __init__(self, config: Dict[str, Any]):
                    Contains: enabled, events, condition, and plugin-specific config
         """
         self.config = config
-        self.enabled = config.get('enabled', False)
-        self.events = config.get('events', [])
-        self.condition = config.get('condition', {'type': 'always'})
+        self.enabled = config.get("enabled", False)
+        self.events = config.get("events", [])
+        self.condition = config.get("condition", {"type": "always"})
+        # Lower runs earlier. Plugins form an ordered chain of responsibility per
+        # event: a plugin that handles a command returns should_continue=False to
+        # stop the chain; returning None (or should_continue=True) passes it to
+        # the next plugin. This is the configurable routing hierarchy (a future
+        # drag-to-reorder UI would just edit this value in config/plugins.yml).
+        self.priority = config.get("priority", 100)
 
     def register_prompts(self, registry) -> None:
         """Register plugin prompts with the prompt registry.
@@ -122,7 +144,9 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
         """
         pass
 
-    async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_complete(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Called when conversation processing completes.
 
@@ -137,7 +161,9 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
         """
         pass
 
-    async def on_memory_processed(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_memory_processed(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Called after memory extraction finishes.
 
@@ -152,7 +178,9 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
         """
         pass
 
-    async def on_conversation_starred(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_starred(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Called when a conversation is starred or unstarred.
 
@@ -172,7 +200,7 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
         Called when a device button event is received.
 
         Context data contains:
-            - state: str - Button state (e.g., "SINGLE_TAP", "DOUBLE_TAP", "LONG_PRESS")
+            - state: str - Button state (e.g., "SINGLE_PRESS", "DOUBLE_PRESS", "LONG_PRESS")
             - timestamp: float - Unix timestamp of the event
             - audio_uuid: str - Current audio session UUID (may be None)
 
@@ -181,6 +209,27 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
         """
         pass
 
+    async def on_wake_word_detected(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
+        """
+        Called when the standalone wakeword-service detects the acoustic wake word
+        and captures the command turn.
+
+        Context data contains:
+            - command: str - The captured command text (resolved from existing
+              transcription; may be empty if transcription lagged)
+            - client_id: str - Client identifier
+            - session_id: str - Audio session id
+            - conversation_id: str or None - Current conversation id (if any)
+            - score: float - Acoustic detection score
+            - reason: str - End-of-turn reason ("smart_turn" | "max_duration")
+
+        Returns:
+            PluginResult with success status, optional message, and should_continue flag
+        """
+        pass
+
     async def on_plugin_action(self, context: PluginContext) -> Optional[PluginResult]:
         """
         Called when another plugin dispatches an action to this plugin via PluginServices.call_plugin().
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/events.py b/backends/advanced/src/advanced_omi_backend/plugins/events.py
index 3d7ec284..0cc1f97f 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/events.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/events.py
@@ -24,41 +24,64 @@ def __new__(cls, value: str, description: str = ""):
         return obj
 
     # Conversation lifecycle
-    CONVERSATION_COMPLETE = ("conversation.complete", "Fires when conversation processing finishes (transcript ready)")
-    TRANSCRIPT_STREAMING = ("transcript.streaming", "Real-time transcript segments during a live conversation")
-    TRANSCRIPT_BATCH = ("transcript.batch", "Batch transcript from file upload processing")
-    MEMORY_PROCESSED = ("memory.processed", "After memories are extracted from a conversation")
-    CONVERSATION_STARRED = ("conversation.starred", "Fires when a conversation is starred or unstarred")
+    CONVERSATION_COMPLETE = (
+        "conversation.complete",
+        "Fires when conversation processing finishes (transcript ready)",
+    )
+    TRANSCRIPT_STREAMING = (
+        "transcript.streaming",
+        "Real-time transcript segments during a live conversation",
+    )
+    TRANSCRIPT_BATCH = (
+        "transcript.batch",
+        "Batch transcript from file upload processing",
+    )
+    MEMORY_PROCESSED = (
+        "memory.processed",
+        "After memories are extracted from a conversation",
+    )
+    CONVERSATION_STARRED = (
+        "conversation.starred",
+        "Fires when a conversation is starred or unstarred",
+    )
+    WAKE_WORD_DETECTED = (
+        "wake_word.detected",
+        "Acoustic wake word detected by the standalone wakeword-service",
+    )
 
     # Button events (from OMI device)
     BUTTON_SINGLE_PRESS = ("button.single_press", "OMI device button single press")
     BUTTON_DOUBLE_PRESS = ("button.double_press", "OMI device button double press")
 
     # Cross-plugin communication (dispatched by PluginServices.call_plugin)
-    PLUGIN_ACTION = ("plugin_action", "Cross-plugin dispatch via PluginServices.call_plugin()")
+    PLUGIN_ACTION = (
+        "plugin_action",
+        "Cross-plugin dispatch via PluginServices.call_plugin()",
+    )
 
 
 class ButtonState(str, Enum):
     """Raw button states from OMI device firmware."""
 
-    SINGLE_TAP = "SINGLE_TAP"
-    DOUBLE_TAP = "DOUBLE_TAP"
+    SINGLE_PRESS = "SINGLE_PRESS"
+    DOUBLE_PRESS = "DOUBLE_PRESS"
     LONG_PRESS = "LONG_PRESS"
 
 
 # Maps device button states to plugin events
 BUTTON_STATE_TO_EVENT: Dict[ButtonState, PluginEvent] = {
-    ButtonState.SINGLE_TAP: PluginEvent.BUTTON_SINGLE_PRESS,
-    ButtonState.DOUBLE_TAP: PluginEvent.BUTTON_DOUBLE_PRESS,
+    ButtonState.SINGLE_PRESS: PluginEvent.BUTTON_SINGLE_PRESS,
+    ButtonState.DOUBLE_PRESS: PluginEvent.BUTTON_DOUBLE_PRESS,
 }
 
 
 class ButtonActionType(str, Enum):
-    """Types of actions a button press can trigger (from test_button_actions plugin config)."""
+    """Types of actions a button press can trigger (see the button_control plugin)."""
 
     CLOSE_CONVERSATION = "close_conversation"
     STAR_CONVERSATION = "star_conversation"
     CALL_PLUGIN = "call_plugin"
+    STOP_PLAYBACK = "stop_playback"
 
 
 class ConversationCloseReason(str, Enum):
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/router.py b/backends/advanced/src/advanced_omi_backend/plugins/router.py
index c70ad73b..05ebb085 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/router.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/router.py
@@ -7,13 +7,14 @@
 import asyncio
 import json
 import logging
-import os
 import re
 import string
 import time
-from typing import Any, Dict, List, NamedTuple, Optional
+from typing import Any, Awaitable, Callable, Dict, List, NamedTuple, Optional
 
-import redis
+from advanced_omi_backend.redis_factory import create_sync_redis
+from advanced_omi_backend.services.observability import record_event_sync
+from advanced_omi_backend.services.sse_publisher import publish_sse_event
 
 from .base import BasePlugin, PluginContext, PluginResult
 from .events import PluginEvent
@@ -30,20 +31,66 @@ def normalize_text_for_wake_word(text: str) -> str:
     - Strip leading/trailing whitespace
 
     Example:
-        "Hey, Vivi!" -> "hey vivi"
-        "HEY  VIVI" -> "hey vivi"
-        "Hey-Vivi" -> "hey vivi"
+        "Hey, Hermes!" -> "hey hermes"
+        "HEY  HERMES" -> "hey hermes"
+        "Hey-Hermes" -> "hey hermes"
     """
     # Lowercase
     text = text.lower()
     # Replace punctuation with spaces (instead of removing, to preserve word boundaries)
-    text = text.translate(str.maketrans(string.punctuation, ' ' * len(string.punctuation)))
+    text = text.translate(
+        str.maketrans(string.punctuation, " " * len(string.punctuation))
+    )
     # Normalize whitespace (collapse multiple spaces to single space)
-    text = re.sub(r'\s+', ' ', text)
+    text = re.sub(r"\s+", " ", text)
     # Strip leading/trailing whitespace
     return text.strip()
 
 
+def extract_command_around_keyword(transcript: str, keyword: str) -> str:
+    """
+    Extract command by removing a keyword from anywhere in the transcript.
+
+    Handles punctuation and spacing around the keyword gracefully.
+
+    Example:
+        transcript: "Turn off the lights, Hermes"
+        keyword: "hermes"
+        -> "Turn off the lights"
+
+        transcript: "Hermes, turn off the lights in the hall"
+        keyword: "hermes"
+        -> "turn off the lights in the hall"
+
+        transcript: "Turn off the hall lights, Hermes, please"
+        keyword: "hermes"
+        -> "Turn off the hall lights, please"
+
+    Args:
+        transcript: Original transcript text
+        keyword: Keyword to remove (will be normalized)
+
+    Returns:
+        Command text with keyword removed
+    """
+    keyword_parts = normalize_text_for_wake_word(keyword).split()
+    if not keyword_parts:
+        return transcript.strip()
+
+    pattern_parts = [re.escape(part) for part in keyword_parts]
+    # Match keyword with optional surrounding punctuation/whitespace
+    kw_pattern = r"[\s,.\-!?;:]*".join(pattern_parts)
+    # Consume adjacent punctuation/whitespace on both sides
+    full_pattern = r"[\s,.\-!?;:]*" + kw_pattern + r"[\s,.\-!?;:]*"
+
+    command = re.sub(
+        full_pattern, " ", transcript, count=1, flags=re.IGNORECASE
+    ).strip()
+    # Collapse any doubled spaces left behind
+    command = re.sub(r"\s{2,}", " ", command)
+    return command
+
+
 def extract_command_after_wake_word(transcript: str, wake_word: str) -> str:
     """
     Intelligently extract command after wake word in original transcript.
@@ -51,8 +98,8 @@ def extract_command_after_wake_word(transcript: str, wake_word: str) -> str:
     Handles punctuation and spacing variations by creating a flexible regex pattern.
 
     Example:
-        transcript: "Hey, Vivi, turn off lights"
-        wake_word: "hey vivi"
+        transcript: "Hey, Hermes, turn off lights"
+        wake_word: "hey hermes"
         -> extracts: "turn off lights"
 
     Args:
@@ -69,29 +116,32 @@ def extract_command_after_wake_word(transcript: str, wake_word: str) -> str:
         return transcript.strip()
 
     # Create regex pattern that allows punctuation/whitespace between parts
-    # Example: "hey" + "vivi" -> r"hey[\s,.\-!?]*vivi[\s,.\-!?]*"
+    # Example: "hey" + "hermes" -> r"hey[\s,.\-!?]*hermes[\s,.\-!?]*"
     # The pattern matches the wake word parts with optional punctuation/whitespace between and after
     pattern_parts = [re.escape(part) for part in wake_word_parts]
     # Allow optional punctuation/whitespace between parts
-    pattern = r'[\s,.\-!?;:]*'.join(pattern_parts)
+    pattern = r"[\s,.\-!?;:]*".join(pattern_parts)
     # Add trailing punctuation/whitespace consumption after last wake word part
-    pattern = '^' + pattern + r'[\s,.\-!?;:]*'
+    pattern = "^" + pattern + r"[\s,.\-!?;:]*"
 
     # Try to match wake word at start of transcript (case-insensitive)
     match = re.match(pattern, transcript, re.IGNORECASE)
 
     if match:
         # Extract everything after the matched wake word (including trailing punctuation)
-        command = transcript[match.end():].strip()
+        command = transcript[match.end() :].strip()
         return command
     else:
         # Fallback: couldn't find wake word boundary, return full transcript
-        logger.warning(f"Could not find wake word boundary for '{wake_word}' in '{transcript}', using full transcript")
+        logger.warning(
+            f"Could not find wake word boundary for '{wake_word}' in '{transcript}', using full transcript"
+        )
         return transcript.strip()
 
 
 class ConditionResult(NamedTuple):
     """Result of a plugin condition check."""
+
     execute: bool
     extra: Dict[str, Any] = {}
 
@@ -100,9 +150,10 @@ class PluginHealth:
     """Health status for a single plugin."""
 
     # Possible status values
-    REGISTERED = "registered"     # Registered but not yet initialized
-    INITIALIZED = "initialized"   # Successfully initialized
-    FAILED = "failed"             # initialize() raised an exception
+    REGISTERED = "registered"  # Registered but not yet initialized
+    INITIALIZED = "initialized"  # Successfully initialized
+    DEGRADED = "degraded"  # External dependency unreachable; retried in background
+    FAILED = "failed"  # initialize() raised an exception
 
     def __init__(self, plugin_id: str):
         self.plugin_id = plugin_id
@@ -133,9 +184,8 @@ def __init__(self):
         self._services = None
 
         # Sync Redis for event logging (works from both FastAPI and RQ workers)
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
         try:
-            self._event_redis = redis.from_url(redis_url, decode_responses=True)
+            self._event_redis = create_sync_redis(decode_responses=True)
         except Exception:
             logger.warning("Could not connect to Redis for event logging")
             self._event_redis = None
@@ -160,7 +210,9 @@ def register_plugin(self, plugin_id: str, plugin: BasePlugin):
     def mark_plugin_initialized(self, plugin_id: str) -> None:
         """Mark a plugin as successfully initialized."""
         if plugin_id in self.plugin_health:
-            self.plugin_health[plugin_id].status = PluginHealth.INITIALIZED
+            health = self.plugin_health[plugin_id]
+            health.status = PluginHealth.INITIALIZED
+            health.error = None
 
     def mark_plugin_failed(self, plugin_id: str, error: str) -> None:
         """Mark a plugin as failed during initialization."""
@@ -168,6 +220,37 @@ def mark_plugin_failed(self, plugin_id: str, error: str) -> None:
             health = self.plugin_health[plugin_id]
             health.status = PluginHealth.FAILED
             health.error = error
+        record_event_sync(
+            severity="error",
+            category="plugin",
+            source=plugin_id,
+            title=f"Plugin '{plugin_id}' failed to initialize",
+            detail=error,
+            metadata={"plugin_id": plugin_id},
+        )
+
+    def mark_plugin_degraded(self, plugin_id: str, error: str) -> None:
+        """Mark a plugin as degraded: its external dependency is unreachable.
+
+        Unlike FAILED, degraded plugins are retried in the background (see
+        plugin_service.run_plugin_recovery). The system event is recorded only on
+        the transition into DEGRADED, so retry ticks don't spam the event log.
+        """
+        health = self.plugin_health.get(plugin_id)
+        if health is None:
+            return
+        transition = health.status != PluginHealth.DEGRADED
+        health.status = PluginHealth.DEGRADED
+        health.error = error
+        if transition:
+            record_event_sync(
+                severity="warning",
+                category="plugin",
+                source=plugin_id,
+                title=f"Plugin '{plugin_id}' degraded: dependency unreachable",
+                detail=error,
+                metadata={"plugin_id": plugin_id},
+            )
 
     def get_health_summary(self) -> Dict[str, Any]:
         """Get health summary for all registered plugins."""
@@ -176,6 +259,7 @@ def get_health_summary(self) -> Dict[str, Any]:
         return {
             "total": len(plugins),
             "initialized": statuses.count(PluginHealth.INITIALIZED),
+            "degraded": statuses.count(PluginHealth.DEGRADED),
             "failed": statuses.count(PluginHealth.FAILED),
             "registered": statuses.count(PluginHealth.REGISTERED),
             "plugins": plugins,
@@ -186,7 +270,8 @@ async def dispatch_event(
         event: str,
         user_id: str,
         data: Dict,
-        metadata: Optional[Dict] = None
+        metadata: Optional[Dict] = None,
+        on_plugin_done: Optional[Callable[..., Awaitable[None]]] = None,
     ) -> List[PluginResult]:
         """
         Dispatch event to all subscribed plugins.
@@ -196,6 +281,13 @@ async def dispatch_event(
             user_id: User ID for context
             data: Event-specific data
             metadata: Optional metadata
+            on_plugin_done: Optional async observer called after each plugin in the
+                chain runs, as ``await on_plugin_done(plugin_id, duration_ms,
+                result, is_last)``. ``result`` is the PluginResult or ``None`` (a
+                decline). Lets callers trace per-plugin latency and react to a
+                handoff (e.g. the voice path plays a "thinking" tone when the fast
+                handler declines and a slower one takes over). Best-effort: an
+                observer exception is logged and never breaks dispatch.
 
         Returns:
             List of plugin results
@@ -206,15 +298,22 @@ async def dispatch_event(
         results = []
         executed = []  # Track per-plugin outcomes for event log
 
-        # Get plugins subscribed to this event
-        plugin_ids = self._plugins_by_event.get(event, [])
+        # Get plugins subscribed to this event, ordered by priority (lower first)
+        # so they form a deterministic chain of responsibility.
+        plugin_ids = sorted(
+            self._plugins_by_event.get(event, []),
+            key=lambda pid: getattr(self.plugins[pid], "priority", 100),
+        )
 
         if not plugin_ids:
             logger.info(f"🔌 ROUTER: No plugins subscribed to event '{event}'")
         else:
-            logger.info(f"🔌 ROUTER: Found {len(plugin_ids)} subscribed plugin(s): {plugin_ids}")
+            logger.info(
+                f"🔌 ROUTER: Found {len(plugin_ids)} subscribed plugin(s): {plugin_ids}"
+            )
 
-        for plugin_id in plugin_ids:
+        last_index = len(plugin_ids) - 1
+        for index, plugin_id in enumerate(plugin_ids):
             plugin = self.plugins[plugin_id]
 
             if not plugin.enabled:
@@ -242,7 +341,28 @@ async def dispatch_event(
                     services=self._services,
                 )
 
+                started = time.perf_counter()
                 result = await self._execute_plugin(plugin, event, context)
+                duration_ms = (time.perf_counter() - started) * 1000.0
+
+                # Notify the observer for every plugin that actually ran — including
+                # declines (result is None), so callers can time a "miss" and react
+                # to the handoff to the next handler in the chain.
+                if on_plugin_done is not None:
+                    try:
+                        await on_plugin_done(
+                            plugin_id,
+                            duration_ms,
+                            result,
+                            is_last=(index == last_index),
+                        )
+                    except (
+                        Exception
+                    ):  # noqa: BLE001 - observer must never break dispatch
+                        logger.debug(
+                            f"on_plugin_done observer failed for '{plugin_id}'",
+                            exc_info=True,
+                        )
 
                 if result:
                     status_icon = "✓" if result.success else "✗"
@@ -251,22 +371,38 @@ async def dispatch_event(
                         f"success={result.success}, message={result.message}"
                     )
                     results.append(result)
-                    executed.append({"plugin_id": plugin_id, "success": result.success, "message": result.message})
+                    executed.append(
+                        {
+                            "plugin_id": plugin_id,
+                            "success": result.success,
+                            "message": result.message,
+                            # Carry the plugin's structured output (reply, command,
+                            # skip reason, etc.) into the event log so the Events
+                            # page can show *why* a plugin succeeded/failed.
+                            "data": result.data,
+                        }
+                    )
 
                     # If plugin says stop processing, break
                     if not result.should_continue:
-                        logger.info(f"   ⊗ Plugin '{plugin_id}' stopped further processing")
+                        logger.info(
+                            f"   ⊗ Plugin '{plugin_id}' stopped further processing"
+                        )
                         break
                 else:
-                    logger.info(f"   ⊘ Plugin '{plugin_id}' returned no result for '{event}'")
+                    logger.info(
+                        f"   ⊘ Plugin '{plugin_id}' returned no result for '{event}'"
+                    )
 
             except Exception as e:
                 # CRITICAL: Log exception details
                 logger.error(
                     f"   ✗ Plugin '{plugin_id}' FAILED with exception: {e}",
-                    exc_info=True
+                    exc_info=True,
+                )
+                executed.append(
+                    {"plugin_id": plugin_id, "success": False, "message": str(e)}
                 )
-                executed.append({"plugin_id": plugin_id, "success": False, "message": str(e)})
 
         # Add at end
         logger.info(
@@ -287,7 +423,9 @@ async def dispatch_event(
     _SKIP = ConditionResult(execute=False)
     _PASS = ConditionResult(execute=True)
 
-    async def _should_execute(self, plugin: BasePlugin, data: Dict, event: Optional[str] = None) -> ConditionResult:
+    async def _should_execute(
+        self, plugin: BasePlugin, data: Dict, event: Optional[str] = None
+    ) -> ConditionResult:
         """Check if plugin should be executed based on condition configuration.
 
         Returns a ConditionResult. The ``extra`` dict contains per-plugin data
@@ -297,53 +435,106 @@ async def _should_execute(self, plugin: BasePlugin, data: Dict, event: Optional[
         Button events bypass transcript-based conditions (wake_word) since they
         have no transcript to match against.
         """
-        condition_type = plugin.condition.get('type', 'always')
+        condition_type = plugin.condition.get("type", "always")
 
-        if condition_type == 'always':
+        if condition_type == "always":
             return self._PASS
 
-        # Button and starred events bypass transcript-based conditions (no transcript to match)
-        if event and event in (PluginEvent.BUTTON_SINGLE_PRESS, PluginEvent.BUTTON_DOUBLE_PRESS, PluginEvent.CONVERSATION_STARRED):
+        # Acoustic wake word: the standalone wakeword-service is the ONLY source of
+        # WAKE_WORD_DETECTED. Fire ONLY on that event, gated by the configured score
+        # threshold, and never on transcript/button events — so a plugin can be
+        # gated EXCLUSIVELY on the acoustic wake word. The command text arrives
+        # pre-resolved in data["command"] (set by the wake-word dispatcher).
+        if condition_type == "acoustic_wake_word":
+            if event == PluginEvent.WAKE_WORD_DETECTED:
+                threshold = float(plugin.condition.get("threshold", 0.0) or 0.0)
+                raw_score = data.get("score")
+                score = float(raw_score) if raw_score is not None else 1.0
+                if score >= threshold:
+                    return self._PASS
+                logger.debug(
+                    f"Acoustic wake below threshold ({score:.3f} < {threshold:.3f}); skipping"
+                )
+            return self._SKIP
+
+        # Button, starred, and acoustic wake-word events bypass transcript-based
+        # conditions (wake_word/keyword_anywhere) — they have no transcript to
+        # match against. The acoustic detector already arms on the wake word, and
+        # the command text arrives pre-resolved in data["command"].
+        if event and event in (
+            PluginEvent.BUTTON_SINGLE_PRESS,
+            PluginEvent.BUTTON_DOUBLE_PRESS,
+            PluginEvent.CONVERSATION_STARRED,
+            PluginEvent.WAKE_WORD_DETECTED,
+        ):
             return self._PASS
 
-        elif condition_type == 'wake_word':
+        elif condition_type == "wake_word":
             # Normalize transcript for matching (handles punctuation and spacing)
-            transcript = data.get('transcript', '')
+            transcript = data.get("transcript", "")
             normalized_transcript = normalize_text_for_wake_word(transcript)
 
             # Support both singular 'wake_word' and plural 'wake_words' (list)
-            wake_words = plugin.condition.get('wake_words', [])
+            wake_words = plugin.condition.get("wake_words", [])
             if not wake_words:
                 # Fallback to singular wake_word for backward compatibility
-                wake_word = plugin.condition.get('wake_word', '')
+                wake_word = plugin.condition.get("wake_word", "")
                 if wake_word:
                     wake_words = [wake_word]
 
             # Check if transcript starts with any wake word (after normalization)
             for wake_word in wake_words:
                 normalized_wake_word = normalize_text_for_wake_word(wake_word)
-                if normalized_wake_word and normalized_transcript.startswith(normalized_wake_word):
+                if normalized_wake_word and normalized_transcript.startswith(
+                    normalized_wake_word
+                ):
                     # Smart extraction: find where wake word actually ends in original text
                     command = extract_command_after_wake_word(transcript, wake_word)
-                    logger.debug(f"Wake word '{wake_word}' detected. Original: '{transcript}', Command: '{command}'")
+                    logger.debug(
+                        f"Wake word '{wake_word}' detected. Original: '{transcript}', Command: '{command}'"
+                    )
                     return ConditionResult(
                         execute=True,
-                        extra={'command': command, 'original_transcript': transcript},
+                        extra={"command": command, "original_transcript": transcript},
                     )
 
             return self._SKIP
 
-        elif condition_type == 'conditional':
+        elif condition_type == "keyword_anywhere":
+            # Trigger when keyword appears anywhere in the transcript.
+            # Command is the transcript with the keyword removed.
+            transcript = data.get("transcript", "")
+            normalized_transcript = normalize_text_for_wake_word(transcript)
+
+            keywords = plugin.condition.get("keywords", [])
+            if not keywords:
+                keyword = plugin.condition.get("keyword", "")
+                if keyword:
+                    keywords = [keyword]
+
+            for keyword in keywords:
+                normalized_keyword = normalize_text_for_wake_word(keyword)
+                if normalized_keyword and normalized_keyword in normalized_transcript:
+                    command = extract_command_around_keyword(transcript, keyword)
+                    logger.debug(
+                        f"Keyword '{keyword}' found in transcript. "
+                        f"Original: '{transcript}', Command: '{command}'"
+                    )
+                    return ConditionResult(
+                        execute=True,
+                        extra={"command": command, "original_transcript": transcript},
+                    )
+
+            return self._SKIP
+
+        elif condition_type == "conditional":
             # Future: Custom condition checking
             return self._PASS
 
         return self._SKIP
 
     async def _execute_plugin(
-        self,
-        plugin: BasePlugin,
-        event: str,
-        context: PluginContext
+        self, plugin: BasePlugin, event: str, context: PluginContext
     ) -> Optional[PluginResult]:
         """Execute plugin method for specified event"""
         # Map events to plugin callback methods using enums
@@ -356,7 +547,12 @@ async def _execute_plugin(
             return await plugin.on_memory_processed(context)
         elif event == PluginEvent.CONVERSATION_STARRED:
             return await plugin.on_conversation_starred(context)
-        elif event in (PluginEvent.BUTTON_SINGLE_PRESS, PluginEvent.BUTTON_DOUBLE_PRESS):
+        elif event == PluginEvent.WAKE_WORD_DETECTED:
+            return await plugin.on_wake_word_detected(context)
+        elif event in (
+            PluginEvent.BUTTON_SINGLE_PRESS,
+            PluginEvent.BUTTON_DOUBLE_PRESS,
+        ):
             return await plugin.on_button_event(context)
         elif event == PluginEvent.PLUGIN_ACTION:
             return await plugin.on_plugin_action(context)
@@ -377,18 +573,31 @@ def _log_event(
         if not self._event_redis:
             return
         try:
-            record = json.dumps({
-                "timestamp": time.time(),
-                "event": event,
-                "user_id": user_id,
-                "plugins_subscribed": plugins_subscribed,
-                "plugins_executed": plugins_executed,
-                "metadata": metadata or {},
-            })
+            record = json.dumps(
+                {
+                    "timestamp": time.time(),
+                    "event": event,
+                    "user_id": user_id,
+                    "plugins_subscribed": plugins_subscribed,
+                    "plugins_executed": plugins_executed,
+                    "metadata": metadata or {},
+                }
+            )
             pipe = self._event_redis.pipeline()
             pipe.lpush(self._EVENT_LOG_KEY, record)
             pipe.ltrim(self._EVENT_LOG_KEY, 0, self._EVENT_LOG_MAX - 1)
             pipe.execute()
+
+            # Publish SSE event for queue page live updates
+            if user_id:
+                publish_sse_event(
+                    user_id,
+                    "plugin.event",
+                    {
+                        "event": event,
+                        "plugins_executed": len(plugins_executed),
+                    },
+                )
         except Exception:
             logger.debug("Failed to log event to Redis", exc_info=True)
 
@@ -404,8 +613,9 @@ def clear_events(self) -> int:
             logger.debug("Failed to clear events from Redis", exc_info=True)
             return 0
 
-
-    def get_recent_events(self, limit: int = 50, event_type: Optional[str] = None) -> List[Dict]:
+    def get_recent_events(
+        self, limit: int = 50, event_type: Optional[str] = None
+    ) -> List[Dict]:
         """Read recent events from the Redis log."""
         if not self._event_redis:
             return []
@@ -439,12 +649,60 @@ async def check_connectivity(self) -> Dict[str, Dict[str, Any]]:
                 result = await asyncio.wait_for(plugin.health_check(), timeout=10.0)
                 results[plugin_id] = result
             except asyncio.TimeoutError:
-                results[plugin_id] = {"ok": False, "message": "Health check timed out (10s)"}
+                results[plugin_id] = {
+                    "ok": False,
+                    "message": "Health check timed out (10s)",
+                }
             except Exception as e:
-                results[plugin_id] = {"ok": False, "message": f"Health check error: {e}"}
+                results[plugin_id] = {
+                    "ok": False,
+                    "message": f"Health check error: {e}",
+                }
 
         return results
 
+    def get_asr_keywords(self) -> list[str]:
+        """Collect all wake words and keywords from enabled plugins.
+
+        These are meant to be injected into STT providers as keyword
+        boosting hints (e.g. Deepgram ``keyterm``, VibeVoice ``context_info``)
+        so that the transcription engine is more likely to correctly
+        recognise them.
+
+        Returns:
+            Deduplicated list of keyword strings.
+        """
+        seen: set[str] = set()
+        result: list[str] = []
+
+        for plugin in self.plugins.values():
+            if not plugin.enabled:
+                continue
+            condition = plugin.condition or {}
+            condition_type = condition.get("type", "always")
+
+            words: list[str] = []
+            if condition_type == "wake_word":
+                words = condition.get("wake_words", [])
+                if not words:
+                    w = condition.get("wake_word", "")
+                    if w:
+                        words = [w]
+            elif condition_type == "keyword_anywhere":
+                words = condition.get("keywords", [])
+                if not words:
+                    w = condition.get("keyword", "")
+                    if w:
+                        words = [w]
+
+            for w in words:
+                normalised = w.strip().lower()
+                if normalised and normalised not in seen:
+                    seen.add(normalised)
+                    result.append(normalised)
+
+        return result
+
     async def cleanup_all(self):
         """Clean up all registered plugins"""
         for plugin_id, plugin in self.plugins.items():
diff --git a/backends/advanced/src/advanced_omi_backend/plugins/services.py b/backends/advanced/src/advanced_omi_backend/plugins/services.py
index dbddfb21..04580f14 100644
--- a/backends/advanced/src/advanced_omi_backend/plugins/services.py
+++ b/backends/advanced/src/advanced_omi_backend/plugins/services.py
@@ -5,11 +5,14 @@
 (e.g., close a conversation) or with other plugins (e.g., call Home Assistant to toggle lights).
 """
 
+import json
 import logging
 from typing import TYPE_CHECKING, Optional
 
-import redis.asyncio as aioredis
-
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.audio_stream.session_store import SessionStore
+from advanced_omi_backend.users import User
 
 from .base import PluginContext, PluginResult
 from .events import ConversationCloseReason, PluginEvent
@@ -23,9 +26,9 @@
 class PluginServices:
     """Typed interface for plugin-to-system and plugin-to-plugin communication."""
 
-    def __init__(self, router: "PluginRouter", redis_url: str):
+    def __init__(self, router: "PluginRouter"):
         self._router = router
-        self._async_redis = aioredis.from_url(redis_url, decode_responses=True)
+        self._async_redis = create_async_redis(decode_responses=True)
 
     async def cleanup(self):
         """Close the shared async Redis connection pool."""
@@ -44,18 +47,32 @@ async def close_conversation(
         Signals the open_conversation_job to close the current conversation
         and trigger post-processing. The session stays active for new conversations.
 
+        Only succeeds when open_conversation_job is actively running and polling
+        (indicated by the conversation:current:{session_id} Redis key). During
+        speech detection phase, no conversation is open — the flag would go unread.
+
         Args:
-            session_id: The streaming session ID (typically same as client_id)
+            session_id: The immutable streaming recording-session ID
             reason: Why the conversation is being closed
 
         Returns:
-            True if the close request was set successfully
+            True if the close request was set successfully, False if no
+            conversation is currently open for this session
         """
-        from advanced_omi_backend.controllers.session_controller import (
-            request_conversation_close,
-        )
+        # Gate: only set the flag when open_conversation_job is running and will read it.
+        # The conversation:current key is set right before the polling loop starts.
+        conversation_id = await SessionStore(
+            self._async_redis
+        ).get_current_conversation_id(session_id)
+        if not conversation_id:
+            logger.warning(
+                f"No open conversation for session {session_id} — close request ignored"
+            )
+            return False
 
-        return await request_conversation_close(self._async_redis, session_id, reason=reason.value)
+        return await SessionStore(self._async_redis).request_close(
+            session_id, reason.value
+        )
 
     async def star_conversation(self, session_id: str) -> bool:
         """Toggle the star on the current conversation for a session.
@@ -68,18 +85,22 @@ async def star_conversation(self, session_id: str) -> bool:
         Returns:
             True if the star toggle was successful
         """
+        # Lazy import: circular dependency (conversation_controller imports
+        # plugin_service, which imports this module)
         from advanced_omi_backend.controllers.conversation_controller import toggle_star
-        from advanced_omi_backend.models.conversation import Conversation
-        from advanced_omi_backend.users import User
 
         # Look up current conversation_id from Redis
-        conversation_id = await self._async_redis.get(f"conversation:current:{session_id}")
+        conversation_id = await SessionStore(
+            self._async_redis
+        ).get_current_conversation_id(session_id)
         if not conversation_id:
             logger.warning(f"No current conversation for session {session_id}")
             return False
 
         # Find conversation to get user_id
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
         if not conversation:
             logger.warning(f"Conversation {conversation_id} not found for starring")
             return False
@@ -94,6 +115,30 @@ async def star_conversation(self, session_id: str) -> bool:
         # toggle_star returns a dict on success, JSONResponse on error
         return isinstance(result, dict) and "starred" in result
 
+    async def stop_playback(self, client_id: str) -> bool:
+        """Stop any TTS currently playing on a device (barge-in).
+
+        Publishes a ``stop-audio`` control frame to the device's downlink channel.
+        The WebSocket handler that owns the device connection picks it up and, for
+        Opus-streaming clients, cancels the in-flight stream and tells the device to
+        flush (see ``device_audio.stop_play_audio``). Decoupled via Redis so this
+        works from any process (the button handler runs in the backend, but wake
+        handlers run in the workers).
+
+        Args:
+            client_id: The device/client whose playback should stop.
+
+        Returns:
+            True if the stop request was published.
+        """
+        if not client_id:
+            logger.warning("stop_playback called with no client_id")
+            return False
+        message = json.dumps({"type": "stop-audio", "data": {}})
+        await self._async_redis.publish(f"device:downlink:{client_id}", message)
+        logger.info(f"⏹ Requested stop-audio for {client_id}")
+        return True
+
     async def call_plugin(
         self,
         plugin_id: str,
@@ -115,10 +160,14 @@ async def call_plugin(
         plugin = self._router.plugins.get(plugin_id)
         if not plugin:
             logger.warning(f"Plugin '{plugin_id}' not found for cross-plugin call")
-            return PluginResult(success=False, message=f"Plugin '{plugin_id}' not found")
+            return PluginResult(
+                success=False, message=f"Plugin '{plugin_id}' not found"
+            )
         if not plugin.enabled:
             logger.warning(f"Plugin '{plugin_id}' is disabled, cannot call")
-            return PluginResult(success=False, message=f"Plugin '{plugin_id}' is disabled")
+            return PluginResult(
+                success=False, message=f"Plugin '{plugin_id}' is disabled"
+            )
 
         context = PluginContext(
             user_id=user_id,
@@ -136,5 +185,7 @@ async def call_plugin(
                 )
             return result
         except Exception as e:
-            logger.error(f"Cross-plugin call to {plugin_id}.{action} failed: {e}", exc_info=True)
+            logger.error(
+                f"Cross-plugin call to {plugin_id}.{action} failed: {e}", exc_info=True
+            )
             return PluginResult(success=False, message=f"Plugin action failed: {e}")
diff --git a/backends/advanced/src/advanced_omi_backend/prompt_defaults.py b/backends/advanced/src/advanced_omi_backend/prompt_defaults.py
index 75d89eee..22acb927 100644
--- a/backends/advanced/src/advanced_omi_backend/prompt_defaults.py
+++ b/backends/advanced/src/advanced_omi_backend/prompt_defaults.py
@@ -315,84 +315,35 @@ def register_all_defaults(registry: PromptRegistry) -> None:
     )
 
     # ------------------------------------------------------------------
-    # memory.temporal_extraction
+    # chat.system.tool_mode
     # ------------------------------------------------------------------
     registry.register_default(
-        "memory.temporal_extraction",
+        "chat.system.tool_mode",
         template="""\
-You are an expert at extracting temporal and entity information from memory facts.
-
-Your task is to analyze a memory fact and extract structured information in JSON format:
-1. **Entity Types**: Determine if the memory is about events, people, places, promises, or relationships
-2. **Temporal Information**: Extract and resolve any time references to actual ISO 8601 timestamps
-3. **Named Entities**: List all people, places, and things mentioned
-4. **Representation**: Choose a single emoji that captures the essence of the memory
-
-You must return a valid JSON object with the following structure.
-
-**Current Date Context:**
-- Today's date: {{current_date}}
-- Current time: {{current_time}}
-- Day of week: {{day_of_week}}
-
-**Time Resolution Guidelines:**
-
-Relative Time References:
-- "tomorrow" -> Add 1 day to current date
-- "next week" -> Add 7 days to current date
-- "in X days/weeks/months" -> Add X time units to current date
-- "yesterday" -> Subtract 1 day from current date
-
-Time of Day:
-- "4pm" or "16:00" -> Use current date with that time
-- "tomorrow at 4pm" -> Use tomorrow's date at 16:00
-- "morning" -> 09:00 on the referenced day
-- "afternoon" -> 14:00 on the referenced day
-- "evening" -> 18:00 on the referenced day
-- "night" -> 21:00 on the referenced day
-
-Duration Estimation (when only start time is mentioned):
-- Events like "wedding", "meeting", "party" -> Default 2 hours duration
-- "lunch", "dinner", "breakfast" -> Default 1 hour duration
-- "class", "workshop" -> Default 1.5 hours duration
-- "appointment", "call" -> Default 30 minutes duration
-
-**Entity Type Guidelines:**
-
-- **isEvent**: True for scheduled activities, appointments, meetings, parties, ceremonies, classes, etc.
-- **isPerson**: True when the primary focus is on a person (e.g., "Met John", "Sarah is my friend")
-- **isPlace**: True when the primary focus is a location (e.g., "Botanical Gardens is beautiful", "Favorite restaurant is...")
-- **isPromise**: True for commitments, promises, or agreements (e.g., "I'll call you tomorrow", "We agreed to meet")
-- **isRelationship**: True for statements about relationships (e.g., "John is my brother", "We're getting married")
-
-**Instructions:**
-- Return structured data following the TemporalEntity schema
-- Convert all temporal references to ISO 8601 format
-- Be conservative: if there's no temporal information, leave timeRanges empty
-- Multiple tags can be true (e.g., isEvent and isPerson both true for "meeting with John")
-- Extract all meaningful entities (people, places, things) mentioned in the fact
-- Choose an emoji that best represents the core meaning of the memory
-""",
-        name="Temporal Extraction",
-        description="Extracts temporal and entity information from memory facts with date resolution.",
-        category="memory",
-        variables=["current_date", "current_time", "day_of_week"],
-        is_dynamic=True,
-    )
-
-    # ------------------------------------------------------------------
-    # chat.system
-    # ------------------------------------------------------------------
-    registry.register_default(
-        "chat.system",
-        template="""\
-You are a helpful AI assistant with access to the user's personal memories and conversation history.
-
-Use the provided memories and conversation context to give personalized, contextual responses. If memories are relevant, reference them naturally in your response. Be conversational and helpful.
-
-If no relevant memories are available, respond normally based on the conversation context.""",
-        name="Chat System Prompt",
-        description="Default system prompt for the chat assistant.",
+You are Chronicle, a helpful assistant with access to the user's personal memory: an
+Obsidian-style vault of notes about the people, topics, places, and conversations in
+their life.
+
+You have one tool, `search_memories`. It runs an agentic search over that vault and
+returns a synthesized `answer` plus the `sources` (note paths) it drew from.
+
+When to search:
+- Search whenever the question touches anything personal — people the user knows, past
+  conversations, their preferences, plans, things they've mentioned, or any "what do you
+  know about X / who is X / when did I…" question.
+- Do NOT search for general knowledge, definitions, math, coding, or casual chit-chat
+  ("hi", "thanks"). Just answer those directly.
+- You may search more than once if the first query was too narrow or returned nothing
+  useful.
+
+Using results:
+- Treat the returned `answer` as your retrieved knowledge and weave it naturally into
+  your reply. Mention which note it came from only when it genuinely helps; never dump
+  raw paths or list memories mechanically.
+- If the search returns no answer (nothing in the vault), say you don't have that in
+  memory rather than guessing. Never invent personal facts about the user.""",
+        name="Chat System Prompt (Tool Mode)",
+        description="System prompt for the chat assistant. The assistant decides when to call the search_memories tool, which runs the agentic vault search.",
         category="chat",
     )
 
@@ -425,106 +376,38 @@ def register_all_defaults(registry: PromptRegistry) -> None:
     registry.register_default(
         "conversation.detailed_summary",
         template="""\
-Generate a comprehensive, detailed summary of this conversation transcript.
+Summarize this conversation transcript, accurately and in proportion to how much was actually said.
 
 {{memory_section}}INSTRUCTIONS:
-Your task is to create a high-quality, detailed summary of a conversation transcription that captures the full information and context of what was discussed. This is NOT a brief summary - provide comprehensive coverage.
+Write a clear summary of the conversation. Match the length to the content: a long, substantive conversation deserves a thorough multi-paragraph summary; a short or trivial exchange (a single question, a quick command, a few words) deserves only a sentence or two. Do not pad.
 
 Rules:
 - We know it's a conversation, so no need to say "This conversation involved..."
-- Provide complete coverage of all topics, points, and important details discussed
-- Correct obvious transcription errors and remove filler words (um, uh, like, you know)
-- Organize information logically by topic or chronologically as appropriate
-- Use clear, well-structured paragraphs or bullet points, but make the length relative to the amound of content.
-- Maintain the meaning and intent of what was said, but improve clarity and coherence
-- Include relevant context, decisions made, action items mentioned, and conclusions reached
-{{speaker_instruction}}- Write in a natural, flowing narrative style
-- Only include word-for-word quotes if it's more efficiency than rephrasing
-- Focus on substantive content - what was actually discussed and decided
-
-Think of this as creating a high-quality information set that someone could use to understand everything important that happened in this conversation without reading the full transcript.
-
-DETAILED SUMMARY:""",
+- Ground everything strictly in the transcript. Do NOT invent or infer details, decisions, action items, plans, names, dates, or next steps that were not actually said.
+- Only mention decisions, action items, or conclusions if they were explicitly stated in the transcript.
+- Correct obvious transcription errors and remove filler words (um, uh, like, you know), but never change the meaning.
+- Organize information logically by topic or chronologically as appropriate.
+- Use clear, well-structured prose or bullet points; keep the length proportional to the amount of content.
+- If the transcript is trivial or says very little, summarize it in a sentence or two rather than elaborating.
+{{speaker_instruction}}- Write in a natural, flowing style.
+- Only include word-for-word quotes when a quote is clearer than rephrasing.
+
+Any "CONTEXT ABOUT THE USER" shown above is background only — use it to interpret what was said, never as material to add. Do not summarize the context; only summarize the transcript.
+
+SUMMARY:""",
         name="Conversation Detailed Summary",
-        description="Generates a comprehensive multi-paragraph summary of a conversation.",
+        description="Generates a proportional-length summary of a conversation, grounded strictly in the transcript.",
         category="conversation",
         variables=["speaker_instruction", "memory_section"],
         is_dynamic=True,
     )
 
-    # ------------------------------------------------------------------
-    # knowledge_graph.entity_extraction
-    # ------------------------------------------------------------------
-    registry.register_default(
-        "knowledge_graph.entity_extraction",
-        template="""\
-You are an entity extraction system. Extract entities, relationships, and promises from conversation transcripts.
-
-ENTITY TYPES:
-- person: Named individuals (not generic roles)
-- organization: Companies, institutions, groups
-- place: Locations, addresses, venues
-- event: Meetings, appointments, activities with time
-- thing: Products, objects, concepts mentioned
-
-RELATIONSHIP TYPES:
-- works_at: Employment relationship
-- lives_in: Residence
-- knows: Personal connection
-- attended: Participated in event
-- located_at: Place within place
-- part_of: Membership or inclusion
-- related_to: General association
-
-EXTRACTION RULES:
-1. Only extract NAMED entities (not "my friend" but "John")
-2. Use "speaker" as the subject when the user mentions themselves
-3. Extract temporal info for events (dates, times)
-4. Capture promises/commitments with deadlines
-5. Skip filler words, small talk, and vague references
-6. Normalize names (capitalize properly)
-7. Assign appropriate emoji icons to entities
-
-Return a JSON object with this structure:
-{
-  "entities": [
-    {
-      "name": "Entity Name",
-      "type": "person|organization|place|event|thing",
-      "details": "Brief description or context",
-      "icon": "Appropriate emoji",
-      "when": "Time reference for events (optional)"
-    }
-  ],
-  "relationships": [
-    {
-      "subject": "Entity name or 'speaker'",
-      "relation": "works_at|lives_in|knows|attended|located_at|part_of|related_to",
-      "object": "Target entity name"
-    }
-  ],
-  "promises": [
-    {
-      "action": "What was promised",
-      "to": "Person promised to (optional)",
-      "deadline": "When it should be done (optional)"
-    }
-  ]
-}
-
-If no entities, relationships, or promises are found, return empty arrays.
-Only return valid JSON, no additional text.""",
-        name="Entity Extraction",
-        description="Extracts entities, relationships, and promises from conversation transcripts.",
-        category="knowledge_graph",
-    )
-
     # ------------------------------------------------------------------
     # asr.hot_words
     # ------------------------------------------------------------------
     registry.register_default(
         "asr.hot_words",
-        template="hey vivi, chronicle, omi",
+        template="hermes, chronicle, omi",
         name="ASR Hot Words",
         description="Comma-separated hot words for speech recognition. "
         "For Deepgram: boosts keyword recognition via keyterm. "
@@ -590,7 +473,7 @@ def register_all_defaults(registry: PromptRegistry) -> None:
   - **hourly_recap**: button events + email sending
   - **email_summarizer**: conversation.complete events
   - **homeassistant**: wake word condition + cross-plugin calls
-  - **test_button_actions**: button action routing
+  - **button_control**: button press → action routing (stop playback, close/star conversation)
 
 ## Rules
 - Describe proposed changes before applying; the system handles user confirmation
@@ -607,6 +490,42 @@ def register_all_defaults(registry: PromptRegistry) -> None:
         is_dynamic=True,
     )
 
+    # ------------------------------------------------------------------
+    # annotation.transcript_error_detection
+    # ------------------------------------------------------------------
+    registry.register_default(
+        "annotation.transcript_error_detection",
+        template="""\
+You are a transcript quality reviewer. Analyze the following transcript segments \
+from a conversation and identify potential transcription errors.
+
+Look for:
+- Misheard words (homophones, phonetically similar substitutions)
+- Nonsensical phrases that are likely ASR mistakes
+- Obvious hallucinations or repeated/garbled text
+- Missing or extra words that break sentence meaning
+
+Conversation title: {{title}}
+
+Segments (index: speaker - text):
+{{segments_text}}
+
+Return a JSON array of issues found. Each issue should have:
+- "segment_index": the index number of the problematic segment
+- "original_text": the exact text from that segment
+- "corrected_text": your suggested correction
+- "reason": brief explanation (e.g. "misheard word", "garbled text", "hallucination")
+
+If no issues are found, return an empty array: []
+
+Return ONLY the JSON array, no other text.""",
+        name="Transcript Error Detection",
+        description="Analyzes transcript segments for ASR errors, hallucinations, and misheard words.",
+        category="annotation",
+        variables=["title", "segments_text"],
+        is_dynamic=True,
+    )
+
     # ------------------------------------------------------------------
     # prompt_optimization.title_optimizer
     # ------------------------------------------------------------------
@@ -678,3 +597,123 @@ def register_all_defaults(registry: PromptRegistry) -> None:
         variables=["current_prompt", "count", "formatted_corrections"],
         is_dynamic=True,
     )
+
+    # ------------------------------------------------------------------
+    # memory.generate_conversation_doc
+    # ------------------------------------------------------------------
+    registry.register_default(
+        "memory.generate_conversation_doc",
+        template="""\
+You are generating a structured conversation document from a transcript.
+
+Given a transcript with speaker labels, produce a markdown document with this EXACT structure:
+
+---
+conversation_id: {{conversation_id}}
+date: {{date}}
+speakers: [{{speakers}}]
+duration_minutes: {{duration}}
+---
+
+## {Title - descriptive, 3-8 words}
+
+### Summary
+{2-3 sentence summary of what was discussed}
+
+### Key Facts
+{Bulleted list. CRITICAL — preserve every concrete detail VERBATIM. For each fact in the transcript, capture all WH-details that appear:
+  - WHO: people, friends, colleagues, family, by name.
+  - WHAT: titles (books / plays / movies / songs / games / podcasts / playlists),
+          products, brands, dishes, model numbers, job titles, occupations.
+  - WHERE: stores, retailers (e.g. "Target", "Trader Joe's"), restaurants,
+           cities, parks, venues, addresses, websites.
+  - WHEN: full date and/or time. If the transcript prefix has one, use it verbatim.
+  - HOW MUCH / HOW MANY: prices, distances, durations, quantities, speeds,
+           personal-best times — keep them exact.
+
+Distinguish current vs. previous state explicitly when the user says so
+("previous job was X", "used to be Y", "no longer Z").
+
+Examples of BAD vs. GOOD facts:
+  BAD:  Attended a play at the local community theater.
+  GOOD: Attended The Glass Menagerie at the local community theater on 2023-05-26.
+  BAD:  Bought a new tennis racket recently.
+  GOOD: Bought a new tennis racket from the sports store downtown.
+  BAD:  Made a Spotify playlist.
+  GOOD: Created a Spotify playlist named "Summer Vibes".
+  BAD:  Previous job was in marketing.
+  GOOD: Previous occupation: marketing specialist at a small startup.
+  BAD:  Upgraded internet plan.
+  GOOD: New internet plan: 500 Mbps.
+  BAD:  Improved 5K time.
+  GOOD: Personal best in the charity 5K: 25:50 (previous PB was 27:12).}
+
+### People
+{Bulleted list in format: - Name (role/relationship, context)}
+Include ALL named individuals — speakers, people mentioned, people referenced.
+If a speaker is identified by name (e.g., "John" not "Speaker 0"), they MUST appear here.
+Do not include unnamed roles or generic labels like "Speaker 0".
+
+### Action Items
+{Bulleted list in format: - [ ] Action item description}
+Use [x] for items already completed in the conversation.
+
+Rules:
+- Every ### section MUST be present, even if empty (use "- None" for empty sections)
+- People section: ONLY named individuals, format MUST be "- Name (description)"
+- Key Facts: keep every WH-detail verbatim — never paraphrase a name, title,
+  store, date, or number into a generic word like "a play" / "a store" / "recently"
+- Action Items: use checkbox format [ ] or [x]
+- Do NOT add any sections beyond the four listed above
+""",
+        name="Conversation Document Generator",
+        description="Generates a structured markdown conversation document from a transcript with frontmatter, summary, key facts, people, and action items.",
+        category="memory",
+        variables=["conversation_id", "date", "speakers", "duration"],
+        is_dynamic=True,
+    )
+
+    # ------------------------------------------------------------------
+    # memory.agent_system  (Chronicle memory agent — vault-editing system prompt)
+    # ------------------------------------------------------------------
+    # Canonical text lives with the agent so the two never drift; lazy import
+    # avoids any import-order coupling (the agent module is heavy).
+    from advanced_omi_backend.services.memory.agent.memory_agent import (
+        DEFAULT_AGENT_SYSTEM_PROMPT,
+        SEARCH_SYSTEM_PROMPT,
+    )
+
+    registry.register_default(
+        "memory.agent_system",
+        template=DEFAULT_AGENT_SYSTEM_PROMPT,
+        name="Memory Agent System Prompt",
+        description="Vault-aware system prompt for the tool-calling memory agent. "
+        "Supports a {{vault_summary}} slot for learned, per-user vault conventions.",
+        category="memory",
+        variables=["vault_summary"],
+    )
+
+    registry.register_default(
+        "memory.search_system",
+        template=SEARCH_SYSTEM_PROMPT,
+        name="Memory Search Agent System Prompt",
+        description="Vault-aware system prompt for the read-only retrieval agent "
+        "(grep/glob/read). Supports a {{vault_summary}} slot.",
+        category="memory",
+        variables=["vault_summary"],
+    )
+
+    from advanced_omi_backend.services.memory.agent.codex_agent import (
+        DEFAULT_CODEX_AGENT_SYSTEM_PROMPT,
+    )
+
+    registry.register_default(
+        "memory.codex_agent_system",
+        template=DEFAULT_CODEX_AGENT_SYSTEM_PROMPT,
+        name="Codex Memory Agent System Prompt",
+        description="Vault-aware instructions for the Codex CLI memory-agent executor "
+        "(memory.agent_executor: codex) — same conventions as the direct agent, phrased "
+        "for direct file editing. Supports a {{vault_summary}} slot.",
+        category="memory",
+        variables=["vault_summary"],
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/prompt_registry.py b/backends/advanced/src/advanced_omi_backend/prompt_registry.py
index eae9c248..5aacb151 100644
--- a/backends/advanced/src/advanced_omi_backend/prompt_registry.py
+++ b/backends/advanced/src/advanced_omi_backend/prompt_registry.py
@@ -39,6 +39,7 @@ def _get_client(self):
         if self._langfuse is None:
             try:
                 from langfuse import Langfuse
+
                 self._langfuse = Langfuse()
             except Exception as e:
                 logger.warning(f"LangFuse client init failed: {e}")
@@ -77,9 +78,10 @@ async def get_prompt(self, prompt_id: str, **variables) -> str:
         return template_text
 
     async def seed_prompts(self) -> None:
-        """Create prompts in LangFuse if they don't already exist.
+        """Create or update prompts in LangFuse, skipping unchanged ones.
 
         Called once at startup after all defaults have been registered.
+        Only creates a new version when the prompt text has actually changed.
         """
         client = self._get_client()
         if client is None:
@@ -90,6 +92,19 @@ async def seed_prompts(self) -> None:
         skipped = 0
         for prompt_id, template_text in self._defaults.items():
             try:
+                # Check if the prompt already exists with the same text
+                existing = None
+                try:
+                    existing = client.get_prompt(prompt_id)
+                except Exception:
+                    pass  # Prompt doesn't exist yet
+
+                if existing is not None:
+                    existing_text = getattr(existing, "prompt", None)
+                    if existing_text == template_text:
+                        skipped += 1
+                        continue
+
                 client.create_prompt(
                     name=prompt_id,
                     type="text",
@@ -98,13 +113,9 @@ async def seed_prompts(self) -> None:
                 )
                 seeded += 1
             except Exception as e:
-                err_msg = str(e).lower()
-                if "already exists" in err_msg or "409" in err_msg:
-                    skipped += 1
-                else:
-                    logger.warning(f"Failed to seed prompt '{prompt_id}': {e}")
+                logger.warning(f"Failed to seed prompt '{prompt_id}': {e}")
 
-        logger.info(f"Prompt seeding complete: {seeded} created, {skipped} already existed")
+        logger.info(f"Prompt seeding complete: {seeded} created, {skipped} unchanged")
 
 
 # ---------------------------------------------------------------------------
diff --git a/backends/advanced/src/advanced_omi_backend/redis_factory.py b/backends/advanced/src/advanced_omi_backend/redis_factory.py
new file mode 100644
index 00000000..836814f2
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/redis_factory.py
@@ -0,0 +1,58 @@
+"""Central Redis client factory.
+
+The one place that knows ``REDIS_URL`` and how to construct a correctly-configured
+Redis client. Call sites must not sprinkle ``os.getenv("REDIS_URL")`` +
+``from_url(...)`` with ad-hoc ``decode_responses`` settings — that inconsistency is
+what forces downstream code (e.g. ``SessionStore``) to defensively tolerate both
+bytes and str values.
+
+Two axes:
+
+- **async vs sync.** FastAPI handlers, services, and the ``@async_job`` RQ wrapper
+  use async clients (``redis.asyncio``). RQ's own queue/worker connection and the
+  sync SSE/plugin-event-log publishers use sync clients (``redis``).
+- **decode_responses.** ``True`` yields ``str`` values — convenient for string and
+  JSON keys. ``False`` yields ``bytes`` — required by RQ and by the binary audio
+  streams. Choose per use-case; default ``False`` matches RQ and the audio path.
+
+Ownership: ``create_*`` returns a *fresh* client the caller owns and MUST close
+(``await client.aclose()`` / ``client.close()``). This is the right choice for RQ
+jobs (each runs in its own short-lived event loop), per-request handlers, and
+per-connection pub/sub. Long-lived singletons (client manager, SSE publisher,
+plugin router) create one client via ``create_*`` and hold it for the process
+lifetime — there is intentionally no shared cache here, because an async client is
+bound to the event loop that first uses it and caching one across RQ's per-job
+loops would break.
+
+This module is also the natural home for future cross-cutting concerns: connection
+pool tuning, ``health_check_interval``, socket keepalive, and retry policy.
+"""
+
+import os
+
+import redis
+import redis.asyncio as aioredis
+
+REDIS_URL = os.getenv("REDIS_URL", "redis://localhost:6379/0")
+
+
+def create_async_redis(*, decode_responses: bool = False) -> aioredis.Redis:
+    """Create a fresh async Redis client. The caller owns it and must ``aclose()``.
+
+    Use for RQ jobs, per-request handlers, per-connection pub/sub, and the
+    ``asyncio.run`` entrypoints of standalone async workers.
+    """
+    return aioredis.from_url(
+        REDIS_URL, encoding="utf-8", decode_responses=decode_responses
+    )
+
+
+def create_sync_redis(*, decode_responses: bool = False) -> redis.Redis:
+    """Create a fresh sync Redis client. The caller owns it and must ``close()``.
+
+    Use for RQ queue/worker connections (``decode_responses=False``) and the sync
+    SSE / plugin-event-log publishers.
+    """
+    return redis.from_url(
+        REDIS_URL, encoding="utf-8", decode_responses=decode_responses
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/redis_keys.py b/backends/advanced/src/advanced_omi_backend/redis_keys.py
new file mode 100644
index 00000000..29f2790c
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/redis_keys.py
@@ -0,0 +1,56 @@
+"""Single source of truth for Redis key names used across the backend.
+
+Redis keys were historically built as inline f-strings at each call site, which is
+a misnaming hazard: a typo in one of a dozen sites silently points at a different
+key. This module centralizes the key *names* as typed builder functions so a key
+can be constructed in exactly one place.
+
+It is intentionally dependency-light — stdlib only, no imports of ``workers``,
+``services``, ``models``, or ``controllers`` — so it can be imported from anywhere
+(including ``utils.conversation_utils``, which the RQ workers import, and
+``SessionStore``) without risk of an import cycle.
+
+**Scope (Stage 1):** the session-scoped pointer/lock keys and the
+``speech_detection_job`` family. Other key families (``transcription:*``,
+``audio:stream:*``, ``sse:*``, …) are still built inline and may migrate here later.
+
+**Invariant:** every WebSocket recording has a unique ``session_id``. A client may
+have many historical sessions, and each session owns an immutable raw-audio WAL.
+"""
+
+# --- session-scoped ---
+
+
+def audio_session(session_id: str) -> str:
+    """Hash holding the cross-process session state (owned by ``SessionStore``)."""
+    return f"audio:session:{session_id}"
+
+
+def session_signal(session_id: str) -> str:
+    """Pub/sub channel for session lifecycle signals."""
+    return f"session:signal:{session_id}"
+
+
+def session_conversation_count(session_id: str) -> str:
+    """Counter of conversations opened during the session."""
+    return f"session:conversation_count:{session_id}"
+
+
+def conversation_current(session_id: str) -> str:
+    """Pointer to the session's current conversation (drives WAV rotation)."""
+    return f"conversation:current:{session_id}"
+
+
+def conversation_create_lock(session_id: str) -> str:
+    """Per-session lock serializing first-conversation creation across workers."""
+    return f"conversation:create_lock:{session_id}"
+
+
+def speech_detection_job(session_id: str) -> str:
+    """Pointer to the live speech-detection job id for the session."""
+    return f"speech_detection_job:{session_id}"
+
+
+def speech_detection_enqueue_lock(session_id: str) -> str:
+    """Single-flight lock guarding speech-detection job enqueue bursts."""
+    return f"speech_detection_enqueue_lock:{session_id}"
diff --git a/backends/advanced/src/advanced_omi_backend/routers/api_router.py b/backends/advanced/src/advanced_omi_backend/routers/api_router.py
index e4c89531..e28e8414 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/api_router.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/api_router.py
@@ -17,13 +17,18 @@
     chat_router,
     client_router,
     conversation_router,
+    data_audit_router,
+    device_input_router,
     finetuning_router,
-    knowledge_graph_router,
     memory_router,
-    obsidian_router,
+    openai_compat_router,
     queue_router,
+    sse_router,
+    system_events_router,
     system_router,
     user_router,
+    vault_sync_router,
+    wakeword_router,
 )
 from .modules.health_routes import router as health_router
 
@@ -41,18 +46,26 @@
 router.include_router(chat_router)
 router.include_router(client_router)
 router.include_router(conversation_router)
+router.include_router(data_audit_router)
+router.include_router(device_input_router)
 router.include_router(finetuning_router)
-router.include_router(knowledge_graph_router)
 router.include_router(memory_router)
-router.include_router(obsidian_router)
+router.include_router(openai_compat_router)
+router.include_router(sse_router)
+router.include_router(system_events_router)
 router.include_router(system_router)
 router.include_router(queue_router)
-router.include_router(health_router)  # Also include under /api for frontend compatibility
+router.include_router(vault_sync_router)
+router.include_router(wakeword_router)
+router.include_router(
+    health_router
+)  # Also include under /api for frontend compatibility
 
 # Conditionally include test routes (only in test environments)
 if os.getenv("DEBUG_DIR"):
     try:
         from .modules.test_routes import router as test_router
+
         router.include_router(test_router)
         logger.info("✅ Test routes loaded (test environment detected)")
     except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py b/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
index 501377fc..4bffa5ac 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/__init__.py
@@ -15,7 +15,7 @@
 - health_routes: Health check endpoints
 - websocket_routes: WebSocket connection handling
 - admin_routes: Admin-only system management endpoints
-- knowledge_graph_routes: Knowledge graph entities, relationships, and promises
+- sse_routes: Server-Sent Events for real-time UI updates
 """
 
 from .admin_routes import router as admin_router
@@ -24,30 +24,40 @@
 from .chat_routes import router as chat_router
 from .client_routes import router as client_router
 from .conversation_routes import router as conversation_router
+from .data_audit_routes import router as data_audit_router
+from .device_input_routes import router as device_input_router
 from .finetuning_routes import router as finetuning_router
 from .health_routes import router as health_router
-from .knowledge_graph_routes import router as knowledge_graph_router
 from .memory_routes import router as memory_router
-from .obsidian_routes import router as obsidian_router
+from .openai_compat_routes import router as openai_compat_router
 from .queue_routes import router as queue_router
+from .sse_routes import router as sse_router
+from .system_events_routes import router as system_events_router
 from .system_routes import router as system_router
 from .user_routes import router as user_router
+from .vault_sync_routes import router as vault_sync_router
+from .wakeword_routes import router as wakeword_router
 from .websocket_routes import router as websocket_router
 
 __all__ = [
-   "admin_router",
-   "annotation_router",
-   "audio_router",
-   "chat_router",
-   "client_router",
-   "conversation_router",
-   "finetuning_router",
-   "health_router",
-   "knowledge_graph_router",
-   "memory_router",
-   "obsidian_router",
-   "queue_router",
-   "system_router",
-   "user_router",
-   "websocket_router",
+    "admin_router",
+    "annotation_router",
+    "audio_router",
+    "chat_router",
+    "client_router",
+    "conversation_router",
+    "data_audit_router",
+    "device_input_router",
+    "finetuning_router",
+    "health_router",
+    "memory_router",
+    "openai_compat_router",
+    "queue_router",
+    "sse_router",
+    "system_events_router",
+    "system_router",
+    "user_router",
+    "vault_sync_router",
+    "wakeword_router",
+    "websocket_router",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
index 49594dd0..f6ebc20b 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/admin_routes.py
@@ -5,13 +5,18 @@
 """
 
 import logging
+from datetime import datetime, timedelta, timezone
 from typing import Optional
 
 from fastapi import APIRouter, Depends, HTTPException, Query
 from fastapi.responses import JSONResponse
 
 from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.config import get_cleanup_settings
+from advanced_omi_backend.controllers.queue_controller import get_queue
+from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.users import User
+from advanced_omi_backend.workers.cleanup_jobs import purge_old_deleted_conversations
 
 logger = logging.getLogger(__name__)
 
@@ -21,40 +26,30 @@
 def require_admin(current_user: User = Depends(current_active_user)) -> User:
     """Dependency to require admin/superuser permissions."""
     if not current_user.is_superuser:
-        raise HTTPException(
-            status_code=403,
-            detail="Admin permissions required"
-        )
+        raise HTTPException(status_code=403, detail="Admin permissions required")
     return current_user
 
 
 @router.get("/cleanup/settings")
-async def get_cleanup_settings_admin(
-    admin: User = Depends(require_admin)
-):
+async def get_cleanup_settings_admin(admin: User = Depends(require_admin)):
     """Get current cleanup settings (admin only)."""
-    from advanced_omi_backend.config import get_cleanup_settings
-
     settings = get_cleanup_settings()
     return {
         **settings,
-        "note": "Cleanup settings are stored in /app/data/cleanup_config.json"
+        "note": "Cleanup settings are stored in /app/data/cleanup_config.json",
     }
 
 
 @router.post("/cleanup")
 async def trigger_cleanup(
     dry_run: bool = Query(False, description="Preview what would be deleted"),
-    retention_days: Optional[int] = Query(None, description="Override retention period"),
-    admin: User = Depends(require_admin)
+    retention_days: Optional[int] = Query(
+        None, description="Override retention period"
+    ),
+    admin: User = Depends(require_admin),
 ):
     """Manually trigger cleanup of soft-deleted conversations (admin only)."""
     try:
-        from advanced_omi_backend.controllers.queue_controller import get_queue
-        from advanced_omi_backend.workers.cleanup_jobs import (
-            purge_old_deleted_conversations,
-        )
-
         # Enqueue cleanup job
         queue = get_queue("default")
         job = queue.enqueue(
@@ -64,7 +59,9 @@ async def trigger_cleanup(
             job_timeout="30m",
         )
 
-        logger.info(f"Admin {admin.email} triggered cleanup job {job.id} (dry_run={dry_run}, retention={retention_days or 'default'})")
+        logger.info(
+            f"Admin {admin.email} triggered cleanup job {job.id} (dry_run={dry_run}, retention={retention_days or 'default'})"
+        )
 
         return JSONResponse(
             status_code=200,
@@ -73,53 +70,47 @@ async def trigger_cleanup(
                 "job_id": job.id,
                 "retention_days": retention_days or "default (from config)",
                 "dry_run": dry_run,
-                "note": "Check job status at /api/queue/jobs/{job_id}"
-            }
+                "note": "Check job status at /api/queue/jobs/{job_id}",
+            },
         )
 
     except Exception as e:
         logger.error(f"Failed to trigger cleanup: {e}")
         return JSONResponse(
-            status_code=500,
-            content={"error": f"Failed to trigger cleanup: {str(e)}"}
+            status_code=500, content={"error": f"Failed to trigger cleanup: {str(e)}"}
         )
 
 
 @router.get("/cleanup/preview")
 async def preview_cleanup(
-    retention_days: Optional[int] = Query(None, description="Preview with specific retention period"),
-    admin: User = Depends(require_admin)
+    retention_days: Optional[int] = Query(
+        None, description="Preview with specific retention period"
+    ),
+    admin: User = Depends(require_admin),
 ):
     """Preview what would be deleted by cleanup (admin only)."""
     try:
-        from datetime import datetime, timedelta
-
-        from advanced_omi_backend.config import get_cleanup_settings
-        from advanced_omi_backend.models.conversation import Conversation
-
         # Use provided retention or default from config
         if retention_days is None:
             settings_dict = get_cleanup_settings()
-            retention_days = settings_dict['retention_days']
+            retention_days = settings_dict["retention_days"]
 
-        cutoff_date = datetime.utcnow() - timedelta(days=retention_days)
+        cutoff_date = datetime.now(timezone.utc) - timedelta(days=retention_days)
 
         # Count conversations that would be deleted
         count = await Conversation.find(
-            Conversation.deleted == True,
-            Conversation.deleted_at < cutoff_date
+            Conversation.deleted == True, Conversation.deleted_at < cutoff_date
         ).count()
 
         return {
             "retention_days": retention_days,
             "cutoff_date": cutoff_date.isoformat(),
             "conversations_to_delete": count,
-            "note": f"Conversations deleted before {cutoff_date.date()} would be purged"
+            "note": f"Conversations deleted before {cutoff_date.date()} would be purged",
         }
 
     except Exception as e:
         logger.error(f"Failed to preview cleanup: {e}")
         return JSONResponse(
-            status_code=500,
-            content={"error": f"Failed to preview cleanup: {str(e)}"}
+            status_code=500, content={"error": f"Failed to preview cleanup: {str(e)}"}
         )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
index e04e6c76..23850da3 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/annotation_routes.py
@@ -6,36 +6,164 @@
 """
 
 import logging
+import uuid
 from datetime import datetime, timezone
 from typing import List
 
-from fastapi import APIRouter, Depends, HTTPException
+from fastapi import APIRouter, Depends, HTTPException, Query
 from fastapi.responses import JSONResponse
 
 from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.constants import BACKGROUND_SPEECH_LABEL, NOISE_LABEL
+from advanced_omi_backend.controllers import background_bucket_controller
+from advanced_omi_backend.controllers.queue_controller import (
+    conversation_edit_chain_in_flight,
+)
 from advanced_omi_backend.models.annotation import (
     Annotation,
     AnnotationResponse,
+    AnnotationSource,
     AnnotationStatus,
     AnnotationType,
     AnnotationUpdate,
+    DeletionAnnotationCreate,
     DiarizationAnnotationCreate,
-    EntityAnnotationCreate,
     InsertAnnotationCreate,
     MemoryAnnotationCreate,
+    TimingAnnotationCreate,
     TitleAnnotationCreate,
     TranscriptAnnotationCreate,
 )
 from advanced_omi_backend.models.conversation import Conversation
-from advanced_omi_backend.services.knowledge_graph import get_knowledge_graph_service
+from advanced_omi_backend.models.job import JobPriority
 from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.services.memory.audit import MemoryCause, UpdateStrategy
 from advanced_omi_backend.users import User
+from advanced_omi_backend.workers.memory_jobs import enqueue_memory_processing
 
 logger = logging.getLogger(__name__)
 
 router = APIRouter(prefix="/annotations", tags=["annotations"])
 
 
+def _apply_diarization_label(segment, corrected_speaker: str) -> None:
+    """Apply a diarization correction to a copied segment in place.
+
+    The reserved NOISE_LABEL means "this is background/noise, not a person":
+    relabel it, drop any prior identification, and reclassify it to a non-speech
+    (event) segment so it falls out of speech∩speaker overlap and speech-only
+    playback. Any other label is a normal speaker correction.
+    """
+    segment.speaker = corrected_speaker
+    if corrected_speaker in {NOISE_LABEL, BACKGROUND_SPEECH_LABEL}:
+        segment.identified_as = None
+        segment.confidence = None
+    if corrected_speaker == NOISE_LABEL:
+        segment.segment_type = Conversation.SegmentType.EVENT.value
+
+
+def _should_reprocess_memory(conversation: Conversation) -> bool:
+    """False for annotation/training imports that are explicitly excluded from memory."""
+    return not getattr(conversation, "memory_excluded", False)
+
+
+@router.get("/suggestions")
+async def get_pending_suggestions(
+    current_user: User = Depends(current_active_user),
+    limit: int = Query(20, ge=1, le=100),
+):
+    """
+    Get pending AI-generated suggestions for the current user.
+
+    Returns MODEL_SUGGESTION annotations with PENDING status,
+    enriched with conversation context (title, transcript snippet,
+    audio path) for the swipe review UI.
+    """
+    try:
+        annotations = (
+            await Annotation.find(
+                Annotation.user_id == current_user.user_id,
+                Annotation.source == AnnotationSource.MODEL_SUGGESTION,
+                Annotation.status == AnnotationStatus.PENDING,
+            )
+            .sort("-created_at")
+            .limit(limit)
+            .to_list()
+        )
+
+        if not annotations:
+            return []
+
+        # Batch-fetch conversations for context
+        conversation_ids = list(
+            {a.conversation_id for a in annotations if a.conversation_id}
+        )
+        conversations = await Conversation.find(
+            {"conversation_id": {"$in": conversation_ids}},
+        ).to_list()
+        conv_map = {c.conversation_id: c for c in conversations}
+
+        results = []
+        for a in annotations:
+            conv = conv_map.get(a.conversation_id)
+
+            segment_start = None
+            segment_end = None
+            if conv and a.segment_index is not None:
+                transcript = conv.active_transcript
+                if (
+                    transcript
+                    and transcript.segments
+                    and a.segment_index < len(transcript.segments)
+                ):
+                    seg = transcript.segments[a.segment_index]
+                    segment_start = seg.start
+                    segment_end = seg.end
+
+            results.append(
+                {
+                    "id": a.id,
+                    "annotation_type": a.annotation_type,
+                    "conversation_id": a.conversation_id,
+                    "segment_index": a.segment_index,
+                    "original_text": a.original_text,
+                    "corrected_text": a.corrected_text,
+                    "created_at": a.created_at.isoformat(),
+                    "conversation_title": conv.title if conv else None,
+                    "transcript_snippet": _get_segment_context(conv, a.segment_index),
+                    "segment_start": segment_start,
+                    "segment_end": segment_end,
+                }
+            )
+
+        return results
+
+    except Exception as e:
+        logger.error(f"Error fetching suggestions: {e}", exc_info=True)
+        raise HTTPException(
+            status_code=500, detail=f"Failed to fetch suggestions: {str(e)}"
+        )
+
+
+def _get_segment_context(
+    conversation, segment_index: int | None, context_size: int = 1
+) -> str | None:
+    """Get a snippet of transcript around the flagged segment for context."""
+    if not conversation or segment_index is None:
+        return None
+    transcript = conversation.active_transcript
+    if not transcript or not transcript.segments:
+        return None
+    start = max(0, segment_index - context_size)
+    end = min(len(transcript.segments), segment_index + context_size + 1)
+    lines = []
+    for i in range(start, end):
+        seg = transcript.segments[i]
+        prefix = ">>> " if i == segment_index else "    "
+        lines.append(f"{prefix}{seg.speaker}: {seg.text}")
+    return "\n".join(lines)
+
+
 @router.post("/memory", response_model=AnnotationResponse)
 async def create_memory_annotation(
     annotation_data: MemoryAnnotationCreate,
@@ -85,11 +213,15 @@ async def create_memory_annotation(
                     content=annotation_data.corrected_text,
                     user_id=current_user.user_id,
                 )
-                logger.info(f"Updated memory {annotation_data.memory_id} with corrected text")
+                logger.info(
+                    f"Updated memory {annotation_data.memory_id} with corrected text"
+                )
             except Exception as e:
                 logger.error(f"Error updating memory: {e}")
                 # Annotation is saved, but memory update failed - log but don't fail the request
-                logger.warning(f"Memory annotation {annotation.id} saved but memory update failed")
+                logger.warning(
+                    f"Memory annotation {annotation.id} saved but memory update failed"
+                )
 
         return AnnotationResponse.model_validate(annotation)
 
@@ -237,7 +369,22 @@ async def update_annotation_status(
         annotation.updated_at = datetime.now(timezone.utc)
 
         # If accepting a pending suggestion, apply the correction
-        if status == AnnotationStatus.ACCEPTED and old_status == AnnotationStatus.PENDING:
+        if (
+            status == AnnotationStatus.ACCEPTED
+            and old_status == AnnotationStatus.PENDING
+        ):
+            # Promote to SPEECH_SUGGESTION_CORRECTION if user edited the AI suggestion
+            if (
+                annotation.source == AnnotationSource.MODEL_SUGGESTION
+                and annotation.model_suggested_text is not None
+                and annotation.is_transcript_annotation()
+            ):
+                annotation.annotation_type = AnnotationType.SPEECH_SUGGESTION_CORRECTION
+                logger.info(
+                    f"Promoted annotation {annotation_id} to SPEECH_SUGGESTION_CORRECTION "
+                    f"(AI suggested: {annotation.model_suggested_text!r}, user decided: {annotation.corrected_text!r})"
+                )
+
             if annotation.is_memory_annotation():
                 # Update memory
                 try:
@@ -251,8 +398,11 @@ async def update_annotation_status(
                 except Exception as e:
                     logger.error(f"Error applying memory suggestion: {e}")
                     # Don't fail the status update if memory update fails
-            elif annotation.is_transcript_annotation():
-                # Update transcript segment
+            elif (
+                annotation.is_transcript_annotation()
+                or annotation.is_speech_suggestion_correction()
+            ):
+                # Update transcript segment (same logic for both TRANSCRIPT and SPEECH_SUGGESTION_CORRECTION)
                 try:
                     conversation = await Conversation.find_one(
                         Conversation.conversation_id == annotation.conversation_id,
@@ -260,7 +410,9 @@ async def update_annotation_status(
                     )
                     if conversation:
                         transcript = conversation.active_transcript
-                        if transcript and annotation.segment_index < len(transcript.segments):
+                        if transcript and annotation.segment_index < len(
+                            transcript.segments
+                        ):
                             transcript.segments[annotation.segment_index].text = (
                                 annotation.corrected_text
                             )
@@ -271,25 +423,6 @@ async def update_annotation_status(
                 except Exception as e:
                     logger.error(f"Error applying transcript suggestion: {e}")
                     # Don't fail the status update if segment update fails
-            elif annotation.is_entity_annotation():
-                # Update entity in Neo4j
-                try:
-                    kg_service = get_knowledge_graph_service()
-                    update_kwargs = {}
-                    if annotation.entity_field == "name":
-                        update_kwargs["name"] = annotation.corrected_text
-                    elif annotation.entity_field == "details":
-                        update_kwargs["details"] = annotation.corrected_text
-                    if update_kwargs:
-                        await kg_service.update_entity(
-                            entity_id=annotation.entity_id,
-                            user_id=annotation.user_id,
-                            **update_kwargs,
-                        )
-                        logger.info(f"Applied entity suggestion to entity {annotation.entity_id}")
-                except Exception as e:
-                    logger.error(f"Error applying entity suggestion: {e}")
-                    # Don't fail the status update if entity update fails
             elif annotation.is_title_annotation():
                 # Update conversation title
                 try:
@@ -310,7 +443,11 @@ async def update_annotation_status(
         await annotation.save()
         logger.info(f"Updated annotation {annotation_id} status to {status}")
 
-        return {"status": "updated", "annotation_id": annotation_id, "new_status": status}
+        return {
+            "status": "updated",
+            "annotation_id": annotation_id,
+            "new_status": status,
+        }
 
     except HTTPException:
         raise
@@ -345,7 +482,9 @@ async def delete_annotation(
             raise HTTPException(status_code=404, detail="Annotation not found")
 
         if annotation.processed:
-            raise HTTPException(status_code=400, detail="Cannot delete a processed annotation")
+            raise HTTPException(
+                status_code=400, detail="Cannot delete a processed annotation"
+            )
 
         await annotation.delete()
         logger.info(f"Deleted annotation {annotation_id}")
@@ -384,10 +523,22 @@ async def update_annotation(
             raise HTTPException(status_code=404, detail="Annotation not found")
 
         if annotation.processed:
-            raise HTTPException(status_code=400, detail="Cannot update a processed annotation")
+            raise HTTPException(
+                status_code=400, detail="Cannot update a processed annotation"
+            )
 
         if update_data.corrected_text is not None:
+            # Auto-capture AI's original suggestion before user overwrites it
+            if (
+                annotation.source == AnnotationSource.MODEL_SUGGESTION
+                and annotation.model_suggested_text is None
+                and annotation.corrected_text
+                and update_data.corrected_text != annotation.corrected_text
+            ):
+                annotation.model_suggested_text = annotation.corrected_text
             annotation.corrected_text = update_data.corrected_text
+        if update_data.model_suggested_text is not None:
+            annotation.model_suggested_text = update_data.model_suggested_text
         if update_data.corrected_speaker is not None:
             annotation.corrected_speaker = update_data.corrected_speaker
         if update_data.insert_text is not None:
@@ -441,7 +592,10 @@ async def create_insert_annotation(
             raise HTTPException(status_code=400, detail="No active transcript found")
 
         segment_count = len(active_transcript.segments)
-        if annotation_data.insert_after_index < -1 or annotation_data.insert_after_index >= segment_count:
+        if (
+            annotation_data.insert_after_index < -1
+            or annotation_data.insert_after_index >= segment_count
+        ):
             raise HTTPException(
                 status_code=400,
                 detail=f"insert_after_index must be between -1 and {segment_count - 1}",
@@ -461,6 +615,8 @@ async def create_insert_annotation(
             insert_text=annotation_data.insert_text,
             insert_segment_type=annotation_data.insert_segment_type,
             insert_speaker=annotation_data.insert_speaker,
+            insert_start=annotation_data.insert_start,
+            insert_end=annotation_data.insert_end,
             status=AnnotationStatus.PENDING,
             processed=False,
         )
@@ -505,113 +661,6 @@ async def get_insert_annotations(
         )
 
 
-# === Entity Annotation Routes ===
-
-
-@router.post("/entity", response_model=AnnotationResponse)
-async def create_entity_annotation(
-    annotation_data: EntityAnnotationCreate,
-    current_user: User = Depends(current_active_user),
-):
-    """
-    Create annotation for entity edit (name or details correction).
-
-    - Validates user owns the entity
-    - Creates annotation record for jargon/finetuning pipeline
-    - Applies correction to Neo4j immediately
-    - Marked as processed=False for downstream cron consumption
-
-    Dual purpose: entity name corrections feed both the jargon pipeline
-    (domain vocabulary for ASR) and the entity extraction pipeline
-    (improving future extraction accuracy).
-    """
-    try:
-        # Validate entity_field
-        if annotation_data.entity_field not in ("name", "details"):
-            raise HTTPException(
-                status_code=400,
-                detail="entity_field must be 'name' or 'details'",
-            )
-
-        # Verify entity exists and belongs to user
-        kg_service = get_knowledge_graph_service()
-        entity = await kg_service.get_entity(
-            entity_id=annotation_data.entity_id,
-            user_id=current_user.user_id,
-        )
-        if not entity:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        # Create annotation
-        annotation = Annotation(
-            annotation_type=AnnotationType.ENTITY,
-            user_id=current_user.user_id,
-            entity_id=annotation_data.entity_id,
-            entity_field=annotation_data.entity_field,
-            original_text=annotation_data.original_text,
-            corrected_text=annotation_data.corrected_text,
-            status=AnnotationStatus.ACCEPTED,
-            processed=False,  # Unprocessed — jargon/finetuning cron will consume later
-        )
-        await annotation.save()
-        logger.info(
-            f"Created entity annotation {annotation.id} for entity {annotation_data.entity_id} "
-            f"field={annotation_data.entity_field}"
-        )
-
-        # Apply correction to Neo4j immediately
-        try:
-            update_kwargs = {}
-            if annotation_data.entity_field == "name":
-                update_kwargs["name"] = annotation_data.corrected_text
-            elif annotation_data.entity_field == "details":
-                update_kwargs["details"] = annotation_data.corrected_text
-
-            await kg_service.update_entity(
-                entity_id=annotation_data.entity_id,
-                user_id=current_user.user_id,
-                **update_kwargs,
-            )
-            logger.info(f"Applied entity correction to Neo4j for entity {annotation_data.entity_id}")
-        except Exception as e:
-            logger.error(f"Error applying entity correction to Neo4j: {e}")
-            # Annotation is saved but Neo4j update failed — log but don't fail the request
-
-        return AnnotationResponse.model_validate(annotation)
-
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error creating entity annotation: {e}", exc_info=True)
-        raise HTTPException(
-            status_code=500,
-            detail=f"Failed to create entity annotation: {str(e)}",
-        )
-
-
-@router.get("/entity/{entity_id}", response_model=List[AnnotationResponse])
-async def get_entity_annotations(
-    entity_id: str,
-    current_user: User = Depends(current_active_user),
-):
-    """Get all annotations for an entity."""
-    try:
-        annotations = await Annotation.find(
-            Annotation.annotation_type == AnnotationType.ENTITY,
-            Annotation.entity_id == entity_id,
-            Annotation.user_id == current_user.user_id,
-        ).to_list()
-
-        return [AnnotationResponse.model_validate(a) for a in annotations]
-
-    except Exception as e:
-        logger.error(f"Error fetching entity annotations: {e}", exc_info=True)
-        raise HTTPException(
-            status_code=500,
-            detail=f"Failed to fetch entity annotations: {str(e)}",
-        )
-
-
 # === Title Annotation Routes ===
 
 
@@ -657,7 +706,9 @@ async def create_title_annotation(
         try:
             conversation.title = annotation_data.corrected_text
             await conversation.save()
-            logger.info(f"Updated title for conversation {annotation_data.conversation_id}")
+            logger.info(
+                f"Updated title for conversation {annotation_data.conversation_id}"
+            )
         except Exception as e:
             logger.error(f"Error updating conversation title: {e}")
             # Annotation is saved but title update failed — log but don't fail the request
@@ -697,7 +748,6 @@ async def get_title_annotations(
         )
 
 
-
 # === Diarization Annotation Routes ===
 
 
@@ -749,6 +799,28 @@ async def create_diarization_annotation(
             f"Created diarization annotation {annotation.id} for conversation {annotation_data.conversation_id} segment {annotation_data.segment_index}"
         )
 
+        # Accumulation loop: either background decision feeds its matching bucket
+        # immediately, so future suggestions improve as the user labels.
+        bucket_type = {
+            NOISE_LABEL: "noise",
+            BACKGROUND_SPEECH_LABEL: "background_speech",
+        }.get(annotation_data.corrected_speaker)
+        if bucket_type and annotation_data.segment_start_time is not None:
+            try:
+                start = float(annotation_data.segment_start_time)
+                seg = active_transcript.segments[annotation_data.segment_index]
+                seg_end = float(getattr(seg, "end", None) or start + 4.0)
+                await background_bucket_controller.add_background_clip(
+                    annotation_data.conversation_id,
+                    start,
+                    seg_end,
+                    bucket_type=bucket_type,
+                    source="triage",
+                    user=current_user,
+                )
+            except Exception as e:  # noqa: BLE001 - bucket add is best-effort
+                logger.warning(f"Background bucket add failed for {annotation.id}: {e}")
+
         return AnnotationResponse.model_validate(annotation)
 
     except HTTPException:
@@ -761,6 +833,147 @@ async def create_diarization_annotation(
         )
 
 
+@router.post("/timing", response_model=AnnotationResponse)
+async def create_timing_annotation(
+    annotation_data: TimingAnnotationCreate,
+    current_user: User = Depends(current_active_user),
+):
+    """
+    Create a TIMING annotation that adjusts an existing segment's start/end.
+
+    Used by the waveform region editor (move/resize a segment's span). Not applied
+    immediately — staged as a pending correction and committed by ``/apply``, which
+    re-derives a new transcript version. Validates ownership, segment index and that
+    end > start.
+    """
+    try:
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == annotation_data.conversation_id,
+            Conversation.user_id == current_user.user_id,
+        )
+        if not conversation:
+            raise HTTPException(status_code=404, detail="Conversation not found")
+
+        active_transcript = conversation.active_transcript
+        if not active_transcript or annotation_data.segment_index >= len(
+            active_transcript.segments
+        ):
+            raise HTTPException(status_code=400, detail="Invalid segment index")
+
+        if annotation_data.new_end <= annotation_data.new_start:
+            raise HTTPException(
+                status_code=400, detail="new_end must be greater than new_start"
+            )
+
+        annotation = Annotation(
+            annotation_type=AnnotationType.TIMING,
+            user_id=current_user.user_id,
+            conversation_id=annotation_data.conversation_id,
+            segment_index=annotation_data.segment_index,
+            new_start=annotation_data.new_start,
+            new_end=annotation_data.new_end,
+            status=annotation_data.status,
+            processed=False,
+        )
+        await annotation.save()
+        logger.info(
+            f"Created timing annotation {annotation.id} for conversation "
+            f"{annotation_data.conversation_id} segment {annotation_data.segment_index} "
+            f"→ [{annotation_data.new_start:.2f}, {annotation_data.new_end:.2f}]"
+        )
+
+        return AnnotationResponse.model_validate(annotation)
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.error(f"Error creating timing annotation: {e}", exc_info=True)
+        raise HTTPException(
+            status_code=500,
+            detail=f"Failed to create timing annotation: {str(e)}",
+        )
+
+
+@router.get("/timing/{conversation_id}", response_model=List[AnnotationResponse])
+async def get_timing_annotations(
+    conversation_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Get all TIMING annotations for a conversation."""
+    annotations = await Annotation.find(
+        Annotation.conversation_id == conversation_id,
+        Annotation.user_id == current_user.user_id,
+        Annotation.annotation_type == AnnotationType.TIMING,
+    ).to_list()
+    return [AnnotationResponse.model_validate(a) for a in annotations]
+
+
+@router.post("/deletion", response_model=AnnotationResponse)
+async def create_deletion_annotation(
+    annotation_data: DeletionAnnotationCreate,
+    current_user: User = Depends(current_active_user),
+):
+    """
+    Create a DELETION annotation that removes an existing segment.
+
+    Staged as a pending correction (not applied immediately) and committed by
+    ``/apply``, which re-derives a new transcript version with the segment dropped.
+    Validates ownership and segment index.
+    """
+    try:
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == annotation_data.conversation_id,
+            Conversation.user_id == current_user.user_id,
+        )
+        if not conversation:
+            raise HTTPException(status_code=404, detail="Conversation not found")
+
+        active_transcript = conversation.active_transcript
+        if not active_transcript or annotation_data.segment_index >= len(
+            active_transcript.segments
+        ):
+            raise HTTPException(status_code=400, detail="Invalid segment index")
+
+        annotation = Annotation(
+            annotation_type=AnnotationType.DELETION,
+            user_id=current_user.user_id,
+            conversation_id=annotation_data.conversation_id,
+            segment_index=annotation_data.segment_index,
+            status=annotation_data.status,
+            processed=False,
+        )
+        await annotation.save()
+        logger.info(
+            f"Created deletion annotation {annotation.id} for conversation "
+            f"{annotation_data.conversation_id} segment {annotation_data.segment_index}"
+        )
+
+        return AnnotationResponse.model_validate(annotation)
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.error(f"Error creating deletion annotation: {e}", exc_info=True)
+        raise HTTPException(
+            status_code=500,
+            detail=f"Failed to create deletion annotation: {str(e)}",
+        )
+
+
+@router.get("/deletion/{conversation_id}", response_model=List[AnnotationResponse])
+async def get_deletion_annotations(
+    conversation_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Get all DELETION annotations for a conversation."""
+    annotations = await Annotation.find(
+        Annotation.conversation_id == conversation_id,
+        Annotation.user_id == current_user.user_id,
+        Annotation.annotation_type == AnnotationType.DELETION,
+    ).to_list()
+    return [AnnotationResponse.model_validate(a) for a in annotations]
+
+
 @router.get("/diarization/{conversation_id}", response_model=List[AnnotationResponse])
 async def get_diarization_annotations(
     conversation_id: str,
@@ -817,7 +1030,24 @@ async def apply_diarization_annotations(
 
         if not annotations:
             return JSONResponse(
-                content={"message": "No pending annotations to apply", "applied_count": 0}
+                content={
+                    "message": "No pending annotations to apply",
+                    "applied_count": 0,
+                }
+            )
+
+        # Single-flight: don't stack a new edit on top of an in-flight one. Apply
+        # creates a new transcript version and enqueues memory under deterministic
+        # job_ids; overlapping with another apply/reprocess races on the
+        # conversation's full-document save() and can clobber it.
+        in_flight = conversation_edit_chain_in_flight(conversation_id)
+        if in_flight:
+            return JSONResponse(
+                status_code=409,
+                content={
+                    "error": "This conversation is still processing a previous edit. Try again in a moment.",
+                    "in_flight_job_id": in_flight,
+                },
             )
 
         # Get active transcript version
@@ -826,8 +1056,6 @@ async def apply_diarization_annotations(
             raise HTTPException(status_code=404, detail="No active transcript found")
 
         # Create NEW transcript version with corrected speakers
-        import uuid
-
         new_version_id = str(uuid.uuid4())
 
         # Copy segments and apply corrections (most recent annotation wins)
@@ -839,19 +1067,27 @@ async def apply_diarization_annotations(
                 key=lambda a: a.updated_at,
                 reverse=True,
             )
-            annotation_for_segment = annotations_for_segment[0] if annotations_for_segment else None
+            annotation_for_segment = (
+                annotations_for_segment[0] if annotations_for_segment else None
+            )
 
             if annotation_for_segment:
                 # Apply correction
                 corrected_segment = segment.model_copy()
-                corrected_segment.speaker = annotation_for_segment.corrected_speaker
+                _apply_diarization_label(
+                    corrected_segment, annotation_for_segment.corrected_speaker
+                )
                 corrected_segments.append(corrected_segment)
             else:
                 # No correction, keep original
                 corrected_segments.append(segment.model_copy())
 
-        # Add new version
-        conversation.add_transcript_version(
+        # Add new version — carry over provider_capabilities so downstream
+        # processing knows the provider's diarization/word_timestamp support.
+        source_capabilities = active_transcript.metadata.get(
+            "provider_capabilities", {}
+        )
+        new_version = conversation.add_transcript_version(
             version_id=new_version_id,
             transcript=active_transcript.transcript,  # Same transcript text
             words=active_transcript.words,  # Same word timings
@@ -864,9 +1100,12 @@ async def apply_diarization_annotations(
                 "source_version_id": active_transcript.version_id,
                 "trigger": "manual_annotation_apply",
                 "applied_annotation_count": len(annotations),
+                "provider_capabilities": source_capabilities,
             },
             set_as_active=True,
         )
+        if active_transcript.diarization_source:
+            new_version.diarization_source = active_transcript.diarization_source
 
         await conversation.save()
         logger.info(
@@ -880,14 +1119,21 @@ async def apply_diarization_annotations(
             annotation.processed_by = "apply"
             await annotation.save()
 
-        # Chain memory reprocessing
-        from advanced_omi_backend.models.job import JobPriority
-        from advanced_omi_backend.workers.memory_jobs import enqueue_memory_processing
-
-        enqueue_memory_processing(
-            conversation_id=conversation_id,
-            priority=JobPriority.NORMAL,
-        )
+        # Chain memory reprocessing unless this is an annotation/training import.
+        # Diarization-only edits change speaker attribution, so use the same
+        # speaker-diff strategy as a speaker reprocess (it falls back to full
+        # re-extraction if no diff applies).
+        if _should_reprocess_memory(conversation):
+            enqueue_memory_processing(
+                conversation_id=conversation_id,
+                priority=JobPriority.NORMAL,
+                cause=MemoryCause.ANNOTATION_APPLY,
+                strategy=UpdateStrategy.SPEAKER_DIFF,
+            )
+        else:
+            logger.info(
+                f"Skipping memory reprocessing for memory-excluded conversation {conversation_id[:8]}"
+            )
 
         return JSONResponse(
             content={
@@ -951,11 +1197,35 @@ async def apply_all_annotations(
             a for a in annotations if a.annotation_type == AnnotationType.DIARIZATION
         ]
         transcript_annotations = [
-            a for a in annotations if a.annotation_type == AnnotationType.TRANSCRIPT
+            a
+            for a in annotations
+            if a.annotation_type
+            in (AnnotationType.TRANSCRIPT, AnnotationType.SPEECH_SUGGESTION_CORRECTION)
         ]
         insert_annotations = [
             a for a in annotations if a.annotation_type == AnnotationType.INSERT
         ]
+        timing_annotations = [
+            a for a in annotations if a.annotation_type == AnnotationType.TIMING
+        ]
+        deletion_annotations = [
+            a for a in annotations if a.annotation_type == AnnotationType.DELETION
+        ]
+        deleted_indices = {
+            a.segment_index for a in deletion_annotations if a.segment_index is not None
+        }
+
+        # Single-flight: don't stack a new edit on top of an in-flight one (see
+        # apply_diarization_annotations — same deterministic-job-id save race).
+        in_flight = conversation_edit_chain_in_flight(conversation_id)
+        if in_flight:
+            return JSONResponse(
+                status_code=409,
+                content={
+                    "error": "This conversation is still processing a previous edit. Try again in a moment.",
+                    "in_flight_job_id": in_flight,
+                },
+            )
 
         # Get active transcript
         active_transcript = conversation.active_transcript
@@ -963,15 +1233,19 @@ async def apply_all_annotations(
             raise HTTPException(status_code=404, detail="No active transcript found")
 
         # Create new version with ALL corrections applied
-        import uuid
-
         new_version_id = str(uuid.uuid4())
         corrected_segments = []
+        # Segments marked for deletion are dropped AFTER inserts are positioned, so
+        # insert_after_index (which references original indices) stays valid. Track by
+        # object identity since indices shift once inserts are spliced in.
+        deleted_obj_ids: set[int] = set()
 
         # For diarization/transcript: if multiple annotations exist for same segment,
         # pick the most recently updated one
         for segment_idx, segment in enumerate(active_transcript.segments):
             corrected_segment = segment.model_copy()
+            if segment_idx in deleted_indices:
+                deleted_obj_ids.add(id(corrected_segment))
 
             # Apply diarization correction (most recent wins)
             diar_for_segment = sorted(
@@ -980,7 +1254,9 @@ async def apply_all_annotations(
                 reverse=True,
             )
             if diar_for_segment:
-                corrected_segment.speaker = diar_for_segment[0].corrected_speaker
+                _apply_diarization_label(
+                    corrected_segment, diar_for_segment[0].corrected_speaker
+                )
 
             # Apply transcript correction (most recent wins)
             transcript_for_segment = sorted(
@@ -991,6 +1267,16 @@ async def apply_all_annotations(
             if transcript_for_segment:
                 corrected_segment.text = transcript_for_segment[0].corrected_text
 
+            # Apply timing correction (most recent wins) — waveform region move/resize
+            timing_for_segment = sorted(
+                [a for a in timing_annotations if a.segment_index == segment_idx],
+                key=lambda a: a.updated_at,
+                reverse=True,
+            )
+            if timing_for_segment and timing_for_segment[0].new_end is not None:
+                corrected_segment.start = timing_for_segment[0].new_start
+                corrected_segment.end = timing_for_segment[0].new_end
+
             corrected_segments.append(corrected_segment)
 
         # Apply inserts from highest index to lowest (stable indexing)
@@ -1004,25 +1290,48 @@ async def apply_all_annotations(
                 idx = ins.insert_after_index  # -1 = before first
                 insert_pos = idx + 1  # Convert to list insertion position
 
-                # Calculate timing from surrounding segments
-                if insert_pos > 0 and insert_pos <= len(corrected_segments):
-                    boundary_time = corrected_segments[insert_pos - 1].end
-                elif insert_pos == 0 and corrected_segments:
-                    boundary_time = corrected_segments[0].start
+                # Timing: prefer an explicit waveform-drawn span; otherwise fall back to
+                # a zero-duration marker at the neighbouring boundary (legacy inserts).
+                if ins.insert_start is not None and ins.insert_end is not None:
+                    seg_start = ins.insert_start
+                    seg_end = ins.insert_end
                 else:
-                    boundary_time = 0.0
+                    if insert_pos > 0 and insert_pos <= len(corrected_segments):
+                        boundary_time = corrected_segments[insert_pos - 1].end
+                    elif insert_pos == 0 and corrected_segments:
+                        boundary_time = corrected_segments[0].start
+                    else:
+                        boundary_time = 0.0
+                    seg_start = boundary_time
+                    seg_end = boundary_time
 
                 new_segment = Conversation.SpeakerSegment(
-                    start=boundary_time,
-                    end=boundary_time,
+                    start=seg_start,
+                    end=seg_end,
                     text=ins.insert_text or "",
                     speaker=ins.insert_speaker or "",
                     segment_type=ins.insert_segment_type or "event",
                 )
                 corrected_segments.insert(insert_pos, new_segment)
 
-        # Add new version
-        conversation.add_transcript_version(
+        # Drop segments marked for deletion (now that inserts have been positioned
+        # against the original indices).
+        if deleted_obj_ids:
+            corrected_segments = [
+                s for s in corrected_segments if id(s) not in deleted_obj_ids
+            ]
+
+        # Re-order by start time so moved/inserted segments read in chronological order.
+        # Stable sort keeps the original list order for equal starts — important for the
+        # intentional same-time overlapping segments (two speakers at once).
+        corrected_segments.sort(key=lambda s: s.start)
+
+        # Add new version — carry over provider_capabilities so downstream
+        # processing knows the provider's diarization/word_timestamp support.
+        source_capabilities = active_transcript.metadata.get(
+            "provider_capabilities", {}
+        )
+        new_version = conversation.add_transcript_version(
             version_id=new_version_id,
             transcript=active_transcript.transcript,
             words=active_transcript.words,  # Preserved (may be misaligned for text edits)
@@ -1036,16 +1345,23 @@ async def apply_all_annotations(
                 "diarization_count": len(diarization_annotations),
                 "transcript_count": len(transcript_annotations),
                 "insert_count": len(insert_annotations),
+                "timing_count": len(timing_annotations),
+                "deletion_count": len(deletion_annotations),
+                "provider_capabilities": source_capabilities,
             },
             set_as_active=True,
         )
+        if active_transcript.diarization_source:
+            new_version.diarization_source = active_transcript.diarization_source
 
         await conversation.save()
         logger.info(
             f"Applied {len(annotations)} annotations "
             f"(diarization: {len(diarization_annotations)}, "
             f"transcript: {len(transcript_annotations)}, "
-            f"insert: {len(insert_annotations)})"
+            f"insert: {len(insert_annotations)}, "
+            f"timing: {len(timing_annotations)}, "
+            f"deletion: {len(deletion_annotations)})"
         )
 
         # Mark all annotations as processed
@@ -1056,26 +1372,36 @@ async def apply_all_annotations(
             annotation.status = AnnotationStatus.ACCEPTED
             await annotation.save()
 
-        # Trigger memory reprocessing (once for all changes)
-        from advanced_omi_backend.models.job import JobPriority
-        from advanced_omi_backend.workers.memory_jobs import enqueue_memory_processing
-
-        enqueue_memory_processing(
-            conversation_id=conversation_id,
-            priority=JobPriority.NORMAL,
-        )
+        # Trigger memory reprocessing (once for all changes) unless this is an
+        # annotation/training import. Combined apply may change transcript text as
+        # well as speakers, so re-extract in full for normal conversations.
+        if _should_reprocess_memory(conversation):
+            enqueue_memory_processing(
+                conversation_id=conversation_id,
+                priority=JobPriority.NORMAL,
+                cause=MemoryCause.ANNOTATION_APPLY,
+                strategy=UpdateStrategy.FULL,
+            )
+        else:
+            logger.info(
+                f"Skipping memory reprocessing for memory-excluded conversation {conversation_id[:8]}"
+            )
 
         return JSONResponse(
             content={
                 "message": (
                     f"Applied {len(diarization_annotations)} diarization, "
-                    f"{len(transcript_annotations)} transcript, and "
-                    f"{len(insert_annotations)} insert annotations"
+                    f"{len(transcript_annotations)} transcript, "
+                    f"{len(insert_annotations)} insert, "
+                    f"{len(timing_annotations)} timing, and "
+                    f"{len(deletion_annotations)} deletion annotations"
                 ),
                 "version_id": new_version_id,
                 "diarization_count": len(diarization_annotations),
                 "transcript_count": len(transcript_annotations),
                 "insert_count": len(insert_annotations),
+                "timing_count": len(timing_annotations),
+                "deletion_count": len(deletion_annotations),
                 "status": "success",
             }
         )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
index fd1c659f..f5c39da0 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/audio_routes.py
@@ -6,7 +6,9 @@
 """
 
 import io
+import logging
 import re
+import wave
 from typing import Optional
 
 from fastapi import APIRouter, Depends, File, HTTPException, Query, Request, UploadFile
@@ -24,6 +26,9 @@
 from advanced_omi_backend.utils.audio_chunk_utils import (
     build_wav_from_pcm,
     concatenate_chunks_to_pcm,
+    get_opus_for_conversation,
+    get_trimmed_opus_for_time_range,
+    reconstruct_audio_segment,
     reconstruct_wav_from_conversation,
     retrieve_audio_chunks,
 )
@@ -49,9 +54,16 @@ def _safe_filename(conversation: "Conversation") -> str:
 
 @router.post("/upload_audio_from_gdrive")
 async def upload_audio_from_drive_folder(
-    gdrive_folder_id: str = Query(..., description="Google Drive Folder ID containing audio files (e.g., the string after /folders/ in the URL)"),
+    gdrive_folder_id: str = Query(
+        ...,
+        description="Google Drive Folder ID containing audio files (e.g., the string after /folders/ in the URL)",
+    ),
     current_user: User = Depends(current_superuser),
     device_name: str = Query(default="upload"),
+    annotation_only: bool = Query(
+        default=False,
+        description="Create editable annotation records without memory extraction",
+    ),
 ):
     try:
         files = await download_audio_files_from_drive(gdrive_folder_id, current_user.id)
@@ -59,7 +71,26 @@ async def upload_audio_from_drive_folder(
         raise HTTPException(status_code=400, detail=str(e))
 
     return await audio_controller.upload_and_process_audio_files(
-        current_user, files, device_name, source="gdrive"
+        current_user,
+        files,
+        device_name,
+        source="gdrive",
+        annotation_only=annotation_only,
+    )
+
+
+@router.post("/upload_audio_from_gdrive/annotation")
+async def upload_audio_from_drive_folder_for_annotation(
+    gdrive_folder_id: str = Query(..., description="Google Drive folder ID"),
+    current_user: User = Depends(current_superuser),
+    device_name: str = Query(default="annotation-import"),
+):
+    """Import a Drive folder into the annotation workspace without memory writes."""
+    return await upload_audio_from_drive_folder(
+        gdrive_folder_id=gdrive_folder_id,
+        current_user=current_user,
+        device_name=device_name,
+        annotation_only=True,
     )
 
 
@@ -67,33 +98,26 @@ async def upload_audio_from_drive_folder(
 async def get_conversation_audio(
     conversation_id: str,
     request: Request,
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    format: str = Query(default="opus", description="Audio format: opus or wav"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
     Serve complete audio file for a conversation from MongoDB chunks.
 
-    Reconstructs audio by:
-    1. Retrieving all Opus-compressed chunks from MongoDB
-    2. Decoding each chunk to PCM
-    3. Concatenating PCM data
-    4. Building complete WAV file with headers
-
-    Supports both header-based auth (Authorization: Bearer) and query param token
-    for <audio> element compatibility.
+    With format=opus (default), serves raw ogg/opus data directly — no
+    server-side decoding needed. With format=wav, decodes to WAV.
 
     Args:
         conversation_id: The conversation ID
+        format: Audio format - "opus" (default, compressed) or "wav" (uncompressed)
         token: Optional JWT token as query param (for audio elements)
         current_user: Authenticated user (from header)
 
     Returns:
-        StreamingResponse with complete WAV file
-
-    Raises:
-        404: If conversation or audio chunks not found
-        403: If user doesn't own the conversation
-        401: If not authenticated
+        StreamingResponse with audio data
     """
     # Try token param if header auth failed
     if not current_user and token:
@@ -111,28 +135,75 @@ async def get_conversation_audio(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
-    # Reconstruct WAV from MongoDB chunks
+    filename = _safe_filename(conversation)
+
+    if format == "opus":
+        try:
+            opus_data = await get_opus_for_conversation(conversation_id)
+        except ValueError as e:
+            raise HTTPException(status_code=404, detail=str(e))
+
+        file_size = len(opus_data)
+        range_header = request.headers.get("range")
+
+        if not range_header:
+            return Response(
+                content=opus_data,
+                media_type="audio/ogg",
+                headers={
+                    "Content-Disposition": f'inline; filename="{filename}.ogg"',
+                    "Content-Length": str(file_size),
+                    "Accept-Ranges": "bytes",
+                    "X-Audio-Source": "mongodb-chunks-direct",
+                    "X-Chunk-Count": str(conversation.audio_chunks_count or 0),
+                },
+            )
+
+        # Handle Range requests
+        try:
+            range_str = range_header.replace("bytes=", "")
+            range_start, range_end = range_str.split("-")
+            range_start = int(range_start) if range_start else 0
+            range_end = int(range_end) if range_end else file_size - 1
+            range_start = max(0, range_start)
+            range_end = min(file_size - 1, range_end)
+            content_length = range_end - range_start + 1
+
+            return Response(
+                content=opus_data[range_start : range_end + 1],
+                status_code=206,
+                media_type="audio/ogg",
+                headers={
+                    "Content-Range": f"bytes {range_start}-{range_end}/{file_size}",
+                    "Content-Length": str(content_length),
+                    "Accept-Ranges": "bytes",
+                    "Content-Disposition": f'inline; filename="{filename}.ogg"',
+                },
+            )
+        except (ValueError, IndexError):
+            return Response(
+                status_code=416,
+                headers={"Content-Range": f"bytes */{file_size}"},
+            )
+
+    # format=wav: decode to WAV (legacy path)
     try:
         wav_data = await reconstruct_wav_from_conversation(conversation_id)
     except ValueError as e:
-        # No chunks found for conversation
         raise HTTPException(status_code=404, detail=str(e))
     except Exception as e:
-        # Reconstruction failed
         raise HTTPException(
-            status_code=500,
-            detail=f"Failed to reconstruct audio: {str(e)}"
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
         )
 
-    # Handle Range requests for seeking support
     file_size = len(wav_data)
     range_header = request.headers.get("range")
-    filename = _safe_filename(conversation)
 
-    # If no Range header, return complete file
     if not range_header:
         return StreamingResponse(
             io.BytesIO(wav_data),
@@ -143,27 +214,20 @@ async def get_conversation_audio(
                 "Accept-Ranges": "bytes",
                 "X-Audio-Source": "mongodb-chunks",
                 "X-Chunk-Count": str(conversation.audio_chunks_count or 0),
-            }
+            },
         )
 
-    # Parse Range header (e.g., "bytes=0-1023")
     try:
         range_str = range_header.replace("bytes=", "")
         range_start, range_end = range_str.split("-")
         range_start = int(range_start) if range_start else 0
         range_end = int(range_end) if range_end else file_size - 1
-
-        # Ensure valid range
         range_start = max(0, range_start)
         range_end = min(file_size - 1, range_end)
         content_length = range_end - range_start + 1
 
-        # Extract requested byte range
-        range_data = wav_data[range_start:range_end + 1]
-
-        # Return 206 Partial Content with Range headers
         return Response(
-            content=range_data,
+            content=wav_data[range_start : range_end + 1],
             status_code=206,
             media_type="audio/wav",
             headers={
@@ -171,23 +235,20 @@ async def get_conversation_audio(
                 "Content-Length": str(content_length),
                 "Accept-Ranges": "bytes",
                 "Content-Disposition": f'inline; filename="{filename}.wav"',
-                "X-Audio-Source": "mongodb-chunks",
-            }
+            },
         )
-    except (ValueError, IndexError) as e:
-        # Invalid Range header, return 416 Range Not Satisfiable
+    except (ValueError, IndexError):
         return Response(
-            status_code=416,
-            headers={
-                "Content-Range": f"bytes */{file_size}"
-            }
+            status_code=416, headers={"Content-Range": f"bytes */{file_size}"}
         )
 
 
 @router.get("/stream_audio/{conversation_id}")
 async def stream_conversation_audio(
     conversation_id: str,
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
@@ -230,12 +291,16 @@ async def stream_conversation_audio(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
     # Check if chunks exist
     if not conversation.audio_chunks_count or conversation.audio_chunks_count == 0:
-        raise HTTPException(status_code=404, detail="No audio data for this conversation")
+        raise HTTPException(
+            status_code=404, detail="No audio data for this conversation"
+        )
 
     async def stream_chunks():
         """Generator that yields WAV data in batches."""
@@ -248,7 +313,6 @@ async def stream_chunks():
         # Build minimal WAV header (44 bytes)
         # We'll write a placeholder size since we're streaming
         wav_header = io.BytesIO()
-        import wave
         with wave.open(wav_header, "wb") as wav:
             wav.setnchannels(CHANNELS)
             wav.setsampwidth(SAMPLE_WIDTH)
@@ -268,7 +332,7 @@ async def stream_chunks():
             chunks = await retrieve_audio_chunks(
                 conversation_id=conversation_id,
                 start_index=start_index,
-                limit=batch_size
+                limit=batch_size,
             )
 
             if not chunks:
@@ -292,7 +356,7 @@ async def stream_chunks():
             "X-Audio-Source": "mongodb-chunks-stream",
             "X-Chunk-Count": str(conversation.audio_chunks_count or 0),
             "X-Total-Duration": str(conversation.audio_total_duration or 0),
-        }
+        },
     )
 
 
@@ -301,38 +365,23 @@ async def get_audio_chunk_range(
     conversation_id: str,
     start_time: float = Query(..., description="Start time in seconds"),
     end_time: float = Query(..., description="End time in seconds"),
-    token: Optional[str] = Query(default=None, description="JWT token for audio element access"),
+    format: str = Query(default="opus", description="Audio format: opus or wav"),
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
     current_user: Optional[User] = Depends(current_active_user_optional),
 ):
     """
-    Serve specific audio chunks by time range for seekable audio player.
+    Serve audio for a time range.
 
-    Returns PCM audio data for the requested time range without decoding
-    the entire conversation. Enables efficient seeking in the UI player.
+    With format=opus (default), serves a single ogg/opus stream trimmed to
+    the exact time range (decoded, clipped, and re-encoded server-side).
+    With format=wav, decodes to exact time-clipped WAV.
 
     Example:
         GET /api/audio/chunks/uuid?start_time=15.5&end_time=25.5&token=xxx
-        Returns: 10 seconds of audio from 15.5s to 25.5s
-
-    Args:
-        conversation_id: The conversation ID
-        start_time: Start time in seconds (inclusive)
-        end_time: End time in seconds (inclusive)
-        token: Optional JWT token as query param
-        current_user: Authenticated user (from header)
-
-    Returns:
-        StreamingResponse with WAV file for requested range
-
-    Raises:
-        404: If conversation or audio chunks not found
-        403: If user doesn't own the conversation
-        401: If not authenticated
-        400: If time range is invalid
     """
-    import logging
     logger = logging.getLogger(__name__)
-    logger.info(f"🎵 Audio chunk request: conversation={conversation_id[:8]}..., start={start_time:.2f}s, end={end_time:.2f}s")
 
     # Try token param if header auth failed
     if not current_user and token:
@@ -350,30 +399,56 @@ async def get_audio_chunk_range(
         raise HTTPException(status_code=404, detail="Conversation not found")
 
     # Check ownership (admins can access all)
-    if not current_user.is_superuser and conversation.user_id != str(current_user.user_id):
+    if not current_user.is_superuser and conversation.user_id != str(
+        current_user.user_id
+    ):
         raise HTTPException(status_code=403, detail="Access denied")
 
     # Validate time range
     if start_time < 0 or end_time <= start_time:
         raise HTTPException(status_code=400, detail="Invalid time range")
 
-    if conversation.audio_total_duration and end_time > conversation.audio_total_duration:
+    if (
+        conversation.audio_total_duration
+        and end_time > conversation.audio_total_duration
+    ):
         end_time = conversation.audio_total_duration
 
-    # Use the dedicated segment reconstruction function
-    from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+    if format == "opus":
+        try:
+            opus_data = await get_trimmed_opus_for_time_range(
+                conversation_id, start_time, end_time
+            )
+        except ValueError as e:
+            raise HTTPException(status_code=404, detail=str(e))
 
+        return Response(
+            content=opus_data,
+            media_type="audio/ogg",
+            headers={
+                "Content-Disposition": f"inline; filename=chunk_{start_time}_{end_time}.ogg",
+                "Content-Length": str(len(opus_data)),
+                "X-Audio-Duration": str(end_time - start_time),
+                "X-Start-Time": str(start_time),
+                "X-End-Time": str(end_time),
+            },
+        )
+
+    # format=wav: decode to exact time-clipped WAV
     try:
-        wav_data = await reconstruct_audio_segment(conversation_id, start_time, end_time)
-        logger.info(f"✅ Returning WAV: {len(wav_data)} bytes for range {start_time:.2f}s - {end_time:.2f}s")
+        wav_data = await reconstruct_audio_segment(
+            conversation_id, start_time, end_time
+        )
     except ValueError as e:
         raise HTTPException(status_code=404, detail=str(e))
     except Exception as e:
         logger.error(f"Failed to reconstruct audio segment: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to reconstruct audio: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
+        )
 
-    return StreamingResponse(
-        io.BytesIO(wav_data),
+    return Response(
+        content=wav_data,
         media_type="audio/wav",
         headers={
             "Content-Disposition": f"inline; filename=chunk_{start_time}_{end_time}.wav",
@@ -381,7 +456,7 @@ async def get_audio_chunk_range(
             "X-Audio-Duration": str(end_time - start_time),
             "X-Start-Time": str(start_time),
             "X-End-Time": str(end_time),
-        }
+        },
     )
 
 
@@ -389,7 +464,13 @@ async def get_audio_chunk_range(
 async def upload_audio_files(
     current_user: User = Depends(current_superuser),
     files: list[UploadFile] = File(...),
-    device_name: str = Query(default="upload", description="Device name for uploaded files"),
+    device_name: str = Query(
+        default="upload", description="Device name for uploaded files"
+    ),
+    annotation_only: bool = Query(
+        default=False,
+        description="Create editable annotation records without memory extraction",
+    ),
 ):
     """
     Upload and process audio files. Admin only.
@@ -402,5 +483,23 @@ async def upload_audio_files(
         - Summary of enqueued vs failed uploads
     """
     return await audio_controller.upload_and_process_audio_files(
-        current_user, files, device_name
+        current_user, files, device_name, annotation_only=annotation_only
+    )
+
+
+@router.post("/upload/annotation")
+async def upload_audio_files_for_annotation(
+    files: list[UploadFile] = File(...),
+    current_user: User = Depends(current_superuser),
+    device_name: str = Query(
+        default="annotation-upload",
+        description="Device name for annotation workspace uploads",
+    ),
+):
+    """Transcribe raw audio into the annotation workspace without memory writes."""
+    return await audio_controller.upload_and_process_audio_files(
+        current_user,
+        files,
+        device_name,
+        annotation_only=True,
     )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
index fdb73e5d..4c02d4cf 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/chat_routes.py
@@ -31,18 +31,34 @@
 
 # --- OpenAI-compatible chat completion models ---
 
+
 class ChatCompletionMessage(BaseModel):
-    role: str = Field(..., description="The role of the message author (system, user, assistant)")
+    role: str = Field(
+        ..., description="The role of the message author (system, user, assistant)"
+    )
     content: str = Field(..., description="The message content")
 
 
 class ChatCompletionRequest(BaseModel):
-    messages: List[ChatCompletionMessage] = Field(..., min_length=1, description="List of messages in the conversation")
-    model: Optional[str] = Field(None, description="Model to use (ignored, uses server-configured model)")
+    messages: List[ChatCompletionMessage] = Field(
+        ..., min_length=1, description="List of messages in the conversation"
+    )
+    model: Optional[str] = Field(
+        None, description="Model to use (ignored, uses server-configured model)"
+    )
     stream: Optional[bool] = Field(True, description="Whether to stream the response")
-    temperature: Optional[float] = Field(None, description="Sampling temperature (ignored, uses server config)")
-    session_id: Optional[str] = Field(None, description="Chronicle session ID (creates new if not provided)")
-    include_obsidian_memory: Optional[bool] = Field(False, description="Whether to include Obsidian vault context")
+    temperature: Optional[float] = Field(
+        None, description="Sampling temperature (ignored, uses server config)"
+    )
+    session_id: Optional[str] = Field(
+        None, description="Chronicle session ID (creates new if not provided)"
+    )
+    memory_limit: Optional[int] = Field(
+        None,
+        ge=0,
+        le=100,
+        description="Maximum number of memories the search_memories tool may return (default: 5)",
+    )
 
 
 class ChatCompletionChunkDelta(BaseModel):
@@ -104,7 +120,9 @@ class ChatSessionCreateRequest(BaseModel):
 
 
 class ChatSessionUpdateRequest(BaseModel):
-    title: str = Field(..., min_length=1, max_length=200, description="New session title")
+    title: str = Field(
+        ..., min_length=1, max_length=200, description="New session title"
+    )
 
 
 class ChatStatisticsResponse(BaseModel):
@@ -115,99 +133,97 @@ class ChatStatisticsResponse(BaseModel):
 
 @router.post("/sessions", response_model=ChatSessionResponse)
 async def create_chat_session(
-    request: ChatSessionCreateRequest,
-    current_user: User = Depends(current_active_user)
+    request: ChatSessionCreateRequest, current_user: User = Depends(current_active_user)
 ):
     """Create a new chat session."""
     try:
         chat_service = get_chat_service()
         session = await chat_service.create_session(
-            user_id=str(current_user.id),
-            title=request.title
+            user_id=str(current_user.id), title=request.title
         )
-        
+
         return ChatSessionResponse(
             session_id=session.session_id,
             title=session.title,
             created_at=session.created_at.isoformat(),
-            updated_at=session.updated_at.isoformat()
+            updated_at=session.updated_at.isoformat(),
         )
     except Exception as e:
         logger.error(f"Failed to create chat session for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to create chat session"
+            detail="Failed to create chat session",
         )
 
 
 @router.get("/sessions", response_model=List[ChatSessionResponse])
 async def get_chat_sessions(
-    limit: int = 50,
-    current_user: User = Depends(current_active_user)
+    limit: int = 50, current_user: User = Depends(current_active_user)
 ):
     """Get all chat sessions for the current user."""
     try:
         chat_service = get_chat_service()
         sessions = await chat_service.get_user_sessions(
-            user_id=str(current_user.id),
-            limit=min(limit, 100)  # Cap at 100
+            user_id=str(current_user.id), limit=min(limit, 100)  # Cap at 100
         )
-        
+
         # Get message counts for each session (this could be optimized with aggregation)
         session_responses = []
         for session in sessions:
             messages = await chat_service.get_session_messages(
                 session_id=session.session_id,
                 user_id=str(current_user.id),
-                limit=1  # We just need count, but MongoDB doesn't have efficient count
+                limit=1,  # We just need count, but MongoDB doesn't have efficient count
             )
-            
-            session_responses.append(ChatSessionResponse(
-                session_id=session.session_id,
-                title=session.title,
-                created_at=session.created_at.isoformat(),
-                updated_at=session.updated_at.isoformat(),
-                message_count=len(messages)  # This is approximate for efficiency
-            ))
-        
+
+            session_responses.append(
+                ChatSessionResponse(
+                    session_id=session.session_id,
+                    title=session.title,
+                    created_at=session.created_at.isoformat(),
+                    updated_at=session.updated_at.isoformat(),
+                    message_count=len(messages),  # This is approximate for efficiency
+                )
+            )
+
         return session_responses
     except Exception as e:
         logger.error(f"Failed to get chat sessions for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat sessions"
+            detail="Failed to retrieve chat sessions",
         )
 
 
 @router.get("/sessions/{session_id}", response_model=ChatSessionResponse)
 async def get_chat_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get a specific chat session."""
     try:
         chat_service = get_chat_service()
         session = await chat_service.get_session(session_id, str(current_user.id))
-        
+
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         return ChatSessionResponse(
             session_id=session.session_id,
             title=session.title,
             created_at=session.created_at.isoformat(),
-            updated_at=session.updated_at.isoformat()
+            updated_at=session.updated_at.isoformat(),
         )
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to get chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to get chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat session"
+            detail="Failed to retrieve chat session",
         )
 
 
@@ -215,100 +231,100 @@ async def get_chat_session(
 async def update_chat_session(
     session_id: str,
     request: ChatSessionUpdateRequest,
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Update a chat session's title."""
     try:
         chat_service = get_chat_service()
-        
+
         # Verify session exists and belongs to user
         session = await chat_service.get_session(session_id, str(current_user.id))
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         # Update the title
         success = await chat_service.update_session_title(
             session_id, str(current_user.id), request.title
         )
-        
+
         if not success:
             raise HTTPException(
                 status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-                detail="Failed to update session title"
+                detail="Failed to update session title",
             )
-        
+
         # Return updated session
-        updated_session = await chat_service.get_session(session_id, str(current_user.id))
+        updated_session = await chat_service.get_session(
+            session_id, str(current_user.id)
+        )
         return ChatSessionResponse(
             session_id=updated_session.session_id,
             title=updated_session.title,
             created_at=updated_session.created_at.isoformat(),
-            updated_at=updated_session.updated_at.isoformat()
+            updated_at=updated_session.updated_at.isoformat(),
         )
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to update chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to update chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to update chat session"
+            detail="Failed to update chat session",
         )
 
 
 @router.delete("/sessions/{session_id}")
 async def delete_chat_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Delete a chat session and all its messages."""
     try:
         chat_service = get_chat_service()
         success = await chat_service.delete_session(session_id, str(current_user.id))
-        
+
         if not success:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         return {"message": "Chat session deleted successfully"}
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to delete chat session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to delete chat session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to delete chat session"
+            detail="Failed to delete chat session",
         )
 
 
 @router.get("/sessions/{session_id}/messages", response_model=List[ChatMessageResponse])
 async def get_session_messages(
-    session_id: str,
-    limit: int = 100,
-    current_user: User = Depends(current_active_user)
+    session_id: str, limit: int = 100, current_user: User = Depends(current_active_user)
 ):
     """Get all messages in a chat session."""
     try:
         chat_service = get_chat_service()
-        
+
         # Verify session exists and belongs to user
         session = await chat_service.get_session(session_id, str(current_user.id))
         if not session:
             raise HTTPException(
-                status_code=status.HTTP_404_NOT_FOUND,
-                detail="Chat session not found"
+                status_code=status.HTTP_404_NOT_FOUND, detail="Chat session not found"
             )
-        
+
         messages = await chat_service.get_session_messages(
             session_id=session_id,
             user_id=str(current_user.id),
-            limit=min(limit, 200)  # Cap at 200
+            limit=min(limit, 200),  # Cap at 200
         )
-        
+
         return [
             ChatMessageResponse(
                 message_id=msg.message_id,
@@ -316,24 +332,25 @@ async def get_session_messages(
                 role=msg.role,
                 content=msg.content,
                 timestamp=msg.timestamp.isoformat(),
-                memories_used=msg.memories_used
+                memories_used=msg.memories_used,
             )
             for msg in messages
         ]
     except HTTPException:
         raise
     except Exception as e:
-        logger.error(f"Failed to get messages for session {session_id}, user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to get messages for session {session_id}, user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve messages"
+            detail="Failed to retrieve messages",
         )
 
 
 @router.post("/completions")
 async def chat_completions(
-    request: ChatCompletionRequest,
-    current_user: User = Depends(current_active_user)
+    request: ChatCompletionRequest, current_user: User = Depends(current_active_user)
 ):
     """OpenAI-compatible chat completions endpoint with streaming support."""
     try:
@@ -349,7 +366,7 @@ async def chat_completions(
             if not session:
                 raise HTTPException(
                     status_code=status.HTTP_404_NOT_FOUND,
-                    detail="Chat session not found"
+                    detail="Chat session not found",
                 )
 
         # Extract the latest user message
@@ -357,7 +374,7 @@ async def chat_completions(
         if not user_messages:
             raise HTTPException(
                 status_code=status.HTTP_400_BAD_REQUEST,
-                detail="At least one user message is required"
+                detail="At least one user message is required",
             )
         message_content = user_messages[-1].content
 
@@ -368,9 +385,14 @@ async def chat_completions(
         if request.stream:
             return StreamingResponse(
                 _stream_openai_format(
-                    chat_service, session_id, str(current_user.id),
-                    message_content, request.include_obsidian_memory,
-                    completion_id, created, model_name,
+                    chat_service,
+                    session_id,
+                    str(current_user.id),
+                    message_content,
+                    completion_id,
+                    created,
+                    model_name,
+                    memory_limit=request.memory_limit,
                 ),
                 media_type="text/event-stream",
                 headers={
@@ -381,9 +403,14 @@ async def chat_completions(
             )
         else:
             return await _non_streaming_response(
-                chat_service, session_id, str(current_user.id),
-                message_content, request.include_obsidian_memory,
-                completion_id, created, model_name,
+                chat_service,
+                session_id,
+                str(current_user.id),
+                message_content,
+                completion_id,
+                created,
+                model_name,
+                memory_limit=request.memory_limit,
             )
 
     except HTTPException:
@@ -392,14 +419,19 @@ async def chat_completions(
         logger.error(f"Failed to process message for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to process message"
+            detail="Failed to process message",
         )
 
 
 async def _stream_openai_format(
-    chat_service, session_id: str, user_id: str,
-    message_content: str, include_obsidian_memory: bool,
-    completion_id: str, created: int, model_name: str,
+    chat_service,
+    session_id: str,
+    user_id: str,
+    message_content: str,
+    completion_id: str,
+    created: int,
+    model_name: str,
+    memory_limit: Optional[int] = None,
 ):
     """Map internal streaming events to OpenAI SSE chunk format."""
     previous_text = ""
@@ -408,17 +440,21 @@ async def _stream_openai_format(
             session_id=session_id,
             user_id=user_id,
             message_content=message_content,
-            include_obsidian_memory=include_obsidian_memory,
+            memory_limit=memory_limit,
         ):
             event_type = event.get("type")
 
             if event_type == "memory_context":
                 # First chunk: send role + chronicle metadata
                 chunk = ChatCompletionChunk(
-                    id=completion_id, created=created, model=model_name,
-                    choices=[ChatCompletionChunkChoice(
-                        delta=ChatCompletionChunkDelta(role="assistant"),
-                    )],
+                    id=completion_id,
+                    created=created,
+                    model=model_name,
+                    choices=[
+                        ChatCompletionChunkChoice(
+                            delta=ChatCompletionChunkDelta(role="assistant"),
+                        )
+                    ],
                     chronicle_metadata={
                         "session_id": session_id,
                         **event["data"],
@@ -429,24 +465,32 @@ async def _stream_openai_format(
             elif event_type == "token":
                 # Internal events carry accumulated text; compute delta
                 accumulated = event["data"]
-                delta_text = accumulated[len(previous_text):]
+                delta_text = accumulated[len(previous_text) :]
                 previous_text = accumulated
                 if delta_text:
                     chunk = ChatCompletionChunk(
-                        id=completion_id, created=created, model=model_name,
-                        choices=[ChatCompletionChunkChoice(
-                            delta=ChatCompletionChunkDelta(content=delta_text),
-                        )],
+                        id=completion_id,
+                        created=created,
+                        model=model_name,
+                        choices=[
+                            ChatCompletionChunkChoice(
+                                delta=ChatCompletionChunkDelta(content=delta_text),
+                            )
+                        ],
                     )
                     yield f"data: {chunk.model_dump_json()}\n\n"
 
             elif event_type == "complete":
                 chunk = ChatCompletionChunk(
-                    id=completion_id, created=created, model=model_name,
-                    choices=[ChatCompletionChunkChoice(
-                        delta=ChatCompletionChunkDelta(),
-                        finish_reason="stop",
-                    )],
+                    id=completion_id,
+                    created=created,
+                    model=model_name,
+                    choices=[
+                        ChatCompletionChunkChoice(
+                            delta=ChatCompletionChunkDelta(),
+                            finish_reason="stop",
+                        )
+                    ],
                     chronicle_metadata={
                         "session_id": session_id,
                         "message_id": event["data"].get("message_id"),
@@ -473,9 +517,14 @@ async def _stream_openai_format(
 
 
 async def _non_streaming_response(
-    chat_service, session_id: str, user_id: str,
-    message_content: str, include_obsidian_memory: bool,
-    completion_id: str, created: int, model_name: str,
+    chat_service,
+    session_id: str,
+    user_id: str,
+    message_content: str,
+    completion_id: str,
+    created: int,
+    model_name: str,
+    memory_limit: Optional[int] = None,
 ) -> ChatCompletionResponse:
     """Collect all events and return a single ChatCompletionResponse."""
     full_content = ""
@@ -485,7 +534,7 @@ async def _non_streaming_response(
         session_id=session_id,
         user_id=user_id,
         message_content=message_content,
-        include_obsidian_memory=include_obsidian_memory,
+        memory_limit=memory_limit,
     ):
         event_type = event.get("type")
 
@@ -506,9 +555,13 @@ async def _non_streaming_response(
         id=completion_id,
         created=created,
         model=model_name,
-        choices=[ChatCompletionChoice(
-            message=ChatCompletionMessage(role="assistant", content=full_content.strip()),
-        )],
+        choices=[
+            ChatCompletionChoice(
+                message=ChatCompletionMessage(
+                    role="assistant", content=full_content.strip()
+                ),
+            )
+        ],
         usage={"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0},
         session_id=session_id,
         chronicle_metadata=metadata,
@@ -516,62 +569,62 @@ async def _non_streaming_response(
 
 
 @router.get("/statistics", response_model=ChatStatisticsResponse)
-async def get_chat_statistics(
-    current_user: User = Depends(current_active_user)
-):
+async def get_chat_statistics(current_user: User = Depends(current_active_user)):
     """Get chat statistics for the current user."""
     try:
         chat_service = get_chat_service()
         stats = await chat_service.get_chat_statistics(str(current_user.id))
-        
+
         return ChatStatisticsResponse(
             total_sessions=stats["total_sessions"],
             total_messages=stats["total_messages"],
-            last_chat=stats["last_chat"].isoformat() if stats["last_chat"] else None
+            last_chat=stats["last_chat"].isoformat() if stats["last_chat"] else None,
         )
     except Exception as e:
         logger.error(f"Failed to get chat statistics for user {current_user.id}: {e}")
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to retrieve chat statistics"
+            detail="Failed to retrieve chat statistics",
         )
 
 
 @router.post("/sessions/{session_id}/extract-memories")
 async def extract_memories_from_session(
-    session_id: str,
-    current_user: User = Depends(current_active_user)
+    session_id: str, current_user: User = Depends(current_active_user)
 ):
     """Extract memories from a chat session."""
     try:
         chat_service = get_chat_service()
-        
+
         # Extract memories from the session
-        success, memory_ids, memory_count = await chat_service.extract_memories_from_session(
-            session_id=session_id,
-            user_id=str(current_user.id)
+        success, memory_ids, memory_count = (
+            await chat_service.extract_memories_from_session(
+                session_id=session_id, user_id=str(current_user.id)
+            )
         )
-        
+
         if success:
             return {
                 "success": True,
                 "memory_ids": memory_ids,
                 "count": memory_count,
-                "message": f"Successfully extracted {memory_count} memories from chat session"
+                "message": f"Successfully extracted {memory_count} memories from chat session",
             }
         else:
             return {
                 "success": False,
                 "memory_ids": [],
                 "count": 0,
-                "message": "Failed to extract memories from chat session"
+                "message": "Failed to extract memories from chat session",
             }
-        
+
     except Exception as e:
-        logger.error(f"Failed to extract memories from session {session_id} for user {current_user.id}: {e}")
+        logger.error(
+            f"Failed to extract memories from session {session_id} for user {current_user.id}: {e}"
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
-            detail="Failed to extract memories from chat session"
+            detail="Failed to extract memories from chat session",
         )
 
 
@@ -583,15 +636,11 @@ async def chat_health_check():
         # Simple health check - verify service can be initialized
         if not chat_service._initialized:
             await chat_service.initialize()
-        
-        return {
-            "status": "healthy",
-            "service": "chat",
-            "timestamp": time.time()
-        }
+
+        return {"status": "healthy", "service": "chat", "timestamp": time.time()}
     except Exception as e:
         logger.error(f"Chat service health check failed: {e}")
         raise HTTPException(
             status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
-            detail="Chat service is not available"
-        )
\ No newline at end of file
+            detail="Chat service is not available",
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/client_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/client_routes.py
index 821ad52a..e0d047ee 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/client_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/client_routes.py
@@ -7,6 +7,7 @@
 import logging
 
 from fastapi import APIRouter, Depends
+from pydantic import BaseModel
 
 from advanced_omi_backend.auth import current_active_user
 from advanced_omi_backend.client_manager import (
@@ -21,6 +22,10 @@
 router = APIRouter(prefix="/clients", tags=["clients"])
 
 
+class RenameDeviceRequest(BaseModel):
+    name: str
+
+
 @router.get("/active")
 async def get_active_clients(
     current_user: User = Depends(current_active_user),
@@ -28,3 +33,34 @@ async def get_active_clients(
 ):
     """Get information about active clients. Users see only their own clients, admins see all."""
     return await client_controller.get_active_clients(current_user, client_manager)
+
+
+@router.get("")
+async def list_devices(
+    current_user: User = Depends(current_active_user),
+    client_manager: ClientManager = Depends(get_client_manager_dependency),
+):
+    """List remembered devices with live status. Admins see all users' devices."""
+    return await client_controller.list_devices(current_user, client_manager)
+
+
+@router.patch("/{client_id}")
+async def rename_device(
+    client_id: str,
+    body: RenameDeviceRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Set a device's friendly display name (does not change its stable client_id)."""
+    return await client_controller.rename_device(current_user, client_id, body.name)
+
+
+@router.delete("/{client_id}")
+async def forget_device(
+    client_id: str,
+    current_user: User = Depends(current_active_user),
+    client_manager: ClientManager = Depends(get_client_manager_dependency),
+):
+    """Forget a remembered device (also evicts it if currently connected)."""
+    return await client_controller.forget_device(
+        current_user, client_id, client_manager
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
index 7a89fd5f..08dfde10 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/conversation_routes.py
@@ -5,15 +5,34 @@
 """
 
 import logging
-from typing import Optional
+import time
+from typing import Literal, Optional
 
 from fastapi import APIRouter, Depends, HTTPException, Query, Response
 
-from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.auth import current_active_user, current_superuser
 from advanced_omi_backend.controllers import conversation_controller
+from advanced_omi_backend.controllers.drift_controller import (
+    find_drift_conversations,
+    get_cached_drift_report,
+)
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+)
 from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.waveform import WaveformData
 from advanced_omi_backend.users import User
-from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    audio_cache_duration_matches,
+    get_trimmed_opus_for_time_range,
+    reconstruct_audio_segment,
+)
+from advanced_omi_backend.workers.drift_jobs import (
+    cluster_embedding_backfill_job,
+    drift_scan_job,
+)
+from advanced_omi_backend.workers.waveform_jobs import generate_waveform_data
 
 logger = logging.getLogger(__name__)
 
@@ -26,43 +45,123 @@ async def close_current_conversation(
     current_user: User = Depends(current_active_user),
 ):
     """Close the current active conversation for a client. Works for both connected and disconnected clients."""
-    return await conversation_controller.close_current_conversation(client_id, current_user)
+    return await conversation_controller.close_current_conversation(
+        client_id, current_user
+    )
 
 
 @router.get("")
 async def get_conversations(
-    include_deleted: bool = Query(False, description="Include soft-deleted conversations"),
-    include_unprocessed: bool = Query(False, description="Include orphan audio sessions (always_persist with failed/pending transcription)"),
-    starred_only: bool = Query(False, description="Only return starred/favorited conversations"),
+    include_deleted: bool = Query(
+        False, description="Include soft-deleted conversations"
+    ),
+    include_unprocessed: bool = Query(
+        False,
+        description="Include orphan audio sessions (always_persist with failed/pending transcription)",
+    ),
+    starred_only: bool = Query(
+        False, description="Only return starred/favorited conversations"
+    ),
     limit: int = Query(200, ge=1, le=500, description="Max conversations to return"),
     offset: int = Query(0, ge=0, description="Number of conversations to skip"),
-    sort_by: str = Query("created_at", description="Sort field: created_at, title, audio_total_duration"),
+    sort_by: str = Query(
+        "created_at", description="Sort field: created_at, title, audio_total_duration"
+    ),
     sort_order: str = Query("desc", description="Sort direction: asc or desc"),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Get conversations. Admins see all conversations, users see only their own."""
     return await conversation_controller.get_conversations(
-        current_user, include_deleted, include_unprocessed, starred_only, limit, offset,
-        sort_by=sort_by, sort_order=sort_order,
+        current_user,
+        include_deleted,
+        include_unprocessed,
+        starred_only,
+        limit,
+        offset,
+        sort_by=sort_by,
+        sort_order=sort_order,
     )
 
 
-
 @router.get("/search")
 async def search_conversations(
-    q: str = Query(..., min_length=1, description="Text search query"),
+    q: str = Query("", description="Optional text search query"),
     limit: int = Query(50, ge=1, le=200, description="Max results to return"),
     offset: int = Query(0, ge=0, description="Number of results to skip"),
+    fields: list[Literal["title", "summary", "speakers"]] = Query(
+        default=["title", "summary", "speakers"],
+        description="Search categories: title, summary, and/or speakers",
+    ),
     current_user: User = Depends(current_active_user),
 ):
-    """Full-text search across conversation titles, summaries, and transcripts."""
-    return await conversation_controller.search_conversations(q, current_user, limit, offset)
+    """Search conversations and identified people by literal case-insensitive pattern."""
+    return await conversation_controller.search_conversations(
+        q.strip(), current_user, limit, offset, fields
+    )
+
+
+@router.get("/drift")
+async def identify_drift(current_user: User = Depends(current_superuser)):
+    """Identify drift conversations — whose speaker labels would change under the current gallery.
+
+    Re-identifies each conversation's stored per-cluster centroids against the live
+    voiceprints (no GPU). Use after cleaning enrollment to decide what to reprocess.
+    Declared before ``/{conversation_id}`` so the static path isn't captured as an id.
+    """
+    return await find_drift_conversations()
+
+
+@router.post("/drift/scan")
+async def scan_drift(
+    force: bool = Query(
+        False, description="Recompute even if the cached report is current"
+    ),
+    current_user: User = Depends(current_superuser),
+):
+    """Drift scan with input-fingerprint caching.
+
+    If nothing the report depends on has changed (gallery, active versions,
+    centroids, threshold), returns the cached report immediately. Otherwise queues
+    the scan as a job so the UI can show per-conversation progress; fetch the
+    report via the job-result endpoint when finished. Same computation as
+    ``GET /drift`` (kept for scripts).
+    """
+    if not force:
+        cached = await get_cached_drift_report()
+        if cached:
+            return {"status": "cached", "report": cached}
+    job = default_queue.enqueue(
+        drift_scan_job,
+        job_timeout=3600,
+        result_ttl=JOB_RESULT_TTL,
+        description="Scan conversations for speaker-label drift",
+    )
+    logger.info("Enqueued drift scan job %s for admin %s", job.id, current_user.user_id)
+    return {"job_id": job.id, "status": "queued"}
+
+
+@router.post("/drift/backfill-cluster-embeddings")
+async def backfill_drift_cluster_embeddings(
+    current_user: User = Depends(current_superuser),
+):
+    """Queue the GPU-backed embedding pass needed to analyze older conversations."""
+    job = default_queue.enqueue(
+        cluster_embedding_backfill_job,
+        job_timeout=7200,
+        result_ttl=JOB_RESULT_TTL,
+        description="Backfill speaker cluster embeddings for drift analysis",
+    )
+    logger.info(
+        "Enqueued cluster-embedding backfill job %s for admin %s",
+        job.id,
+        current_user.user_id,
+    )
+    return {"job_id": job.id, "status": "queued"}
 
 
 @router.get("/{conversation_id}")
 async def get_conversation_detail(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get a specific conversation with full transcript details."""
     return await conversation_controller.get_conversation(conversation_id, current_user)
@@ -94,24 +193,29 @@ async def reprocess_transcript(
     conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Reprocess transcript for a conversation. Users can only reprocess their own conversations."""
-    return await conversation_controller.reprocess_transcript(conversation_id, current_user)
+    return await conversation_controller.reprocess_transcript(
+        conversation_id, current_user
+    )
 
 
 @router.post("/{conversation_id}/reprocess-memory")
 async def reprocess_memory(
     conversation_id: str,
     current_user: User = Depends(current_active_user),
-    transcript_version_id: str = Query(default="active")
+    transcript_version_id: str = Query(default="active"),
 ):
     """Reprocess memory extraction for a specific transcript version. Users can only reprocess their own conversations."""
-    return await conversation_controller.reprocess_memory(conversation_id, transcript_version_id, current_user)
+    return await conversation_controller.reprocess_memory(
+        conversation_id, transcript_version_id, current_user
+    )
 
 
 @router.post("/{conversation_id}/reprocess-speakers")
 async def reprocess_speakers(
     conversation_id: str,
     current_user: User = Depends(current_active_user),
-    transcript_version_id: str = Query(default="active")
+    transcript_version_id: str = Query(default="active"),
+    diarization_source: Literal["provider", "pyannote"] | None = Query(default=None),
 ):
     """
     Re-run speaker identification/diarization on existing transcript.
@@ -122,14 +226,13 @@ async def reprocess_speakers(
     Args:
         conversation_id: Conversation to reprocess
         transcript_version_id: Which transcript version to use as source (default: "active")
+        diarization_source: Diarization engine for this run. Defaults to the configured engine.
 
     Returns:
         Job status with job_id and new version_id
     """
     return await conversation_controller.reprocess_speakers(
-        conversation_id,
-        transcript_version_id,
-        current_user
+        conversation_id, transcript_version_id, current_user, diarization_source
     )
 
 
@@ -137,34 +240,39 @@ async def reprocess_speakers(
 async def activate_transcript_version(
     conversation_id: str,
     version_id: str,
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Activate a specific transcript version. Users can only modify their own conversations."""
-    return await conversation_controller.activate_transcript_version(conversation_id, version_id, current_user)
-
-
-@router.post("/{conversation_id}/activate-memory/{version_id}")
-async def activate_memory_version(
-    conversation_id: str,
-    version_id: str,
-    current_user: User = Depends(current_active_user)
-):
-    """Activate a specific memory version. Users can only modify their own conversations."""
-    return await conversation_controller.activate_memory_version(conversation_id, version_id, current_user)
+    return await conversation_controller.activate_transcript_version(
+        conversation_id, version_id, current_user
+    )
 
 
 @router.get("/{conversation_id}/versions")
 async def get_conversation_version_history(
     conversation_id: str, current_user: User = Depends(current_active_user)
 ):
-    """Get version history for a conversation. Users can only access their own conversations."""
-    return await conversation_controller.get_conversation_version_history(conversation_id, current_user)
+    """Get transcript version history for a conversation. Users can only access their own conversations."""
+    return await conversation_controller.get_conversation_version_history(
+        conversation_id, current_user
+    )
+
+
+@router.get("/{conversation_id}/memory-audit")
+async def get_conversation_memory_audit(
+    conversation_id: str,
+    limit: int = 100,
+    current_user: User = Depends(current_active_user),
+):
+    """Get the memory vault change history (audit ledger) for a conversation."""
+    return await conversation_controller.get_conversation_memory_audit(
+        conversation_id, current_user, limit
+    )
 
 
 @router.get("/{conversation_id}/waveform")
 async def get_conversation_waveform(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """
     Get or generate waveform visualization data for a conversation.
@@ -183,12 +291,6 @@ async def get_conversation_waveform(
         - sample_rate: int - Samples per second (10)
         - duration_seconds: float - Total audio duration
     """
-    from fastapi import HTTPException
-
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.models.waveform import WaveformData
-    from advanced_omi_backend.workers.waveform_jobs import generate_waveform_data
-
     # Verify conversation exists and user has access
     conversation = await Conversation.find_one(
         Conversation.conversation_id == conversation_id
@@ -206,39 +308,57 @@ async def get_conversation_waveform(
         WaveformData.conversation_id == conversation_id
     )
 
-    # If waveform exists, return cached version
+    # Return the cache only if it still matches the conversation's current audio.
+    # A waveform is derived from the chunk set; if the chunks changed in place
+    # (e.g. the reconnect-duplicate dedup) the cached duration no longer matches
+    # audio_total_duration — drop the stale doc and regenerate from current chunks.
+    if waveform and not audio_cache_duration_matches(
+        waveform.duration_seconds, conversation.audio_total_duration or 0.0
+    ):
+        logger.info(
+            f"Stale waveform for {conversation_id[:12]} "
+            f"({waveform.duration_seconds:.0f}s cached vs "
+            f"{conversation.audio_total_duration or 0:.0f}s actual); regenerating"
+        )
+        await WaveformData.find(
+            WaveformData.conversation_id == conversation_id
+        ).delete()
+        waveform = None
+
+    # If a fresh waveform exists, return cached version
     if waveform:
-        logger.info(f"Returning cached waveform for conversation {conversation_id[:12]}")
+        logger.info(
+            f"Returning cached waveform for conversation {conversation_id[:12]}"
+        )
         return waveform.model_dump(exclude={"id", "revision_id"})
 
     # Generate waveform on-demand
-    logger.info(f"Generating waveform on-demand for conversation {conversation_id[:12]}")
+    logger.info(
+        f"Generating waveform on-demand for conversation {conversation_id[:12]}"
+    )
 
     waveform_dict = await generate_waveform_data(
-        conversation_id=conversation_id,
-        sample_rate=3
+        conversation_id=conversation_id, sample_rate=3
     )
 
     if not waveform_dict.get("success"):
         error_msg = waveform_dict.get("error", "Unknown error")
         logger.error(f"Waveform generation failed: {error_msg}")
         raise HTTPException(
-            status_code=500,
-            detail=f"Waveform generation failed: {error_msg}"
+            status_code=500, detail=f"Waveform generation failed: {error_msg}"
         )
 
     # Return generated waveform (already saved to database by generator)
     return {
         "samples": waveform_dict["samples"],
         "sample_rate": waveform_dict["sample_rate"],
-        "duration_seconds": waveform_dict["duration_seconds"]
+        "duration_seconds": waveform_dict["duration_seconds"],
     }
 
 
 @router.get("/{conversation_id}/metadata")
 async def get_conversation_metadata(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ) -> dict:
     """
     Get conversation metadata (duration, etc.) without loading audio.
@@ -270,7 +390,7 @@ async def get_conversation_metadata(
         "conversation_id": conversation_id,
         "duration": conversation.audio_total_duration or 0.0,
         "created_at": conversation.created_at,
-        "has_audio": (conversation.audio_total_duration or 0.0) > 0
+        "has_audio": (conversation.audio_total_duration or 0.0) > 0,
     }
 
 
@@ -278,25 +398,18 @@ async def get_conversation_metadata(
 async def get_audio_segment(
     conversation_id: str,
     start: float = Query(0.0, description="Start time in seconds"),
-    duration: Optional[float] = Query(None, description="Duration in seconds (omit for full audio)"),
-    current_user: User = Depends(current_active_user)
+    duration: Optional[float] = Query(
+        None, description="Duration in seconds (omit for full audio)"
+    ),
+    format: str = Query(default="opus", description="Audio format: opus or wav"),
+    current_user: User = Depends(current_active_user),
 ) -> Response:
     """
     Get audio segment from a conversation.
 
-    This endpoint enables the speaker service to fetch audio in time-bounded
-    segments without loading the entire file into memory. The speaker service
-    controls chunk size based on its own memory constraints.
-
-    Args:
-        conversation_id: Conversation identifier
-        start: Start time in seconds (default: 0.0)
-        duration: Duration in seconds (if None, returns all audio from start)
-
-    Returns:
-        WAV audio bytes (16kHz, mono) for the requested time range
+    With format=opus (default), serves a single ogg/opus stream trimmed to
+    the exact time range. With format=wav, decodes to exact time-clipped WAV.
     """
-    import time
     request_start = time.time()
 
     # Verify conversation exists and user has access
@@ -314,7 +427,9 @@ async def get_audio_segment(
     # Calculate end time
     total_duration = conversation.audio_total_duration or 0.0
     if total_duration == 0:
-        raise HTTPException(status_code=404, detail="No audio available for this conversation")
+        raise HTTPException(
+            status_code=404, detail="No audio available for this conversation"
+        )
 
     if duration is None:
         end = total_duration
@@ -323,25 +438,56 @@ async def get_audio_segment(
 
     # Validate time range
     if start < 0 or start >= total_duration:
-        raise HTTPException(status_code=400, detail=f"Invalid start time: {start}s (max: {total_duration}s)")
+        raise HTTPException(
+            status_code=400,
+            detail=f"Invalid start time: {start}s (max: {total_duration}s)",
+        )
+
+    if format == "opus":
+        try:
+            opus_data = await get_trimmed_opus_for_time_range(
+                conversation_id=conversation_id, start_time=start, end_time=end
+            )
+        except ValueError as e:
+            raise HTTPException(status_code=404, detail=str(e))
+
+        request_time = time.time() - request_start
+        logger.info(
+            f"Audio segment (opus) for {conversation_id[:12]}: "
+            f"{start:.1f}s - {end:.1f}s ({len(opus_data)} bytes, "
+            f"{request_time:.3f}s)"
+        )
 
-    # Get audio chunks for time range
+        return Response(
+            content=opus_data,
+            media_type="audio/ogg",
+            headers={
+                "Content-Disposition": f"inline; filename=segment_{start}_{end}.ogg",
+                "Content-Length": str(len(opus_data)),
+                "X-Audio-Start": str(start),
+                "X-Audio-End": str(end),
+                "X-Audio-Duration": str(end - start),
+            },
+        )
+
+    # format=wav: decode to WAV
     try:
         wav_bytes = await reconstruct_audio_segment(
-            conversation_id=conversation_id,
-            start_time=start,
-            end_time=end
+            conversation_id=conversation_id, start_time=start, end_time=end
         )
     except Exception as e:
-        logger.error(f"Failed to reconstruct audio segment for {conversation_id[:12]}: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to reconstruct audio: {str(e)}")
+        logger.error(
+            f"Failed to reconstruct audio segment for {conversation_id[:12]}: {e}"
+        )
+        raise HTTPException(
+            status_code=500, detail=f"Failed to reconstruct audio: {str(e)}"
+        )
 
     request_time = time.time() - request_start
     logger.info(
-        f"Audio segment endpoint completed for {conversation_id[:12]}: "
-        f"{start:.1f}s - {end:.1f}s ({end - start:.1f}s duration, "
-        f"{len(wav_bytes) / 1024 / 1024:.2f} MB, "
-        f"total request time: {request_time:.2f}s)"
+        f"Audio segment (wav) for {conversation_id[:12]}: "
+        f"{start:.1f}s - {end:.1f}s ({len(wav_bytes) / 1024 / 1024:.2f} MB, "
+        f"{request_time:.2f}s)"
     )
 
     return Response(
@@ -351,15 +497,14 @@ async def get_audio_segment(
             "Content-Disposition": f"attachment; filename=segment_{start}_{end}.wav",
             "X-Audio-Start": str(start),
             "X-Audio-End": str(end),
-            "X-Audio-Duration": str(end - start)
-        }
+            "X-Audio-Duration": str(end - start),
+        },
     )
 
 
 @router.post("/{conversation_id}/star")
 async def toggle_star(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Toggle the starred/favorite status of a conversation."""
     return await conversation_controller.toggle_star(conversation_id, current_user)
@@ -369,16 +514,19 @@ async def toggle_star(
 async def delete_conversation(
     conversation_id: str,
     permanent: bool = Query(False, description="Permanently delete (admin only)"),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Soft delete a conversation (or permanently delete if admin)."""
-    return await conversation_controller.delete_conversation(conversation_id, current_user, permanent)
+    return await conversation_controller.delete_conversation(
+        conversation_id, current_user, permanent
+    )
 
 
 @router.post("/{conversation_id}/restore")
 async def restore_conversation(
-    conversation_id: str,
-    current_user: User = Depends(current_active_user)
+    conversation_id: str, current_user: User = Depends(current_active_user)
 ):
     """Restore a soft-deleted conversation."""
-    return await conversation_controller.restore_conversation(conversation_id, current_user)
+    return await conversation_controller.restore_conversation(
+        conversation_id, current_user
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/data_audit_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/data_audit_routes.py
new file mode 100644
index 00000000..3acdfd2e
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/data_audit_routes.py
@@ -0,0 +1,910 @@
+"""
+Data-audit routes for Chronicle API.
+
+Endpoints backing the Data Audit dashboard: batch VAD audio analysis,
+filtered listing with speech metrics + speaker labels, audio archival (hard
+delete of audio bytes, metadata kept), silence-gap detection, and
+conversation split/merge.
+"""
+
+import logging
+from datetime import datetime
+from typing import Dict, List, Literal, Optional
+
+from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
+from fastapi.responses import JSONResponse, Response
+from pydantic import BaseModel, Field
+
+from advanced_omi_backend.auth import (
+    current_active_user,
+    current_active_user_optional,
+    current_superuser,
+    get_user_from_token_param,
+)
+from advanced_omi_backend.controllers import (
+    background_bucket_controller,
+    background_suppression_controller,
+    data_audit_controller,
+    guided_enrollment_controller,
+)
+from advanced_omi_backend.users import User
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/data-audit", tags=["data-audit"])
+
+
+class AnalyzeRequest(BaseModel):
+    conversation_ids: Optional[List[str]] = Field(
+        None, description="Subset to analyze; omit for all eligible conversations"
+    )
+    force: bool = Field(False, description="Re-analyze even if cached results exist")
+
+
+class ArchiveRequest(BaseModel):
+    conversation_ids: List[str] = Field(..., min_length=1)
+    reason: str = Field(
+        "manual_cleanup",
+        description="Archive reason: near_silent, bad_speaker, manual_cleanup, etc.",
+    )
+
+
+class SplitRequest(BaseModel):
+    split_points: List[float] = Field(
+        ...,
+        min_length=1,
+        max_length=50,
+        description="Split points in seconds from conversation start",
+    )
+
+
+class MergeRequest(BaseModel):
+    conversation_ids: List[str] = Field(
+        ..., min_length=2, description="Adjacent conversations to merge, any order"
+    )
+
+
+class ScreenRequest(BaseModel):
+    conversation_ids: List[str] = Field(..., min_length=1, max_length=200)
+    policy: Optional[str] = Field(
+        None,
+        description="Shareability policy describing what's too sensitive to send "
+        "to an annotator. Omit to use the configured default.",
+    )
+
+
+class ExportRequest(BaseModel):
+    conversation_ids: List[str] = Field(..., min_length=1, max_length=200)
+    mode: str = Field(
+        "clips",
+        pattern="^(clips|full)$",
+        description="clips = one WAV per VAD speech region (silence cropped); "
+        "full = one WAV per conversation, untouched",
+    )
+    pad_seconds: float = Field(
+        1.0,
+        ge=0.0,
+        le=10.0,
+        description="Padding added on both sides of each speech region",
+    )
+    speech_threshold: float = Field(
+        0.5, ge=0.0, le=1.0, description="VAD frame probability counted as speech"
+    )
+    merge_gap_seconds: float = Field(
+        3.0,
+        ge=0.0,
+        le=60.0,
+        description="Speech regions closer than this become one clip",
+    )
+    excluded_ranges: Dict[str, List[List[float]]] = Field(
+        default_factory=dict,
+        description="conversation_id → withheld [start, end] time ranges (seconds) "
+        "from the privacy screen; carved out of the exported audio + transcript",
+    )
+    sensitivity_policy: Optional[str] = Field(
+        None, description="Policy used for the screen (recorded in export metadata)"
+    )
+
+
+@router.post("/analyze")
+async def analyze(
+    body: AnalyzeRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Enqueue batch VAD analysis. Poll job status via /api/queue/jobs/{id}/status."""
+    return await data_audit_controller.enqueue_analysis(
+        current_user, body.conversation_ids, body.force
+    )
+
+
+@router.get("/conversations")
+async def list_conversations(
+    speech_threshold: float = Query(
+        0.5,
+        ge=0.0,
+        le=1.0,
+        description="VAD frame probability at/above which audio counts as speech",
+    ),
+    min_speech_fraction: float = Query(
+        0.0,
+        ge=0.0,
+        le=1.0,
+        description="Minimum speech fraction to include (0-1; 0 disables the filter)",
+    ),
+    max_speech_fraction: float = Query(
+        1.0,
+        ge=0.0,
+        le=1.0,
+        description="Maximum speech fraction to include (0-1; 1 disables the filter)",
+    ),
+    min_duration: float = Query(0.0, ge=0.0, description="Minimum duration in seconds"),
+    max_duration: float = Query(
+        0.0, ge=0.0, description="Maximum duration in seconds (0 disables the filter)"
+    ),
+    created_after: Optional[datetime] = Query(
+        None, description="Only conversations created at/after this time (ISO 8601)"
+    ),
+    created_before: Optional[datetime] = Query(
+        None, description="Only conversations created at/before this time (ISO 8601)"
+    ),
+    include_speakers: Optional[str] = Query(
+        None,
+        description="Comma-separated speakers a conversation must contain at least one of",
+    ),
+    exclude_speakers: Optional[str] = Query(
+        None, description="Comma-separated speakers a conversation must contain none of"
+    ),
+    dataset_id: Optional[str] = Query(
+        None,
+        max_length=200,
+        description="Only conversations imported from this annotation dataset",
+    ),
+    archived_only: bool = Query(
+        False,
+        description="List archived metadata stubs instead of active conversations",
+    ),
+    hide_failed: bool = Query(
+        False,
+        description="Exclude conversations the pipeline marked processing_status='failed'",
+    ),
+    hide_reviewed: bool = Query(
+        False,
+        description="Exclude conversations with nothing left to review (no unidentified speech segments)",
+    ),
+    limit: int = Query(100, ge=1, le=500),
+    offset: int = Query(0, ge=0),
+    current_user: User = Depends(current_active_user),
+):
+    """List conversations with VAD speech metrics + latest speaker labels, filtered."""
+
+    def _csv(v: Optional[str]) -> Optional[list]:
+        return [s.strip() for s in v.split(",") if s.strip()] if v else None
+
+    return await data_audit_controller.list_for_audit(
+        current_user,
+        speech_threshold=speech_threshold,
+        min_speech_fraction=min_speech_fraction,
+        max_speech_fraction=max_speech_fraction,
+        min_duration=min_duration,
+        max_duration=max_duration,
+        created_after=created_after,
+        created_before=created_before,
+        include_speakers=_csv(include_speakers),
+        exclude_speakers=_csv(exclude_speakers),
+        dataset_id=dataset_id,
+        archived_only=archived_only,
+        hide_failed=hide_failed,
+        hide_reviewed=hide_reviewed,
+        limit=limit,
+        offset=offset,
+    )
+
+
+@router.post("/archive")
+async def archive(
+    body: ArchiveRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Archive selected conversations: hard-delete audio bytes, keep metadata stub."""
+    return await data_audit_controller.archive_audio_many(
+        current_user, body.conversation_ids, body.reason
+    )
+
+
+@router.get("/conversations/{conversation_id}/silence-gaps")
+async def silence_gaps(
+    conversation_id: str,
+    speech_threshold: float = Query(
+        0.5,
+        ge=0.0,
+        le=1.0,
+        description="Chunk max VAD probability below which the chunk counts as silent",
+    ),
+    min_gap_seconds: float = Query(
+        900.0, gt=0.0, description="Minimum silence-gap length to report"
+    ),
+    current_user: User = Depends(current_active_user),
+):
+    """Detected long silence gaps (candidate split points) from cached chunk VAD scores."""
+    return await data_audit_controller.get_silence_gaps(
+        current_user,
+        conversation_id,
+        speech_threshold=speech_threshold,
+        min_gap_seconds=min_gap_seconds,
+    )
+
+
+@router.get("/conversations/{conversation_id}/speech-regions")
+async def speech_regions(
+    conversation_id: str,
+    speakers: Optional[str] = Query(
+        None,
+        description="Comma-separated speaker labels; regions are limited to "
+        "VAD speech overlapping those speakers' transcript segments",
+    ),
+    current_user: User = Depends(current_active_user),
+):
+    """Merged speech intervals (for speech-skip playback), derived from cached VAD scores."""
+    speaker_list = (
+        [s.strip() for s in speakers.split(",") if s.strip()] if speakers else None
+    )
+    return await data_audit_controller.get_speech_regions(
+        current_user, conversation_id, speakers=speaker_list
+    )
+
+
+@router.get("/conversations/{conversation_id}/segments")
+async def list_segments(
+    conversation_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Active-version transcript segments (with speaker-recognition confidence)
+    for the speaker-triage panel."""
+    return await data_audit_controller.get_segments(current_user, conversation_id)
+
+
+class IdentifySegmentRequest(BaseModel):
+    start: float = Field(..., ge=0.0, description="Segment start time in seconds")
+    end: float = Field(..., gt=0.0, description="Segment end time in seconds")
+
+
+@router.post("/conversations/{conversation_id}/segments/identify")
+async def identify_segment(
+    conversation_id: str,
+    body: IdentifySegmentRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Live speaker suggestion for one segment: returns the closest enrolled
+    speaker + cosine for the clip (even below the match threshold)."""
+    return await data_audit_controller.identify_segment_clip(
+        current_user, conversation_id, body.start, body.end
+    )
+
+
+@router.get("/speakers/confidence")
+async def speakers_confidence(current_user: User = Depends(current_active_user)):
+    """Per-speaker identification-confidence stats across the corpus: distribution
+    histogram, marginal-match fraction, per-speaker baselines (mean/median/
+    %marginal), threshold survival counts, and a data-driven recommended
+    similarity threshold. Computed from stored confidence — no re-embedding."""
+    return await data_audit_controller.speaker_confidence_overview(current_user)
+
+
+class GuidedSuggestRequest(BaseModel):
+    speaker_name: str = Field(..., description="Enrolled speaker to improve")
+    batch_size: int = Field(5, ge=3, le=5, description="Maximum clips per review batch")
+    max_scan: int = Field(
+        24, ge=4, le=48, description="Shortlist size scored per request"
+    )
+    include_deleted: bool = Field(
+        False,
+        description="Discovery only: also index speech from soft-deleted "
+        "conversations whose audio chunks are still present",
+    )
+    order: str = Field(
+        "informative",
+        pattern="^(informative|confidence)$",
+        description="Batch ranking: 'informative' (novelty + boundary "
+        "uncertainty) or 'confidence' (highest similarity first)",
+    )
+
+
+class GuidedDecisionClip(BaseModel):
+    conversation_id: str
+    start: float = Field(..., ge=0.0)
+    end: float = Field(..., gt=0.0)
+    original_start: float = Field(..., ge=0.0)
+    original_end: float = Field(..., gt=0.0)
+    decision: str = Field(
+        ..., pattern="^(accept|reject|skip|bad_clip|multiple_speakers|another_speaker)$"
+    )
+    actual_speaker: Optional[str] = None
+    scores: Optional[Dict] = Field(
+        None, description="Scores shown at review time, kept for provenance"
+    )
+
+
+class GuidedDecideRequest(BaseModel):
+    speaker_name: str
+    decisions: List[GuidedDecisionClip] = Field(..., min_length=1, max_length=16)
+
+
+@router.post("/enrollment/guided/suggest")
+async def guided_enrollment_suggest(
+    body: GuidedSuggestRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Next batch of highest-information candidate clips for one enrolled speaker:
+    corpus scan → embedding scores vs the speaker's gallery → ranked by novelty +
+    boundary uncertainty + duration, max 2 clips per conversation."""
+    return await guided_enrollment_controller.suggest_clips(
+        current_user, body.speaker_name, body.batch_size, body.max_scan, body.order
+    )
+
+
+@router.post("/enrollment/guided/decide")
+async def guided_enrollment_decide(
+    body: GuidedDecideRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Record review decisions; confirmed clips are appended to the selected
+    speaker's voiceprint, and reviewed clips are not re-suggested."""
+    return await guided_enrollment_controller.decide_clips(
+        current_user,
+        body.speaker_name,
+        [d.model_dump() for d in body.decisions],
+    )
+
+
+@router.post("/enrollment/guided/discover")
+async def guided_enrollment_discover(
+    body: GuidedSuggestRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Queue reusable corpus-speech indexing and selected-gallery matching."""
+    return await guided_enrollment_controller.enqueue_corpus_discovery(
+        current_user, body.speaker_name, body.include_deleted
+    )
+
+
+@router.post("/enrollment/guided/mine")
+async def guided_enrollment_mine(
+    speaker_name: str = Form(..., description="Enrolled speaker to mine for"),
+    files: List[UploadFile] = File(..., description="Unlabelled audio corpus"),
+    current_user: User = Depends(current_superuser),
+):
+    """Upload an unlabelled audio corpus and mine it for one speaker's voice.
+
+    Files are ingested as annotation-only conversations (no memory extraction)
+    and corpus discovery is chained behind their transcription jobs, so mined
+    clips surface in guided enrollment automatically."""
+    return await guided_enrollment_controller.mine_uploaded_files(
+        current_user, speaker_name, files
+    )
+
+
+class GuidedMineLocalRequest(BaseModel):
+    speaker_name: str = Field(..., description="Enrolled speaker to mine for")
+    paths: List[str] = Field(
+        ...,
+        min_length=1,
+        max_length=1000,
+        description="Absolute paths under the backend data directory (/app/data)",
+    )
+
+
+@router.post("/enrollment/guided/mine-local")
+async def guided_enrollment_mine_local(
+    body: GuidedMineLocalRequest,
+    current_user: User = Depends(current_superuser),
+):
+    """Queue server-side corpus mining over files already on the data volume
+    (e.g. backup WAVs of purged conversations). Admin only."""
+    return await guided_enrollment_controller.enqueue_local_mining(
+        current_user, body.speaker_name, body.paths
+    )
+
+
+@router.get("/enrollment/guided/discover")
+async def guided_enrollment_discovery_state(
+    speaker_name: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Return the persisted corpus-discovery job so refreshed pages can reattach."""
+    return await guided_enrollment_controller.corpus_discovery_state(
+        current_user, speaker_name
+    )
+
+
+@router.get("/enrollment/guided/history")
+async def guided_enrollment_history(
+    speaker_name: str,
+    limit: int = 50,
+    current_user: User = Depends(current_active_user),
+):
+    """Dated before/after gallery-health snapshots for enrollment sessions."""
+    return await guided_enrollment_controller.enrollment_history(
+        current_user, speaker_name, limit
+    )
+
+
+@router.get("/enrollment/guided/gallery")
+async def guided_enrollment_gallery(
+    speaker_name: str,
+    current_user: User = Depends(current_active_user),
+):
+    """A speaker's enrolled clips with per-clip contamination flags
+    (self-similarity, closest other speaker, mislabel/junk/weak)."""
+    return await guided_enrollment_controller.gallery_clips(current_user, speaker_name)
+
+
+class GalleryClipDeleteRequest(BaseModel):
+    speaker_name: str = Field(..., description="Speaker the clip must belong to")
+    hard: bool = Field(
+        False, description="Permanently delete the audio instead of quarantining"
+    )
+
+
+@router.post("/enrollment/guided/gallery/segments/{segment_id}/delete")
+async def guided_enrollment_gallery_delete(
+    segment_id: int,
+    body: GalleryClipDeleteRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Remove one enrolled clip from the speaker's voiceprint; the speaker
+    service recomputes the centroid. Quarantined (recoverable) by default."""
+    return await guided_enrollment_controller.delete_gallery_clip(
+        current_user, body.speaker_name, segment_id, body.hard
+    )
+
+
+@router.get("/enrollment/guided/gallery/segments/{segment_id}/audio")
+async def guided_enrollment_gallery_audio(
+    segment_id: int,
+    token: Optional[str] = Query(
+        default=None, description="JWT token for audio element access"
+    ),
+    current_user: Optional[User] = Depends(current_active_user_optional),
+):
+    """Stream one enrolled clip for playback in the gallery panel."""
+    if not current_user and token:
+        current_user = await get_user_from_token_param(token)
+    if not current_user:
+        raise HTTPException(status_code=401, detail="Authentication required")
+    from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+
+    audio = await SpeakerRecognitionClient().get_enrollment_segment_audio(segment_id)
+    if audio is None:
+        raise HTTPException(status_code=404, detail="Clip audio not available")
+    return Response(content=audio, media_type="audio/wav")
+
+
+class GuidedResetRequest(BaseModel):
+    speaker_name: str = Field(..., description="Speaker profile to clean")
+    purge_gallery: bool = Field(
+        False,
+        description="Also delete the speaker's voiceprint and enrollment audio "
+        "from the speaker service",
+    )
+
+
+@router.post("/enrollment/guided/reset")
+async def guided_enrollment_reset(
+    body: GuidedResetRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Forget all guided-enrollment state recorded under a speaker name
+    (review decisions, session history, corpus-discovery matches) so clips
+    become suggestible again after a delete/re-enroll. Optionally also purges
+    the voiceprint gallery on the speaker service."""
+    return await guided_enrollment_controller.reset_speaker_state(
+        current_user, body.speaker_name, body.purge_gallery
+    )
+
+
+@router.post("/enrollment/benchmark")
+async def run_enrollment_benchmark(
+    current_user: User = Depends(current_active_user),
+):
+    """Queue five-fold conversation-grouped evaluation over human-labeled clips."""
+    return await guided_enrollment_controller.enqueue_benchmark(current_user)
+
+
+@router.get("/enrollment/benchmark/latest")
+async def latest_enrollment_benchmark(
+    current_user: User = Depends(current_active_user),
+):
+    return await guided_enrollment_controller.latest_benchmark(current_user)
+
+
+@router.get("/enrollment/baseline")
+async def enrollment_baseline(
+    current_user: User = Depends(current_active_user),
+):
+    """Reconstruct all speaker galleries immediately before guided review began."""
+    return await guided_enrollment_controller.reconstructed_baseline(current_user)
+
+
+@router.get("/triage/pending")
+async def triage_pending(current_user: User = Depends(current_active_user)):
+    """Count of unapplied speaker-triage decisions and conversations they span."""
+    return await data_audit_controller.get_triage_pending(current_user)
+
+
+@router.post("/triage/apply")
+async def apply_triage(current_user: User = Depends(current_active_user)):
+    """Bulk-apply all pending speaker-triage decisions across every conversation:
+    new transcript versions with corrected labels, voiceprint enrollment, and
+    chained memory reprocessing (noise decisions skip enrollment)."""
+    return await data_audit_controller.apply_triage(current_user)
+
+
+class BackgroundAddRequest(BaseModel):
+    conversation_id: str
+    start: float
+    end: float
+    bucket_type: Literal["noise", "background_speech"]
+    source: str = "manual"
+
+
+class BackgroundClusterDecisionRequest(BaseModel):
+    cluster_id: str
+    member_keys: List[str] = Field(..., min_length=1)
+    review_sample_keys: List[str] = Field(default_factory=list, max_length=5)
+    decision: Literal[
+        "noise", "background_speech", "not_background", "mixed", "dismissed"
+    ]
+    sample_decisions: dict[
+        str, Literal["noise", "background_speech", "not_background"]
+    ] = Field(default_factory=dict)
+
+
+class BackgroundCleanupApplyRequest(BaseModel):
+    report_id: str
+
+
+@router.post("/background/seed")
+async def background_seed(current_user: User = Depends(current_active_user)):
+    """Rebuild both background buckets from accepted Noise and Background Speech
+    annotations. Idempotent; safe to run repeatedly as new ones are labeled."""
+    return await background_bucket_controller.seed_from_annotations(current_user)
+
+
+@router.post("/background/add")
+async def background_add(
+    body: BackgroundAddRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Add one confirmed background clip to the bucket (the accumulation loop)."""
+    doc = await background_bucket_controller.add_background_clip(
+        body.conversation_id,
+        body.start,
+        body.end,
+        bucket_type=body.bucket_type,
+        source=body.source,
+        user=current_user,
+    )
+    if doc is None:
+        return JSONResponse(status_code=422, content={"error": "Could not embed clip"})
+    return {
+        "added": True,
+        "conversation_id": body.conversation_id,
+        "start": doc["segment_start"],
+    }
+
+
+@router.get("/background/suggest")
+async def background_suggest(
+    conversation_id: str = Query(...),
+    limit: int = Query(10, ge=1, le=50),
+    current_user: User = Depends(current_active_user),
+):
+    """Rank a conversation's unknown segments as 'potentially background' by
+    max-similarity to the background bucket plus low SNR (channel condition)."""
+    return await background_bucket_controller.suggest_background_candidates(
+        current_user, conversation_id, limit
+    )
+
+
+@router.get("/background/scan")
+async def background_scan(
+    limit: int = Query(40, ge=1, le=200),
+    max_conversations: int = Query(8, ge=1, le=50),
+    current_user: User = Depends(current_active_user),
+):
+    """Corpus-wide 'potentially background' feed: scans recent unknown-heavy
+    conversations and returns one merged ranked list of candidate clips."""
+    return await background_bucket_controller.scan_background_candidates(
+        current_user, limit, max_conversations
+    )
+
+
+@router.post("/background/index")
+async def background_index(current_user: User = Depends(current_active_user)):
+    """Sample and embed the user's complete corpus as a visible background job."""
+    return await background_bucket_controller.enqueue_background_index(current_user)
+
+
+@router.get("/background/index")
+async def background_index_status(current_user: User = Depends(current_active_user)):
+    """Current full-corpus background index state, including a resumable job id."""
+    return await background_bucket_controller.background_index_state(current_user)
+
+
+@router.get("/background/clusters")
+async def background_clusters(
+    limit: int = Query(6, ge=1, le=20),
+    samples_per_cluster: int = Query(5, ge=3, le=5),
+    lane: Optional[Literal["harvest", "novel", "similar"]] = Query(None),
+    surface: Literal["less", "default", "more"] = Query("default"),
+    current_user: User = Depends(current_active_user),
+):
+    """Large within-conversation clusters represented by 3–5 central clips.
+
+    ``surface`` widens/narrows the review dial (lane thresholds + minimum
+    cluster size); production suppression thresholds are unaffected.
+    """
+    return await background_bucket_controller.get_background_clusters(
+        current_user, limit, samples_per_cluster, lane, surface
+    )
+
+
+@router.post("/background/clusters/decide")
+async def background_cluster_decide(
+    body: BackgroundClusterDecisionRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Classify, individually label, or dismiss a review cluster."""
+    return await background_bucket_controller.decide_background_cluster(
+        current_user, body.model_dump(), body.decision
+    )
+
+
+@router.get("/background/clusters/latest-decision")
+async def background_cluster_latest_decision(
+    current_user: User = Depends(current_active_user),
+):
+    """Latest reversible background review decision for this user."""
+    return await background_bucket_controller.latest_background_decision(current_user)
+
+
+@router.get("/background/clusters/decisions")
+async def background_cluster_decisions(
+    limit: int = Query(50, ge=1, le=200),
+    current_user: User = Depends(current_active_user),
+):
+    """Stored background annotation history, newest first."""
+    return await background_bucket_controller.list_background_decisions(
+        current_user, limit
+    )
+
+
+@router.delete("/background/clusters/decisions/{review_id}")
+async def background_cluster_undo_decision(
+    review_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Undo a review, remove its references, and restore its clips to the queue."""
+    return await background_bucket_controller.undo_background_decision(
+        current_user, review_id
+    )
+
+
+@router.get("/background/cleanup/report")
+async def background_cleanup_report(
+    current_user: User = Depends(current_active_user),
+):
+    """Preview high-confidence and ambiguous changes from reviewed references."""
+    return await background_bucket_controller.background_cleanup_report(current_user)
+
+
+@router.get("/background/accuracy/report")
+async def background_accuracy_report(
+    current_user: User = Depends(current_active_user),
+):
+    """Baseline versus adapted foreground/background F1 over reviewed clusters."""
+    return await background_bucket_controller.background_accuracy_report(current_user)
+
+
+class SuppressionDecisionRequest(BaseModel):
+    conversation_id: str
+    cluster_signature: str
+    decision: Literal["restore", "confirm"]
+
+
+@router.get("/background/suppressions/{conversation_id}")
+async def background_suppressions(
+    conversation_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Suppression ledger for one conversation, grouped by cluster."""
+    return await background_suppression_controller.get_conversation_suppressions(
+        current_user, conversation_id
+    )
+
+
+@router.post("/background/suppressions/decide")
+async def background_suppressions_decide(
+    body: SuppressionDecisionRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Restore ('important speech') or confirm ('yes, background') a cluster."""
+    return await background_suppression_controller.decide_suppression_cluster(
+        current_user, body.conversation_id, body.cluster_signature, body.decision
+    )
+
+
+class EditDecisionRequest(BaseModel):
+    decision: Literal["noise", "background_speech", "not_background", "dismissed"]
+
+
+@router.post("/background/clusters/decisions/{review_id}/edit")
+async def background_cluster_edit_decision(
+    review_id: str,
+    body: EditDecisionRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Change a past review's verdict in place (annotation-history edit)."""
+    return await background_bucket_controller.edit_background_decision(
+        current_user, review_id, body.decision
+    )
+
+
+@router.post("/background/suppressions/backfill")
+async def background_suppressions_backfill(
+    current_user: User = Depends(current_active_user),
+):
+    """Score all corpus-indexed conversations into the ledger (shadow mode)."""
+    from advanced_omi_backend.workers.background_suppression_jobs import (
+        backfill_all_suppressions,
+    )
+
+    return await backfill_all_suppressions(str(current_user.user_id))
+
+
+@router.post("/background/cleanup/apply")
+async def background_cleanup_apply(
+    body: BackgroundCleanupApplyRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Create new transcript versions for high-confidence report changes only."""
+    return await background_bucket_controller.enqueue_background_cleanup(
+        current_user, body.report_id
+    )
+
+
+@router.post("/conversations/{conversation_id}/split")
+async def split(
+    conversation_id: str,
+    body: SplitRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Split a conversation into children at the given time points.
+
+    Audio chunks are reassigned (no re-encode), the transcript is sliced by
+    time range, the parent is soft-deleted with lineage metadata, and memory +
+    title jobs are enqueued for each child with a transcript.
+    """
+    return await data_audit_controller.split_conversation(
+        current_user, conversation_id, body.split_points
+    )
+
+
+@router.get("/sensitivity-policy")
+async def sensitivity_policy(current_user: User = Depends(current_active_user)):
+    """The configured default shareability policy (prefill for the screen UI)."""
+    return await data_audit_controller.get_default_sensitivity_policy()
+
+
+@router.post("/export/screen")
+async def screen_export(
+    body: ScreenRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Enqueue a privacy screen over the selected conversations.
+
+    Applies the shareability policy to each transcript and flags segments too
+    personal to share with an annotator. Poll job status via
+    /api/queue/jobs/{id}/status; the result lists flagged segments (with time
+    ranges) to review, then pass the confirmed ranges to /export as
+    ``excluded_ranges``.
+    """
+    return await data_audit_controller.start_screening(
+        current_user, body.conversation_ids, body.policy
+    )
+
+
+@router.post("/export")
+async def start_export(
+    body: ExportRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Enqueue an annotation-dataset export: WAV audio + transcript manifest,
+    zipped for download. Mode ``clips`` cuts one padded WAV per VAD speech
+    region (silence cropped); mode ``full`` exports each conversation as a
+    single untouched WAV. ``excluded_ranges`` from the privacy screen are
+    carved out of the exported audio + transcript.
+
+    Poll job status via /api/queue/jobs/{id}/status, then download from
+    /api/data-audit/exports/{export_id}/download.
+    """
+    return await data_audit_controller.start_export(
+        current_user,
+        body.conversation_ids,
+        mode=body.mode,
+        pad_seconds=body.pad_seconds,
+        speech_threshold=body.speech_threshold,
+        merge_gap_seconds=body.merge_gap_seconds,
+        excluded_ranges=body.excluded_ranges,
+        sensitivity_policy=body.sensitivity_policy,
+    )
+
+
+@router.post("/import")
+async def import_dataset(
+    dataset: UploadFile = File(..., description="Chronicle annotation dataset ZIP"),
+    current_user: User = Depends(current_active_user),
+):
+    """Import WAV clips and existing transcripts from an annotation dataset ZIP.
+
+    Imported clips are immediately available in the transcript editor and are
+    permanently excluded from memory processing.
+    """
+    filename = dataset.filename or ""
+    if not filename.lower().endswith(".zip"):
+        return JSONResponse(
+            status_code=422,
+            content={"error": "Annotation dataset must be a .zip file"},
+        )
+    return await data_audit_controller.import_annotation_dataset(
+        current_user, await dataset.read()
+    )
+
+
+@router.get("/exports")
+async def list_exports(current_user: User = Depends(current_active_user)):
+    """List completed annotation exports with their summaries."""
+    return await data_audit_controller.list_exports(current_user)
+
+
+@router.get("/exports/{export_id}/download")
+async def download_export(
+    export_id: str,
+    token: Optional[str] = Query(
+        default=None, description="JWT token for direct browser download links"
+    ),
+    current_user: Optional[User] = Depends(current_active_user_optional),
+):
+    """Download an export's dataset.zip (header auth or ?token= for <a href>)."""
+    if not current_user and token:
+        current_user = await get_user_from_token_param(token)
+    if not current_user:
+        return JSONResponse(
+            status_code=401, content={"error": "Authentication required"}
+        )
+    return await data_audit_controller.download_export(current_user, export_id)
+
+
+@router.delete("/exports/{export_id}")
+async def delete_export(
+    export_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Delete an export (zip + metadata) from disk."""
+    return await data_audit_controller.delete_export(current_user, export_id)
+
+
+@router.post("/merge")
+async def merge(
+    body: MergeRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Merge adjacent conversations (same client, consecutive in time) into a new one.
+
+    Audio chunks are reassigned with time offsets, transcripts are concatenated
+    with a seam note where wall-clock gaps are elided, sources are soft-deleted
+    with lineage metadata, and memory + title jobs are enqueued.
+    """
+    return await data_audit_controller.merge_conversations(
+        current_user, body.conversation_ids
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/device_input_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/device_input_routes.py
new file mode 100644
index 00000000..f38d5a83
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/device_input_routes.py
@@ -0,0 +1,847 @@
+"""Pairing, ingestion, bounded source jobs, and timeline APIs for capture devices."""
+
+import hashlib
+import hmac
+import os
+import secrets
+from datetime import datetime, timedelta, timezone
+from typing import Any, Literal, Optional
+
+import httpx
+from fastapi import (
+    APIRouter,
+    Depends,
+    File,
+    Form,
+    Header,
+    HTTPException,
+    Response,
+    UploadFile,
+)
+from pydantic import BaseModel, Field
+from pymongo.errors import DuplicateKeyError
+
+from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import (
+    CaptureSource,
+    DeviceInputItem,
+    DeviceInputJob,
+    PairingCode,
+    utcnow,
+)
+from advanced_omi_backend.models.user import User
+from advanced_omi_backend.services.device_context import (
+    request_conversation_context_jobs,
+)
+from advanced_omi_backend.services.memory.vault_manager import ConvDocVaultManager
+
+router = APIRouter(prefix="/device-input", tags=["device-input"])
+_PAIRING_TTL = timedelta(minutes=10)
+# Device input is staged in a MongoDB document before it is assembled into a
+# Chronicle conversation. Stay below MongoDB's 16 MiB BSON document limit.
+_MAX_AUDIO_BYTES = 12 * 1024 * 1024
+_ALLOWED_AUDIO_TYPES = {
+    "audio/wav",
+    "audio/x-wav",
+    "audio/mpeg",
+    "audio/mp4",
+    "video/mp4",  # ScreenPipe audio-only chunks use an MP4 container.
+    "audio/ogg",
+}
+_MAX_IMAGE_BYTES = 25 * 1024 * 1024
+
+
+def _digest(value: str) -> str:
+    return hashlib.sha256(value.encode("utf-8")).hexdigest()
+
+
+def _user_id(user: User) -> str:
+    return str(user.user_id)
+
+
+def _as_utc(value: datetime) -> datetime:
+    if value.tzinfo is None:
+        return value.replace(tzinfo=timezone.utc)
+    return value.astimezone(timezone.utc)
+
+
+async def _device_source(authorization: str = Header(default="")) -> CaptureSource:
+    token = authorization.removeprefix("Bearer ").strip()
+    if not token:
+        raise HTTPException(status_code=401, detail="Missing device token")
+    source = await CaptureSource.find_one(CaptureSource.token_hash == _digest(token))
+    if source is None:
+        raise HTTPException(status_code=401, detail="Invalid device token")
+    return source
+
+
+class PairRequest(BaseModel):
+    code: str
+    name: str = Field(min_length=1, max_length=100)
+    platform: str = Field(min_length=1, max_length=50)
+    provider: Literal["screenpipe", "immich"] = "screenpipe"
+    capabilities: list[str] = Field(default_factory=list)
+
+
+class HeartbeatRequest(BaseModel):
+    status: Literal["online", "offline", "error"] = "online"
+    health: dict[str, Any] = Field(default_factory=dict)
+
+
+class ActivityItem(BaseModel):
+    source_item_id: str
+    captured_at: datetime
+    ended_at: Optional[datetime] = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+
+
+class ActivityBatch(BaseModel):
+    items: list[ActivityItem] = Field(max_length=1000)
+
+
+class ObservationSample(BaseModel):
+    captured_at: datetime
+    elapsed_seconds: float = Field(ge=0)
+    capture_trigger: str = Field(default="", max_length=100)
+    text: str = Field(default="", max_length=2000)
+    content_fingerprint: str = Field(pattern=r"^[0-9a-f]{64}$")
+    previous_fingerprint: Optional[str] = Field(default=None, pattern=r"^[0-9a-f]{64}$")
+    frame_id: int
+    liveness: bool = False
+    inactive: bool = False
+
+
+class ObservationEvent(BaseModel):
+    event: Literal["open", "sample", "close"]
+    source_item_id: str = Field(min_length=1, max_length=200)
+    captured_at: datetime
+    ended_at: Optional[datetime] = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+    frame_candidates: list[dict[str, Any]] = Field(default_factory=list, max_length=3)
+    sample: Optional[ObservationSample] = None
+
+
+class ObservationBatch(BaseModel):
+    events: list[ObservationEvent] = Field(min_length=1, max_length=1000)
+
+
+class JobRequest(BaseModel):
+    source_id: str
+    kind: Literal["screen_context", "thumbnail", "source_media"] = "screen_context"
+    start_at: Optional[datetime] = None
+    end_at: Optional[datetime] = None
+    purpose: str
+    payload: dict[str, Any] = Field(default_factory=dict)
+
+
+class JobCompletion(BaseModel):
+    success: bool = True
+    items: list[ActivityItem] = Field(default_factory=list)
+    error: Optional[str] = None
+
+
+@router.post("/pairing-codes")
+async def create_pairing_code(user: User = Depends(current_active_user)):
+    raw = secrets.token_urlsafe(9)
+    expires_at = utcnow() + _PAIRING_TTL
+    await PairingCode(
+        user_id=_user_id(user), code_hash=_digest(raw), expires_at=expires_at
+    ).insert()
+    return {"code": raw, "expires_at": expires_at}
+
+
+@router.post("/pair")
+async def pair_source(body: PairRequest):
+    code = await PairingCode.find_one(PairingCode.code_hash == _digest(body.code))
+    if code is None or _as_utc(code.expires_at) <= utcnow():
+        raise HTTPException(status_code=400, detail="Invalid or expired pairing code")
+    if body.provider not in {"screenpipe", "immich"}:
+        raise HTTPException(status_code=422, detail="Unsupported provider")
+    raw_token = secrets.token_urlsafe(32)
+    source_id = f"{body.provider}-{secrets.token_hex(8)}"
+    source = CaptureSource(
+        user_id=code.user_id,
+        source_id=source_id,
+        name=body.name,
+        provider=body.provider,
+        platform=body.platform,
+        capabilities=body.capabilities,
+        token_hash=_digest(raw_token),
+        status="online",
+        last_seen_at=utcnow(),
+    )
+    await source.insert()
+    await code.delete()
+    return {"source_id": source_id, "token": raw_token}
+
+
+@router.post("/heartbeat")
+async def heartbeat(
+    body: HeartbeatRequest, source: CaptureSource = Depends(_device_source)
+):
+    source.status = (
+        body.status if body.status in {"online", "offline", "error"} else "error"
+    )
+    source.health = body.health
+    source.last_seen_at = utcnow()
+    await source.save()
+    return {"ok": True, "source_id": source.source_id}
+
+
+@router.post("/activity")
+async def ingest_activity(
+    body: ActivityBatch, source: CaptureSource = Depends(_device_source)
+):
+    accepted, duplicates = 0, 0
+    for incoming in body.items:
+        item = DeviceInputItem(
+            user_id=source.user_id,
+            source_id=source.source_id,
+            kind="activity",
+            source_item_id=incoming.source_item_id,
+            captured_at=incoming.captured_at,
+            ended_at=incoming.ended_at,
+            metadata=incoming.metadata,
+        )
+        try:
+            await item.insert()
+            accepted += 1
+            frame_id = incoming.metadata.get("representative_frame_id")
+            if (
+                frame_id is not None
+                and "screen_context" in source.capabilities
+                and any(
+                    incoming.metadata.get(key)
+                    for key in ("app_name", "window_name", "text")
+                )
+            ):
+                await DeviceInputJob(
+                    user_id=source.user_id,
+                    source_id=source.source_id,
+                    kind="thumbnail",
+                    start_at=incoming.captured_at,
+                    end_at=incoming.ended_at,
+                    purpose="timeline_thumbnail",
+                    payload={"item_id": str(item.id), "frame_id": frame_id, "width": 960},
+                ).insert()
+        except DuplicateKeyError:
+            duplicates += 1
+            existing = await DeviceInputItem.find_one(
+                DeviceInputItem.user_id == source.user_id,
+                DeviceInputItem.source_id == source.source_id,
+                DeviceInputItem.kind == "activity",
+                DeviceInputItem.source_item_id == incoming.source_item_id,
+            )
+            if existing is not None:
+                existing.ended_at = incoming.ended_at
+                existing.metadata = incoming.metadata
+                await existing.save()
+    return {"accepted": accepted, "duplicates": duplicates}
+
+
+def _merge_frame_candidates(
+    existing: list[dict[str, Any]], incoming: list[dict[str, Any]]
+) -> list[dict[str, Any]]:
+    by_frame: dict[int, dict[str, Any]] = {}
+    for candidate in [*existing, *incoming]:
+        frame_id = candidate.get("frame_id")
+        if not isinstance(frame_id, int):
+            continue
+        current = by_frame.get(frame_id)
+        if current is None or float(candidate.get("score") or 0) > float(
+            current.get("score") or 0
+        ):
+            by_frame[frame_id] = candidate
+    return sorted(
+        by_frame.values(),
+        key=lambda candidate: (
+            -float(candidate.get("score") or 0),
+            int(candidate["frame_id"]),
+        ),
+    )[:3]
+
+
+def _append_observation_sample(
+    item: DeviceInputItem, sample: ObservationSample | None
+) -> bool:
+    if sample is None:
+        return False
+    incoming = sample.model_dump(mode="json")
+    identity = (incoming["content_fingerprint"], incoming["captured_at"])
+    if any(
+        (row.get("content_fingerprint"), row.get("captured_at")) == identity
+        for row in item.samples
+    ):
+        return False
+    item.samples.append(incoming)
+    item.samples.sort(key=lambda row: row["captured_at"])
+    return True
+
+
+def _observation_has_visual_context(item: DeviceInputItem) -> bool:
+    if item.metadata.get("inactive") or not item.frame_candidates:
+        return False
+    latest_text = item.samples[-1].get("text") if item.samples else ""
+    return bool(
+        latest_text
+        or item.metadata.get("app_name")
+        or item.metadata.get("window_name")
+        or item.metadata.get("browser_url")
+    )
+
+
+async def _ensure_observation_preview(
+    item: DeviceInputItem, source: CaptureSource
+) -> None:
+    if (
+        "screen_context" not in source.capabilities
+        or item.media_data
+        or not _observation_has_visual_context(item)
+    ):
+        return
+    existing = await DeviceInputJob.find_one(
+        DeviceInputJob.source_id == source.source_id,
+        DeviceInputJob.kind == "thumbnail",
+        {"payload.item_id": str(item.id)},
+        {"status": {"$in": ["pending", "claimed", "complete"]}},
+    )
+    if existing:
+        return
+    frame_id = item.frame_candidates[0]["frame_id"]
+    await DeviceInputJob(
+        user_id=item.user_id,
+        source_id=item.source_id,
+        kind="thumbnail",
+        start_at=item.captured_at,
+        end_at=item.ended_at,
+        purpose="observation_preview",
+        payload={
+            "item_id": str(item.id),
+            "frame_id": frame_id,
+            "width": 960,
+            "preview_index": 1,
+        },
+    ).insert()
+
+
+@router.post("/observations")
+async def ingest_observations(
+    body: ObservationBatch, source: CaptureSource = Depends(_device_source)
+):
+    accepted = 0
+    duplicate_samples = 0
+    touched: dict[str, DeviceInputItem] = {}
+    for incoming in body.events:
+        item = await DeviceInputItem.find_one(
+            DeviceInputItem.user_id == source.user_id,
+            DeviceInputItem.source_id == source.source_id,
+            DeviceInputItem.kind == "observation",
+            DeviceInputItem.source_item_id == incoming.source_item_id,
+        )
+        if item is None:
+            if incoming.event != "open":
+                raise HTTPException(
+                    status_code=409,
+                    detail=f"Observation {incoming.source_item_id} must be opened first",
+                )
+            item = DeviceInputItem(
+                user_id=source.user_id,
+                source_id=source.source_id,
+                kind="observation",
+                source_item_id=incoming.source_item_id,
+                captured_at=incoming.captured_at,
+                ended_at=incoming.ended_at,
+                metadata=incoming.metadata,
+                lifecycle="open",
+                curation="pending",
+                frame_candidates=incoming.frame_candidates,
+            )
+            _append_observation_sample(item, incoming.sample)
+            try:
+                await item.insert()
+                accepted += 1
+            except DuplicateKeyError:
+                item = await DeviceInputItem.find_one(
+                    DeviceInputItem.user_id == source.user_id,
+                    DeviceInputItem.source_id == source.source_id,
+                    DeviceInputItem.kind == "observation",
+                    DeviceInputItem.source_item_id == incoming.source_item_id,
+                )
+                if item is None:
+                    raise
+        else:
+            item.metadata = {**item.metadata, **incoming.metadata}
+            item.frame_candidates = _merge_frame_candidates(
+                item.frame_candidates, incoming.frame_candidates
+            )
+            if incoming.ended_at is not None:
+                item.ended_at = incoming.ended_at
+            if _append_observation_sample(item, incoming.sample):
+                item.curation = "pending"
+                accepted += 1
+            elif incoming.sample is not None:
+                duplicate_samples += 1
+            if incoming.event == "close":
+                item.lifecycle = "closed"
+                item.ended_at = incoming.ended_at or incoming.captured_at
+                item.curation = "pending"
+            await item.save()
+        touched[str(item.id)] = item
+
+    for item in touched.values():
+        await _ensure_observation_preview(item, source)
+    source.last_seen_at = utcnow()
+    source.status = "online"
+    await source.save()
+    return {
+        "accepted": accepted,
+        "duplicate_samples": duplicate_samples,
+        "observations": list(touched),
+    }
+
+
+@router.post("/audio")
+async def ingest_audio(
+    file: UploadFile = File(...),
+    source_item_id: str = Form(...),
+    captured_at: datetime = Form(...),
+    duration_seconds: float = Form(..., ge=0),
+    device_name: str = Form(...),
+    direction: Literal["input", "output", "unknown"] = Form(...),
+    content_hash: str = Form(..., pattern=r"^[0-9a-fA-F]{64}$"),
+    source: CaptureSource = Depends(_device_source),
+):
+    existing = await DeviceInputItem.find_one(
+        DeviceInputItem.user_id == source.user_id,
+        DeviceInputItem.source_id == source.source_id,
+        DeviceInputItem.kind == "audio",
+        DeviceInputItem.source_item_id == source_item_id,
+    )
+    if existing:
+        return {"status": "duplicate", "item_id": str(existing.id)}
+    if file.content_type not in _ALLOWED_AUDIO_TYPES:
+        raise HTTPException(status_code=415, detail="Unsupported audio type")
+    data = await file.read(_MAX_AUDIO_BYTES + 1)
+    if len(data) > _MAX_AUDIO_BYTES:
+        raise HTTPException(status_code=413, detail="Audio chunk is too large")
+    actual_hash = hashlib.sha256(data).hexdigest()
+    if not hmac.compare_digest(actual_hash, content_hash.lower()):
+        raise HTTPException(status_code=422, detail="Content hash mismatch")
+    item = DeviceInputItem(
+        user_id=source.user_id,
+        source_id=source.source_id,
+        kind="audio",
+        source_item_id=source_item_id,
+        captured_at=captured_at,
+        ended_at=captured_at + timedelta(seconds=duration_seconds),
+        metadata={
+            "device_name": device_name,
+            "direction": direction,
+            "duration_seconds": duration_seconds,
+        },
+        media_data=data,
+        media_filename=file.filename or "chunk.wav",
+        media_content_type=file.content_type,
+        content_hash=actual_hash,
+    )
+    try:
+        await item.insert()
+    except DuplicateKeyError:
+        return {"status": "duplicate"}
+    return {"status": "accepted", "item_id": str(item.id)}
+
+
+@router.get("/jobs/next")
+async def next_job(source: CaptureSource = Depends(_device_source)):
+    await DeviceInputJob.find(
+        DeviceInputJob.source_id == source.source_id,
+        DeviceInputJob.status == "claimed",
+        DeviceInputJob.claimed_at < utcnow() - timedelta(minutes=5),
+    ).update_many({"$set": {"status": "pending", "claimed_at": None}})
+    job = await DeviceInputJob.find_one(
+        DeviceInputJob.source_id == source.source_id,
+        DeviceInputJob.status == "pending",
+        sort=[("created_at", 1)],
+    )
+    if job is None:
+        return {"job": None}
+    job.status = "claimed"
+    job.claimed_at = utcnow()
+    await job.save()
+    return {
+        "job": {
+            "id": str(job.id),
+            "kind": job.kind,
+            "start_at": job.start_at,
+            "end_at": job.end_at,
+            "purpose": job.purpose,
+            "payload": job.payload,
+        }
+    }
+
+
+@router.post("/jobs/{job_id}/complete")
+async def complete_job(
+    job_id: str, body: JobCompletion, source: CaptureSource = Depends(_device_source)
+):
+    job = await DeviceInputJob.get(job_id)
+    if job is None or job.source_id != source.source_id:
+        raise HTTPException(status_code=404, detail="Job not found")
+    for incoming in body.items:
+        try:
+            await DeviceInputItem(
+                user_id=source.user_id,
+                source_id=source.source_id,
+                kind="screen_context",
+                source_item_id=incoming.source_item_id,
+                captured_at=incoming.captured_at,
+                ended_at=incoming.ended_at,
+                metadata={
+                    **incoming.metadata,
+                    "job_id": job_id,
+                    "purpose": job.purpose,
+                },
+                conversation_id=job.payload.get("conversation_id"),
+            ).insert()
+        except DuplicateKeyError:
+            pass
+    job.status = "complete" if body.success else "failed"
+    job.error = body.error
+    job.completed_at = utcnow()
+    await job.save()
+    return {"ok": True}
+
+
+@router.post("/jobs/{job_id}/thumbnail")
+async def complete_thumbnail_job(
+    job_id: str,
+    file: UploadFile = File(...),
+    source: CaptureSource = Depends(_device_source),
+):
+    job = await DeviceInputJob.get(job_id)
+    if (
+        job is None
+        or job.source_id != source.source_id
+        or job.kind not in {"thumbnail", "source_media"}
+    ):
+        raise HTTPException(status_code=404, detail="Thumbnail job not found")
+    item_id = job.payload.get("item_id")
+    item = await DeviceInputItem.get(item_id) if item_id else None
+    if item is None or item.source_id != source.source_id:
+        raise HTTPException(status_code=404, detail="Timeline item not found")
+    content_type = (file.content_type or "").split(";", 1)[0]
+    if not content_type.startswith("image/"):
+        raise HTTPException(status_code=415, detail="Thumbnail must be an image")
+    data = await file.read(_MAX_IMAGE_BYTES + 1)
+    if len(data) > _MAX_IMAGE_BYTES:
+        raise HTTPException(status_code=413, detail="Thumbnail exceeds the media limit")
+    item.media_data = data
+    item.media_filename = file.filename or "screenpipe-thumbnail.jpg"
+    item.media_content_type = content_type
+    item.content_hash = hashlib.sha256(data).hexdigest()
+    item.metadata = {
+        **item.metadata,
+        "thumbnail_available": True,
+        "preview_frame_id": job.payload.get("frame_id"),
+        "preview_count": max(
+            int(item.metadata.get("preview_count") or 0),
+            int(job.payload.get("preview_index") or 1),
+        ),
+        "source_media_available": job.kind == "source_media"
+        or bool(item.metadata.get("source_media_available")),
+    }
+    await item.save()
+    job.status = "complete"
+    job.completed_at = utcnow()
+    await job.save()
+    return {"ok": True, "item_id": str(item.id)}
+
+
+@router.get("/sources")
+async def list_sources(user: User = Depends(current_active_user)):
+    rows = (
+        await CaptureSource.find(CaptureSource.user_id == _user_id(user))
+        .sort("-last_seen_at")
+        .to_list()
+    )
+    return {
+        "sources": [
+            {
+                "source_id": row.source_id,
+                "name": row.name,
+                "provider": row.provider,
+                "platform": row.platform,
+                "status": row.status,
+                "health": row.health,
+                "last_seen_at": row.last_seen_at,
+                "capabilities": row.capabilities,
+            }
+            for row in rows
+        ]
+    }
+
+
+@router.post("/jobs")
+async def create_job(body: JobRequest, user: User = Depends(current_active_user)):
+    source = await CaptureSource.find_one(
+        CaptureSource.user_id == _user_id(user),
+        CaptureSource.source_id == body.source_id,
+    )
+    if source is None:
+        raise HTTPException(status_code=404, detail="Source not found")
+    job = DeviceInputJob(
+        user_id=_user_id(user),
+        source_id=body.source_id,
+        kind=body.kind,
+        start_at=body.start_at,
+        end_at=body.end_at,
+        purpose=body.purpose,
+        payload=body.payload,
+    )
+    await job.insert()
+    return {"job_id": str(job.id), "status": job.status}
+
+
+@router.get("/timeline")
+async def timeline(
+    start_at: datetime, end_at: datetime, user: User = Depends(current_active_user)
+):
+    rows = (
+        await DeviceInputItem.find(
+            DeviceInputItem.user_id == _user_id(user),
+            DeviceInputItem.captured_at <= end_at,
+            {"$or": [{"ended_at": None}, {"ended_at": {"$gte": start_at}}]},
+        )
+        .sort("captured_at")
+        .to_list()
+    )
+    return {
+        "items": [
+            {
+                "id": str(row.id),
+                "source_id": row.source_id,
+                "kind": row.kind,
+                "source_item_id": row.source_item_id,
+                "captured_at": row.captured_at,
+                "ended_at": row.ended_at,
+                "metadata": row.metadata,
+                "state": row.state,
+                "lifecycle": row.lifecycle,
+                "curation": row.curation,
+                "samples": row.samples,
+                "frame_candidates": row.frame_candidates,
+                "related_conversation_ids": row.related_conversation_ids,
+                "duplicate_of": row.duplicate_of,
+                "agent_reason": row.agent_reason,
+                "vault_paths": row.vault_paths,
+            }
+            for row in rows
+        ]
+    }
+
+
+@router.get("/conversations/{conversation_id}/context")
+async def conversation_context(
+    conversation_id: str, user: User = Depends(current_active_user)
+):
+    rows = (
+        await DeviceInputItem.find(
+            DeviceInputItem.user_id == _user_id(user),
+            DeviceInputItem.conversation_id == conversation_id,
+        )
+        .sort("captured_at")
+        .to_list()
+    )
+    return {
+        "items": [
+            {
+                "id": str(row.id),
+                "source_id": row.source_id,
+                "kind": row.kind,
+                "captured_at": row.captured_at,
+                "ended_at": row.ended_at,
+                "metadata": row.metadata,
+                "state": row.state,
+            }
+            for row in rows
+        ]
+    }
+
+
+@router.post("/conversations/{conversation_id}/request-context")
+async def request_conversation_context(
+    conversation_id: str, user: User = Depends(current_active_user)
+):
+    owner = _user_id(user)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id,
+        Conversation.user_id == owner,
+    )
+    if conversation is None:
+        raise HTTPException(status_code=404, detail="Conversation not found")
+    jobs = await request_conversation_context_jobs(conversation)
+    return {"jobs": jobs}
+
+
+@router.delete("/conversations/{conversation_id}/context")
+async def clear_conversation_context(
+    conversation_id: str, user: User = Depends(current_active_user)
+):
+    result = await DeviceInputItem.find(
+        DeviceInputItem.user_id == _user_id(user),
+        DeviceInputItem.conversation_id == conversation_id,
+        DeviceInputItem.state != "promoted",
+    ).update_many({"$set": {"conversation_id": None, "state": "received"}})
+    return {"cleared": result.modified_count}
+
+
+async def _owned_item(item_id: str, user: User) -> DeviceInputItem:
+    try:
+        item = await DeviceInputItem.get(item_id)
+    except Exception:
+        item = None
+    if item is None or item.user_id != _user_id(user):
+        raise HTTPException(status_code=404, detail="Context item not found")
+    return item
+
+
+async def _immich_bytes(asset_id: str, endpoint: str) -> tuple[bytes, str]:
+    base = os.getenv("IMMICH_URL", "").rstrip("/")
+    key = os.getenv("IMMICH_API_KEY", "")
+    if not base or not key:
+        raise HTTPException(status_code=503, detail="Immich is not configured")
+    async with httpx.AsyncClient(
+        timeout=60, headers={"x-api-key": key, "Accept": "image/*"}
+    ) as client:
+        response = await client.get(f"{base}/api/assets/{asset_id}/{endpoint}")
+        if response.status_code == 404:
+            raise HTTPException(status_code=404, detail="Source asset is unavailable")
+        response.raise_for_status()
+        if len(response.content) > _MAX_IMAGE_BYTES:
+            raise HTTPException(
+                status_code=413, detail="Source image exceeds the media limit"
+            )
+        content_type = response.headers.get("content-type", "image/jpeg").split(";", 1)[
+            0
+        ]
+        if not content_type.startswith("image/"):
+            raise HTTPException(
+                status_code=415, detail="Source did not return an image"
+            )
+        return response.content, content_type
+
+
+@router.get("/items/{item_id}/thumbnail")
+async def context_thumbnail(item_id: str, user: User = Depends(current_active_user)):
+    item = await _owned_item(item_id, user)
+    if (
+        item.media_data
+        and item.media_content_type
+        and item.media_content_type.startswith("image/")
+    ):
+        return Response(
+            content=item.media_data,
+            media_type=item.media_content_type,
+            headers={"Cache-Control": "private, max-age=3600"},
+        )
+    asset_id = item.metadata.get("asset_id")
+    if item.kind != "immich_memory" or not asset_id:
+        raise HTTPException(
+            status_code=409, detail="This source does not expose an immediate thumbnail"
+        )
+    data, content_type = await _immich_bytes(str(asset_id), "thumbnail?size=thumbnail")
+    return Response(
+        content=data,
+        media_type=content_type,
+        headers={"Cache-Control": "private, max-age=3600"},
+    )
+
+
+@router.post("/items/{item_id}/request-thumbnail")
+async def request_item_thumbnail(
+    item_id: str, user: User = Depends(current_active_user)
+):
+    item = await _owned_item(item_id, user)
+    if item.kind not in {"activity", "observation"}:
+        raise HTTPException(
+            status_code=409, detail="Only screen items have source frames"
+        )
+    if item.media_data:
+        return {"status": "complete"}
+    frame_id = (
+        item.metadata.get("representative_frame_id")
+        or item.metadata.get("last_frame_id")
+        or item.metadata.get("first_frame_id")
+    )
+    if frame_id is None:
+        raise HTTPException(status_code=409, detail="Activity has no source frame")
+    existing = await DeviceInputJob.find_one(
+        DeviceInputJob.source_id == item.source_id,
+        DeviceInputJob.kind == "thumbnail",
+        {"payload.item_id": item_id},
+        {"status": {"$in": ["pending", "claimed"]}},
+    )
+    if existing:
+        return {"status": existing.status, "job_id": str(existing.id)}
+    job = DeviceInputJob(
+        user_id=item.user_id,
+        source_id=item.source_id,
+        kind="thumbnail",
+        start_at=item.captured_at,
+        end_at=item.ended_at,
+        purpose="timeline_thumbnail",
+        payload={"item_id": item_id, "frame_id": frame_id, "width": 960},
+    )
+    await job.insert()
+    return {"status": "pending", "job_id": str(job.id)}
+
+
+@router.post("/items/{item_id}/promote")
+async def promote_context_item(item_id: str, user: User = Depends(current_active_user)):
+    item = await _owned_item(item_id, user)
+    if item.promoted_path:
+        return {"status": "duplicate", "path": item.promoted_path}
+    asset_id = item.metadata.get("asset_id")
+    if item.kind != "immich_memory" or not asset_id:
+        raise HTTPException(
+            status_code=409,
+            detail="Source-media retrieval is not available for this item",
+        )
+    data, content_type = await _immich_bytes(str(asset_id), "original")
+    digest = hashlib.sha256(data).hexdigest()
+    suffixes = {
+        "image/jpeg": ".jpg",
+        "image/png": ".png",
+        "image/webp": ".webp",
+        "image/heic": ".heic",
+    }
+    suffix = suffixes.get(content_type)
+    if suffix is None:
+        raise HTTPException(status_code=415, detail="Unsupported vault image type")
+    root = ConvDocVaultManager().user_root(_user_id(user))
+    media_dir = root / "_media"
+    media_dir.mkdir(parents=True, exist_ok=True)
+    media_path = media_dir / f"{digest}{suffix}"
+    if not media_path.exists():
+        temporary = media_path.with_suffix(media_path.suffix + ".part")
+        temporary.write_bytes(data)
+        os.replace(temporary, media_path)
+    notes_dir = root / "Media"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    note_path = notes_dir / f"{digest}.md"
+    if not note_path.exists():
+        note_tmp = note_path.with_suffix(".md.part")
+        note_tmp.write_text(
+            f"---\nsource: immich\nasset_id: {asset_id}\ncaptured_at: {item.captured_at.isoformat()}\n---\n\n![[../_media/{media_path.name}]]\n",
+            encoding="utf-8",
+        )
+        os.replace(note_tmp, note_path)
+    item.promoted_path = str(media_path.relative_to(root))
+    item.state = "promoted"
+    await item.save()
+    return {
+        "status": "promoted",
+        "path": item.promoted_path,
+        "note": str(note_path.relative_to(root)),
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
index 7abb8bbd..95ddc99d 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/finetuning_routes.py
@@ -14,202 +14,512 @@
 from pydantic import BaseModel
 
 from advanced_omi_backend.auth import current_active_user
-from advanced_omi_backend.models.annotation import Annotation, AnnotationType
+from advanced_omi_backend.constants import is_non_enrollable_speaker
+from advanced_omi_backend.cron_scheduler import get_scheduler
+from advanced_omi_backend.models.annotation import (
+    Annotation,
+    AnnotationSource,
+    AnnotationType,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.services.observability.system_events import record_event
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.users import User
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.workers.finetuning_jobs import run_asr_finetuning_job
 
 logger = logging.getLogger(__name__)
 
 router = APIRouter(prefix="/finetuning", tags=["finetuning"])
 
+# Segments whose start is within this many seconds of the annotation's recorded
+# start are treated as the same segment when keying by time.
+_SEGMENT_START_TOLERANCE = 0.25
 
-@router.post("/process-annotations")
-async def process_annotations_for_training(
-    current_user: User = Depends(current_active_user),
-    annotation_type: Optional[str] = Query("diarization", description="Type of annotations to process"),
-):
+
+def _resolve_annotated_segment(segments, segment_index, segment_start_time):
+    """Find the segment an annotation refers to.
+
+    Prefers matching by ``segment_start_time`` (stable across re-ordering) and
+    falls back to the stored index. Returns the segment or ``None`` if neither
+    locates a valid segment.
+    """
+    if segment_start_time is not None:
+        best = None
+        best_delta = _SEGMENT_START_TOLERANCE
+        for seg in segments:
+            delta = abs(seg.start - segment_start_time)
+            if delta <= best_delta:
+                best = seg
+                best_delta = delta
+        if best is not None:
+            return best
+    if segment_index is not None and 0 <= segment_index < len(segments):
+        return segments[segment_index]
+    return None
+
+
+async def _record_training_failure(annotation: Annotation, reason: str) -> None:
+    """Persist a training failure on the annotation so it can be surfaced/cleared.
+
+    Without this the annotation stays in the "applied, not trained" bucket and
+    re-fails on every run with no visible record — the Fine-tuning page appears
+    stuck. Recording the attempt + reason lets the UI show the failure and offer
+    retry/discard.
     """
-    Send processed annotations to speaker recognition service for training.
+    annotation.training_attempts = (annotation.training_attempts or 0) + 1
+    annotation.training_error = reason
+    annotation.updated_at = datetime.now(timezone.utc)
+    await annotation.save()
 
-    - Finds annotations that have been applied (processed=True, processed_by="apply")
-    - Sends corrections to speaker service for model fine-tuning
-    - Updates annotations with training metadata (processed_by includes "training")
 
-    Args:
-        annotation_type: Type of annotations to process (default: "diarization")
+# ---------------------------------------------------------------------------
+# Curated enrollment: build a quality-gated candidate set from the ACTIVE
+# transcript version (not annotation replay), let the user review/promote, then
+# enroll only the selected clips. This is the safe path that replaces the blunt
+# "process every applied annotation" enrollment which mismatched audio↔label and
+# enrolled cross-talk/short scraps.
+# ---------------------------------------------------------------------------
 
-    Returns:
-        Training job status with count of annotations processed
-    """
-    try:
-        # Only admins can trigger training for now (can expand to per-user later)
-        if not current_user.is_superuser:
-            raise HTTPException(
-                status_code=403,
-                detail="Only administrators can trigger model training"
-            )
+# Minimum clip duration to allow into enrollment (drops short, low-information
+# scraps that blur a single centroid). User-chosen default.
+ENROLL_MIN_DURATION = 3.0
+# Default-select at most this many (longest) clips per speaker; the rest stay
+# available but unticked so the user can add them deliberately.
+ENROLL_DEFAULT_PER_SPEAKER = 5
+# Two clips whose start AND end match within this are treated as the same span.
+ENROLL_DEDUP_TOLERANCE = 0.20
 
-        # Find annotations ready for training
-        # Criteria: processed=True (applied to transcript), but not yet sent to training
-        annotations = await Annotation.find(
-            Annotation.annotation_type == AnnotationType.DIARIZATION,
-            Annotation.processed == True,
-        ).to_list()
 
-        # Filter out already trained annotations (processed_by contains "training")
-        ready_for_training = [
-            a for a in annotations
-            if not a.processed_by or "training" not in a.processed_by
-        ]
-
-        if not ready_for_training:
-            return JSONResponse(content={
-                "message": "No annotations ready for training",
-                "processed_count": 0
-            })
-
-        # Import required modules
-        from advanced_omi_backend.models.conversation import Conversation
-        from advanced_omi_backend.speaker_recognition_client import (
-            SpeakerRecognitionClient,
+def _overlaps_other_person(segments, idx: int) -> bool:
+    """True if segment ``idx`` time-overlaps a DIFFERENT enrollable person's segment.
+
+    Cross-talk (two real speakers at once) is poison for single-speaker
+    enrollment, so it's excluded. Overlap with non-enrollable background
+    (``Unknown Speaker N`` / noise / TV) is ignored — a clean solo clip spoken
+    over background is still good enrollment audio.
+    """
+    a = segments[idx]
+    for j, b in enumerate(segments):
+        if j == idx:
+            continue
+        if is_non_enrollable_speaker(b.speaker) or b.speaker == a.speaker:
+            continue
+        if b.start < a.end and a.start < b.end:
+            return True
+    return False
+
+
+def _resolve_relabeled_segment(segs, ann) -> Optional[int]:
+    """Locate the active-version segment index a user diarization annotation now
+    points at, or None if the relabel no longer survives there.
+
+    Prefer the annotation's recorded index (if it still carries the corrected
+    label at the right time); else match by start time + corrected label. The
+    label must still equal ``corrected_speaker`` so a segment re-diarized away or
+    overwritten by auto-identification is NOT treated as user-labelled.
+    """
+    target = ann.corrected_speaker
+    st = ann.segment_start_time
+    idx = ann.segment_index
+    if idx is not None and 0 <= idx < len(segs):
+        s = segs[idx]
+        if s.speaker == target and (st is None or abs(s.start - st) <= 0.5):
+            return idx
+    if st is not None:
+        best, best_d = None, 0.5
+        for i, s in enumerate(segs):
+            if s.speaker == target:
+                d = abs(s.start - st)
+                if d <= best_d:
+                    best, best_d = i, d
+        return best
+    return None
+
+
+def _resolve_inserted_segment(segs, ann) -> Optional[int]:
+    """Locate the active-version segment created by a speech INSERT annotation.
+
+    Apply may sort segments chronologically, so ``insert_after_index`` is not a
+    stable active-version index. The explicit waveform span, speaker, and text
+    are the durable identity of an inserted speech segment.
+    """
+    if (
+        ann.insert_segment_type != "speech"
+        or not ann.insert_speaker
+        or ann.insert_start is None
+        or ann.insert_end is None
+    ):
+        return None
+    for i, segment in enumerate(segs):
+        if (
+            segment.speaker == ann.insert_speaker
+            and abs(segment.start - ann.insert_start) <= ENROLL_DEDUP_TOLERANCE
+            and abs(segment.end - ann.insert_end) <= ENROLL_DEDUP_TOLERANCE
+            and (segment.text or "") == (ann.insert_text or "")
+        ):
+            return i
+    return None
+
+
+@router.get("/enrollment-candidates")
+async def get_enrollment_candidates(
+    current_user: User = Depends(current_active_user),
+    min_duration: float = Query(ENROLL_MIN_DURATION, ge=0.0, le=30.0),
+    include_identified: bool = Query(
+        False,
+        description="Also surface segments auto-labelled by speaker "
+        "identification (not relabelled by you). Off by default — enrolling "
+        "auto-matched clips reinforces weak/marginal matches.",
+    ),
+):
+    """Per-speaker enrollment candidate clips from explicit human speaker labels.
+
+    A candidate is a segment in a conversation's active transcript whose speaker
+    was set by a processed USER diarization annotation or a processed USER speech
+    INSERT annotation. The annotation must still resolve to the labelled segment
+    in the active transcript.
+    Segments auto-labelled by the identification service are NOT candidates
+    unless ``include_identified`` is set (and even then they are flagged
+    ``auto_identified`` and never pre-ticked). Preview-only — nothing is enrolled.
+    """
+    if not current_user.is_superuser:
+        raise HTTPException(status_code=403, detail="Admin only")
+
+    annotations = await Annotation.find(
+        {
+            "annotation_type": {
+                "$in": [AnnotationType.DIARIZATION.value, AnnotationType.INSERT.value]
+            }
+        },
+        Annotation.processed == True,
+        # Human-authored labels only — never enrol a voiceprint from an
+        # unreviewed AI (model_suggestion) label.
+        Annotation.source == AnnotationSource.USER,
+    ).to_list()
+    # conv_id -> untrained human speaker-label annotations
+    labels_by_conv: dict[str, list] = {}
+    for a in annotations:
+        if a.processed_by and "training" in a.processed_by:
+            continue
+        speaker = (
+            a.corrected_speaker
+            if a.annotation_type == AnnotationType.DIARIZATION
+            else a.insert_speaker
         )
-        from advanced_omi_backend.utils.audio_chunk_utils import (
-            reconstruct_audio_segment,
+        if not a.conversation_id or not speaker:
+            continue
+        if (
+            a.annotation_type == AnnotationType.INSERT
+            and a.insert_segment_type != "speech"
+        ):
+            continue
+        if is_non_enrollable_speaker(speaker):
+            continue
+        labels_by_conv.setdefault(a.conversation_id, []).append(a)
+
+    if not labels_by_conv:
+        return JSONResponse(
+            content={
+                "candidates": [],
+                "min_duration": min_duration,
+                "default_per_speaker": ENROLL_DEFAULT_PER_SPEAKER,
+                "conversation_count": 0,
+                "include_identified": include_identified,
+            }
         )
 
-        # Initialize speaker client
-        speaker_client = SpeakerRecognitionClient()
-        
-        if not speaker_client.enabled:
-            return JSONResponse(content={
-                "message": "Speaker recognition service is not enabled",
-                "processed_count": 0,
-                "status": "error"
-            }, status_code=503)
-
-        # Track processing statistics
-        enrolled_count = 0
-        appended_count = 0
-        failed_count = 0
-        errors = []
-
-        for annotation in ready_for_training:
-            try:
-                # 1. Get conversation and segment timing
-                conversation = await Conversation.find_one(
-                    Conversation.conversation_id == annotation.conversation_id
-                )
+    conversations = await Conversation.find(
+        {"conversation_id": {"$in": list(labels_by_conv.keys())}}
+    ).to_list()
 
-                if not conversation or not conversation.active_transcript:
-                    failed_count += 1
-                    errors.append(f"Conversation {annotation.conversation_id[:8]} not found")
+    def _clip(conv, segs, i, auto):
+        s = segs[i]
+        dur = round(s.end - s.start, 2)
+        audio_dur = conv.audio_total_duration or 0.0
+        reasons = []
+        if not (s.end > s.start >= 0) or (audio_dur and s.start >= audio_dur):
+            reasons.append("invalid times")
+        if dur < min_duration:
+            reasons.append(f"short ({dur:.1f}s < {min_duration:.0f}s)")
+        if _overlaps_other_person(segs, i):
+            reasons.append("overlaps another speaker")
+        return {
+            "conversation_id": conv.conversation_id,
+            "conversation_title": conv.title or "",
+            "segment_index": i,
+            "start": round(s.start, 2),
+            "end": round(s.end, 2),
+            "duration": dur,
+            "text": (s.text or "")[:120],
+            "gated_in": len(reasons) == 0,
+            "reasons": reasons,
+            "auto_identified": auto,
+        }
+
+    # speaker -> list of candidate clip dicts
+    by_speaker: dict[str, list] = {}
+    for conv in conversations:
+        tr = conv.active_transcript
+        if not tr or not tr.segments:
+            continue
+        segs = tr.segments
+        # Segments the user explicitly labelled (resolved into the active version).
+        resolved: dict[int, str] = {}
+        for a in labels_by_conv.get(conv.conversation_id, []):
+            if a.annotation_type == AnnotationType.DIARIZATION:
+                idx = _resolve_relabeled_segment(segs, a)
+                speaker = a.corrected_speaker
+            else:
+                idx = _resolve_inserted_segment(segs, a)
+                speaker = a.insert_speaker
+            if idx is not None:
+                resolved[idx] = speaker
+        for i, speaker in resolved.items():
+            by_speaker.setdefault(speaker, []).append(_clip(conv, segs, i, False))
+        # Opt-in: segments auto-labelled by identification (never pre-ticked).
+        if include_identified:
+            for i, s in enumerate(segs):
+                if i in resolved or is_non_enrollable_speaker(s.speaker):
                     continue
+                if getattr(s, "identified_as", None):
+                    by_speaker.setdefault(s.speaker, []).append(
+                        _clip(conv, segs, i, True)
+                    )
 
-                # Validate segment index
-                if annotation.segment_index >= len(conversation.active_transcript.segments):
-                    failed_count += 1
-                    errors.append(f"Invalid segment index {annotation.segment_index}")
-                    continue
+    # Per speaker: default-select the longest N clean, deduped — but NEVER an
+    # auto-identified clip (those stay unticked for deliberate review).
+    candidates = []
+    for speaker, clips in sorted(by_speaker.items()):
+        clean = [c for c in clips if c["gated_in"] and not c["auto_identified"]]
+        deduped = []
+        for c in sorted(clean, key=lambda x: -x["duration"]):
+            if any(
+                abs(c["start"] - d["start"]) <= ENROLL_DEDUP_TOLERANCE
+                and abs(c["end"] - d["end"]) <= ENROLL_DEDUP_TOLERANCE
+                for d in deduped
+            ):
+                continue
+            deduped.append(c)
+        chosen = {
+            (c["conversation_id"], c["segment_index"])
+            for c in deduped[:ENROLL_DEFAULT_PER_SPEAKER]
+        }
+        for c in clips:
+            c["default_selected"] = (
+                c["conversation_id"],
+                c["segment_index"],
+            ) in chosen
+        clips.sort(
+            key=lambda x: (x["auto_identified"], not x["gated_in"], -x["duration"])
+        )
+        candidates.append(
+            {
+                "speaker": speaker,
+                "clips": clips,
+                "selected_count": len(chosen),
+            }
+        )
 
-                segment = conversation.active_transcript.segments[annotation.segment_index]
+    return JSONResponse(
+        content={
+            "candidates": candidates,
+            "min_duration": min_duration,
+            "default_per_speaker": ENROLL_DEFAULT_PER_SPEAKER,
+            "conversation_count": len(conversations),
+            "include_identified": include_identified,
+        }
+    )
 
-                # 2. Extract audio segment from MongoDB
-                logger.info(
-                    f"Extracting audio for conversation {annotation.conversation_id[:8]}... "
-                    f"segment {annotation.segment_index} ({segment.start:.2f}s - {segment.end:.2f}s)"
-                )
-                
-                wav_bytes = await reconstruct_audio_segment(
-                    conversation_id=annotation.conversation_id,
-                    start_time=segment.start,
-                    end_time=segment.end
-                )
 
-                if not wav_bytes:
-                    logger.warning(f"No audio data for annotation {annotation.id}")
-                    failed_count += 1
-                    errors.append(f"No audio for segment {annotation.segment_index}")
-                    continue
+class SelectedClip(BaseModel):
+    conversation_id: str
+    segment_index: int
+    start: float
+    end: float
+    speaker: str
+
+
+class EnrollSelectedRequest(BaseModel):
+    clips: list[SelectedClip]
+
+
+@router.post("/enroll-selected")
+async def enroll_selected_clips(
+    body: EnrollSelectedRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Enroll ONLY the explicitly selected clips, carved from the active version.
+
+    This takes an explicit list of spans the user promoted — no annotation
+    replay, no start-time/index guessing. Each clip is
+    re-validated against the conversation's current active version (guards a
+    version change between review and submit), then enrolled/appended by speaker
+    name. Conversations we enrolled at least one clip from have their
+    applied-but-untrained diarization annotations marked trained (cleared from
+    the queue).
+    """
+    if not current_user.is_superuser:
+        raise HTTPException(status_code=403, detail="Admin only")
 
-                logger.info(f"Extracted {len(wav_bytes) / 1024:.1f} KB of audio")
+    if not body.clips:
+        return JSONResponse(content={"message": "No clips selected", "enrolled": 0})
+
+    speaker_client = SpeakerRecognitionClient()
+    if not speaker_client.enabled:
+        return JSONResponse(
+            status_code=503,
+            content={"message": "Speaker recognition service not enabled"},
+        )
 
-                # 3. Check if speaker exists
-                existing_speaker = await speaker_client.get_speaker_by_name(
-                    speaker_name=annotation.corrected_speaker,
-                    user_id=1  # TODO: Map Chronicle user_id to speaker service user_id
+    enrolled = 0
+    appended = 0
+    failed = 0
+    skipped = 0
+    errors: list[str] = []
+    touched_conv_ids: set[str] = set()
+
+    # Cache conversations to avoid refetching per clip
+    conv_cache = {}
+
+    for clip in body.clips:
+        try:
+            if is_non_enrollable_speaker(clip.speaker):
+                skipped += 1
+                continue
+
+            conv = conv_cache.get(clip.conversation_id)
+            if conv is None:
+                conv = await Conversation.find_one(
+                    Conversation.conversation_id == clip.conversation_id
                 )
+                conv_cache[clip.conversation_id] = conv
+            if not conv or not conv.active_transcript:
+                failed += 1
+                errors.append(f"{clip.conversation_id[:8]}: conversation not found")
+                continue
+
+            # Re-validate the span against the current active version (guards a
+            # version change between candidate-fetch and submit).
+            segs = conv.active_transcript.segments
+            seg = None
+            if 0 <= clip.segment_index < len(segs):
+                cand = segs[clip.segment_index]
+                if (
+                    abs(cand.start - clip.start) <= ENROLL_DEDUP_TOLERANCE
+                    and abs(cand.end - clip.end) <= ENROLL_DEDUP_TOLERANCE
+                    and cand.speaker == clip.speaker
+                ):
+                    seg = cand
+            if seg is None:
+                skipped += 1
+                errors.append(
+                    f"{clip.conversation_id[:8]} seg {clip.segment_index}: "
+                    f"segment changed since review; skipped"
+                )
+                continue
+
+            wav_bytes = await reconstruct_audio_segment(
+                conversation_id=clip.conversation_id,
+                start_time=seg.start,
+                end_time=seg.end,
+            )
+            if not wav_bytes:
+                failed += 1
+                errors.append(
+                    f"{clip.conversation_id[:8]} seg {clip.segment_index}: no audio"
+                )
+                continue
 
-                if existing_speaker:
-                    # APPEND to existing speaker
-                    logger.info(f"Appending to existing speaker: {annotation.corrected_speaker}")
-                    result = await speaker_client.append_to_speaker(
-                        speaker_id=existing_speaker["id"],
-                        audio_data=wav_bytes
+            existing = await speaker_client.get_speaker_by_name(
+                speaker_name=clip.speaker, user_id=1
+            )
+            if existing:
+                result = await speaker_client.append_to_speaker(
+                    speaker_id=existing["id"], audio_data=wav_bytes
+                )
+                if "error" in result:
+                    failed += 1
+                    errors.append(
+                        f"{clip.speaker}: append failed ({result.get('error')})"
                     )
-                    
-                    if "error" in result:
-                        logger.error(f"Failed to append to speaker: {result}")
-                        failed_count += 1
-                        errors.append(f"Append failed: {result.get('error')}")
-                        continue
-                    
-                    appended_count += 1
-                    logger.info(f"✅ Successfully appended to speaker '{annotation.corrected_speaker}'")
+                    continue
+                if result.get("status") == "already_enrolled":
+                    skipped += 1
                 else:
-                    # ENROLL new speaker
-                    logger.info(f"Enrolling new speaker: {annotation.corrected_speaker}")
-                    result = await speaker_client.enroll_new_speaker(
-                        speaker_name=annotation.corrected_speaker,
-                        audio_data=wav_bytes,
-                        user_id=1  # TODO: Map Chronicle user_id to speaker service user_id
+                    appended += 1
+            else:
+                result = await speaker_client.enroll_new_speaker(
+                    speaker_name=clip.speaker, audio_data=wav_bytes, user_id=1
+                )
+                if "error" in result:
+                    failed += 1
+                    errors.append(
+                        f"{clip.speaker}: enroll failed ({result.get('error')})"
                     )
-                    
-                    if "error" in result:
-                        logger.error(f"Failed to enroll speaker: {result}")
-                        failed_count += 1
-                        errors.append(f"Enroll failed: {result.get('error')}")
-                        continue
-                    
-                    enrolled_count += 1
-                    logger.info(f"✅ Successfully enrolled new speaker '{annotation.corrected_speaker}'")
-
-                # 4. Mark annotation as trained
-                if annotation.processed_by:
-                    annotation.processed_by = f"{annotation.processed_by},training"
+                    continue
+                if result.get("status") == "already_enrolled":
+                    skipped += 1
                 else:
-                    annotation.processed_by = "training"
-                annotation.updated_at = datetime.now(timezone.utc)
-                await annotation.save()
-
-            except Exception as e:
-                logger.error(f"Error processing annotation {annotation.id}: {e}", exc_info=True)
-                failed_count += 1
-                errors.append(f"Exception: {str(e)[:50]}")
-                continue
+                    enrolled += 1
 
-        total_processed = enrolled_count + appended_count
-        logger.info(
-            f"Training complete: {total_processed} processed "
-            f"({enrolled_count} new, {appended_count} appended, {failed_count} failed)"
-        )
+            touched_conv_ids.add(clip.conversation_id)
 
-        return JSONResponse(content={
-            "message": "Training complete",
-            "enrolled_new_speakers": enrolled_count,
-            "appended_to_existing": appended_count,
-            "total_processed": total_processed,
-            "failed_count": failed_count,
-            "errors": errors[:10] if errors else [],
-            "status": "success" if total_processed > 0 else "partial_failure"
-        })
-
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error processing annotations for training: {e}", exc_info=True)
-        raise HTTPException(
-            status_code=500,
-            detail=f"Failed to process annotations for training: {str(e)}",
-        )
+        except Exception as e:
+            failed += 1
+            errors.append(
+                f"{clip.conversation_id[:8]} seg {clip.segment_index}: {str(e)[:50]}"
+            )
+            logger.error(
+                f"enroll_selected: error on {clip.conversation_id} seg {clip.segment_index}: {e}",
+                exc_info=True,
+            )
+
+    # Mark applied-but-untrained human speaker labels from enrolled conversations
+    # as trained so both relabel and inserted-speech candidates leave the queue.
+    marked = 0
+    if touched_conv_ids:
+        anns = await Annotation.find(
+            {
+                "annotation_type": {
+                    "$in": [
+                        AnnotationType.DIARIZATION.value,
+                        AnnotationType.INSERT.value,
+                    ]
+                }
+            },
+            Annotation.processed == True,
+            {"conversation_id": {"$in": list(touched_conv_ids)}},
+        ).to_list()
+        for a in anns:
+            if a.processed_by and "training" in a.processed_by:
+                continue
+            a.processed_by = (
+                f"{a.processed_by},training" if a.processed_by else "training"
+            )
+            a.training_error = None
+            a.updated_at = datetime.now(timezone.utc)
+            await a.save()
+            marked += 1
+
+    total = enrolled + appended
+    logger.info(
+        f"enroll_selected complete: {total} enrolled ({enrolled} new, {appended} appended), "
+        f"{failed} failed, {skipped} skipped, {marked} annotations marked trained"
+    )
+    return JSONResponse(
+        content={
+            "message": "Enrollment complete",
+            "enrolled_new": enrolled,
+            "appended": appended,
+            "total_enrolled": total,
+            "failed": failed,
+            "skipped": skipped,
+            "annotations_marked_trained": marked,
+            "errors": errors[:10],
+            "status": "success" if total > 0 else "partial_failure",
+        }
+    )
 
 
 @router.post("/export-asr-dataset")
@@ -226,16 +536,18 @@ async def export_asr_dataset(
         Export job results with counts of conversations exported and annotations consumed.
     """
     if not current_user.is_superuser:
-        raise HTTPException(status_code=403, detail="Only administrators can trigger ASR dataset export")
+        raise HTTPException(
+            status_code=403, detail="Only administrators can trigger ASR dataset export"
+        )
 
     try:
-        from advanced_omi_backend.workers.finetuning_jobs import run_asr_finetuning_job
-
         result = await run_asr_finetuning_job()
         return JSONResponse(content=result)
     except Exception as e:
         logger.error(f"ASR dataset export failed: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"ASR dataset export failed: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"ASR dataset export failed: {str(e)}"
+        )
 
 
 @router.get("/status")
@@ -256,10 +568,9 @@ async def get_finetuning_status(
         # ------------------------------------------------------------------
         # Per-type annotation counts (with orphan detection)
         # ------------------------------------------------------------------
-        from advanced_omi_backend.models.conversation import Conversation
-
         annotation_counts: dict[str, dict] = {}
         trained_diarization_list: list = []
+        failed_diarization_errors: list[str] = []
 
         # Collect all annotations to batch-check for orphans
         all_annotations_by_type: dict[AnnotationType, list] = {}
@@ -269,7 +580,11 @@ async def get_finetuning_status(
             ).to_list()
 
         # Batch-check which conversation_ids still exist
-        conv_annotation_types = {AnnotationType.DIARIZATION, AnnotationType.TRANSCRIPT}
+        conv_annotation_types = {
+            AnnotationType.DIARIZATION,
+            AnnotationType.TRANSCRIPT,
+            AnnotationType.SPEECH_SUGGESTION_CORRECTION,
+        }
         all_conv_ids: set[str] = set()
         for ann_type in conv_annotation_types:
             for a in all_annotations_by_type.get(ann_type, []):
@@ -291,8 +606,12 @@ async def get_finetuning_status(
 
             # Identify orphaned annotations for conversation-based types
             if ann_type in conv_annotation_types:
-                orphaned = [a for a in annotations if a.conversation_id in orphaned_conv_ids]
-                non_orphaned = [a for a in annotations if a.conversation_id not in orphaned_conv_ids]
+                orphaned = [
+                    a for a in annotations if a.conversation_id in orphaned_conv_ids
+                ]
+                non_orphaned = [
+                    a for a in annotations if a.conversation_id not in orphaned_conv_ids
+                ]
             else:
                 # Memory/entity orphan detection is placeholder for now
                 orphaned = []
@@ -300,11 +619,17 @@ async def get_finetuning_status(
 
             pending = [a for a in non_orphaned if not a.processed]
             processed = [a for a in non_orphaned if a.processed]
-            trained = [a for a in processed if a.processed_by and "training" in a.processed_by]
+            trained = [
+                a for a in processed if a.processed_by and "training" in a.processed_by
+            ]
             applied_not_trained = [
-                a for a in processed
+                a
+                for a in processed
                 if not a.processed_by or "training" not in a.processed_by
             ]
+            # "Failed" = applied annotations that hit a training error and are still
+            # stuck (not yet trained). Surfaced so an admin can retry or discard them.
+            failed = [a for a in applied_not_trained if (a.training_attempts or 0) > 0]
 
             orphan_count = len(orphaned)
             total_orphaned += orphan_count
@@ -315,8 +640,16 @@ async def get_finetuning_status(
                 "applied": len(applied_not_trained),
                 "trained": len(trained),
                 "orphaned": orphan_count,
+                "failed": len(failed),
             }
 
+            if ann_type == AnnotationType.DIARIZATION and failed:
+                seen_errors: set[str] = set()
+                for a in failed:
+                    if a.training_error and a.training_error not in seen_errors:
+                        seen_errors.add(a.training_error)
+                        failed_diarization_errors.append(a.training_error)
+
             if ann_type == AnnotationType.DIARIZATION:
                 trained_diarization_list = trained
 
@@ -327,24 +660,33 @@ async def get_finetuning_status(
         pending_count = diarization.get("pending", 0)
         applied_count = diarization.get("applied", 0)
         trained_count = diarization.get("trained", 0)
+        failed_count = diarization.get("failed", 0)
 
         # Get last training run timestamp from diarization annotations
         last_training_run = None
         if trained_diarization_list:
             latest_trained = max(
                 trained_diarization_list,
-                key=lambda a: a.updated_at if a.updated_at else datetime.min.replace(tzinfo=timezone.utc)
+                key=lambda a: (
+                    a.updated_at
+                    if a.updated_at
+                    else datetime.min.replace(tzinfo=timezone.utc)
+                ),
+            )
+            last_training_run = (
+                latest_trained.updated_at.isoformat()
+                if latest_trained.updated_at
+                else None
             )
-            last_training_run = latest_trained.updated_at.isoformat() if latest_trained.updated_at else None
 
         # Get cron job status from scheduler
         try:
-            from advanced_omi_backend.cron_scheduler import get_scheduler
-
             scheduler = get_scheduler()
             all_jobs = await scheduler.get_all_jobs_status()
             # Find speaker finetuning job for backward compat
-            speaker_job = next((j for j in all_jobs if j["job_id"] == "speaker_finetuning"), None)
+            speaker_job = next(
+                (j for j in all_jobs if j["job_id"] == "speaker_finetuning"), None
+            )
             cron_status = {
                 "enabled": speaker_job["enabled"] if speaker_job else False,
                 "schedule": speaker_job["schedule"] if speaker_job else "0 2 * * *",
@@ -359,15 +701,19 @@ async def get_finetuning_status(
                 "next_run": None,
             }
 
-        return JSONResponse(content={
-            "pending_annotation_count": pending_count,
-            "applied_annotation_count": applied_count,
-            "trained_annotation_count": trained_count,
-            "last_training_run": last_training_run,
-            "cron_status": cron_status,
-            "annotation_counts": annotation_counts,
-            "orphaned_annotation_count": total_orphaned,
-        })
+        return JSONResponse(
+            content={
+                "pending_annotation_count": pending_count,
+                "applied_annotation_count": applied_count,
+                "trained_annotation_count": trained_count,
+                "failed_annotation_count": failed_count,
+                "failed_annotation_errors": failed_diarization_errors[:10],
+                "last_training_run": last_training_run,
+                "cron_status": cron_status,
+                "annotation_counts": annotation_counts,
+                "orphaned_annotation_count": total_orphaned,
+            }
+        )
 
     except Exception as e:
         logger.error(f"Error fetching fine-tuning status: {e}", exc_info=True)
@@ -385,7 +731,9 @@ async def get_finetuning_status(
 @router.delete("/orphaned-annotations")
 async def delete_orphaned_annotations(
     current_user: User = Depends(current_active_user),
-    annotation_type: Optional[str] = Query(None, description="Filter by annotation type (e.g. 'diarization')"),
+    annotation_type: Optional[str] = Query(
+        None, description="Filter by annotation type (e.g. 'diarization')"
+    ),
 ):
     """
     Find and delete orphaned annotations whose referenced conversation no longer exists.
@@ -395,8 +743,6 @@ async def delete_orphaned_annotations(
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
-    from advanced_omi_backend.models.conversation import Conversation
-
     conv_annotation_types = {AnnotationType.DIARIZATION, AnnotationType.TRANSCRIPT}
 
     # Filter to requested type if specified
@@ -404,9 +750,17 @@ async def delete_orphaned_annotations(
         try:
             requested_type = AnnotationType(annotation_type)
         except ValueError:
-            raise HTTPException(status_code=400, detail=f"Unknown annotation type: {annotation_type}")
+            raise HTTPException(
+                status_code=400, detail=f"Unknown annotation type: {annotation_type}"
+            )
         if requested_type not in conv_annotation_types:
-            return JSONResponse(content={"deleted_count": 0, "by_type": {}, "message": "Orphan detection not supported for this type"})
+            return JSONResponse(
+                content={
+                    "deleted_count": 0,
+                    "by_type": {},
+                    "message": "Orphan detection not supported for this type",
+                }
+            )
         types_to_check = {requested_type}
     else:
         types_to_check = conv_annotation_types
@@ -448,10 +802,12 @@ async def delete_orphaned_annotations(
             total_deleted += len(orphaned)
 
     logger.info(f"Deleted {total_deleted} orphaned annotations: {deleted_by_type}")
-    return JSONResponse(content={
-        "deleted_count": total_deleted,
-        "by_type": deleted_by_type,
-    })
+    return JSONResponse(
+        content={
+            "deleted_count": total_deleted,
+            "by_type": deleted_by_type,
+        }
+    )
 
 
 @router.post("/orphaned-annotations/reattach")
@@ -465,6 +821,87 @@ async def reattach_orphaned_annotations(
     raise HTTPException(status_code=501, detail="Reattach functionality coming soon")
 
 
+# ---------------------------------------------------------------------------
+# Failed Annotation Management Endpoints
+# ---------------------------------------------------------------------------
+
+
+async def _find_failed_annotations(annotation_type: Optional[str]) -> list[Annotation]:
+    """Return applied-but-stuck annotations that have a recorded training failure.
+
+    These are ``processed=True`` and not yet trained, with ``training_attempts > 0``.
+    """
+    if annotation_type:
+        try:
+            ann_type = AnnotationType(annotation_type)
+        except ValueError:
+            raise HTTPException(
+                status_code=400, detail=f"Unknown annotation type: {annotation_type}"
+            )
+        candidates = await Annotation.find(
+            Annotation.annotation_type == ann_type,
+            Annotation.processed == True,
+        ).to_list()
+    else:
+        candidates = await Annotation.find(
+            Annotation.annotation_type == AnnotationType.DIARIZATION,
+            Annotation.processed == True,
+        ).to_list()
+
+    return [
+        a
+        for a in candidates
+        if (a.training_attempts or 0) > 0
+        and (not a.processed_by or "training" not in a.processed_by)
+    ]
+
+
+@router.post("/failed-annotations/retry")
+async def retry_failed_annotations(
+    current_user: User = Depends(current_active_user),
+    annotation_type: Optional[str] = Query(
+        None, description="Filter by annotation type (default: diarization)"
+    ),
+):
+    """Clear the recorded failure on stuck annotations so they can be retried.
+
+    Resets ``training_attempts``/``training_error`` (without deleting). The next
+    training run re-attempts them; if the underlying cause is fixed they will
+    succeed, otherwise they re-appear as failed.
+    """
+    if not current_user.is_superuser:
+        raise HTTPException(status_code=403, detail="Admin access required")
+
+    failed = await _find_failed_annotations(annotation_type)
+    for a in failed:
+        a.training_attempts = 0
+        a.training_error = None
+        a.updated_at = datetime.now(timezone.utc)
+        await a.save()
+
+    logger.info(f"Reset {len(failed)} failed annotations for retry")
+    return JSONResponse(content={"reset_count": len(failed)})
+
+
+@router.delete("/failed-annotations")
+async def delete_failed_annotations(
+    current_user: User = Depends(current_active_user),
+    annotation_type: Optional[str] = Query(
+        None, description="Filter by annotation type (default: diarization)"
+    ),
+):
+    """Discard stuck annotations that keep failing to train (corrupt/unusable)."""
+    if not current_user.is_superuser:
+        raise HTTPException(status_code=403, detail="Admin access required")
+
+    failed = await _find_failed_annotations(annotation_type)
+    for a in failed:
+        await a.delete()
+
+    logger.info(f"Deleted {len(failed)} failed annotations")
+    return JSONResponse(content={"deleted_count": len(failed)})
+
+
 # ---------------------------------------------------------------------------
 # Cron Job Management Endpoints
 # ---------------------------------------------------------------------------
@@ -481,8 +918,6 @@ async def get_cron_jobs(current_user: User = Depends(current_active_user)):
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
-    from advanced_omi_backend.cron_scheduler import get_scheduler
-
     scheduler = get_scheduler()
     return await scheduler.get_all_jobs_status()
 
@@ -497,8 +932,6 @@ async def update_cron_job(
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
-    from advanced_omi_backend.cron_scheduler import get_scheduler
-
     scheduler = get_scheduler()
     try:
         await scheduler.update_job(job_id, enabled=body.enabled, schedule=body.schedule)
@@ -517,8 +950,6 @@ async def run_cron_job_now(
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
-    from advanced_omi_backend.cron_scheduler import get_scheduler
-
     scheduler = get_scheduler()
     try:
         result = await scheduler.run_job_now(job_id)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
index cd4bff97..353f6e80 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/health_routes.py
@@ -8,16 +8,24 @@
 import logging
 import os
 import time
-from typing import Any, Dict
 
 import aiohttp
-from fastapi import APIRouter, HTTPException, Request
+from fastapi import APIRouter
 from fastapi.responses import JSONResponse
 from motor.motor_asyncio import AsyncIOMotorClient
 
+from advanced_omi_backend import __version__ as package_version
 from advanced_omi_backend.client_manager import get_client_manager
-from advanced_omi_backend.controllers.queue_controller import redis_conn
-from advanced_omi_backend.llm_client import async_health_check
+from advanced_omi_backend.controllers.queue_controller import (
+    get_queue_health,
+    redis_conn,
+)
+from advanced_omi_backend.heartbeat import FLEET_HEALTH_KEY, evaluate_fleet_health
+from advanced_omi_backend.llm_client import (
+    async_health_check,
+    async_health_check_fallback,
+    async_health_check_fast,
+)
 from advanced_omi_backend.model_registry import get_models_registry
 from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.services.transcription import get_transcription_provider
@@ -33,24 +41,6 @@
 MONGODB_URI = os.getenv("MONGODB_URI", "mongodb://mongo:27017")
 mongo_client = AsyncIOMotorClient(MONGODB_URI)
 
-# Memory service
-memory_service = get_memory_service()
-
-# Transcription provider
-transcription_provider = get_transcription_provider()
-
-# Registry-driven configuration for display
-REGISTRY = get_models_registry()
-if REGISTRY:
-    _llm_def = REGISTRY.get_default("llm")
-    _embed_def = REGISTRY.get_default("embedding")
-    _vs_def = REGISTRY.get_default("vector_store")
-else:
-    _llm_def = _embed_def = _vs_def = None
-
-QDRANT_BASE_URL = (_vs_def.model_params.get("host") if _vs_def else "qdrant")
-QDRANT_PORT = str(_vs_def.model_params.get("port") if _vs_def else "6333")
-
 
 @router.get("/auth/health")
 async def auth_health_check():
@@ -58,8 +48,14 @@ async def auth_health_check():
     try:
         # Test database connectivity
         await mongo_client.admin.command("ping")
-        
-        # Test memory service if available
+
+        # Test memory service if available (creation itself can fail when the
+        # LLM defaults are unconfigured, so it counts as unavailable, not a 500)
+        try:
+            memory_service = get_memory_service()
+        except Exception as e:
+            logger.warning(f"Memory service unavailable: {e}")
+            memory_service = None
         if memory_service:
             try:
                 await asyncio.wait_for(memory_service.test_connection(), timeout=2.0)
@@ -69,12 +65,12 @@ async def auth_health_check():
                 memory_status = "degraded"
         else:
             memory_status = "unavailable"
-        
+
         return {
             "status": "ok",
-            "database": "ok", 
+            "database": "ok",
             "memory_service": memory_status,
-            "timestamp": int(time.time())
+            "timestamp": int(time.time()),
         }
     except Exception as e:
         logger.error(f"Auth health check failed: {e}")
@@ -84,8 +80,8 @@ async def auth_health_check():
                 "status": "error",
                 "detail": "Service connectivity check failed",
                 "error_type": "connection_failure",
-                "timestamp": int(time.time())
-            }
+                "timestamp": int(time.time()),
+            },
         )
 
 
@@ -98,6 +94,8 @@ async def health_check():
     _llm_model = None
     _llm_base_url = None
     _stt_name = None
+    registry = None
+    transcription_provider = get_transcription_provider()
 
     try:
         registry = get_models_registry()
@@ -108,16 +106,16 @@ async def health_check():
             _llm_def = registry.models.get(_llm_name)
             _llm_provider = _llm_def.model_provider if _llm_def else "openai"
             _llm_model = _llm_def.model_name if _llm_def else None
-            _llm_base_url = _llm_def.model_url if _llm_def else None
+            _llm_base_url = _llm_def.resolved_url() if _llm_def else None
     except Exception as e:
         logger.warning(f"Failed to load model config for health check: {e}")
     health_status = {
         "status": "healthy",
+        "version": os.getenv("CHRONICLE_BUILD_VERSION", "dev"),
         "timestamp": int(time.time()),
         "services": {},
         "config": {
             "mongodb_uri": MONGODB_URI,
-            "qdrant_url": f"http://{QDRANT_BASE_URL}:{QDRANT_PORT}",
             "transcription_service": (
                 f"Speech to Text ({transcription_provider.name})"
                 if transcription_provider
@@ -129,19 +127,21 @@ async def health_check():
                 else "Not configured"
             ),
             "transcription_provider": (
-                REGISTRY.get_default("stt").name if REGISTRY and REGISTRY.get_default("stt")
+                registry.get_default("stt").name
+                if registry and registry.get_default("stt")
                 else "not configured"
             ),
-
             "provider_type": (
                 transcription_provider.mode if transcription_provider else "none"
             ),
             "chunk_dir": str(os.getenv("CHUNK_DIR", "./audio_chunks")),
             "active_clients": get_client_manager().get_client_count(),
-            "new_conversation_timeout_minutes": float(os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5")),
+            "new_conversation_timeout_minutes": float(
+                os.getenv("NEW_CONVERSATION_TIMEOUT_MINUTES", "1.5")
+            ),
             "llm_provider": (_llm_def.model_provider if _llm_def else None),
             "llm_model": (_llm_def.model_name if _llm_def else None),
-            "llm_base_url": (_llm_def.model_url if _llm_def else None),
+            "llm_base_url": (_llm_def.resolved_url() if _llm_def else None),
         },
     }
 
@@ -150,11 +150,11 @@ async def health_check():
 
     # Get configuration once at the start
     # Memory provider (registry-based)
-    mem_settings = REGISTRY.memory if REGISTRY else {}
+    mem_settings = registry.memory if registry else {}
     memory_provider = (mem_settings.get("provider") or "chronicle").lower()
 
     speaker_service_url = os.getenv("SPEAKER_SERVICE_URL")
-    openmemory_mcp_url = os.getenv("OPENMEMORY_MCP_URL")
+    wakeword_service_url = os.getenv("WAKEWORD_SERVICE_URL")
 
     # Check MongoDB (critical service)
     try:
@@ -183,8 +183,6 @@ async def health_check():
 
     # Check Redis and RQ Workers (critical for queue processing)
     try:
-        from advanced_omi_backend.controllers.queue_controller import get_queue_health
-
         # Get queue health (includes Redis connection test and worker count)
         queue_health = await asyncio.wait_for(
             asyncio.to_thread(get_queue_health), timeout=5.0
@@ -195,6 +193,7 @@ async def health_check():
         worker_count = queue_health.get("total_workers", 0)
         active_workers = queue_health.get("active_workers", 0)
         idle_workers = queue_health.get("idle_workers", 0)
+        worker_fleet = queue_health.get("worker_fleet", {})
 
         if redis_healthy:
             health_status["services"]["redis"] = {
@@ -204,14 +203,30 @@ async def health_check():
                 "worker_count": worker_count,
                 "active_workers": active_workers,
                 "idle_workers": idle_workers,
-                "queues": queue_health.get("queues", {})
+                "queues": queue_health.get("queues", {}),
+            }
+
+            fleet_healthy = worker_fleet.get("healthy", False)
+            health_status["services"]["workers"] = {
+                **worker_fleet,
+                "status": (
+                    "✅ Worker fleet healthy"
+                    if fleet_healthy
+                    else f"❌ {worker_fleet.get('detail', 'Worker fleet unavailable')}"
+                ),
+                "fleet_status": worker_fleet.get("status", "unknown"),
+                "healthy": fleet_healthy,
+                "critical": True,
             }
+            if not fleet_healthy:
+                overall_healthy = False
+                critical_services_healthy = False
         else:
             health_status["services"]["redis"] = {
                 "status": f"❌ Connection Failed: {queue_health.get('redis_connection')}",
                 "healthy": False,
                 "critical": True,
-                "worker_count": 0
+                "worker_count": 0,
             }
             overall_healthy = False
             critical_services_healthy = False
@@ -221,7 +236,7 @@ async def health_check():
             "status": "❌ Connection Timeout (5s)",
             "healthy": False,
             "critical": True,
-            "worker_count": 0
+            "worker_count": 0,
         }
         overall_healthy = False
         critical_services_healthy = False
@@ -230,7 +245,7 @@ async def health_check():
             "status": f"❌ Connection Failed: {str(e)}",
             "healthy": False,
             "critical": True,
-            "worker_count": 0
+            "worker_count": 0,
         }
         overall_healthy = False
         critical_services_healthy = False
@@ -238,16 +253,19 @@ async def health_check():
     # Check LLM service (non-critical service - may not be running)
     try:
         llm_health = await asyncio.wait_for(async_health_check(), timeout=8.0)
-        health_status["services"]["audioai"] = {
+        is_healthy = llm_health.get("healthy", False)
+        health_status["services"]["llm"] = {
             "status": llm_health.get("status", "❌ Unknown"),
-            "healthy": "✅" in llm_health.get("status", ""),
+            "healthy": is_healthy,
             "base_url": llm_health.get("base_url", ""),
             "model": llm_health.get("default_model", ""),
             "provider": (_llm_def.model_provider if _llm_def else "unknown"),
             "critical": False,
         }
+        if not is_healthy:
+            overall_healthy = False
     except asyncio.TimeoutError:
-        health_status["services"]["audioai"] = {
+        health_status["services"]["llm"] = {
             "status": "⚠️ Connection Timeout (8s) - Service may not be running",
             "healthy": False,
             "provider": (_llm_def.model_provider if _llm_def else "unknown"),
@@ -255,7 +273,7 @@ async def health_check():
         }
         overall_healthy = False
     except Exception as e:
-        health_status["services"]["audioai"] = {
+        health_status["services"]["llm"] = {
             "status": f"⚠️ Connection Failed: {str(e)} - Service may not be running",
             "healthy": False,
             "provider": (_llm_def.model_provider if _llm_def else "unknown"),
@@ -263,97 +281,147 @@ async def health_check():
         }
         overall_healthy = False
 
-    # Check memory service (provider-dependent)
-    if memory_provider == "chronicle":
-        try:
-            # Test Chronicle memory service connection with timeout
-            test_success = await asyncio.wait_for(memory_service.test_connection(), timeout=8.0)
-            if test_success:
-                health_status["services"]["memory_service"] = {
-                    "status": "✅ Chronicle Memory Connected",
-                    "healthy": True,
-                    "provider": "chronicle",
-                    "critical": False,
-                }
-            else:
-                health_status["services"]["memory_service"] = {
-                    "status": "⚠️ Chronicle Memory Test Failed",
-                    "healthy": False,
-                    "provider": "chronicle",
-                    "critical": False,
-                }
+    # Check separate fast LLM, only when one is configured (defaults.fast_llm set
+    # and distinct from defaults.llm). Reuses the main LLM otherwise.
+    try:
+        fast_health = await asyncio.wait_for(async_health_check_fast(), timeout=8.0)
+        if fast_health is not None:
+            is_healthy = fast_health.get("healthy", False)
+            health_status["services"]["fast_llm"] = {
+                "status": fast_health.get("status", "❌ Unknown"),
+                "healthy": is_healthy,
+                "base_url": fast_health.get("base_url", ""),
+                "model": fast_health.get("default_model", ""),
+                "critical": False,
+            }
+            if not is_healthy:
                 overall_healthy = False
-        except asyncio.TimeoutError:
+    except Exception as e:  # noqa: BLE001 - fast LLM is optional/non-critical
+        health_status["services"]["fast_llm"] = {
+            "status": f"⚠️ Connection Failed: {str(e)} - Service may not be running",
+            "healthy": False,
+            "critical": False,
+        }
+        overall_healthy = False
+
+    # Check separate fallback LLM, only when one is configured
+    # (defaults.fallback_llm set and distinct from defaults.llm).
+    try:
+        fb_health = await asyncio.wait_for(async_health_check_fallback(), timeout=8.0)
+        if fb_health is not None:
+            is_healthy = fb_health.get("healthy", False)
+            health_status["services"]["fallback_llm"] = {
+                "status": fb_health.get("status", "❌ Unknown"),
+                "healthy": is_healthy,
+                "base_url": fb_health.get("base_url", ""),
+                "model": fb_health.get("default_model", ""),
+                "critical": False,
+            }
+            if not is_healthy:
+                overall_healthy = False
+    except Exception as e:  # noqa: BLE001 - fallback LLM is optional/non-critical
+        health_status["services"]["fallback_llm"] = {
+            "status": f"⚠️ Connection Failed: {str(e)} - Service may not be running",
+            "healthy": False,
+            "critical": False,
+        }
+        overall_healthy = False
+
+    # Check memory service (Chronicle agentic vault). Created here rather than at
+    # module load — creation raises when LLM defaults are unconfigured, and an
+    # import-time failure would take down every route in this package.
+    try:
+        memory_service = get_memory_service()
+        test_success = await asyncio.wait_for(
+            memory_service.test_connection(), timeout=8.0
+        )
+        if test_success:
             health_status["services"]["memory_service"] = {
-                "status": "⚠️ Chronicle Memory Timeout (8s) - Check Qdrant",
-                "healthy": False,
-                "provider": "chronicle",
+                "status": "✅ Chronicle Memory Connected",
+                "healthy": True,
+                "provider": memory_provider,
                 "critical": False,
             }
-            overall_healthy = False
-        except Exception as e:
+        else:
             health_status["services"]["memory_service"] = {
-                "status": f"⚠️ Chronicle Memory Failed: {str(e)}",
+                "status": "⚠️ Chronicle Memory Test Failed",
                 "healthy": False,
-                "provider": "chronicle",
+                "provider": memory_provider,
                 "critical": False,
             }
             overall_healthy = False
-    elif memory_provider == "openmemory_mcp":
-        # OpenMemory MCP check is handled separately above
-        health_status["services"]["memory_service"] = {
-            "status": "✅ Using OpenMemory MCP",
-            "healthy": True,
-            "provider": "openmemory_mcp",
-            "critical": False,
-        }
-    else:
+    except Exception as e:
         health_status["services"]["memory_service"] = {
-            "status": f"❌ Unknown memory provider: {memory_provider}",
+            "status": f"⚠️ Chronicle Memory Failed: {str(e)}",
             "healthy": False,
             "provider": memory_provider,
             "critical": False,
         }
         overall_healthy = False
 
-    # Check Speech to Text service based on configured provider
-    if transcription_provider:
-        provider_name = transcription_provider.name
-        provider_type = transcription_provider.mode
-
-        # Generic provider health check - let each provider handle its own connection logic
+    # Check Speech to Text services — both batch (stored transcripts) and
+    # streaming (live, real-time). Each is reported separately so the status
+    # page shows what's configured for each mode, or flags it as unconfigured.
+    async def _check_stt(provider, label):
+        if provider is None:
+            return {
+                "status": "⚠️ Not configured",
+                "healthy": False,
+                "type": label,
+                "provider": "None",
+                "configured": False,
+                "critical": False,
+            }
         try:
-            # Test provider connection
-            await transcription_provider.connect("health-check")
-            await transcription_provider.disconnect()
-
-            health_status["services"]["speech_to_text"] = {
-                "status": "✅ Provider Available",
-                "healthy": True,
-                "type": provider_type.title(),
-                "provider": provider_name,
+            h = await asyncio.wait_for(provider.health_check(), timeout=8.0)
+            return {
+                "status": h.get("status", "❌ Unknown"),
+                "healthy": h.get("healthy", False),
+                "type": label,
+                "provider": provider.name,
+                "configured": True,
+                "critical": False,
+            }
+        except asyncio.TimeoutError:
+            return {
+                "status": "⚠️ Connection Timeout (8s)",
+                "healthy": False,
+                "type": label,
+                "provider": provider.name,
+                "configured": True,
                 "critical": False,
             }
         except Exception as e:
-            health_status["services"]["speech_to_text"] = {
+            return {
                 "status": f"⚠️ Provider Error: {str(e)}",
                 "healthy": False,
-                "type": provider_type.title(),
-                "provider": provider_name,
+                "type": label,
+                "provider": provider.name,
+                "configured": True,
                 "critical": False,
             }
-            # Don't mark overall health as unhealthy for transcription issues
-            # since the service may be external or optional
-    else:
-        # No transcription service configured
-        health_status["services"]["speech_to_text"] = {
-            "status": "❌ No transcription service configured",
-            "healthy": False,
-            "type": "None",
-            "provider": "None",
-            "critical": False,
-        }
+
+    batch_provider = get_transcription_provider(mode="batch")
+    streaming_provider = get_transcription_provider(mode="streaming")
+
+    health_status["services"]["speech_to_text"] = await _check_stt(
+        batch_provider, "Batch"
+    )
+    health_status["services"]["speech_to_text_streaming"] = await _check_stt(
+        streaming_provider, "Streaming"
+    )
+
+    # Batch STT is required for stored transcripts; missing → degraded overall.
+    # Streaming is optional (live preview only), so it stays a non-fatal warning.
+    if batch_provider is None:
+        health_status["services"]["speech_to_text"][
+            "status"
+        ] = "❌ No batch STT configured (set defaults.stt)"
         overall_healthy = False
+    if streaming_provider is None:
+        health_status["services"]["speech_to_text_streaming"][
+            "status"
+        ] = "⚠️ No streaming STT configured (set defaults.stt_stream)"
 
     # Check Speaker Recognition service (non-critical - optional feature)
     if speaker_service_url:
@@ -361,7 +429,8 @@ async def health_check():
             # Make a health check request to the speaker service
             async with aiohttp.ClientSession() as session:
                 async with session.get(
-                    f"{speaker_service_url}/health", timeout=aiohttp.ClientTimeout(total=5)
+                    f"{speaker_service_url}/health",
+                    timeout=aiohttp.ClientTimeout(total=5),
                 ) as response:
                     if response.status == 200:
                         health_status["services"]["speaker_recognition"] = {
@@ -395,46 +464,45 @@ async def health_check():
             }
             overall_healthy = False
 
-    # Check OpenMemory MCP service (if configured)
-    if memory_provider == "openmemory_mcp" and openmemory_mcp_url:
+    # Check Wake-word service (non-critical - optional feature). Only probed when
+    # WAKEWORD_SERVICE_URL is configured, mirroring the speaker_recognition gate.
+    if wakeword_service_url:
         try:
-            # Make a health check request to the OpenMemory MCP service
             async with aiohttp.ClientSession() as session:
                 async with session.get(
-                    f"{openmemory_mcp_url}/api/v1/apps/", timeout=aiohttp.ClientTimeout(total=5)
+                    f"{wakeword_service_url}/health",
+                    timeout=aiohttp.ClientTimeout(total=5),
                 ) as response:
                     if response.status == 200:
-                        health_status["services"]["openmemory_mcp"] = {
+                        body = await response.json()
+                        health_status["services"]["wakeword"] = {
                             "status": "✅ Connected",
                             "healthy": True,
-                            "url": openmemory_mcp_url,
-                            "provider": "openmemory_mcp",
+                            "url": wakeword_service_url,
+                            "model_loaded": body.get("model_loaded"),
                             "critical": False,
                         }
                     else:
-                        health_status["services"]["openmemory_mcp"] = {
+                        health_status["services"]["wakeword"] = {
                             "status": f"⚠️ Unhealthy: HTTP {response.status}",
                             "healthy": False,
-                            "url": openmemory_mcp_url,
-                            "provider": "openmemory_mcp",
+                            "url": wakeword_service_url,
                             "critical": False,
                         }
                         overall_healthy = False
         except asyncio.TimeoutError:
-            health_status["services"]["openmemory_mcp"] = {
+            health_status["services"]["wakeword"] = {
                 "status": "⚠️ Connection Timeout (5s)",
                 "healthy": False,
-                "url": openmemory_mcp_url,
-                "provider": "openmemory_mcp",
+                "url": wakeword_service_url,
                 "critical": False,
             }
             overall_healthy = False
         except Exception as e:
-            health_status["services"]["openmemory_mcp"] = {
+            health_status["services"]["wakeword"] = {
                 "status": f"⚠️ Connection Failed: {str(e)}",
                 "healthy": False,
-                "url": openmemory_mcp_url,
-                "provider": "openmemory_mcp",
+                "url": wakeword_service_url,
                 "critical": False,
             }
             overall_healthy = False
@@ -464,27 +532,60 @@ async def health_check():
             if not service["healthy"] and not service.get("critical", True)
         ]
         if unhealthy_optional:
-            messages.append(f"Optional services unavailable: {', '.join(unhealthy_optional)}")
+            messages.append(
+                f"Optional services unavailable: {', '.join(unhealthy_optional)}"
+            )
 
         health_status["message"] = "; ".join(messages)
 
     return JSONResponse(content=health_status, status_code=200)
 
 
+@router.get("/version")
+async def version_check():
+    """Report the running backend build version. Unauthenticated, like /health.
+
+    ``version`` is the baked-in git describe / release tag (CHRONICLE_BUILD_VERSION,
+    defaults to "dev"); ``package_version`` is the Python package version.
+    """
+    return {
+        "version": os.getenv("CHRONICLE_BUILD_VERSION", "dev"),
+        "package_version": package_version,
+        "timestamp": int(time.time()),
+    }
+
+
 @router.get("/readiness")
 async def readiness_check():
     """Simple readiness check for container orchestration."""
     # Use debug level for health check to reduce log spam
     logger.debug("Readiness check requested")
-    
+
     # Only check critical services for readiness
     try:
-        # Quick MongoDB ping to ensure we can serve requests
+        # MongoDB and the worker fleet are both required for accepting audio. A
+        # backend with no workers can receive recordings but cannot persist or
+        # transcribe them, so reporting ready would permit silent data loss.
         await asyncio.wait_for(mongo_client.admin.command("ping"), timeout=2.0)
-        return JSONResponse(content={"status": "ready", "timestamp": int(time.time())}, status_code=200)
+        await asyncio.wait_for(asyncio.to_thread(redis_conn.ping), timeout=2.0)
+        fleet = await asyncio.wait_for(
+            asyncio.to_thread(
+                lambda: evaluate_fleet_health(redis_conn.get(FLEET_HEALTH_KEY))
+            ),
+            timeout=2.0,
+        )
+        if not fleet["healthy"]:
+            raise RuntimeError(fleet.get("detail") or "Worker fleet unavailable")
+        return JSONResponse(
+            content={"status": "ready", "timestamp": int(time.time())}, status_code=200
+        )
     except Exception as e:
         logger.error(f"Readiness check failed: {e}")
         return JSONResponse(
-            content={"status": "not_ready", "error": str(e), "timestamp": int(time.time())}, 
-            status_code=503
+            content={
+                "status": "not_ready",
+                "error": str(e),
+                "timestamp": int(time.time()),
+            },
+            status_code=503,
         )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py
deleted file mode 100644
index 1b8ae1cf..00000000
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/knowledge_graph_routes.py
+++ /dev/null
@@ -1,500 +0,0 @@
-"""
-Knowledge Graph API routes for Chronicle.
-
-Handles entity, relationship, promise, and timeline operations.
-"""
-
-import logging
-from datetime import datetime
-from typing import Optional
-
-from fastapi import APIRouter, Depends, HTTPException, Query
-from fastapi.responses import JSONResponse
-from pydantic import BaseModel
-
-from advanced_omi_backend.auth import current_active_user
-from advanced_omi_backend.models.annotation import (
-    Annotation,
-    AnnotationStatus,
-    AnnotationType,
-)
-from advanced_omi_backend.services.knowledge_graph import (
-    KnowledgeGraphService,
-    PromiseStatus,
-    get_knowledge_graph_service,
-)
-from advanced_omi_backend.users import User
-
-logger = logging.getLogger(__name__)
-
-router = APIRouter(prefix="/knowledge-graph", tags=["knowledge-graph"])
-
-
-# =============================================================================
-# REQUEST MODELS
-# =============================================================================
-
-
-class UpdateEntityRequest(BaseModel):
-    """Request model for updating entity fields."""
-    name: Optional[str] = None
-    details: Optional[str] = None
-    icon: Optional[str] = None
-
-
-class UpdatePromiseRequest(BaseModel):
-    """Request model for updating promise status."""
-    status: str  # pending, in_progress, completed, cancelled
-
-
-# =============================================================================
-# ENTITY ENDPOINTS
-# =============================================================================
-
-
-@router.get("/entities")
-async def get_entities(
-    current_user: User = Depends(current_active_user),
-    entity_type: Optional[str] = Query(
-        default=None,
-        description="Filter by entity type (person, place, organization, event, thing)",
-    ),
-    limit: int = Query(default=100, ge=1, le=500),
-):
-    """Get all entities for the current user.
-
-    Optionally filter by entity type. Returns entities with their
-    relationship counts.
-    """
-    try:
-        service = get_knowledge_graph_service()
-        entities = await service.get_entities(
-            user_id=str(current_user.id),
-            entity_type=entity_type,
-            limit=limit,
-        )
-
-        return {
-            "entities": [e.to_dict() for e in entities],
-            "count": len(entities),
-            "user_id": str(current_user.id),
-        }
-    except Exception as e:
-        logger.error(f"Error getting entities: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error getting entities: {str(e)}"},
-        )
-
-
-@router.get("/entities/{entity_id}")
-async def get_entity(
-    entity_id: str,
-    current_user: User = Depends(current_active_user),
-):
-    """Get a single entity by ID with its relationship count."""
-    try:
-        service = get_knowledge_graph_service()
-        entity = await service.get_entity(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-        )
-
-        if not entity:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        return {"entity": entity.to_dict()}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error getting entity {entity_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error getting entity: {str(e)}"},
-        )
-
-
-@router.get("/entities/{entity_id}/relationships")
-async def get_entity_relationships(
-    entity_id: str,
-    current_user: User = Depends(current_active_user),
-):
-    """Get all relationships for an entity.
-
-    Returns both incoming and outgoing relationships with
-    connected entity information.
-    """
-    try:
-        service = get_knowledge_graph_service()
-
-        # First verify entity exists
-        entity = await service.get_entity(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-        )
-
-        if not entity:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        relationships = await service.get_entity_relationships(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-        )
-
-        return {
-            "entity": entity.to_dict(),
-            "relationships": [r.to_dict() for r in relationships],
-            "count": len(relationships),
-        }
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error getting relationships for {entity_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error getting relationships: {str(e)}"},
-        )
-
-
-@router.patch("/entities/{entity_id}")
-async def update_entity(
-    entity_id: str,
-    request: UpdateEntityRequest,
-    current_user: User = Depends(current_active_user),
-):
-    """Update an entity's name, details, or icon.
-
-    Also creates entity annotations as a side effect for each changed field.
-    These annotations feed the jargon and entity extraction pipelines.
-    """
-    try:
-        if request.name is None and request.details is None and request.icon is None:
-            raise HTTPException(
-                status_code=400,
-                detail="At least one field (name, details, icon) must be provided",
-            )
-
-        service = get_knowledge_graph_service()
-
-        # Get current entity for annotation original values
-        existing = await service.get_entity(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-        )
-        if not existing:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        # Apply update to Neo4j
-        updated = await service.update_entity(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-            name=request.name,
-            details=request.details,
-            icon=request.icon,
-        )
-        if not updated:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        # Create annotations for changed text fields (name, details)
-        # These feed the jargon pipeline and entity extraction pipeline.
-        # Icon changes don't create annotations (not text corrections).
-        for field in ("name", "details"):
-            new_value = getattr(request, field)
-            if new_value is not None:
-                old_value = getattr(existing, field) or ""
-                annotation = Annotation(
-                    annotation_type=AnnotationType.ENTITY,
-                    user_id=str(current_user.id),
-                    entity_id=entity_id,
-                    entity_field=field,
-                    original_text=old_value,
-                    corrected_text=new_value,
-                    status=AnnotationStatus.ACCEPTED,
-                    processed=False,
-                )
-                await annotation.save()
-                logger.info(
-                    f"Created entity annotation for {field} change on entity {entity_id}"
-                )
-
-        return {"entity": updated.to_dict()}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error updating entity {entity_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error updating entity: {str(e)}"},
-        )
-
-
-@router.delete("/entities/{entity_id}")
-async def delete_entity(
-    entity_id: str,
-    current_user: User = Depends(current_active_user),
-):
-    """Delete an entity and all its relationships."""
-    try:
-        service = get_knowledge_graph_service()
-        deleted = await service.delete_entity(
-            entity_id=entity_id,
-            user_id=str(current_user.id),
-        )
-
-        if not deleted:
-            raise HTTPException(status_code=404, detail="Entity not found")
-
-        return {"message": "Entity deleted successfully"}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error deleting entity {entity_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error deleting entity: {str(e)}"},
-        )
-
-
-# =============================================================================
-# SEARCH ENDPOINT
-# =============================================================================
-
-
-@router.get("/search")
-async def search_entities(
-    query: str = Query(..., description="Search query for entity names and details"),
-    current_user: User = Depends(current_active_user),
-    limit: int = Query(default=20, ge=1, le=100),
-):
-    """Search entities by name or details.
-
-    Performs case-insensitive substring matching on entity names
-    and details fields.
-    """
-    try:
-        service = get_knowledge_graph_service()
-        entities = await service.search_entities(
-            query=query,
-            user_id=str(current_user.id),
-            limit=limit,
-        )
-
-        return {
-            "query": query,
-            "entities": [e.to_dict() for e in entities],
-            "count": len(entities),
-        }
-    except Exception as e:
-        logger.error(f"Error searching entities: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error searching entities: {str(e)}"},
-        )
-
-
-# =============================================================================
-# PROMISE ENDPOINTS
-# =============================================================================
-
-
-@router.get("/promises")
-async def get_promises(
-    current_user: User = Depends(current_active_user),
-    status: Optional[str] = Query(
-        default=None,
-        description="Filter by status (pending, in_progress, completed, cancelled)",
-    ),
-    limit: int = Query(default=50, ge=1, le=200),
-):
-    """Get promises/tasks for the current user.
-
-    Optionally filter by status. Returns promises ordered by
-    due date (ascending) then created date (descending).
-    """
-    try:
-        # Validate status if provided
-        if status:
-            try:
-                PromiseStatus(status)
-            except ValueError:
-                raise HTTPException(
-                    status_code=400,
-                    detail=f"Invalid status. Must be one of: {[s.value for s in PromiseStatus]}",
-                )
-
-        service = get_knowledge_graph_service()
-        promises = await service.get_promises(
-            user_id=str(current_user.id),
-            status=status,
-            limit=limit,
-        )
-
-        return {
-            "promises": [p.to_dict() for p in promises],
-            "count": len(promises),
-            "user_id": str(current_user.id),
-        }
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error getting promises: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error getting promises: {str(e)}"},
-        )
-
-
-@router.patch("/promises/{promise_id}")
-async def update_promise_status(
-    promise_id: str,
-    request: UpdatePromiseRequest,
-    current_user: User = Depends(current_active_user),
-):
-    """Update a promise's status.
-
-    Valid statuses: pending, in_progress, completed, cancelled
-    """
-    try:
-        # Validate status
-        try:
-            PromiseStatus(request.status)
-        except ValueError:
-            raise HTTPException(
-                status_code=400,
-                detail=f"Invalid status. Must be one of: {[s.value for s in PromiseStatus]}",
-            )
-
-        service = get_knowledge_graph_service()
-        promise = await service.update_promise_status(
-            promise_id=promise_id,
-            user_id=str(current_user.id),
-            status=request.status,
-        )
-
-        if not promise:
-            raise HTTPException(status_code=404, detail="Promise not found")
-
-        return {"promise": promise.to_dict()}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error updating promise {promise_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error updating promise: {str(e)}"},
-        )
-
-
-@router.delete("/promises/{promise_id}")
-async def delete_promise(
-    promise_id: str,
-    current_user: User = Depends(current_active_user),
-):
-    """Delete a promise."""
-    try:
-        service = get_knowledge_graph_service()
-        deleted = await service.delete_promise(
-            promise_id=promise_id,
-            user_id=str(current_user.id),
-        )
-
-        if not deleted:
-            raise HTTPException(status_code=404, detail="Promise not found")
-
-        return {"message": "Promise deleted successfully"}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error deleting promise {promise_id}: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error deleting promise: {str(e)}"},
-        )
-
-
-# =============================================================================
-# TIMELINE ENDPOINT
-# =============================================================================
-
-
-@router.get("/timeline")
-async def get_timeline(
-    start: str = Query(..., description="Start date (ISO format)"),
-    end: str = Query(..., description="End date (ISO format)"),
-    current_user: User = Depends(current_active_user),
-    limit: int = Query(default=100, ge=1, le=500),
-):
-    """Get entities within a time range.
-
-    Returns entities ordered by their start_time or created_at date.
-    Useful for building timeline visualizations.
-    """
-    try:
-        # Parse dates
-        try:
-            start_dt = datetime.fromisoformat(start.replace("Z", "+00:00"))
-            end_dt = datetime.fromisoformat(end.replace("Z", "+00:00"))
-        except ValueError as e:
-            raise HTTPException(
-                status_code=400,
-                detail=f"Invalid date format. Use ISO format (YYYY-MM-DDTHH:MM:SS): {e}",
-            )
-
-        if start_dt > end_dt:
-            raise HTTPException(
-                status_code=400,
-                detail="Start date must be before end date",
-            )
-
-        service = get_knowledge_graph_service()
-        entities = await service.get_timeline(
-            user_id=str(current_user.id),
-            start=start_dt,
-            end=end_dt,
-            limit=limit,
-        )
-
-        return {
-            "start": start,
-            "end": end,
-            "entities": [e.to_dict() for e in entities],
-            "count": len(entities),
-        }
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.error(f"Error getting timeline: {e}")
-        return JSONResponse(
-            status_code=500,
-            content={"message": f"Error getting timeline: {str(e)}"},
-        )
-
-
-# =============================================================================
-# HEALTH CHECK
-# =============================================================================
-
-
-@router.get("/health")
-async def knowledge_graph_health():
-    """Check knowledge graph service health.
-
-    Tests Neo4j connection and returns status.
-    """
-    try:
-        service = get_knowledge_graph_service()
-        is_healthy = await service.test_connection()
-
-        if is_healthy:
-            return {"status": "healthy", "neo4j": "connected"}
-        else:
-            return JSONResponse(
-                status_code=503,
-                content={"status": "unhealthy", "neo4j": "disconnected"},
-            )
-    except Exception as e:
-        logger.error(f"Knowledge graph health check failed: {e}")
-        return JSONResponse(
-            status_code=503,
-            content={"status": "unhealthy", "error": str(e)},
-        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
index 409f7b85..ebd99e8e 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/memory_routes.py
@@ -21,6 +21,7 @@
 
 class AddMemoryRequest(BaseModel):
     """Request model for adding a memory."""
+
     content: str
     source_id: Optional[str] = None
 
@@ -29,20 +30,52 @@ class AddMemoryRequest(BaseModel):
 async def get_memories(
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=50, ge=1, le=1000),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get memories. Users see only their own memories, admins can see all or filter by user."""
     return await memory_controller.get_memories(current_user, limit, user_id)
 
 
+@router.get("/audit")
+async def get_memory_audit(
+    current_user: User = Depends(current_active_user),
+    limit: int = Query(default=100, ge=1, le=1000),
+    conversation_id: Optional[str] = Query(
+        default=None, description="Filter to a single conversation"
+    ),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
+):
+    """Memory vault change ledger (audit history). Newest first."""
+    return await memory_controller.get_memory_audit(
+        current_user, limit, user_id, conversation_id
+    )
+
+
+@router.get("/audit/{entry_id}/diff")
+async def get_memory_audit_diff(
+    entry_id: str,
+    current_user: User = Depends(current_active_user),
+):
+    """Before→after diff for one ledger entry (reconstructs the prior note state)."""
+    return await memory_controller.get_memory_audit_diff(current_user, entry_id)
+
+
 @router.get("/with-transcripts")
 async def get_memories_with_transcripts(
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=50, ge=1, le=1000),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get memories with their source transcripts. Users see only their own memories, admins can see all or filter by user."""
-    return await memory_controller.get_memories_with_transcripts(current_user, limit, user_id)
+    return await memory_controller.get_memories_with_transcripts(
+        current_user, limit, user_id
+    )
 
 
 @router.get("/search")
@@ -50,30 +83,44 @@ async def search_memories(
     query: str = Query(..., description="Search query"),
     current_user: User = Depends(current_active_user),
     limit: int = Query(default=20, ge=1, le=100),
-    score_threshold: float = Query(default=0.0, ge=0.0, le=1.0, description="Minimum similarity score (0.0 = no threshold)"),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    score_threshold: float = Query(
+        default=0.0,
+        ge=0.0,
+        le=1.0,
+        description="Minimum similarity score (0.0 = no threshold)",
+    ),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Search memories by text query with configurable similarity threshold. Users can only search their own memories, admins can search all or filter by user."""
-    return await memory_controller.search_memories(query, current_user, limit, score_threshold, user_id)
+    return await memory_controller.search_memories(
+        query, current_user, limit, score_threshold, user_id
+    )
 
 
 @router.post("")
 async def add_memory(
-    request: AddMemoryRequest,
-    current_user: User = Depends(current_active_user)
+    request: AddMemoryRequest, current_user: User = Depends(current_active_user)
 ):
     """Add a memory directly from content text. The service will extract structured memories from the provided content."""
-    return await memory_controller.add_memory(request.content, current_user, request.source_id)
+    return await memory_controller.add_memory(
+        request.content, current_user, request.source_id
+    )
 
 
 @router.delete("/{memory_id}")
-async def delete_memory(memory_id: str, current_user: User = Depends(current_active_user)):
+async def delete_memory(
+    memory_id: str, current_user: User = Depends(current_active_user)
+):
     """Delete a memory by ID. Users can only delete their own memories, admins can delete any."""
     return await memory_controller.delete_memory(memory_id, current_user)
 
 
 @router.get("/admin")
-async def get_all_memories_admin(current_user: User = Depends(current_superuser), limit: int = 200):
+async def get_all_memories_admin(
+    current_user: User = Depends(current_superuser), limit: int = 200
+):
     """Get all memories across all users for admin review. Admin only."""
     return await memory_controller.get_all_memories_admin(current_user, limit)
 
@@ -82,7 +129,9 @@ async def get_all_memories_admin(current_user: User = Depends(current_superuser)
 async def get_memory_by_id(
     memory_id: str,
     current_user: User = Depends(current_active_user),
-    user_id: Optional[str] = Query(default=None, description="User ID filter (admin only)"),
+    user_id: Optional[str] = Query(
+        default=None, description="User ID filter (admin only)"
+    ),
 ):
     """Get a single memory by ID. Users can only access their own memories, admins can access any."""
     return await memory_controller.get_memory_by_id(memory_id, current_user, user_id)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py
deleted file mode 100644
index b02ed426..00000000
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/obsidian_routes.py
+++ /dev/null
@@ -1,223 +0,0 @@
-
-import json
-import logging
-import os
-import uuid
-import zipfile
-from pathlib import Path
-
-from fastapi import APIRouter, Body, Depends, File, HTTPException, UploadFile
-from pydantic import BaseModel
-from rq.exceptions import NoSuchJobError
-from rq.job import Job
-
-from advanced_omi_backend.auth import current_active_user, current_superuser
-from advanced_omi_backend.controllers.queue_controller import default_queue, redis_conn
-from advanced_omi_backend.services.obsidian_service import obsidian_service
-from advanced_omi_backend.users import User
-from advanced_omi_backend.utils.file_utils import ZipExtractionError, extract_zip
-from advanced_omi_backend.workers.obsidian_jobs import (
-    count_markdown_files,
-    ingest_obsidian_vault_job,
-)
-
-logger = logging.getLogger(__name__)
-
-router = APIRouter(prefix="/obsidian", tags=["obsidian"])
-
-class IngestRequest(BaseModel):
-    vault_path: str
-
-@router.post("/ingest")
-async def ingest_obsidian_vault(
-    request: IngestRequest,
-    current_user: User = Depends(current_active_user)
-):
-    """
-    Immediate/synchronous ingestion endpoint (legacy). Not recommended for UI.
-    Prefer the upload_zip + start endpoints to enable progress reporting.
-    """
-    if not os.path.exists(request.vault_path):
-        raise HTTPException(status_code=400, detail=f"Path not found: {request.vault_path}")
-
-    try:
-        result = await obsidian_service.ingest_vault(request.vault_path)
-        return {"message": "Ingestion complete", **result}
-    except Exception as e:
-        logger.error(f"Ingestion failed: {e}")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@router.post("/upload_zip")
-async def upload_obsidian_zip(
-    file: UploadFile = File(...),
-    current_user: User = Depends(current_superuser)
-):
-    """
-    Upload a zipped Obsidian vault. Returns a job_id that can be started later.
-    Uses upload_files_async pattern from upload_files.py for proper file handling.
-    """
-    if not file.filename.lower().endswith('.zip'):
-        raise HTTPException(status_code=400, detail="Please upload a .zip file of your Obsidian vault")
-
-    job_id = str(uuid.uuid4())
-    base_dir = Path("/app/data/obsidian_jobs")
-    base_dir.mkdir(parents=True, exist_ok=True)
-    job_dir = base_dir / job_id
-    job_dir.mkdir(parents=True, exist_ok=True)
-    zip_path = job_dir / "vault.zip"
-    extract_dir = job_dir / "vault"
-    
-    # Use upload_files_async pattern for proper file handling with cleanup
-    zip_file_handle = None
-    try:
-        # Read file content
-        file_content = await file.read()
-        
-        # Save zip file using proper file handling pattern from upload_files_async
-        try:
-            zip_file_handle = open(zip_path, 'wb')
-            zip_file_handle.write(file_content)
-        except IOError as e:
-            logger.error(f"Error writing zip file {zip_path}: {e}")
-            raise HTTPException(status_code=500, detail=f"Failed to save uploaded zip: {e}")
-        
-        # Extract zip file using utility function
-        try:
-            extract_zip(zip_path, extract_dir)
-        except zipfile.BadZipFile as e:
-            logger.exception(f"Invalid zip file: {e}")
-            raise HTTPException(status_code=400, detail=f"Invalid zip file: {e}")
-        except ZipExtractionError as e:
-            logger.error(f"Error extracting zip file: {e}")
-            raise HTTPException(status_code=500, detail=f"Failed to extract zip file: {e}")
-
-        total = count_markdown_files(str(extract_dir))
-        
-        # Store pending job state in Redis
-        pending_state = {
-            "status": "ready",
-            "total": total,
-            "processed": 0,
-            "errors": [],
-            "vault_path": str(extract_dir),
-            "job_id": job_id
-        }
-        redis_conn.set(f"obsidian_pending:{job_id}", json.dumps(pending_state), ex=3600*24) # 24h expiry
-
-        return {"job_id": job_id, "vault_path": str(extract_dir), "total_files": total}
-    except HTTPException:
-        raise
-    except Exception as e:
-        logger.exception(f"Failed to process uploaded zip: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to process uploaded zip: {e}")
-    finally:
-        # Ensure file handle is closed (following upload_files_async pattern)
-        if zip_file_handle:
-            try:
-                zip_file_handle.close()
-            except Exception as close_error:
-                logger.warning(f"Failed to close zip file handle: {close_error}")
-
-
-@router.post("/start")
-async def start_ingestion(
-    job_id: str = Body(..., embed=True),
-    current_user: User = Depends(current_active_user)
-):
-    # Check if job is pending
-    pending_key = f"obsidian_pending:{job_id}"
-    pending_data = redis_conn.get(pending_key)
-    
-    if pending_data:
-        try:
-            job_data = json.loads(pending_data)
-            vault_path = job_data.get("vault_path")
-            
-            # Enqueue to RQ
-            rq_job = default_queue.enqueue(
-                ingest_obsidian_vault_job,
-                job_id,  # arg1
-                vault_path,  # arg2
-                job_id=job_id,  # Set RQ job ID to match our ID
-                description=f"Obsidian ingestion for job {job_id}",
-                job_timeout=3600  # 1 hour timeout
-            )
-            
-            # Remove pending key
-            redis_conn.delete(pending_key)
-            
-            return {"message": "Ingestion started", "job_id": job_id, "rq_job_id": rq_job.id}
-        except Exception as e:
-            logger.exception(f"Failed to start job {job_id}: {e}")
-            raise HTTPException(status_code=500, detail=f"Failed to start job: {e}")
-            
-    # Check if already in RQ
-    try:
-        job = Job.fetch(job_id, connection=redis_conn)
-        status = job.get_status()
-        if status in ("queued", "started", "deferred", "scheduled"):
-             raise HTTPException(status_code=400, detail=f"Job already {status}")
-        
-        # If finished/failed, we could potentially restart? But for now let's say it's done.
-        raise HTTPException(status_code=400, detail=f"Job is in state: {status}")
-        
-    except NoSuchJobError:
-        raise HTTPException(status_code=404, detail="Job not found")
-
-
-@router.get("/status")
-async def get_status(job_id: str, current_user: User = Depends(current_active_user)):
-    # 1. Try RQ first
-    try:
-        job = Job.fetch(job_id, connection=redis_conn)
-        
-        # Get status
-        status = job.get_status()
-        if status == "started":
-            status = "running"
-
-        # Get metadata
-        meta = job.meta or {}
-
-        # If meta has status, prefer it (for granular updates)
-        if "status" in meta and meta["status"] in ("running", "finished", "failed", "canceled"):
-             status = meta["status"]
-
-        total = meta.get("total_files", 0)
-        processed = meta.get("processed", 0)
-        percent = int((processed / total) * 100) if total else 0
-        
-        return {
-            "job_id": job_id,
-            "status": status,
-            "total": total,
-            "processed": processed,
-            "percent": percent,
-            "errors": meta.get("errors", []),
-            "vault_path": meta.get("vault_path"),
-            "rq_job_id": job.id
-        }
-        
-    except NoSuchJobError:
-        # 2. Check pending
-        pending_key = f"obsidian_pending:{job_id}"
-        pending_data = redis_conn.get(pending_key)
-        
-        if pending_data:
-            try:
-                job_data = json.loads(pending_data)
-                return {
-                    "job_id": job_id,
-                    "status": "ready",
-                    "total": job_data.get("total", 0),
-                    "processed": 0,
-                    "percent": 0,
-                    "errors": [],
-                    "vault_path": job_data.get("vault_path")
-                }
-            except:
-                raise HTTPException(status_code=500, detail="Failed to get job status")
-        raise HTTPException(status_code=404, detail="Job not found")
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/openai_compat_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/openai_compat_routes.py
new file mode 100644
index 00000000..e174df64
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/openai_compat_routes.py
@@ -0,0 +1,289 @@
+"""
+OpenAI-compatible API surface.
+
+Exposes an OpenAI-shaped API so external clients (FluidVoice, VoiceInk —
+anything that supports a custom OpenAI-compatible endpoint) can use
+Chronicle's configured providers:
+
+- POST /api/v1/audio/transcriptions — transcribe through the configured STT
+  provider, without creating a conversation.
+- POST /api/v1/chat/completions — proxy to the configured LLM (defaults.llm),
+  with one retry against defaults.fallback_llm on transport failure.
+  Streaming (SSE) passes through.
+- GET /api/v1/models — list configured llm/stt models.
+
+Clients use base URL `https://<host>/api/v1` with a Chronicle JWT as the
+API key (standard `Authorization: Bearer` header).
+"""
+
+import io
+import logging
+import time
+import wave
+from typing import Optional
+
+import httpx
+from fastapi import APIRouter, Depends, File, Form, HTTPException, Request, UploadFile
+from fastapi.responses import PlainTextResponse, Response, StreamingResponse
+
+from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.model_registry import ModelDef, get_models_registry
+from advanced_omi_backend.models.user import User
+from advanced_omi_backend.openai_factory import model_supports_temperature
+from advanced_omi_backend.services.transcription import (
+    RegistryBatchTranscriptionProvider,
+    get_transcription_provider,
+)
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/v1", tags=["openai-compat"])
+
+# A dead primary must not add its full request timeout to every fallback request.
+# This process-local breaker resets quickly so a recovered local service is retried.
+_UPSTREAM_FAILURE_COOLDOWN_SECONDS = 60.0
+_unavailable_models: dict[str, float] = {}
+
+
+def _wav_sample_rate(audio_data: bytes) -> int:
+    """Read the sample rate from a WAV header, defaulting to 16 kHz."""
+    if audio_data[:4] == b"RIFF":
+        try:
+            with wave.open(io.BytesIO(audio_data)) as wf:
+                return wf.getframerate()
+        except wave.Error:
+            pass
+    return 16000
+
+
+@router.post("/audio/transcriptions")
+async def create_transcription(
+    file: UploadFile = File(...),
+    model: Optional[str] = Form(default=None),
+    prompt: Optional[str] = Form(default=None),
+    response_format: str = Form(default="json"),
+    current_user: User = Depends(current_active_user),
+):
+    """Transcribe an audio file and return only the text (no conversation).
+
+    OpenAI-compatible: multipart `file`, optional `model`/`prompt`/
+    `response_format`. If `model` names a configured STT model in the models
+    registry it is used; any other value (e.g. the "whisper-1" many clients
+    hardcode) falls back to Chronicle's default STT model.
+    """
+    audio_data = await file.read()
+    if not audio_data:
+        raise HTTPException(status_code=400, detail="Empty audio file")
+
+    registry = get_models_registry()
+    model_def = registry.get_by_name(model) if (registry and model) else None
+    if model_def and model_def.model_type == "stt":
+        provider = RegistryBatchTranscriptionProvider(model_name=model)
+    else:
+        provider = get_transcription_provider(mode="batch")
+    if provider is None:
+        raise HTTPException(
+            status_code=503, detail="No STT provider configured in config.yml"
+        )
+
+    sample_rate = _wav_sample_rate(audio_data)
+    try:
+        # priority=True: dictation is latency-sensitive — use the ASR
+        # service's priority GPU lane so it never queues behind long batches.
+        result = await provider.transcribe(
+            audio_data,
+            sample_rate,
+            diarize=False,
+            context_info=prompt or None,
+            priority=True,
+        )
+    except ConnectionError as e:
+        raise HTTPException(status_code=503, detail=str(e))
+
+    text = (result or {}).get("text", "")
+    logger.info(
+        f"Dictation transcription for {current_user.email} via "
+        f"{provider.name}: {len(audio_data)} bytes -> {len(text)} chars"
+    )
+
+    if response_format == "text":
+        return PlainTextResponse(text)
+    return {"text": text}
+
+
+class _UpstreamTransportError(Exception):
+    """Connection failure, timeout, or 5xx from the upstream LLM server."""
+
+
+def _mark_model_unavailable(model_name: str) -> None:
+    _unavailable_models[model_name] = (
+        time.monotonic() + _UPSTREAM_FAILURE_COOLDOWN_SECONDS
+    )
+
+
+def _model_is_unavailable(model_name: str) -> bool:
+    unavailable_until = _unavailable_models.get(model_name)
+    if unavailable_until is None:
+        return False
+    if unavailable_until > time.monotonic():
+        return True
+    _unavailable_models.pop(model_name, None)
+    return False
+
+
+def _resolve_chat_model(requested: Optional[str]) -> Optional[ModelDef]:
+    """Registry LLM model for the request: an exact registry-name match wins,
+    anything else (e.g. the "gpt-4o-mini" a client hardcodes) uses
+    defaults.llm."""
+    registry = get_models_registry()
+    if not registry:
+        return None
+    if requested:
+        named = registry.get_by_name(requested)
+        if named and named.model_type == "llm":
+            return named
+    return registry.get_default("llm")
+
+
+def _fallback_chat_model(primary: ModelDef) -> Optional[ModelDef]:
+    """defaults.fallback_llm, unless unset or identical to the primary."""
+    registry = get_models_registry()
+    if not registry:
+        return None
+    fb_name = registry.defaults.get("fallback_llm")
+    if not fb_name or fb_name == primary.name:
+        return None
+    fb = registry.get_by_name(fb_name)
+    if not fb or fb.model_type != "llm":
+        return None
+    return fb
+
+
+async def _proxy_chat_completion(model_def: ModelDef, body: dict, stream: bool):
+    """Forward one chat/completions request to an upstream OpenAI-compatible
+    server. Raises _UpstreamTransportError for failures the fallback LLM could
+    fix; 4xx responses pass through untouched (config problems)."""
+    if _model_is_unavailable(model_def.name):
+        raise _UpstreamTransportError(
+            f"{model_def.name}: unavailable (cooldown active)"
+        )
+
+    url = model_def.resolved_url().rstrip("/") + "/chat/completions"
+    headers = {"Content-Type": "application/json"}
+    if model_def.api_key:
+        headers["Authorization"] = f"Bearer {model_def.api_key}"
+    resolved_model = model_def.model_name or body.get("model")
+    payload = {**body, "model": resolved_model}
+    # Reasoning models (o1/o3/gpt-5 family) reject non-default temperature and
+    # require max_completion_tokens — adapt like the internal LLM client does.
+    if not model_supports_temperature(resolved_model):
+        payload.pop("temperature", None)
+        if "max_tokens" in payload:
+            payload["max_completion_tokens"] = payload.pop("max_tokens")
+
+    timeout = httpx.Timeout(connect=3.0, read=300.0, write=30.0, pool=3.0)
+    if not stream:
+        try:
+            async with httpx.AsyncClient(timeout=timeout) as client:
+                resp = await client.post(url, headers=headers, json=payload)
+        except (httpx.ConnectError, httpx.TimeoutException) as e:
+            _mark_model_unavailable(model_def.name)
+            raise _UpstreamTransportError(f"{model_def.name}: {e}") from e
+        if resp.status_code >= 500:
+            _mark_model_unavailable(model_def.name)
+            raise _UpstreamTransportError(
+                f"{model_def.name}: HTTP {resp.status_code} {resp.text[:200]}"
+            )
+        return Response(
+            content=resp.content,
+            status_code=resp.status_code,
+            media_type=resp.headers.get("content-type", "application/json"),
+        )
+
+    # Streaming: fallback is only possible before the response starts, so
+    # connect/5xx raise; once bytes flow, errors surface to the client.
+    client = httpx.AsyncClient(timeout=timeout)
+    try:
+        request = client.build_request("POST", url, headers=headers, json=payload)
+        resp = await client.send(request, stream=True)
+    except (httpx.ConnectError, httpx.TimeoutException) as e:
+        await client.aclose()
+        _mark_model_unavailable(model_def.name)
+        raise _UpstreamTransportError(f"{model_def.name}: {e}") from e
+    if resp.status_code >= 500:
+        detail = (await resp.aread())[:200]
+        await resp.aclose()
+        await client.aclose()
+        _mark_model_unavailable(model_def.name)
+        raise _UpstreamTransportError(
+            f"{model_def.name}: HTTP {resp.status_code} {detail!r}"
+        )
+
+    async def relay():
+        try:
+            async for chunk in resp.aiter_bytes():
+                yield chunk
+        finally:
+            await resp.aclose()
+            await client.aclose()
+
+    return StreamingResponse(
+        relay(),
+        status_code=resp.status_code,
+        media_type=resp.headers.get("content-type", "text/event-stream"),
+    )
+
+
+@router.post("/chat/completions")
+async def create_chat_completion(
+    request: Request,
+    current_user: User = Depends(current_active_user),
+):
+    """OpenAI-compatible chat completions, proxied to Chronicle's configured LLM.
+
+    The request body is forwarded verbatim except for `model`, which is
+    replaced by the resolved registry model's provider-specific name. On
+    connection failure/timeout/5xx from the primary, the request is retried
+    once against defaults.fallback_llm (non-identical models only).
+    """
+    body = await request.json()
+    if not isinstance(body, dict) or not body.get("messages"):
+        raise HTTPException(status_code=400, detail="Request must include 'messages'")
+
+    model_def = _resolve_chat_model(body.get("model"))
+    if model_def is None:
+        raise HTTPException(status_code=503, detail="No LLM configured in config.yml")
+
+    stream = bool(body.get("stream"))
+    try:
+        return await _proxy_chat_completion(model_def, body, stream)
+    except _UpstreamTransportError as primary_error:
+        fallback = _fallback_chat_model(model_def)
+        if fallback is None:
+            raise HTTPException(status_code=502, detail=str(primary_error))
+        logger.warning(
+            f"Chat proxy: primary LLM failed ({primary_error}); retrying with "
+            f"fallback '{fallback.name}'"
+        )
+        try:
+            return await _proxy_chat_completion(fallback, body, stream)
+        except _UpstreamTransportError as fallback_error:
+            raise HTTPException(
+                status_code=502,
+                detail=f"Primary: {primary_error}; fallback: {fallback_error}",
+            )
+
+
+@router.get("/models")
+async def list_models(current_user: User = Depends(current_active_user)):
+    """OpenAI-compatible model listing: Chronicle's configured llm/stt models,
+    identified by their registry names (usable as the `model` field)."""
+    registry = get_models_registry()
+    if not registry:
+        raise HTTPException(status_code=503, detail="Models registry unavailable")
+    data = [
+        {"id": m.name, "object": "model", "owned_by": m.model_provider}
+        for model_type in ("llm", "stt")
+        for m in registry.get_all_by_type(model_type)
+    ]
+    return {"object": "list", "data": data}
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
index 4410665a..c95582ec 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/queue_routes.py
@@ -3,22 +3,41 @@
 Provides basic endpoints for viewing job status and statistics.
 """
 
+import asyncio
 import logging
+import time
+from datetime import datetime, timedelta, timezone
 from typing import List, Optional
 
-import redis.asyncio as aioredis
 from fastapi import APIRouter, Depends, HTTPException, Query, Request
 from pydantic import BaseModel
+from rq.command import send_stop_job_command
 from rq.job import Job
+from rq.registry import (
+    CanceledJobRegistry,
+    DeferredJobRegistry,
+    FailedJobRegistry,
+    FinishedJobRegistry,
+    ScheduledJobRegistry,
+    StartedJobRegistry,
+)
 
 from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.controllers import session_controller, system_controller
 from advanced_omi_backend.controllers.queue_controller import (
     QUEUE_NAMES,
     get_job_stats,
     get_job_status_from_rq,
     get_jobs,
+    get_queue,
+    get_queue_health,
     redis_conn,
 )
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.audio_service import get_audio_stream_service
+from advanced_omi_backend.services.audio_stream.session_store import SessionStore
+from advanced_omi_backend.services.plugin_service import get_plugin_router
 from advanced_omi_backend.users import User
 
 logger = logging.getLogger(__name__)
@@ -32,11 +51,17 @@ async def list_jobs(
     queue_name: str = Query(None, description="Filter by queue name"),
     job_type: str = Query(None, description="Filter by job type (matches func_name)"),
     client_id: str = Query(None, description="Filter by client_id in meta"),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """List jobs with pagination and filtering."""
     try:
-        result = get_jobs(limit=limit, offset=offset, queue_name=queue_name, job_type=job_type, client_id=client_id)
+        result = get_jobs(
+            limit=limit,
+            offset=offset,
+            queue_name=queue_name,
+            job_type=job_type,
+            client_id=client_id,
+        )
 
         # Filter jobs by user if not admin
         if not current_user.is_superuser:
@@ -54,13 +79,21 @@ async def list_jobs(
 
     except Exception as e:
         logger.error(f"Failed to list jobs: {e}")
-        return {"error": "Failed to list jobs", "jobs": [], "pagination": {"total": 0, "limit": limit, "offset": offset, "has_more": False}}
+        return {
+            "error": "Failed to list jobs",
+            "jobs": [],
+            "pagination": {
+                "total": 0,
+                "limit": limit,
+                "offset": offset,
+                "has_more": False,
+            },
+        }
 
 
 @router.get("/jobs/{job_id}/status")
 async def get_job_status(
-    job_id: str,
-    current_user: User = Depends(current_active_user)
+    job_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get just the status of a specific job (lightweight endpoint)."""
     try:
@@ -79,10 +112,13 @@ async def get_job_status(
             logger.error(f"Failed to determine status for job {job_id}: {e}")
             raise HTTPException(status_code=500, detail=str(e))
 
-        response = {
-            "job_id": job.id,
-            "status": status
-        }
+        response = {"job_id": job.id, "status": status}
+
+        # Surface in-flight progress published by batch jobs (job.meta
+        # "batch_progress" convention) so pollers can show done/total.
+        batch_progress = (job.meta or {}).get("batch_progress")
+        if batch_progress:
+            response["batch_progress"] = batch_progress
 
         # Include error information for failed jobs
         if status == "failed" and job.exc_info:
@@ -100,10 +136,7 @@ async def get_job_status(
 
 
 @router.get("/jobs/{job_id}")
-async def get_job(
-    job_id: str,
-    current_user: User = Depends(current_active_user)
-):
+async def get_job(job_id: str, current_user: User = Depends(current_active_user)):
     """Get detailed job information including result."""
     try:
         job = Job.fetch(job_id, connection=redis_conn)
@@ -128,7 +161,7 @@ async def get_job(
             "started_at": job.started_at.isoformat() if job.started_at else None,
             "ended_at": job.ended_at.isoformat() if job.ended_at else None,
             "description": job.description or "",
-            "func_name": job.func_name if hasattr(job, 'func_name') else "",
+            "func_name": job.func_name if hasattr(job, "func_name") else "",
             "args": job.args,
             "kwargs": job.kwargs,
             "meta": job.meta if job.meta else {},
@@ -145,10 +178,7 @@ async def get_job(
 
 
 @router.delete("/jobs/{job_id}")
-async def cancel_job(
-    job_id: str,
-    current_user: User = Depends(current_active_user)
-):
+async def cancel_job(job_id: str, current_user: User = Depends(current_active_user)):
     """Cancel or delete a job."""
     try:
         job = Job.fetch(job_id, connection=redis_conn)
@@ -167,7 +197,7 @@ async def cancel_job(
             return {
                 "job_id": job_id,
                 "action": "canceled",
-                "message": f"Job {job_id} has been canceled"
+                "message": f"Job {job_id} has been canceled",
             }
         else:
             # Delete finished/failed jobs
@@ -176,7 +206,7 @@ async def cancel_job(
             return {
                 "job_id": job_id,
                 "action": "deleted",
-                "message": f"Job {job_id} has been deleted"
+                "message": f"Job {job_id} has been deleted",
             }
 
     except HTTPException:
@@ -184,28 +214,17 @@ async def cancel_job(
         raise
     except Exception as e:
         logger.error(f"Failed to cancel/delete job {job_id}: {e}")
-        raise HTTPException(status_code=404, detail=f"Job not found or could not be canceled: {str(e)}")
+        raise HTTPException(
+            status_code=404, detail=f"Job not found or could not be canceled: {str(e)}"
+        )
 
 
 @router.get("/jobs/by-client/{client_id}")
 async def get_jobs_by_client(
-    client_id: str,
-    current_user: User = Depends(current_active_user)
+    client_id: str, current_user: User = Depends(current_active_user)
 ):
     """Get all jobs associated with a specific client device."""
     try:
-        from rq.registry import (
-            CanceledJobRegistry,
-            DeferredJobRegistry,
-            FailedJobRegistry,
-            FinishedJobRegistry,
-            ScheduledJobRegistry,
-            StartedJobRegistry,
-        )
-
-        from advanced_omi_backend.controllers.queue_controller import get_queue
-        from advanced_omi_backend.models.conversation import Conversation
-
         all_jobs = []
         processed_job_ids = set()  # Track which jobs we've already processed
         queues = QUEUE_NAMES
@@ -237,27 +256,37 @@ def process_job_and_dependents(job, queue_name, base_status):
             status = get_job_status(job, {})
 
             # Add this job to results
-            all_jobs.append({
-                "job_id": job.id,
-                "job_type": job.func_name.split('.')[-1] if job.func_name else "unknown",
-                "queue": queue_name,
-                "status": status,
-                "created_at": job.created_at.isoformat() if job.created_at else None,
-                "started_at": job.started_at.isoformat() if job.started_at else None,
-                "ended_at": job.ended_at.isoformat() if job.ended_at else None,
-                "description": job.description or "",
-                "result": job.result,
-                "meta": job.meta if job.meta else {},
-                "args": job.args,
-                "kwargs": job.kwargs if job.kwargs else {},
-                "error_message": str(job.exc_info) if job.exc_info else None,
-            })
+            all_jobs.append(
+                {
+                    "job_id": job.id,
+                    "job_type": (
+                        job.func_name.split(".")[-1] if job.func_name else "unknown"
+                    ),
+                    "queue": queue_name,
+                    "status": status,
+                    "created_at": (
+                        job.created_at.isoformat() if job.created_at else None
+                    ),
+                    "started_at": (
+                        job.started_at.isoformat() if job.started_at else None
+                    ),
+                    "ended_at": job.ended_at.isoformat() if job.ended_at else None,
+                    "description": job.description or "",
+                    "result": job.result,
+                    "meta": job.meta if job.meta else {},
+                    "args": job.args,
+                    "kwargs": job.kwargs if job.kwargs else {},
+                    "error_message": str(job.exc_info) if job.exc_info else None,
+                }
+            )
 
             # Check for dependent jobs (jobs that depend on this one)
             try:
                 dependent_ids = job.dependent_ids
                 if dependent_ids:
-                    logger.debug(f"Job {job.id} has {len(dependent_ids)} dependents: {dependent_ids}")
+                    logger.debug(
+                        f"Job {job.id} has {len(dependent_ids)} dependents: {dependent_ids}"
+                    )
 
                     for dep_id in dependent_ids:
                         try:
@@ -276,12 +305,21 @@ def process_job_and_dependents(job, queue_name, base_status):
             # Check all registries (using RQ standard status names)
             registries = [
                 ("queued", queue.job_ids),
-                ("started", StartedJobRegistry(queue=queue).get_job_ids()),  # RQ standard
-                ("finished", FinishedJobRegistry(queue=queue).get_job_ids()),  # RQ standard
+                (
+                    "started",
+                    StartedJobRegistry(queue=queue).get_job_ids(),
+                ),  # RQ standard
+                (
+                    "finished",
+                    FinishedJobRegistry(queue=queue).get_job_ids(),
+                ),  # RQ standard
                 ("failed", FailedJobRegistry(queue=queue).get_job_ids()),
-                ("canceled", CanceledJobRegistry(queue=queue).get_job_ids()),  # RQ standard (US spelling)
+                (
+                    "canceled",
+                    CanceledJobRegistry(queue=queue).get_job_ids(),
+                ),  # RQ standard (US spelling)
                 ("deferred", DeferredJobRegistry(queue=queue).get_job_ids()),
-                ("scheduled", ScheduledJobRegistry(queue=queue).get_job_ids())
+                ("scheduled", ScheduledJobRegistry(queue=queue).get_job_ids()),
             ]
 
             for status_name, job_ids in registries:
@@ -293,8 +331,8 @@ def process_job_and_dependents(job, queue_name, base_status):
                         matches_client = False
 
                         # Check job.meta for client_id (current standard)
-                        if job.meta and 'client_id' in job.meta:
-                            if job.meta['client_id'] == client_id:
+                        if job.meta and "client_id" in job.meta:
+                            if job.meta["client_id"] == client_id:
                                 matches_client = True
 
                         if matches_client:
@@ -308,17 +346,17 @@ def process_job_and_dependents(job, queue_name, base_status):
         # Sort by created_at
         all_jobs.sort(key=lambda x: x["created_at"] or "", reverse=False)
 
-        logger.info(f"Found {len(all_jobs)} jobs for client {client_id} (including dependents)")
+        logger.info(
+            f"Found {len(all_jobs)} jobs for client {client_id} (including dependents)"
+        )
 
-        return {
-            "client_id": client_id,
-            "jobs": all_jobs,
-            "total": len(all_jobs)
-        }
+        return {"client_id": client_id, "jobs": all_jobs, "total": len(all_jobs)}
 
     except Exception as e:
         logger.error(f"Failed to get jobs for client {client_id}: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to get jobs for client: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get jobs for client: {str(e)}"
+        )
 
 
 @router.get("/events")
@@ -332,13 +370,13 @@ async def get_events(
         raise HTTPException(status_code=403, detail="Admin access required")
 
     try:
-        from advanced_omi_backend.services.plugin_service import get_plugin_router
-
         router_instance = get_plugin_router()
         if not router_instance:
             return {"events": [], "total": 0}
 
-        events = router_instance.get_recent_events(limit=limit, event_type=event_type or None)
+        events = router_instance.get_recent_events(
+            limit=limit, event_type=event_type or None
+        )
         return {"events": events, "total": len(events)}
     except Exception as e:
         logger.error(f"Failed to get events: {e}")
@@ -354,10 +392,6 @@ async def clear_jobs(
         raise HTTPException(status_code=403, detail="Admin access required")
 
     try:
-        from rq.registry import FailedJobRegistry, FinishedJobRegistry
-
-        from advanced_omi_backend.controllers.queue_controller import get_queue
-
         total_removed = 0
 
         for queue_name in QUEUE_NAMES:
@@ -371,6 +405,14 @@ async def clear_jobs(
                 for job_id in job_ids:
                     try:
                         job = Job.fetch(job_id, connection=redis_conn)
+                        # Skip jobs that are currently running (their ID may have been
+                        # reused by a new session's job with the same ID)
+                        if job.get_status() in ("started", "queued", "deferred"):
+                            logger.debug(
+                                f"Skipping {registry_name} job {job_id}: currently {job.get_status()}"
+                            )
+                            registry.remove(job_id)  # Remove stale registry entry only
+                            continue
                         job.delete()
                         total_removed += 1
                     except Exception:
@@ -395,8 +437,6 @@ async def clear_events(
         raise HTTPException(status_code=403, detail="Admin access required")
 
     try:
-        from advanced_omi_backend.services.plugin_service import get_plugin_router
-
         router_instance = get_plugin_router()
         if not router_instance:
             return {"deleted": 0}
@@ -408,11 +448,8 @@ async def clear_events(
         raise HTTPException(status_code=500, detail=f"Failed to clear events: {str(e)}")
 
 
-
 @router.get("/stats")
-async def get_queue_stats_endpoint(
-    current_user: User = Depends(current_active_user)
-):
+async def get_queue_stats_endpoint(current_user: User = Depends(current_active_user)):
     """Get queue statistics."""
     try:
         stats = get_job_stats()
@@ -420,19 +457,21 @@ async def get_queue_stats_endpoint(
 
     except Exception as e:
         logger.error(f"Failed to get queue stats: {e}")
-        return {"total_jobs": 0, "queued_jobs": 0, "started_jobs": 0, "finished_jobs": 0, "failed_jobs": 0, "canceled_jobs": 0, "deferred_jobs": 0}
+        return {
+            "total_jobs": 0,
+            "queued_jobs": 0,
+            "started_jobs": 0,
+            "finished_jobs": 0,
+            "failed_jobs": 0,
+            "canceled_jobs": 0,
+            "deferred_jobs": 0,
+        }
 
 
 @router.get("/worker-details")
-async def get_queue_worker_details(
-    current_user: User = Depends(current_active_user)
-):
+async def get_queue_worker_details(current_user: User = Depends(current_active_user)):
     """Get detailed queue and worker status including task manager health."""
     try:
-        import time
-
-        from advanced_omi_backend.controllers.queue_controller import get_queue_health
-
         # Get queue health directly
         queue_health = get_queue_health()
 
@@ -443,34 +482,33 @@ async def get_queue_worker_details(
                 "total": queue_health.get("total_workers", 0),
                 "active": queue_health.get("active_workers", 0),
                 "idle": queue_health.get("idle_workers", 0),
-                "details": queue_health.get("workers", [])
+                "details": queue_health.get("workers", []),
             },
             "queues": queue_health.get("queues", {}),
-            "redis_connection": queue_health.get("redis_connection", "unknown")
+            "redis_connection": queue_health.get("redis_connection", "unknown"),
+            "worker_fleet": queue_health.get("worker_fleet", {}),
         }
 
         return status
 
     except Exception as e:
         logger.error(f"Failed to get queue worker details: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to get worker details: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get worker details: {str(e)}"
+        )
 
 
 @router.get("/streams")
 async def get_stream_stats(
     limit: int = Query(default=10, ge=1, le=100),  # Max 100 streams to prevent timeouts
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Get Redis Streams statistics with consumer group information."""
     try:
-        from advanced_omi_backend.services.audio_service import get_audio_stream_service
         audio_service = get_audio_stream_service()
 
         if not audio_service.redis:
-            return {
-                "error": "Audio stream service not connected",
-                "streams": []
-            }
+            return {"error": "Audio stream service not connected", "streams": []}
 
         # Get audio streams with limit
         stream_keys = []
@@ -479,14 +517,14 @@ async def get_stream_stats(
             cursor, keys = await audio_service.redis.scan(
                 cursor, match=f"{audio_service.audio_stream_prefix}*", count=limit
             )
-            stream_keys.extend(keys[:limit - len(stream_keys)])
+            stream_keys.extend(keys[: limit - len(stream_keys)])
 
         # Use asyncio.gather to fetch stream info in parallel
-        import asyncio
-
         async def get_stream_info(stream_key):
             try:
-                stream_name = stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+                stream_name = (
+                    stream_key.decode() if isinstance(stream_key, bytes) else stream_key
+                )
 
                 # Get basic stream info
                 info = await audio_service.redis.xinfo_stream(stream_name)
@@ -499,9 +537,13 @@ async def get_stream_info(stream_key):
                         group_dict = {}
                         # Parse group info (alternating key-value pairs)
                         for i in range(0, len(group), 2):
-                            if i+1 < len(group):
-                                key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                                value = group[i+1]
+                            if i + 1 < len(group):
+                                key = (
+                                    group[i].decode()
+                                    if isinstance(group[i], bytes)
+                                    else str(group[i])
+                                )
+                                value = group[i + 1]
                                 if isinstance(value, bytes):
                                     try:
                                         value = value.decode()
@@ -512,13 +554,19 @@ async def get_stream_info(stream_key):
                         # Get consumers for this group
                         consumers = []
                         try:
-                            consumers_raw = await audio_service.redis.xinfo_consumers(stream_name, group_dict.get('name', ''))
+                            consumers_raw = await audio_service.redis.xinfo_consumers(
+                                stream_name, group_dict.get("name", "")
+                            )
                             for consumer in consumers_raw:
                                 consumer_dict = {}
                                 for i in range(0, len(consumer), 2):
-                                    if i+1 < len(consumer):
-                                        key = consumer[i].decode() if isinstance(consumer[i], bytes) else str(consumer[i])
-                                        value = consumer[i+1]
+                                    if i + 1 < len(consumer):
+                                        key = (
+                                            consumer[i].decode()
+                                            if isinstance(consumer[i], bytes)
+                                            else str(consumer[i])
+                                        )
+                                        value = consumer[i + 1]
                                         if isinstance(value, bytes):
                                             try:
                                                 value = value.decode()
@@ -527,126 +575,154 @@ async def get_stream_info(stream_key):
                                         consumer_dict[key] = value
                                 consumers.append(consumer_dict)
                         except Exception as ce:
-                            logger.debug(f"Could not fetch consumers for group {group_dict.get('name')}: {ce}")
-
-                        groups_info.append({
-                            "name": group_dict.get('name', 'unknown'),
-                            "consumers": group_dict.get('consumers', 0),
-                            "pending": group_dict.get('pending', 0),
-                            "last_delivered_id": group_dict.get('last-delivered-id', 'N/A'),
-                            "consumer_details": consumers
-                        })
+                            logger.debug(
+                                f"Could not fetch consumers for group {group_dict.get('name')}: {ce}"
+                            )
+
+                        groups_info.append(
+                            {
+                                "name": group_dict.get("name", "unknown"),
+                                "consumers": group_dict.get("consumers", 0),
+                                "pending": group_dict.get("pending", 0),
+                                "last_delivered_id": group_dict.get(
+                                    "last-delivered-id", "N/A"
+                                ),
+                                "consumer_details": consumers,
+                            }
+                        )
                 except Exception as ge:
                     logger.debug(f"No consumer groups for stream {stream_name}: {ge}")
 
                 return {
                     "stream_name": stream_name,
                     "length": info[b"length"],
-                    "first_entry_id": info[b"first-entry"][0].decode() if info[b"first-entry"] else None,
-                    "last_entry_id": info[b"last-entry"][0].decode() if info[b"last-entry"] else None,
-                    "groups": groups_info
+                    "first_entry_id": (
+                        info[b"first-entry"][0].decode()
+                        if info[b"first-entry"]
+                        else None
+                    ),
+                    "last_entry_id": (
+                        info[b"last-entry"][0].decode() if info[b"last-entry"] else None
+                    ),
+                    "groups": groups_info,
                 }
             except Exception as e:
                 logger.error(f"Error getting info for stream {stream_key}: {e}")
                 return None
 
         # Fetch all stream info in parallel
-        streams_info_results = await asyncio.gather(*[get_stream_info(key) for key in stream_keys])
+        streams_info_results = await asyncio.gather(
+            *[get_stream_info(key) for key in stream_keys]
+        )
         streams_info = [info for info in streams_info_results if info is not None]
 
         return {
             "total_streams": len(streams_info),
             "streams": streams_info,
-            "limited": len(stream_keys) >= limit
+            "limited": len(stream_keys) >= limit,
         }
 
     except Exception as e:
         logger.error(f"Failed to get stream stats: {e}", exc_info=True)
-        return {
-            "error": str(e),
-            "total_streams": 0,
-            "streams": []
-        }
+        return {"error": str(e), "total_streams": 0, "streams": []}
 
 
 class FlushJobsRequest(BaseModel):
     older_than_hours: int = 24
     statuses: List[str] = ["finished", "failed", "canceled"]  # RQ standard status names
+    dry_run: bool = (
+        False  # When true, return the jobs that would be removed without deleting
+    )
 
 
 class FlushAllJobsRequest(BaseModel):
     confirm: bool
     include_failed: bool = False  # By default, preserve failed jobs for debugging
     include_finished: bool = False  # By default, preserve finished jobs for debugging
+    dry_run: bool = (
+        False  # When true, return the jobs that would be removed without deleting
+    )
+
+
+def _summarize_job(job: Job, queue_name: str, status: str) -> dict:
+    """Build a compact, JSON-safe descriptor of a job for flush previews."""
+    meta = job.meta or {}
+    ended_at = job.ended_at
+    age_hours = None
+    if ended_at:
+        now = datetime.now(timezone.utc).replace(tzinfo=None)
+        age_hours = round((now - ended_at).total_seconds() / 3600, 2)
+    return {
+        "job_id": job.id,
+        "job_type": (job.func_name or "").split(".")[-1]
+        or job.description
+        or "unknown",
+        "status": status,
+        "queue": queue_name,
+        "ended_at": ended_at.isoformat() if ended_at else None,
+        "age_hours": age_hours,
+        "description": job.description,
+        "client_id": meta.get("client_id"),
+        "conversation_id": meta.get("conversation_id"),
+        "session_level": bool(meta.get("session_level")),
+    }
 
 
 @router.post("/flush")
 async def flush_jobs(
-    request: FlushJobsRequest,
-    current_user: User = Depends(current_active_user)
+    request: FlushJobsRequest, current_user: User = Depends(current_active_user)
 ):
     """Flush old inactive jobs based on age and status."""
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
     try:
-        from datetime import datetime, timedelta, timezone
-
-        from rq.registry import (
-            CanceledJobRegistry,
-            FailedJobRegistry,
-            FinishedJobRegistry,
+        cutoff_time = datetime.now(timezone.utc).replace(tzinfo=None) - timedelta(
+            hours=request.older_than_hours
         )
-
-        from advanced_omi_backend.controllers.queue_controller import get_queue
-
-        cutoff_time = datetime.now(timezone.utc) - timedelta(hours=request.older_than_hours)
         total_removed = 0
+        matched_jobs = []
 
-        # Get all queues
-        queues = QUEUE_NAMES
+        # RQ standard status names → their terminal-job registries
+        registry_factories = {
+            "finished": FinishedJobRegistry,  # RQ standard, not "completed"
+            "failed": FailedJobRegistry,
+            "canceled": CanceledJobRegistry,  # RQ standard (US spelling), not "cancelled"
+        }
 
-        for queue_name in queues:
+        for queue_name in QUEUE_NAMES:
             queue = get_queue(queue_name)
 
-            # Flush from appropriate registries based on requested statuses (RQ standard names)
-            if "finished" in request.statuses:  # RQ standard, not "completed"
-                registry = FinishedJobRegistry(queue=queue)
-                for job_id in registry.get_job_ids():
-                    try:
-                        job = Job.fetch(job_id, connection=redis_conn)
-                        if job.ended_at and job.ended_at < cutoff_time:
-                            job.delete()
-                            total_removed += 1
-                    except Exception as e:
-                        logger.error(f"Error deleting job {job_id}: {e}")
-
-            if "failed" in request.statuses:
-                registry = FailedJobRegistry(queue=queue)
+            for status in request.statuses:
+                factory = registry_factories.get(status)
+                if factory is None:
+                    continue
+                registry = factory(queue=queue)
                 for job_id in registry.get_job_ids():
                     try:
                         job = Job.fetch(job_id, connection=redis_conn)
+                        # Only jobs whose end time is older than the cutoff
                         if job.ended_at and job.ended_at < cutoff_time:
-                            job.delete()
-                            total_removed += 1
+                            matched_jobs.append(_summarize_job(job, queue_name, status))
+                            if not request.dry_run:
+                                job.delete()
+                                total_removed += 1
                     except Exception as e:
-                        logger.error(f"Error deleting job {job_id}: {e}")
+                        logger.error(f"Error processing job {job_id}: {e}")
 
-            if "canceled" in request.statuses:  # RQ standard (US spelling), not "cancelled"
-                registry = CanceledJobRegistry(queue=queue)
-                for job_id in registry.get_job_ids():
-                    try:
-                        job = Job.fetch(job_id, connection=redis_conn)
-                        if job.ended_at and job.ended_at < cutoff_time:
-                            job.delete()
-                            total_removed += 1
-                    except Exception as e:
-                        logger.error(f"Error deleting job {job_id}: {e}")
+        if request.dry_run:
+            return {
+                "dry_run": True,
+                "total_matched": len(matched_jobs),
+                "jobs": matched_jobs,
+                "cutoff_time": cutoff_time.isoformat(),
+                "statuses": request.statuses,
+            }
 
         return {
             "total_removed": total_removed,
             "cutoff_time": cutoff_time.isoformat(),
-            "statuses": request.statuses
+            "statuses": request.statuses,
         }
 
     except Exception as e:
@@ -656,8 +732,7 @@ async def flush_jobs(
 
 @router.post("/flush-all")
 async def flush_all_jobs(
-    request: FlushAllJobsRequest,
-    current_user: User = Depends(current_active_user)
+    request: FlushAllJobsRequest, current_user: User = Depends(current_active_user)
 ):
     """
     Flush jobs from queues and registries.
@@ -667,20 +742,77 @@ async def flush_all_jobs(
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
-    if not request.confirm:
+    if not request.confirm and not request.dry_run:
         raise HTTPException(status_code=400, detail="Confirmation required")
 
     try:
-        from rq.registry import (
-            CanceledJobRegistry,
-            DeferredJobRegistry,
-            FailedJobRegistry,
-            FinishedJobRegistry,
-            ScheduledJobRegistry,
-            StartedJobRegistry,
-        )
+        # Preview mode: list everything that would be flushed without mutating anything.
+        if request.dry_run:
+            matched_jobs = []
+            skipped_session_level = 0
+
+            for queue_name in QUEUE_NAMES:
+                queue = get_queue(queue_name)
+
+                # Queued (pending) jobs live in the queue itself. The real flush empties
+                # the whole queue (queue.empty()), so — unlike the registries below — it
+                # does NOT spare session-level jobs here; the preview matches that.
+                for job in queue.jobs:
+                    matched_jobs.append(_summarize_job(job, queue_name, "queued"))
+
+                preview_registries = [
+                    ("started", StartedJobRegistry(queue=queue)),
+                    ("deferred", DeferredJobRegistry(queue=queue)),
+                    ("scheduled", ScheduledJobRegistry(queue=queue)),
+                    ("canceled", CanceledJobRegistry(queue=queue)),
+                ]
+                if request.include_failed:
+                    preview_registries.append(
+                        ("failed", FailedJobRegistry(queue=queue))
+                    )
+                if request.include_finished:
+                    preview_registries.append(
+                        ("finished", FinishedJobRegistry(queue=queue))
+                    )
 
-        from advanced_omi_backend.controllers.queue_controller import get_queue
+                for registry_name, registry in preview_registries:
+                    for job_id in registry.get_job_ids():
+                        try:
+                            job = Job.fetch(job_id, connection=redis_conn)
+                            if job.meta and job.meta.get("session_level"):
+                                skipped_session_level += 1
+                                continue
+                            matched_jobs.append(
+                                _summarize_job(job, queue_name, registry_name)
+                            )
+                        except Exception as e:
+                            logger.warning(f"Error inspecting job {job_id}: {e}")
+
+            # Count (but never delete) the Redis keys this flush would remove
+            redis_keys_matched = 0
+            async_redis = create_async_redis()
+            try:
+                for pattern in ("audio:*", "consumer:*"):
+                    cursor = 0
+                    while True:
+                        cursor, keys = await async_redis.scan(
+                            cursor, match=pattern, count=1000
+                        )
+                        redis_keys_matched += len(keys)
+                        if cursor == 0:
+                            break
+            finally:
+                await async_redis.close()
+
+            return {
+                "dry_run": True,
+                "total_matched": len(matched_jobs),
+                "jobs": matched_jobs,
+                "redis_keys_matched": redis_keys_matched,
+                "skipped_session_level": skipped_session_level,
+                "include_failed": request.include_failed,
+                "include_finished": request.include_finished,
+            }
 
         total_removed = 0
         queues = QUEUE_NAMES
@@ -696,10 +828,16 @@ async def flush_all_jobs(
 
             # Build list of registries to flush based on request parameters
             registries = [
-                ("started", StartedJobRegistry(queue=queue)),  # Always flush in-progress
+                (
+                    "started",
+                    StartedJobRegistry(queue=queue),
+                ),  # Always flush in-progress
                 ("deferred", DeferredJobRegistry(queue=queue)),  # Always flush deferred
-                ("scheduled", ScheduledJobRegistry(queue=queue)),  # Always flush scheduled
-                ("canceled", CanceledJobRegistry(queue=queue))  # Always flush canceled
+                (
+                    "scheduled",
+                    ScheduledJobRegistry(queue=queue),
+                ),  # Always flush scheduled
+                ("canceled", CanceledJobRegistry(queue=queue)),  # Always flush canceled
             ]
 
             # Conditionally add failed and finished registries
@@ -709,8 +847,12 @@ async def flush_all_jobs(
                 registries.append(("finished", FinishedJobRegistry(queue=queue)))
 
             for registry_name, registry in registries:
-                job_ids = list(registry.get_job_ids())  # Convert to list to avoid iterator issues
-                logger.info(f"Flushing {len(job_ids)} jobs from {queue_name}/{registry_name}")
+                job_ids = list(
+                    registry.get_job_ids()
+                )  # Convert to list to avoid iterator issues
+                logger.info(
+                    f"Flushing {len(job_ids)} jobs from {queue_name}/{registry_name}"
+                )
 
                 for job_id in job_ids:
                     try:
@@ -720,7 +862,9 @@ async def flush_all_jobs(
                         # Skip session-level jobs (e.g., speech_detection, audio_persistence)
                         # These run for the entire session and should not be killed by test cleanup
                         if job.meta and job.meta.get("session_level"):
-                            logger.info(f"Skipping session-level job {job_id} ({job.description})")
+                            logger.info(
+                                f"Skipping session-level job {job_id} ({job.description})"
+                            )
                             continue
 
                         # Handle running jobs differently to avoid worker deadlock
@@ -728,20 +872,27 @@ async def flush_all_jobs(
                             # Send stop command to worker instead of canceling/deleting immediately
                             # This lets the worker clean up gracefully and prevents deadlock
                             try:
-                                from rq.command import send_stop_job_command
                                 send_stop_job_command(redis_conn, job_id)
-                                logger.info(f"Sent stop command to worker for job {job_id}")
+                                logger.info(
+                                    f"Sent stop command to worker for job {job_id}"
+                                )
                                 # Don't delete yet - let worker move it to canceled/failed registry
                                 # It will be cleaned up on next flush or by worker cleanup
                                 continue
                             except Exception as stop_error:
-                                logger.warning(f"Could not send stop command to job {job_id}: {stop_error}")
+                                logger.warning(
+                                    f"Could not send stop command to job {job_id}: {stop_error}"
+                                )
                                 # If stop fails, try to cancel it (may already be finishing)
                                 try:
                                     job.cancel()
-                                    logger.info(f"Cancelled job {job_id} after stop failed")
+                                    logger.info(
+                                        f"Cancelled job {job_id} after stop failed"
+                                    )
                                 except Exception as cancel_error:
-                                    logger.warning(f"Could not cancel job {job_id}: {cancel_error}")
+                                    logger.warning(
+                                        f"Could not cancel job {job_id}: {cancel_error}"
+                                    )
 
                         # For non-running jobs, safe to delete immediately
                         job.delete()
@@ -752,22 +903,27 @@ async def flush_all_jobs(
                         logger.warning(f"Error deleting job {job_id}: {e}")
                         try:
                             registry.remove(job_id)
-                            logger.info(f"Removed stale job reference {job_id} from {registry_name} registry")
+                            logger.info(
+                                f"Removed stale job reference {job_id} from {registry_name} registry"
+                            )
                         except Exception as reg_error:
-                            logger.error(f"Could not remove {job_id} from registry: {reg_error}")
+                            logger.error(
+                                f"Could not remove {job_id} from registry: {reg_error}"
+                            )
 
         # Also clean up audio streams and consumer locks
         deleted_keys = 0
 
         # Get async Redis connection for scanning
-        from advanced_omi_backend.controllers.queue_controller import REDIS_URL
-        async_redis = await aioredis.from_url(REDIS_URL)
+        async_redis = create_async_redis()
 
         try:
             # Delete audio streams
             cursor = 0
             while True:
-                cursor, keys = await async_redis.scan(cursor, match="audio:*", count=1000)
+                cursor, keys = await async_redis.scan(
+                    cursor, match="audio:*", count=1000
+                )
                 if keys:
                     await async_redis.delete(*keys)
                     deleted_keys += len(keys)
@@ -777,7 +933,9 @@ async def flush_all_jobs(
             # Delete consumer locks
             cursor = 0
             while True:
-                cursor, keys = await async_redis.scan(cursor, match="consumer:*", count=1000)
+                cursor, keys = await async_redis.scan(
+                    cursor, match="consumer:*", count=1000
+                )
                 if keys:
                     await async_redis.delete(*keys)
                     deleted_keys += len(keys)
@@ -793,77 +951,57 @@ async def flush_all_jobs(
             preserved.append("finished jobs")
 
         preserved_msg = f" (preserved {', '.join(preserved)})" if preserved else ""
-        logger.info(f"Flushed {total_removed} jobs and {deleted_keys} Redis keys from all queues{preserved_msg}")
+        logger.info(
+            f"Flushed {total_removed} jobs and {deleted_keys} Redis keys from all queues{preserved_msg}"
+        )
 
         return {
             "total_removed": total_removed,
             "deleted_keys": deleted_keys,
             "preserved": preserved,
-            "message": f"Flushed {total_removed} jobs{preserved_msg}"
+            "message": f"Flushed {total_removed} jobs{preserved_msg}",
         }
 
     except Exception as e:
         logger.error(f"Failed to flush all jobs: {e}")
-        raise HTTPException(status_code=500, detail=f"Failed to flush all jobs: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to flush all jobs: {str(e)}"
+        )
 
 
 @router.get("/sessions")
 async def get_redis_sessions(
     limit: int = Query(default=20, ge=1, le=100),
-    current_user: User = Depends(current_active_user)
+    current_user: User = Depends(current_active_user),
 ):
     """Get Redis session tracking information."""
     try:
-        import redis.asyncio as aioredis
-
-        from advanced_omi_backend.controllers.queue_controller import REDIS_URL
-
-        redis_client = aioredis.from_url(REDIS_URL)
-
-        # Get session keys
-        session_keys = []
-        cursor = b"0"
-        while cursor and len(session_keys) < limit:
-            cursor, keys = await redis_client.scan(
-                cursor, match="audio:session:*", count=limit
-            )
-            session_keys.extend(keys[:limit - len(session_keys)])
-
-        # Get session info
-        sessions = []
-        for key in session_keys:
-            try:
-                session_data = await redis_client.hgetall(key)
-                if session_data:
-                    session_id = key.decode().replace("audio:session:", "")
-
-                    # Get conversation count for this session
-                    conversation_count_key = f"session:conversation_count:{session_id}"
-                    conversation_count_bytes = await redis_client.get(conversation_count_key)
-                    conversation_count = int(conversation_count_bytes.decode()) if conversation_count_bytes else 0
-
-                    sessions.append({
-                        "session_id": session_id,
-                        "user_id": session_data.get(b"user_id", b"").decode(),
-                        "client_id": session_data.get(b"client_id", b"").decode(),
-                        "stream_name": session_data.get(b"stream_name", b"").decode(),
-                        "provider": session_data.get(b"provider", b"").decode(),
-                        "mode": session_data.get(b"mode", b"").decode(),
-                        "status": session_data.get(b"status", b"").decode(),
-                        "started_at": session_data.get(b"started_at", b"").decode(),
-                        "chunks_published": int(session_data.get(b"chunks_published", b"0").decode() or 0),
-                        "last_chunk_at": session_data.get(b"last_chunk_at", b"").decode(),
-                        "conversation_count": conversation_count
-                    })
-            except Exception as e:
-                logger.error(f"Error getting session info for {key}: {e}")
-
-        await redis_client.close()
-
-        return {
-            "total_sessions": len(sessions),
-            "sessions": sessions
-        }
+        redis_client = create_async_redis()
+        try:
+            store = SessionStore(redis_client)
+            sessions = []
+            async for view in store.iter_views(limit=limit):
+                sessions.append(
+                    {
+                        "session_id": view.session_id,
+                        "user_id": view.user_id,
+                        "client_id": view.client_id,
+                        "stream_name": view.stream_name,
+                        "provider": view.provider,
+                        "mode": view.mode,
+                        "status": view.status.value if view.status else "",
+                        "started_at": str(view.started_at),
+                        "chunks_published": view.chunks_published,
+                        "last_chunk_at": str(view.last_chunk_at),
+                        "conversation_count": await store.get_conversation_count(
+                            view.session_id
+                        ),
+                    }
+                )
+
+            return {"total_sessions": len(sessions), "sessions": sessions}
+        finally:
+            await redis_client.aclose()
 
     except Exception as e:
         logger.error(f"Failed to get sessions: {e}", exc_info=True)
@@ -872,64 +1010,50 @@ async def get_redis_sessions(
 
 @router.post("/sessions/clear")
 async def clear_old_sessions(
-    older_than_seconds: int = Query(default=3600, description="Clear sessions older than N seconds"),
-    current_user: User = Depends(current_active_user)
+    older_than_seconds: int = Query(
+        default=3600, description="Clear sessions older than N seconds"
+    ),
+    current_user: User = Depends(current_active_user),
 ):
     """Clear old Redis sessions that are stuck or inactive."""
     if not current_user.is_superuser:
         raise HTTPException(status_code=403, detail="Admin access required")
 
     try:
-        import time
-
-        import redis.asyncio as aioredis
-
-        from advanced_omi_backend.controllers.queue_controller import REDIS_URL
-
-        redis_client = aioredis.from_url(REDIS_URL)
-        current_time = time.time()
-        cutoff_time = current_time - older_than_seconds
-
-        # Get all session keys
-        session_keys = []
-        cursor = b"0"
-        while cursor:
-            cursor, keys = await redis_client.scan(cursor, match="audio:session:*", count=100)
-            session_keys.extend(keys)
-
-        # Check each session and delete if old
-        deleted_count = 0
-        for key in session_keys:
-            try:
-                session_data = await redis_client.hgetall(key)
-                if session_data:
-                    last_chunk_at = session_data.get(b"last_chunk_at", b"").decode()
-                    if last_chunk_at:
-                        last_chunk_time = float(last_chunk_at)
-                        if last_chunk_time < cutoff_time:
-                            await redis_client.delete(key)
-                            deleted_count += 1
-                            logger.info(f"Deleted old session: {key.decode()}")
-            except Exception as e:
-                logger.error(f"Error processing session {key}: {e}")
+        redis_client = create_async_redis()
+        try:
+            cutoff_time = time.time() - older_than_seconds
 
-        await redis_client.close()
+            # Delete sessions whose last chunk predates the cutoff
+            store = SessionStore(redis_client)
+            deleted_count = 0
+            async for view in store.iter_views():
+                if view.last_chunk_at and view.last_chunk_at < cutoff_time:
+                    await store.delete(view.session_id)
+                    deleted_count += 1
+                    logger.info(f"Deleted old session: {view.session_id}")
 
-        return {
-            "deleted_count": deleted_count,
-            "cutoff_seconds": older_than_seconds
-        }
+            return {
+                "deleted_count": deleted_count,
+                "cutoff_seconds": older_than_seconds,
+            }
+        finally:
+            await redis_client.aclose()
 
     except Exception as e:
         logger.error(f"Failed to clear sessions: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"Failed to clear sessions: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to clear sessions: {str(e)}"
+        )
 
 
 @router.get("/dashboard")
 async def get_dashboard_data(
     request: Request,
-    expanded_clients: str = Query(default="", description="Comma-separated list of client IDs to fetch jobs for"),
-    current_user: User = Depends(current_active_user)
+    expanded_clients: str = Query(
+        default="", description="Comma-separated list of client IDs to fetch jobs for"
+    ),
+    current_user: User = Depends(current_active_user),
 ):
     """Get all data needed for the Queue dashboard in a single API call.
 
@@ -940,21 +1064,14 @@ async def get_dashboard_data(
     - Client jobs for expanded clients
     """
     try:
-        from rq.registry import (
-            FailedJobRegistry,
-            FinishedJobRegistry,
-            StartedJobRegistry,
-        )
-
-        from advanced_omi_backend.controllers import system_controller
-        from advanced_omi_backend.controllers.queue_controller import get_queue
-
         # Parse expanded clients list
-        expanded_client_ids = [c.strip() for c in expanded_clients.split(",") if c.strip()] if expanded_clients else []
+        expanded_client_ids = (
+            [c.strip() for c in expanded_clients.split(",") if c.strip()]
+            if expanded_clients
+            else []
+        )
 
         # Fetch all data in parallel
-        import asyncio
-
         async def fetch_jobs_by_status(status_name: str, limit: int = 100):
             """Fetch jobs by status using existing registry logic."""
             try:
@@ -968,11 +1085,29 @@ async def fetch_jobs_by_status(status_name: str, limit: int = 100):
                     if status_name == "queued":
                         job_ids = queue.job_ids[:limit]
                     elif status_name == "started":  # RQ standard, not "processing"
-                        job_ids = list(StartedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(StartedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     elif status_name == "finished":  # RQ standard, not "completed"
-                        job_ids = list(FinishedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(FinishedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     elif status_name == "failed":
-                        job_ids = list(FailedJobRegistry(queue=queue).get_job_ids())[:limit]
+                        job_ids = list(FailedJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
+                    elif status_name == "deferred":
+                        # Chained jobs (speaker → memory → title → event) sit here
+                        # while waiting on an upstream dependency. Surfacing them
+                        # lets users see pending/stuck downstream work (e.g. a
+                        # memory reprocess queued behind a transcript reprocess).
+                        job_ids = list(DeferredJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
+                    elif status_name == "scheduled":
+                        job_ids = list(ScheduledJobRegistry(queue=queue).get_job_ids())[
+                            :limit
+                        ]
                     else:
                         continue
 
@@ -983,31 +1118,61 @@ async def fetch_jobs_by_status(status_name: str, limit: int = 100):
 
                             # Check user permission
                             if not current_user.is_superuser:
-                                job_user_id = job.kwargs.get("user_id") if job.kwargs else None
+                                job_user_id = (
+                                    job.kwargs.get("user_id") if job.kwargs else None
+                                )
                                 if job_user_id != str(current_user.user_id):
                                     continue
 
                             # Add job with metadata
-                            all_jobs.append({
-                                "job_id": job.id,
-                                "job_type": job.func_name.split('.')[-1] if job.func_name else "unknown",
-                                "user_id": job.kwargs.get("user_id") if job.kwargs else None,
-                                "status": status_name,
-                                "priority": "normal",  # RQ doesn't have priority concept
-                                "data": {"description": job.description or ""},
-                                "result": job.result,
-                                "meta": job.meta if job.meta else {},
-                                "kwargs": job.kwargs if job.kwargs else {},
-                                "error_message": str(job.exc_info) if job.exc_info else None,
-                                "created_at": job.created_at.isoformat() if job.created_at else None,
-                                "started_at": job.started_at.isoformat() if job.started_at else None,
-                                "ended_at": job.ended_at.isoformat() if job.ended_at else None,
-                                "retry_count": 0,  # RQ doesn't track this by default
-                                "max_retries": 0,
-                                "progress_percent": 0,
-                                "progress_message": "",
-                                "queue": queue_name
-                            })
+                            all_jobs.append(
+                                {
+                                    "job_id": job.id,
+                                    "job_type": (
+                                        job.func_name.split(".")[-1]
+                                        if job.func_name
+                                        else "unknown"
+                                    ),
+                                    "user_id": (
+                                        job.kwargs.get("user_id")
+                                        if job.kwargs
+                                        else None
+                                    ),
+                                    "status": status_name,
+                                    "priority": "normal",  # RQ doesn't have priority concept
+                                    "data": {"description": job.description or ""},
+                                    "result": job.result,
+                                    "meta": job.meta if job.meta else {},
+                                    "kwargs": job.kwargs if job.kwargs else {},
+                                    "error_message": (
+                                        str(job.exc_info) if job.exc_info else None
+                                    ),
+                                    "created_at": (
+                                        job.created_at.isoformat()
+                                        if job.created_at
+                                        else None
+                                    ),
+                                    "started_at": (
+                                        job.started_at.isoformat()
+                                        if job.started_at
+                                        else None
+                                    ),
+                                    "ended_at": (
+                                        job.ended_at.isoformat()
+                                        if job.ended_at
+                                        else None
+                                    ),
+                                    "retry_count": 0,  # RQ doesn't track this by default
+                                    "max_retries": 0,
+                                    "progress_percent": (job.meta or {})
+                                    .get("batch_progress", {})
+                                    .get("percent", 0),
+                                    "progress_message": (job.meta or {})
+                                    .get("batch_progress", {})
+                                    .get("message", ""),
+                                    "queue": queue_name,
+                                }
+                            )
                         except Exception as e:
                             logger.debug(f"Error fetching job {job_id}: {e}")
                             continue
@@ -1023,14 +1188,17 @@ async def fetch_stats():
                 return get_job_stats()
             except Exception as e:
                 logger.error(f"Error fetching stats: {e}")
-                return {"total_jobs": 0, "queued_jobs": 0, "started_jobs": 0, "finished_jobs": 0, "failed_jobs": 0}
+                return {
+                    "total_jobs": 0,
+                    "queued_jobs": 0,
+                    "started_jobs": 0,
+                    "finished_jobs": 0,
+                    "failed_jobs": 0,
+                }
 
         async def fetch_streaming_status():
             """Fetch streaming status."""
             try:
-                # Import session_controller for streaming status
-                from advanced_omi_backend.controllers import session_controller
-
                 # Use the actual request object from the parent function
                 return await session_controller.get_streaming_status(request)
             except Exception as e:
@@ -1041,8 +1209,6 @@ async def fetch_client_jobs(client_id: str):
             """Fetch jobs for a specific client device."""
             try:
                 # Reuse the existing logic from get_jobs_by_client endpoint
-                from advanced_omi_backend.models.conversation import Conversation
-
                 all_jobs = []
                 processed_job_ids = set()
                 queues = QUEUE_NAMES
@@ -1061,20 +1227,17 @@ def get_job_status(job):
                     queue = get_queue(queue_name)
 
                     # Check all registries
-                    from rq.registry import (
-                        CanceledJobRegistry,
-                        DeferredJobRegistry,
-                        FailedJobRegistry,
-                        FinishedJobRegistry,
-                        ScheduledJobRegistry,
-                        StartedJobRegistry,
-                    )
-
                     registries = [
                         ("queued", queue.job_ids),
-                        ("started", StartedJobRegistry(queue=queue).get_job_ids()),  # RQ standard
-                        ("finished", FinishedJobRegistry(queue=queue).get_job_ids()),  # RQ standard
-                        ("failed", FailedJobRegistry(queue=queue).get_job_ids())
+                        (
+                            "started",
+                            StartedJobRegistry(queue=queue).get_job_ids(),
+                        ),  # RQ standard
+                        (
+                            "finished",
+                            FinishedJobRegistry(queue=queue).get_job_ids(),
+                        ),  # RQ standard
+                        ("failed", FailedJobRegistry(queue=queue).get_job_ids()),
                     ]
 
                     for status_name, job_ids in registries:
@@ -1087,7 +1250,11 @@ def get_job_status(job):
 
                                 # Check if job belongs to this client
                                 matches_client = False
-                                if job.meta and 'client_id' in job.meta and job.meta['client_id'] == client_id:
+                                if (
+                                    job.meta
+                                    and "client_id" in job.meta
+                                    and job.meta["client_id"] == client_id
+                                ):
                                     matches_client = True
 
                                 if not matches_client:
@@ -1095,24 +1262,48 @@ def get_job_status(job):
 
                                 # Check user permission
                                 if not current_user.is_superuser:
-                                    job_user_id = job.kwargs.get("user_id") if job.kwargs else None
+                                    job_user_id = (
+                                        job.kwargs.get("user_id")
+                                        if job.kwargs
+                                        else None
+                                    )
                                     if job_user_id != str(current_user.user_id):
                                         continue
 
                                 processed_job_ids.add(job_id)
-                                all_jobs.append({
-                                    "job_id": job.id,
-                                    "job_type": job.func_name.split('.')[-1] if job.func_name else "unknown",
-                                    "queue": queue_name,
-                                    "status": get_job_status(job),
-                                    "created_at": job.created_at.isoformat() if job.created_at else None,
-                                    "started_at": job.started_at.isoformat() if job.started_at else None,
-                                    "ended_at": job.ended_at.isoformat() if job.ended_at else None,
-                                    "description": job.description or "",
-                                    "result": job.result,
-                                    "meta": job.meta if job.meta else {},
-                                    "error_message": str(job.exc_info) if job.exc_info else None
-                                })
+                                all_jobs.append(
+                                    {
+                                        "job_id": job.id,
+                                        "job_type": (
+                                            job.func_name.split(".")[-1]
+                                            if job.func_name
+                                            else "unknown"
+                                        ),
+                                        "queue": queue_name,
+                                        "status": get_job_status(job),
+                                        "created_at": (
+                                            job.created_at.isoformat()
+                                            if job.created_at
+                                            else None
+                                        ),
+                                        "started_at": (
+                                            job.started_at.isoformat()
+                                            if job.started_at
+                                            else None
+                                        ),
+                                        "ended_at": (
+                                            job.ended_at.isoformat()
+                                            if job.ended_at
+                                            else None
+                                        ),
+                                        "description": job.description or "",
+                                        "result": job.result,
+                                        "meta": job.meta if job.meta else {},
+                                        "error_message": (
+                                            str(job.exc_info) if job.exc_info else None
+                                        ),
+                                    }
+                                )
                             except Exception as e:
                                 logger.debug(f"Error fetching job {job_id}: {e}")
                                 continue
@@ -1127,8 +1318,6 @@ async def fetch_events():
             if not current_user.is_superuser:
                 return []
             try:
-                from advanced_omi_backend.services.plugin_service import get_plugin_router
-
                 router_instance = get_plugin_router()
                 if not router_instance:
                     return []
@@ -1139,9 +1328,15 @@ async def fetch_events():
 
         # Execute all fetches in parallel (using RQ standard status names)
         queued_jobs_task = fetch_jobs_by_status("queued", limit=100)
-        started_jobs_task = fetch_jobs_by_status("started", limit=100)  # RQ standard, not "processing"
-        finished_jobs_task = fetch_jobs_by_status("finished", limit=50)  # RQ standard, not "completed"
+        started_jobs_task = fetch_jobs_by_status(
+            "started", limit=100
+        )  # RQ standard, not "processing"
+        finished_jobs_task = fetch_jobs_by_status(
+            "finished", limit=50
+        )  # RQ standard, not "completed"
         failed_jobs_task = fetch_jobs_by_status("failed", limit=50)
+        deferred_jobs_task = fetch_jobs_by_status("deferred", limit=100)
+        scheduled_jobs_task = fetch_jobs_by_status("scheduled", limit=100)
         stats_task = fetch_stats()
         streaming_status_task = fetch_streaming_status()
         events_task = fetch_events()
@@ -1152,22 +1347,36 @@ async def fetch_events():
             started_jobs_task,
             finished_jobs_task,
             failed_jobs_task,
+            deferred_jobs_task,
+            scheduled_jobs_task,
             stats_task,
             streaming_status_task,
             events_task,
             *client_jobs_tasks,
-            return_exceptions=True
+            return_exceptions=True,
         )
 
         queued_jobs = results[0] if not isinstance(results[0], Exception) else []
-        started_jobs = results[1] if not isinstance(results[1], Exception) else []  # RQ standard
-        finished_jobs = results[2] if not isinstance(results[2], Exception) else []  # RQ standard
+        started_jobs = (
+            results[1] if not isinstance(results[1], Exception) else []
+        )  # RQ standard
+        finished_jobs = (
+            results[2] if not isinstance(results[2], Exception) else []
+        )  # RQ standard
         failed_jobs = results[3] if not isinstance(results[3], Exception) else []
-        stats = results[4] if not isinstance(results[4], Exception) else {"total_jobs": 0}
-        streaming_status = results[5] if not isinstance(results[5], Exception) else {"active_sessions": []}
-        events = results[6] if not isinstance(results[6], Exception) else []
+        deferred_jobs = results[4] if not isinstance(results[4], Exception) else []
+        scheduled_jobs = results[5] if not isinstance(results[5], Exception) else []
+        stats = (
+            results[6] if not isinstance(results[6], Exception) else {"total_jobs": 0}
+        )
+        streaming_status = (
+            results[7]
+            if not isinstance(results[7], Exception)
+            else {"active_sessions": []}
+        )
+        events = results[8] if not isinstance(results[8], Exception) else []
         recent_conversations = []
-        client_jobs_results = results[7:] if len(results) > 7 else []
+        client_jobs_results = results[9:] if len(results) > 9 else []
 
         # Convert client jobs list to dict
         client_jobs = {}
@@ -1178,30 +1387,42 @@ async def fetch_events():
         # Convert conversations to dict format for frontend
         conversations_list = []
         for conv in recent_conversations:
-            conversations_list.append({
-                "conversation_id": conv.conversation_id,
-                "user_id": str(conv.user_id) if conv.user_id else None,
-                "created_at": conv.created_at.isoformat() if conv.created_at else None,
-                "title": conv.title,
-                "summary": conv.summary,
-                "transcript_text": conv.get_active_transcript_text() if hasattr(conv, 'get_active_transcript_text') else None,
-            })
+            conversations_list.append(
+                {
+                    "conversation_id": conv.conversation_id,
+                    "user_id": str(conv.user_id) if conv.user_id else None,
+                    "created_at": (
+                        conv.created_at.isoformat() if conv.created_at else None
+                    ),
+                    "title": conv.title,
+                    "summary": conv.summary,
+                    "transcript_text": (
+                        conv.get_active_transcript_text()
+                        if hasattr(conv, "get_active_transcript_text")
+                        else None
+                    ),
+                }
+            )
 
         return {
             "jobs": {
                 "queued": queued_jobs,
                 "started": started_jobs,  # RQ standard status name
                 "finished": finished_jobs,  # RQ standard status name
-                "failed": failed_jobs
+                "failed": failed_jobs,
+                "deferred": deferred_jobs,  # chained jobs waiting on a dependency
+                "scheduled": scheduled_jobs,
             },
             "stats": stats,
             "streaming_status": streaming_status,
             "recent_conversations": conversations_list,
             "client_jobs": client_jobs,
             "events": events,
-            "timestamp": asyncio.get_event_loop().time()
+            "timestamp": asyncio.get_event_loop().time(),
         }
 
     except Exception as e:
         logger.error(f"Failed to get dashboard data: {e}", exc_info=True)
-        raise HTTPException(status_code=500, detail=f"Failed to get dashboard data: {str(e)}")
+        raise HTTPException(
+            status_code=500, detail=f"Failed to get dashboard data: {str(e)}"
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/sse_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/sse_routes.py
new file mode 100644
index 00000000..7d97cc66
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/sse_routes.py
@@ -0,0 +1,115 @@
+"""
+SSE (Server-Sent Events) streaming endpoint.
+
+Provides a single event stream per authenticated user. The browser connects once
+and receives all real-time events (conversation updates, job status changes, etc.)
+via Redis pub/sub.
+
+Authentication uses JWT token as a query parameter since EventSource API
+does not support custom headers.
+"""
+
+import asyncio
+import json
+import logging
+from typing import Optional
+
+from fastapi import APIRouter, HTTPException, Query, status
+from fastapi.responses import StreamingResponse
+
+from advanced_omi_backend.auth import get_user_from_token_param
+from advanced_omi_backend.redis_factory import create_async_redis
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/events", tags=["events"])
+
+HEARTBEAT_INTERVAL = 30  # seconds
+
+
+async def _sse_generator(user_id: str):
+    """Async generator that subscribes to a user's SSE channel and yields events."""
+    r = create_async_redis(decode_responses=True)
+    pubsub = r.pubsub()
+    channel = f"sse:{user_id}"
+
+    try:
+        await pubsub.subscribe(channel)
+        logger.info("SSE stream opened for user %s", user_id[:12])
+
+        # Send initial connected event
+        yield f"event: connected\ndata: {json.dumps({'user_id': user_id})}\n\n"
+
+        while True:
+            try:
+                message = await asyncio.wait_for(
+                    pubsub.get_message(ignore_subscribe_messages=True, timeout=1.0),
+                    timeout=HEARTBEAT_INTERVAL,
+                )
+
+                if message and message["type"] == "message":
+                    payload = json.loads(message["data"])
+                    event_type = payload.get("event", "message")
+                    event_data = json.dumps(payload.get("data", {}))
+                    yield f"event: {event_type}\ndata: {event_data}\n\n"
+
+            except asyncio.TimeoutError:
+                # Send heartbeat comment (SSE spec: lines starting with ':' are comments)
+                yield ": heartbeat\n\n"
+
+    except asyncio.CancelledError:
+        logger.info("SSE stream cancelled for user %s", user_id[:12])
+    except Exception:
+        logger.warning("SSE stream error for user %s", user_id[:12], exc_info=True)
+    finally:
+        await pubsub.unsubscribe(channel)
+        await pubsub.aclose()
+        await r.aclose()
+        logger.info("SSE stream closed for user %s", user_id[:12])
+
+
+@router.get("/stream")
+async def event_stream(
+    token: Optional[str] = Query(None, description="JWT token for authentication"),
+):
+    """
+    SSE endpoint — single event stream per authenticated user.
+
+    Connect via EventSource:
+        const source = new EventSource('/api/events/stream?token=JWT_TOKEN')
+
+    Events:
+        - connected: Initial connection confirmation
+        - conversation.created: New conversation started
+        - conversation.updated: Conversation title/summary/speakers changed
+        - conversation.completed: All processing finished
+        - memory.processed: Memories extracted
+        - plugin.event: Plugin event logged (for queue page)
+        - job.progress: Live progress update (word count, batch %, throttled)
+        - jobs.queued: Batch of jobs enqueued (streaming or post-conversation)
+        - session.started: Audio streaming session opened
+        - session.ended: Audio streaming session closed
+        - conversation.closed: Conversation ended, post-processing starting
+    """
+    if not token:
+        raise HTTPException(
+            status_code=status.HTTP_401_UNAUTHORIZED,
+            detail="Token required. Pass as ?token=JWT_TOKEN",
+        )
+
+    user = await get_user_from_token_param(token)
+    if not user:
+        raise HTTPException(
+            status_code=status.HTTP_401_UNAUTHORIZED,
+            detail="Invalid or expired token",
+        )
+
+    return StreamingResponse(
+        _sse_generator(str(user.id)),
+        media_type="text/event-stream",
+        headers={
+            "Cache-Control": "no-cache",
+            "Connection": "keep-alive",
+            "X-Accel-Buffering": "no",
+        },
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/system_events_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/system_events_routes.py
new file mode 100644
index 00000000..37394543
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/system_events_routes.py
@@ -0,0 +1,168 @@
+"""System-event ledger routes (admin-only "System Errors" page).
+
+Read/manage the central operational+application error store. All endpoints require
+a superuser. Live updates are delivered separately over the SSE bus
+(``system.error`` events), so these are plain request/response.
+"""
+
+import hmac
+import logging
+import os
+from typing import Optional
+
+from fastapi import APIRouter, Depends, Header, HTTPException
+from pydantic import BaseModel
+
+from advanced_omi_backend.auth import current_superuser
+from advanced_omi_backend.controllers import system_events_controller
+from advanced_omi_backend.models.user import User
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/admin/system-events", tags=["system-events"])
+
+
+def _ingest_token() -> str:
+    """Shared secret other services present to push events. Falls back to the
+    node-agent token so single/distributed setups that already have
+    SERVICE_MANAGER_TOKEN work without configuring a second secret."""
+    return (
+        os.getenv("SYSTEM_EVENT_INGEST_TOKEN")
+        or os.getenv("SERVICE_MANAGER_TOKEN")
+        or ""
+    )
+
+
+async def verify_ingest_token(authorization: str = Header(default="")) -> None:
+    """Bearer-token gate for the cross-service ingest endpoint. Unlike the rest of
+    this router (superuser-gated), services authenticate with a shared token, not a
+    user session."""
+    expected = _ingest_token()
+    if not expected:
+        # No token configured → endpoint is closed, not open.
+        raise HTTPException(
+            status_code=503,
+            detail="System-event ingest is not enabled (no SYSTEM_EVENT_INGEST_TOKEN / SERVICE_MANAGER_TOKEN).",
+        )
+    token = authorization.removeprefix("Bearer ").strip()
+    if not token or not hmac.compare_digest(token, expected):
+        raise HTTPException(status_code=401, detail="Invalid ingest token.")
+
+
+class AckSelectedRequest(BaseModel):
+    event_ids: list[str]
+
+
+class IngestEventRequest(BaseModel):
+    severity: str = "error"
+    category: Optional[str] = None
+    source: str
+    title: str
+    detail: Optional[str] = None
+    traceback: Optional[str] = None
+    client_id: Optional[str] = None
+    conversation_id: Optional[str] = None
+    metadata: Optional[dict] = None
+
+
+@router.post("/ingest", dependencies=[Depends(verify_ingest_token)])
+async def ingest_system_event(body: IngestEventRequest):
+    """Record an event submitted by another Chronicle service (ASR, speaker-rec,
+    …). Token-gated, not user-gated, so services can report without a login."""
+    return await system_events_controller.ingest_external_event(
+        severity=body.severity,
+        category=body.category,
+        source=body.source,
+        title=body.title,
+        detail=body.detail,
+        traceback=body.traceback,
+        client_id=body.client_id,
+        conversation_id=body.conversation_id,
+        metadata=body.metadata,
+    )
+
+
+@router.get("")
+async def list_system_events(
+    severity: Optional[str] = None,
+    category: Optional[str] = None,
+    source: Optional[str] = None,
+    client_id: Optional[str] = None,
+    user_id: Optional[str] = None,
+    acked: Optional[bool] = None,
+    since_hours: Optional[float] = None,
+    limit: int = 100,
+    offset: int = 0,
+    current_user: User = Depends(current_superuser),
+):
+    """List system events (newest first) with optional filters. Admin only."""
+    return await system_events_controller.list_system_events(
+        severity=severity,
+        category=category,
+        source=source,
+        client_id=client_id,
+        user_id=user_id,
+        acked=acked,
+        since_hours=since_hours,
+        limit=limit,
+        offset=offset,
+    )
+
+
+@router.get("/summary")
+async def system_events_summary(
+    window_hours: float = 24,
+    current_user: User = Depends(current_superuser),
+):
+    """Counts by severity/category/source over a window. Admin only."""
+    return await system_events_controller.get_system_events_summary(
+        window_hours=window_hours
+    )
+
+
+@router.post("/{event_id}/ack")
+async def ack_system_event(
+    event_id: str,
+    current_user: User = Depends(current_superuser),
+):
+    """Acknowledge a single event. Admin only."""
+    return await system_events_controller.ack_system_event(event_id)
+
+
+@router.post("/ack-selected")
+async def ack_selected_system_events(
+    body: AckSelectedRequest,
+    current_user: User = Depends(current_superuser),
+):
+    """Acknowledge a specific set of events by id. Admin only."""
+    return await system_events_controller.ack_system_events_by_ids(body.event_ids)
+
+
+@router.post("/ack-all")
+async def ack_all_system_events(
+    severity: Optional[str] = None,
+    category: Optional[str] = None,
+    source: Optional[str] = None,
+    client_id: Optional[str] = None,
+    user_id: Optional[str] = None,
+    since_hours: Optional[float] = None,
+    current_user: User = Depends(current_superuser),
+):
+    """Acknowledge all unacked events matching the given filters. Admin only."""
+    return await system_events_controller.ack_system_events(
+        severity=severity,
+        category=category,
+        source=source,
+        client_id=client_id,
+        user_id=user_id,
+        since_hours=since_hours,
+    )
+
+
+@router.post("/clear")
+async def clear_system_events(
+    acked_only: bool = False,
+    current_user: User = Depends(current_superuser),
+):
+    """Delete events (all, or only acknowledged ones). Admin only."""
+    return await system_events_controller.clear_system_events(acked_only=acked_only)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
index 44d44c1a..af400420 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/system_routes.py
@@ -20,6 +20,10 @@
 )
 from advanced_omi_backend.models.user import User
 from advanced_omi_backend.services import plugin_assistant
+from advanced_omi_backend.services.plugin_service import get_plugin_router
+from advanced_omi_backend.services.status_reconciler import (
+    reconcile_conversation_statuses,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -29,9 +33,29 @@
 # Request models for memory config endpoints
 class MemoryConfigRequest(BaseModel):
     """Request model for memory configuration validation and updates."""
+
     config_yaml: str
 
 
+class WakewordSpeakerGateRequest(BaseModel):
+    """Request model for the wake-word speaker gate configuration.
+
+    ``speakers`` are the allowed enrolled speakers ({speaker_id, name}); the gate
+    only fires for these when ``enabled``.
+    """
+
+    enabled: bool
+    speakers: list[dict] = []
+
+
+@router.get("/system/network")
+async def get_network_discovery(
+    request: Request, current_user: User = Depends(current_superuser)
+):
+    """Get Tailscale and minidisc service discovery status. Admin only."""
+    return await system_controller.get_network_discovery(request.app, current_user)
+
+
 @router.get("/config/diagnostics")
 async def get_config_diagnostics(current_user: User = Depends(current_superuser)):
     """Get configuration diagnostics including errors, warnings, and status. Admin only."""
@@ -50,6 +74,16 @@ async def get_auth_config():
     return await system_controller.get_auth_config()
 
 
+@router.get("/observability")
+async def get_observability_config():
+    """Get observability configuration for frontend (Langfuse deep-links).
+
+    Returns non-secret data: enabled status and browser-accessible session URL.
+    No authentication required.
+    """
+    return await system_controller.get_observability_config()
+
+
 @router.get("/diarization-settings")
 async def get_diarization_settings(current_user: User = Depends(current_superuser)):
     """Get current diarization settings. Admin only."""
@@ -58,13 +92,26 @@ async def get_diarization_settings(current_user: User = Depends(current_superuse
 
 @router.post("/diarization-settings")
 async def save_diarization_settings(
-    settings: dict,
-    current_user: User = Depends(current_superuser)
+    settings: dict, current_user: User = Depends(current_superuser)
 ):
     """Save diarization settings. Admin only."""
     return await system_controller.save_diarization_settings_controller(settings)
 
 
+@router.get("/asr-context")
+async def get_asr_context_config(current_user: User = Depends(current_superuser)):
+    """Get the active STT providers' hint mechanism + context. Admin only."""
+    return await system_controller.get_asr_context_config()
+
+
+@router.post("/asr-context")
+async def save_asr_context(
+    payload: dict, current_user: User = Depends(current_superuser)
+):
+    """Save a context string for a context_prompt STT provider. Admin only."""
+    return await system_controller.save_asr_context_controller(payload)
+
+
 @router.get("/misc-settings")
 async def get_misc_settings(current_user: User = Depends(current_superuser)):
     """Get miscellaneous configuration settings. Admin only."""
@@ -73,32 +120,36 @@ async def get_misc_settings(current_user: User = Depends(current_superuser)):
 
 @router.post("/misc-settings")
 async def save_misc_settings(
-    settings: dict,
-    current_user: User = Depends(current_superuser)
+    settings: dict, current_user: User = Depends(current_superuser)
 ):
     """Save miscellaneous configuration settings. Admin only."""
     return await system_controller.save_misc_settings_controller(settings)
 
 
 @router.get("/cleanup-settings")
-async def get_cleanup_settings(
-    current_user: User = Depends(current_superuser)
-):
+async def get_cleanup_settings(current_user: User = Depends(current_superuser)):
     """Get cleanup configuration settings. Admin only."""
     return await system_controller.get_cleanup_settings_controller(current_user)
 
 
 @router.post("/cleanup-settings")
 async def save_cleanup_settings(
-    auto_cleanup_enabled: bool = Body(..., description="Enable automatic cleanup of soft-deleted conversations"),
-    retention_days: int = Body(..., ge=1, le=365, description="Number of days to keep soft-deleted conversations"),
-    current_user: User = Depends(current_superuser)
+    auto_cleanup_enabled: bool = Body(
+        ..., description="Enable automatic cleanup of soft-deleted conversations"
+    ),
+    retention_days: int = Body(
+        ...,
+        ge=1,
+        le=365,
+        description="Number of days to keep soft-deleted conversations",
+    ),
+    current_user: User = Depends(current_superuser),
 ):
     """Save cleanup configuration settings. Admin only."""
     return await system_controller.save_cleanup_settings_controller(
         auto_cleanup_enabled=auto_cleanup_enabled,
         retention_days=retention_days,
-        user=current_user
+        user=current_user,
     )
 
 
@@ -110,11 +161,31 @@ async def get_speaker_configuration(current_user: User = Depends(current_active_
 
 @router.post("/speaker-configuration")
 async def update_speaker_configuration(
-    primary_speakers: list[dict],
-    current_user: User = Depends(current_active_user)
+    primary_speakers: list[dict], current_user: User = Depends(current_active_user)
 ):
     """Update current user's primary speakers configuration."""
-    return await system_controller.update_speaker_configuration(current_user, primary_speakers)
+    return await system_controller.update_speaker_configuration(
+        current_user, primary_speakers
+    )
+
+
+@router.get("/wakeword-speaker-gate")
+async def get_wakeword_speaker_gate(
+    current_user: User = Depends(current_active_user),
+):
+    """Get current user's wake-word speaker gate configuration."""
+    return await system_controller.get_wakeword_speaker_gate(current_user)
+
+
+@router.post("/wakeword-speaker-gate")
+async def update_wakeword_speaker_gate(
+    payload: WakewordSpeakerGateRequest,
+    current_user: User = Depends(current_active_user),
+):
+    """Update current user's wake-word speaker gate configuration."""
+    return await system_controller.update_wakeword_speaker_gate(
+        current_user, payload.enabled, payload.speakers
+    )
 
 
 @router.get("/enrolled-speakers")
@@ -131,6 +202,18 @@ async def get_speaker_service_status(current_user: User = Depends(current_superu
 
 # LLM Operations Configuration Endpoints
 
+
+@router.post("/admin/conversations/reconcile-status")
+async def reconcile_conversation_status(
+    dry_run: bool = Body(False, embed=True),
+    current_user: User = Depends(current_superuser),
+):
+    """Recompute conversation processing_status from facts (transcript present =>
+    completed; none, once settled => failed). Self-heals drift left by crashed or
+    timed-out jobs. Pass dry_run=true to preview without writing. Admin only."""
+    return await reconcile_conversation_statuses(dry_run=dry_run)
+
+
 @router.get("/admin/llm-operations")
 async def get_llm_operations(current_user: User = Depends(current_superuser)):
     """Get LLM operation configurations. Admin only."""
@@ -139,8 +222,7 @@ async def get_llm_operations(current_user: User = Depends(current_superuser)):
 
 @router.post("/admin/llm-operations")
 async def save_llm_operations(
-    operations: dict,
-    current_user: User = Depends(current_superuser)
+    operations: dict, current_user: User = Depends(current_superuser)
 ):
     """Save LLM operation configurations. Admin only."""
     return await system_controller.save_llm_operations(operations)
@@ -149,22 +231,61 @@ async def save_llm_operations(
 @router.post("/admin/llm-operations/test")
 async def test_llm_model(
     model_name: Optional[str] = Body(None, embed=True),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Test an LLM model connection with a trivial prompt. Admin only."""
     return await system_controller.test_llm_model(model_name)
 
 
+# Model Registry Management Endpoints
+
+
+@router.get("/admin/models")
+async def get_models(current_user: User = Depends(current_superuser)):
+    """List all registry models grouped by type + active defaults. Admin only."""
+    return await system_controller.get_models()
+
+
+@router.post("/admin/defaults")
+async def set_active_defaults(
+    defaults: dict, current_user: User = Depends(current_superuser)
+):
+    """Repoint active-model defaults (llm/stt/stt_stream/...). Admin only."""
+    return await system_controller.set_active_defaults(defaults)
+
+
+@router.post("/admin/models")
+async def upsert_model(model: dict, current_user: User = Depends(current_superuser)):
+    """Add or update a model definition (incl. api key/url). Admin only."""
+    return await system_controller.upsert_model(model)
+
+
+@router.delete("/admin/models/{name}")
+async def delete_model(name: str, current_user: User = Depends(current_superuser)):
+    """Delete a config.yml model (not if it's an active default). Admin only."""
+    return await system_controller.delete_model(name)
+
+
+@router.post("/admin/models/test")
+async def test_model(
+    model_name: Optional[str] = Body(None, embed=True),
+    current_user: User = Depends(current_superuser),
+):
+    """Connectivity test for a registry model (llm/embedding). Admin only."""
+    return await system_controller.test_model(model_name)
+
+
 # Memory Configuration Management Endpoints Removed - Project uses config.yml exclusively
 @router.get("/admin/memory/config/raw")
 async def get_memory_config_raw(current_user: User = Depends(current_superuser)):
     """Get memory configuration YAML from config.yml. Admin only."""
     return await system_controller.get_memory_config_raw()
 
+
 @router.post("/admin/memory/config/raw")
 async def update_memory_config_raw(
     config_yaml: str = Body(..., media_type="text/plain"),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Save memory YAML to config.yml and hot-reload. Admin only."""
     return await system_controller.update_memory_config_raw(config_yaml)
@@ -181,8 +302,7 @@ async def validate_memory_config_raw(
 
 @router.post("/admin/memory/config/validate")
 async def validate_memory_config(
-    request: MemoryConfigRequest,
-    current_user: User = Depends(current_superuser)
+    request: MemoryConfigRequest, current_user: User = Depends(current_superuser)
 ):
     """Validate memory configuration YAML sent as JSON (used by tests). Admin only."""
     return await system_controller.validate_memory_config(request.config_yaml)
@@ -200,55 +320,9 @@ async def delete_all_user_memories(current_user: User = Depends(current_active_u
     return await system_controller.delete_all_user_memories(current_user)
 
 
-# Chat Configuration Management Endpoints
-
-@router.get("/admin/chat/config", response_class=Response)
-async def get_chat_config(current_user: User = Depends(current_superuser)):
-    """Get chat configuration as YAML. Admin only."""
-    try:
-        yaml_content = await system_controller.get_chat_config_yaml()
-        return Response(content=yaml_content, media_type="text/plain")
-    except Exception as e:
-        logger.error(f"Failed to get chat config: {e}")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@router.post("/admin/chat/config")
-async def save_chat_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
-):
-    """Save chat configuration from YAML. Admin only."""
-    try:
-        yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
-        result = await system_controller.save_chat_config_yaml(yaml_str)
-        return JSONResponse(content=result)
-    except ValueError as e:
-        raise HTTPException(status_code=400, detail=str(e))
-    except Exception as e:
-        logger.error(f"Failed to save chat config: {e}")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
-@router.post("/admin/chat/config/validate")
-async def validate_chat_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
-):
-    """Validate chat configuration YAML. Admin only."""
-    try:
-        yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
-        result = await system_controller.validate_chat_config_yaml(yaml_str)
-        return JSONResponse(content=result)
-    except Exception as e:
-        logger.error(f"Failed to validate chat config: {e}")
-        raise HTTPException(status_code=500, detail=str(e))
-
-
 # Plugin Configuration Management Endpoints
 
+
 @router.get("/admin/plugins/config", response_class=Response)
 async def get_plugins_config(current_user: User = Depends(current_superuser)):
     """Get plugins configuration as YAML. Admin only."""
@@ -262,13 +336,12 @@ async def get_plugins_config(current_user: User = Depends(current_superuser)):
 
 @router.post("/admin/plugins/config")
 async def save_plugins_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Save plugins configuration from YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.save_plugins_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except ValueError as e:
@@ -280,13 +353,12 @@ async def save_plugins_config(
 
 @router.post("/admin/plugins/config/validate")
 async def validate_plugins_config(
-    request: Request,
-    current_user: User = Depends(current_superuser)
+    request: Request, current_user: User = Depends(current_superuser)
 ):
     """Validate plugins configuration YAML. Admin only."""
     try:
         yaml_content = await request.body()
-        yaml_str = yaml_content.decode('utf-8')
+        yaml_str = yaml_content.decode("utf-8")
         result = await system_controller.validate_plugins_config_yaml(yaml_str)
         return JSONResponse(content=result)
     except Exception as e:
@@ -296,6 +368,7 @@ async def validate_plugins_config(
 
 # Structured Plugin Configuration Endpoints (Form-based UI)
 
+
 @router.post("/admin/plugins/reload")
 async def reload_plugins(
     request: Request,
@@ -349,10 +422,15 @@ async def restart_backend(current_user: User = Depends(current_superuser)):
 async def get_plugins_health(current_user: User = Depends(current_superuser)):
     """Get plugin health status for all registered plugins. Admin only."""
     try:
-        from advanced_omi_backend.services.plugin_service import get_plugin_router
         plugin_router = get_plugin_router()
         if not plugin_router:
-            return {"total": 0, "initialized": 0, "failed": 0, "registered": 0, "plugins": []}
+            return {
+                "total": 0,
+                "initialized": 0,
+                "failed": 0,
+                "registered": 0,
+                "plugins": [],
+            }
         return plugin_router.get_health_summary()
     except Exception as e:
         logger.error(f"Failed to get plugins health: {e}")
@@ -366,7 +444,6 @@ async def get_plugins_connectivity(current_user: User = Depends(current_superuse
     Runs each plugin's health_check() with a 10s timeout and returns results.
     """
     try:
-        from advanced_omi_backend.services.plugin_service import get_plugin_router
         plugin_router = get_plugin_router()
         if not plugin_router:
             return {"plugins": {}}
@@ -396,6 +473,7 @@ async def get_plugins_metadata(current_user: User = Depends(current_superuser)):
 
 class PluginConfigRequest(BaseModel):
     """Request model for structured plugin configuration updates."""
+
     orchestration: Optional[dict] = None
     settings: Optional[dict] = None
     env_vars: Optional[dict] = None
@@ -403,6 +481,7 @@ class PluginConfigRequest(BaseModel):
 
 class CreatePluginRequest(BaseModel):
     """Request model for creating a new plugin."""
+
     plugin_name: str
     description: str
     events: list[str] = []
@@ -411,12 +490,14 @@ class CreatePluginRequest(BaseModel):
 
 class WritePluginCodeRequest(BaseModel):
     """Request model for writing plugin code."""
+
     code: str
     config_yml: Optional[str] = None
 
 
 class PluginAssistantRequest(BaseModel):
     """Request model for plugin assistant chat."""
+
     messages: list[dict]
 
 
@@ -424,7 +505,7 @@ class PluginAssistantRequest(BaseModel):
 async def update_plugin_config_structured(
     plugin_id: str,
     config: PluginConfigRequest,
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Update plugin configuration from structured JSON (form data). Admin only.
 
@@ -435,7 +516,9 @@ async def update_plugin_config_structured(
     """
     try:
         config_dict = config.dict(exclude_none=True)
-        result = await system_controller.update_plugin_config_structured(plugin_id, config_dict)
+        result = await system_controller.update_plugin_config_structured(
+            plugin_id, config_dict
+        )
         return JSONResponse(content=result)
     except ValueError as e:
         raise HTTPException(status_code=400, detail=str(e))
@@ -448,7 +531,7 @@ async def update_plugin_config_structured(
 async def test_plugin_connection(
     plugin_id: str,
     config: PluginConfigRequest,
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Test plugin connection/configuration without saving. Admin only.
 
@@ -480,7 +563,9 @@ async def create_plugin(
             plugin_code=request.plugin_code,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -503,7 +588,9 @@ async def write_plugin_code(
             config_yml=request.config_yml,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -525,7 +612,9 @@ async def delete_plugin(
             remove_files=remove_files,
         )
         if not result.get("success"):
-            raise HTTPException(status_code=400, detail=result.get("error", "Unknown error"))
+            raise HTTPException(
+                status_code=400, detail=result.get("error", "Unknown error")
+            )
         return JSONResponse(content=result)
     except HTTPException:
         raise
@@ -562,25 +651,168 @@ async def event_stream():
 
 
 @router.get("/streaming/status")
-async def get_streaming_status(request: Request, current_user: User = Depends(current_superuser)):
+async def get_streaming_status(
+    request: Request, current_user: User = Depends(current_superuser)
+):
     """Get status of active streaming sessions and Redis Streams health. Admin only."""
     return await session_controller.get_streaming_status(request)
 
 
 @router.post("/streaming/cleanup")
-async def cleanup_stuck_stream_workers(request: Request, current_user: User = Depends(current_superuser)):
+async def cleanup_stuck_stream_workers(
+    request: Request, current_user: User = Depends(current_superuser)
+):
     """Clean up stuck Redis Stream workers and pending messages. Admin only."""
     return await queue_controller.cleanup_stuck_stream_workers(request)
 
 
 @router.post("/streaming/cleanup-sessions")
-async def cleanup_old_sessions(request: Request, max_age_seconds: int = 3600, current_user: User = Depends(current_superuser)):
+async def cleanup_old_sessions(
+    request: Request,
+    max_age_seconds: int = 3600,
+    current_user: User = Depends(current_superuser),
+):
     """Clean up old session tracking metadata. Admin only."""
     return await session_controller.cleanup_old_sessions(request, max_age_seconds)
 
 
+# External Service Management Endpoints (proxied to host service-manager agent)
+
+
+class ServiceActionRequest(BaseModel):
+    """Options for start/stop/restart of a host-managed service."""
+
+    build: bool = False
+    recreate: bool = False
+    force: bool = False
+    # Owning node host (from the merged service list). Omitted / local host → local
+    # agent; another host → that node's agent over the Tailnet.
+    node: str | None = None
+
+
+class ServiceProviderRequest(BaseModel):
+    """Switch the active provider (e.g. ASR model service) for a service."""
+
+    provider: str
+    build: bool = False
+    # "batch" (default) switches the stt provider; "streaming" switches stt_stream.
+    lane: str = "batch"
+    # Owning node host (see ServiceActionRequest.node).
+    node: str | None = None
+
+
+class NodeUpdateRequest(BaseModel):
+    """Options for updating a node's git checkout and rebuilding its services."""
+
+    # Git ref (branch/tag/commit) to update to. Omitted → the node's current branch.
+    target: str | None = None
+    # Prebuilt image reference to deploy instead of building from source.
+    prebuilt: str | None = None
+    # Owning node host (see ServiceActionRequest.node).
+    node: str | None = None
+
+
+@router.get("/admin/services")
+async def list_external_services(current_user: User = Depends(current_superuser)):
+    """List host-managed services (ASR, TTS, speaker recognition, ...). Admin only.
+
+    Returns available=False when no service manager agent is configured/reachable.
+    """
+    return await system_controller.get_external_services()
+
+
+@router.get("/admin/services/operations/{operation_id}")
+async def get_external_service_operation(
+    operation_id: str,
+    node: str | None = None,
+    current_user: User = Depends(current_superuser),
+):
+    """Poll a long-running service start/stop/build operation. Admin only.
+
+    ``node`` routes the poll to the agent that owns the operation (remote ops live
+    on the remote node's agent).
+    """
+    return await system_controller.get_external_service_operation(operation_id, node)
+
+
+@router.post("/admin/services/{name}/provider")
+async def set_external_service_provider(
+    name: str,
+    body: ServiceProviderRequest,
+    current_user: User = Depends(current_superuser),
+):
+    """Switch the active provider for a service (e.g. ASR model). Admin only."""
+    return await system_controller.set_external_service_provider(name, body.dict())
+
+
+@router.post("/admin/services/{name}/{action}")
+async def external_service_action(
+    name: str,
+    action: str,
+    body: ServiceActionRequest | None = None,
+    current_user: User = Depends(current_superuser),
+):
+    """Start/stop/restart a host-managed service via the agent. Admin only."""
+    if action not in ("start", "stop", "restart"):
+        raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+    return await system_controller.external_service_action(
+        name, action, (body or ServiceActionRequest()).dict()
+    )
+
+
+@router.get("/admin/update")
+async def get_node_update_status(
+    node: str | None = None,
+    target: str | None = None,
+    current_user: User = Depends(current_superuser),
+):
+    """Check whether a node can be updated to a newer git ref. Admin only.
+
+    Reports the node's current describe/commit/branch and whether ``target`` (or its
+    current branch) is ahead. ``node`` selects the node (local agent forwards to a
+    remote node when set). The agent fetches from origin, so this may take a few
+    seconds. Returns available=False when no service manager agent is configured/reachable.
+    """
+    return await system_controller.get_node_update_status(node, target)
+
+
+@router.post("/admin/update")
+async def trigger_node_update(
+    body: NodeUpdateRequest,
+    current_user: User = Depends(current_superuser),
+):
+    """Update a node's git checkout and rebuild/restart its services. Admin only.
+
+    Updates the node's git checkout to ``target``, rebuilds/restarts its services, and
+    restarts the node agent. Updating the hub restarts the backend, causing a brief
+    WebUI outage. ``node`` selects the node (local agent forwards to a remote node when
+    set). Returns ``{operation}`` to poll via GET /admin/services/operations/{id}?node=.
+    """
+    return await system_controller.trigger_node_update(body.dict())
+
+
+@router.get("/admin/remote-control")
+async def get_remote_control_status(current_user: User = Depends(current_superuser)):
+    """Status of the host's Claude remote-control session. Admin only.
+
+    Returns available=False when no service manager agent is configured/reachable.
+    """
+    return await system_controller.get_remote_control_status()
+
+
+@router.post("/admin/remote-control/{action}")
+async def remote_control_action(
+    action: str, current_user: User = Depends(current_superuser)
+):
+    """Start/stop/restart the host's Claude remote-control session. Admin only."""
+    if action not in ("start", "stop", "restart"):
+        raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+    return await system_controller.remote_control_action(action)
+
+
 # Memory Provider Configuration Endpoints
 
+
 @router.get("/admin/memory/provider")
 async def get_memory_provider(current_user: User = Depends(current_superuser)):
     """Get current memory provider configuration. Admin only."""
@@ -590,7 +822,7 @@ async def get_memory_provider(current_user: User = Depends(current_superuser)):
 @router.post("/admin/memory/provider")
 async def set_memory_provider(
     provider: str = Body(..., embed=True),
-    current_user: User = Depends(current_superuser)
+    current_user: User = Depends(current_superuser),
 ):
     """Set memory provider and restart backend services. Admin only."""
     return await system_controller.set_memory_provider(provider)
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
index 349fe33d..a5488450 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/test_routes.py
@@ -37,7 +37,7 @@ async def clear_test_plugin_events():
 
     # Clear events from all plugins that have storage
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 cleared = await plugin.storage.clear_events()
                 total_cleared += cleared
@@ -45,10 +45,7 @@ async def clear_test_plugin_events():
             except Exception as e:
                 logger.error(f"Error clearing events from plugin '{plugin_id}': {e}")
 
-    return {
-        "message": "Test plugin events cleared",
-        "events_cleared": total_cleared
-    }
+    return {"message": "Test plugin events cleared", "events_cleared": total_cleared}
 
 
 @router.get("/plugins/events/count")
@@ -65,23 +62,33 @@ async def get_test_plugin_event_count(event_type: Optional[str] = None):
     plugin_router = get_plugin_router()
 
     if not plugin_router:
-        return {"count": 0, "event_type": event_type, "message": "No plugin router initialized"}
+        return {
+            "count": 0,
+            "event_type": event_type,
+            "message": "No plugin router initialized",
+        }
 
     # Get count from first plugin with storage (usually test_event plugin)
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 count = await plugin.storage.get_event_count(event_type)
                 return {
                     "count": count,
                     "event_type": event_type,
-                    "plugin_id": plugin_id
+                    "plugin_id": plugin_id,
                 }
             except Exception as e:
-                logger.error(f"Error getting event count from plugin '{plugin_id}': {e}")
+                logger.error(
+                    f"Error getting event count from plugin '{plugin_id}': {e}"
+                )
                 raise HTTPException(status_code=500, detail=str(e))
 
-    return {"count": 0, "event_type": event_type, "message": "No plugin with storage found"}
+    return {
+        "count": 0,
+        "event_type": event_type,
+        "message": "No plugin with storage found",
+    }
 
 
 @router.get("/plugins/events")
@@ -102,7 +109,7 @@ async def get_test_plugin_events(event_type: Optional[str] = None):
 
     # Get events from first plugin with storage
     for plugin_id, plugin in plugin_router.plugins.items():
-        if hasattr(plugin, 'storage') and plugin.storage:
+        if hasattr(plugin, "storage") and plugin.storage:
             try:
                 if event_type:
                     events = await plugin.storage.get_events_by_type(event_type)
@@ -113,7 +120,7 @@ async def get_test_plugin_events(event_type: Optional[str] = None):
                     "events": events,
                     "count": len(events),
                     "event_type": event_type,
-                    "plugin_id": plugin_id
+                    "plugin_id": plugin_id,
                 }
             except Exception as e:
                 logger.error(f"Error getting events from plugin '{plugin_id}': {e}")
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
index 12ed5c63..f66b5d39 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/user_routes.py
@@ -24,13 +24,17 @@ async def get_users(current_user: User = Depends(current_superuser)):
 
 
 @router.post("")
-async def create_user(user_data: UserCreate, current_user: User = Depends(current_superuser)):
+async def create_user(
+    user_data: UserCreate, current_user: User = Depends(current_superuser)
+):
     """Create a new user. Admin only."""
     return await user_controller.create_user(user_data)
 
 
 @router.put("/{user_id}")
-async def update_user(user_id: str, user_data: UserUpdate, current_user: User = Depends(current_superuser)):
+async def update_user(
+    user_id: str, user_data: UserUpdate, current_user: User = Depends(current_superuser)
+):
     """Update a user. Admin only."""
     return await user_controller.update_user(user_id, user_data)
 
@@ -43,4 +47,6 @@ async def delete_user(
     delete_memories: bool = False,
 ):
     """Delete a user and optionally their associated data. Admin only."""
-    return await user_controller.delete_user(user_id, delete_conversations, delete_memories)
+    return await user_controller.delete_user(
+        user_id, delete_conversations, delete_memories
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/vault_sync_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/vault_sync_routes.py
new file mode 100644
index 00000000..16f7867c
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/vault_sync_routes.py
@@ -0,0 +1,198 @@
+"""Vault sync pairing broker.
+
+Brokers Syncthing pairing between the server-side Syncthing instance (which shares
+each user's Obsidian vault at ``data/conversation_docs/{user_id}``) and the user's Mac.
+
+The Mac app authenticates to Chronicle with its normal JWT, then:
+  - ``GET  /api/vault-sync/info``  -> server device id + sync address + this user's folder id
+  - ``POST /api/vault-sync/pair``  -> registers the Mac's device id and shares the user's
+    vault folder with it on the server Syncthing.
+
+The Mac never needs the server Syncthing API key; the backend drives Syncthing's REST
+API over the internal docker network. Syncthing applies REST config changes immediately,
+so no restart is needed after pairing.
+"""
+
+import logging
+import os
+from pathlib import Path
+
+import httpx
+from fastapi import APIRouter, Depends, HTTPException
+
+from advanced_omi_backend.auth import current_active_user
+from advanced_omi_backend.models.vault_sync import PairRequest
+from advanced_omi_backend.users import User
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/vault-sync", tags=["vault-sync"])
+
+# Server Syncthing REST API, reachable on the internal docker network.
+SYNCTHING_URL = os.getenv("VAULT_SYNC_SYNCTHING_URL", "http://vault-syncthing:8384")
+SYNCTHING_API_KEY = os.getenv("VAULT_SYNC_API_KEY", "")
+# Externally reachable sync address handed to the Mac, e.g. "tcp://my-host.ts.net:22000".
+# Empty -> the Mac relies on Syncthing's own discovery/relays to find the server.
+SYNCTHING_ADDRESS = os.getenv("VAULT_SYNC_ADDRESS", "")
+
+# Obsidian's per-vault workspace/config dir is local state, not content worth
+# syncing. Ignore it and everything under it on every paired device.
+_VAULT_IGNORE_PATTERNS = [".obsidian", ".obsidian/**"]
+
+# conversation_docs is mounted at /vaults inside the Syncthing container.
+_SYNCTHING_VAULTS_DIR = "/vaults"
+# ...and at /app/data/conversation_docs inside the backend container (same host dir).
+_BACKEND_VAULTS_DIR = Path(os.getenv("DATA_DIR", "/app/data")) / "conversation_docs"
+
+
+def _folder_id(user_id: str) -> str:
+    return f"vault-{user_id}"
+
+
+def _client() -> httpx.AsyncClient:
+    if not SYNCTHING_API_KEY:
+        raise HTTPException(
+            status_code=503,
+            detail="Vault sync is not configured (VAULT_SYNC_API_KEY unset)",
+        )
+    return httpx.AsyncClient(
+        base_url=SYNCTHING_URL,
+        headers={"X-API-Key": SYNCTHING_API_KEY},
+        timeout=10.0,
+    )
+
+
+async def _server_device_id(client: httpx.AsyncClient) -> str:
+    resp = await client.get("/rest/system/status")
+    resp.raise_for_status()
+    return resp.json()["myID"]
+
+
+@router.get("/info")
+async def vault_sync_info(current_user: User = Depends(current_active_user)):
+    """Return what the Mac needs to dial and identify the server's vault folder."""
+    async with _client() as client:
+        try:
+            server_device_id = await _server_device_id(client)
+        except httpx.HTTPError as e:
+            raise HTTPException(status_code=503, detail=f"Syncthing unreachable: {e}")
+
+    return {
+        "server_device_id": server_device_id,
+        "sync_address": SYNCTHING_ADDRESS,
+        "folder_id": _folder_id(current_user.user_id),
+        "folder_label": "Chronicle Vault",
+    }
+
+
+@router.post("/pair")
+async def vault_sync_pair(
+    req: PairRequest, current_user: User = Depends(current_active_user)
+):
+    """Register the Mac device and share this user's vault folder with it.
+
+    Idempotent: re-pairing the same device is a no-op; pairing a second Mac adds it to
+    the existing folder rather than replacing the first.
+    """
+    user_id = current_user.user_id
+    folder_id = _folder_id(user_id)
+
+    # Ensure the per-user vault dir AND Syncthing's folder marker exist so Syncthing
+    # has a valid folder path. Same host dir is visible to Syncthing at /vaults/{user_id}.
+    # Syncthing auto-creates the .stfolder marker only when a folder is first added; if the
+    # vault dir is later recreated (e.g. a data reset wipes conversation_docs/{user_id}) the
+    # marker is lost and Syncthing refuses to scan it ("folder marker missing"), silently
+    # freezing sync at the last index. Re-asserting it here — co-located with the dir mkdir,
+    # at the one point we set the folder up for Syncthing — keeps pairing self-healing.
+    vault_dir = _BACKEND_VAULTS_DIR / Path(user_id).name
+    vault_dir.mkdir(parents=True, exist_ok=True)
+    (vault_dir / ".stfolder").mkdir(exist_ok=True)
+    folder_path = f"{_SYNCTHING_VAULTS_DIR}/{Path(user_id).name}"
+
+    async with _client() as client:
+        try:
+            server_device_id = await _server_device_id(client)
+            await _ensure_device(client, req.device_id, req.device_name)
+            await _ensure_folder(
+                client, folder_id, folder_path, req.device_id, server_device_id
+            )
+        except httpx.HTTPStatusError as e:
+            logger.error("Syncthing config error: %s -> %s", e, e.response.text)
+            raise HTTPException(status_code=502, detail=f"Syncthing config failed: {e}")
+        except httpx.HTTPError as e:
+            raise HTTPException(status_code=503, detail=f"Syncthing unreachable: {e}")
+
+    logger.info(
+        "Paired vault device %s (%s) to folder %s",
+        req.device_name,
+        req.device_id[:7],
+        folder_id,
+    )
+    return {
+        "server_device_id": server_device_id,
+        "sync_address": SYNCTHING_ADDRESS,
+        "folder_id": folder_id,
+        "folder_label": "Chronicle Vault",
+    }
+
+
+async def _ensure_device(client: httpx.AsyncClient, device_id: str, name: str) -> None:
+    """Upsert the Mac device into the server Syncthing config."""
+    existing = await client.get(f"/rest/config/devices/{device_id}")
+    if existing.status_code == 200:
+        return
+    template = await client.get("/rest/config/defaults/device")
+    template.raise_for_status()
+    device = template.json()
+    device["deviceID"] = device_id
+    device["name"] = name
+    resp = await client.put(f"/rest/config/devices/{device_id}", json=device)
+    resp.raise_for_status()
+
+
+async def _ensure_folder(
+    client: httpx.AsyncClient,
+    folder_id: str,
+    folder_path: str,
+    mac_device_id: str,
+    server_device_id: str,
+) -> None:
+    """Upsert the user's vault folder and make sure both devices share it."""
+    existing = await client.get(f"/rest/config/folders/{folder_id}")
+    if existing.status_code == 200:
+        folder = existing.json()
+    else:
+        template = await client.get("/rest/config/defaults/folder")
+        template.raise_for_status()
+        folder = template.json()
+        folder["id"] = folder_id
+        folder["label"] = "Chronicle Vault"
+        folder["path"] = folder_path
+        folder["type"] = "sendreceive"
+
+    shared = {d.get("deviceID") for d in folder.get("devices", [])}
+    for dev_id in (server_device_id, mac_device_id):
+        if dev_id not in shared:
+            folder.setdefault("devices", []).append({"deviceID": dev_id})
+
+    resp = await client.put(f"/rest/config/folders/{folder_id}", json=folder)
+    resp.raise_for_status()
+
+    ignores = await client.post(
+        "/rest/db/ignores",
+        params={"folder": folder_id},
+        json={"ignore": _VAULT_IGNORE_PATTERNS},
+    )
+    ignores.raise_for_status()
+
+    # A re-pair with unchanged config won't restart the folder runner, so a folder that
+    # was stuck in "folder marker missing" error state (marker now recreated above) won't
+    # recover until the periodic rescan. Trigger a scan so pairing recovers it immediately.
+    scan = await client.post("/rest/db/scan", params={"folder": folder_id})
+    if scan.status_code >= 400:
+        logger.warning(
+            "Vault folder %s rescan after pair returned %s: %s",
+            folder_id,
+            scan.status_code,
+            scan.text,
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/wakeword_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/wakeword_routes.py
new file mode 100644
index 00000000..fd733542
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/wakeword_routes.py
@@ -0,0 +1,755 @@
+"""Wake-word data-collection proxy.
+
+Thin, auth-gated proxy in front of the standalone wakeword-service's
+data-collection API (its ``/streams``, ``/prime``, ``/samples*`` endpoints). The
+browser never talks to the wakeword-service directly — it goes through Chronicle
+auth here, and we scope streams/clips to the calling user's own ``client_id``s
+(prefix = last 6 of their ObjectId), with admins seeing everything.
+
+The flywheel this serves:
+  - ``POST /api/wakeword/prime``  -> "I'll say the wake word now" on a live stream;
+    the next utterance is captured as a labeled positive (false-negative mining).
+  - ``GET  /api/wakeword/samples`` + ``/label`` -> review captured false-positive
+    candidates, marking each true/false so they roll into the negative/positive set.
+"""
+
+import logging
+import os
+from typing import Any, Literal
+
+import httpx
+from fastapi import APIRouter, Depends, HTTPException, Query
+from fastapi.responses import Response
+from pydantic import BaseModel
+
+from advanced_omi_backend.auth import current_active_user, current_superuser
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.plugin_service import get_plugin_router
+from advanced_omi_backend.services.wakeword.executor import open_followup_window
+from advanced_omi_backend.services.wakeword.followup import handle_dial_followup
+from advanced_omi_backend.users import User
+
+logger = logging.getLogger(__name__)
+
+router = APIRouter(prefix="/wakeword", tags=["wakeword"])
+
+# Standalone wakeword-service, reachable by container name on chronicle-network.
+WAKEWORD_SERVICE_URL = os.getenv(
+    "WAKEWORD_SERVICE_URL", "http://chronicle-wakeword-service:8770"
+)
+SERVICE_MANAGER_URL = (os.getenv("SERVICE_MANAGER_URL") or "").rstrip("/")
+SERVICE_MANAGER_TOKEN = os.getenv("SERVICE_MANAGER_TOKEN") or ""
+WAKEWORD_SERVICE_NAME = os.getenv("WAKEWORD_SERVICE_NAME", "wakeword-service")
+
+
+def _client() -> httpx.AsyncClient:
+    return httpx.AsyncClient(base_url=WAKEWORD_SERVICE_URL, timeout=15.0)
+
+
+def _suffix(user: User) -> str:
+    """Client-id prefix that scopes a user's streams/clips (last 6 of ObjectId)."""
+    return user.user_id[-6:]
+
+
+def _owns(user: User, client_id: str) -> bool:
+    return user.is_superuser or (client_id or "").startswith(_suffix(user))
+
+
+def _service_manager_ready() -> bool:
+    return bool(SERVICE_MANAGER_URL and SERVICE_MANAGER_TOKEN)
+
+
+def _service_manager_headers() -> dict[str, str]:
+    return {"Authorization": f"Bearer {SERVICE_MANAGER_TOKEN}"}
+
+
+def _service_manager_client() -> httpx.AsyncClient:
+    return httpx.AsyncClient(base_url=SERVICE_MANAGER_URL, timeout=20.0)
+
+
+def _extract_wakeword_names(models_body: dict[str, Any]) -> list[str]:
+    words = []
+    for item in models_body.get("wakewords", []):
+        name = item.get("name")
+        if isinstance(name, str) and name:
+            words.append(name)
+    return words
+
+
+def _word_mode(word: dict[str, Any]) -> Literal["dispatch", "collect_only", "off"]:
+    if bool(word.get("disabled", False)):
+        return "off"
+    if bool(word.get("collect_only", False)):
+        return "collect_only"
+    return "dispatch"
+
+
+async def _get_wakeword_models() -> dict[str, Any]:
+    async with _client() as client:
+        resp = await client.get("/models")
+        resp.raise_for_status()
+        return resp.json()
+
+
+async def _set_collect_only_for_words(
+    wakewords: list[str], collect_only: bool
+) -> list[dict[str, Any]]:
+    updated = []
+    async with _client() as client:
+        for wakeword in wakewords:
+            resp = await client.post(
+                "/collect_only",
+                json={"wakeword": wakeword, "collect_only": collect_only},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+            updated.append(resp.json())
+    return updated
+
+
+async def _set_disabled_for_words(
+    wakewords: list[str], disabled: bool
+) -> list[dict[str, Any]]:
+    updated = []
+    async with _client() as client:
+        for wakeword in wakewords:
+            resp = await client.post(
+                "/disabled",
+                json={"wakeword": wakeword, "disabled": disabled},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+            updated.append(resp.json())
+    return updated
+
+
+async def _get_service_state(name: str) -> dict[str, Any] | None:
+    if not _service_manager_ready():
+        return None
+    async with _service_manager_client() as sm_client:
+        resp = await sm_client.get("/services", headers=_service_manager_headers())
+        resp.raise_for_status()
+    for service in resp.json().get("services", []):
+        if service.get("name") == name:
+            return service
+    return None
+
+
+async def _service_action(
+    name: str, action: Literal["start", "stop"]
+) -> dict[str, Any]:
+    if not _service_manager_ready():
+        raise HTTPException(
+            status_code=503,
+            detail=(
+                "Service manager is not configured. "
+                "Set SERVICE_MANAGER_URL and SERVICE_MANAGER_TOKEN for off-mode control."
+            ),
+        )
+    async with _service_manager_client() as sm_client:
+        resp = await sm_client.post(
+            f"/services/{name}/{action}",
+            headers=_service_manager_headers(),
+            json={},
+        )
+        if resp.status_code >= 400:
+            detail = resp.text
+            try:
+                detail = resp.json().get("detail", detail)
+            except ValueError:
+                pass
+            raise HTTPException(status_code=resp.status_code, detail=detail)
+        return resp.json()
+
+
+class WakewordModeRequest(BaseModel):
+    mode: Literal["dispatch", "collect_only", "off"]
+    wakeword: str | None = None
+
+
+class PrimeRequest(BaseModel):
+    # Optional: when omitted, prime the caller's currently-active stream.
+    client_id: str | None = None
+    # Which wake word to enroll for (required for /prime; ignored by /unprime).
+    wakeword: str | None = None
+
+
+class LabelRequest(BaseModel):
+    label: str  # "wake" -> positive, "not_wake" -> negative
+
+
+class CollectOnlyRequest(BaseModel):
+    wakeword: str
+    collect_only: bool  # True -> shadow (farm-only), False -> normal dispatch word
+
+
+class VerifierEnabledRequest(BaseModel):
+    wakeword: str
+    enabled: bool  # True -> consult the second-stage verifier, False -> stage-1 only
+
+
+class DisabledRequest(BaseModel):
+    wakeword: str
+    disabled: bool  # True -> fully off for this word; False -> enabled
+
+
+class DialSimRequest(BaseModel):
+    direction: Literal["CW", "CCW"]
+    # Optional: open/refresh the follow-up window with this as the "last command"
+    # before applying the dial, so you can test the whole mapping without speaking
+    # a wake command first (e.g. "make the study lights warmer").
+    seed_command: str | None = None
+    # Session to act on. Defaults to a per-user simulation session that persists
+    # across calls (the dial re-opens the window on each success).
+    session_id: str | None = None
+
+
+@router.post("/simulate-dial")
+async def simulate_dial(
+    req: DialSimRequest, current_user: User = Depends(current_superuser)
+):
+    """Simulate a rotary-dial detent during a follow-up window (no device needed).
+
+    Mirrors what the HAVPE dial does live: with a follow-up window open, CW/CCW maps
+    to a contextual light adjustment (warmer/cooler or brighter/dimmer, inheriting
+    the room from the last command) and runs it through the real Home Assistant
+    path. Pass ``seed_command`` (e.g. "make the study lights warmer") to open the
+    window first so one call exercises the whole mapping end-to-end on real lights.
+    """
+    session_id = req.session_id or f"sim-dial-{current_user.user_id}"
+    router_obj = get_plugin_router()
+    if router_obj is None:
+        raise HTTPException(status_code=503, detail="Plugin router not ready")
+
+    redis_client = create_async_redis(decode_responses=True)
+    try:
+        if req.seed_command:
+            await open_followup_window(redis_client, session_id, req.seed_command)
+        result = await handle_dial_followup(
+            redis_client,
+            router_obj,
+            user_id=current_user.user_id,
+            session_id=session_id,
+            client_id=f"sim-{_suffix(current_user)}",
+            direction=req.direction,
+        )
+    finally:
+        await redis_client.aclose()
+
+    return {"session_id": session_id, "direction": req.direction, **result}
+
+
+@router.get("/mode")
+async def get_wakeword_mode(current_user: User = Depends(current_active_user)):
+    """Get wake-word mode state for mobile control center.
+
+    Returns:
+      - running/service status
+      - per-word mode (dispatch / collect_only / off)
+      - global_mode:
+        - off: service down/unavailable
+        - collect_only: all words in collect-only
+        - dispatch: all words in dispatch
+        - mixed: words in different modes
+    """
+    service_state = None
+    if _service_manager_ready():
+        try:
+            service_state = await _get_service_state(WAKEWORD_SERVICE_NAME)
+        except httpx.HTTPError as e:
+            logger.warning("Failed to read service-manager state for wakeword: %s", e)
+
+    # If service manager explicitly says stopped, trust that over probing /models.
+    if service_state and service_state.get("health") == "stopped":
+        return {
+            "global_mode": "off",
+            "running": False,
+            "service": WAKEWORD_SERVICE_NAME,
+            "wakewords": [],
+        }
+
+    try:
+        models = await _get_wakeword_models()
+    except httpx.HTTPError:
+        return {
+            "global_mode": "off",
+            "running": False,
+            "service": WAKEWORD_SERVICE_NAME,
+            "wakewords": [],
+        }
+
+    wakewords = models.get("wakewords", []) or []
+    modes = {_word_mode(w) for w in wakewords}
+    if not wakewords:
+        global_mode = "dispatch"
+    elif len(modes) == 1:
+        global_mode = next(iter(modes))
+    else:
+        global_mode = "mixed"
+
+    return {
+        "global_mode": global_mode,
+        "running": True,
+        "service": WAKEWORD_SERVICE_NAME,
+        "wakewords": [
+            {
+                **w,
+                "mode": _word_mode(w),
+            }
+            for w in wakewords
+        ],
+    }
+
+
+@router.post("/mode")
+async def set_wakeword_mode(
+    req: WakewordModeRequest, current_user: User = Depends(current_superuser)
+):
+    """Set wake-word mode globally or for a single word.
+
+    If ``wakeword`` is omitted:
+      - off: hard off (stop wakeword service via service-manager)
+      - dispatch/collect_only: apply mode to all configured wake words
+
+    If ``wakeword`` is provided:
+      - applies mode only to that word.
+    """
+    if req.mode == "off" and req.wakeword is None:
+        action_result = await _service_action(WAKEWORD_SERVICE_NAME, "stop")
+        return {
+            "global_mode": "off",
+            "running": False,
+            "service": WAKEWORD_SERVICE_NAME,
+            "action": action_result,
+            "wakewords": [],
+        }
+
+    # For non-hard-off updates, ensure service is running if we can.
+    service_state = await _get_service_state(WAKEWORD_SERVICE_NAME)
+    if service_state and service_state.get("health") == "stopped":
+        await _service_action(WAKEWORD_SERVICE_NAME, "start")
+
+    try:
+        models = await _get_wakeword_models()
+    except httpx.HTTPError as e:
+        raise HTTPException(
+            status_code=503,
+            detail=f"Wake-word service unavailable while setting mode: {e}",
+        )
+
+    wakewords = _extract_wakeword_names(models)
+    if req.wakeword is not None:
+        if req.wakeword not in wakewords:
+            raise HTTPException(
+                status_code=404,
+                detail=f"Unknown wake word '{req.wakeword}'. Available: {wakewords}",
+            )
+        target_words = [req.wakeword]
+    else:
+        target_words = wakewords
+
+    if not wakewords:
+        return {
+            "global_mode": "dispatch",
+            "running": True,
+            "service": WAKEWORD_SERVICE_NAME,
+            "wakewords": [],
+            "message": "No wake words configured.",
+        }
+
+    if req.mode == "dispatch":
+        await _set_disabled_for_words(target_words, disabled=False)
+        await _set_collect_only_for_words(target_words, collect_only=False)
+    elif req.mode == "collect_only":
+        await _set_disabled_for_words(target_words, disabled=False)
+        await _set_collect_only_for_words(target_words, collect_only=True)
+    else:  # off, per-word or "soft off all"
+        await _set_collect_only_for_words(target_words, collect_only=False)
+        await _set_disabled_for_words(target_words, disabled=True)
+
+    refreshed = await _get_wakeword_models()
+    refreshed_words = refreshed.get("wakewords", []) or []
+    modes = {_word_mode(w) for w in refreshed_words}
+    if not refreshed_words:
+        global_mode = "dispatch"
+    elif len(modes) == 1:
+        global_mode = next(iter(modes))
+    else:
+        global_mode = "mixed"
+
+    return {
+        "global_mode": global_mode,
+        "running": True,
+        "service": WAKEWORD_SERVICE_NAME,
+        "wakewords": [
+            {
+                **w,
+                "mode": _word_mode(w),
+            }
+            for w in refreshed_words
+        ],
+    }
+
+
+@router.get("/models")
+async def list_models(current_user: User = Depends(current_active_user)):
+    """Wake-word models the service has on disk (for the acoustic-condition picker)."""
+    async with _client() as client:
+        try:
+            resp = await client.get("/models")
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/collect_only")
+async def set_collect_only(
+    req: CollectOnlyRequest, current_user: User = Depends(current_superuser)
+):
+    """Toggle a wake word's collect-only (shadow) mode. Admin only — it changes the
+    detector's global behavior for every stream, so it isn't user-scoped like the
+    prime/label flow. The change takes effect live and persists across restarts.
+    """
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                "/collect_only",
+                json={"wakeword": req.wakeword, "collect_only": req.collect_only},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/verifier_enabled")
+async def set_verifier_enabled(
+    req: VerifierEnabledRequest, current_user: User = Depends(current_superuser)
+):
+    """Toggle a wake word's second-stage verifier on/off. Admin only — like
+    collect-only it changes detector behavior for every stream. The verifier stays
+    loaded; disabling falls back to the stage-1 model alone. Effective live and
+    persisted across restarts.
+    """
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                "/verifier_enabled",
+                json={"wakeword": req.wakeword, "enabled": req.enabled},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/disabled")
+async def set_disabled(
+    req: DisabledRequest, current_user: User = Depends(current_superuser)
+):
+    """Toggle a wake word fully off/on. Admin only."""
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                "/disabled",
+                json={"wakeword": req.wakeword, "disabled": req.disabled},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.get("/streams")
+async def list_streams(current_user: User = Depends(current_active_user)):
+    """Active audio streams the caller may prime (their own; all for admins)."""
+    async with _client() as client:
+        try:
+            resp = await client.get("/streams")
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    streams = resp.json().get("streams", [])
+    return {
+        "streams": [s for s in streams if _owns(current_user, s.get("client_id", ""))]
+    }
+
+
+@router.post("/prime")
+async def prime(req: PrimeRequest, current_user: User = Depends(current_active_user)):
+    """Arm a one-shot positive capture of ``wakeword`` on a live stream.
+
+    With no ``client_id`` we resolve the caller's active stream (preferring the
+    browser recorder), so the Live Record button is a single call. ``wakeword``
+    declares which word is being enrolled (clean per-word positive collection).
+    """
+    if not req.wakeword:
+        raise HTTPException(status_code=400, detail="wakeword is required to prime")
+    async with _client() as client:
+        try:
+            client_id = req.client_id
+            if client_id is None:
+                streams_resp = await client.get("/streams")
+                streams_resp.raise_for_status()
+                owned = [
+                    s.get("client_id", "")
+                    for s in streams_resp.json().get("streams", [])
+                    if _owns(current_user, s.get("client_id", ""))
+                ]
+                if not owned:
+                    raise HTTPException(
+                        status_code=404,
+                        detail="No active stream to prime — start recording first.",
+                    )
+                # Prefer the browser recorder; else the first owned stream.
+                client_id = next((c for c in owned if "recorder" in c), owned[0])
+            elif not _owns(current_user, client_id):
+                raise HTTPException(status_code=403, detail="Not your stream")
+
+            resp = await client.post(
+                "/prime", json={"client_id": client_id, "wakeword": req.wakeword}
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/unprime")
+async def unprime(req: PrimeRequest, current_user: User = Depends(current_active_user)):
+    """Manually end an in-progress prime capture (the Lab 'stop' button).
+
+    Mirrors :func:`prime`'s stream resolution/ownership so the button can call it
+    with the same (optional) ``client_id``.
+    """
+    async with _client() as client:
+        try:
+            client_id = req.client_id
+            if client_id is None:
+                streams_resp = await client.get("/streams")
+                streams_resp.raise_for_status()
+                owned = [
+                    s.get("client_id", "")
+                    for s in streams_resp.json().get("streams", [])
+                    if _owns(current_user, s.get("client_id", ""))
+                ]
+                if not owned:
+                    raise HTTPException(
+                        status_code=404, detail="No active stream to stop."
+                    )
+                client_id = next((c for c in owned if "recorder" in c), owned[0])
+            elif not _owns(current_user, client_id):
+                raise HTTPException(status_code=403, detail="Not your stream")
+
+            resp = await client.post("/unprime", json={"client_id": client_id})
+            if resp.status_code == 404:
+                raise HTTPException(status_code=404, detail=resp.json().get("detail"))
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.get("/samples")
+async def list_samples(
+    wakeword: str = Query(...),
+    bucket: str = Query("pending"),
+    current_user: User = Depends(current_active_user),
+):
+    """List a wake word's captured clips in a bucket, scoped to the caller's streams."""
+    async with _client() as client:
+        try:
+            resp = await client.get(
+                "/samples", params={"wakeword": wakeword, "bucket": bucket}
+            )
+            if resp.status_code == 400:
+                raise HTTPException(status_code=400, detail=resp.json().get("detail"))
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    body = resp.json()
+    body["samples"] = [
+        s
+        for s in body.get("samples", [])
+        if _owns(current_user, s.get("client_id", ""))
+    ]
+    return body
+
+
+@router.get("/samples/stats")
+async def sample_stats(current_user: User = Depends(current_active_user)):
+    """Per-bucket clip counts for the dashboard."""
+    async with _client() as client:
+        try:
+            resp = await client.get("/samples/stats")
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/samples/dedupe")
+async def dedupe_samples(
+    wakeword: str = Query(...), current_user: User = Depends(current_active_user)
+):
+    """Remove exact-duplicate clips within a wake word (keeps one per group)."""
+    async with _client() as client:
+        try:
+            resp = await client.post("/samples/dedupe", params={"wakeword": wakeword})
+            if resp.status_code == 400:
+                raise HTTPException(status_code=400, detail=resp.json().get("detail"))
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.get("/samples/{clip_id}/audio")
+async def sample_audio(clip_id: str, current_user: User = Depends(current_active_user)):
+    """Stream a clip's WAV bytes for in-browser playback."""
+    async with _client() as client:
+        try:
+            resp = await client.get(f"/samples/{clip_id}/audio")
+            if resp.status_code == 404:
+                raise HTTPException(status_code=404, detail="clip not found")
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return Response(content=resp.content, media_type="audio/wav")
+
+
+@router.post("/samples/{clip_id}/label")
+async def label_sample(
+    clip_id: str, req: LabelRequest, current_user: User = Depends(current_active_user)
+):
+    """Apply a review label (wake/not_wake), moving the clip into positive/negative."""
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                f"/samples/{clip_id}/label", json={"label": req.label}
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/samples/{clip_id}/move")
+async def move_sample(
+    clip_id: str,
+    wakeword: str = Query(...),
+    bucket: str = Query("pending"),
+    current_user: User = Depends(current_active_user),
+):
+    """Move a clip to a different wake word's bucket (default pending)."""
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                f"/samples/{clip_id}/move",
+                params={"wakeword": wakeword, "bucket": bucket},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.post("/samples/{clip_id}/copy")
+async def copy_sample(
+    clip_id: str,
+    wakeword: str = Query(...),
+    bucket: str = Query("pending"),
+    current_user: User = Depends(current_active_user),
+):
+    """Copy a clip into another wake word's bucket (source stays) — shared FP fan-out."""
+    async with _client() as client:
+        try:
+            resp = await client.post(
+                f"/samples/{clip_id}/copy",
+                params={"wakeword": wakeword, "bucket": bucket},
+            )
+            if resp.status_code in (400, 404):
+                raise HTTPException(
+                    status_code=resp.status_code, detail=resp.json().get("detail")
+                )
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
+
+
+@router.delete("/samples/{clip_id}")
+async def delete_sample(
+    clip_id: str, current_user: User = Depends(current_active_user)
+):
+    """Delete a clip."""
+    async with _client() as client:
+        try:
+            resp = await client.delete(f"/samples/{clip_id}")
+            if resp.status_code == 404:
+                raise HTTPException(status_code=404, detail="clip not found")
+            resp.raise_for_status()
+        except httpx.HTTPError as e:
+            raise HTTPException(
+                status_code=503, detail=f"Wake-word service unreachable: {e}"
+            )
+    return resp.json()
diff --git a/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py b/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
index 4b244343..11a24f88 100644
--- a/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
+++ b/backends/advanced/src/advanced_omi_backend/routers/modules/websocket_routes.py
@@ -19,6 +19,7 @@
 # Create router
 router = APIRouter(tags=["websocket"])
 
+
 @router.websocket("/ws")
 async def ws_endpoint(
     ws: WebSocket,
@@ -42,11 +43,13 @@ async def ws_endpoint(
     codec = codec.lower()
     if codec not in ["pcm", "opus"]:
         logger.warning(f"Unsupported codec requested: {codec}")
-        await ws.close(code=1008, reason=f"Unsupported codec: {codec}. Supported: pcm, opus")
+        await ws.close(
+            code=1008, reason=f"Unsupported codec: {codec}. Supported: pcm, opus"
+        )
         return
 
     # Route to appropriate handler
     if codec == "opus":
         await handle_omi_websocket(ws, token, device_name)
     else:
-        await handle_pcm_websocket(ws, token, device_name)
\ No newline at end of file
+        await handle_pcm_websocket(ws, token, device_name)
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_service.py b/backends/advanced/src/advanced_omi_backend/services/audio_service.py
index 992ede75..17e1025e 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_service.py
@@ -11,7 +11,6 @@
 from typing import Any, Dict, Optional
 
 import redis.asyncio as aioredis
-from wyoming.audio import AudioChunk
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
@@ -42,9 +41,8 @@ def __init__(self, redis_url: Optional[str] = None):
         self.memory_events_stream = "memory:events"
 
         # Consumer group names (action verbs - what they DO)
-        self.audio_writer = "audio-file-writer"            # Writes audio chunks to WAV files
-        self.memory_enqueuer = "memory-job-enqueuer"       # Enqueues memory extraction jobs
-        self.event_listener = "event-listener"             # Listens for completion events
+        self.memory_enqueuer = "memory-job-enqueuer"  # Enqueues memory extraction jobs
+        self.event_listener = "event-listener"  # Listens for completion events
 
     async def connect(self):
         """Connect to Redis with connection pooling."""
@@ -55,104 +53,22 @@ async def connect(self):
             max_connections=20,  # Allow multiple concurrent operations
             socket_keepalive=True,
             socket_connect_timeout=5,
-            retry_on_timeout=True
+            retry_on_timeout=True,
         )
         logger.info(f"Audio stream service connected to Redis at {self.redis_url}")
 
-        # Create consumer groups if they don't exist
-        await self._ensure_consumer_groups()
-
     async def disconnect(self):
         """Disconnect from Redis."""
         if self.redis:
             await self.redis.close()
             logger.info("Audio stream service disconnected from Redis")
 
-    async def _ensure_consumer_groups(self):
-        """Ensure consumer groups exist for all streams."""
-        try:
-            # Note: Consumer groups are created per stream when first audio arrives
-            # We'll create them dynamically in publish_audio_chunk
-            pass
-        except Exception as e:
-            logger.error(f"Error ensuring consumer groups: {e}")
-
-    async def publish_audio_chunk(
-        self,
-        client_id: str,
-        user_id: str,
-        user_email: str,
-        audio_chunk: AudioChunk,
-        audio_uuid: Optional[str] = None,
-        timestamp: Optional[int] = None
-    ) -> str:
-        """
-        Publish audio chunk to Redis Stream.
-
-        Args:
-            client_id: Client identifier
-            user_id: User ID
-            user_email: User email
-            audio_chunk: Wyoming AudioChunk object
-            audio_uuid: Optional audio UUID
-            timestamp: Optional timestamp (session start time in ms)
-
-        Returns:
-            Message ID from Redis Stream
-        """
-        if not self.redis:
-            raise RuntimeError("Redis not connected. Call connect() first.")
-
-        stream_name = f"{self.audio_stream_prefix}{client_id}"
-
-        # Use Redis Stream message ID as sequence - it's guaranteed to be unique and ordered
-        # The timestamp parameter is for session start time tracking
-        session_timestamp = timestamp or int(time.time() * 1000)
-
-        # Prepare message data
-        message_data = {
-            b"client_id": client_id.encode(),
-            b"user_id": user_id.encode(),
-            b"user_email": user_email.encode(),
-            b"audio_data": audio_chunk.audio,
-            b"audio_rate": str(audio_chunk.rate).encode(),
-            b"audio_width": str(audio_chunk.width).encode(),
-            b"audio_channels": str(audio_chunk.channels).encode(),
-            b"session_timestamp": str(session_timestamp).encode(),
-        }
-
-        if audio_uuid:
-            message_data[b"audio_uuid"] = audio_uuid.encode()
-
-        # Publish to stream - Redis generates unique message_id automatically
-        message_id = await self.redis.xadd(stream_name, message_data)
-
-        audio_logger.debug(
-            f"Published audio chunk to {stream_name}: {len(audio_chunk.audio)} bytes, "
-            f"message_id={message_id.decode()}"
-        )
-
-        # Ensure consumer group exists for this stream
-        try:
-            await self.redis.xgroup_create(
-                stream_name,
-                self.audio_writer,
-                id="0",
-                mkstream=True
-            )
-            audio_logger.debug(f"Created consumer group {self.audio_writer} for {stream_name}")
-        except aioredis.ResponseError as e:
-            if "BUSYGROUP" not in str(e):
-                raise
-
-        return message_id.decode()
-
     async def publish_transcript_event(
         self,
         audio_uuid: str,
         conversation_id: str,
         status: str,
-        error: Optional[str] = None
+        error: Optional[str] = None,
     ):
         """
         Publish transcript completion event.
@@ -189,7 +105,7 @@ async def publish_transcript_event(
                 self.transcript_events_stream,
                 self.memory_enqueuer,
                 id="0",
-                mkstream=True
+                mkstream=True,
             )
         except aioredis.ResponseError as e:
             if "BUSYGROUP" not in str(e):
@@ -200,7 +116,7 @@ async def publish_memory_event(
         conversation_id: str,
         status: str,
         memory_count: int = 0,
-        error: Optional[str] = None
+        error: Optional[str] = None,
     ):
         """
         Publish memory processing event.
@@ -234,85 +150,12 @@ async def publish_memory_event(
         # Ensure consumer group exists
         try:
             await self.redis.xgroup_create(
-                self.memory_events_stream,
-                self.event_listener,
-                id="0",
-                mkstream=True
+                self.memory_events_stream, self.event_listener, id="0", mkstream=True
             )
         except aioredis.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
 
-    async def consume_audio_stream(
-        self,
-        consumer_name: str,
-        callback,
-        block_ms: int = 5000,
-        count: int = 10
-    ):
-        """
-        Consume audio chunks from all client streams.
-
-        This is intended to be run in RQ workers.
-
-        Args:
-            consumer_name: Unique consumer name (e.g., worker ID)
-            callback: Async function to process each audio message
-            block_ms: Block time in milliseconds
-            count: Max messages to read per call
-        """
-        if not self.redis:
-            raise RuntimeError("Redis not connected")
-
-        logger.info(f"Audio stream consumer {consumer_name} starting...")
-
-        # Get all audio streams
-        stream_keys = []
-        cursor = b"0"
-        while cursor:
-            cursor, keys = await self.redis.scan(
-                cursor, match=f"{self.audio_stream_prefix}*"
-            )
-            stream_keys.extend(keys)
-
-        if not stream_keys:
-            logger.debug("No audio streams found")
-            return
-
-        # Read from all streams
-        streams_dict = {key: b">" for key in stream_keys}
-
-        try:
-            messages = await self.redis.xreadgroup(
-                self.audio_writer,
-                consumer_name,
-                streams_dict,
-                count=count,
-                block=block_ms
-            )
-
-            for stream_name, stream_messages in messages:
-                for message_id, message_data in stream_messages:
-                    try:
-                        # Process message
-                        await callback(stream_name, message_id, message_data)
-
-                        # Acknowledge message
-                        await self.redis.xack(
-                            stream_name,
-                            self.audio_writer,
-                            message_id
-                        )
-
-                    except Exception as e:
-                        logger.error(
-                            f"Error processing audio message {message_id.decode()}: {e}",
-                            exc_info=True
-                        )
-
-        except Exception as e:
-            logger.error(f"Error consuming audio stream: {e}", exc_info=True)
-
     async def get_stream_info(self, stream_name: str) -> Dict[str, Any]:
         """Get information about a stream."""
         if not self.redis:
@@ -334,6 +177,11 @@ async def cleanup_old_messages(self, stream_name: str, max_age_ms: int = 3600000
         """
         if not self.redis:
             raise RuntimeError("Redis not connected")
+        if stream_name.startswith(self.audio_stream_prefix):
+            raise RuntimeError(
+                "Raw audio streams cannot be trimmed by age; deletion requires "
+                "consumer-group durability proof"
+            )
 
         # Calculate cutoff timestamp
         cutoff_ts = int((time.time() * 1000) - max_age_ms)
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/__init__.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/__init__.py
index b8b78ee8..ea7b1322 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/__init__.py
@@ -5,10 +5,22 @@
 from .aggregator import TranscriptionResultsAggregator
 from .consumer import BaseAudioStreamConsumer
 from .producer import AudioStreamProducer, get_audio_stream_producer
+from .session_store import (
+    SessionStatus,
+    SessionStore,
+    SessionView,
+    SpeakerCheckStatus,
+    get_session_store,
+)
 
 __all__ = [
     "AudioStreamProducer",
     "get_audio_stream_producer",
     "TranscriptionResultsAggregator",
     "BaseAudioStreamConsumer",
+    "SessionStore",
+    "SessionView",
+    "SessionStatus",
+    "SpeakerCheckStatus",
+    "get_session_store",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
index 19b76874..4cfd5a90 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/aggregator.py
@@ -49,8 +49,12 @@ async def get_session_results(self, session_id: str) -> list[dict]:
                     "text": fields[b"text"].decode(),
                     "confidence": float(fields[b"confidence"].decode()),
                     "provider": fields[b"provider"].decode(),
-                    "chunk_id": fields.get(b"chunk_id", b"unknown").decode(),  # Handle missing chunk_id gracefully
-                    "processing_time": float(fields.get(b"processing_time", b"0.0").decode()),
+                    "chunk_id": fields.get(
+                        b"chunk_id", b"unknown"
+                    ).decode(),  # Handle missing chunk_id gracefully
+                    "processing_time": float(
+                        fields.get(b"processing_time", b"0.0").decode()
+                    ),
                     "timestamp": float(fields[b"timestamp"].decode()),
                 }
 
@@ -104,7 +108,7 @@ async def get_combined_results(self, session_id: str) -> dict:
                 "segments": [],
                 "chunk_count": 0,
                 "total_confidence": 0.0,
-                "provider": None
+                "provider": None,
             }
 
         # Combine ALL final results for cumulative speech detection
@@ -150,7 +154,7 @@ async def get_combined_results(self, session_id: str) -> dict:
             "segments": all_segments,
             "chunk_count": len(results),
             "total_confidence": avg_confidence,
-            "provider": provider
+            "provider": provider,
         }
 
         logger.info(
@@ -162,10 +166,7 @@ async def get_combined_results(self, session_id: str) -> dict:
         return combined
 
     async def get_realtime_results(
-        self,
-        session_id: str,
-        last_id: str = "0",
-        timeout_ms: int = 1000
+        self, session_id: str, last_id: str = "0", timeout_ms: int = 1000
     ) -> tuple[list[dict], str]:
         """
         Get new results since last_id (for real-time streaming).
@@ -183,9 +184,7 @@ async def get_realtime_results(
         try:
             # Read new messages since last_id
             messages = await self.redis_client.xread(
-                {stream_name: last_id},
-                count=10,
-                block=timeout_ms
+                {stream_name: last_id}, count=10, block=timeout_ms
             )
 
             results = []
@@ -199,14 +198,18 @@ async def get_realtime_results(
                             "text": fields[b"text"].decode(),
                             "confidence": float(fields[b"confidence"].decode()),
                             "provider": fields[b"provider"].decode(),
-                            "chunk_id": fields.get(b"chunk_id", b"unknown").decode(),  # Handle missing chunk_id gracefully
+                            "chunk_id": fields.get(
+                                b"chunk_id", b"unknown"
+                            ).decode(),  # Handle missing chunk_id gracefully
                         }
 
                         # Optional fields
                         if b"words" in fields:
                             result["words"] = json.loads(fields[b"words"].decode())
                         if b"segments" in fields:
-                            result["segments"] = json.loads(fields[b"segments"].decode())
+                            result["segments"] = json.loads(
+                                fields[b"segments"].decode()
+                            )
 
                         results.append(result)
                         new_last_id = message_id.decode()
@@ -214,5 +217,7 @@ async def get_realtime_results(
             return results, new_last_id
 
         except Exception as e:
-            logger.error(f"🔄 Error getting realtime results for session {session_id}: {e}")
+            logger.error(
+                f"🔄 Error getting realtime results for session {session_id}: {e}"
+            )
             return [], last_id
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
index 455ebebe..96ed03db 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/consumer.py
@@ -12,6 +12,8 @@
 import redis.asyncio as redis
 from redis import exceptions as redis_exceptions
 
+from advanced_omi_backend.heartbeat import beat
+
 logger = logging.getLogger(__name__)
 
 
@@ -23,7 +25,9 @@ class BaseAudioStreamConsumer(ABC):
     Writes results to transcription:results:{session_id}.
     """
 
-    def __init__(self, provider_name: str, redis_client: redis.Redis, buffer_chunks: int = 30):
+    def __init__(
+        self, provider_name: str, redis_client: redis.Redis, buffer_chunks: int = 30
+    ):
         """
         Initialize consumer.
 
@@ -50,7 +54,9 @@ def __init__(self, provider_name: str, redis_client: redis.Redis, buffer_chunks:
         self.active_streams = {}  # {stream_name: True}
 
         # Buffering: accumulate chunks per session
-        self.session_buffers = {}  # {session_id: {"chunks": [], "chunk_ids": [], "sample_rate": int}}
+        self.session_buffers = (
+            {}
+        )  # {session_id: {"chunks": [], "chunk_ids": [], "sample_rate": int}}
 
     async def discover_streams(self) -> list[str]:
         """
@@ -67,7 +73,9 @@ async def discover_streams(self) -> list[str]:
                 cursor, match=self.stream_pattern, count=100
             )
             if keys:
-                streams.extend([k.decode() if isinstance(k, bytes) else k for k in keys])
+                streams.extend(
+                    [k.decode() if isinstance(k, bytes) else k for k in keys]
+                )
 
         return streams
 
@@ -76,115 +84,18 @@ async def setup_consumer_group(self, stream_name: str):
         # Create consumer group (ignore error if already exists)
         try:
             await self.redis_client.xgroup_create(
-                stream_name,
-                self.group_name,
-                "0",
-                mkstream=True
+                stream_name, self.group_name, "0", mkstream=True
+            )
+            logger.debug(
+                f"➡️ Created consumer group {self.group_name} for {stream_name}"
             )
-            logger.debug(f"➡️ Created consumer group {self.group_name} for {stream_name}")
         except redis_exceptions.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
-            logger.debug(f"➡️ Consumer group {self.group_name} already exists for {stream_name}")
-
-    async def cleanup_dead_consumers(self, idle_threshold_ms: int = 30000):
-        """
-        Clean up dead consumers from the consumer group.
-
-        Removes consumers that are idle > threshold (default 30 seconds) and have no pending messages.
-        Claims and ACKs any pending messages from dead consumers first.
-
-        Args:
-            idle_threshold_ms: Idle time threshold in milliseconds (default 30 seconds)
-        """
-        try:
-            # Get all consumers in the group
-            consumers = await self.redis_client.execute_command(
-                'XINFO', 'CONSUMERS', self.input_stream, self.group_name
+            logger.debug(
+                f"➡️ Consumer group {self.group_name} already exists for {stream_name}"
             )
 
-            if not consumers:
-                return
-
-            deleted_count = 0
-            claimed_count = 0
-
-            # Parse consumer info - each consumer is a nested list
-            for consumer_info in consumers:
-                consumer_dict = {}
-
-                # Parse consumer fields (flat key-value pairs within each consumer)
-                for j in range(0, len(consumer_info), 2):
-                    if j+1 < len(consumer_info):
-                        key = consumer_info[j].decode() if isinstance(consumer_info[j], bytes) else str(consumer_info[j])
-                        value = consumer_info[j+1]
-                        if isinstance(value, bytes):
-                            try:
-                                value = value.decode()
-                            except UnicodeDecodeError:
-                                value = str(value)
-                        consumer_dict[key] = value
-
-                consumer_name = consumer_dict.get("name", "")
-                if isinstance(consumer_name, bytes):
-                    consumer_name = consumer_name.decode()
-
-                consumer_pending = int(consumer_dict.get("pending", 0))
-                consumer_idle_ms = int(consumer_dict.get("idle", 0))
-
-                # Skip our own consumer
-                if consumer_name == self.consumer_name:
-                    continue
-
-                # Check if consumer is dead
-                is_dead = consumer_idle_ms > idle_threshold_ms
-
-                if is_dead:
-                    # If consumer has pending messages, claim and ACK them first
-                    if consumer_pending > 0:
-                        logger.info(f"🔄 Claiming {consumer_pending} pending messages from dead consumer {consumer_name}")
-
-                        try:
-                            pending_messages = await self.redis_client.execute_command(
-                                'XPENDING', self.input_stream, self.group_name, '-', '+', str(consumer_pending), consumer_name
-                            )
-
-                            # Parse pending messages (groups of 4: msg_id, consumer, idle_ms, delivery_count)
-                            for k in range(0, len(pending_messages), 4):
-                                if k < len(pending_messages):
-                                    msg_id = pending_messages[k]
-                                    if isinstance(msg_id, bytes):
-                                        msg_id = msg_id.decode()
-
-                                    # Claim to ourselves and ACK immediately
-                                    try:
-                                        await self.redis_client.execute_command(
-                                            'XCLAIM', self.input_stream, self.group_name, self.consumer_name, '0', msg_id
-                                        )
-                                        await self.redis_client.xack(self.input_stream, self.group_name, msg_id)
-                                        claimed_count += 1
-                                    except Exception as claim_error:
-                                        logger.warning(f"Failed to claim/ack message {msg_id}: {claim_error}")
-
-                        except Exception as pending_error:
-                            logger.warning(f"Failed to process pending messages for {consumer_name}: {pending_error}")
-
-                    # Delete the dead consumer
-                    try:
-                        await self.redis_client.execute_command(
-                            'XGROUP', 'DELCONSUMER', self.input_stream, self.group_name, consumer_name
-                        )
-                        deleted_count += 1
-                        logger.info(f"🧹 Deleted dead consumer {consumer_name} (idle: {consumer_idle_ms}ms)")
-                    except Exception as delete_error:
-                        logger.warning(f"Failed to delete consumer {consumer_name}: {delete_error}")
-
-            if deleted_count > 0 or claimed_count > 0:
-                logger.info(f"✅ Cleanup complete: deleted {deleted_count} dead consumers, claimed {claimed_count} pending messages")
-
-        except Exception as e:
-            logger.error(f"❌ Failed to cleanup dead consumers: {e}", exc_info=True)
-
     @abstractmethod
     async def transcribe_audio(self, audio_data: bytes, sample_rate: int) -> dict:
         """
@@ -201,15 +112,25 @@ async def transcribe_audio(self, audio_data: bytes, sample_rate: int) -> dict:
         """
         pass
 
-    async def start_consuming(self):
-        """Discover and consume from multiple streams using Redis consumer groups."""
+    async def start_consuming(self, heartbeat_name: str | None = None):
+        """Discover and consume from multiple streams using Redis consumer groups.
+
+        Args:
+            heartbeat_name: If set, beat ``worker:heartbeat:{name}`` once per loop
+                iteration so the workers healthcheck can tell this consumer's main
+                loop is still turning (not wedged-but-alive).
+        """
         self.running = True
-        logger.info(f"➡️ Starting dynamic stream consumer: {self.consumer_name} (group: {self.group_name})")
+        logger.info(
+            f"➡️ Starting dynamic stream consumer: {self.consumer_name} (group: {self.group_name})"
+        )
 
         last_discovery = 0
         discovery_interval = 10  # Discover new streams every 10 seconds
 
         while self.running:
+            if heartbeat_name:
+                await beat(self.redis_client, heartbeat_name)
             try:
                 current_time = time.time()
 
@@ -223,7 +144,9 @@ async def start_consuming(self):
                             # Setup consumer group for this stream (no manual lock needed)
                             await self.setup_consumer_group(stream_name)
                             self.active_streams[stream_name] = True
-                            logger.info(f"✅ Now consuming from {stream_name} (group: {self.group_name})")
+                            logger.info(
+                                f"✅ Now consuming from {stream_name} (group: {self.group_name})"
+                            )
 
                     last_discovery = current_time
 
@@ -241,14 +164,18 @@ async def start_consuming(self):
                     self.consumer_name,
                     streams_dict,
                     count=1,
-                    block=1000  # Block for 1 second
+                    block=1000,  # Block for 1 second
                 )
 
                 if not messages:
                     continue
 
                 for stream_name, msgs in messages:
-                    stream_name_str = stream_name.decode() if isinstance(stream_name, bytes) else stream_name
+                    stream_name_str = (
+                        stream_name.decode()
+                        if isinstance(stream_name, bytes)
+                        else stream_name
+                    )
                     for message_id, fields in msgs:
                         await self.process_message(message_id, fields, stream_name_str)
 
@@ -260,11 +187,15 @@ async def start_consuming(self):
                     # Extract stream name from error message
                     for stream_name in list(self.active_streams.keys()):
                         if stream_name in error_msg:
-                            logger.warning(f"➡️ [{self.consumer_name}] Stream {stream_name} was deleted, removing from active streams")
+                            logger.warning(
+                                f"➡️ [{self.consumer_name}] Stream {stream_name} was deleted, removing from active streams"
+                            )
 
                             # Remove from active streams
                             del self.active_streams[stream_name]
-                            logger.info(f"➡️ [{self.consumer_name}] Removed {stream_name}, {len(self.active_streams)} streams remaining")
+                            logger.info(
+                                f"➡️ [{self.consumer_name}] Removed {stream_name}, {len(self.active_streams)} streams remaining"
+                            )
                             break
                 else:
                     # Other ResponseError - log and continue
@@ -273,7 +204,10 @@ async def start_consuming(self):
                 await asyncio.sleep(1)
 
             except Exception as e:
-                logger.error(f"➡️ [{self.consumer_name}] Error in dynamic consume loop: {e}", exc_info=True)
+                logger.error(
+                    f"➡️ [{self.consumer_name}] Error in dynamic consume loop: {e}",
+                    exc_info=True,
+                )
                 await asyncio.sleep(1)
 
     async def process_message(self, message_id: bytes, fields: dict, stream_name: str):
@@ -295,7 +229,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
             # Check for end-of-session signal
             if chunk_id == "END":
-                logger.info(f"➡️ [{self.consumer_name}] {self.provider_name}: Received END signal for session {session_id}")
+                logger.info(
+                    f"➡️ [{self.consumer_name}] {self.provider_name}: Received END signal for session {session_id}"
+                )
 
                 # Flush buffer for this session if it has any chunks
                 if session_id in self.session_buffers:
@@ -306,7 +242,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
                         # Combine buffered chunks
                         combined_audio = b"".join(buffer["chunks"])
-                        combined_chunk_id = f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                        combined_chunk_id = (
+                            f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                        )
 
                         logger.info(
                             f"➡️ [{self.consumer_name}] {self.provider_name}: Flushing {len(buffer['chunks'])} remaining chunks "
@@ -314,7 +252,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                         )
 
                         # Transcribe remaining audio
-                        result = await self.transcribe_audio(combined_audio, buffer["sample_rate"])
+                        result = await self.transcribe_audio(
+                            combined_audio, buffer["sample_rate"]
+                        )
 
                         # Store result
                         processing_time = time.time() - start_time
@@ -325,19 +265,14 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                             confidence=result.get("confidence", 0.0),
                             words=result.get("words", []),
                             segments=result.get("segments", []),
-                            processing_time=processing_time
+                            processing_time=processing_time,
                         )
 
                         # ACK all buffered messages
                         for msg_id in buffer["message_ids"]:
-                            await self.redis_client.xack(stream_name, self.group_name, msg_id)
-
-                        # Trim stream to remove ACKed messages (keep only last 1000 for safety)
-                        try:
-                            await self.redis_client.xtrim(stream_name, maxlen=1000, approximate=True)
-                            logger.debug(f"🧹 Trimmed audio stream {stream_name} to max 1000 entries")
-                        except Exception as trim_error:
-                            logger.warning(f"Failed to trim stream {stream_name}: {trim_error}")
+                            await self.redis_client.xack(
+                                stream_name, self.group_name, msg_id
+                            )
 
                         logger.info(
                             f"➡️ [{self.consumer_name}] {self.provider_name}: Flushed buffer for session {session_id} "
@@ -358,7 +293,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     "chunk_ids": [],
                     "sample_rate": sample_rate,
                     "message_ids": [],
-                    "audio_offset_seconds": 0.0  # Track cumulative audio duration
+                    "audio_offset_seconds": 0.0,  # Track cumulative audio duration
                 }
 
             # Add to buffer (skip empty audio data from END signals)
@@ -382,14 +317,24 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
 
                 # Combine buffered chunks
                 combined_audio = b"".join(buffer["chunks"])
-                combined_chunk_id = f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                combined_chunk_id = (
+                    f"{buffer['chunk_ids'][0]}-{buffer['chunk_ids'][-1]}"
+                )
 
                 # Calculate audio duration for this chunk (16-bit PCM, 1 channel)
-                audio_duration_seconds = len(combined_audio) / (sample_rate * 2)  # 2 bytes per sample
+                audio_duration_seconds = len(combined_audio) / (
+                    sample_rate * 2
+                )  # 2 bytes per sample
                 audio_offset = buffer["audio_offset_seconds"]
 
                 # Log individual chunk IDs to detect duplicates
-                chunk_list = ", ".join(buffer['chunk_ids'][:5] + ['...'] + buffer['chunk_ids'][-5:]) if len(buffer['chunk_ids']) > 10 else ", ".join(buffer['chunk_ids'])
+                chunk_list = (
+                    ", ".join(
+                        buffer["chunk_ids"][:5] + ["..."] + buffer["chunk_ids"][-5:]
+                    )
+                    if len(buffer["chunk_ids"]) > 10
+                    else ", ".join(buffer["chunk_ids"])
+                )
 
                 logger.info(
                     f"➡️ [{self.consumer_name}] {self.provider_name}: Transcribing {len(buffer['chunks'])} chunks "
@@ -415,7 +360,9 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     adjusted_word["end"] = word.get("end", 0.0) + audio_offset
                     adjusted_words.append(adjusted_word)
 
-                logger.debug(f"➡️ [{self.consumer_name}] Adjusted {len(adjusted_segments)} segments by +{audio_offset:.1f}s")
+                logger.debug(
+                    f"➡️ [{self.consumer_name}] Adjusted {len(adjusted_segments)} segments by +{audio_offset:.1f}s"
+                )
 
                 # Store result with adjusted timestamps
                 processing_time = time.time() - start_time
@@ -426,7 +373,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                     confidence=result.get("confidence", 0.0),
                     words=adjusted_words,
                     segments=adjusted_segments,
-                    processing_time=processing_time
+                    processing_time=processing_time,
                 )
 
                 # Update audio offset for next chunk
@@ -436,13 +383,6 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
                 for msg_id in buffer["message_ids"]:
                     await self.redis_client.xack(stream_name, self.group_name, msg_id)
 
-                # Trim stream to remove ACKed messages (keep only last 1000 for safety)
-                try:
-                    await self.redis_client.xtrim(stream_name, maxlen=1000, approximate=True)
-                    logger.debug(f"🧹 Trimmed audio stream {stream_name} to max 1000 entries")
-                except Exception as trim_error:
-                    logger.warning(f"Failed to trim stream {stream_name}: {trim_error}")
-
                 logger.info(
                     f"➡️ [{self.consumer_name}] {self.provider_name}: Completed {combined_chunk_id} in {processing_time:.2f}s "
                     f"(transcript: {len(result.get('text', ''))} chars, next_offset={buffer['audio_offset_seconds']:.1f}s)"
@@ -456,7 +396,7 @@ async def process_message(self, message_id: bytes, fields: dict, stream_name: st
         except Exception as e:
             logger.error(
                 f"➡️ [{self.consumer_name}] {self.provider_name}: Failed to process chunk {fields.get(b'chunk_id', b'unknown').decode()}: {e}",
-                exc_info=True
+                exc_info=True,
             )
 
     async def store_result(
@@ -467,7 +407,7 @@ async def store_result(
         confidence: float,
         words: list,
         segments: list,
-        processing_time: float
+        processing_time: float,
     ):
         """
         Store transcription result in Redis Stream.
@@ -502,7 +442,7 @@ async def store_result(
             session_results_stream,
             result_data,
             maxlen=1000,  # Keep max 1k results per session
-            approximate=True
+            approximate=True,
         )
 
         logger.debug(
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/conversation_lifecycle.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/conversation_lifecycle.py
new file mode 100644
index 00000000..9530b182
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/conversation_lifecycle.py
@@ -0,0 +1,179 @@
+"""Conversation assignment lifecycle for a streaming audio session.
+
+The Redis ``conversation:current`` value is an assignment: it tells persistence
+which Mongo conversation owns the next audio chunk.  Creation and assignment must
+therefore happen together, behind one module, rather than independently in the
+conversation and persistence workers.
+"""
+
+import logging
+from dataclasses import dataclass
+from typing import Optional
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class ConversationAssignment:
+    conversation_id: str
+    created: bool
+
+
+def _is_live_conversation(conversation: Conversation) -> bool:
+    return (
+        conversation.processing_status == Conversation.ConversationStatus.ACTIVE.value
+        and not conversation.deleted
+        and conversation.always_persist
+        and not conversation.has_meaningful_transcript
+    )
+
+
+def _new_placeholder(user_id: str, client_id: str, session_id: str) -> Conversation:
+    return Conversation(
+        user_id=user_id,
+        client_id=client_id,
+        title="Audio Recording (Processing...)",
+        summary="Transcription in progress...",
+        transcript_versions=[],
+        processing_status=Conversation.ConversationStatus.ACTIVE.value,
+        always_persist=True,
+        source_session_id=session_id,
+    )
+
+
+async def ensure_active_session_placeholder(
+    store: SessionStore,
+    *,
+    session_id: str,
+    user_id: str,
+    client_id: str,
+) -> Optional[ConversationAssignment]:
+    """Return/create the audio placeholder for an active streaming session.
+
+    The session status is checked inside the per-session creation lock. A
+    finalizing/finished session never gets a new placeholder. Existing live
+    assignments are reused; stale assignments are cleared before replacement.
+    """
+    async with store.conversation_create_lock(session_id) as acquired:
+        if not acquired:
+            logger.error(
+                "Conversation creation lock timed out for session %s; "
+                "continuing with serialized-state rechecks",
+                session_id[:12],
+            )
+
+        if await store.get_status(session_id) != SessionStatus.ACTIVE:
+            return None
+
+        current_id = await store.get_current_conversation_id(session_id)
+        if current_id:
+            current = await Conversation.find_one(
+                Conversation.conversation_id == current_id
+            )
+            if current and _is_live_conversation(current):
+                return ConversationAssignment(current_id, created=False)
+
+            await store.clear_current_conversation(session_id, expected_id=current_id)
+            logger.warning(
+                "Cleared stale conversation assignment %s for active session %s",
+                current_id[:12],
+                session_id[:12],
+            )
+
+        placeholder = _new_placeholder(user_id, client_id, session_id)
+        await placeholder.insert()
+
+        # Claim only if the session is still active and no concurrent creator won.
+        # Session status + pointer are checked in one Redis transaction.
+        claimed = await store.assign_current_conversation_if_active(
+            session_id, placeholder.conversation_id, ttl=None
+        )
+        if not claimed:
+            await placeholder.delete()
+
+            # The claim can lose because either the session finalized or another
+            # creator published first. Revalidate both facts before handing that
+            # competing assignment to a caller that may restart workers from it.
+            if await store.get_status(session_id) != SessionStatus.ACTIVE:
+                return None
+
+            current_id = await store.get_current_conversation_id(session_id)
+            if not current_id:
+                return None
+
+            current = await Conversation.find_one(
+                Conversation.conversation_id == current_id
+            )
+            if not current or not _is_live_conversation(current):
+                return None
+
+            return ConversationAssignment(current_id, created=False)
+
+        logger.info(
+            "Created placeholder conversation %s for active session %s",
+            placeholder.conversation_id[:12],
+            session_id[:12],
+        )
+        return ConversationAssignment(placeholder.conversation_id, created=True)
+
+
+async def rotate_active_session_placeholder(
+    store: SessionStore,
+    *,
+    session_id: str,
+    expected_conversation_id: str,
+    user_id: str,
+    client_id: str,
+) -> Optional[ConversationAssignment]:
+    """Atomically replace a closing owner with a fresh durable placeholder.
+
+    The replacement Mongo document is inserted first, then the Redis assignment is
+    compare-and-swapped while the session is ACTIVE. Failure deletes the unclaimed
+    candidate. At no point is an active producer given an ownerless gap.
+    """
+    async with store.conversation_create_lock(session_id) as acquired:
+        if not acquired:
+            logger.error(
+                "Conversation rotation lock timed out for session %s",
+                session_id[:12],
+            )
+
+        if await store.get_status(session_id) != SessionStatus.ACTIVE:
+            return None
+
+        current_id = await store.get_current_conversation_id(session_id)
+        if current_id != expected_conversation_id:
+            if not current_id:
+                return None
+            current = await Conversation.find_one(
+                Conversation.conversation_id == current_id
+            )
+            if current and _is_live_conversation(current):
+                return ConversationAssignment(current_id, created=False)
+            return None
+
+        placeholder = _new_placeholder(user_id, client_id, session_id)
+        await placeholder.insert()
+        claimed = await store.replace_current_conversation_if_active(
+            session_id,
+            expected_conversation_id,
+            placeholder.conversation_id,
+            ttl=None,
+        )
+        if not claimed:
+            await placeholder.delete()
+            return None
+
+        logger.info(
+            "Rotated active session %s from %s to placeholder %s",
+            session_id[:12],
+            expected_conversation_id[:12],
+            placeholder.conversation_id[:12],
+        )
+        return ConversationAssignment(placeholder.conversation_id, created=True)
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/durability.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/durability.py
new file mode 100644
index 00000000..e0a191de
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/durability.py
@@ -0,0 +1,177 @@
+"""Fail-closed state and retention rules for the raw-audio write-ahead log.
+
+There is one durability path: producer process memory -> Redis Stream -> MongoDB.
+Redis consumer-group acknowledgement is the commit marker for that path.  Nothing
+in this module retries through a different store or treats age as proof of safety.
+"""
+
+from dataclasses import dataclass
+from enum import Enum
+from typing import Iterable, Mapping, Sequence
+
+AUDIO_PERSISTENCE_GROUP = "audio_persistence"
+
+
+class SessionPhase(str, Enum):
+    """Whether the producer may still append audio for this session."""
+
+    ACTIVE = "active"
+    DRAINING = "draining"
+
+
+class ReadPhase(str, Enum):
+    """Which part of the persistence consumer group must be read next."""
+
+    RECOVERING_PENDING = "recovering_pending"
+    TAILING_NEW = "tailing_new"
+
+
+class PersistenceOutcome(str, Enum):
+    """Terminal outcome of one RQ persistence attempt."""
+
+    RUNNING = "running"
+    COMPLETE = "complete"
+    ERROR = "error"
+
+
+@dataclass
+class PersistenceRuntimeState:
+    """Small explicit state machine used by the Mongo persistence worker.
+
+    A retry creates a new instance in ``RECOVERING_PENDING``.  Errors never advance
+    Redis delivery state: unread entries remain lagging and delivered entries remain
+    pending until the next attempt commits and acknowledges them.
+    """
+
+    session: SessionPhase = SessionPhase.ACTIVE
+    reader: ReadPhase = ReadPhase.RECOVERING_PENDING
+    outcome: PersistenceOutcome = PersistenceOutcome.RUNNING
+
+    def pending_recovered(self) -> None:
+        self._require_running()
+        if self.reader is not ReadPhase.RECOVERING_PENDING:
+            raise RuntimeError("pending recovery can only finish once")
+        self.reader = ReadPhase.TAILING_NEW
+
+    def begin_draining(self) -> None:
+        self._require_running()
+        self.session = SessionPhase.DRAINING
+
+    def complete(self) -> None:
+        self._require_running()
+        if self.session is not SessionPhase.DRAINING:
+            raise RuntimeError(
+                "persistence cannot complete while the session is active"
+            )
+        if self.reader is not ReadPhase.TAILING_NEW:
+            raise RuntimeError("persistence cannot complete before pending recovery")
+        self.outcome = PersistenceOutcome.COMPLETE
+
+    def fail(self) -> None:
+        self._require_running()
+        self.outcome = PersistenceOutcome.ERROR
+
+    def _require_running(self) -> None:
+        if self.outcome is not PersistenceOutcome.RUNNING:
+            raise RuntimeError(f"persistence attempt is already {self.outcome.value}")
+
+
+@dataclass(frozen=True)
+class ConsumerGroupProgress:
+    """Durability-relevant fields from ``XINFO GROUPS``."""
+
+    name: str
+    pending: int
+    lag: int | None
+
+    @property
+    def drained(self) -> bool:
+        # Redis reports lag=None when it cannot calculate it. Unknown is unsafe.
+        return self.pending == 0 and self.lag == 0
+
+
+@dataclass(frozen=True)
+class StreamRetentionDecision:
+    """Result of proving whether a raw audio stream can be deleted."""
+
+    safe_to_delete: bool
+    reason: str
+    groups: Mapping[str, ConsumerGroupProgress]
+
+
+def _text(value) -> str:
+    if isinstance(value, bytes):
+        return value.decode()
+    return str(value)
+
+
+def parse_consumer_groups(
+    raw_groups: Sequence[Sequence[object]],
+) -> dict[str, ConsumerGroupProgress]:
+    """Parse the RESP array returned by ``XINFO GROUPS``."""
+
+    parsed: dict[str, ConsumerGroupProgress] = {}
+    for raw_group in raw_groups:
+        values = {
+            _text(raw_group[index]): raw_group[index + 1]
+            for index in range(0, len(raw_group), 2)
+        }
+        name = _text(values.get("name", ""))
+        pending = int(values.get("pending", 0))
+        raw_lag = values.get("lag")
+        lag = None if raw_lag is None else int(raw_lag)
+        parsed[name] = ConsumerGroupProgress(name=name, pending=pending, lag=lag)
+    return parsed
+
+
+async def inspect_stream_retention(
+    redis_client,
+    stream_name: str,
+    *,
+    required_groups: Iterable[str],
+) -> StreamRetentionDecision:
+    """Prove that every required and registered consumer group is fully drained.
+
+    The function is intentionally conservative: a missing group, unknown lag, unread
+    entry, or pending delivery all prevent deletion.  Stream age is not evidence.
+    """
+
+    if not await redis_client.exists(stream_name):
+        return StreamRetentionDecision(False, "stream_missing", {})
+
+    raw_groups = await redis_client.execute_command("XINFO", "GROUPS", stream_name)
+    groups = parse_consumer_groups(raw_groups or [])
+    required = set(required_groups)
+    missing = required - groups.keys()
+    if missing:
+        return StreamRetentionDecision(
+            False,
+            f"required_groups_missing:{','.join(sorted(missing))}",
+            groups,
+        )
+
+    blocked = [group for group in groups.values() if not group.drained]
+    if blocked:
+        details = ",".join(
+            f"{group.name}(pending={group.pending},lag={group.lag})"
+            for group in blocked
+        )
+        return StreamRetentionDecision(False, f"consumer_backlog:{details}", groups)
+
+    return StreamRetentionDecision(True, "all_consumers_drained", groups)
+
+
+async def delete_stream_if_durable(
+    redis_client,
+    stream_name: str,
+    *,
+    required_groups: Iterable[str],
+) -> StreamRetentionDecision:
+    """Delete ``stream_name`` only after :func:`inspect_stream_retention` proves it."""
+
+    decision = await inspect_stream_retention(
+        redis_client, stream_name, required_groups=required_groups
+    )
+    if decision.safe_to_delete:
+        await redis_client.delete(stream_name)
+    return decision
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/producer.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/producer.py
index dc5e9b27..1ac6b4c7 100644
--- a/backends/advanced/src/advanced_omi_backend/services/audio_stream/producer.py
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/producer.py
@@ -4,15 +4,35 @@
 
 import logging
 import time
-import json
+from dataclasses import dataclass
 
 import redis.asyncio as redis
+from redis.exceptions import WatchError
 
-from advanced_omi_backend.services.transcription.base import TranscriptionProvider
+from advanced_omi_backend.redis_factory import REDIS_URL, create_async_redis
+from advanced_omi_backend.redis_keys import audio_session, conversation_current
+from advanced_omi_backend.services.audio_stream.session_store import SessionStore
 
 logger = logging.getLogger(__name__)
 
 
+@dataclass
+class SessionBuffer:
+    """In-memory audio accumulator for one session.
+
+    Holds incoming PCM until enough has arrived to emit a sample-aligned chunk
+    to the session's Redis stream. Identity fields are duplicated here (they also
+    live in the Redis session hash) so chunk/end messages can be built without a
+    Redis round-trip on the hot path.
+    """
+
+    user_id: str
+    client_id: str
+    stream_name: str
+    buffer: bytes = b""
+    chunk_count: int = 0
+
+
 class AudioStreamProducer:
     """
     Publishes audio chunks to provider-specific Redis Streams.
@@ -32,10 +52,59 @@ def __init__(self, redis_client: redis.Redis):
             redis_client: Connected Redis client
         """
         self.redis_client = redis_client
+        self.store = SessionStore(redis_client)
 
-        # Per-session audio buffers for sample-aligned chunking
-        # {session_id: {"buffer": bytes, "chunk_count": int, "stream_name": str, ...}}
-        self.session_buffers = {}
+        # Per-session audio buffers for sample-aligned chunking: {session_id: SessionBuffer}
+        self.session_buffers: dict[str, SessionBuffer] = {}
+
+    async def _append_owned_message(
+        self, session_id: str, stream_name: str, fields: dict[bytes, bytes]
+    ):
+        """Atomically bind one WAL entry to the conversation owning it.
+
+        Conversation rotation and XADD share the watched assignment key. If the
+        owner changes concurrently, the append retries against the new owner. A
+        missing owner is an invalid ingress state: no bytes are removed from the
+        process buffer and no owner is guessed.
+        """
+        owner_key = conversation_current(session_id)
+        session_key = audio_session(session_id)
+        while True:
+            async with self.redis_client.pipeline(transaction=True) as pipe:
+                try:
+                    await pipe.watch(session_key, owner_key)
+                    raw_status = await pipe.hget(session_key, "status")
+                    status = (
+                        raw_status.decode()
+                        if isinstance(raw_status, bytes)
+                        else raw_status
+                    )
+                    if status != "active":
+                        await pipe.unwatch()
+                        raise RuntimeError(
+                            f"Audio session {session_id} is not active ({status})"
+                        )
+                    raw_owner = await pipe.get(owner_key)
+                    if raw_owner is None:
+                        await pipe.unwatch()
+                        raise RuntimeError(
+                            f"Audio session {session_id} has no conversation owner"
+                        )
+
+                    owner = (
+                        raw_owner
+                        if isinstance(raw_owner, bytes)
+                        else str(raw_owner).encode()
+                    )
+                    owned_fields = dict(fields)
+                    owned_fields[b"conversation_id"] = owner
+
+                    pipe.multi()
+                    pipe.xadd(stream_name, owned_fields)
+                    result = await pipe.execute()
+                    return result[0]
+                except WatchError:
+                    continue
 
     async def init_session(
         self,
@@ -45,7 +114,7 @@ async def init_session(
         user_email: str = "",
         connection_id: str = "",
         mode: str = "streaming",
-        provider: str = "deepgram"
+        provider: str = "deepgram",
     ):
         """
         Initialize session tracking metadata in Redis.
@@ -62,54 +131,66 @@ async def init_session(
             mode: Processing mode (streaming/batch)
             provider: Transcription provider from config.yml
         """
-        # Client-specific stream naming (one stream per client for isolation)
-        stream_name = f"audio:stream:{client_id}"
-        session_key = f"audio:session:{session_id}"
-
-        await self.redis_client.hset(session_key, mapping={
-            # User & Client tracking
-            "user_id": user_id,
-            "user_email": user_email,
-            "client_id": client_id,
-            "connection_id": connection_id,
-
-            # Stream configuration
-            "stream_name": stream_name,
-            "provider": provider,
-            "mode": mode,
-
-            # Timestamps
-            "started_at": str(time.time()),
-            "last_chunk_at": str(time.time()),
-
-            # Counters
-            "chunks_published": "0",
-
-            # Job tracking (populated by queue_controller when jobs start)
-            "speech_detection_job_id": "",
-            "audio_persistence_job_id": "",
-
-            # Connection state
-            "websocket_connected": "true",
+        # One immutable write-ahead log per recording attempt. A reconnect gets a
+        # new session/stream, so it cannot reset or append behind an older worker
+        # that is still draining.
+        stream_name = f"audio:stream:{session_id}"
+
+        # Raw audio streams are write-ahead logs.  A prior version put a short TTL
+        # on disconnect; remove any inherited TTL before this connection can append
+        # new bytes.  Retention is now owned exclusively by the durability gate
+        # after every persistence consumer has drained.
+        await self.redis_client.persist(stream_name)
+
+        # Clear connection-scoped keys that live OUTSIDE the session hash so the
+        # new connection starts a clean transcription attempt:
+        #
+        #   transcription:complete  — set (5-min TTL) when the prior provider stream
+        #     closed (graceful worker shutdown, stream-idle zombie exit, or end of a
+        #     prior conversation). The streaming consumer's discovery loop SKIPS any
+        #     stream whose completion flag exists, so a stale flag silently starves
+        #     the reconnected session of streaming transcription — and the only code
+        #     that clears it (open_conversation_job) never runs without results.
+        #     Deleting it here breaks that deadlock.
+        #
+        #   transcription:results   — the prior connection's final-result stream.
+        #     Left in place, the speech-detection aggregator reads PRE-reconnect text
+        #     and can "detect speech" from stale content or interleave two timelines.
+        try:
+            await self.redis_client.delete(
+                f"transcription:complete:{session_id}",
+                f"transcription:results:{session_id}",
+            )
+        except Exception as e:  # noqa: BLE001 — never block session init on cleanup
+            logger.warning(
+                f"⚠️ Could not clear stale transcription keys for {session_id}: {e}"
+            )
 
-            # Session status
-            "status": "active"
-        })
+        # The session hash is the SINGLE SOURCE OF TRUTH for session state; the
+        # SessionStore owns its schema. No TTL — sessions live until explicitly
+        # cleaned up (TTLs destroy state mid-session, causing zombie jobs).
+        await self.store.init_session(
+            session_id,
+            user_id=user_id,
+            client_id=client_id,
+            stream_name=stream_name,
+            user_email=user_email,
+            connection_id=connection_id,
+            mode=mode,
+            provider=provider,
+        )
 
-        # Set TTL of 1 hour
-        await self.redis_client.expire(session_key, 3600)
+        if session_id in self.session_buffers:
+            raise RuntimeError(f"Audio session {session_id} is already initialized")
 
         # Initialize audio buffer for this session
-        self.session_buffers[session_id] = {
-            "buffer": b"",
-            "chunk_count": 0,
-            "user_id": user_id,
-            "client_id": client_id,
-            "stream_name": stream_name,
-            "provider": provider
-        }
+        self.session_buffers[session_id] = SessionBuffer(
+            user_id=user_id, client_id=client_id, stream_name=stream_name
+        )
 
-        logger.info(f"📊 Initialized session {session_id} → stream {stream_name} (provider: {provider})")
+        logger.info(
+            f"📊 Initialized session {session_id} → stream {stream_name} (provider: {provider})"
+        )
 
     async def update_session_chunk_count(self, session_id: str):
         """
@@ -118,13 +199,7 @@ async def update_session_chunk_count(self, session_id: str):
         Args:
             session_id: Session identifier
         """
-        session_key = f"audio:session:{session_id}"
-
-        # Increment chunk count
-        await self.redis_client.hincrby(session_key, "chunks_published", 1)
-
-        # Update last chunk time
-        await self.redis_client.hset(session_key, "last_chunk_at", str(time.time()))
+        await self.store.bump_chunk_count(session_id)
 
     async def send_session_end_signal(self, session_id: str):
         """
@@ -134,67 +209,38 @@ async def send_session_end_signal(self, session_id: str):
             session_id: Session identifier
         """
         if session_id not in self.session_buffers:
-            return
+            raise RuntimeError(f"Audio session {session_id} has no producer buffer")
 
         buffer = self.session_buffers[session_id]
-        stream_name = buffer["stream_name"]
+        stream_name = buffer.stream_name
 
-        # Send special "end" message to signal workers to flush
-        # Read audio format from Redis session metadata (stored at audio-start time)
-        sample_rate, channels, sample_width = 16000, 1, 2
-        try:
-            session_key = f"audio:session:{session_id}"
-            audio_format_raw = await self.redis_client.hget(session_key, "audio_format")
-            if audio_format_raw:
-                audio_format = json.loads(audio_format_raw)
-                sample_rate = int(audio_format.get("rate", 16000))
-                channels = int(audio_format.get("channels", 1))
-                sample_width = int(audio_format.get("width", 2))
-        except Exception:
-            pass  # Fall back to defaults
+        # Send special "end" message to signal workers to flush.
+        # Read audio format from Redis session metadata (stored at audio-start time).
+        sample_rate, channels, sample_width = await self.store.get_audio_format(
+            session_id
+        )
 
         end_signal = {
             b"audio_data": b"",  # Empty audio data
+            b"end_marker": b"true",
             b"session_id": session_id.encode(),
             b"chunk_id": b"END",  # Special marker
-            b"user_id": buffer["user_id"].encode(),
-            b"client_id": buffer["client_id"].encode(),
+            b"user_id": buffer.user_id.encode(),
+            b"client_id": buffer.client_id.encode(),
             b"timestamp": str(time.time()).encode(),
             b"sample_rate": str(sample_rate).encode(),
             b"channels": str(channels).encode(),
             b"sample_width": str(sample_width).encode(),
         }
 
-        await self.redis_client.xadd(
-            stream_name,
-            end_signal,
-            maxlen=25000,
-            approximate=True
-        )
+        await self._append_owned_message(session_id, stream_name, end_signal)
         logger.info(f"📡 Sent end-of-session signal for {session_id} to {stream_name}")
 
-    async def get_session(self, session_id: str) -> dict:
-        """
-        Get session metadata from Redis.
-
-        Args:
-            session_id: Session identifier
-
-        Returns:
-            Dictionary with session metadata, empty dict if not found
-        """
-        session_key = f"audio:session:{session_id}"
-        session_data = await self.redis_client.hgetall(session_key)
-
-        # Convert bytes to strings for easier handling
-        return {k.decode() if isinstance(k, bytes) else k: v.decode() if isinstance(v, bytes) else v
-                for k, v in session_data.items()} if session_data else {}
-
     async def update_session_job_ids(
         self,
         session_id: str,
-        speech_detection_job_id: str = None,
-        audio_persistence_job_id: str = None
+        speech_detection_job_id: str | None = None,
+        audio_persistence_job_id: str | None = None,
     ):
         """
         Update job IDs in session metadata.
@@ -204,33 +250,15 @@ async def update_session_job_ids(
             speech_detection_job_id: Speech detection job ID (optional)
             audio_persistence_job_id: Audio persistence job ID (optional)
         """
-        session_key = f"audio:session:{session_id}"
-        updates = {}
-
-        if speech_detection_job_id:
-            updates["speech_detection_job_id"] = speech_detection_job_id
-        if audio_persistence_job_id:
-            updates["audio_persistence_job_id"] = audio_persistence_job_id
-
-        if updates:
-            await self.redis_client.hset(session_key, mapping=updates)
-            logger.debug(f"📊 Updated job IDs for session {session_id}: {updates}")
-
-    async def mark_websocket_disconnected(self, session_id: str):
-        """
-        Mark session's websocket as disconnected.
+        await self.store.set_job_ids(
+            session_id,
+            speech_detection_job_id=speech_detection_job_id,
+            audio_persistence_job_id=audio_persistence_job_id,
+        )
 
-        Args:
-            session_id: Session identifier
-        """
-        session_key = f"audio:session:{session_id}"
-        await self.redis_client.hset(session_key, mapping={
-            "websocket_connected": "false",
-            "disconnected_at": str(time.time())
-        })
-        logger.info(f"🔌 Marked websocket disconnected for session {session_id}")
-
-    async def finalize_session(self, session_id: str, completion_reason: str = None):
+    async def finalize_session(
+        self, session_id: str, completion_reason: str | None = None
+    ):
         """
         Mark session as finalizing, send end marker, and clean up buffer.
 
@@ -239,43 +267,34 @@ async def finalize_session(self, session_id: str, completion_reason: str = None)
             completion_reason: Optional reason for session completion (e.g., "websocket_disconnect", "user_stopped")
                               This is set atomically with status to avoid race conditions.
         """
-        session_key = f"audio:session:{session_id}"
-
-        # Build mapping with status and optional completion_reason
-        mapping = {
-            "status": "finalizing",
-            "finalized_at": str(time.time())
-        }
-
-        # Set completion_reason atomically with status to prevent race conditions
+        # Finalization is deliberately ordered:
+        #
+        #   buffered process memory -> Redis audio log -> terminal marker -> status
+        #
+        # A failure leaves the session in its prior ACTIVE state with the bytes still
+        # either in this buffer or in Redis.  We never publish FINALIZING first and
+        # then discover that the last bytes could not be durably accepted.
         if completion_reason:
-            mapping["completion_reason"] = completion_reason
-            logger.info(f"📊 Finalizing session {session_id} with reason: {completion_reason}")
-
-        await self.redis_client.hset(session_key, mapping=mapping)
-
-        # Send end_marker to Redis stream so streaming consumer can close the connection
+            logger.info(
+                f"📊 Finalizing session {session_id} with reason: {completion_reason}"
+            )
         if session_id in self.session_buffers:
-            buffer = self.session_buffers[session_id]
-            stream_name = buffer["stream_name"]
-
-            # Send end_marker message to signal stream end
-            end_marker_data = {
-                b"end_marker": b"true",
-                b"session_id": session_id.encode(),
-                b"user_id": buffer["user_id"].encode(),
-                b"client_id": buffer["client_id"].encode(),
-                b"timestamp": str(time.time()).encode(),
-            }
-
-            await self.redis_client.xadd(
-                stream_name,
-                end_marker_data,
-                maxlen=25000,
-                approximate=True
+            sample_rate, channels, sample_width = await self.store.get_audio_format(
+                session_id
             )
-            logger.info(f"📡 Sent end_marker to {stream_name} for session {session_id}")
+            await self.flush_session_buffer(
+                session_id,
+                sample_rate=sample_rate,
+                channels=channels,
+                sample_width=sample_width,
+            )
+            await self.send_session_end_signal(session_id)
+
+        # status + completion reason are one SessionStore write.  At this point all
+        # producer-owned bytes and the marker are already in the Redis WAL.
+        await self.store.mark_finalizing(session_id, completion_reason)
 
+        if session_id in self.session_buffers:
             # Clean up session buffer
             del self.session_buffers[session_id]
             logger.debug(f"🧹 Cleaned up buffer for session {session_id}")
@@ -286,12 +305,11 @@ async def add_audio_chunk(
         self,
         audio_data: bytes,
         session_id: str,
-        chunk_id: str,
         user_id: str,
         client_id: str,
         sample_rate: int = 16000,
         channels: int = 1,
-        sample_width: int = 2
+        sample_width: int = 2,
     ) -> list[str]:
         """
         Add audio data to session buffer and publish fixed-size chunks.
@@ -302,7 +320,6 @@ async def add_audio_chunk(
         Args:
             audio_data: Raw PCM audio bytes (arbitrary size from WebSocket)
             session_id: Session identifier
-            chunk_id: Base chunk identifier (will increment for multiple chunks)
             user_id: User identifier
             client_id: Client identifier (used for stream naming)
             sample_rate: Audio sample rate (Hz)
@@ -312,22 +329,19 @@ async def add_audio_chunk(
         Returns:
             List of Redis message IDs (may send multiple chunks per call)
         """
-        # Initialize buffer if needed (in case init_session wasn't called)
         if session_id not in self.session_buffers:
-            stream_name = f"audio:stream:{client_id}"  # Client-specific stream
-            self.session_buffers[session_id] = {
-                "buffer": b"",
-                "chunk_count": 0,
-                "user_id": user_id,
-                "client_id": client_id,
-                "stream_name": stream_name,
-                "provider": "deepgram"
-            }
+            raise RuntimeError(
+                f"Audio reached uninitialized session {session_id}; refusing ingress"
+            )
 
         session_buffer = self.session_buffers[session_id]
+        if session_buffer.user_id != user_id or session_buffer.client_id != client_id:
+            raise RuntimeError(
+                f"Audio identity mismatch for initialized session {session_id}"
+            )
 
         # Add incoming audio to buffer
-        session_buffer["buffer"] += audio_data
+        session_buffer.buffer += audio_data
 
         # Calculate target chunk size (0.25 seconds of audio)
         # bytes_per_second = sample_rate * channels * sample_width
@@ -337,16 +351,15 @@ async def add_audio_chunk(
 
         # Publish fixed-size chunks from buffer
         message_ids = []
-        stream_name = session_buffer["stream_name"]
+        stream_name = session_buffer.stream_name
 
-        while len(session_buffer["buffer"]) >= target_chunk_size:
-            # Extract exactly target_chunk_size bytes
-            chunk_audio = session_buffer["buffer"][:target_chunk_size]
-            session_buffer["buffer"] = session_buffer["buffer"][target_chunk_size:]
-
-            # Increment chunk count
-            session_buffer["chunk_count"] += 1
-            chunk_id_formatted = f"{session_buffer['chunk_count']:05d}"
+        while len(session_buffer.buffer) >= target_chunk_size:
+            # Build the next append without mutating process memory.  XADD is the
+            # durability boundary: only after Redis confirms it do we advance the
+            # buffer and sequence number.
+            chunk_audio = session_buffer.buffer[:target_chunk_size]
+            next_chunk_count = session_buffer.chunk_count + 1
+            chunk_id_formatted = f"{next_chunk_count:05d}"
 
             # Prepare chunk data
             chunk_data = {
@@ -361,32 +374,35 @@ async def add_audio_chunk(
                 b"sample_width": str(sample_width).encode(),
             }
 
-            # Add to stream with MAXLEN limit (safety net to prevent unbounded growth)
-            message_id = await self.redis_client.xadd(
-                stream_name,
-                chunk_data,
-                maxlen=25000,  # Keep max 25k chunks (~104 minutes at 250ms/chunk)
-                approximate=True
+            # Never cap the shared raw-audio WAL. A consumer-independent MAXLEN can
+            # trim unread/pending data out from under Mongo persistence.
+            message_id = await self._append_owned_message(
+                session_id, stream_name, chunk_data
+            )
+
+            session_buffer.buffer = session_buffer.buffer[target_chunk_size:]
+            session_buffer.chunk_count = next_chunk_count
+            message_ids.append(
+                message_id.decode() if isinstance(message_id, bytes) else message_id
             )
-            message_ids.append(message_id.decode())
 
             # Update session tracking
             await self.update_session_chunk_count(session_id)
 
             # Log every 10th chunk to avoid spam
-            if session_buffer["chunk_count"] % 10 == 0 or session_buffer["chunk_count"] <= 5:
+            if session_buffer.chunk_count % 10 == 0 or session_buffer.chunk_count <= 5:
                 logger.debug(
                     f"📤 Added fixed-size chunk {chunk_id_formatted} to {stream_name} "
                     f"({len(chunk_audio)} bytes = {len(chunk_audio)/bytes_per_second:.3f}s, "
-                    f"buffer remaining: {len(session_buffer['buffer'])} bytes)"
+                    f"buffer remaining: {len(session_buffer.buffer)} bytes)"
                 )
 
         # Log buffer accumulation if no chunks were sent
         if not message_ids:
             logger.debug(
                 f"📦 Buffering audio for {session_id}: "
-                f"{len(session_buffer['buffer'])}/{target_chunk_size} bytes "
-                f"(need {target_chunk_size - len(session_buffer['buffer'])} more)"
+                f"{len(session_buffer.buffer)}/{target_chunk_size} bytes "
+                f"(need {target_chunk_size - len(session_buffer.buffer)} more)"
             )
 
         return message_ids
@@ -396,7 +412,7 @@ async def flush_session_buffer(
         session_id: str,
         sample_rate: int = 16000,
         channels: int = 1,
-        sample_width: int = 2
+        sample_width: int = 2,
     ) -> str | None:
         """
         Flush any remaining audio in session buffer.
@@ -418,36 +434,32 @@ async def flush_session_buffer(
         session_buffer = self.session_buffers[session_id]
 
         # Send any remaining buffered audio
-        if len(session_buffer["buffer"]) > 0:
-            chunk_audio = session_buffer["buffer"]
-            session_buffer["buffer"] = b""
+        if len(session_buffer.buffer) > 0:
+            chunk_audio = session_buffer.buffer
+            next_chunk_count = session_buffer.chunk_count + 1
+            chunk_id_formatted = f"{next_chunk_count:05d}"
 
-            # Increment chunk count
-            session_buffer["chunk_count"] += 1
-            chunk_id_formatted = f"{session_buffer['chunk_count']:05d}"
-
-            stream_name = session_buffer["stream_name"]
+            stream_name = session_buffer.stream_name
 
             # Prepare chunk data
             chunk_data = {
                 b"audio_data": chunk_audio,
                 b"session_id": session_id.encode(),
                 b"chunk_id": chunk_id_formatted.encode(),
-                b"user_id": session_buffer["user_id"].encode(),
-                b"client_id": session_buffer["client_id"].encode(),
+                b"user_id": session_buffer.user_id.encode(),
+                b"client_id": session_buffer.client_id.encode(),
                 b"timestamp": str(time.time()).encode(),
                 b"sample_rate": str(sample_rate).encode(),
                 b"channels": str(channels).encode(),
                 b"sample_width": str(sample_width).encode(),
             }
 
-            # Add to stream with MAXLEN limit
-            message_id = await self.redis_client.xadd(
-                stream_name,
-                chunk_data,
-                maxlen=25000,
-                approximate=True
+            # Keep the process buffer intact if Redis rejects the append.
+            message_id = await self._append_owned_message(
+                session_id, stream_name, chunk_data
             )
+            session_buffer.buffer = b""
+            session_buffer.chunk_count = next_chunk_count
 
             # Update session tracking
             await self.update_session_chunk_count(session_id)
@@ -458,12 +470,11 @@ async def flush_session_buffer(
                 f"({len(chunk_audio)} bytes = {len(chunk_audio)/bytes_per_second:.3f}s)"
             )
 
-            return message_id.decode()
+            return message_id.decode() if isinstance(message_id, bytes) else message_id
 
         return None
 
 
-
 # Singleton instance
 _producer_instance = None
 
@@ -478,20 +489,13 @@ def get_audio_stream_producer() -> AudioStreamProducer:
     global _producer_instance
 
     if _producer_instance is None:
-        import os
-
-        import redis.asyncio as redis_async
-
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
 
         # Create async Redis client (synchronous call, connection happens on first use)
-        redis_client = redis_async.from_url(
-            redis_url,
-            encoding="utf-8",
-            decode_responses=False
-        )
+        redis_client = create_async_redis(decode_responses=False)
 
         _producer_instance = AudioStreamProducer(redis_client)
-        logger.info(f"Created AudioStreamProducer singleton with Redis URL: {redis_url}")
+        logger.info(
+            f"Created AudioStreamProducer singleton with Redis URL: {REDIS_URL}"
+        )
 
     return _producer_instance
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/session_store.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/session_store.py
new file mode 100644
index 00000000..31416c81
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/session_store.py
@@ -0,0 +1,818 @@
+"""Typed accessor for per-session state stored in the Redis hash ``audio:session:{id}``.
+
+The session hash is the cross-process single source of truth for a streaming
+session (the FastAPI process, the streaming consumer, and the RQ workers all read
+and write it). This module is the one place that owns:
+
+- the key format (``audio:session:{id}``, ``session:signal:{id}``,
+  ``session:conversation_count:{id}``),
+- the field schema (see :class:`SessionView`),
+- encode/decode of stringly-typed values (bytes-or-str, "true"/"false", ints,
+  JSON blobs, enums),
+- the named lifecycle operations (init / finalize / complete / close-request).
+
+``SessionStore`` wraps an *existing* async redis client — it never constructs its
+own — because several clients with different lifecycles are in play (the producer
+singleton, the ``@async_job``-injected worker client, the streaming consumer's
+client). Reads tolerate both bytes and str values since clients differ in their
+``decode_responses`` setting.
+"""
+
+import asyncio
+import json
+import logging
+import time
+import uuid
+from contextlib import asynccontextmanager
+from dataclasses import dataclass, field
+from datetime import datetime, timezone
+from enum import Enum
+from typing import AsyncIterator, Literal, Optional
+
+from redis.exceptions import WatchError
+
+from advanced_omi_backend.redis_keys import (
+    conversation_create_lock as conversation_create_lock_key,
+)
+from advanced_omi_backend.redis_keys import conversation_current
+
+logger = logging.getLogger(__name__)
+
+# Key templates
+_SESSION_KEY = "audio:session:{}"
+_SIGNAL_CHANNEL = "session:signal:{}"
+_CONV_COUNT_KEY = "session:conversation_count:{}"
+_CONV_COUNT_TTL = 3600
+
+# Default audio format: 16 kHz / mono / 16-bit
+_DEFAULT_AUDIO_FORMAT = (16000, 1, 2)
+
+CompletionReason = Literal[
+    "websocket_disconnect",
+    "user_stopped",
+    "inactivity_timeout",
+    "max_duration",
+    "all_jobs_complete",
+]
+
+
+class SessionStatus(str, Enum):
+    """Lifecycle status of a session, stored in the ``status`` field."""
+
+    ACTIVE = "active"
+    FINALIZING = "finalizing"
+    FINISHED = "finished"
+
+
+class SpeakerCheckStatus(str, Enum):
+    """Result of the speaker-enrollment check, stored in ``speaker_check_status``."""
+
+    CHECKING = "checking"
+    ENROLLED = "enrolled"
+    NOT_ENROLLED = "not_enrolled"
+    FAILED = "failed"
+    TIMEOUT = "timeout"
+
+
+def _to_str(value) -> Optional[str]:
+    """Normalize a Redis value (bytes or str or None) to str or None."""
+    if value is None:
+        return None
+    if isinstance(value, (bytes, bytearray)):
+        return value.decode()
+    return value
+
+
+def _coerce_enum(enum_cls, value: Optional[str]):
+    """Tolerant enum coercion: unknown/empty values become None rather than raising."""
+    if value in (None, ""):
+        return None
+    try:
+        return enum_cls(value)
+    except ValueError:
+        return None
+
+
+def _iso_now() -> str:
+    return datetime.now(timezone.utc).isoformat()
+
+
+@dataclass(frozen=True)
+class SessionView:
+    """Typed, decoded snapshot of an ``audio:session:{id}`` hash.
+
+    Every field declared here IS the session schema. Missing keys fall back to the
+    declared defaults, so reads never raise on a partially-populated hash.
+    """
+
+    session_id: str
+    # identity / config
+    user_id: str = ""
+    user_email: str = ""
+    client_id: str = ""
+    connection_id: str = ""
+    stream_name: str = ""
+    provider: str = ""
+    mode: str = ""
+    # timestamps (unix float; speech_detected_at is kept as ISO str)
+    started_at: float = 0.0
+    last_chunk_at: float = 0.0
+    finalized_at: Optional[float] = None
+    completed_at: Optional[float] = None
+    speech_detected_at: str = ""
+    # counters
+    chunks_published: int = 0
+    # audio seconds sent to the streaming transcription provider (session-relative
+    # clock; persisted so word-timestamp offsets survive provider reconnects)
+    transcription_seconds_sent: float = 0.0
+    transcription_provider_status: str = ""
+    transcription_provider_connected_at: float = 0.0
+    transcription_last_audio_sent_at: float = 0.0
+    transcription_last_message_at: float = 0.0
+    # job ids
+    speech_detection_job_id: str = ""
+    audio_persistence_job_id: str = ""
+    # bool-as-string
+    websocket_connected: bool = False
+    # enums
+    status: Optional[SessionStatus] = None
+    speaker_check_status: Optional[SpeakerCheckStatus] = None
+    # JSON blobs
+    audio_format: Optional[dict] = None
+    markers: list = field(default_factory=list)
+    # free strings
+    completion_reason: str = ""
+    conversation_close_requested: str = ""
+    transcription_error: str = ""
+    last_event: str = ""
+    identified_speakers: list = field(default_factory=list)
+
+    @property
+    def audio_format_tuple(self) -> tuple[int, int, int]:
+        """``(sample_rate, channels, sample_width)`` with 16 kHz/mono/16-bit fallback."""
+        fmt = self.audio_format or {}
+        try:
+            return (
+                int(fmt.get("rate", 16000)),
+                int(fmt.get("channels", 1)),
+                int(fmt.get("width", 2)),
+            )
+        except (TypeError, ValueError):
+            return _DEFAULT_AUDIO_FORMAT
+
+    @classmethod
+    def from_hash(cls, session_id: str, raw: dict) -> "SessionView":
+        """Build a view from a raw Redis hash (keys/values may be bytes or str)."""
+        d = {_to_str(k): _to_str(v) for k, v in raw.items()}
+
+        def s(key: str, default: str = "") -> str:
+            v = d.get(key)
+            return v if v not in (None, "") else default
+
+        def ffloat(key: str) -> Optional[float]:
+            v = d.get(key)
+            if v in (None, ""):
+                return None
+            try:
+                return float(v)
+            except ValueError:
+                return None
+
+        def fint(key: str, default: int = 0) -> int:
+            v = d.get(key)
+            if v in (None, ""):
+                return default
+            try:
+                return int(v)
+            except ValueError:
+                return default
+
+        def fjson(key: str, default):
+            v = d.get(key)
+            if v in (None, ""):
+                return default
+            try:
+                return json.loads(v)
+            except (ValueError, TypeError):
+                logger.warning(
+                    f"Malformed JSON in session {session_id} field '{key}': {v!r}"
+                )
+                return default
+
+        speakers_raw = s("identified_speakers")
+        return cls(
+            session_id=session_id,
+            user_id=s("user_id"),
+            user_email=s("user_email"),
+            client_id=s("client_id"),
+            connection_id=s("connection_id"),
+            stream_name=s("stream_name"),
+            provider=s("provider"),
+            mode=s("mode"),
+            started_at=ffloat("started_at") or 0.0,
+            last_chunk_at=ffloat("last_chunk_at") or 0.0,
+            finalized_at=ffloat("finalized_at"),
+            completed_at=ffloat("completed_at"),
+            speech_detected_at=s("speech_detected_at"),
+            chunks_published=fint("chunks_published"),
+            transcription_seconds_sent=ffloat("transcription_seconds_sent") or 0.0,
+            transcription_provider_status=s("transcription_provider_status"),
+            transcription_provider_connected_at=(
+                ffloat("transcription_provider_connected_at") or 0.0
+            ),
+            transcription_last_audio_sent_at=(
+                ffloat("transcription_last_audio_sent_at") or 0.0
+            ),
+            transcription_last_message_at=(
+                ffloat("transcription_last_message_at") or 0.0
+            ),
+            speech_detection_job_id=s("speech_detection_job_id"),
+            audio_persistence_job_id=s("audio_persistence_job_id"),
+            websocket_connected=s("websocket_connected") == "true",
+            status=_coerce_enum(SessionStatus, d.get("status")),
+            speaker_check_status=_coerce_enum(
+                SpeakerCheckStatus, d.get("speaker_check_status")
+            ),
+            audio_format=fjson("audio_format", None),
+            markers=fjson("markers", []),
+            completion_reason=s("completion_reason"),
+            conversation_close_requested=s("conversation_close_requested"),
+            transcription_error=s("transcription_error"),
+            last_event=s("last_event"),
+            identified_speakers=speakers_raw.split(",") if speakers_raw else [],
+        )
+
+
+class SessionStore:
+    """Typed facade over the ``audio:session:{id}`` Redis hash and its sibling keys.
+
+    Wraps an existing async redis client. All hash mutations that must be observed
+    together are issued as a single ``hset(mapping=...)``; signal publishes always
+    follow the hash write so a subscriber observes the updated hash.
+    """
+
+    def __init__(self, redis_client):
+        self._redis = redis_client
+
+    # ------------------------------------------------------------------ keys
+    @staticmethod
+    def _key(session_id: str) -> str:
+        return _SESSION_KEY.format(session_id)
+
+    @staticmethod
+    def _count_key(session_id: str) -> str:
+        return _CONV_COUNT_KEY.format(session_id)
+
+    async def _publish_signal(self, session_id: str, payload: dict) -> None:
+        await self._redis.publish(
+            _SIGNAL_CHANNEL.format(session_id), json.dumps(payload)
+        )
+
+    # -------------------------------------------------------------- lifecycle
+    async def init_session(
+        self,
+        session_id: str,
+        *,
+        user_id: str,
+        client_id: str,
+        stream_name: str,
+        user_email: str = "",
+        connection_id: str = "",
+        mode: str = "streaming",
+        provider: str = "deepgram",
+    ) -> None:
+        """Create the session hash (status=active). Single atomic write.
+
+        ``session_id`` is stable across reconnects (it equals ``client_id``), so a
+        reconnecting device re-initializes the SAME hash. Connection-scoped fields
+        must therefore be RESET here, not left to carry over from the previous
+        connection: a stale ``transcription_error`` would make the next speech
+        detection job break on iteration 1, a stale ``transcription_seconds_sent``
+        would shift the new connection's transcript timestamps by a bogus offset,
+        and a stale ``completion_reason`` would misclassify the new connection's
+        diagnostics. They are explicitly cleared in the mapping below.
+        """
+        now = str(time.time())
+        await self._redis.hset(
+            self._key(session_id),
+            mapping={
+                "user_id": user_id,
+                "user_email": user_email,
+                "client_id": client_id,
+                "connection_id": connection_id,
+                "stream_name": stream_name,
+                "provider": provider,
+                "mode": mode,
+                "started_at": now,
+                "last_chunk_at": now,
+                "chunks_published": "0",
+                "speech_detection_job_id": "",
+                "audio_persistence_job_id": "",
+                "websocket_connected": "true",
+                "status": SessionStatus.ACTIVE.value,
+                # Connection-scoped — reset on every (re)connect (see docstring).
+                "transcription_error": "",
+                "transcription_seconds_sent": "0",
+                "transcription_provider_status": "disconnected",
+                "transcription_provider_connected_at": "0",
+                "transcription_last_audio_sent_at": "0",
+                "transcription_last_message_at": "0",
+                "completion_reason": "",
+            },
+        )
+
+    async def mark_finalizing(
+        self, session_id: str, completion_reason: Optional[str] = None
+    ) -> None:
+        """Set status=finalizing (+reason) atomically, then publish a finalize signal."""
+        mapping = {
+            "status": SessionStatus.FINALIZING.value,
+            "finalized_at": str(time.time()),
+        }
+        if completion_reason:
+            mapping["completion_reason"] = completion_reason
+            if completion_reason == "websocket_disconnect":
+                mapping["websocket_connected"] = "false"
+        await self._redis.hset(self._key(session_id), mapping=mapping)
+        await self._publish_signal(
+            session_id, {"type": "finalize", "reason": completion_reason or "unknown"}
+        )
+
+    async def mark_complete(self, session_id: str, reason: CompletionReason) -> None:
+        """Set status=finished + completion_reason atomically, then publish a signal.
+
+        This is the single source of truth for session completion: status and
+        completion_reason are always written together so a worker never sees a
+        finished status without its reason.
+        """
+        mapping = {
+            "status": SessionStatus.FINISHED.value,
+            "completed_at": str(time.time()),
+            "completion_reason": reason,
+        }
+        if reason == "websocket_disconnect":
+            mapping["websocket_connected"] = "false"
+        await self._redis.hset(self._key(session_id), mapping=mapping)
+        await self._publish_signal(
+            session_id, {"type": "session_complete", "reason": reason}
+        )
+        logger.info(f"✅ Session {session_id[:12]} marked finished: {reason}")
+
+    async def set_status_active(self, session_id: str) -> None:
+        """Reset status back to active (recovery from a spurious finished signal)."""
+        await self._redis.hset(
+            self._key(session_id), "status", SessionStatus.ACTIVE.value
+        )
+
+    async def set_job_ids(
+        self,
+        session_id: str,
+        *,
+        speech_detection_job_id: Optional[str] = None,
+        audio_persistence_job_id: Optional[str] = None,
+    ) -> None:
+        updates = {}
+        if speech_detection_job_id:
+            updates["speech_detection_job_id"] = speech_detection_job_id
+        if audio_persistence_job_id:
+            updates["audio_persistence_job_id"] = audio_persistence_job_id
+        if updates:
+            await self._redis.hset(self._key(session_id), mapping=updates)
+
+    async def bump_chunk_count(self, session_id: str) -> None:
+        """Increment chunks_published and refresh last_chunk_at."""
+        key = self._key(session_id)
+        await self._redis.hincrby(key, "chunks_published", 1)
+        await self._redis.hset(key, "last_chunk_at", str(time.time()))
+
+    async def expire_session(self, session_id: str, ttl: int) -> None:
+        await self._redis.expire(self._key(session_id), ttl)
+
+    async def persist_session(self, session_id: str) -> None:
+        """Remove any TTL so the hash lives as long as the session is active.
+
+        A TTL must never count down on a live session — if the hash expires
+        mid-session it gets resurrected with partial fields (no client_id/status),
+        stranding the speech-detection restart and leaking jobs. The session hash
+        is cleaned up explicitly on end (expire_session) or disconnect.
+        """
+        await self._redis.persist(self._key(session_id))
+
+    async def delete(self, session_id: str) -> None:
+        await self._redis.delete(self._key(session_id))
+
+    # ------------------------------------------------ conversation assignment
+    async def set_current_conversation(
+        self,
+        session_id: str,
+        conversation_id: str,
+        *,
+        ttl: Optional[int] = 86400,
+    ) -> None:
+        """Assign the conversation that receives this session's persisted audio.
+
+        ``ttl=None`` is reserved for an ``always_persist`` placeholder, whose
+        lifetime is tied to the session rather than a rotation timeout.
+        """
+        key = conversation_current(session_id)
+        if ttl is None:
+            await self._redis.set(key, conversation_id)
+        else:
+            await self._redis.set(key, conversation_id, ex=ttl)
+
+    async def get_current_conversation_id(self, session_id: str) -> Optional[str]:
+        """Return the decoded current-conversation assignment, if one exists."""
+        return _to_str(await self._redis.get(conversation_current(session_id)))
+
+    async def assign_current_conversation_if_active(
+        self,
+        session_id: str,
+        conversation_id: str,
+        *,
+        ttl: Optional[int] = 86400,
+    ) -> bool:
+        """Assign only when the session is active and has no current owner.
+
+        The session status check and pointer creation share one Redis transaction,
+        closing the finalization race between a separate ``get_status`` and ``set``.
+        """
+        session_key = self._key(session_id)
+        current_key = conversation_current(session_id)
+
+        while True:
+            async with self._redis.pipeline(transaction=True) as pipe:
+                try:
+                    await pipe.watch(session_key, current_key)
+                    status = _to_str(await pipe.hget(session_key, "status"))
+                    current_id = _to_str(await pipe.get(current_key))
+                    if status != SessionStatus.ACTIVE.value or current_id is not None:
+                        await pipe.unwatch()
+                        return False
+
+                    pipe.multi()
+                    if ttl is None:
+                        pipe.set(current_key, conversation_id)
+                    else:
+                        pipe.set(current_key, conversation_id, ex=ttl)
+                    await pipe.execute()
+                    return True
+                except WatchError:
+                    continue
+
+    async def replace_current_conversation_if_active(
+        self,
+        session_id: str,
+        expected_id: str,
+        replacement_id: str,
+        *,
+        ttl: Optional[int] = 86400,
+    ) -> bool:
+        """Atomically rotate an active session from one owner to its successor.
+
+        There is no unassigned interval: an audio XADD watching the same pointer
+        observes either ``expected_id`` or ``replacement_id``. Finalization and a
+        competing rotation both make the compare-and-swap fail without mutation.
+        """
+        session_key = self._key(session_id)
+        current_key = conversation_current(session_id)
+
+        while True:
+            async with self._redis.pipeline(transaction=True) as pipe:
+                try:
+                    await pipe.watch(session_key, current_key)
+                    status = _to_str(await pipe.hget(session_key, "status"))
+                    current_id = _to_str(await pipe.get(current_key))
+                    if (
+                        status != SessionStatus.ACTIVE.value
+                        or current_id != expected_id
+                    ):
+                        await pipe.unwatch()
+                        return False
+
+                    pipe.multi()
+                    if ttl is None:
+                        pipe.set(current_key, replacement_id)
+                    else:
+                        pipe.set(current_key, replacement_id, ex=ttl)
+                    await pipe.execute()
+                    return True
+                except WatchError:
+                    continue
+
+    async def clear_current_conversation(
+        self,
+        session_id: str,
+        *,
+        expected_id: Optional[str] = None,
+    ) -> bool:
+        """Clear the assignment, optionally only when it still has ``expected_id``.
+
+        The compare-and-delete form prevents a late cleanup for conversation A
+        from deleting a successor assignment to conversation B.
+        """
+        key = conversation_current(session_id)
+        if expected_id is None:
+            return bool(await self._redis.delete(key))
+
+        while True:
+            async with self._redis.pipeline(transaction=True) as pipe:
+                try:
+                    await pipe.watch(key)
+                    if _to_str(await pipe.get(key)) != expected_id:
+                        await pipe.unwatch()
+                        return False
+                    pipe.multi()
+                    pipe.delete(key)
+                    result = await pipe.execute()
+                    return bool(result[0])
+                except WatchError:
+                    continue
+
+    async def expire_current_conversation(self, session_id: str, ttl: int) -> bool:
+        """Apply a cleanup TTL only when a conversation assignment exists."""
+        return bool(await self._redis.expire(conversation_current(session_id), ttl))
+
+    @asynccontextmanager
+    async def conversation_create_lock(
+        self,
+        session_id: str,
+        *,
+        wait_timeout: float = 5.0,
+        lease_seconds: int = 30,
+        poll: float = 0.05,
+    ):
+        """Serialize get/create/assign sequences for one streaming session.
+
+        Creation remains available if Redis locking is unhealthy: after
+        ``wait_timeout`` the caller runs unlocked and receives ``False``. This
+        avoids deadlocking audio ingestion while making the degraded mode visible
+        to callers and logs.
+        """
+        key = conversation_create_lock_key(session_id)
+        token = uuid.uuid4().hex
+        deadline = time.monotonic() + wait_timeout
+        acquired = False
+
+        while time.monotonic() < deadline:
+            acquired = bool(
+                await self._redis.set(key, token, nx=True, ex=lease_seconds)
+            )
+            if acquired:
+                break
+            await asyncio.sleep(poll)
+
+        try:
+            yield acquired
+        finally:
+            if acquired:
+                while True:
+                    async with self._redis.pipeline(transaction=True) as pipe:
+                        try:
+                            await pipe.watch(key)
+                            if _to_str(await pipe.get(key)) != token:
+                                await pipe.unwatch()
+                                break
+                            pipe.multi()
+                            pipe.delete(key)
+                            await pipe.execute()
+                            break
+                        except WatchError:
+                            continue
+
+    # ----------------------------------------------------------- field writes
+    async def set_audio_format(self, session_id: str, audio_format: dict) -> None:
+        await self._redis.hset(
+            self._key(session_id), "audio_format", json.dumps(audio_format)
+        )
+
+    async def set_markers(self, session_id: str, markers: list) -> None:
+        await self._redis.hset(self._key(session_id), "markers", json.dumps(markers))
+
+    async def set_transcription_error(self, session_id: str, message: str) -> None:
+        await self._redis.hset(
+            self._key(session_id),
+            mapping={
+                "transcription_error": message,
+                "transcription_provider_status": "error",
+            },
+        )
+
+    async def mark_transcription_provider_connected(self, session_id: str) -> None:
+        now = str(time.time())
+        await self._redis.hset(
+            self._key(session_id),
+            mapping={
+                "transcription_provider_status": "connected",
+                "transcription_provider_connected_at": now,
+                "transcription_error": "",
+            },
+        )
+
+    async def mark_transcription_audio_sent(self, session_id: str) -> None:
+        await self._redis.hset(
+            self._key(session_id), "transcription_last_audio_sent_at", str(time.time())
+        )
+
+    async def mark_transcription_provider_message(self, session_id: str) -> None:
+        await self._redis.hset(
+            self._key(session_id), "transcription_last_message_at", str(time.time())
+        )
+
+    async def mark_transcription_provider_disconnected(self, session_id: str) -> None:
+        key = self._key(session_id)
+        status = await self._redis.hget(key, "transcription_provider_status")
+        if _to_str(status) != "error":
+            await self._redis.hset(key, "transcription_provider_status", "disconnected")
+
+    async def set_transcription_seconds(self, session_id: str, seconds: float) -> None:
+        """Persist the streaming provider's session-relative audio clock."""
+        await self._redis.hset(
+            self._key(session_id), "transcription_seconds_sent", str(seconds)
+        )
+
+    async def request_close(self, session_id: str, reason: str) -> bool:
+        """Flag the current conversation to close (session stays alive). Publishes a signal.
+
+        Returns False if the session doesn't exist.
+        """
+        key = self._key(session_id)
+        if not await self._redis.exists(key):
+            return False
+        await self._redis.hset(key, "conversation_close_requested", reason)
+        await self._publish_signal(
+            session_id, {"type": "close_requested", "reason": reason}
+        )
+        return True
+
+    async def take_close_request(self, session_id: str) -> Optional[str]:
+        """Read and consume (delete) the conversation_close_requested flag."""
+        key = self._key(session_id)
+        raw = await self._redis.hget(key, "conversation_close_requested")
+        reason = _to_str(raw)
+        if reason is not None:
+            await self._redis.hdel(key, "conversation_close_requested")
+        return reason
+
+    async def record_event(self, session_id: str, event: str) -> None:
+        """Append a timestamped event marker to ``last_event`` (``{event}:{iso}``)."""
+        await self._redis.hset(
+            self._key(session_id), "last_event", f"{event}:{_iso_now()}"
+        )
+
+    async def set_speech_detected_at(self, session_id: str) -> None:
+        await self._redis.hset(self._key(session_id), "speech_detected_at", _iso_now())
+
+    async def set_speaker_check(
+        self, session_id: str, status: SpeakerCheckStatus
+    ) -> None:
+        await self._redis.hset(
+            self._key(session_id), "speaker_check_status", status.value
+        )
+
+    async def set_identified_speakers(self, session_id: str, names: list) -> None:
+        await self._redis.hset(
+            self._key(session_id), "identified_speakers", ",".join(names)
+        )
+
+    # ----------------------------------------------------------- targeted reads
+    async def get_status(self, session_id: str) -> Optional[SessionStatus]:
+        raw = await self._redis.hget(self._key(session_id), "status")
+        return _coerce_enum(SessionStatus, _to_str(raw))
+
+    async def is_websocket_connected(self, session_id: str) -> bool:
+        raw = await self._redis.hget(self._key(session_id), "websocket_connected")
+        return _to_str(raw) == "true"
+
+    async def get_last_chunk_at(self, session_id: str) -> Optional[float]:
+        raw = await self._redis.hget(self._key(session_id), "last_chunk_at")
+        s = _to_str(raw)
+        if s in (None, ""):
+            return None
+        try:
+            return float(s)
+        except ValueError:
+            return None
+
+    async def get_audio_format(self, session_id: str) -> tuple[int, int, int]:
+        """``(sample_rate, channels, sample_width)``; 16 kHz/mono/16-bit on miss/parse-error."""
+        try:
+            raw = await self._redis.hget(self._key(session_id), "audio_format")
+            s = _to_str(raw)
+            if s:
+                fmt = json.loads(s)
+                return (
+                    int(fmt.get("rate", 16000)),
+                    int(fmt.get("channels", 1)),
+                    int(fmt.get("width", 2)),
+                )
+        except Exception as e:
+            logger.warning(
+                f"Failed to read audio_format for session {session_id}, using defaults: {e}"
+            )
+        return _DEFAULT_AUDIO_FORMAT
+
+    async def get_markers(self, session_id: str) -> list:
+        raw = await self._redis.hget(self._key(session_id), "markers")
+        s = _to_str(raw)
+        if not s:
+            return []
+        try:
+            return json.loads(s)
+        except (ValueError, TypeError):
+            logger.warning(f"Malformed markers JSON for session {session_id}")
+            return []
+
+    async def get_completion_reason(self, session_id: str) -> str:
+        raw = await self._redis.hget(self._key(session_id), "completion_reason")
+        return _to_str(raw) or ""
+
+    async def get_transcription_error(self, session_id: str) -> Optional[str]:
+        raw = await self._redis.hget(self._key(session_id), "transcription_error")
+        return _to_str(raw)
+
+    async def get_transcription_seconds(self, session_id: str) -> float:
+        raw = await self._redis.hget(
+            self._key(session_id), "transcription_seconds_sent"
+        )
+        s = _to_str(raw)
+        if not s:
+            return 0.0
+        try:
+            return float(s)
+        except ValueError:
+            return 0.0
+
+    async def get_status_ws_reason(
+        self, session_id: str
+    ) -> tuple[Optional[SessionStatus], bool, str]:
+        """Batched read of ``(status, websocket_connected, completion_reason)``."""
+        raw = await self._redis.hmget(
+            self._key(session_id),
+            "status",
+            "websocket_connected",
+            "completion_reason",
+        )
+        status = _coerce_enum(SessionStatus, _to_str(raw[0]))
+        ws_connected = _to_str(raw[1]) == "true"
+        reason = _to_str(raw[2]) or ""
+        return status, ws_connected, reason
+
+    # -------------------------------------------------------- whole-object reads
+    async def exists(self, session_id: str) -> bool:
+        return bool(await self._redis.exists(self._key(session_id)))
+
+    async def read(self, session_id: str) -> Optional[SessionView]:
+        raw = await self._redis.hgetall(self._key(session_id))
+        if not raw:
+            return None
+        return SessionView.from_hash(session_id, raw)
+
+    async def scan_session_ids(
+        self, match: str = "audio:session:*", count: int = 100
+    ) -> AsyncIterator[str]:
+        """Yield bare session ids by cursor-scanning the session-hash keyspace."""
+        cursor = 0
+        while True:
+            cursor, keys = await self._redis.scan(cursor, match=match, count=count)
+            for key in keys:
+                key_str = _to_str(key)
+                if key_str:
+                    yield key_str.removeprefix("audio:session:")
+            if cursor == 0:
+                break
+
+    async def iter_views(
+        self, limit: Optional[int] = None
+    ) -> AsyncIterator[SessionView]:
+        """Yield a :class:`SessionView` per existing session (skips emptied hashes)."""
+        n = 0
+        async for session_id in self.scan_session_ids():
+            view = await self.read(session_id)
+            if view is None:
+                continue
+            yield view
+            n += 1
+            if limit is not None and n >= limit:
+                return
+
+    # --------------------------------------------------------- conversation count
+    async def get_conversation_count(self, session_id: str) -> int:
+        raw = await self._redis.get(self._count_key(session_id))
+        s = _to_str(raw)
+        return int(s) if s else 0
+
+    async def increment_conversation_count(self, session_id: str) -> int:
+        key = self._count_key(session_id)
+        count = await self._redis.incr(key)
+        await self._redis.expire(key, _CONV_COUNT_TTL)
+        return count
+
+
+def get_session_store() -> SessionStore:
+    """Convenience for FastAPI/singleton callers: wrap the producer's shared client."""
+    # Lazy import: circular dependency (producer imports SessionStore at module top)
+    from advanced_omi_backend.services.audio_stream.producer import (
+        get_audio_stream_producer,
+    )
+
+    return SessionStore(get_audio_stream_producer().redis_client)
diff --git a/backends/advanced/src/advanced_omi_backend/services/audio_stream/windowed_batch_consumer.py b/backends/advanced/src/advanced_omi_backend/services/audio_stream/windowed_batch_consumer.py
new file mode 100644
index 00000000..9b607379
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/audio_stream/windowed_batch_consumer.py
@@ -0,0 +1,67 @@
+"""
+Windowed batch transcription consumer.
+
+Used when no streaming ASR is configured. Buffers ~N seconds of streamed audio per
+session and transcribes each window with the configured batch STT provider, writing
+results to transcription:results:{session_id} exactly like the streaming consumer — so
+speech detection and the conversation lifecycle keep working unchanged.
+
+Without this, a continuous/static source is only transcribed when its WebSocket
+disconnects (BaseAudioStreamConsumer is otherwise abstract and never instantiated).
+"""
+
+import logging
+
+import redis.asyncio as redis
+
+from advanced_omi_backend.services.audio_stream.consumer import BaseAudioStreamConsumer
+from advanced_omi_backend.services.transcription import get_transcription_provider
+from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
+
+logger = logging.getLogger(__name__)
+
+# AudioStreamProducer emits fixed 0.25s PCM chunks; the buffer flush is chunk-count
+# based, so window_seconds maps to a chunk count via this constant.
+CHUNK_SECONDS = 0.25
+
+
+class WindowedBatchConsumer(BaseAudioStreamConsumer):
+    """Batch-transcribes fixed-duration windows of streamed audio."""
+
+    def __init__(self, redis_client: redis.Redis, window_seconds: float = 30.0):
+        buffer_chunks = max(1, round(window_seconds / CHUNK_SECONDS))
+        super().__init__(
+            provider_name="windowed-batch",
+            redis_client=redis_client,
+            buffer_chunks=buffer_chunks,
+        )
+        self.window_seconds = window_seconds
+
+        self._provider = get_transcription_provider(mode="batch")
+        if self._provider is None:
+            raise RuntimeError(
+                "No batch STT provider configured (defaults.stt). "
+                "Windowed batch segmentation requires a batch transcription provider."
+            )
+
+        logger.info(
+            f"WindowedBatchConsumer: window={window_seconds:.0f}s "
+            f"({buffer_chunks} chunks), provider={self._provider.name}"
+        )
+
+    async def transcribe_audio(self, audio_data: bytes, sample_rate: int) -> dict:
+        """Transcribe one buffered window with the batch provider.
+
+        Wraps raw PCM as WAV so every batch provider (Deepgram raw-audio, Parakeet /
+        gemma4 multipart file upload) receives well-formed audio.
+        """
+        wav_bytes = pcm_to_wav_bytes(audio_data, sample_rate=sample_rate)
+        result = await self._provider.transcribe(
+            audio_data=wav_bytes, sample_rate=sample_rate, diarize=False
+        )
+        return {
+            "text": result.get("text", ""),
+            "words": result.get("words", []),
+            "segments": result.get("segments", []),
+            "confidence": 0.0,
+        }
diff --git a/backends/advanced/src/advanced_omi_backend/services/capabilities.py b/backends/advanced/src/advanced_omi_backend/services/capabilities.py
index 85837920..fc9d7de0 100644
--- a/backends/advanced/src/advanced_omi_backend/services/capabilities.py
+++ b/backends/advanced/src/advanced_omi_backend/services/capabilities.py
@@ -26,7 +26,9 @@ class TranscriptCapability(str, Enum):
 
     WORD_TIMESTAMPS = "word_timestamps"  # Word-level timing data
     SEGMENTS = "segments"  # Speaker segments in output
-    DIARIZATION = "diarization"  # Speaker labels in segments (Speaker 0, Speaker 1, etc.)
+    DIARIZATION = (
+        "diarization"  # Speaker labels in segments (Speaker 0, Speaker 1, etc.)
+    )
 
 
 class FeatureRequirement(str, Enum):
@@ -99,7 +101,9 @@ def check_requirements(
     return True, "OK"
 
 
-def get_provider_capabilities(transcript_version: "Conversation.TranscriptVersion") -> dict:
+def get_provider_capabilities(
+    transcript_version: "Conversation.TranscriptVersion",
+) -> dict:
     """
     Get provider capabilities from transcript version metadata.
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/data_archive.py b/backends/advanced/src/advanced_omi_backend/services/data_archive.py
new file mode 100644
index 00000000..e3bf1659
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/data_archive.py
@@ -0,0 +1,944 @@
+"""Portable, checksummed archives for Chronicle's durable user data.
+
+MongoDB collections are stored as concatenated BSON documents so types and
+compressed audio bytes round-trip without JSON coercion. Filesystem-backed
+vault and legacy audio files are included as ordinary ZIP members.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import hashlib
+import json
+import logging
+import os
+import shutil
+import zipfile
+from collections import defaultdict
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from pathlib import Path, PurePosixPath
+from typing import Any, BinaryIO, Iterable, Iterator, Optional
+from urllib.parse import quote
+
+from bson import BSON
+from pymongo import ReplaceOne
+
+from advanced_omi_backend.utils.audio_chunk_utils import decode_opus_to_pcm
+
+ARCHIVE_FORMAT = "chronicle-data-archive"
+ARCHIVE_VERSION = 1
+ARCHIVE_SUFFIX = ".chronicle"
+DATABASE_PREFIX = "database/"
+FILES_PREFIX = "files/"
+MANIFEST_PATH = "manifest.json"
+FILE_ROOTS = ("conversation_docs", "memory_md", "audio_chunks")
+DERIVED_MEMORY_COLLECTIONS = frozenset({"memory_audit"})
+SYNC_MARKERS = frozenset({".stfolder", ".stignore"})
+
+logger = logging.getLogger(__name__)
+
+
+class ArchiveError(RuntimeError):
+    """Raised when an archive is invalid or cannot be restored safely."""
+
+
+@dataclass(frozen=True)
+class ArchiveSummary:
+    path: Path
+    collections: int
+    documents: int
+    files: int
+    bytes_written: int
+
+
+@dataclass(frozen=True)
+class ImportSummary:
+    collections: int
+    documents: int
+    files: int
+    skipped_collections: tuple[str, ...]
+    duplicate_audio_warnings: tuple["DuplicateAudioWarning", ...]
+    duplicate_chunk_warnings: tuple["DuplicateChunkWarning", ...] = ()
+
+
+@dataclass(frozen=True)
+class DuplicateAudioWarning:
+    kept_conversation_id: str
+    skipped_conversation_id: str
+    fingerprint: str
+    kept_source: str
+
+
+@dataclass(frozen=True)
+class DuplicateChunkWarning:
+    conversation_id: str
+    chunk_index: int
+    kept_chunk_id: str
+    skipped_chunk_id: str
+    kept_source: str
+
+
+class _DigestWriter:
+    """Track the digest and size of bytes written to another binary stream."""
+
+    def __init__(self, stream: BinaryIO):
+        self.stream = stream
+        self.digest = hashlib.sha256()
+        self.size = 0
+
+    def write(self, data: bytes) -> int:
+        written = self.stream.write(data)
+        if written != len(data):
+            raise OSError(f"Short archive write: expected {len(data)}, wrote {written}")
+        self.digest.update(data)
+        self.size += written
+        return written
+
+    @property
+    def sha256(self) -> str:
+        return self.digest.hexdigest()
+
+
+def _utc_now() -> str:
+    return datetime.now(timezone.utc).isoformat()
+
+
+def _safe_member_path(member: str) -> PurePosixPath:
+    path = PurePosixPath(member)
+    if (
+        path.is_absolute()
+        or not path.parts
+        or any(part in ("", ".", "..") for part in path.parts)
+    ):
+        raise ArchiveError(f"Unsafe archive member path: {member!r}")
+    return path
+
+
+def _collection_member(collection_name: str) -> str:
+    return f"{DATABASE_PREFIX}{quote(collection_name, safe='')}.bson"
+
+
+def _iter_regular_files(data_dir: Path) -> Iterator[tuple[Path, str]]:
+    for root_name in FILE_ROOTS:
+        root = data_dir / root_name
+        if not root.is_dir():
+            continue
+        for path in sorted(root.rglob("*")):
+            if path.is_symlink() or not path.is_file():
+                continue
+            relative = path.relative_to(data_dir).as_posix()
+            yield path, f"{FILES_PREFIX}{relative}"
+
+
+async def create_data_archive(
+    database: Any,
+    output_path: Path,
+    *,
+    data_dir: Path,
+    overwrite: bool = False,
+) -> ArchiveSummary:
+    """Export all Mongo collections and durable filesystem data to one archive."""
+    output_path = output_path.expanduser().resolve()
+    if output_path.suffix != ARCHIVE_SUFFIX:
+        output_path = output_path.with_name(output_path.name + ARCHIVE_SUFFIX)
+    if output_path.exists() and not overwrite:
+        raise ArchiveError(f"Archive already exists: {output_path}")
+    output_path.parent.mkdir(parents=True, exist_ok=True)
+    temp_path = output_path.with_name(f".{output_path.name}.partial-{os.getpid()}")
+    if temp_path.exists():
+        temp_path.unlink()
+
+    manifest: dict[str, Any] = {
+        "format": ARCHIVE_FORMAT,
+        "schema_version": ARCHIVE_VERSION,
+        "created_at": _utc_now(),
+        "database": getattr(database, "name", None),
+        "file_roots": list(FILE_ROOTS),
+        "collections": {},
+        "files": {},
+    }
+    total_documents = 0
+    total_files = 0
+
+    try:
+        with zipfile.ZipFile(
+            temp_path,
+            mode="w",
+            compression=zipfile.ZIP_DEFLATED,
+            compresslevel=6,
+            allowZip64=True,
+        ) as archive:
+            collection_names = sorted(
+                name
+                for name in await database.list_collection_names()
+                if not name.startswith("system.")
+            )
+            for collection_name in collection_names:
+                member = _collection_member(collection_name)
+                count = 0
+                with archive.open(member, mode="w", force_zip64=True) as stream:
+                    writer = _DigestWriter(stream)
+                    cursor = database[collection_name].find({})
+                    if collection_name == "audio_chunks":
+                        cursor = cursor.sort(
+                            [
+                                ("conversation_id", 1),
+                                ("chunk_index", 1),
+                                ("created_at", 1),
+                                ("_id", 1),
+                            ]
+                        )
+                    async for document in cursor:
+                        writer.write(BSON.encode(document))
+                        count += 1
+                manifest["collections"][collection_name] = {
+                    "member": member,
+                    "documents": count,
+                }
+                manifest["files"][member] = {
+                    "sha256": writer.sha256,
+                    "size": writer.size,
+                    "kind": "collection",
+                }
+                total_documents += count
+
+            for source_path, member in _iter_regular_files(data_dir):
+                _safe_member_path(member)
+                with source_path.open("rb") as source, archive.open(
+                    member, mode="w", force_zip64=True
+                ) as stream:
+                    writer = _DigestWriter(stream)
+                    for chunk in iter(lambda: source.read(1024 * 1024), b""):
+                        writer.write(chunk)
+                manifest["files"][member] = {
+                    "sha256": writer.sha256,
+                    "size": writer.size,
+                    "kind": "data_file",
+                }
+                total_files += 1
+
+            archive.writestr(
+                MANIFEST_PATH,
+                json.dumps(manifest, indent=2, sort_keys=True).encode("utf-8"),
+            )
+
+        temp_path.replace(output_path)
+    except Exception:
+        temp_path.unlink(missing_ok=True)
+        raise
+
+    return ArchiveSummary(
+        path=output_path,
+        collections=len(manifest["collections"]),
+        documents=total_documents,
+        files=total_files,
+        bytes_written=output_path.stat().st_size,
+    )
+
+
+def _load_manifest(archive: zipfile.ZipFile) -> dict[str, Any]:
+    names = archive.namelist()
+    if len(names) != len(set(names)):
+        raise ArchiveError("Archive contains duplicate member names")
+    try:
+        manifest = json.loads(archive.read(MANIFEST_PATH))
+    except KeyError as exc:
+        raise ArchiveError("Archive has no manifest.json") from exc
+    except (UnicodeDecodeError, json.JSONDecodeError) as exc:
+        raise ArchiveError("Archive manifest is not valid UTF-8 JSON") from exc
+
+    if manifest.get("format") != ARCHIVE_FORMAT:
+        raise ArchiveError(f"Unsupported archive format: {manifest.get('format')!r}")
+    if manifest.get("schema_version") != ARCHIVE_VERSION:
+        raise ArchiveError(
+            f"Unsupported archive schema version: {manifest.get('schema_version')!r}"
+        )
+    if not isinstance(manifest.get("collections"), dict) or not isinstance(
+        manifest.get("files"), dict
+    ):
+        raise ArchiveError("Archive manifest is missing collections or files")
+
+    expected = {MANIFEST_PATH, *manifest["files"].keys()}
+    actual = set(names)
+    if actual != expected:
+        missing = sorted(expected - actual)
+        extra = sorted(actual - expected)
+        raise ArchiveError(f"Archive member mismatch; missing={missing}, extra={extra}")
+    for member in manifest["files"]:
+        _safe_member_path(member)
+    return manifest
+
+
+def verify_data_archive(archive_path: Path) -> dict[str, Any]:
+    """Validate structure, CRCs, sizes, and SHA-256 hashes before import."""
+    try:
+        with zipfile.ZipFile(archive_path, mode="r", allowZip64=True) as archive:
+            manifest = _load_manifest(archive)
+            for member, expected in manifest["files"].items():
+                digest = hashlib.sha256()
+                size = 0
+                with archive.open(member, mode="r") as stream:
+                    for chunk in iter(lambda: stream.read(1024 * 1024), b""):
+                        digest.update(chunk)
+                        size += len(chunk)
+                if size != expected.get("size"):
+                    raise ArchiveError(
+                        f"Archive size mismatch for {member}: expected "
+                        f"{expected.get('size')}, got {size}"
+                    )
+                if digest.hexdigest() != expected.get("sha256"):
+                    raise ArchiveError(f"Archive checksum mismatch for {member}")
+            return manifest
+    except zipfile.BadZipFile as exc:
+        raise ArchiveError(f"Not a valid Chronicle archive: {archive_path}") from exc
+
+
+def _iter_bson(stream: BinaryIO) -> Iterator[dict[str, Any]]:
+    while True:
+        length_bytes = stream.read(4)
+        if not length_bytes:
+            return
+        if len(length_bytes) != 4:
+            raise ArchiveError("Truncated BSON document length")
+        length = int.from_bytes(length_bytes, byteorder="little", signed=True)
+        if length < 5 or length > 256 * 1024 * 1024:
+            raise ArchiveError(f"Invalid BSON document length: {length}")
+        remainder = stream.read(length - 4)
+        if len(remainder) != length - 4:
+            raise ArchiveError("Truncated BSON document")
+        yield BSON(length_bytes + remainder).decode()
+
+
+def _iter_unique_audio_chunks(
+    documents: Iterable[dict[str, Any]],
+) -> Iterator[tuple[dict[str, Any], Optional[DuplicateChunkWarning]]]:
+    """Yield the first chunk for each conversation/index and report later copies."""
+    kept: dict[tuple[str, int], str] = {}
+    for document in documents:
+        conversation_id = str(document.get("conversation_id", ""))
+        chunk_index = int(document.get("chunk_index", 0))
+        key = (conversation_id, chunk_index)
+        chunk_id = str(document.get("_id", ""))
+        if key in kept:
+            yield document, DuplicateChunkWarning(
+                conversation_id=conversation_id,
+                chunk_index=chunk_index,
+                kept_chunk_id=kept[key],
+                skipped_chunk_id=chunk_id,
+                kept_source="archive",
+            )
+            continue
+        kept[key] = chunk_id
+        yield document, None
+
+
+def _chunk_digest(document: dict[str, Any]) -> bytes:
+    audio_data = document.get("audio_data")
+    if not isinstance(audio_data, (bytes, bytearray)):
+        raise ArchiveError("Audio chunk has no binary audio_data")
+    digest = hashlib.sha256()
+    digest.update(int(document.get("chunk_index", 0)).to_bytes(8, "big", signed=False))
+    digest.update(int(document.get("sample_rate", 16000)).to_bytes(4, "big"))
+    digest.update(int(document.get("channels", 1)).to_bytes(2, "big"))
+    digest.update(len(audio_data).to_bytes(8, "big"))
+    digest.update(audio_data)
+    return digest.digest()
+
+
+def _finalize_audio_fingerprints(
+    chunks: dict[str, list[tuple[int, bytes]]],
+) -> dict[str, str]:
+    fingerprints: dict[str, str] = {}
+    for conversation_id, chunk_digests in chunks.items():
+        digest = hashlib.sha256()
+        digest.update(len(chunk_digests).to_bytes(8, "big"))
+        for chunk_index, chunk_digest in sorted(chunk_digests):
+            digest.update(chunk_index.to_bytes(8, "big", signed=False))
+            digest.update(chunk_digest)
+        fingerprints[conversation_id] = digest.hexdigest()
+    return fingerprints
+
+
+def _finalize_audio_structures(
+    chunks: dict[str, list[tuple[int, int, int, int]]],
+) -> dict[str, str]:
+    structures: dict[str, str] = {}
+    for conversation_id, chunk_metadata in chunks.items():
+        digest = hashlib.sha256()
+        digest.update(len(chunk_metadata).to_bytes(8, "big"))
+        for chunk_index, original_size, sample_rate, channels in sorted(chunk_metadata):
+            digest.update(chunk_index.to_bytes(8, "big", signed=False))
+            digest.update(original_size.to_bytes(8, "big", signed=False))
+            digest.update(sample_rate.to_bytes(4, "big", signed=False))
+            digest.update(channels.to_bytes(2, "big", signed=False))
+        structures[conversation_id] = digest.hexdigest()
+    return structures
+
+
+def _archive_audio_fingerprints(
+    archive: zipfile.ZipFile, manifest: dict[str, Any]
+) -> dict[str, str]:
+    metadata = manifest["collections"].get("audio_chunks")
+    if not metadata:
+        return {}
+    chunks: dict[str, list[tuple[int, bytes]]] = {}
+    with archive.open(metadata["member"], mode="r") as stream:
+        for document, duplicate in _iter_unique_audio_chunks(_iter_bson(stream)):
+            if duplicate:
+                continue
+            conversation_id = document.get("conversation_id")
+            if not conversation_id:
+                raise ArchiveError("Audio chunk has no conversation_id")
+            chunk_index = int(document.get("chunk_index", 0))
+            chunks.setdefault(str(conversation_id), []).append(
+                (chunk_index, _chunk_digest(document))
+            )
+    return _finalize_audio_fingerprints(chunks)
+
+
+def _archive_audio_structures(
+    archive: zipfile.ZipFile, manifest: dict[str, Any]
+) -> dict[str, str]:
+    metadata = manifest["collections"].get("audio_chunks")
+    if not metadata:
+        return {}
+    chunks: dict[str, list[tuple[int, int, int, int]]] = {}
+    with archive.open(metadata["member"], mode="r") as stream:
+        for document, duplicate in _iter_unique_audio_chunks(_iter_bson(stream)):
+            if duplicate:
+                continue
+            conversation_id = document.get("conversation_id")
+            if not conversation_id:
+                raise ArchiveError("Audio chunk has no conversation_id")
+            chunks.setdefault(str(conversation_id), []).append(
+                (
+                    int(document.get("chunk_index", 0)),
+                    int(document.get("original_size", 0)),
+                    int(document.get("sample_rate", 16000)),
+                    int(document.get("channels", 1)),
+                )
+            )
+    return _finalize_audio_structures(chunks)
+
+
+async def _database_audio_fingerprints(database: Any) -> dict[str, str]:
+    chunks: dict[str, list[tuple[int, bytes]]] = {}
+    cursor = database["audio_chunks"].find(
+        {},
+        projection={
+            "conversation_id": 1,
+            "chunk_index": 1,
+            "sample_rate": 1,
+            "channels": 1,
+            "audio_data": 1,
+        },
+    )
+    async for document in cursor:
+        conversation_id = document.get("conversation_id")
+        if not conversation_id:
+            continue
+        chunk_index = int(document.get("chunk_index", 0))
+        chunks.setdefault(str(conversation_id), []).append(
+            (chunk_index, _chunk_digest(document))
+        )
+    return _finalize_audio_fingerprints(chunks)
+
+
+async def _database_audio_structures(database: Any) -> dict[str, str]:
+    chunks: dict[str, list[tuple[int, int, int, int]]] = {}
+    cursor = database["audio_chunks"].find(
+        {},
+        projection={
+            "conversation_id": 1,
+            "chunk_index": 1,
+            "original_size": 1,
+            "sample_rate": 1,
+            "channels": 1,
+        },
+    )
+    async for document in cursor:
+        conversation_id = document.get("conversation_id")
+        if not conversation_id:
+            continue
+        chunks.setdefault(str(conversation_id), []).append(
+            (
+                int(document.get("chunk_index", 0)),
+                int(document.get("original_size", 0)),
+                int(document.get("sample_rate", 16000)),
+                int(document.get("channels", 1)),
+            )
+        )
+    return _finalize_audio_structures(chunks)
+
+
+async def _pcm_fingerprints(
+    chunks: dict[str, list[dict[str, Any]]],
+) -> dict[str, str]:
+    semaphore = asyncio.Semaphore(4)
+
+    async def fingerprint_conversation(
+        conversation_id: str, documents: list[dict[str, Any]]
+    ) -> tuple[str, str]:
+        async with semaphore:
+            digest = hashlib.sha256()
+            for document in sorted(
+                documents, key=lambda item: item.get("chunk_index", 0)
+            ):
+                try:
+                    pcm = await decode_opus_to_pcm(
+                        bytes(document["audio_data"]),
+                        int(document.get("sample_rate", 16000)),
+                        int(document.get("channels", 1)),
+                    )
+                except Exception as exc:
+                    raise ArchiveError(
+                        f"Could not decode audio for duplicate check: {conversation_id}"
+                    ) from exc
+                digest.update(pcm)
+            return conversation_id, digest.hexdigest()
+
+    results = await asyncio.gather(
+        *(
+            fingerprint_conversation(conversation_id, documents)
+            for conversation_id, documents in chunks.items()
+        )
+    )
+    return dict(results)
+
+
+async def _archive_pcm_fingerprints(
+    archive: zipfile.ZipFile,
+    manifest: dict[str, Any],
+    conversation_ids: set[str],
+) -> dict[str, str]:
+    if not conversation_ids:
+        return {}
+    metadata = manifest["collections"].get("audio_chunks")
+    if not metadata:
+        return {}
+    chunks: dict[str, list[dict[str, Any]]] = defaultdict(list)
+    with archive.open(metadata["member"], mode="r") as stream:
+        for document, duplicate in _iter_unique_audio_chunks(_iter_bson(stream)):
+            if duplicate:
+                continue
+            conversation_id = str(document.get("conversation_id", ""))
+            if conversation_id in conversation_ids:
+                chunks[conversation_id].append(document)
+    return await _pcm_fingerprints(chunks)
+
+
+async def _database_pcm_fingerprints(
+    database: Any, conversation_ids: set[str]
+) -> dict[str, str]:
+    if not conversation_ids:
+        return {}
+    chunks: dict[str, list[dict[str, Any]]] = defaultdict(list)
+    cursor = database["audio_chunks"].find(
+        {"conversation_id": {"$in": sorted(conversation_ids)}},
+        projection={
+            "conversation_id": 1,
+            "chunk_index": 1,
+            "sample_rate": 1,
+            "channels": 1,
+            "audio_data": 1,
+        },
+    )
+    async for document in cursor:
+        conversation_id = str(document.get("conversation_id", ""))
+        if conversation_id in conversation_ids:
+            chunks[conversation_id].append(document)
+    return await _pcm_fingerprints(chunks)
+
+
+def _conversation_sort_key(document: dict[str, Any]) -> tuple[float, str]:
+    created_at = document.get("created_at")
+    if isinstance(created_at, datetime):
+        if created_at.tzinfo is None:
+            created_at = created_at.replace(tzinfo=timezone.utc)
+        timestamp = created_at.timestamp()
+    else:
+        timestamp = float("inf")
+    return timestamp, str(document.get("conversation_id", ""))
+
+
+def _archive_conversation_sort_keys(
+    archive: zipfile.ZipFile, manifest: dict[str, Any]
+) -> dict[str, tuple[float, str]]:
+    metadata = manifest["collections"].get("conversations")
+    if not metadata:
+        return {}
+    sort_keys: dict[str, tuple[float, str]] = {}
+    with archive.open(metadata["member"], mode="r") as stream:
+        for document in _iter_bson(stream):
+            conversation_id = document.get("conversation_id")
+            if conversation_id:
+                sort_keys[str(conversation_id)] = _conversation_sort_key(document)
+    return sort_keys
+
+
+async def _database_conversation_sort_keys(
+    database: Any, conversation_ids: set[str]
+) -> dict[str, tuple[float, str]]:
+    if not conversation_ids:
+        return {}
+    keys: dict[str, tuple[float, str]] = {}
+    cursor = database["conversations"].find(
+        {"conversation_id": {"$in": sorted(conversation_ids)}},
+        projection={"conversation_id": 1, "created_at": 1},
+    )
+    async for document in cursor:
+        conversation_id = document.get("conversation_id")
+        if conversation_id:
+            keys[str(conversation_id)] = _conversation_sort_key(document)
+    return keys
+
+
+async def _duplicate_audio_plan(
+    database: Any,
+    archive: zipfile.ZipFile,
+    manifest: dict[str, Any],
+    *,
+    replace: bool,
+) -> tuple[set[str], tuple[DuplicateAudioWarning, ...]]:
+    archive_fingerprints = _archive_audio_fingerprints(archive, manifest)
+    archive_structures = _archive_audio_structures(archive, manifest)
+    existing_fingerprints: dict[str, str] = {}
+    existing_structures: dict[str, str] = {}
+    if not replace:
+        existing_fingerprints = await _database_audio_fingerprints(database)
+        existing_structures = await _database_audio_structures(database)
+
+    conversations_by_structure: dict[str, list[tuple[str, str]]] = defaultdict(list)
+    for conversation_id, structure in archive_structures.items():
+        conversations_by_structure[structure].append(("archive", conversation_id))
+    for conversation_id, structure in existing_structures.items():
+        conversations_by_structure[structure].append(("existing", conversation_id))
+    candidate_archive_ids: set[str] = set()
+    candidate_existing_ids: set[str] = set()
+    for candidates in conversations_by_structure.values():
+        if len(candidates) < 2 or not any(
+            source == "archive" for source, _ in candidates
+        ):
+            continue
+        candidate_archive_ids.update(
+            conversation_id
+            for source, conversation_id in candidates
+            if source == "archive"
+        )
+        candidate_existing_ids.update(
+            conversation_id
+            for source, conversation_id in candidates
+            if source == "existing"
+        )
+
+    archive_pcm = await _archive_pcm_fingerprints(
+        archive, manifest, candidate_archive_ids
+    )
+    existing_pcm = await _database_pcm_fingerprints(database, candidate_existing_ids)
+    for conversation_id, fingerprint in archive_pcm.items():
+        archive_fingerprints[conversation_id] = f"pcm:{fingerprint}"
+    for conversation_id, fingerprint in existing_pcm.items():
+        existing_fingerprints[conversation_id] = f"pcm:{fingerprint}"
+    for conversation_id in archive_fingerprints.keys() - archive_pcm.keys():
+        archive_fingerprints[conversation_id] = (
+            f"compressed:{archive_fingerprints[conversation_id]}"
+        )
+    for conversation_id in existing_fingerprints.keys() - existing_pcm.keys():
+        existing_fingerprints[conversation_id] = (
+            f"compressed:{existing_fingerprints[conversation_id]}"
+        )
+
+    archive_sort_keys = _archive_conversation_sort_keys(archive, manifest)
+    by_fingerprint: dict[str, list[str]] = {}
+    for conversation_id, fingerprint in archive_fingerprints.items():
+        by_fingerprint.setdefault(fingerprint, []).append(conversation_id)
+
+    skipped: set[str] = set()
+    warnings: list[DuplicateAudioWarning] = []
+    archive_winners: dict[str, str] = {}
+    for fingerprint, conversation_ids in by_fingerprint.items():
+        ordered = sorted(
+            conversation_ids,
+            key=lambda item: archive_sort_keys.get(item, (float("inf"), item)),
+        )
+        winner = ordered[0]
+        archive_winners[fingerprint] = winner
+        for duplicate in ordered[1:]:
+            skipped.add(duplicate)
+            warnings.append(
+                DuplicateAudioWarning(
+                    kept_conversation_id=winner,
+                    skipped_conversation_id=duplicate,
+                    fingerprint=fingerprint,
+                    kept_source="archive",
+                )
+            )
+
+    if not replace:
+        existing_by_fingerprint: dict[str, set[str]] = {}
+        for conversation_id, fingerprint in existing_fingerprints.items():
+            existing_by_fingerprint.setdefault(fingerprint, set()).add(conversation_id)
+        existing_ids = {
+            conversation_id
+            for ids in existing_by_fingerprint.values()
+            for conversation_id in ids
+        }
+        existing_sort_keys = await _database_conversation_sort_keys(
+            database, existing_ids
+        )
+        for fingerprint, archive_winner in archive_winners.items():
+            existing_ids_for_audio = existing_by_fingerprint.get(fingerprint, set())
+            if not existing_ids_for_audio or archive_winner in existing_ids_for_audio:
+                continue
+            existing_winner = min(
+                existing_ids_for_audio,
+                key=lambda item: existing_sort_keys.get(item, (float("inf"), item)),
+            )
+            skipped.add(archive_winner)
+            warnings.append(
+                DuplicateAudioWarning(
+                    kept_conversation_id=existing_winner,
+                    skipped_conversation_id=archive_winner,
+                    fingerprint=fingerprint,
+                    kept_source="existing_database",
+                )
+            )
+
+    for warning in warnings:
+        logger.warning(
+            "Duplicate audio skipped during import: conversation %s matches %s %s "
+            "(fingerprint=%s)",
+            warning.skipped_conversation_id,
+            warning.kept_source,
+            warning.kept_conversation_id,
+            warning.fingerprint,
+        )
+    return skipped, tuple(warnings)
+
+
+async def _restore_collection(
+    database: Any,
+    archive: zipfile.ZipFile,
+    collection_name: str,
+    member: str,
+    expected_count: int,
+    *,
+    replace: bool,
+    skipped_conversation_ids: set[str],
+    batch_size: int = 500,
+) -> tuple[int, tuple[DuplicateChunkWarning, ...]]:
+    collection = database[collection_name]
+    if replace:
+        await collection.delete_many({})
+
+    restored = 0
+    scanned = 0
+    chunk_warnings: list[DuplicateChunkWarning] = []
+    archive_chunk_keys: dict[tuple[str, int], str] = {}
+    existing_chunk_keys: dict[tuple[str, int], str] = {}
+    if collection_name == "audio_chunks" and not replace:
+        cursor = collection.find(
+            {}, projection={"conversation_id": 1, "chunk_index": 1}
+        )
+        async for existing in cursor:
+            key = (
+                str(existing.get("conversation_id", "")),
+                int(existing.get("chunk_index", 0)),
+            )
+            existing_chunk_keys.setdefault(key, str(existing.get("_id", "")))
+    operations: list[ReplaceOne] = []
+    with archive.open(member, mode="r") as stream:
+        for document in _iter_bson(stream):
+            scanned += 1
+            if "_id" not in document:
+                raise ArchiveError(f"Document in {collection_name} has no _id")
+            if str(document.get("conversation_id", "")) in skipped_conversation_ids:
+                continue
+            if collection_name == "audio_chunks":
+                key = (
+                    str(document.get("conversation_id", "")),
+                    int(document.get("chunk_index", 0)),
+                )
+                chunk_id = str(document["_id"])
+                kept_id = existing_chunk_keys.get(key) or archive_chunk_keys.get(key)
+                if kept_id is not None:
+                    warning = DuplicateChunkWarning(
+                        conversation_id=key[0],
+                        chunk_index=key[1],
+                        kept_chunk_id=kept_id,
+                        skipped_chunk_id=chunk_id,
+                        kept_source=(
+                            "existing_database"
+                            if key in existing_chunk_keys
+                            else "archive"
+                        ),
+                    )
+                    chunk_warnings.append(warning)
+                    logger.warning(
+                        "Duplicate audio chunk skipped during import: conversation %s "
+                        "chunk %d (%s kept, skipped _id=%s)",
+                        warning.conversation_id,
+                        warning.chunk_index,
+                        warning.kept_source,
+                        warning.skipped_chunk_id,
+                    )
+                    continue
+                archive_chunk_keys[key] = chunk_id
+            operations.append(
+                ReplaceOne({"_id": document["_id"]}, document, upsert=True)
+            )
+            if len(operations) >= batch_size:
+                await collection.bulk_write(operations, ordered=False)
+                restored += len(operations)
+                operations.clear()
+        if operations:
+            await collection.bulk_write(operations, ordered=False)
+            restored += len(operations)
+    if scanned != expected_count:
+        raise ArchiveError(
+            f"Document count mismatch for {collection_name}: "
+            f"expected {expected_count}, scanned {scanned}"
+        )
+    return restored, tuple(chunk_warnings)
+
+
+def _destination_for_data_member(data_dir: Path, member: str) -> Path:
+    member_path = _safe_member_path(member)
+    prefix = PurePosixPath(FILES_PREFIX.rstrip("/"))
+    try:
+        relative = member_path.relative_to(prefix)
+    except ValueError as exc:
+        raise ArchiveError(f"Not a filesystem data member: {member}") from exc
+    if not relative.parts or relative.parts[0] not in FILE_ROOTS:
+        raise ArchiveError(f"Unsupported filesystem data root: {member}")
+    destination = data_dir.joinpath(*relative.parts)
+    if data_dir.resolve() not in destination.resolve().parents:
+        raise ArchiveError(f"Filesystem member escapes data directory: {member}")
+    return destination
+
+
+def clear_vault_contents(user_root: Path) -> int:
+    """Delete derived vault contents while retaining Syncthing pairing markers."""
+    if not user_root.is_dir():
+        return 0
+    deleted = 0
+    for entry in user_root.iterdir():
+        if entry.name in SYNC_MARKERS:
+            continue
+        if entry.is_dir() and not entry.is_symlink():
+            deleted += sum(1 for path in entry.rglob("*") if path.is_file())
+            shutil.rmtree(entry)
+        else:
+            entry.unlink(missing_ok=True)
+            deleted += 1
+    return deleted
+
+
+def _clear_restored_file_roots(data_dir: Path, root_names: Iterable[str]) -> None:
+    for root_name in root_names:
+        if root_name not in FILE_ROOTS:
+            raise ArchiveError(f"Unsupported filesystem data root: {root_name}")
+        root = data_dir / root_name
+        if not root.is_dir():
+            continue
+        if root_name in ("conversation_docs", "memory_md"):
+            for entry in root.iterdir():
+                if entry.is_dir() and not entry.is_symlink():
+                    clear_vault_contents(entry)
+                elif entry.name not in SYNC_MARKERS:
+                    entry.unlink(missing_ok=True)
+            continue
+        for entry in root.iterdir():
+            if entry.is_dir() and not entry.is_symlink():
+                shutil.rmtree(entry)
+            else:
+                entry.unlink(missing_ok=True)
+
+
+def _restore_data_files(
+    archive: zipfile.ZipFile,
+    manifest: dict[str, Any],
+    data_dir: Path,
+    *,
+    replace: bool,
+) -> int:
+    members = [
+        member
+        for member, metadata in manifest["files"].items()
+        if metadata.get("kind") == "data_file"
+    ]
+    if replace:
+        _clear_restored_file_roots(
+            data_dir, manifest.get("file_roots", list(FILE_ROOTS))
+        )
+    restored = 0
+    for member in members:
+        destination = _destination_for_data_member(data_dir, member)
+        destination.parent.mkdir(parents=True, exist_ok=True)
+        temp_path = destination.with_name(f".{destination.name}.restore-{os.getpid()}")
+        try:
+            with archive.open(member, mode="r") as source, temp_path.open(
+                "wb"
+            ) as target:
+                shutil.copyfileobj(source, target, length=1024 * 1024)
+            temp_path.replace(destination)
+        except Exception:
+            temp_path.unlink(missing_ok=True)
+            raise
+        restored += 1
+    return restored
+
+
+async def import_data_archive(
+    database: Any,
+    archive_path: Path,
+    *,
+    data_dir: Path,
+    replace: bool = False,
+    restore_files: bool = True,
+    fresh_memory: bool = False,
+) -> ImportSummary:
+    """Verify and import an archive, optionally excluding all derived memory state."""
+    manifest = verify_data_archive(archive_path)
+    if fresh_memory and restore_files:
+        raise ArchiveError("fresh_memory cannot be combined with restore_files")
+
+    skipped = set(DERIVED_MEMORY_COLLECTIONS if fresh_memory else ())
+    restored_collections = 0
+    restored_documents = 0
+    restored_files = 0
+    duplicate_warnings: tuple[DuplicateAudioWarning, ...] = ()
+    duplicate_chunk_warnings: list[DuplicateChunkWarning] = []
+    with zipfile.ZipFile(archive_path, mode="r", allowZip64=True) as archive:
+        skipped_conversation_ids, duplicate_warnings = await _duplicate_audio_plan(
+            database, archive, manifest, replace=replace
+        )
+        for collection_name, metadata in manifest["collections"].items():
+            if collection_name in skipped:
+                continue
+            restored_count, collection_chunk_warnings = await _restore_collection(
+                database,
+                archive,
+                collection_name,
+                metadata["member"],
+                metadata["documents"],
+                replace=replace,
+                skipped_conversation_ids=skipped_conversation_ids,
+            )
+            restored_documents += restored_count
+            duplicate_chunk_warnings.extend(collection_chunk_warnings)
+            restored_collections += 1
+        if restore_files:
+            restored_files = _restore_data_files(
+                archive, manifest, data_dir, replace=replace
+            )
+
+    return ImportSummary(
+        collections=restored_collections,
+        documents=restored_documents,
+        files=restored_files,
+        skipped_collections=tuple(sorted(skipped)),
+        duplicate_audio_warnings=duplicate_warnings,
+        duplicate_chunk_warnings=tuple(duplicate_chunk_warnings),
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/services/device_audio.py b/backends/advanced/src/advanced_omi_backend/services/device_audio.py
new file mode 100644
index 00000000..68aa0d9e
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/device_audio.py
@@ -0,0 +1,177 @@
+"""Stream ``play-audio`` clips to Opus-capable devices (e.g. the Elato firmware).
+
+The generic device downlink sends ``play-audio`` as a single base64 WAV JSON frame.
+RAM-limited microcontrollers can't receive that as one large WebSocket frame (the
+Elato firmware caps inbound frames at 15 KB), so for Opus-capable clients we transcode
+the clip into a stream of small Opus packets — mirroring the Elato server design
+(``server/fastapi/esp32_transport.py``): a ``speak-start`` control frame, a sequence of
+~60 ms Opus packets sent as binary frames at ~real time, then ``speak-end``.
+
+The device decodes each packet into a ring buffer and plays it gaplessly, so clips of
+any length play with bounded memory.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import base64
+import io
+import logging
+from math import gcd
+
+import numpy as np
+import opuslib
+import soundfile as sf
+from scipy.signal import resample_poly
+
+logger = logging.getLogger(__name__)
+
+# Must match the device-side decoder (Audio.cpp: SPK_RATE).
+OPUS_RATE = 24000
+OPUS_CHANNELS = 1
+FRAME_MS = 60  # 60 ms = valid Opus frame at 24 kHz
+FRAME_SAMPLES = OPUS_RATE * FRAME_MS // 1000  # 1440 samples / frame
+PREROLL_FRAMES = 4  # send a small burst before pacing
+_PACE_S = (FRAME_MS / 1000.0) * 0.95  # send slightly ahead of real time
+
+
+# Newest-wins playback: at most one Opus clip streams to a given device at a time.
+# A new clip cancels whatever is still playing so they never interleave on the wire
+# (which sounds like two replies "alternating"). Keyed by client_id so it holds even
+# across two downlink subscribers (e.g. a stale + a fresh connection for one device).
+_active_streams: dict[str, asyncio.Task] = {}
+
+
+def is_opus_streaming_client(client_id: str) -> bool:
+    """True if this client wants streamed Opus audio instead of base64 ``play-audio``.
+
+    For now this is the Elato firmware, identified by its device-name suffix.
+    """
+    return bool(client_id) and client_id.endswith("-elato")
+
+
+def _wav_b64_to_pcm24k_mono(audio_b64: str) -> bytes:
+    """Decode a base64 WAV into mono 24 kHz signed-16-bit PCM bytes."""
+    raw = base64.b64decode(audio_b64)
+    data, sr = sf.read(io.BytesIO(raw), dtype="int16", always_2d=True)
+    mono = data.mean(axis=1).astype(np.int16) if data.shape[1] > 1 else data[:, 0]
+
+    if sr != OPUS_RATE:
+        g = gcd(OPUS_RATE, sr)
+        resampled = resample_poly(mono.astype(np.float32), OPUS_RATE // g, sr // g)
+        mono = np.clip(np.round(resampled), -32768, 32767).astype(np.int16)
+
+    return mono.tobytes()
+
+
+def _encode_opus_frames(pcm: bytes) -> list[bytes]:
+    """Slice mono 24 kHz PCM into Opus packets (last frame zero-padded)."""
+    enc = opuslib.Encoder(OPUS_RATE, OPUS_CHANNELS, opuslib.APPLICATION_VOIP)
+    frame_bytes = FRAME_SAMPLES * 2  # int16 mono
+    packets: list[bytes] = []
+    for off in range(0, len(pcm), frame_bytes):
+        chunk = pcm[off : off + frame_bytes]
+        if len(chunk) < frame_bytes:
+            chunk = chunk + b"\x00" * (frame_bytes - len(chunk))
+        packets.append(enc.encode(chunk, FRAME_SAMPLES))
+    return packets
+
+
+async def _send_opus_stream(websocket, packets: list[bytes]) -> None:
+    """Send one clip: ``speak-start`` → paced Opus packets → ``speak-end``.
+
+    If superseded by a newer clip the caller cancels this task; the device drops any
+    buffered remainder when it sees the next ``speak-start`` (Audio.cpp flushes its ring).
+    """
+    await websocket.send_json({"type": "speak-start", "data": {"rate": OPUS_RATE}})
+    try:
+        for i, pkt in enumerate(packets):
+            await websocket.send_bytes(pkt)
+            if i >= PREROLL_FRAMES:
+                await asyncio.sleep(
+                    _PACE_S
+                )  # pace ~real time so the device ring stays small
+        await websocket.send_json({"type": "speak-end", "data": {}})
+    except asyncio.CancelledError:
+        # Superseded — stop mid-stream. The newer clip's speak-start flushes the device.
+        raise
+
+
+async def stream_play_audio_as_opus(websocket, data: dict, client_id: str) -> bool:
+    """Transcode a ``play-audio`` payload and stream it to the device as Opus.
+
+    Newest-wins: cancels any clip still playing to ``client_id`` so only the latest
+    audio is heard. Returns once the new clip is scheduled (it streams in the
+    background), so the downlink loop stays free to receive and supersede it.
+
+    Returns True if streamed, False if the payload couldn't be used (caller should
+    fall back to forwarding the original message).
+    """
+    audio_b64 = (data or {}).get("audio_b64")
+    if not audio_b64:
+        return False
+
+    try:
+        pcm = _wav_b64_to_pcm24k_mono(audio_b64)
+        loop = asyncio.get_running_loop()
+        packets = await loop.run_in_executor(None, _encode_opus_frames, pcm)
+    except Exception as e:  # noqa: BLE001 - bad audio shouldn't kill the connection
+        logger.warning(f"Opus transcode failed, falling back to play-audio: {e}")
+        return False
+
+    if not packets:
+        return False
+
+    # Drop whatever is still playing to this device before starting the new clip,
+    # and wait for it to fully stop so the two never interleave on the same socket.
+    prev = _active_streams.pop(client_id, None)
+    if prev and not prev.done():
+        prev.cancel()
+        try:
+            await prev
+        except asyncio.CancelledError:
+            pass
+        except Exception:  # noqa: BLE001 - prev may fail sending to a dead socket
+            pass
+
+    dur_s = len(pcm) / 2 / OPUS_RATE
+    logger.info(
+        f"🔊 Streaming Opus: {len(packets)} frames (~{dur_s:.1f}s) to {client_id}"
+    )
+
+    task = asyncio.create_task(_send_opus_stream(websocket, packets))
+    _active_streams[client_id] = task
+
+    def _cleanup(t: asyncio.Task, cid: str = client_id) -> None:
+        if _active_streams.get(cid) is t:
+            _active_streams.pop(cid, None)
+
+    task.add_done_callback(_cleanup)
+    return True
+
+
+async def stop_play_audio(websocket, client_id: str) -> None:
+    """Hard-stop playback on a device (barge-in): cancel the in-flight Opus stream
+    and tell the device to flush.
+
+    Cancelling the server-side stream task is essential: the device sets its
+    "playing" flag on every Opus packet it decodes, so signalling the firmware
+    alone would not stop playback — the next paced packet would resume it. We
+    cancel + await the stream task first (no more packets), then send ``speak-stop``
+    so the device drops its buffered tail and powers the amp down. Best-effort:
+    a dead socket / no active clip is a no-op.
+    """
+    prev = _active_streams.pop(client_id, None)
+    if prev and not prev.done():
+        prev.cancel()
+        try:
+            await prev
+        except asyncio.CancelledError:
+            pass
+        except Exception:  # noqa: BLE001 - prev may fail sending to a dead socket
+            pass
+    try:
+        await websocket.send_json({"type": "speak-stop", "data": {}})
+        logger.info(f"⏹ Sent speak-stop to {client_id}")
+    except Exception as e:  # noqa: BLE001 - device may be gone; nothing to stop
+        logger.debug(f"speak-stop to {client_id} failed (device likely gone): {e}")
diff --git a/backends/advanced/src/advanced_omi_backend/services/device_audio_ingest.py b/backends/advanced/src/advanced_omi_backend/services/device_audio_ingest.py
new file mode 100644
index 00000000..ec450dbf
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/device_audio_ingest.py
@@ -0,0 +1,194 @@
+"""Assemble timestamped ScreenPipe chunks into Chronicle conversation sessions."""
+
+import asyncio
+import tempfile
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+from typing import Any
+
+from beanie import PydanticObjectId
+from starlette.datastructures import UploadFile
+
+from advanced_omi_backend.controllers.audio_controller import (
+    upload_and_process_audio_files,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import DeviceInputItem, utcnow
+from advanced_omi_backend.models.user import User
+
+_SESSION_GAP = timedelta(seconds=60)
+_CLOSE_DELAY = timedelta(seconds=90)
+_MAX_SESSION = timedelta(minutes=30)
+
+
+def _as_utc(value: datetime) -> datetime:
+    """Normalize Mongo's naïve UTC datetimes before ordering or arithmetic."""
+    if value.tzinfo is None:
+        return value.replace(tzinfo=timezone.utc)
+    return value.astimezone(timezone.utc)
+
+
+def group_audio_sessions(items: list[DeviceInputItem]) -> list[list[DeviceInputItem]]:
+    sessions: list[list[DeviceInputItem]] = []
+    for item in sorted(items, key=lambda row: _as_utc(row.captured_at)):
+        if not sessions:
+            sessions.append([item])
+            continue
+        previous = sessions[-1][-1]
+        previous_end = _as_utc(previous.ended_at or previous.captured_at)
+        session_start = _as_utc(sessions[-1][0].captured_at)
+        captured_at = _as_utc(item.captured_at)
+        if (
+            captured_at - previous_end > _SESSION_GAP
+            or captured_at - session_start >= _MAX_SESSION
+        ):
+            sessions.append([item])
+        else:
+            sessions[-1].append(item)
+    return sessions
+
+
+def audio_stream_key(item: DeviceInputItem) -> tuple[str, str, str]:
+    """Keep microphone and system output in independent processing streams."""
+    return (
+        item.user_id,
+        item.source_id,
+        str(item.metadata.get("direction", "unknown")),
+    )
+
+
+async def _mix_session(
+    items: list[DeviceInputItem], workspace: Path, output: Path
+) -> None:
+    start = min(_as_utc(item.captured_at) for item in items)
+    command = ["ffmpeg", "-hide_banner", "-loglevel", "error", "-y"]
+    valid = [item for item in items if item.media_data]
+    if not valid:
+        raise ValueError("session has no available audio data")
+    for index, item in enumerate(valid):
+        suffix = Path(item.media_filename or "chunk.wav").suffix or ".wav"
+        input_path = workspace / f"input-{index}{suffix}"
+        input_path.write_bytes(item.media_data or b"")
+        command.extend(["-i", str(input_path)])
+    chains = []
+    labels = []
+    for index, item in enumerate(valid):
+        delay_ms = max(
+            0, int((_as_utc(item.captured_at) - start).total_seconds() * 1000)
+        )
+        label = f"a{index}"
+        chains.append(
+            f"[{index}:a]aresample=16000,aformat=channel_layouts=mono,adelay={delay_ms}[{label}]"
+        )
+        labels.append(f"[{label}]")
+    chains.append(
+        f"{''.join(labels)}amix=inputs={len(labels)}:duration=longest:normalize=1,alimiter=limit=0.95[out]"
+    )
+    command.extend(
+        [
+            "-filter_complex",
+            ";".join(chains),
+            "-map",
+            "[out]",
+            "-ar",
+            "16000",
+            "-ac",
+            "1",
+            "-c:a",
+            "pcm_s16le",
+            str(output),
+        ]
+    )
+    process = await asyncio.create_subprocess_exec(
+        *command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE
+    )
+    _, stderr = await process.communicate()
+    if process.returncode != 0:
+        raise RuntimeError(
+            f"ffmpeg audio assembly failed: {stderr.decode(errors='replace')[-1000:]}"
+        )
+
+
+async def process_device_audio() -> dict[str, Any]:
+    pending = (
+        await DeviceInputItem.find(
+            DeviceInputItem.kind == "audio",
+            DeviceInputItem.state == "received",
+        )
+        .sort([("source_id", 1), ("captured_at", 1)])
+        .to_list()
+    )
+    by_source: dict[tuple[str, str, str], list[DeviceInputItem]] = {}
+    for item in pending:
+        by_source.setdefault(audio_stream_key(item), []).append(item)
+    processed = 0
+    for (user_id, source_id, direction), source_items in by_source.items():
+        try:
+            user = await User.get(PydanticObjectId(user_id))
+        except Exception:
+            user = None
+        if user is None:
+            continue
+        for session in group_audio_sessions(source_items):
+            session_end = max(
+                _as_utc(item.ended_at or item.captured_at) for item in session
+            )
+            if session_end > utcnow() - _CLOSE_DELAY:
+                continue
+            with tempfile.TemporaryDirectory(
+                prefix="chronicle-screenpipe-"
+            ) as temp_dir:
+                output = (
+                    Path(temp_dir)
+                    / f"screenpipe-{source_id}-{session[0].source_item_id}.wav"
+                )
+                await _mix_session(session, Path(temp_dir), output)
+                with output.open("rb") as handle:
+                    result = await upload_and_process_audio_files(
+                        user,
+                        [UploadFile(file=handle, filename=output.name)],
+                        device_name=f"{source_id}-{direction}",
+                        source="screenpipe",
+                    )
+            if (
+                not isinstance(result, dict)
+                or not result.get("files")
+                or result["files"][0].get("status") != "started"
+            ):
+                continue
+            conversation_id = result["files"][0]["conversation_id"]
+            session_start = min(_as_utc(item.captured_at) for item in session)
+            conversation = await Conversation.find_one(
+                Conversation.conversation_id == conversation_id
+            )
+            if conversation is not None:
+                conversation.created_at = session_start
+                conversation.external_source_id = f"screenpipe:{source_id}:{direction}:{session[0].source_item_id}-{session[-1].source_item_id}"
+                conversation.external_source_type = "screenpipe"
+                await conversation.save()
+            observations = await DeviceInputItem.find(
+                DeviceInputItem.user_id == user_id,
+                DeviceInputItem.source_id == source_id,
+                DeviceInputItem.kind == "observation",
+                DeviceInputItem.captured_at <= session_end,
+                {
+                    "$or": [
+                        {"ended_at": None},
+                        {"ended_at": {"$gte": session_start}},
+                    ]
+                },
+            ).to_list()
+            for observation in observations:
+                if conversation_id not in observation.related_conversation_ids:
+                    observation.related_conversation_ids.append(conversation_id)
+                    observation.related_conversation_ids.sort()
+                    observation.curation = "pending"
+                    await observation.save()
+            for item in session:
+                item.state = "linked"
+                item.conversation_id = conversation_id
+                await item.save()
+                item.media_data = None
+                await item.save()
+            processed += 1
+    return {"pending_chunks": len(pending), "processed_sessions": processed}
diff --git a/backends/advanced/src/advanced_omi_backend/services/device_context.py b/backends/advanced/src/advanced_omi_backend/services/device_context.py
new file mode 100644
index 00000000..7f24119f
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/device_context.py
@@ -0,0 +1,63 @@
+"""Create bounded context requests for completed conversations."""
+
+from datetime import timedelta
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import (
+    CaptureSource,
+    DeviceInputItem,
+    DeviceInputJob,
+)
+
+
+async def request_conversation_context_jobs(conversation: Conversation) -> list[str]:
+    margin = timedelta(minutes=5)
+    start_at = conversation.created_at - margin
+    end_at = (
+        conversation.created_at
+        + timedelta(seconds=conversation.audio_total_duration or 0)
+        + margin
+    )
+    sources = await CaptureSource.find(
+        CaptureSource.user_id == conversation.user_id,
+        CaptureSource.provider == "screenpipe",
+    ).to_list()
+    # Immich discovery is asynchronous; link metadata-only candidates already
+    # known for the same bounded interval without downloading their pixels.
+    immich_items = await DeviceInputItem.find(
+        DeviceInputItem.user_id == conversation.user_id,
+        DeviceInputItem.kind == "immich_memory",
+        DeviceInputItem.captured_at >= start_at,
+        DeviceInputItem.captured_at <= end_at,
+        DeviceInputItem.conversation_id == None,  # noqa: E711
+    ).to_list()
+    for item in immich_items:
+        item.conversation_id = conversation.conversation_id
+        if item.state != "promoted":
+            item.state = "linked"
+        await item.save()
+    jobs: list[str] = []
+    for source in sources:
+        existing = await DeviceInputJob.find_one(
+            {
+                "source_id": source.source_id,
+                "purpose": "conversation_enrichment",
+                "payload.conversation_id": conversation.conversation_id,
+                "status": {"$in": ["pending", "claimed", "complete"]},
+            }
+        )
+        if existing:
+            jobs.append(str(existing.id))
+            continue
+        job = DeviceInputJob(
+            user_id=conversation.user_id,
+            source_id=source.source_id,
+            kind="screen_context",
+            start_at=start_at,
+            end_at=end_at,
+            purpose="conversation_enrichment",
+            payload={"conversation_id": conversation.conversation_id},
+        )
+        await job.insert()
+        jobs.append(str(job.id))
+    return jobs
diff --git a/backends/advanced/src/advanced_omi_backend/services/forced_alignment.py b/backends/advanced/src/advanced_omi_backend/services/forced_alignment.py
new file mode 100644
index 00000000..40937891
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/forced_alignment.py
@@ -0,0 +1,99 @@
+"""Forced-alignment client: synthesize word timestamps from segment text + audio.
+
+Some ASR/diarization providers (e.g. VibeVoice) emit segment-level timestamps and
+text but no per-word timing. Word timings are required to re-attach transcript text
+to freshly re-diarized speaker boundaries (the pyannote "Path A" speaker pipeline).
+
+This calls the running ASR service's ``/align`` endpoint (MMS_FA forced aligner),
+sending the full conversation audio + segment {start, end, text}, and returns
+word dicts with absolute timestamps. Returns [] on any failure so callers can fall
+back to segment-level identification.
+"""
+
+import json
+import logging
+from typing import Dict, List
+from urllib.parse import urlparse, urlunparse
+
+import httpx
+
+from advanced_omi_backend.model_registry import get_models_registry
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+
+logger = logging.getLogger(__name__)
+
+
+def _align_url() -> str:
+    """Derive the ASR service's /align URL from the configured batch STT model."""
+    registry = get_models_registry()
+    model = registry.get_default("stt") if registry else None
+    if not model:
+        return ""
+    base = model.resolved_url()
+    if not base:
+        return ""
+    parsed = urlparse(base)
+    if not parsed.netloc:
+        return ""
+    return urlunparse((parsed.scheme, parsed.netloc, "/align", "", "", ""))
+
+
+async def synthesize_words_via_alignment(
+    conversation_id: str,
+    segments: List[Dict],
+    total_duration: float,
+    timeout: float = 600.0,
+) -> List[Dict]:
+    """Forced-align segment text to conversation audio → word-level timestamps.
+
+    Args:
+        conversation_id: conversation to fetch audio for
+        segments: list of {start, end, text} (speech segments with non-empty text)
+        total_duration: seconds of audio to fetch (cover all segments)
+
+    Returns:
+        List of {word, start, end, confidence} with absolute timestamps, or [] on
+        failure / when no aligner is reachable.
+    """
+    if not segments or total_duration <= 0:
+        return []
+
+    url = _align_url()
+    if not url:
+        logger.warning(
+            "🔤 No /align URL resolvable from batch STT model; skipping alignment"
+        )
+        return []
+
+    try:
+        wav_bytes = await reconstruct_audio_segment(
+            conversation_id, 0.0, total_duration
+        )
+    except Exception as e:
+        logger.warning(f"🔤 Could not fetch audio for alignment: {e}")
+        return []
+
+    seg_payload = [
+        {"start": float(s["start"]), "end": float(s["end"]), "text": s.get("text", "")}
+        for s in segments
+    ]
+
+    try:
+        async with httpx.AsyncClient(timeout=httpx.Timeout(timeout)) as client:
+            resp = await client.post(
+                url,
+                files={"file": ("audio.wav", wav_bytes, "audio/wav")},
+                data={"segments": json.dumps(seg_payload)},
+            )
+            resp.raise_for_status()
+            data = resp.json()
+    except Exception as e:
+        logger.warning(f"🔤 Forced-alignment request to {url} failed: {e}")
+        return []
+
+    words = data.get("words", [])
+    logger.info(
+        f"🔤 Forced alignment returned {len(words)} words "
+        f"({data.get('aligned_segments')}/{data.get('total_segments')} segments aligned)"
+    )
+    return words
diff --git a/backends/advanced/src/advanced_omi_backend/services/immich_discovery.py b/backends/advanced/src/advanced_omi_backend/services/immich_discovery.py
new file mode 100644
index 00000000..b509ff60
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/immich_discovery.py
@@ -0,0 +1,166 @@
+"""Bounded metadata-first discovery of potential Immich memories."""
+
+import hashlib
+import os
+from datetime import datetime, timedelta, timezone
+from typing import Any
+
+import httpx
+from pymongo.errors import DuplicateKeyError
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import (
+    CaptureSource,
+    DeviceInputItem,
+    utcnow,
+)
+
+_DAILY_LIMIT = 12
+_BURST_GAP = timedelta(minutes=15)
+
+
+def _settings() -> tuple[str, str, str] | None:
+    url = os.getenv("IMMICH_URL", "").rstrip("/")
+    key = os.getenv("IMMICH_API_KEY", "")
+    user_id = os.getenv("IMMICH_USER_ID", "")
+    return (url, key, user_id) if url and key and user_id else None
+
+
+def _asset_time(asset: dict[str, Any]) -> datetime | None:
+    raw = asset.get("localDateTime") or asset.get("fileCreatedAt")
+    if not raw:
+        return None
+    value = datetime.fromisoformat(str(raw).replace("Z", "+00:00"))
+    return value if value.tzinfo else value.replace(tzinfo=timezone.utc)
+
+
+def select_candidates(
+    assets: list[dict[str, Any]], limit: int = _DAILY_LIMIT
+) -> list[dict[str, Any]]:
+    """Discard screenshots and collapse camera bursts before any thumbnail work."""
+    eligible = []
+    for asset in assets:
+        name = str(asset.get("originalFileName") or "").lower()
+        if asset.get("type") not in {None, "IMAGE"} or "screenshot" in name:
+            continue
+        captured = _asset_time(asset)
+        if captured:
+            eligible.append((captured, asset))
+    eligible.sort(key=lambda pair: pair[0])
+    selected: list[dict[str, Any]] = []
+    last: datetime | None = None
+    for captured, asset in eligible:
+        if last is not None and captured - last < _BURST_GAP:
+            continue
+        selected.append(asset)
+        last = captured
+        if len(selected) >= limit:
+            break
+    return selected
+
+
+async def scan_immich_memories() -> dict[str, Any]:
+    settings = _settings()
+    if settings is None:
+        return {
+            "status": "disabled",
+            "reason": "IMMICH_URL, IMMICH_API_KEY and IMMICH_USER_ID are required",
+        }
+    url, key, user_id = settings
+    source_id = "immich-default"
+    source = await CaptureSource.find_one(
+        CaptureSource.user_id == user_id, CaptureSource.source_id == source_id
+    )
+    if source is None:
+        source = CaptureSource(
+            user_id=user_id,
+            source_id=source_id,
+            name="Immich",
+            provider="immich",
+            platform="server",
+            token_hash=hashlib.sha256(f"immich:{user_id}".encode()).hexdigest(),
+            capabilities=["photos", "thumbnails"],
+            status="online",
+        )
+        await source.insert()
+
+    newest = await DeviceInputItem.find_one(
+        DeviceInputItem.user_id == user_id,
+        DeviceInputItem.source_id == source_id,
+        sort=[("captured_at", -1)],
+    )
+    since = (
+        newest.captured_at if newest else utcnow() - timedelta(days=2)
+    ) - timedelta(hours=48)
+    page: int | None = 1
+    assets: list[dict[str, Any]] = []
+    async with httpx.AsyncClient(
+        timeout=30, headers={"x-api-key": key, "Accept": "application/json"}
+    ) as client:
+        while page is not None and len(assets) < 1000:
+            response = await client.post(
+                f"{url}/api/search/metadata",
+                json={
+                    "type": "IMAGE",
+                    "takenAfter": since.isoformat(),
+                    "page": page,
+                    "size": 250,
+                },
+            )
+            response.raise_for_status()
+            body = response.json().get("assets", {})
+            assets.extend(body.get("items", []))
+            next_page = body.get("nextPage")
+            page = int(next_page) if next_page is not None else None
+
+    accepted = 0
+    for asset in select_candidates(assets):
+        captured = _asset_time(asset)
+        if captured is None:
+            continue
+        try:
+            await DeviceInputItem(
+                user_id=user_id,
+                source_id=source_id,
+                kind="immich_memory",
+                source_item_id=str(asset["id"]),
+                captured_at=captured,
+                metadata={
+                    "asset_id": asset["id"],
+                    "filename": asset.get("originalFileName"),
+                    "review_state": "candidate",
+                },
+            ).insert()
+            accepted += 1
+        except DuplicateKeyError:
+            pass
+    source.status = "online"
+    source.last_seen_at = utcnow()
+    source.health = {
+        "last_scan_candidates": len(assets),
+        "last_scan_accepted": accepted,
+    }
+    await source.save()
+    # A daily scan may discover photos after the matching conversation has
+    # already completed. Re-run the idempotent bounded linker for recent ones.
+    from advanced_omi_backend.services.device_context import (
+        request_conversation_context_jobs,
+    )
+
+    conversations = await Conversation.find(
+        Conversation.user_id == user_id,
+        Conversation.created_at >= since,
+        Conversation.deleted == False,  # noqa: E712
+    ).to_list()
+    for conversation in conversations:
+        await request_conversation_context_jobs(conversation)
+    if accepted:
+        observations = await DeviceInputItem.find(
+            DeviceInputItem.user_id == user_id,
+            DeviceInputItem.kind == "observation",
+            DeviceInputItem.captured_at >= since - timedelta(minutes=30),
+        ).to_list()
+        for observation in observations:
+            observation.curation = "pending"
+            await observation.save()
+    return {"status": "ok", "assets": len(assets), "accepted": accepted}
diff --git a/backends/advanced/src/advanced_omi_backend/services/job_reaper.py b/backends/advanced/src/advanced_omi_backend/services/job_reaper.py
new file mode 100644
index 00000000..12d0a900
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/job_reaper.py
@@ -0,0 +1,148 @@
+"""Reap orphaned deferred RQ jobs.
+
+A deferred job is *orphaned* when nothing will ever promote it: none of its
+dependencies is still pending — each is either missing from Redis (evicted /
+hard-deleted) or already in a terminal state.
+
+RQ only ever promotes a deferred job from its dependency's success/failure
+handler (``enqueue_dependents``). If that dependency was *deleted* there is no
+completion or failure event to fire, so the dependent — and the whole downstream
+chain hanging off it — sits in the ``DeferredJobRegistry`` forever, with no TTL
+to age it out. It just accumulates on the queue page.
+
+The post-conversation chain's ``Retry`` + ``Dependency(allow_failure=True)`` +
+``on_failure`` recovery covers a dependency that *fails*, not one that *vanishes*
+(a deleted job emits no event at all), so those orphans need a sweep. This module
+is that sweep's logic, shared by:
+
+- the periodic backstop reaper (:mod:`advanced_omi_backend.services.reaper`), and
+- the manual ``scripts/purge_orphaned_deferred_jobs.py`` CLI.
+
+All calls here are synchronous RQ/Redis operations; the async reaper runs them in
+a thread.
+"""
+
+import logging
+import os
+from datetime import datetime, timezone
+from typing import Optional
+
+from rq.exceptions import NoSuchJobError
+from rq.job import Job
+from rq.registry import DeferredJobRegistry
+
+from advanced_omi_backend.controllers.queue_controller import (
+    QUEUE_NAMES,
+    get_job_status_from_rq,
+    get_queue,
+    redis_conn,
+)
+
+logger = logging.getLogger(__name__)
+
+# Dependency states that mean a deferred job could still legitimately be promoted.
+PENDING_STATES = {"queued", "started", "deferred", "scheduled"}
+
+# Don't reap a freshly-deferred job: give RQ's own promotion a wide margin so the
+# sweep can never race a dependent that's about to be enqueued (the dependency
+# just finished but ``enqueue_dependents`` hasn't run yet). Real orphans are
+# hours-to-days old; this only needs to clear that sub-second in-flight window.
+DEFAULT_MIN_AGE_SECS = int(os.getenv("DEFERRED_ORPHAN_MIN_AGE_SECS", "1800"))
+
+
+def _dependency_ids(job: Job) -> list:
+    # RQ loads the job hash's dependency ids into ``_dependency_ids`` on fetch.
+    return list(getattr(job, "_dependency_ids", None) or [])
+
+
+def _job_age_secs(job: Job) -> Optional[float]:
+    created = getattr(job, "created_at", None)
+    if created is None:
+        return None
+    if created.tzinfo is None:
+        created = created.replace(tzinfo=timezone.utc)
+    return (datetime.now(timezone.utc) - created).total_seconds()
+
+
+def _is_orphaned(job: Job) -> tuple[bool, str]:
+    """Return ``(orphaned, reason)``. Orphaned == no dependency is still pending."""
+    deps = _dependency_ids(job)
+    if not deps:
+        # A deferred job with no recorded dependency can never be promoted.
+        return True, "no dependencies recorded"
+    missing, terminal, pending = [], [], []
+    for dep_id in deps:
+        try:
+            dep = Job.fetch(dep_id, connection=redis_conn)
+        except NoSuchJobError:
+            missing.append(dep_id)
+            continue
+        status = get_job_status_from_rq(dep)
+        if status in PENDING_STATES:
+            pending.append(f"{dep_id}={status}")
+        else:
+            terminal.append(f"{dep_id}={status}")
+    if pending:
+        return False, f"live dependency: {pending}"
+    return True, f"missing={missing} terminal={terminal}"
+
+
+def find_orphaned_deferred_jobs(*, min_age_secs: float = DEFAULT_MIN_AGE_SECS) -> list:
+    """Scan every queue's DeferredJobRegistry for orphaned jobs.
+
+    Returns a list of ``(queue_name, job_id, conversation_id, reason)``. Jobs
+    younger than ``min_age_secs`` are skipped so an in-flight chain is never
+    mistaken for an orphan.
+    """
+    orphans = []
+    for queue_name in QUEUE_NAMES:
+        queue = get_queue(queue_name)
+        for job_id in DeferredJobRegistry(queue=queue).get_job_ids():
+            try:
+                job = Job.fetch(job_id, connection=redis_conn)
+            except NoSuchJobError:
+                continue
+            age = _job_age_secs(job)
+            if age is not None and age < min_age_secs:
+                continue
+            orphaned, reason = _is_orphaned(job)
+            if orphaned:
+                conv = (job.meta or {}).get("conversation_id", "?")
+                orphans.append((queue_name, job_id, conv, reason))
+    return orphans
+
+
+def reap_orphaned_deferred_jobs(
+    *, min_age_secs: float = DEFAULT_MIN_AGE_SECS, max_passes: int = 20
+) -> dict:
+    """Delete orphaned deferred jobs and return ``{'deleted': n, 'details': [...]}``.
+
+    Multi-pass because deleting a head orphan turns its dependents into orphans
+    (their dependency is now missing), so we iterate until a pass deletes nothing
+    new or no orphan remains.
+    """
+    deleted: list[dict] = []
+    for _ in range(max_passes):
+        orphans = find_orphaned_deferred_jobs(min_age_secs=min_age_secs)
+        if not orphans:
+            break
+        progressed = False
+        for queue_name, job_id, conv, reason in orphans:
+            try:
+                Job.fetch(job_id, connection=redis_conn).delete(remove_from_queue=True)
+                deleted.append(
+                    {
+                        "queue": queue_name,
+                        "job_id": job_id,
+                        "conversation_id": conv,
+                        "reason": reason,
+                    }
+                )
+                progressed = True
+            except NoSuchJobError:
+                continue
+            except Exception as e:  # noqa: BLE001
+                logger.error(f"Failed to delete orphaned deferred job {job_id}: {e}")
+        if not progressed:
+            break
+    return {"deleted": len(deleted), "details": deleted}
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/__init__.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/__init__.py
deleted file mode 100644
index da675616..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/__init__.py
+++ /dev/null
@@ -1,30 +0,0 @@
-"""Knowledge Graph service for entity and relationship extraction.
-
-This module provides:
-- Entity extraction from conversations using LLM
-- Storage of entities and relationships in Neo4j
-- API for querying knowledge graph (entities, relationships, promises, timeline)
-"""
-
-from .models import (
-    Entity,
-    EntityType,
-    ExtractionResult,
-    Promise,
-    PromiseStatus,
-    Relationship,
-    RelationshipType,
-)
-from .service import KnowledgeGraphService, get_knowledge_graph_service
-
-__all__ = [
-    "Entity",
-    "EntityType",
-    "Relationship",
-    "RelationshipType",
-    "Promise",
-    "PromiseStatus",
-    "ExtractionResult",
-    "KnowledgeGraphService",
-    "get_knowledge_graph_service",
-]
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py
deleted file mode 100644
index a12cd540..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/entity_extractor.py
+++ /dev/null
@@ -1,336 +0,0 @@
-"""LLM-based entity and relationship extraction from conversations.
-
-This module uses the configured LLM provider to extract entities,
-relationships, and promises from conversation transcripts.
-"""
-
-import json
-import logging
-from datetime import datetime, timedelta
-from typing import Any, Dict, List, Optional
-
-from advanced_omi_backend.model_registry import get_models_registry
-from advanced_omi_backend.openai_factory import create_openai_client
-
-from .models import (
-    EntityType,
-    ExtractedEntity,
-    ExtractedPromise,
-    ExtractedRelationship,
-    ExtractionResult,
-    RelationshipType,
-)
-
-logger = logging.getLogger("knowledge_graph")
-
-
-ENTITY_EXTRACTION_PROMPT = """You are an entity extraction system. Extract entities, relationships, and promises from conversation transcripts.
-
-ENTITY TYPES:
-- person: Named individuals (not generic roles)
-- organization: Companies, institutions, groups
-- place: Locations, addresses, venues
-- event: Meetings, appointments, activities with time
-- thing: Products, objects, concepts mentioned
-
-RELATIONSHIP TYPES:
-- works_at: Employment relationship
-- lives_in: Residence
-- knows: Personal connection
-- attended: Participated in event
-- located_at: Place within place
-- part_of: Membership or inclusion
-- related_to: General association
-
-EXTRACTION RULES:
-1. Only extract NAMED entities (not "my friend" but "John")
-2. Use "speaker" as the subject when the user mentions themselves
-3. Extract temporal info for events (dates, times)
-4. Capture promises/commitments with deadlines
-5. Skip filler words, small talk, and vague references
-6. Normalize names (capitalize properly)
-7. Assign appropriate emoji icons to entities
-
-Return a JSON object with this structure:
-{
-  "entities": [
-    {
-      "name": "Entity Name",
-      "type": "person|organization|place|event|thing",
-      "details": "Brief description or context",
-      "icon": "Appropriate emoji",
-      "when": "Time reference for events (optional)"
-    }
-  ],
-  "relationships": [
-    {
-      "subject": "Entity name or 'speaker'",
-      "relation": "works_at|lives_in|knows|attended|located_at|part_of|related_to",
-      "object": "Target entity name"
-    }
-  ],
-  "promises": [
-    {
-      "action": "What was promised",
-      "to": "Person promised to (optional)",
-      "deadline": "When it should be done (optional)"
-    }
-  ]
-}
-
-If no entities, relationships, or promises are found, return empty arrays.
-Only return valid JSON, no additional text."""
-
-
-def _get_entity_extraction_op():
-    """Get resolved LLM operation config for entity extraction."""
-    registry = get_models_registry()
-    if not registry:
-        raise RuntimeError("Model registry not configured")
-    return registry.get_llm_operation("entity_extraction")
-
-
-async def extract_entities_from_transcript(
-    transcript: str,
-    conversation_id: Optional[str] = None,
-    custom_prompt: Optional[str] = None,
-) -> ExtractionResult:
-    """Extract entities, relationships, and promises from a transcript.
-
-    Args:
-        transcript: The conversation transcript text
-        conversation_id: Optional ID of the source conversation
-        custom_prompt: Optional custom prompt to override default
-
-    Returns:
-        ExtractionResult containing extracted entities, relationships, and promises
-    """
-    if not transcript or not transcript.strip():
-        logger.debug("Empty transcript, returning empty extraction result")
-        return ExtractionResult()
-
-    try:
-        from advanced_omi_backend.prompt_registry import get_prompt_registry
-
-        op = _get_entity_extraction_op()
-        if custom_prompt:
-            prompt = custom_prompt
-        else:
-            registry = get_prompt_registry()
-            prompt = await registry.get_prompt("knowledge_graph.entity_extraction")
-
-        client = op.get_client(is_async=True)
-        response = await client.chat.completions.create(
-            **op.to_api_params(),
-            messages=[
-                {"role": "system", "content": prompt},
-                {"role": "user", "content": transcript},
-            ],
-        )
-
-        content = (response.choices[0].message.content or "").strip()
-        if not content:
-            logger.warning("LLM returned empty response for entity extraction")
-            return ExtractionResult()
-
-        return _parse_extraction_response(content)
-
-    except Exception as e:
-        logger.error(f"Entity extraction failed: {e}")
-        return ExtractionResult()
-
-
-def _parse_extraction_response(content: str) -> ExtractionResult:
-    """Parse LLM response into ExtractionResult.
-
-    Args:
-        content: JSON string from LLM response
-
-    Returns:
-        Parsed ExtractionResult
-    """
-    try:
-        # Handle potential </think> tags from some models
-        if "</think>" in content:
-            content = content.split("</think>", 1)[1].strip()
-
-        data = json.loads(content)
-
-        # Parse entities
-        entities = []
-        for e in data.get("entities", []):
-            if isinstance(e, dict) and e.get("name"):
-                entity_type = _normalize_entity_type(e.get("type", "thing"))
-                entities.append(ExtractedEntity(
-                    name=e["name"].strip(),
-                    type=entity_type,
-                    details=e.get("details"),
-                    icon=e.get("icon") or _get_default_icon(entity_type),
-                    when=e.get("when"),
-                ))
-
-        # Parse relationships
-        relationships = []
-        for r in data.get("relationships", []):
-            if isinstance(r, dict) and r.get("subject") and r.get("object"):
-                relationships.append(ExtractedRelationship(
-                    subject=r["subject"].strip(),
-                    relation=_normalize_relation_type(r.get("relation", "related_to")),
-                    object=r["object"].strip(),
-                ))
-
-        # Parse promises
-        promises = []
-        for p in data.get("promises", []):
-            if isinstance(p, dict) and p.get("action"):
-                promises.append(ExtractedPromise(
-                    action=p["action"].strip(),
-                    to=p.get("to"),
-                    deadline=p.get("deadline"),
-                ))
-
-        logger.info(f"Extracted {len(entities)} entities, {len(relationships)} relationships, {len(promises)} promises")
-        return ExtractionResult(
-            entities=entities,
-            relationships=relationships,
-            promises=promises,
-        )
-
-    except json.JSONDecodeError as e:
-        logger.error(f"Failed to parse extraction JSON: {e}")
-        return ExtractionResult()
-    except Exception as e:
-        logger.error(f"Error parsing extraction response: {e}")
-        return ExtractionResult()
-
-
-def _normalize_entity_type(type_str: str) -> str:
-    """Normalize entity type string to valid EntityType value."""
-    type_lower = type_str.lower().strip()
-    type_map = {
-        "person": "person",
-        "people": "person",
-        "individual": "person",
-        "organization": "organization",
-        "company": "organization",
-        "org": "organization",
-        "institution": "organization",
-        "place": "place",
-        "location": "place",
-        "venue": "place",
-        "address": "place",
-        "event": "event",
-        "meeting": "event",
-        "appointment": "event",
-        "activity": "event",
-        "thing": "thing",
-        "object": "thing",
-        "product": "thing",
-        "concept": "thing",
-    }
-    return type_map.get(type_lower, "thing")
-
-
-def _normalize_relation_type(relation_str: str) -> str:
-    """Normalize relationship type string."""
-    relation_lower = relation_str.lower().strip().replace(" ", "_").replace("-", "_")
-    relation_map = {
-        "works_at": "works_at",
-        "employed_at": "works_at",
-        "works_for": "works_at",
-        "lives_in": "lives_in",
-        "resides_in": "lives_in",
-        "knows": "knows",
-        "met": "knows",
-        "friends_with": "knows",
-        "attended": "attended",
-        "participated_in": "attended",
-        "went_to": "attended",
-        "located_at": "located_at",
-        "in": "located_at",
-        "at": "located_at",
-        "part_of": "part_of",
-        "member_of": "part_of",
-        "belongs_to": "part_of",
-        "related_to": "related_to",
-        "associated_with": "related_to",
-        "connected_to": "related_to",
-    }
-    return relation_map.get(relation_lower, "related_to")
-
-
-def _get_default_icon(entity_type: str) -> str:
-    """Get default emoji icon for entity type."""
-    icons = {
-        "person": "👤",
-        "organization": "🏢",
-        "place": "📍",
-        "event": "📅",
-        "thing": "📦",
-        "conversation": "💬",
-        "promise": "✅",
-        "fact": "💡",
-    }
-    return icons.get(entity_type, "📌")
-
-
-def parse_natural_datetime(text: Optional[str], reference_date: Optional[datetime] = None) -> Optional[datetime]:
-    """Parse natural language date/time into datetime.
-
-    Args:
-        text: Natural language time reference (e.g., "next Tuesday 2pm", "Friday")
-        reference_date: Reference date for relative times (defaults to now)
-
-    Returns:
-        Parsed datetime or None if parsing fails
-    """
-    if not text:
-        return None
-
-    reference = reference_date or datetime.utcnow()
-    text_lower = text.lower().strip()
-
-    # Simple patterns - can be extended with dateparser library later
-    weekdays = {
-        "monday": 0, "tuesday": 1, "wednesday": 2, "thursday": 3,
-        "friday": 4, "saturday": 5, "sunday": 6,
-        "mon": 0, "tue": 1, "wed": 2, "thu": 3, "fri": 4, "sat": 5, "sun": 6,
-    }
-
-    try:
-        # Handle "next [weekday]"
-        for day_name, day_num in weekdays.items():
-            if day_name in text_lower:
-                days_ahead = day_num - reference.weekday()
-                if days_ahead <= 0:  # Target day already happened this week
-                    days_ahead += 7
-                if "next" in text_lower:
-                    days_ahead += 7  # "next" means the following week
-                return reference + timedelta(days=days_ahead)
-
-        # Handle "tomorrow"
-        if "tomorrow" in text_lower:
-            return reference + timedelta(days=1)
-
-        # Handle "today"
-        if "today" in text_lower:
-            return reference
-
-        # Handle "in X days/weeks"
-        import re
-        match = re.search(r"in (\d+) (day|week|month)s?", text_lower)
-        if match:
-            num = int(match.group(1))
-            unit = match.group(2)
-            if unit == "day":
-                return reference + timedelta(days=num)
-            elif unit == "week":
-                return reference + timedelta(weeks=num)
-            elif unit == "month":
-                return reference + timedelta(days=num * 30)  # Approximate
-
-        return None
-
-    except Exception as e:
-        logger.debug(f"Could not parse datetime '{text}': {e}")
-        return None
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py
deleted file mode 100644
index c4cf533c..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/models.py
+++ /dev/null
@@ -1,236 +0,0 @@
-"""Pydantic models for Knowledge Graph entities and relationships.
-
-This module defines the data structures used throughout the knowledge graph
-service for storing and retrieving entities, relationships, and promises.
-"""
-
-import uuid
-from datetime import datetime
-from enum import Enum
-from typing import Any, Dict, List, Optional
-
-from pydantic import BaseModel, Field
-
-
-class EntityType(str, Enum):
-    """Supported entity types in the knowledge graph."""
-    PERSON = "person"
-    PLACE = "place"
-    ORGANIZATION = "organization"
-    EVENT = "event"
-    CONVERSATION = "conversation"
-    PROMISE = "promise"
-    FACT = "fact"
-    THING = "thing"  # Generic fallback
-
-
-class RelationshipType(str, Enum):
-    """Supported relationship types between entities."""
-    MENTIONED_IN = "MENTIONED_IN"
-    WORKS_AT = "WORKS_AT"
-    LIVES_IN = "LIVES_IN"
-    KNOWS = "KNOWS"
-    PROMISED_TO = "PROMISED_TO"
-    EXTRACTED_FROM = "EXTRACTED_FROM"
-    ABOUT = "ABOUT"
-    ATTENDED = "ATTENDED"
-    LOCATED_AT = "LOCATED_AT"
-    PART_OF = "PART_OF"
-    RELATED_TO = "RELATED_TO"
-
-
-class PromiseStatus(str, Enum):
-    """Status of a promise/task."""
-    PENDING = "pending"
-    IN_PROGRESS = "in_progress"
-    COMPLETED = "completed"
-    CANCELLED = "cancelled"
-    OVERDUE = "overdue"
-
-
-class Entity(BaseModel):
-    """Represents an entity in the knowledge graph.
-
-    Entities are nodes in the graph representing people, places, events, etc.
-    Each entity belongs to a specific user and can have relationships with
-    other entities.
-    """
-    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
-    name: str
-    type: EntityType
-    user_id: str
-    details: Optional[str] = None
-    icon: Optional[str] = None  # Emoji for display
-    embedding: Optional[List[float]] = None  # For semantic search
-    metadata: Dict[str, Any] = Field(default_factory=dict)
-    created_at: datetime = Field(default_factory=datetime.utcnow)
-    updated_at: datetime = Field(default_factory=datetime.utcnow)
-
-    # Type-specific fields
-    location: Optional[Dict[str, float]] = None  # For Place: {lat, lon}
-    start_time: Optional[datetime] = None  # For Event
-    end_time: Optional[datetime] = None  # For Event
-    conversation_id: Optional[str] = None  # For Conversation entity
-
-    # Populated when fetching with relationships
-    relationships: Optional[List["Relationship"]] = None
-    relationship_count: Optional[int] = None
-
-    class Config:
-        use_enum_values = True
-
-    def to_dict(self) -> Dict[str, Any]:
-        """Convert to dictionary for JSON serialization."""
-        data = {
-            "id": self.id,
-            "name": self.name,
-            "type": self.type,
-            "user_id": self.user_id,
-            "details": self.details,
-            "icon": self.icon,
-            "metadata": self.metadata,
-            "created_at": self.created_at.isoformat() if self.created_at else None,
-            "updated_at": self.updated_at.isoformat() if self.updated_at else None,
-        }
-        if self.location:
-            data["location"] = self.location
-        if self.start_time:
-            data["start_time"] = self.start_time.isoformat()
-        if self.end_time:
-            data["end_time"] = self.end_time.isoformat()
-        if self.conversation_id:
-            data["conversation_id"] = self.conversation_id
-        if self.relationships is not None:
-            data["relationships"] = [r.to_dict() for r in self.relationships]
-        if self.relationship_count is not None:
-            data["relationship_count"] = self.relationship_count
-        return data
-
-
-class Relationship(BaseModel):
-    """Represents a relationship between two entities.
-
-    Relationships are edges in the graph connecting entities with
-    typed connections (e.g., WORKS_AT, KNOWS, MENTIONED_IN).
-    """
-    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
-    type: RelationshipType
-    source_id: str  # Entity ID
-    target_id: str  # Entity ID
-    user_id: str
-    context: Optional[str] = None  # Additional context about the relationship
-    timestamp: Optional[datetime] = None  # When was this relationship established
-    metadata: Dict[str, Any] = Field(default_factory=dict)
-    created_at: datetime = Field(default_factory=datetime.utcnow)
-
-    # For start/end dates on temporal relationships
-    start_date: Optional[datetime] = None
-    end_date: Optional[datetime] = None
-
-    # Populated when fetching relationships
-    source_entity: Optional[Entity] = None
-    target_entity: Optional[Entity] = None
-
-    class Config:
-        use_enum_values = True
-
-    def to_dict(self) -> Dict[str, Any]:
-        """Convert to dictionary for JSON serialization."""
-        data = {
-            "id": self.id,
-            "type": self.type,
-            "source_id": self.source_id,
-            "target_id": self.target_id,
-            "user_id": self.user_id,
-            "context": self.context,
-            "timestamp": self.timestamp.isoformat() if self.timestamp else None,
-            "metadata": self.metadata,
-            "created_at": self.created_at.isoformat() if self.created_at else None,
-        }
-        if self.start_date:
-            data["start_date"] = self.start_date.isoformat()
-        if self.end_date:
-            data["end_date"] = self.end_date.isoformat()
-        if self.source_entity:
-            data["source_entity"] = self.source_entity.to_dict()
-        if self.target_entity:
-            data["target_entity"] = self.target_entity.to_dict()
-        return data
-
-
-class Promise(BaseModel):
-    """Represents a promise or task extracted from conversations.
-
-    Promises are commitments made during conversations that can be
-    tracked and followed up on.
-    """
-    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
-    user_id: str
-    action: str  # What was promised
-    to_entity_id: Optional[str] = None  # Who the promise was made to
-    to_entity_name: Optional[str] = None  # Name for display
-    status: PromiseStatus = PromiseStatus.PENDING
-    due_date: Optional[datetime] = None
-    completed_at: Optional[datetime] = None
-    source_conversation_id: Optional[str] = None  # Where this was extracted from
-    context: Optional[str] = None  # Additional context
-    metadata: Dict[str, Any] = Field(default_factory=dict)
-    created_at: datetime = Field(default_factory=datetime.utcnow)
-    updated_at: datetime = Field(default_factory=datetime.utcnow)
-
-    class Config:
-        use_enum_values = True
-
-    def to_dict(self) -> Dict[str, Any]:
-        """Convert to dictionary for JSON serialization."""
-        return {
-            "id": self.id,
-            "user_id": self.user_id,
-            "action": self.action,
-            "to_entity_id": self.to_entity_id,
-            "to_entity_name": self.to_entity_name,
-            "status": self.status,
-            "due_date": self.due_date.isoformat() if self.due_date else None,
-            "completed_at": self.completed_at.isoformat() if self.completed_at else None,
-            "source_conversation_id": self.source_conversation_id,
-            "context": self.context,
-            "metadata": self.metadata,
-            "created_at": self.created_at.isoformat() if self.created_at else None,
-            "updated_at": self.updated_at.isoformat() if self.updated_at else None,
-        }
-
-
-class ExtractedEntity(BaseModel):
-    """Entity as extracted by LLM before Neo4j storage."""
-    name: str
-    type: str  # Will be validated against EntityType
-    details: Optional[str] = None
-    icon: Optional[str] = None
-    # For events
-    when: Optional[str] = None  # Natural language time reference
-
-
-class ExtractedRelationship(BaseModel):
-    """Relationship as extracted by LLM."""
-    subject: str  # Entity name or "speaker"
-    relation: str  # Relationship type
-    object: str  # Entity name
-
-
-class ExtractedPromise(BaseModel):
-    """Promise as extracted by LLM."""
-    action: str
-    to: Optional[str] = None  # Entity name
-    deadline: Optional[str] = None  # Natural language deadline
-
-
-class ExtractionResult(BaseModel):
-    """Result of entity extraction from a conversation."""
-    entities: List[ExtractedEntity] = Field(default_factory=list)
-    relationships: List[ExtractedRelationship] = Field(default_factory=list)
-    promises: List[ExtractedPromise] = Field(default_factory=list)
-
-    # Populated after storage
-    stored_entity_ids: List[str] = Field(default_factory=list)
-    stored_relationship_ids: List[str] = Field(default_factory=list)
-    stored_promise_ids: List[str] = Field(default_factory=list)
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/queries.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/queries.py
deleted file mode 100644
index bd42be9f..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/queries.py
+++ /dev/null
@@ -1,328 +0,0 @@
-"""Cypher query templates for Knowledge Graph operations.
-
-This module contains all Cypher queries used by the KnowledgeGraphService
-for CRUD operations on entities, relationships, and promises in Neo4j.
-"""
-
-# =============================================================================
-# ENTITY QUERIES
-# =============================================================================
-
-CREATE_ENTITY = """
-MERGE (e:Entity {id: $id})
-SET e.name = $name,
-    e.type = $type,
-    e.user_id = $user_id,
-    e.details = $details,
-    e.icon = $icon,
-    e.metadata = $metadata,
-    e.created_at = datetime($created_at),
-    e.updated_at = datetime($updated_at)
-WITH e
-CALL apoc.do.when(
-    $type = 'person',
-    'SET e:Person RETURN e',
-    'RETURN e',
-    {e: e}
-) YIELD value AS v1
-CALL apoc.do.when(
-    $type = 'place',
-    'SET e:Place, e.location = $location RETURN e',
-    'RETURN e',
-    {e: e, location: $location}
-) YIELD value AS v2
-CALL apoc.do.when(
-    $type = 'organization',
-    'SET e:Organization RETURN e',
-    'RETURN e',
-    {e: e}
-) YIELD value AS v3
-CALL apoc.do.when(
-    $type = 'event',
-    'SET e:Event, e.start_time = datetime($start_time), e.end_time = datetime($end_time) RETURN e',
-    'RETURN e',
-    {e: e, start_time: $start_time, end_time: $end_time}
-) YIELD value AS v4
-CALL apoc.do.when(
-    $type = 'conversation',
-    'SET e:Conversation, e.conversation_id = $conversation_id RETURN e',
-    'RETURN e',
-    {e: e, conversation_id: $conversation_id}
-) YIELD value AS v5
-CALL apoc.do.when(
-    $type = 'promise',
-    'SET e:Promise RETURN e',
-    'RETURN e',
-    {e: e}
-) YIELD value AS v6
-CALL apoc.do.when(
-    $type = 'fact',
-    'SET e:Fact RETURN e',
-    'RETURN e',
-    {e: e}
-) YIELD value AS v7
-RETURN e
-"""
-
-# Simpler version without APOC for basic installations
-CREATE_ENTITY_SIMPLE = """
-MERGE (e:Entity {id: $id})
-SET e.name = $name,
-    e.type = $type,
-    e.user_id = $user_id,
-    e.details = $details,
-    e.icon = $icon,
-    e.metadata = $metadata,
-    e.created_at = datetime($created_at),
-    e.updated_at = datetime($updated_at),
-    e.location = $location,
-    e.start_time = CASE WHEN $start_time IS NOT NULL THEN datetime($start_time) ELSE NULL END,
-    e.end_time = CASE WHEN $end_time IS NOT NULL THEN datetime($end_time) ELSE NULL END,
-    e.conversation_id = $conversation_id
-RETURN e
-"""
-
-GET_ENTITY_BY_ID = """
-MATCH (e:Entity {id: $id, user_id: $user_id})
-OPTIONAL MATCH (e)-[r]-()
-RETURN e, count(r) as relationship_count
-"""
-
-GET_ENTITIES_BY_USER = """
-MATCH (e:Entity {user_id: $user_id})
-WHERE $type IS NULL OR e.type = $type
-OPTIONAL MATCH (e)-[r]-()
-WITH e, count(r) as relationship_count
-RETURN e, relationship_count
-ORDER BY e.updated_at DESC
-LIMIT $limit
-"""
-
-SEARCH_ENTITIES_BY_NAME = """
-MATCH (e:Entity {user_id: $user_id})
-WHERE toLower(e.name) CONTAINS toLower($query)
-   OR ($query IS NOT NULL AND e.details IS NOT NULL AND toLower(e.details) CONTAINS toLower($query))
-OPTIONAL MATCH (e)-[r]-()
-WITH e, count(r) as relationship_count
-RETURN e, relationship_count
-ORDER BY e.updated_at DESC
-LIMIT $limit
-"""
-
-FIND_ENTITY_BY_NAME = """
-MATCH (e:Entity {user_id: $user_id})
-WHERE toLower(e.name) = toLower($name)
-RETURN e
-LIMIT 1
-"""
-
-DELETE_ENTITY = """
-MATCH (e:Entity {id: $id, user_id: $user_id})
-DETACH DELETE e
-RETURN count(e) as deleted_count
-"""
-
-UPDATE_ENTITY = """
-MATCH (e:Entity {id: $id, user_id: $user_id})
-SET e.name = COALESCE($name, e.name),
-    e.details = COALESCE($details, e.details),
-    e.icon = COALESCE($icon, e.icon),
-    e.metadata = COALESCE($metadata, e.metadata),
-    e.updated_at = datetime()
-RETURN e
-"""
-
-# =============================================================================
-# RELATIONSHIP QUERIES
-# =============================================================================
-
-CREATE_RELATIONSHIP = """
-MATCH (source:Entity {id: $source_id, user_id: $user_id})
-MATCH (target:Entity {id: $target_id, user_id: $user_id})
-MERGE (source)-[r:RELATED_TO {id: $id}]->(target)
-SET r.type = $type,
-    r.user_id = $user_id,
-    r.context = $context,
-    r.timestamp = CASE WHEN $timestamp IS NOT NULL THEN datetime($timestamp) ELSE NULL END,
-    r.start_date = CASE WHEN $start_date IS NOT NULL THEN datetime($start_date) ELSE NULL END,
-    r.end_date = CASE WHEN $end_date IS NOT NULL THEN datetime($end_date) ELSE NULL END,
-    r.metadata = $metadata,
-    r.created_at = datetime($created_at)
-RETURN r, source, target
-"""
-
-GET_ENTITY_RELATIONSHIPS = """
-MATCH (e:Entity {id: $entity_id, user_id: $user_id})
-OPTIONAL MATCH (e)-[r]->(target:Entity)
-OPTIONAL MATCH (source:Entity)-[r2]->(e)
-WITH e,
-     collect(DISTINCT {rel: r, target: target, direction: 'outgoing'}) as outgoing,
-     collect(DISTINCT {rel: r2, source: source, direction: 'incoming'}) as incoming
-RETURN e, outgoing, incoming
-"""
-
-GET_RELATIONSHIPS_BETWEEN = """
-MATCH (source:Entity {id: $source_id, user_id: $user_id})
-MATCH (target:Entity {id: $target_id, user_id: $user_id})
-MATCH (source)-[r]->(target)
-RETURN r, source, target
-"""
-
-DELETE_RELATIONSHIP = """
-MATCH ()-[r {id: $id}]->()
-WHERE r.user_id = $user_id
-DELETE r
-RETURN count(r) as deleted_count
-"""
-
-# =============================================================================
-# PROMISE QUERIES
-# =============================================================================
-
-CREATE_PROMISE = """
-MERGE (p:Promise:Entity {id: $id})
-SET p.user_id = $user_id,
-    p.action = $action,
-    p.name = $action,
-    p.type = 'promise',
-    p.to_entity_id = $to_entity_id,
-    p.to_entity_name = $to_entity_name,
-    p.status = $status,
-    p.due_date = CASE WHEN $due_date IS NOT NULL THEN datetime($due_date) ELSE NULL END,
-    p.completed_at = CASE WHEN $completed_at IS NOT NULL THEN datetime($completed_at) ELSE NULL END,
-    p.source_conversation_id = $source_conversation_id,
-    p.context = $context,
-    p.metadata = $metadata,
-    p.created_at = datetime($created_at),
-    p.updated_at = datetime($updated_at)
-WITH p
-OPTIONAL MATCH (target:Entity {id: $to_entity_id, user_id: $user_id})
-FOREACH (_ IN CASE WHEN target IS NOT NULL THEN [1] ELSE [] END |
-    MERGE (p)-[:PROMISED_TO]->(target)
-)
-OPTIONAL MATCH (conv:Entity {conversation_id: $source_conversation_id, user_id: $user_id})
-FOREACH (_ IN CASE WHEN conv IS NOT NULL THEN [1] ELSE [] END |
-    MERGE (p)-[:EXTRACTED_FROM]->(conv)
-)
-RETURN p
-"""
-
-GET_PROMISES_BY_USER = """
-MATCH (p:Promise {user_id: $user_id})
-WHERE $status IS NULL OR p.status = $status
-OPTIONAL MATCH (p)-[:PROMISED_TO]->(target:Entity)
-RETURN p, target
-ORDER BY
-    CASE WHEN p.due_date IS NOT NULL THEN p.due_date ELSE datetime('9999-12-31') END ASC,
-    p.created_at DESC
-LIMIT $limit
-"""
-
-GET_PROMISE_BY_ID = """
-MATCH (p:Promise {id: $id, user_id: $user_id})
-OPTIONAL MATCH (p)-[:PROMISED_TO]->(target:Entity)
-OPTIONAL MATCH (p)-[:EXTRACTED_FROM]->(conv:Entity)
-RETURN p, target, conv
-"""
-
-UPDATE_PROMISE_STATUS = """
-MATCH (p:Promise {id: $id, user_id: $user_id})
-SET p.status = $status,
-    p.updated_at = datetime(),
-    p.completed_at = CASE WHEN $status = 'completed' THEN datetime() ELSE p.completed_at END
-RETURN p
-"""
-
-DELETE_PROMISE = """
-MATCH (p:Promise {id: $id, user_id: $user_id})
-DETACH DELETE p
-RETURN count(p) as deleted_count
-"""
-
-# =============================================================================
-# TIMELINE QUERIES
-# =============================================================================
-
-GET_TIMELINE = """
-MATCH (e:Entity {user_id: $user_id})
-WHERE (e.start_time IS NOT NULL AND e.start_time >= datetime($start) AND e.start_time <= datetime($end))
-   OR (e.created_at >= datetime($start) AND e.created_at <= datetime($end))
-OPTIONAL MATCH (e)-[r]-()
-WITH e, count(r) as relationship_count
-RETURN e, relationship_count
-ORDER BY COALESCE(e.start_time, e.created_at) ASC
-LIMIT $limit
-"""
-
-# =============================================================================
-# CONVERSATION ENTITY QUERIES
-# =============================================================================
-
-CREATE_CONVERSATION_ENTITY = """
-MERGE (c:Conversation:Entity {conversation_id: $conversation_id, user_id: $user_id})
-SET c.id = COALESCE(c.id, $id),
-    c.name = $name,
-    c.type = 'conversation',
-    c.details = $details,
-    c.metadata = $metadata,
-    c.created_at = COALESCE(c.created_at, datetime($created_at)),
-    c.updated_at = datetime($updated_at)
-RETURN c
-"""
-
-LINK_ENTITY_TO_CONVERSATION = """
-MATCH (e:Entity {id: $entity_id, user_id: $user_id})
-MATCH (c:Conversation {conversation_id: $conversation_id, user_id: $user_id})
-MERGE (e)-[r:MENTIONED_IN {id: $rel_id}]->(c)
-SET r.timestamp = datetime($timestamp),
-    r.context = $context,
-    r.user_id = $user_id,
-    r.created_at = datetime()
-RETURN r
-"""
-
-GET_ENTITIES_FROM_CONVERSATION = """
-MATCH (e:Entity)-[:MENTIONED_IN]->(c:Conversation {conversation_id: $conversation_id, user_id: $user_id})
-RETURN e
-ORDER BY e.name
-"""
-
-# =============================================================================
-# GRAPH QUERIES
-# =============================================================================
-
-GET_ENTITY_GRAPH = """
-MATCH (center:Entity {id: $entity_id, user_id: $user_id})
-OPTIONAL MATCH path = (center)-[r*1..2]-(connected:Entity)
-WHERE connected.user_id = $user_id
-WITH center, collect(DISTINCT connected) as connected_nodes,
-     collect(DISTINCT relationships(path)) as rels
-RETURN center, connected_nodes, rels
-"""
-
-GET_USER_GRAPH = """
-MATCH (e:Entity {user_id: $user_id})
-OPTIONAL MATCH (e)-[r]->(e2:Entity {user_id: $user_id})
-WITH collect(DISTINCT e) as nodes, collect(DISTINCT {source: startNode(r).id, target: endNode(r).id, type: type(r), properties: properties(r)}) as edges
-RETURN nodes, edges
-LIMIT $limit
-"""
-
-# =============================================================================
-# CLEANUP QUERIES
-# =============================================================================
-
-DELETE_USER_ENTITIES = """
-MATCH (e:Entity {user_id: $user_id})
-DETACH DELETE e
-RETURN count(e) as deleted_count
-"""
-
-DELETE_CONVERSATION_ENTITIES = """
-MATCH (e:Entity)-[:MENTIONED_IN]->(c:Conversation {conversation_id: $conversation_id, user_id: $user_id})
-DETACH DELETE e
-WITH count(e) as entity_count
-MATCH (c:Conversation {conversation_id: $conversation_id, user_id: $user_id})
-DETACH DELETE c
-RETURN entity_count + count(c) as deleted_count
-"""
diff --git a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py b/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py
deleted file mode 100644
index 5f13508d..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/knowledge_graph/service.py
+++ /dev/null
@@ -1,878 +0,0 @@
-"""Knowledge Graph Service for entity and relationship management.
-
-This module provides the main service for:
-- Extracting entities and relationships from conversations
-- Storing and retrieving entities from Neo4j
-- Managing promises and tracking their status
-- Querying the knowledge graph
-"""
-
-import logging
-import os
-import threading
-import uuid
-from datetime import datetime
-from typing import Any, Dict, List, Optional
-
-from ..neo4j_client import Neo4jClient, Neo4jReadInterface, Neo4jWriteInterface
-from . import queries
-from .entity_extractor import extract_entities_from_transcript, parse_natural_datetime
-from .models import (
-    Entity,
-    EntityType,
-    ExtractionResult,
-    Promise,
-    PromiseStatus,
-    Relationship,
-    RelationshipType,
-)
-
-logger = logging.getLogger("knowledge_graph")
-
-# Global service instance
-_knowledge_graph_service: Optional["KnowledgeGraphService"] = None
-_service_lock = threading.Lock()
-
-
-class KnowledgeGraphService:
-    """Service for managing knowledge graph entities and relationships.
-
-    This service handles:
-    - Entity extraction from conversation transcripts
-    - CRUD operations on entities and relationships
-    - Promise tracking and management
-    - Graph queries (timeline, search, related entities)
-    """
-
-    def __init__(
-        self,
-        neo4j_uri: Optional[str] = None,
-        neo4j_user: Optional[str] = None,
-        neo4j_password: Optional[str] = None,
-    ):
-        """Initialize the knowledge graph service.
-
-        Args:
-            neo4j_uri: Neo4j connection URI (defaults to env var)
-            neo4j_user: Neo4j username (defaults to env var)
-            neo4j_password: Neo4j password (defaults to env var)
-        """
-        # Construct URI from host if URI not provided
-        if neo4j_uri:
-            self.neo4j_uri = neo4j_uri
-        elif os.getenv("NEO4J_URI"):
-            self.neo4j_uri = os.getenv("NEO4J_URI")
-        else:
-            neo4j_host = os.getenv("NEO4J_HOST", "neo4j")
-            self.neo4j_uri = f"bolt://{neo4j_host}:7687"
-
-        self.neo4j_user = neo4j_user or os.getenv("NEO4J_USER", "neo4j")
-        self.neo4j_password = neo4j_password or os.getenv("NEO4J_PASSWORD", "password")
-
-        self._client: Optional[Neo4jClient] = None
-        self._read: Optional[Neo4jReadInterface] = None
-        self._write: Optional[Neo4jWriteInterface] = None
-        self._initialized = False
-
-    def _ensure_initialized(self) -> None:
-        """Ensure Neo4j client is initialized."""
-        if not self._initialized:
-            self._client = Neo4jClient(
-                uri=self.neo4j_uri,
-                user=self.neo4j_user,
-                password=self.neo4j_password,
-            )
-            self._read = Neo4jReadInterface(self._client)
-            self._write = Neo4jWriteInterface(self._client)
-            self._initialized = True
-            logger.info("Knowledge Graph Service initialized with Neo4j connection")
-
-    # =========================================================================
-    # CONVERSATION PROCESSING
-    # =========================================================================
-
-    async def process_conversation(
-        self,
-        conversation_id: str,
-        transcript: str,
-        user_id: str,
-        conversation_name: Optional[str] = None,
-    ) -> Dict[str, Any]:
-        """Process a conversation to extract and store entities.
-
-        This is the main entry point called from memory jobs after
-        memory extraction completes.
-
-        Args:
-            conversation_id: Unique ID of the conversation
-            transcript: Full conversation transcript
-            user_id: User who owns the conversation
-            conversation_name: Optional display name for the conversation
-
-        Returns:
-            Dictionary with extraction and storage results
-        """
-        self._ensure_initialized()
-
-        if not transcript or not transcript.strip():
-            logger.debug(f"Empty transcript for conversation {conversation_id}")
-            return {"entities": 0, "relationships": 0, "promises": 0}
-
-        try:
-            # Extract entities using LLM
-            extraction = await extract_entities_from_transcript(
-                transcript=transcript,
-                conversation_id=conversation_id,
-            )
-
-            if not extraction.entities and not extraction.promises:
-                logger.debug(f"No entities extracted from conversation {conversation_id}")
-                return {"entities": 0, "relationships": 0, "promises": 0}
-
-            # Create conversation entity node
-            conv_entity_id = await self._create_conversation_entity(
-                conversation_id=conversation_id,
-                user_id=user_id,
-                name=conversation_name or f"Conversation {conversation_id[:8]}",
-            )
-
-            # Store extracted entities
-            entity_id_map = await self._store_entities(
-                extraction=extraction,
-                user_id=user_id,
-                conversation_id=conversation_id,
-            )
-
-            # Store relationships
-            rel_count = await self._store_relationships(
-                extraction=extraction,
-                user_id=user_id,
-                entity_id_map=entity_id_map,
-                conversation_id=conversation_id,
-            )
-
-            # Store promises
-            promise_count = await self._store_promises(
-                extraction=extraction,
-                user_id=user_id,
-                entity_id_map=entity_id_map,
-                conversation_id=conversation_id,
-            )
-
-            # Link entities to conversation
-            await self._link_entities_to_conversation(
-                entity_ids=list(entity_id_map.values()),
-                conversation_id=conversation_id,
-                user_id=user_id,
-            )
-
-            logger.info(
-                f"Processed conversation {conversation_id}: "
-                f"{len(entity_id_map)} entities, {rel_count} relationships, {promise_count} promises"
-            )
-
-            return {
-                "entities": len(entity_id_map),
-                "relationships": rel_count,
-                "promises": promise_count,
-                "entity_ids": list(entity_id_map.values()),
-            }
-
-        except Exception as e:
-            logger.error(f"Error processing conversation {conversation_id}: {e}")
-            return {"entities": 0, "relationships": 0, "promises": 0, "error": str(e)}
-
-    async def _create_conversation_entity(
-        self,
-        conversation_id: str,
-        user_id: str,
-        name: str,
-    ) -> str:
-        """Create or update a conversation entity node."""
-        entity_id = str(uuid.uuid4())
-        now = datetime.utcnow().isoformat()
-
-        params = {
-            "id": entity_id,
-            "conversation_id": conversation_id,
-            "user_id": user_id,
-            "name": name,
-            "details": None,
-            "metadata": "{}",
-            "created_at": now,
-            "updated_at": now,
-        }
-
-        self._write.run(queries.CREATE_CONVERSATION_ENTITY, **params)
-        return entity_id
-
-    async def _store_entities(
-        self,
-        extraction: ExtractionResult,
-        user_id: str,
-        conversation_id: str,
-    ) -> Dict[str, str]:
-        """Store extracted entities in Neo4j.
-
-        Returns:
-            Mapping of entity name (lowercase) to entity ID
-        """
-        entity_id_map: Dict[str, str] = {}
-        now = datetime.utcnow().isoformat()
-
-        for extracted in extraction.entities:
-            # Check if entity already exists for this user
-            existing = self._find_entity_by_name(extracted.name, user_id)
-            if existing:
-                entity_id_map[extracted.name.lower()] = existing["id"]
-                continue
-
-            entity_id = str(uuid.uuid4())
-
-            # Parse event times if present
-            start_time = None
-            end_time = None
-            if extracted.type == "event" and extracted.when:
-                start_time = parse_natural_datetime(extracted.when)
-                if start_time:
-                    start_time = start_time.isoformat()
-
-            params = {
-                "id": entity_id,
-                "name": extracted.name,
-                "type": extracted.type,
-                "user_id": user_id,
-                "details": extracted.details,
-                "icon": extracted.icon,
-                "metadata": "{}",
-                "created_at": now,
-                "updated_at": now,
-                "location": None,
-                "start_time": start_time,
-                "end_time": end_time,
-                "conversation_id": None,
-            }
-
-            self._write.run(queries.CREATE_ENTITY_SIMPLE, **params)
-            entity_id_map[extracted.name.lower()] = entity_id
-            extraction.stored_entity_ids.append(entity_id)
-
-        return entity_id_map
-
-    async def _store_relationships(
-        self,
-        extraction: ExtractionResult,
-        user_id: str,
-        entity_id_map: Dict[str, str],
-        conversation_id: str,
-    ) -> int:
-        """Store extracted relationships in Neo4j."""
-        count = 0
-        now = datetime.utcnow().isoformat()
-
-        for rel in extraction.relationships:
-            # Handle "speaker" as a special case - could be linked to user profile
-            source_name = rel.subject.lower()
-            target_name = rel.object.lower()
-
-            # Skip if we don't have both entities
-            if source_name not in entity_id_map and source_name != "speaker":
-                continue
-            if target_name not in entity_id_map:
-                continue
-
-            # For "speaker", we could create a user entity or skip
-            if source_name == "speaker":
-                # For now, skip speaker relationships - could be enhanced later
-                continue
-
-            rel_id = str(uuid.uuid4())
-
-            params = {
-                "id": rel_id,
-                "source_id": entity_id_map[source_name],
-                "target_id": entity_id_map[target_name],
-                "type": rel.relation.upper(),
-                "user_id": user_id,
-                "context": None,
-                "timestamp": now,
-                "start_date": None,
-                "end_date": None,
-                "metadata": "{}",
-                "created_at": now,
-            }
-
-            self._write.run(queries.CREATE_RELATIONSHIP, **params)
-            extraction.stored_relationship_ids.append(rel_id)
-            count += 1
-
-        return count
-
-    async def _store_promises(
-        self,
-        extraction: ExtractionResult,
-        user_id: str,
-        entity_id_map: Dict[str, str],
-        conversation_id: str,
-    ) -> int:
-        """Store extracted promises in Neo4j."""
-        count = 0
-        now = datetime.utcnow().isoformat()
-
-        for promise in extraction.promises:
-            promise_id = str(uuid.uuid4())
-
-            # Find target entity if specified
-            to_entity_id = None
-            to_entity_name = promise.to
-            if promise.to:
-                to_entity_id = entity_id_map.get(promise.to.lower())
-
-            # Parse deadline
-            due_date = None
-            if promise.deadline:
-                parsed = parse_natural_datetime(promise.deadline)
-                if parsed:
-                    due_date = parsed.isoformat()
-
-            params = {
-                "id": promise_id,
-                "user_id": user_id,
-                "action": promise.action,
-                "to_entity_id": to_entity_id,
-                "to_entity_name": to_entity_name,
-                "status": PromiseStatus.PENDING.value,
-                "due_date": due_date,
-                "completed_at": None,
-                "source_conversation_id": conversation_id,
-                "context": None,
-                "metadata": "{}",
-                "created_at": now,
-                "updated_at": now,
-            }
-
-            self._write.run(queries.CREATE_PROMISE, **params)
-            extraction.stored_promise_ids.append(promise_id)
-            count += 1
-
-        return count
-
-    async def _link_entities_to_conversation(
-        self,
-        entity_ids: List[str],
-        conversation_id: str,
-        user_id: str,
-    ) -> None:
-        """Link entities to their source conversation."""
-        now = datetime.utcnow().isoformat()
-
-        for entity_id in entity_ids:
-            params = {
-                "entity_id": entity_id,
-                "conversation_id": conversation_id,
-                "user_id": user_id,
-                "rel_id": str(uuid.uuid4()),
-                "timestamp": now,
-                "context": None,
-            }
-            self._write.run(queries.LINK_ENTITY_TO_CONVERSATION, **params)
-
-    def _find_entity_by_name(self, name: str, user_id: str) -> Optional[Dict[str, Any]]:
-        """Find existing entity by name for a user."""
-        results = self._read.run(
-            queries.FIND_ENTITY_BY_NAME,
-            name=name,
-            user_id=user_id,
-        )
-        if results:
-            return dict(results[0]["e"])
-        return None
-
-    # =========================================================================
-    # ENTITY CRUD
-    # =========================================================================
-
-    async def get_entities(
-        self,
-        user_id: str,
-        entity_type: Optional[str] = None,
-        limit: int = 100,
-    ) -> List[Entity]:
-        """Get entities for a user, optionally filtered by type.
-
-        Args:
-            user_id: User ID to filter by
-            entity_type: Optional entity type filter
-            limit: Maximum number of entities to return
-
-        Returns:
-            List of Entity objects
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.GET_ENTITIES_BY_USER,
-            user_id=user_id,
-            type=entity_type,
-            limit=limit,
-        )
-
-        entities = []
-        for row in results:
-            entity_data = dict(row["e"])
-            entity_data["relationship_count"] = row.get("relationship_count", 0)
-            entities.append(self._row_to_entity(entity_data))
-
-        return entities
-
-    async def get_entity(
-        self,
-        entity_id: str,
-        user_id: str,
-    ) -> Optional[Entity]:
-        """Get a single entity by ID.
-
-        Args:
-            entity_id: Entity UUID
-            user_id: User ID for permission check
-
-        Returns:
-            Entity object or None if not found
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.GET_ENTITY_BY_ID,
-            id=entity_id,
-            user_id=user_id,
-        )
-
-        if not results:
-            return None
-
-        entity_data = dict(results[0]["e"])
-        entity_data["relationship_count"] = results[0].get("relationship_count", 0)
-        return self._row_to_entity(entity_data)
-
-    async def get_entity_relationships(
-        self,
-        entity_id: str,
-        user_id: str,
-    ) -> List[Relationship]:
-        """Get all relationships for an entity.
-
-        Args:
-            entity_id: Entity UUID
-            user_id: User ID for permission check
-
-        Returns:
-            List of Relationship objects
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.GET_ENTITY_RELATIONSHIPS,
-            entity_id=entity_id,
-            user_id=user_id,
-        )
-
-        relationships = []
-        if not results:
-            return relationships
-
-        row = results[0]
-
-        # Process outgoing relationships
-        for item in row.get("outgoing", []):
-            if item.get("rel") and item.get("target"):
-                rel_data = dict(item["rel"])
-                rel_data["source_id"] = entity_id
-                rel_data["target_id"] = item["target"]["id"]
-                rel_data["target_entity"] = self._row_to_entity(dict(item["target"]))
-                relationships.append(self._row_to_relationship(rel_data))
-
-        # Process incoming relationships
-        for item in row.get("incoming", []):
-            if item.get("rel") and item.get("source"):
-                rel_data = dict(item["rel"])
-                rel_data["source_id"] = item["source"]["id"]
-                rel_data["target_id"] = entity_id
-                rel_data["source_entity"] = self._row_to_entity(dict(item["source"]))
-                relationships.append(self._row_to_relationship(rel_data))
-
-        return relationships
-
-    async def search_entities(
-        self,
-        query: str,
-        user_id: str,
-        limit: int = 20,
-    ) -> List[Entity]:
-        """Search entities by name or details.
-
-        Args:
-            query: Search query string
-            user_id: User ID to filter by
-            limit: Maximum results to return
-
-        Returns:
-            List of matching Entity objects
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.SEARCH_ENTITIES_BY_NAME,
-            query=query,
-            user_id=user_id,
-            limit=limit,
-        )
-
-        entities = []
-        for row in results:
-            entity_data = dict(row["e"])
-            entity_data["relationship_count"] = row.get("relationship_count", 0)
-            entities.append(self._row_to_entity(entity_data))
-
-        return entities
-
-    async def update_entity(
-        self,
-        entity_id: str,
-        user_id: str,
-        name: str = None,
-        details: str = None,
-        icon: str = None,
-    ) -> Optional[Entity]:
-        """Update an entity's fields (partial update via COALESCE).
-
-        Args:
-            entity_id: Entity UUID
-            user_id: User ID for permission check
-            name: New name (None keeps existing)
-            details: New details (None keeps existing)
-            icon: New icon (None keeps existing)
-
-        Returns:
-            Updated Entity object or None if not found
-        """
-        self._ensure_initialized()
-
-        results = self._write.run(
-            queries.UPDATE_ENTITY,
-            id=entity_id,
-            user_id=user_id,
-            name=name,
-            details=details,
-            icon=icon,
-            metadata=None,
-        )
-
-        if not results:
-            return None
-
-        entity_data = dict(results[0]["e"])
-        return self._row_to_entity(entity_data)
-
-    async def delete_entity(
-        self,
-        entity_id: str,
-        user_id: str,
-    ) -> bool:
-        """Delete an entity and its relationships.
-
-        Args:
-            entity_id: Entity UUID to delete
-            user_id: User ID for permission check
-
-        Returns:
-            True if deleted, False if not found
-        """
-        self._ensure_initialized()
-
-        results = self._write.run(
-            queries.DELETE_ENTITY,
-            id=entity_id,
-            user_id=user_id,
-        )
-
-        deleted = results[0]["deleted_count"] if results else 0
-        return deleted > 0
-
-    # =========================================================================
-    # PROMISE OPERATIONS
-    # =========================================================================
-
-    async def get_promises(
-        self,
-        user_id: str,
-        status: Optional[str] = None,
-        limit: int = 50,
-    ) -> List[Promise]:
-        """Get promises for a user.
-
-        Args:
-            user_id: User ID to filter by
-            status: Optional status filter (pending, completed, etc.)
-            limit: Maximum results to return
-
-        Returns:
-            List of Promise objects
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.GET_PROMISES_BY_USER,
-            user_id=user_id,
-            status=status,
-            limit=limit,
-        )
-
-        promises = []
-        for row in results:
-            promise_data = dict(row["p"])
-            if row.get("target"):
-                promise_data["to_entity_name"] = row["target"].get("name")
-            promises.append(self._row_to_promise(promise_data))
-
-        return promises
-
-    async def update_promise_status(
-        self,
-        promise_id: str,
-        user_id: str,
-        status: str,
-    ) -> Optional[Promise]:
-        """Update a promise's status.
-
-        Args:
-            promise_id: Promise UUID
-            user_id: User ID for permission check
-            status: New status value
-
-        Returns:
-            Updated Promise object or None if not found
-        """
-        self._ensure_initialized()
-
-        results = self._write.run(
-            queries.UPDATE_PROMISE_STATUS,
-            id=promise_id,
-            user_id=user_id,
-            status=status,
-        )
-
-        if not results:
-            return None
-
-        return self._row_to_promise(dict(results[0]["p"]))
-
-    async def delete_promise(
-        self,
-        promise_id: str,
-        user_id: str,
-    ) -> bool:
-        """Delete a promise.
-
-        Args:
-            promise_id: Promise UUID to delete
-            user_id: User ID for permission check
-
-        Returns:
-            True if deleted, False if not found
-        """
-        self._ensure_initialized()
-
-        results = self._write.run(
-            queries.DELETE_PROMISE,
-            id=promise_id,
-            user_id=user_id,
-        )
-
-        deleted = results[0]["deleted_count"] if results else 0
-        return deleted > 0
-
-    # =========================================================================
-    # TIMELINE
-    # =========================================================================
-
-    async def get_timeline(
-        self,
-        user_id: str,
-        start: datetime,
-        end: datetime,
-        limit: int = 100,
-    ) -> List[Entity]:
-        """Get entities within a time range.
-
-        Args:
-            user_id: User ID to filter by
-            start: Start of time range
-            end: End of time range
-            limit: Maximum results to return
-
-        Returns:
-            List of Entity objects ordered by time
-        """
-        self._ensure_initialized()
-
-        results = self._read.run(
-            queries.GET_TIMELINE,
-            user_id=user_id,
-            start=start.isoformat(),
-            end=end.isoformat(),
-            limit=limit,
-        )
-
-        entities = []
-        for row in results:
-            entity_data = dict(row["e"])
-            entity_data["relationship_count"] = row.get("relationship_count", 0)
-            entities.append(self._row_to_entity(entity_data))
-
-        return entities
-
-    # =========================================================================
-    # HELPERS
-    # =========================================================================
-
-    def _row_to_entity(self, data: Dict[str, Any]) -> Entity:
-        """Convert Neo4j row data to Entity model."""
-        return Entity(
-            id=data.get("id", ""),
-            name=data.get("name", ""),
-            type=EntityType(data.get("type", "thing")),
-            user_id=data.get("user_id", ""),
-            details=data.get("details"),
-            icon=data.get("icon"),
-            metadata=self._parse_metadata(data.get("metadata")),
-            created_at=self._parse_datetime(data.get("created_at")),
-            updated_at=self._parse_datetime(data.get("updated_at")),
-            location=data.get("location"),
-            start_time=self._parse_datetime(data.get("start_time")),
-            end_time=self._parse_datetime(data.get("end_time")),
-            conversation_id=data.get("conversation_id"),
-            relationship_count=data.get("relationship_count"),
-        )
-
-    def _row_to_relationship(self, data: Dict[str, Any]) -> Relationship:
-        """Convert Neo4j row data to Relationship model."""
-        rel_type = data.get("type", "RELATED_TO")
-        try:
-            rel_type_enum = RelationshipType(rel_type)
-        except ValueError:
-            rel_type_enum = RelationshipType.RELATED_TO
-
-        return Relationship(
-            id=data.get("id", ""),
-            type=rel_type_enum,
-            source_id=data.get("source_id", ""),
-            target_id=data.get("target_id", ""),
-            user_id=data.get("user_id", ""),
-            context=data.get("context"),
-            timestamp=self._parse_datetime(data.get("timestamp")),
-            metadata=self._parse_metadata(data.get("metadata")),
-            created_at=self._parse_datetime(data.get("created_at")),
-            start_date=self._parse_datetime(data.get("start_date")),
-            end_date=self._parse_datetime(data.get("end_date")),
-            source_entity=data.get("source_entity"),
-            target_entity=data.get("target_entity"),
-        )
-
-    def _row_to_promise(self, data: Dict[str, Any]) -> Promise:
-        """Convert Neo4j row data to Promise model."""
-        status = data.get("status", "pending")
-        try:
-            status_enum = PromiseStatus(status)
-        except ValueError:
-            status_enum = PromiseStatus.PENDING
-
-        return Promise(
-            id=data.get("id", ""),
-            user_id=data.get("user_id", ""),
-            action=data.get("action", ""),
-            to_entity_id=data.get("to_entity_id"),
-            to_entity_name=data.get("to_entity_name"),
-            status=status_enum,
-            due_date=self._parse_datetime(data.get("due_date")),
-            completed_at=self._parse_datetime(data.get("completed_at")),
-            source_conversation_id=data.get("source_conversation_id"),
-            context=data.get("context"),
-            metadata=self._parse_metadata(data.get("metadata")),
-            created_at=self._parse_datetime(data.get("created_at")),
-            updated_at=self._parse_datetime(data.get("updated_at")),
-        )
-
-    def _parse_datetime(self, value: Any) -> Optional[datetime]:
-        """Parse datetime from Neo4j."""
-        if value is None:
-            return None
-        if isinstance(value, datetime):
-            return value
-        if isinstance(value, str):
-            try:
-                return datetime.fromisoformat(value.replace("Z", "+00:00"))
-            except ValueError:
-                return None
-        # Neo4j DateTime object
-        if hasattr(value, "to_native"):
-            return value.to_native()
-        return None
-
-    def _parse_metadata(self, value: Any) -> Dict[str, Any]:
-        """Parse metadata JSON from Neo4j."""
-        if value is None:
-            return {}
-        if isinstance(value, dict):
-            return value
-        if isinstance(value, str):
-            try:
-                import json
-                return json.loads(value)
-            except (json.JSONDecodeError, ValueError):
-                return {}
-        return {}
-
-    def shutdown(self) -> None:
-        """Shutdown the service and close connections."""
-        if self._client:
-            self._client.close()
-            self._client = None
-        self._initialized = False
-        logger.info("Knowledge Graph Service shut down")
-
-    async def test_connection(self) -> bool:
-        """Test Neo4j connection."""
-        try:
-            self._ensure_initialized()
-            # Simple query to test connection
-            self._read.run("RETURN 1 as test")
-            return True
-        except Exception as e:
-            logger.error(f"Neo4j connection test failed: {e}")
-            return False
-
-
-def get_knowledge_graph_service() -> KnowledgeGraphService:
-    """Get the global knowledge graph service instance.
-
-    Returns:
-        KnowledgeGraphService singleton instance
-    """
-    global _knowledge_graph_service
-
-    if _knowledge_graph_service is None:
-        with _service_lock:
-            if _knowledge_graph_service is None:
-                _knowledge_graph_service = KnowledgeGraphService()
-                logger.info("Knowledge Graph Service created")
-
-    return _knowledge_graph_service
-
-
-def shutdown_knowledge_graph_service() -> None:
-    """Shutdown the global knowledge graph service."""
-    global _knowledge_graph_service
-
-    if _knowledge_graph_service is not None:
-        _knowledge_graph_service.shutdown()
-        _knowledge_graph_service = None
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/README.md b/backends/advanced/src/advanced_omi_backend/services/memory/README.md
deleted file mode 100644
index ba6de6a4..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/memory/README.md
+++ /dev/null
@@ -1,912 +0,0 @@
-# Memory Service Architecture
-
-This module provides a comprehensive memory management system for the Omi backend, supporting multiple LLM providers and vector stores for intelligent memory extraction, storage, and retrieval.
-
-## Architecture Overview
-
-The memory service is built with a clean, modular architecture that separates concerns and allows for easy extension:
-
-```
-memory/
-├── base.py                  # Abstract base classes and interfaces
-├── memory_service.py        # Core implementation
-├── compat_service.py        # Backward compatibility wrapper
-├── config.py               # Configuration management
-├── utils.py                # Utility functions
-├── prompts.py              # LLM prompts
-├── providers/
-│   ├── __init__.py
-│   ├── llm_providers.py    # LLM provider implementations
-│   ├── vector_stores.py    # Vector store implementations
-│   └── qwen_embedding.py   # Qwen3 embedding provider
-└── README.md               # This file
-```
-
-## System Architecture Diagram
-
-```mermaid
-graph TB
-    %% User Interface Layer
-    User[User/Application] --> CompatService[compat_service.py<br/>MemoryService]
-    
-    %% Compatibility Layer
-    CompatService --> CoreService[memory_service.py<br/>CoreMemoryService]
-    
-    %% Configuration
-    Config[config.py<br/>MemoryConfig] --> CoreService
-    Config --> LLMProviders
-    Config --> VectorStores
-    
-    %% Core Service Layer
-    CoreService --> Base[base.py<br/>Abstract Interfaces]
-    
-    %% Base Abstractions
-    Base --> MemoryServiceBase[MemoryServiceBase]
-    Base --> LLMProviderBase[LLMProviderBase] 
-    Base --> VectorStoreBase[VectorStoreBase]
-    Base --> MemoryEntry[MemoryEntry<br/>Data Structure]
-    
-    %% Provider Implementations
-    subgraph LLMProviders[LLM Providers]
-        OpenAI[OpenAIProvider]
-        Ollama[OllamaProvider]
-        Qwen[Qwen3EmbeddingProvider]
-    end
-    
-    subgraph VectorStores[Vector Stores]
-        Qdrant[QdrantVectorStore]
-    end
-    
-    %% Inheritance relationships
-    LLMProviderBase -.-> OpenAI
-    LLMProviderBase -.-> Ollama
-    VectorStoreBase -.-> Qdrant
-    
-    %% Core Service uses providers
-    CoreService --> LLMProviders
-    CoreService --> VectorStores
-    
-    %% External Services
-    OpenAI --> OpenAIAPI[OpenAI API]
-    Ollama --> OllamaAPI[Ollama Server]
-    Qwen --> LocalModel[Local Qwen Model]
-    Qdrant --> QdrantDB[(Qdrant Database)]
-    
-    %% Memory Flow
-    subgraph MemoryFlow[Memory Processing Flow]
-        Transcript[Transcript] --> Extract[Extract Memories<br/>via LLM]
-        Extract --> Embed[Generate Embeddings<br/>via LLM]
-        Embed --> Store[Store in Vector DB]
-        Store --> Search[Semantic Search]
-        Search --> Results[Memory Results]
-    end
-    
-    CoreService --> MemoryFlow
-    
-    %% Styling
-    classDef interface fill:#e1f5fe,stroke:#01579b,stroke-width:2px
-    classDef implementation fill:#f3e5f5,stroke:#4a148c,stroke-width:2px
-    classDef external fill:#fff3e0,stroke:#e65100,stroke-width:2px
-    classDef data fill:#e8f5e8,stroke:#2e7d32,stroke-width:2px
-    
-    class Base,MemoryServiceBase,LLMProviderBase,VectorStoreBase interface
-    class CompatService,CoreService,OpenAI,Ollama,Qdrant implementation
-    class OpenAIAPI,OllamaAPI,LocalModel,QdrantDB external
-    class MemoryEntry,Config data
-```
-
-## Class Diagram
-
-```mermaid
-classDiagram
-    %% Base Abstract Classes
-    class MemoryEntry {
-        +string id
-        +string content
-        +Dict metadata
-        +List~float~ embedding
-        +float score
-        +string created_at
-        +__post_init__()
-    }
-    
-    class MemoryServiceBase {
-        <<abstract>>
-        +initialize() Promise~void~
-        +add_memory(transcript, client_id, audio_uuid, user_id, user_email, allow_update, db_helper) Promise~Tuple~
-        +search_memories(query, user_id, limit) Promise~List~MemoryEntry~~
-        +get_all_memories(user_id, limit) Promise~List~MemoryEntry~~
-        +delete_memory(memory_id) Promise~bool~
-        +delete_all_user_memories(user_id) Promise~int~
-        +test_connection() Promise~bool~
-        +shutdown() void
-    }
-    
-    class LLMProviderBase {
-        <<abstract>>
-        +extract_memories(text, prompt) Promise~List~string~~
-        +generate_embeddings(texts) Promise~List~List~float~~~
-        +propose_memory_actions(old_memory, new_facts, custom_prompt) Promise~Dict~
-        +test_connection() Promise~bool~
-    }
-    
-    class VectorStoreBase {
-        <<abstract>>
-        +initialize() Promise~void~
-        +add_memories(memories) Promise~List~string~~
-        +search_memories(query_embedding, user_id, limit) Promise~List~MemoryEntry~~
-        +get_memories(user_id, limit) Promise~List~MemoryEntry~~
-        +update_memory(memory_id, content, embedding, metadata) Promise~bool~
-        +delete_memory(memory_id) Promise~bool~
-        +delete_user_memories(user_id) Promise~int~
-        +test_connection() Promise~bool~
-    }
-    
-    %% Configuration Classes
-    class MemoryConfig {
-        +LLMProvider llm_provider
-        +VectorStoreProvider vector_store_provider
-        +Dict llm_config
-        +Dict vector_store_config
-        +Dict embedder_config
-        +string extraction_prompt
-        +bool extraction_enabled
-        +int timeout_seconds
-    }
-    
-    %% Core Implementation
-    class CoreMemoryService {
-        -MemoryConfig config
-        -LLMProviderBase llm_provider
-        -VectorStoreBase vector_store
-        -bool _initialized
-        +initialize() Promise~void~
-        +add_memory() Promise~Tuple~
-        +search_memories() Promise~List~MemoryEntry~~
-        +get_all_memories() Promise~List~MemoryEntry~~
-        +delete_memory() Promise~bool~
-        +delete_all_user_memories() Promise~int~
-        +test_connection() Promise~bool~
-        +shutdown() void
-        -_deduplicate_memories() List~string~
-        -_create_memory_entries() List~MemoryEntry~
-        -_process_memory_updates() Promise~List~string~~
-        -_normalize_actions() List~dict~
-        -_apply_memory_actions() Promise~List~string~~
-    }
-    
-    %% Compatibility Layer
-    class CompatMemoryService {
-        -CoreMemoryService _service
-        -bool _initialized
-        +initialize() Promise~void~
-        +add_memory() Promise~Tuple~
-        +get_all_memories() Promise~List~Dict~~
-        +search_memories() Promise~List~Dict~~
-        +delete_memory() Promise~bool~
-        +delete_all_user_memories() Promise~int~
-        +get_all_memories_debug() Promise~List~Dict~~
-        +get_memories_with_transcripts() Promise~List~Dict~~
-        +test_connection() Promise~bool~
-        +shutdown() void
-    }
-    
-    %% LLM Provider Implementations
-    class OpenAIProvider {
-        -string api_key
-        -string model
-        -string embedding_model
-        -string base_url
-        -float temperature
-        -int max_tokens
-        +extract_memories() Promise~List~string~~
-        +generate_embeddings() Promise~List~List~float~~~
-        +propose_memory_actions() Promise~Dict~
-        +test_connection() Promise~bool~
-    }
-    
-    class OllamaProvider {
-        -string base_url
-        -string model
-        -string embedding_model
-        -float temperature
-        -int max_tokens
-        -bool use_qwen_embeddings
-        +extract_memories() Promise~List~string~~
-        +generate_embeddings() Promise~List~List~float~~~
-        +propose_memory_actions() Promise~Dict~
-        +test_connection() Promise~bool~
-    }
-    
-    %% Vector Store Implementation
-    class QdrantVectorStore {
-        -string host
-        -int port
-        -string collection_name
-        -int embedding_dims
-        -AsyncQdrantClient client
-        +initialize() Promise~void~
-        +add_memories() Promise~List~string~~
-        +search_memories() Promise~List~MemoryEntry~~
-        +get_memories() Promise~List~MemoryEntry~~
-        +update_memory() Promise~bool~
-        +delete_memory() Promise~bool~
-        +delete_user_memories() Promise~int~
-        +test_connection() Promise~bool~
-    }
-    
-    %% Relationships
-    MemoryServiceBase <|-- CoreMemoryService : implements
-    LLMProviderBase <|-- OpenAIProvider : implements
-    LLMProviderBase <|-- OllamaProvider : implements
-    VectorStoreBase <|-- QdrantVectorStore : implements
-    
-    CoreMemoryService --> MemoryConfig : uses
-    CoreMemoryService --> LLMProviderBase : uses
-    CoreMemoryService --> VectorStoreBase : uses
-    CoreMemoryService --> MemoryEntry : creates
-    
-    CompatMemoryService --> CoreMemoryService : wraps
-    
-    OpenAIProvider --> MemoryEntry : creates
-    OllamaProvider --> MemoryEntry : creates
-    QdrantVectorStore --> MemoryEntry : stores
-```
-
-## Memory Processing Flow
-
-```mermaid
-sequenceDiagram
-    participant User as User/App
-    participant Compat as compat_service.py<br/>MemoryService
-    participant Core as memory_service.py<br/>CoreMemoryService
-    participant LLM as LLM Provider<br/>(OpenAI/Ollama)
-    participant Vector as Vector Store<br/>(Qdrant)
-    participant Config as Configuration
-    
-    Note over User, Config: Memory Service Initialization
-    User->>Compat: get_memory_service()
-    Compat->>Core: __init__(config)
-    Core->>Config: build_memory_config_from_env()
-    Config-->>Core: MemoryConfig
-    Core->>LLM: initialize provider
-    Core->>Vector: initialize()
-    Vector->>Vector: create/check collection
-    Vector-->>Core: ready
-    LLM-->>Core: ready
-    Core-->>Compat: initialized
-    
-    Note over User, Config: Adding Memory from Transcript
-    User->>Compat: add_memory(transcript, ...)
-    Compat->>Core: add_memory(transcript, ...)
-    
-    Core->>Core: _deduplicate_memories()
-    Core->>LLM: generate_embeddings(memory_texts)
-    LLM->>LLM: create vector embeddings
-    LLM-->>Core: List[embeddings]
-    
-    alt Memory Updates Enabled
-        Core->>Vector: search_memories(embeddings, user_id)
-        Vector-->>Core: existing_memories
-        Core->>LLM: propose_memory_actions(old, new)
-        LLM->>LLM: decide ADD/UPDATE/DELETE
-        LLM-->>Core: actions_list
-        
-        loop For each action
-            alt Action: ADD
-                Core->>Core: create MemoryEntry
-                Core->>Vector: add_memories([entry])
-            else Action: UPDATE
-                Core->>Vector: update_memory(id, content, embedding)
-            else Action: DELETE
-                Core->>Vector: delete_memory(id)
-            end
-        end
-    else Normal Addition
-        Core->>Core: create MemoryEntry objects
-        Core->>Vector: add_memories(entries)
-    end
-    
-    Vector-->>Core: created_ids
-    Core-->>Compat: success, memory_ids
-    Compat-->>User: success, memory_ids
-    
-    Note over User, Config: Searching Memories
-    User->>Compat: search_memories(query, user_id)
-    Compat->>Core: search_memories(query, user_id)
-    Core->>LLM: generate_embeddings([query])
-    LLM-->>Core: query_embedding
-    Core->>Vector: search_memories(embedding, user_id)
-    Vector->>Vector: vector similarity search
-    Vector-->>Core: List[MemoryEntry]
-    Core-->>Compat: List[MemoryEntry]
-    Compat->>Compat: convert to dict format
-    Compat-->>User: List[Dict]
-```
-
-## Key Components
-
-### Base Classes (`base.py`)
-
-Defines the core abstractions:
-
-- **`MemoryEntry`**: Data structure for memory entries with content, metadata, and embeddings
-- **`MemoryServiceBase`**: Abstract interface for memory service implementations
-- **`LLMProviderBase`**: Abstract interface for LLM providers
-- **`VectorStoreBase`**: Abstract interface for vector stores
-
-### Core Implementation (`memory_service.py`)
-
-The main `MemoryService` class that orchestrates all memory operations:
-
-- Memory extraction from transcripts using LLM providers
-- Embedding generation and vector storage
-- Semantic search and retrieval
-- Intelligent memory updates using LLM-driven actions
-- User-scoped memory management
-
-### Compatibility Layer (`compat_service.py`)
-
-Provides backward compatibility with the original mem0-based interface:
-
-- Drop-in replacement for existing code
-- Data format conversion between old and new formats
-- Maintains all original method signatures
-- Global service instance management
-
-### Providers (`providers/`)
-
-#### LLM Providers (`llm_providers.py`)
-
-- **`OpenAIProvider`**: GPT models for memory extraction and embeddings
-- **`OllamaProvider`**: Local models with optional Qwen3 embeddings
-
-#### Vector Stores (`vector_stores.py`)
-
-- **`QdrantVectorStore`**: High-performance vector database for semantic search
-
-## Usage Examples
-
-### Basic Usage (Backward Compatible)
-
-```python
-from advanced_omi_backend.memory import get_memory_service
-
-# Get the global service instance
-memory_service = get_memory_service()
-await memory_service.initialize()
-
-# Add memories from transcript
-success, memory_ids = await memory_service.add_memory(
-    transcript="User discussed their goals for the next quarter.",
-    client_id="client123",
-    audio_uuid="audio456", 
-    user_id="user789",
-    user_email="user@example.com"
-)
-
-# Search memories
-results = await memory_service.search_memories(
-    query="quarterly goals",
-    user_id="user789",
-    limit=5
-)
-
-# Get all user memories
-memories = await memory_service.get_all_memories("user789")
-```
-
-### Advanced Usage (New Architecture)
-
-```python
-from advanced_omi_backend.memory import CoreMemoryService
-from advanced_omi_backend.memory.config import build_memory_config_from_env
-
-# Create service with explicit configuration
-config = build_memory_config_from_env()
-service = CoreMemoryService(config)
-await service.initialize()
-
-# Use with memory updates enabled
-success, memory_ids = await service.add_memory(
-    transcript="My favorite destination is now Tokyo instead of Paris.",
-    client_id="client123",
-    audio_uuid="audio456",
-    user_id="user789", 
-    user_email="user@example.com",
-    allow_update=True  # Enable intelligent memory updates
-)
-```
-
-### Custom Provider Implementation
-
-```python
-from advanced_omi_backend.memory.base import LLMProviderBase
-
-class CustomLLMProvider(LLMProviderBase):
-    async def extract_memories(self, text: str, prompt: str) -> List[str]:
-        # Custom implementation
-        pass
-    
-    async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
-        # Custom implementation  
-        pass
-    
-    # ... implement other abstract methods
-```
-
-## Configuration
-
-### Environment Variables
-
-The service can be configured using environment variables:
-
-```bash
-# LLM Provider Configuration
-LLM_PROVIDER=openai  # or 'ollama'
-OPENAI_API_KEY=your_openai_key
-OPENAI_BASE_URL=https://api.openai.com/v1
-OLLAMA_BASE_URL=http://localhost:11434
-
-# Vector Store Configuration
-VECTOR_STORE_PROVIDER=qdrant
-QDRANT_BASE_URL=localhost
-QDRANT_PORT=6333
-QDRANT_COLLECTION_NAME=chronicle_memories
-
-# Memory Service Settings
-MEMORY_EXTRACTION_ENABLED=true
-MEMORY_TIMEOUT_SECONDS=30
-```
-
-### Configuration Objects
-
-```python
-from advanced_omi_backend.memory.config import (
-    MemoryConfig,
-    create_openai_config, 
-    create_qdrant_config
-)
-
-# Create configuration programmatically
-config = MemoryConfig(
-    llm_provider=LLMProvider.OPENAI,
-    llm_config=create_openai_config(
-        api_key="your_key",
-        model="gpt-4"
-    ),
-    vector_store_provider=VectorStoreProvider.QDRANT,
-    vector_store_config=create_qdrant_config(
-        host="localhost",
-        port=6333
-    ),
-    extraction_enabled=True,
-    timeout_seconds=30
-)
-```
-
-## Memory Update Intelligence
-
-The service supports intelligent memory updates through LLM-driven action proposals:
-
-### Action Types
-
-- **ADD**: Create new memories for novel information
-- **UPDATE**: Modify existing memories with new details
-- **DELETE**: Remove outdated or incorrect memories  
-- **NONE**: No action needed for redundant information
-
-### Example Flow
-
-1. User says: "My favorite color is blue"
-   - **Action**: ADD new memory
-
-2. Later, user says: "Actually, my favorite color is green now"
-   - **Action**: UPDATE existing memory about favorite color
-
-3. User says: "I love the color green" (redundant)
-   - **Action**: NONE (no change needed)
-
-## Testing and Debugging
-
-### Service Information
-
-```python
-from advanced_omi_backend.memory import get_service_info
-
-info = get_service_info()
-print(info)
-# {
-#   "active_service": "new",
-#   "new_service_available": True,
-#   "legacy_service_available": True,
-#   "base_classes_available": True,
-#   "core_service_available": True
-# }
-```
-
-### Connection Testing
-
-```python
-# Test all connections
-success = await memory_service.test_connection()
-print(f"Service healthy: {success}")
-```
-
-### Debug Memory Data
-
-```python
-# Get all memories across users (admin function)
-debug_memories = await memory_service.get_all_memories_debug(limit=50)
-
-# Get memories with source transcripts
-enriched = await memory_service.get_memories_with_transcripts("user123")
-```
-
-## Migration from Legacy Service
-
-The new architecture maintains full backward compatibility. To migrate:
-
-1. **No code changes needed** - existing code continues to work
-2. **Enable new service** by setting `USE_NEW_MEMORY_SERVICE=true`
-3. **Optional**: Use new features like intelligent updates
-4. **Optional**: Migrate to new configuration format
-
-### Migration Helper
-
-```python
-from advanced_omi_backend.memory import migrate_from_mem0
-
-# Migrate existing mem0 data (if applicable)
-await migrate_from_mem0()
-```
-
-## Performance Considerations
-
-### Memory Updates
-
-- Standard mode: Fast, simple memory addition
-- Update mode: Slower but intelligent, prevents duplicates
-
-### Embedding Quality
-
-- OpenAI embeddings: High quality, API cost
-- Ollama + Qwen3: Good quality, local/free
-- Ollama native: Basic quality, fully local
-
-### Vector Store
-
-- Qdrant: Production-ready, high performance
-- Collection auto-created with cosine similarity
-- User-scoped filtering for data isolation
-
-## Error Handling
-
-The service includes comprehensive error handling:
-
-- **Initialization failures**: Graceful fallback to legacy service
-- **LLM timeouts**: Configurable timeout with fallback strategies
-- **Vector store errors**: Detailed logging and error recovery
-- **Invalid data**: Input validation and sanitization
-
-## Extensibility
-
-The modular architecture makes it easy to:
-
-1. **Add new LLM providers**: Inherit from `LLMProviderBase`
-2. **Add new vector stores**: Inherit from `VectorStoreBase`  
-3. **Customize memory logic**: Override `MemoryServiceBase` methods
-4. **Add new data formats**: Extend `MemoryEntry` or conversion logic
-
-## Security Considerations
-
-- **User isolation**: All memories are scoped by user_id
-- **Input sanitization**: Text inputs are validated and cleaned
-- **API key management**: Secure handling of provider credentials
-- **Access control**: Database relationships track memory ownership
-
-## Monitoring and Logging
-
-The service provides detailed logging at multiple levels:
-
-```python
-import logging
-
-# Configure memory service logging
-logging.getLogger("memory_service").setLevel(logging.INFO)
-```
-
-Log levels:
-- **INFO**: Service lifecycle, major operations
-- **DEBUG**: Detailed processing information  
-- **WARNING**: Recoverable errors, fallbacks
-- **ERROR**: Serious errors requiring attention
-
-## Troubleshooting
-
-### Common Issues
-
-1. **Import errors**: Check environment variables and dependencies
-2. **Connection failures**: Verify provider URLs and credentials
-3. **Embedding errors**: Check model availability and API limits
-4. **Memory not found**: Verify user_id scoping and filters
-
-### Debug Mode
-
-Enable detailed logging for troubleshooting:
-
-```bash
-export PYTHONPATH=/path/to/backend
-export LOG_LEVEL=DEBUG
-```
-
-## Frequently Asked Questions (FAQ)
-
-### 🔄 **Changing LLM Providers**
-
-#### Q: How do I change from OpenAI to Ollama or llama.cpp?
-
-**A:** You can change LLM providers in several ways:
-
-**Option 1: Environment Variables (Recommended)**
-```bash
-# Switch to Ollama
-export LLM_PROVIDER=ollama
-export OLLAMA_BASE_URL=http://localhost:11434
-export OLLAMA_MODEL=llama2
-
-# Switch to llama.cpp (via Ollama)
-export LLM_PROVIDER=ollama
-export OLLAMA_BASE_URL=http://localhost:11434
-export OLLAMA_MODEL=llama2:7b
-```
-
-**Option 2: Code Configuration**
-```python
-from advanced_omi_backend.memory.config import (
-    MemoryConfig, LLMProvider, create_ollama_config
-)
-
-config = MemoryConfig(
-    llm_provider=LLMProvider.OLLAMA,
-    llm_config=create_ollama_config(
-        base_url="http://localhost:11434",
-        model="llama2:7b",
-        embedding_model="nomic-embed-text"
-    ),
-    # ... other config
-)
-```
-
-**Files to modify:**
-- **Primary**: `config.py` - Update provider selection logic
-- **Secondary**: `providers/llm_providers.py` - Add new provider implementation
-- **Tertiary**: `base.py` - Extend LLMProviderBase if needed
-
-#### Q: How do I add a completely new LLM provider (e.g., Anthropic, Cohere)?
-
-**A:** Create a new provider class in `providers/llm_providers.py`:
-
-```python
-from ..base import LLMProviderBase
-
-class AnthropicProvider(LLMProviderBase):
-    def __init__(self, config: Dict[str, Any]):
-        self.api_key = config["api_key"]
-        self.model = config.get("model", "claude-3-sonnet")
-    
-    async def extract_memories(self, text: str, prompt: str) -> List[str]:
-        # Implement using Anthropic API
-        pass
-    
-    async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
-        # Implement using Anthropic embeddings
-        pass
-    
-    # ... implement other abstract methods
-```
-
-Then update `config.py` to support the new provider.
-
----
-
-### 🎯 **Changing Prompts and Extraction Logic**
-
-#### Q: How do I change the fact extraction prompt?
-
-**A:** Modify the prompts in `prompts.py`:
-
-**File to change:** `prompts.py`
-
-```python
-# Update the default fact retrieval prompt
-FACT_RETRIEVAL_PROMPT = """Your custom prompt here...
-Extract meaningful facts from the following text:
-{text}
-
-Return as JSON:
-{
-    "facts": ["fact1", "fact2"],
-    "preferences": ["pref1", "pref2"]
-}"""
-```
-
-**Alternative: Environment Variable Override**
-```bash
-export MEMORY_EXTRACTION_PROMPT="Your custom prompt here..."
-```
-
-#### Q: How do I change the memory update prompt (ADD/UPDATE/DELETE logic)?
-
-**A:** Modify the update memory prompt in `prompts.py`:
-
-**File to change:** `prompts.py`
-
-```python
-DEFAULT_UPDATE_MEMORY_PROMPT = """You are a smart memory manager...
-Your custom logic for deciding when to ADD, UPDATE, or DELETE memories.
-
-Given existing memories and new facts, decide actions:
-- ADD: for completely new information
-- UPDATE: when information changes/contradicts
-- DELETE: when information becomes outdated
-- NONE: when no action is needed
-"""
-```
-
-**Custom prompt per call:**
-```python
-await memory_service.add_memory(
-    transcript="...",
-    # ... other params
-    custom_prompt="Your specific prompt for this transcript"
-)
-```
-
----
-
-### 🗄️ **Changing Vector Database**
-
-#### Q: How do I change from Qdrant to Pinecone, Weaviate, or another vector DB?
-
-**A:** Create a new vector store implementation in `providers/vector_stores.py`:
-
-**File to change:** `providers/vector_stores.py`
-
-```python
-from ..base import VectorStoreBase, MemoryEntry
-
-class PineconeVectorStore(VectorStoreBase):
-    def __init__(self, config: Dict[str, Any]):
-        self.api_key = config["api_key"]
-        self.environment = config["environment"]
-        self.index_name = config["index_name"]
-    
-    async def initialize(self) -> None:
-        # Initialize Pinecone client
-        pass
-    
-    async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
-        # Add to Pinecone index
-        pass
-    
-    # ... implement other abstract methods
-```
-
-**Update configuration in `config.py`:**
-```python
-class VectorStoreProvider(Enum):
-    QDRANT = "qdrant"
-    PINECONE = "pinecone"  # Add new provider
-    WEAVIATE = "weaviate"  # Add new provider
-
-def create_pinecone_config(api_key: str, environment: str, index_name: str):
-    return {
-        "api_key": api_key,
-        "environment": environment,
-        "index_name": index_name
-    }
-```
-
-**Environment variable usage:**
-```bash
-export VECTOR_STORE_PROVIDER=pinecone
-export PINECONE_API_KEY=your_key
-export PINECONE_ENVIRONMENT=us-west1-gcp
-export PINECONE_INDEX_NAME=memories
-```
-
----
-
-### ⚙️ **Advanced Customization**
-
-#### Q: How do I add custom memory processing logic?
-
-**A:** Extend the core memory service in `memory_service.py`:
-
-**File to change:** `memory_service.py`
-
-```python
-class CustomMemoryService(CoreMemoryService):
-    async def add_memory(self, transcript: str, **kwargs):
-        # Pre-process transcript
-        processed_transcript = await self._custom_preprocessing(transcript)
-        
-        # Call parent method
-        return await super().add_memory(processed_transcript, **kwargs)
-    
-    async def _custom_preprocessing(self, transcript: str) -> str:
-        # Your custom logic here
-        return transcript
-```
-
-#### Q: How do I change the embedding model or dimensions?
-
-**A:** Update configuration in `config.py`:
-
-**File to change:** `config.py`
-
-```python
-# For OpenAI
-export OPENAI_EMBEDDER_MODEL=text-embedding-3-large  # 3072 dimensions
-
-# For custom dimensions
-export QDRANT_EMBEDDING_DIMS=3072
-```
-
----
-
-### 🔧 **Troubleshooting Customizations**
-
-#### Q: My custom provider isn't working. What should I check?
-
-**A:** Verify these points:
-
-1. **Inheritance**: Ensure your class inherits from the correct base class
-2. **Abstract Methods**: Implement ALL abstract methods from the base class
-3. **Configuration**: Update both provider creation and enum values
-4. **Import Paths**: Check that your new provider is properly imported
-5. **Error Logs**: Look for initialization errors in the logs
-
-#### Q: How do I test my custom provider?
-
-**A:** Create a test script:
-
-```python
-from advanced_omi_backend.memory import CoreMemoryService
-from advanced_omi_backend.memory.config import MemoryConfig
-
-# Test your custom configuration
-config = MemoryConfig(...)
-service = CoreMemoryService(config)
-
-# Test initialization
-await service.initialize()
-
-# Test basic operations
-success = await service.test_connection()
-print(f"Connection: {success}")
-```
-
----
-
-## Contributing
-
-When contributing to the memory service:
-
-1. **Follow the abstractions**: Inherit from base classes
-2. **Add comprehensive tests**: Cover error cases and edge conditions
-3. **Update documentation**: Keep README and docstrings current
-4. **Maintain compatibility**: Ensure backward compatibility
-5. **Add type hints**: Use proper typing throughout
-
-## Future Enhancements
-
-Planned improvements:
-
-- Additional vector store backends (Pinecone, Weaviate)
-- More LLM providers (Anthropic, Cohere)
-- Advanced memory summarization
-- Multi-modal memory support (images, audio)
-- Memory compression and archival
-- Real-time memory streaming
\ No newline at end of file
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/__init__.py b/backends/advanced/src/advanced_omi_backend/services/memory/__init__.py
index df2e5c8b..a503a598 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/__init__.py
@@ -1,7 +1,7 @@
 """Memory service package.
 
-This package provides memory management functionality with support for
-multiple memory providers (Chronicle, OpenMemory MCP).
+This package provides memory management functionality backed by Chronicle's
+agentic Markdown vault.
 
 The memory service handles extraction, storage, and retrieval of memories
 from user conversations and interactions.
@@ -10,10 +10,9 @@
 - base.py: Abstract base classes and interfaces
 - config.py: Configuration management
 - service_factory.py: Provider selection and instantiation
-- providers/chronicle.py: Chronicle native provider (LLM + Qdrant)
-- providers/openmemory_mcp.py: OpenMemory MCP provider
-- providers/llm_providers.py: LLM implementations (OpenAI, Ollama)
-- providers/vector_stores.py: Vector store implementations (Qdrant)
+- providers/chronicle.py: Chronicle native provider (agentic Markdown vault)
+- providers/llm_providers.py: LLM implementations (OpenAI-compatible)
+- vault_manager.py: Conversation document vault (.md file I/O)
 """
 
 import logging
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/__init__.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/__init__.py
new file mode 100644
index 00000000..806522ef
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/__init__.py
@@ -0,0 +1,22 @@
+"""Chronicle memory agent: a tool-calling agent that maintains the markdown vault."""
+
+from .codex_agent import CodexMemoryAgent, codex_executor_available
+from .memory_agent import MemoryAgent, MemoryAgentResult, search_vault
+from .vault_tools import (
+    VAULT_SEARCH_TOOL_SCHEMAS,
+    VAULT_TOOL_SCHEMAS,
+    VaultToolError,
+    VaultTools,
+)
+
+__all__ = [
+    "CodexMemoryAgent",
+    "codex_executor_available",
+    "MemoryAgent",
+    "MemoryAgentResult",
+    "search_vault",
+    "VaultTools",
+    "VaultToolError",
+    "VAULT_TOOL_SCHEMAS",
+    "VAULT_SEARCH_TOOL_SCHEMAS",
+]
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/codex_agent.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/codex_agent.py
new file mode 100644
index 00000000..0d23fa53
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/codex_agent.py
@@ -0,0 +1,518 @@
+"""Codex CLI memory-agent executor.
+
+Alternative executor for the Chronicle memory agent: instead of the built-in
+tool-calling loop (metered per-call API usage via the model registry), it shells out
+to the OpenAI Codex CLI (``codex exec``) working directly inside the user's vault
+directory — so vault recording runs on a ChatGPT subscription (``~/.codex/auth.json``,
+mounted as ``CODEX_HOME`` in containers) instead of API calls.
+
+Selected via config.yml ``memory.agent_executor: codex``. Satisfies the same contract
+as :class:`MemoryAgent` (constructor + ``run() -> MemoryAgentResult``) so the
+chronicle provider's note-guarantee retry, audit recording, and job bookkeeping work
+unchanged. Differences from the direct loop:
+
+- ``touched``/``removed`` are computed from a before/after filesystem diff, never
+  trusted from the CLI's own reporting. A file rename shows up as a removal (with its
+  pre-removal content preserved for the ledger) plus a creation — the pair is not
+  re-associated.
+- The per-write ``vault_note_lock`` backstops don't apply (Codex edits files itself),
+  so the whole run holds the run-scale :func:`vault_run_lock` on the same key, and
+  the hard rules those tools enforced are stated in the prompt instead.
+- ``force_fallback=True`` (the note-guarantee recovery attempt) delegates to the
+  direct :class:`MemoryAgent` — if a Codex run failed to produce the note, retrying
+  through a different path beats re-running the same CLI.
+"""
+
+import asyncio
+import json
+import logging
+import os
+import shutil
+import tempfile
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Dict, List, Optional
+
+from ..vault_templates import CONVERSATION_TEMPLATE, PERSON_TEMPLATE, TOPIC_TEMPLATE
+from .memory_agent import MemoryAgentResult, _for_prompt, _get_prompt
+
+logger = logging.getLogger("memory_service.agent.codex")
+
+CODEX_AGENT_SYSTEM_PROMPT_ID = "memory.codex_agent_system"
+
+# Fallback timeout when config carries none; the run lock TTL is derived from it.
+DEFAULT_RUN_TIMEOUT_SECONDS = 900
+_STDERR_TAIL_CHARS = 2000
+
+DEFAULT_CODEX_AGENT_SYSTEM_PROMPT = (
+    """\
+You are Chronicle's memory agent. You maintain a personal Obsidian-style markdown VAULT —
+the current working directory — by reading and editing its files directly. Given one
+transcribed conversation, record it and update what the vault knows about the people,
+topics, and things involved — making the SMALLEST edits that capture the new information.
+Never regenerate a whole note when an edit will do.
+
+# Vault layout
+- Conversations/<conversation_id>.md — one per conversation.
+- People/<Name>.md — one per person (speakers and named people).
+- Topics/<Topic>.md — one per recurring topic.
+- <Category>/<Name>.md — notes for any OTHER recurring kind of thing (Places, Projects,
+  Books, Companies…). Each category has a hub note <Category>.md and a
+  Templates/<Category> Template.md describing its shape.
+- Templates/ holds note templates and Templates/Bases/ the aggregation views — this is
+  scaffolding; never write captured content there.
+
+Notes are aggregated by the `categories` property (a wikilink to the category hub, e.g.
+`categories: ["[[People]]"]`), NOT by folder — so always set `categories` correctly.
+
+# Conventions (this vault follows the Kepano / "file over app" style)
+- Link profusely: every person, topic, and thing is a [[wikilink]]. An unresolved link
+  (no note yet) is fine — it is a breadcrumb for later.
+- Category names and property names are PLURAL where applicable and REUSED across
+  categories (org, role, date, location, topics…) so things stay findable. Prefer an
+  existing category/property over inventing a near-duplicate.
+- Use `list` properties (`["[[A]]", "[[B]]"]`) for anything that may hold more than one value.
+- Capture what was actually said; quote key facts verbatim; never invent.
+
+# Note templates — fill these EXACTLY (they are the schema)
+Conversation note — `Conversations/<conversation_id>.md`:
+```
+"""
+    + _for_prompt(CONVERSATION_TEMPLATE)
+    + """```
+Person note — `People/<Name>.md`:
+```
+"""
+    + _for_prompt(PERSON_TEMPLATE)
+    + """```
+Topic note — `Topics/<Topic>.md`:
+```
+"""
+    + _for_prompt(TOPIC_TEMPLATE)
+    + """```
+In a template: replace `<date>` with the ISO date and `<title>` with the note's title;
+fill the blank properties and bullets. Copy the `![[Conversations.base#…]]` embed line
+VERBATIM into every new person/topic/category note — it auto-lists that note's
+conversations; never edit or remove it.
+
+# Organic categories
+Most conversations only touch People and Topics. But when something is a substantive,
+recurring KIND of thing that is not People/Topics/Conversations (a place, project, book,
+company…), mint the category ONCE by hand: create `Templates/<Category> Template.md`
+(model it on `Templates/Topic Template.md`, with the few short reusable frontmatter keys
+its notes need), a hub note `<Category>.md` (model it on an existing hub), and — if
+`Templates/Bases/` holds per-category `.base` files — a matching one copied from an
+existing category's with the names substituted. Then file notes at `<Category>/<Name>.md`
+with `categories: ["[[<Category>]]"]`. Do NOT over-create categories — only when the
+thing will plausibly recur and matters.
+
+# Required outcome
+Inspect the vault with the tools and reading strategy you judge appropriate before editing.
+Reuse exact existing note names so [[wikilinks]] resolve. Then:
+1. Create the conversation note at `Conversations/<conversation_id>.md` from the
+   Conversation template; put every identified person in `people:` and every theme in
+   `topics:` as [[wikilinks]].
+2. For each person/topic/thing: if its note exists, READ it and append only the genuinely
+   new facts — a bullet under `## About` and a dated line under `## Mentions`. NEVER
+   rewrite, re-order, or wholesale replace an existing note, never paste template
+   scaffold (`## About`/`## Conversations`/`## Mentions`) into a note that already has
+   it, and never duplicate a fact — each `## Section` heading must appear exactly once
+   per note. If the note does not exist, create it from the matching template.
+3. If the conversation re-identifies a speaker (e.g. "Speaker 0" is actually Alice),
+   rename `People/<old>.md` to `People/<new>.md` AND rewrite every `[[old]]` wikilink
+   across the vault (`notesmd-cli move "People/<old>.md" "People/<new>.md"` does both in
+   one shot if installed; otherwise grep for the links and edit each file). If the target
+   note already exists, merge the old note's fact bullets into it instead, delete the old
+   note, and rewrite the links.
+4. HARD RULES: `Unknown Speaker N` is a diarization placeholder, not a person — never
+   put it in `people:`, create a note for it, or wikilink it. Hermes is Chronicle's
+   voice assistant, not a human — link it as the topic [[Hermes]]; never create or
+   update `People/Hermes.md`. Never write captured content into Templates/ (category
+   minting is the only Templates/ write). Never touch files outside this directory,
+   never run git commands, never create scratch/plan files, and never delete a note
+   except when merging a rename.
+5. Work until everything is recorded. Your FINAL message must be only a 1-2 sentence
+   summary of what you changed.
+
+Be precise and conservative: capture what was actually said, link things, avoid invention.
+{{vault_summary}}"""
+)
+
+
+def _codex_settings() -> dict:
+    """The ``memory.codex`` mapping from config.yml (soft dependency — {} if absent)."""
+    try:
+        from advanced_omi_backend.model_registry import get_models_registry
+
+        reg = get_models_registry()
+        mem = (reg.memory if reg else None) or {}
+        cfg = mem.get("codex") or {}
+        return dict(cfg) if isinstance(cfg, dict) else {}
+    except Exception as e:  # noqa: BLE001 — registry optional (tests, host scripts)
+        logger.debug("model registry unavailable for codex settings (%s)", e)
+        return {}
+
+
+def _codex_home() -> Path:
+    return Path(os.environ.get("CODEX_HOME") or (Path.home() / ".codex"))
+
+
+def codex_executor_available() -> tuple[bool, str]:
+    """Whether the Codex CLI executor can run: binary on PATH + subscription auth."""
+    binary = shutil.which(os.environ.get("CODEX_BINARY", "codex"))
+    if not binary:
+        return False, "codex binary not found on PATH"
+    auth = _codex_home() / "auth.json"
+    if not auth.is_file():
+        return False, f"no Codex auth at {auth} (run `codex login` / mount CODEX_HOME)"
+    return True, binary
+
+
+class CodexMemoryAgent:
+    """Runs one ``codex exec`` over the vault to turn a transcript into vault edits."""
+
+    def __init__(
+        self,
+        vault_root: Path,
+        operation: str = "memory_agent",
+        *,
+        force_fallback: bool = False,
+    ):
+        # `operation` is accepted for signature-compatibility with MemoryAgent; the
+        # Codex executor doesn't use the model registry for its own calls.
+        self.root = Path(vault_root)
+        self.operation = operation
+        self.force_fallback = force_fallback
+
+    async def run(
+        self,
+        transcript: str,
+        conversation_id: str,
+        *,
+        date: Optional[str] = None,
+        duration_minutes: Optional[float] = None,
+        title: Optional[str] = None,
+        vault_summary: str = "",
+        guidance: str = "",
+    ) -> MemoryAgentResult:
+        if self.force_fallback:
+            # Note-guarantee recovery: the Codex run already failed to produce a valid
+            # conversation note — retry through the direct agent on the fallback LLM
+            # rather than re-running the same CLI.
+            from .memory_agent import MemoryAgent
+
+            logger.warning(
+                "codex agent recovery for conv=%s: delegating to the direct memory "
+                "agent (fallback LLM)",
+                conversation_id,
+            )
+            return await MemoryAgent(self.root, force_fallback=True).run(
+                transcript,
+                conversation_id,
+                date=date,
+                duration_minutes=duration_minutes,
+                title=title,
+                vault_summary=vault_summary,
+                guidance=guidance,
+            )
+
+        available, detail = codex_executor_available()
+        if not available:
+            return MemoryAgentResult(
+                conversation_id=conversation_id,
+                rounds=0,
+                touched=[],
+                summary="",
+                errors=[f"codex executor unavailable: {detail}"],
+                truncated=True,
+            )
+        binary = detail
+
+        date = date or datetime.now(timezone.utc).isoformat()
+        system_prompt = await _get_prompt(
+            CODEX_AGENT_SYSTEM_PROMPT_ID,
+            DEFAULT_CODEX_AGENT_SYSTEM_PROMPT,
+            vault_summary,
+        )
+        guidance_block = f"\n\n{guidance}" if guidance else ""
+        prompt = (
+            f"{system_prompt}\n\n"
+            f"New conversation to record.\n"
+            f"conversation_id: {conversation_id}\n"
+            f"date: {date}\n"
+            f"duration_minutes: {duration_minutes if duration_minutes is not None else 'unknown'}\n\n"
+            f"source_title: {title or 'unknown'}\n\n"
+            f"Transcript (speaker-labelled):\n{transcript}"
+            f"{guidance_block}"
+        )
+
+        settings = _codex_settings()
+        timeout = int(settings.get("timeout_seconds") or DEFAULT_RUN_TIMEOUT_SECONDS)
+        sandbox_mode = str(settings.get("sandbox_mode") or "workspace-write")
+        model = str(settings.get("model") or "")
+        reasoning_effort = str(settings.get("reasoning_effort") or "")
+
+        from ..vault_lock import VaultLockTimeout
+
+        try:
+            from advanced_omi_backend.observability.otel_setup import get_tracer
+
+            tracer = get_tracer("chronicle.memory.codex")
+            if tracer is None:
+                return await asyncio.to_thread(
+                    self._run_locked,
+                    binary,
+                    prompt,
+                    conversation_id,
+                    timeout,
+                    sandbox_mode,
+                    model,
+                    reasoning_effort,
+                )
+
+            attributes = {
+                "openinference.span.kind": "AGENT",
+                "gen_ai.operation.name": "invoke_agent",
+                "gen_ai.provider.name": "openai_codex_cli",
+                "gen_ai.request.model": model or "codex-default",
+                "gen_ai.conversation.id": conversation_id,
+                "chronicle.memory.executor": "codex",
+                "chronicle.memory.sandbox_mode": sandbox_mode,
+                "chronicle.memory.transcript_chars": len(transcript),
+                "langfuse.observation.input": json.dumps(
+                    {
+                        "conversation_id": conversation_id,
+                        "title": title,
+                        "date": date,
+                        "duration_minutes": duration_minutes,
+                        "transcript_chars": len(transcript),
+                    },
+                    default=str,
+                ),
+            }
+            with tracer.start_as_current_span(
+                "codex_memory_agent", attributes=attributes
+            ) as span:
+                # asyncio.to_thread propagates the active context. The Redis run lock
+                # and subprocess both live in that thread, while this child span remains
+                # nested under the memory_extraction job in Langfuse.
+                result = await asyncio.to_thread(
+                    self._run_locked,
+                    binary,
+                    prompt,
+                    conversation_id,
+                    timeout,
+                    sandbox_mode,
+                    model,
+                    reasoning_effort,
+                )
+                span.set_attribute("chronicle.memory.rounds", result.rounds)
+                span.set_attribute("chronicle.memory.tool_calls", result.tool_calls)
+                span.set_attribute(
+                    "chronicle.memory.touched_count", len(result.touched)
+                )
+                span.set_attribute(
+                    "chronicle.memory.removed_count", len(result.removed)
+                )
+                span.set_attribute("chronicle.memory.error_count", len(result.errors))
+                span.set_attribute("chronicle.memory.truncated", result.truncated)
+                span.set_attribute(
+                    "langfuse.observation.output",
+                    json.dumps(
+                        {
+                            "summary": result.summary,
+                            "touched": result.touched,
+                            "removed_count": len(result.removed),
+                            "rounds": result.rounds,
+                            "tool_calls": result.tool_calls,
+                            "errors": result.errors,
+                            "truncated": result.truncated,
+                        },
+                        default=str,
+                    ),
+                )
+                if result.errors:
+                    span.set_attribute("error.type", "CodexMemoryAgentError")
+                    span.set_attribute(
+                        "error.message", "; ".join(result.errors)[-2000:]
+                    )
+                return result
+        except VaultLockTimeout as e:
+            return MemoryAgentResult(
+                conversation_id=conversation_id,
+                rounds=0,
+                touched=[],
+                summary="",
+                errors=[str(e)],
+                truncated=True,
+            )
+
+    # ------------------------------------------------------------------
+    # subprocess + diff (sync; runs in a worker thread under the run lock)
+    # ------------------------------------------------------------------
+
+    def _run_locked(
+        self,
+        binary: str,
+        prompt: str,
+        conversation_id: str,
+        timeout: int,
+        sandbox_mode: str,
+        model: str,
+        reasoning_effort: str,
+    ) -> MemoryAgentResult:
+        import subprocess
+
+        from ..vault_lock import vault_run_lock
+
+        with vault_run_lock(self.root.name, ttl_seconds=timeout + 60):
+            before = self._snapshot()
+            with tempfile.NamedTemporaryFile(
+                mode="r", suffix=".txt", prefix="codex-last-msg-", delete=False
+            ) as last_msg_file:
+                last_msg_path = Path(last_msg_file.name)
+            cmd = [
+                binary,
+                "exec",
+                "--json",
+                "--skip-git-repo-check",  # the vault is not a git repository
+                "--ephemeral",  # don't persist session files into CODEX_HOME
+                "--cd",
+                str(self.root),
+                "--sandbox",
+                sandbox_mode,
+                "--output-last-message",
+                str(last_msg_path),
+            ]
+            if model:
+                cmd += ["-m", model]
+            if reasoning_effort:
+                cmd += ["-c", f'model_reasoning_effort="{reasoning_effort}"']
+            cmd += ["-"]  # prompt on stdin (avoids ARG_MAX / quoting)
+
+            env = {**os.environ, "RUST_LOG": os.environ.get("RUST_LOG", "error")}
+            errors: List[str] = []
+            stdout = ""
+            timed_out = False
+            logger.info(
+                "codex agent starting for conv=%s (sandbox=%s model=%s timeout=%ds)",
+                conversation_id,
+                sandbox_mode,
+                model or "default",
+                timeout,
+            )
+            try:
+                proc = subprocess.run(
+                    cmd,
+                    input=prompt,
+                    capture_output=True,
+                    text=True,
+                    timeout=timeout,
+                    env=env,
+                    cwd=str(self.root),
+                )
+                stdout = proc.stdout or ""
+                if proc.returncode != 0:
+                    errors.append(
+                        f"codex exec exited {proc.returncode}: "
+                        f"{(proc.stderr or '')[-_STDERR_TAIL_CHARS:].strip()}"
+                    )
+            except subprocess.TimeoutExpired as e:
+                timed_out = True
+                stdout = (
+                    e.stdout.decode()
+                    if isinstance(e.stdout, bytes)
+                    else (e.stdout or "")
+                )
+                errors.append(f"codex exec timed out after {timeout}s")
+            except OSError as e:
+                errors.append(f"codex exec failed to start: {e}")
+
+            command_count, turn_count, event_errors = self._parse_events(stdout)
+            errors.extend(event_errors)
+
+            summary = ""
+            try:
+                summary = last_msg_path.read_text(encoding="utf-8").strip()
+            except OSError:
+                pass
+            finally:
+                last_msg_path.unlink(missing_ok=True)
+
+            after = self._snapshot()
+
+        touched = sorted(
+            rel for rel, content in after.items() if before.get(rel) != content
+        )
+        removed = [
+            {"old_path": rel, "new_path": "", "before": before[rel]}
+            for rel in sorted(before)
+            if rel not in after
+        ]
+        failed = timed_out or (not summary and bool(errors))
+        result = MemoryAgentResult(
+            conversation_id=conversation_id,
+            rounds=max(turn_count, 1),
+            touched=touched,
+            summary=summary,
+            tool_calls=command_count,
+            removed=removed,
+            errors=errors,
+            truncated=failed,
+        )
+        logger.info(
+            "codex agent done: conv=%s turns=%d commands=%d touched=%d removed=%d "
+            "errors=%d%s — %s",
+            conversation_id,
+            result.rounds,
+            command_count,
+            len(touched),
+            len(removed),
+            len(errors),
+            " (FAILED)" if failed else "",
+            summary[:160],
+        )
+        return result
+
+    def _snapshot(self) -> Dict[str, str]:
+        """Vault-relative ``*.md`` contents (same shape the provider's audit diff uses)."""
+        snapshot: Dict[str, str] = {}
+        if not self.root.exists():
+            return snapshot
+        for path in self.root.rglob("*.md"):
+            try:
+                snapshot[path.relative_to(self.root).as_posix()] = path.read_text(
+                    encoding="utf-8"
+                )
+            except OSError:
+                continue
+        return snapshot
+
+    @staticmethod
+    def _parse_events(stdout: str) -> tuple[int, int, List[str]]:
+        """Tolerantly scan the ``--json`` JSONL stream for counts and errors."""
+        commands = 0
+        turns = 0
+        errors: List[str] = []
+        for line in stdout.splitlines():
+            line = line.strip()
+            if not line.startswith("{"):
+                continue
+            try:
+                event = json.loads(line)
+            except json.JSONDecodeError:
+                continue
+            etype = str(event.get("type", ""))
+            item = event.get("item") or {}
+            item_type = str(item.get("item_type") or item.get("type") or "")
+            if etype == "item.completed" and "command" in item_type:
+                commands += 1
+            elif etype == "turn.completed":
+                turns += 1
+            elif etype == "turn.failed":
+                turns += 1
+                failure = event.get("error") or {}
+                errors.append(f"codex turn failed: {failure.get('message', failure)}")
+            elif etype == "error":
+                errors.append(f"codex error: {event.get('message', event)}")
+        return commands, turns, errors
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/edit_engine.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/edit_engine.py
new file mode 100644
index 00000000..ace3be88
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/edit_engine.py
@@ -0,0 +1,159 @@
+"""String-replace edit engine for vault notes.
+
+Reimplements the edit semantics used by coding-agent harnesses (pi, Claude Code):
+each edit is an exact ``old_text`` → ``new_text`` replacement, matched against the
+*original* file content, required to be unique, with helpful error messages that let
+the model self-correct. Falls back to whitespace/punctuation-normalised matching when
+the exact match fails (smart quotes, unicode dashes/spaces, trailing whitespace).
+
+The helpful-error design is the valuable part: when the model's ``old_text`` does not
+match or is ambiguous, the returned message tells it exactly how to fix the call.
+"""
+
+import re
+from dataclasses import dataclass
+from typing import List, Tuple
+
+
+class EditError(Exception):
+    """Raised when an edit cannot be applied. The message is sent back to the model."""
+
+
+@dataclass
+class Edit:
+    old_text: str
+    new_text: str
+
+
+# --- fuzzy normalisation (mirrors pi's normalizeForFuzzyMatch) ---------------
+
+_SMART_QUOTES = {
+    "‘": "'",
+    "’": "'",
+    "‚": "'",
+    "‛": "'",
+    "“": '"',
+    "”": '"',
+    "„": '"',
+    "‟": '"',
+}
+_DASHES = {c: "-" for c in "‐‑‒–—―−"}
+_SPACES = {c: " " for c in "            　"}
+_TRANSLATE = {ord(k): v for k, v in {**_SMART_QUOTES, **_DASHES, **_SPACES}.items()}
+
+
+def _normalize(text: str) -> str:
+    text = text.translate(_TRANSLATE)
+    # strip trailing whitespace per line
+    return "\n".join(line.rstrip() for line in text.split("\n"))
+
+
+def _find_unique(haystack: str, needle: str) -> Tuple[int, int]:
+    """Return (start, length) of the single match of ``needle`` in ``haystack``.
+
+    Tries exact match first, then a normalised match. Returns the span in terms of
+    the *original* ``haystack`` indices. Raises with the occurrence count if the match
+    is missing or ambiguous (caller turns this into a model-facing message).
+    """
+    count = haystack.count(needle)
+    if count == 1:
+        start = haystack.index(needle)
+        return start, len(needle)
+    if count > 1:
+        raise _Ambiguous(count)
+    if count == 0:
+        # fuzzy: normalise both sides and map back via a regex over the original
+        norm_needle = _normalize(needle)
+        norm_hay = _normalize(haystack)
+        ncount = norm_hay.count(norm_needle)
+        if ncount == 1:
+            # Build a tolerant regex from the needle: any run of the normalised
+            # chars matches the corresponding original chars. Cheap approach:
+            # locate by re-scanning original lines.
+            span = _map_fuzzy_span(haystack, needle)
+            if span is not None:
+                return span
+        if ncount > 1:
+            raise _Ambiguous(ncount)
+    raise _NoMatch()
+
+
+def _map_fuzzy_span(haystack: str, needle: str):
+    """Best-effort: find the original-text span whose normalised form == needle's."""
+    norm_needle = _normalize(needle)
+    # slide a window sized to the needle (+/- slack for collapsed whitespace)
+    n = len(needle)
+    for width in (n, n + 2, n + 5, n + 10):
+        for i in range(0, max(0, len(haystack) - width) + 1):
+            chunk = haystack[i : i + width]
+            if _normalize(chunk) == norm_needle:
+                return i, width
+    return None
+
+
+class _NoMatch(Exception):
+    pass
+
+
+class _Ambiguous(Exception):
+    def __init__(self, count: int):
+        self.count = count
+
+
+def apply_edits(content: str, edits: List[Edit], path: str) -> str:
+    """Apply all edits against the original ``content`` and return the new content.
+
+    All edits are matched against the original (not incrementally), required unique,
+    and checked for overlap. Raises :class:`EditError` with a self-correction hint.
+    """
+    if not edits:
+        raise EditError(f"No edits provided for {path}.")
+
+    spans: List[Tuple[int, int, str]] = []  # (start, length, new_text)
+    for idx, edit in enumerate(edits):
+        label = "" if len(edits) == 1 else f"edits[{idx}]"
+        if not edit.old_text:
+            where = f"{label}.old_text" if label else "old_text"
+            raise EditError(f"{where} must not be empty in {path}.")
+        try:
+            start, length = _find_unique(content, edit.old_text)
+        except _NoMatch:
+            what = label or "the exact text"
+            raise EditError(
+                f"Could not find {what} in {path}. The old text must match exactly "
+                f"including all whitespace and newlines. If it matched when you read "
+                f"the note, the note was changed by a concurrent writer: read_note it "
+                f"again and re-apply only your SMALLEST targeted edit against the "
+                f"current content — do NOT re-write or re-append whole sections."
+            )
+        except _Ambiguous as a:
+            what = label or "the text"
+            unit = f"{label}" if label else "The text"
+            raise EditError(
+                f"Found {a.count} occurrences of {what} in {path}. {unit} must be "
+                f"unique. Provide more surrounding context to make it unique."
+            )
+        spans.append((start, length, edit.new_text))
+
+    # reject overlaps (compare against original indices)
+    ordered = sorted(range(len(spans)), key=lambda i: spans[i][0])
+    for a, b in zip(ordered, ordered[1:]):
+        sa, la, _ = spans[a]
+        sb, _, _ = spans[b]
+        if sa + la > sb:
+            raise EditError(
+                f"edits[{a}] and edits[{b}] overlap in {path}. Merge them into one "
+                f"edit or target disjoint regions."
+            )
+
+    # apply right-to-left so earlier indices stay valid
+    new_content = content
+    for start, length, new_text in sorted(spans, key=lambda s: s[0], reverse=True):
+        new_content = new_content[:start] + new_text + new_content[start + length :]
+
+    if new_content == content:
+        raise EditError(
+            f"No changes made to {path}. The replacement produced identical content; "
+            f"check for special characters or that the text exists as expected."
+        )
+    return new_content
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/memory_agent.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/memory_agent.py
new file mode 100644
index 00000000..4365af5d
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/memory_agent.py
@@ -0,0 +1,465 @@
+"""Chronicle memory agent.
+
+A small tool-calling agent that maintains a per-user Obsidian-style markdown vault. Given
+one transcribed conversation it decides — using the vault tools — what to write and what
+to edit: it creates the conversation note and *surgically edits* existing person/topic
+notes rather than regenerating whole documents (the "don't write the whole thing again"
+goal). It links people as ``[[wikilinks]]`` so Obsidian Bases can aggregate them.
+
+Runtime: reuses Chronicle's existing provider-agnostic tool-calling primitive
+(:func:`async_chat_with_tools`, backed by ``model_registry``) — no new agent framework.
+The loop mirrors the one already in ``chat_service`` tool mode.
+"""
+
+import json
+import logging
+from dataclasses import dataclass, field
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+
+from advanced_omi_backend.llm_client import async_chat_with_tools
+from advanced_omi_backend.prompt_registry import get_prompt_registry
+
+from ..vault_templates import CONVERSATION_TEMPLATE, PERSON_TEMPLATE, TOPIC_TEMPLATE
+from .vault_tools import (
+    VAULT_SEARCH_TOOL_SCHEMAS,
+    VAULT_TOOL_SCHEMAS,
+    VaultToolError,
+    VaultTools,
+)
+
+logger = logging.getLogger("memory_service.agent")
+
+MAX_TOOL_ROUNDS = 16
+MAX_SEARCH_ROUNDS = 6
+# Bail out after this many consecutive rounds that raised a tool error but landed no
+# new note edit. That pattern is the model retrying a failing edit (e.g. a stale
+# edit_note anchor) and is almost never productive — aborting saves the rest of the
+# MAX_TOOL_ROUNDS budget (each round is a full LLM call). Belt-and-suspenders: with
+# memory jobs serialised on one worker, the concurrent-write cause can no longer occur.
+MAX_STALLED_ROUNDS = 3
+
+SEARCH_SYSTEM_PROMPT = """\
+You are a retrieval agent over a personal Obsidian-style markdown VAULT. Given a user's
+question, find the notes that answer it and return their relevant content.
+
+# Vault layout
+- People/<Name>.md — one per person (## About + dated ## Mentions).
+- Conversations/<id>.md — frontmatter people:[[..]] topics:[[..]]; sections Summary /
+  Key Facts / Action Items.
+- Topics/<Topic>.md — one per topic.
+- <Category>/<Name>.md — other kinds of things (Places, Projects, Books…); notes carry a
+  `categories: ["[[<Category>]]"]` property. (Ignore the Templates/ folder — it's scaffolding.)
+
+# How to search (you have read-only tools: grep, glob, read_note)
+1. Turn the question into one or more `grep` regex patterns over note CONTENTS. Names,
+   places, and facts appear verbatim, so search for the salient keyword(s) — e.g. for
+   "what 3D printer does Partham use?" grep `3D|printer|Dosink`. Use alternation `a|b`
+   and character classes `[Hh]` rather than one long literal phrase, which rarely matches.
+2. Use `glob` (e.g. `People/*.md`) to find a person/topic note by name.
+3. `read_note` the most relevant notes to confirm and gather context.
+4. When you have the answer, STOP calling tools and reply with a concise answer that
+   quotes the key facts verbatim and names the notes you used. Do not invent facts.
+{{vault_summary}}"""
+
+# System prompt id (registered in prompt_defaults). The constant below is the fallback
+# used when the registry is unavailable, and is the source of the registered default.
+AGENT_SYSTEM_PROMPT_ID = "memory.agent_system"
+
+
+# The note templates ARE the schema — embedded from vault_templates (the same strings
+# seeded into the vault's Templates/ folder) so the model's notion of a note's shape can
+# never drift from the files. The templates' Obsidian `{{date}}`/`{{title}}` tokens are
+# rewritten to `<date>`/`<title>` for the prompt so the ONLY mustache placeholder left is
+# `{{vault_summary}}` — otherwise a LangFuse `compile()` would blank the others. Built by
+# concatenation (not an f-string) so braces and the trailing slot survive intact.
+def _for_prompt(template: str) -> str:
+    return template.replace("{{date}}", "<date>").replace("{{title}}", "<title>")
+
+
+DEFAULT_AGENT_SYSTEM_PROMPT = (
+    """\
+You are Chronicle's memory agent. You maintain a personal Obsidian-style markdown VAULT by
+editing files with tools. Given one transcribed conversation, record it and update what the
+vault knows about the people, topics, and things involved — making the SMALLEST edits that
+capture the new information. Never regenerate a whole note when an edit will do.
+
+# Vault layout
+- Conversations/<conversation_id>.md — one per conversation.
+- People/<Name>.md — one per person (speakers and named people).
+- Topics/<Topic>.md — one per recurring topic.
+- <Category>/<Name>.md — notes for any OTHER recurring kind of thing (Places, Projects,
+  Books, Companies…). Each category has a hub note <Category>.md and a
+  Templates/<Category> Template.md describing its shape.
+- Templates/ holds note templates and Templates/Bases/ the aggregation views — this is
+  scaffolding; never write captured content there.
+
+Notes are aggregated by the `categories` property (a wikilink to the category hub, e.g.
+`categories: ["[[People]]"]`), NOT by folder — so always set `categories` correctly.
+
+# Conventions (this vault follows the Kepano / "file over app" style)
+- Link profusely: every person, topic, and thing is a [[wikilink]]. An unresolved link
+  (no note yet) is fine — it is a breadcrumb for later.
+- Category names and property names are PLURAL where applicable and REUSED across
+  categories (org, role, date, location, topics…) so things stay findable. Prefer an
+  existing category/property over inventing a near-duplicate.
+- Use `list` properties (`["[[A]]", "[[B]]"]`) for anything that may hold more than one value.
+- Capture what was actually said; quote key facts verbatim; never invent.
+- `Unknown Speaker N` is a diarization placeholder, not a person. Never put it in
+  `people:`, create a `People/Unknown Speaker N.md` note, or wikilink it.
+- Hermes is Chronicle's voice assistant/system, not a human. Link it as the recurring
+  topic `[[Hermes]]`; never create or update `People/Hermes.md`.
+
+# Note templates — fill these EXACTLY (they are the schema)
+Conversation note — `Conversations/<conversation_id>.md`:
+```
+"""
+    + _for_prompt(CONVERSATION_TEMPLATE)
+    + """```
+Person note — `People/<Name>.md`:
+```
+"""
+    + _for_prompt(PERSON_TEMPLATE)
+    + """```
+Topic note — `Topics/<Topic>.md`:
+```
+"""
+    + _for_prompt(TOPIC_TEMPLATE)
+    + """```
+In a template: replace `<date>` with the ISO date and `<title>` with the note's title;
+fill the blank properties and bullets. Copy the `![[Conversations.base#…]]` embed line
+VERBATIM into every new person/topic/category note — it auto-lists that note's
+conversations; never edit or remove it.
+
+# Organic categories
+Most conversations only touch People and Topics. But when something is a substantive,
+recurring KIND of thing that is not People/Topics/Conversations (a place, project, book,
+company…), call `create_category(name, properties)` ONCE — `name` plural (e.g. "Places"),
+`properties` the few short reusable keys its notes need (e.g. ["location", "type"]). That
+writes its template + base + hub. Then `read_note` `Templates/<Category> Template.md`,
+fill it, and `write_note` the note at `<Category>/<Name>.md` with
+`categories: ["[[<Category>]]"]`. Do NOT over-create categories — only when the thing will
+plausibly recur and matters.
+
+# How to work
+1. SEARCH first: `glob` (e.g. `People/*.md`) to see what exists and `grep` (regex over
+   contents) to find a person/topic/fact. Reuse exact existing note names so links resolve.
+2. `write_note` the conversation note from the Conversation template; put every identified
+   person in `people:` and every theme in `topics:` as [[wikilinks]].
+3. For each person/topic/thing: if its note exists, READ it then `edit_section` to add
+   genuinely new facts — `append` a bullet under `## About` and a dated line under
+   `## Mentions`. Otherwise `write_note` it from the matching template. `write_note` is
+   for CREATING a note — never use it (and never use overwrite) to "update" an existing
+   person/topic note, and never paste the template scaffold (`## About`/`## Conversations`/
+   `## Mentions`) into a note that already has it. Each section must appear exactly
+   once. Don't duplicate facts already present.
+4. `edit_section` targets a note's STRUCTURE, not a slice of its text: pass the section
+   heading (e.g. `About`, `Mentions`) or a `^block-ref` as `target`, the new bullet
+   line(s) as `text`, and an `operation` of append (default) / prepend / replace. Add
+   only the new line(s) — never re-paste the whole section. Use `edit_note` for
+   frontmatter and surgical mid-line fixes.
+5. Other conversations may be recorded into this vault CONCURRENTLY. `edit_section` does
+   not depend on the section's current text, so it keeps working when a note changed
+   between your read and your edit — prefer it. Never re-write or re-paste a whole
+   section, and never re-add content that is already present.
+6. If the conversation re-identifies a speaker (e.g. "Speaker 0" is actually Alice), use
+   `rename_person` to fix the name and all its backlinks.
+7. Keep going until everything is recorded, then reply with a 1-2 sentence summary of what
+   you changed. Do not call tools in that final message.
+
+Be precise and conservative: capture what was actually said, link things, avoid invention.
+{{vault_summary}}"""
+)
+
+
+@dataclass
+class MemoryAgentResult:
+    conversation_id: str
+    rounds: int
+    touched: List[str]
+    summary: str
+    tool_calls: int = 0
+    # Notes retired by a rename/merge this run (VaultTools.removed entries): each is
+    # {"old_path", "new_path", "before"}. Recorded as ``rename`` audit-ledger entries
+    # so a note disappearing is never invisible in the ledger.
+    removed: List[dict] = field(default_factory=list)
+    errors: List[str] = field(default_factory=list)
+    truncated: bool = (
+        False  # loop ended on a truncated/empty LLM response, not a deliberate finish
+    )
+    stalled: bool = (
+        False  # loop aborted after repeated no-progress error rounds (stuck retrying)
+    )
+
+
+async def _get_prompt(prompt_id: str, default: str, vault_summary: str = "") -> str:
+    """Fetch a (user-overridable) prompt from the registry, else fall back to ``default``.
+
+    Both prompts carry a ``{{vault_summary}}`` slot for learned per-user conventions.
+    """
+    try:
+        registry = get_prompt_registry()
+        return await registry.get_prompt(prompt_id, vault_summary=vault_summary)
+    except Exception as e:  # noqa: BLE001 - registry optional; fall back to constant
+        logger.debug(
+            "prompt registry unavailable (%s); using default for %s", e, prompt_id
+        )
+        return default.replace("{{vault_summary}}", vault_summary)
+
+
+class MemoryAgent:
+    """Runs the tool loop that turns a transcript into vault edits."""
+
+    def __init__(
+        self,
+        vault_root: Path,
+        operation: str = "memory_agent",
+        *,
+        force_fallback: bool = False,
+    ):
+        # `operation` selects the model/params from model_registry. A dedicated
+        # "memory_agent" operation is used (not "memory_extraction", which may force
+        # response_format=json and conflict with tool calling): reasoning models spend
+        # completion tokens on reasoning before emitting any tool call, so this
+        # operation carries a larger max_tokens budget and a low reasoning_effort.
+        self.tools = VaultTools(vault_root)
+        self.operation = operation
+        self.force_fallback = force_fallback
+
+    async def run(
+        self,
+        transcript: str,
+        conversation_id: str,
+        *,
+        date: Optional[str] = None,
+        duration_minutes: Optional[float] = None,
+        title: Optional[str] = None,
+        vault_summary: str = "",
+        guidance: str = "",
+    ) -> MemoryAgentResult:
+        date = date or datetime.now(timezone.utc).isoformat()
+        system_prompt = await _get_prompt(
+            AGENT_SYSTEM_PROMPT_ID, DEFAULT_AGENT_SYSTEM_PROMPT, vault_summary
+        )
+
+        guidance_block = f"\n\n{guidance}" if guidance else ""
+        task = (
+            f"New conversation to record.\n"
+            f"conversation_id: {conversation_id}\n"
+            f"date: {date}\n"
+            f"duration_minutes: {duration_minutes if duration_minutes is not None else 'unknown'}\n\n"
+            f"source_title: {title or 'unknown'}\n\n"
+            f"Transcript (speaker-labelled):\n{transcript}"
+            f"{guidance_block}"
+        )
+        messages: List[Dict[str, Any]] = [
+            {"role": "system", "content": system_prompt},
+            {"role": "user", "content": task},
+        ]
+
+        tool_calls = 0
+        errors: List[str] = []
+        truncation_retried = False
+        stalled_rounds = 0  # consecutive rounds that erred but landed no new edit
+
+        for round_idx in range(MAX_TOOL_ROUNDS):
+            response = await async_chat_with_tools(
+                messages,
+                tools=VAULT_TOOL_SCHEMAS,
+                operation=self.operation,
+                force_fallback=self.force_fallback,
+            )
+            choice = response.choices[0]
+            msg = choice.message
+
+            if not msg.tool_calls:
+                summary = (msg.content or "").strip()
+                if not summary or choice.finish_reason == "length":
+                    # Reasoning models can burn the whole completion budget on
+                    # reasoning and return an empty/truncated message with no tool
+                    # calls (finish_reason="length") — that is NOT a deliberate
+                    # completion. Retry the round once, then abort as truncated.
+                    if not truncation_retried:
+                        truncation_retried = True
+                        logger.warning(
+                            "memory agent got truncated/empty response for conv=%s "
+                            "(finish_reason=%s) — retrying round %d",
+                            conversation_id,
+                            choice.finish_reason,
+                            round_idx + 1,
+                        )
+                        continue
+                    logger.error(
+                        "memory agent aborted on truncated/empty response for conv=%s "
+                        "(finish_reason=%s, rounds=%d, tools=%d, touched=%d)",
+                        conversation_id,
+                        choice.finish_reason,
+                        round_idx + 1,
+                        tool_calls,
+                        len(self.tools.touched),
+                    )
+                    return MemoryAgentResult(
+                        conversation_id=conversation_id,
+                        rounds=round_idx + 1,
+                        touched=sorted(self.tools.touched),
+                        summary=summary,
+                        tool_calls=tool_calls,
+                        removed=list(self.tools.removed),
+                        errors=errors,
+                        truncated=True,
+                    )
+                logger.info(
+                    "memory agent done: conv=%s rounds=%d tools=%d touched=%d",
+                    conversation_id,
+                    round_idx + 1,
+                    tool_calls,
+                    len(self.tools.touched),
+                )
+                return MemoryAgentResult(
+                    conversation_id=conversation_id,
+                    rounds=round_idx + 1,
+                    touched=sorted(self.tools.touched),
+                    summary=summary,
+                    tool_calls=tool_calls,
+                    removed=list(self.tools.removed),
+                    errors=errors,
+                )
+
+            messages.append(msg.model_dump())
+            touched_before = len(self.tools.touched)
+            errors_before = len(errors)
+            for tc in msg.tool_calls:
+                tool_calls += 1
+                name = tc.function.name
+                try:
+                    args = json.loads(tc.function.arguments or "{}")
+                except json.JSONDecodeError:
+                    args = {}
+                try:
+                    result = self.tools.dispatch(name, args)
+                except VaultToolError as e:
+                    result = f"Error: {e}"  # surfaced to model so it can self-correct
+                    errors.append(f"{name}: {e}")
+                except Exception as e:  # noqa: BLE001 - unexpected tool failure
+                    result = f"Error: {type(e).__name__}: {e}"
+                    errors.append(f"{name}: {e}")
+                    logger.exception("memory agent tool %s crashed", name)
+                messages.append(
+                    {"role": "tool", "tool_call_id": tc.id, "content": result}
+                )
+
+            # No-progress guard: a round that raised a tool error but edited no note is
+            # the model retrying a failing edit. Count consecutive such rounds and bail
+            # before exhausting the round budget on a doomed retry loop. A round that
+            # landed any edit (touched grew) resets the counter.
+            made_edit = len(self.tools.touched) > touched_before
+            had_error = len(errors) > errors_before
+            if had_error and not made_edit:
+                stalled_rounds += 1
+                if stalled_rounds >= MAX_STALLED_ROUNDS:
+                    logger.warning(
+                        "memory agent stalled for conv=%s: %d consecutive no-progress "
+                        "error rounds (rounds=%d, tools=%d, touched=%d) — aborting",
+                        conversation_id,
+                        stalled_rounds,
+                        round_idx + 1,
+                        tool_calls,
+                        len(self.tools.touched),
+                    )
+                    return MemoryAgentResult(
+                        conversation_id=conversation_id,
+                        rounds=round_idx + 1,
+                        touched=sorted(self.tools.touched),
+                        summary="(stopped: stalled retrying a failing edit)",
+                        tool_calls=tool_calls,
+                        removed=list(self.tools.removed),
+                        errors=errors,
+                        stalled=True,
+                    )
+            else:
+                stalled_rounds = 0
+
+        logger.warning(
+            "memory agent hit MAX_TOOL_ROUNDS for conv=%s (touched=%d)",
+            conversation_id,
+            len(self.tools.touched),
+        )
+        return MemoryAgentResult(
+            conversation_id=conversation_id,
+            rounds=MAX_TOOL_ROUNDS,
+            touched=sorted(self.tools.touched),
+            summary="(stopped at max rounds)",
+            tool_calls=tool_calls,
+            removed=list(self.tools.removed),
+            errors=errors,
+        )
+
+
+@dataclass
+class VaultSearchResult:
+    answer: str
+    notes: List[
+        Dict[str, str]
+    ]  # [{"path": ..., "content": ...}] for notes the agent read
+    rounds: int = 0
+
+
+async def search_vault(
+    query: str,
+    vault_root: Path,
+    *,
+    operation: str = "memory_agent",
+    max_rounds: int = MAX_SEARCH_ROUNDS,
+    vault_summary: str = "",
+) -> VaultSearchResult:
+    """Read-only retrieval agent: the model drives grep/glob/read to answer ``query``.
+
+    Models Claude Code's search — the LLM formulates ripgrep patterns; there is no query
+    preprocessing. Returns the synthesised answer plus the notes the agent read (which it
+    chose to read because they were relevant), for use as memory context.
+    """
+    tools = VaultTools(vault_root)
+    system_prompt = await _get_prompt(
+        "memory.search_system", SEARCH_SYSTEM_PROMPT, vault_summary
+    )
+    messages: List[Dict[str, Any]] = [
+        {"role": "system", "content": system_prompt},
+        {"role": "user", "content": query},
+    ]
+    read_notes: Dict[str, str] = {}  # path -> content, in read order
+
+    for round_idx in range(max_rounds):
+        response = await async_chat_with_tools(
+            messages, tools=VAULT_SEARCH_TOOL_SCHEMAS, operation=operation
+        )
+        msg = response.choices[0].message
+        if not msg.tool_calls:
+            return VaultSearchResult(
+                answer=(msg.content or "").strip(),
+                notes=[{"path": p, "content": c} for p, c in read_notes.items()],
+                rounds=round_idx + 1,
+            )
+        messages.append(msg.model_dump())
+        for tc in msg.tool_calls:
+            name = tc.function.name
+            try:
+                args = json.loads(tc.function.arguments or "{}")
+            except json.JSONDecodeError:
+                args = {}
+            try:
+                result = tools.dispatch(name, args)
+                if name == "read_note" and not result.startswith("Error:"):
+                    read_notes[args.get("path", "?")] = result
+            except VaultToolError as e:
+                result = f"Error: {e}"
+            except Exception as e:  # noqa: BLE001
+                result = f"Error: {type(e).__name__}: {e}"
+                logger.exception("vault search tool %s crashed", name)
+            messages.append({"role": "tool", "tool_call_id": tc.id, "content": result})
+
+    return VaultSearchResult(
+        answer="(search stopped at max rounds)",
+        notes=[{"path": p, "content": c} for p, c in read_notes.items()],
+        rounds=max_rounds,
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/section_edit.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/section_edit.py
new file mode 100644
index 00000000..80184033
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/section_edit.py
@@ -0,0 +1,199 @@
+"""Heading/block-ref *targeted* editing for vault notes (PROTOTYPE).
+
+This is the structural counterpart to :mod:`edit_engine`'s exact ``old_text`` →
+``new_text`` replacement. Instead of anchoring on a literal slice of the note body —
+which goes stale the moment a concurrent writer touches that slice — an edit here
+targets a note's *structure*: a ``## Heading`` or an Obsidian block reference
+(``^block-id``), plus an operation (``append`` / ``prepend`` / ``replace``).
+
+Why this exists
+---------------
+The memory agent's dominant edit is "append a genuinely-new bullet under ``## About``
+and a dated line under ``## Mentions``" (see the agent system prompt). Expressed as an
+``old_text`` edit, the model must paste the section's current tail verbatim as an
+anchor — so when two same-user memory runs interleave, the anchor it read is no longer
+present and the edit fails, forcing a read-retry loop (the root cause documented in the
+memory-job-serialization work). A heading-targeted append needs *no* knowledge of the
+section's current contents, so it survives concurrent edits that don't restructure the
+note. It mirrors the Obsidian Local REST API ``PATCH``-with-target design the community
+has converged on for AI agents.
+
+This module is intentionally self-contained and dependency-free so it can be unit
+tested in isolation and trialled alongside the existing ``edit_note`` tool.
+"""
+
+import re
+from typing import List, Tuple
+
+# Operations an edit may perform against a located target.
+APPEND = "append"
+PREPEND = "prepend"
+REPLACE = "replace"
+_OPERATIONS = (APPEND, PREPEND, REPLACE)
+
+_HEADING_RE = re.compile(r"^(#{1,6})\s+(.*?)\s*$")
+
+
+class SectionEditError(Exception):
+    """Raised when a targeted edit cannot be applied; message is sent back to the model."""
+
+
+def _split_keepends(content: str) -> List[str]:
+    """Split into lines preserving terminators (so re-joining is loss-free)."""
+    return content.splitlines(keepends=True)
+
+
+def _norm_heading(target: str) -> str:
+    """Strip leading ``#`` markers and surrounding whitespace from a heading target."""
+    return target.lstrip("#").strip()
+
+
+def _ensure_block(text: str) -> str:
+    """Normalise inserted text to end with exactly one newline (never zero, never two)."""
+    return text.rstrip("\n") + "\n"
+
+
+def _find_heading_lines(lines: List[str], heading: str) -> List[int]:
+    """Return indices of every ``#..###### <heading>`` line, case-insensitively."""
+    want = heading.casefold()
+    hits = []
+    for i, line in enumerate(lines):
+        m = _HEADING_RE.match(line.rstrip("\n"))
+        if m and m.group(2).casefold() == want:
+            hits.append(i)
+    return hits
+
+
+def _heading_level(line: str) -> int:
+    m = _HEADING_RE.match(line.rstrip("\n"))
+    return len(m.group(1)) if m else 0
+
+
+def _section_body_span(lines: List[str], heading_idx: int) -> Tuple[int, int]:
+    """Return ``(body_start, body_end)`` line indices for the section opened at
+    ``heading_idx``. The body runs from the line after the heading up to (but not
+    including) the next heading whose level is <= this heading's level, or EOF.
+    """
+    level = _heading_level(lines[heading_idx])
+    body_start = heading_idx + 1
+    body_end = len(lines)
+    for j in range(body_start, len(lines)):
+        lvl = _heading_level(lines[j])
+        if lvl and lvl <= level:
+            body_end = j
+            break
+    return body_start, body_end
+
+
+def _apply_to_heading(
+    lines: List[str], heading: str, text: str, operation: str
+) -> List[str]:
+    hits = _find_heading_lines(lines, heading)
+    if not hits:
+        raise SectionEditError(
+            f"No section heading matching '{heading}' found. Targets are matched on the "
+            f"heading text without '#'. read_note the file to see its exact headings, or "
+            f"create the section first."
+        )
+    if len(hits) > 1:
+        raise SectionEditError(
+            f"Found {len(hits)} headings matching '{heading}'; the target must be unique. "
+            f"A structured note carries each section once — repair the duplicate, or "
+            f"disambiguate by including the level (e.g. '### {heading}')."
+        )
+    h = hits[0]
+    body_start, body_end = _section_body_span(lines, h)
+    block = _ensure_block(text)
+
+    if operation == PREPEND:
+        # Insert immediately under the heading line, before existing body.
+        return lines[: h + 1] + [block] + lines[h + 1 :]
+
+    if operation == REPLACE:
+        # Replace the whole section body, preserving one trailing blank if the
+        # original had separation before the next heading.
+        trailing = lines[body_end - 1] if body_end > body_start else ""
+        keep_blank = (
+            [trailing] if trailing.strip() == "" and body_end < len(lines) else []
+        )
+        return lines[: h + 1] + [block] + keep_blank + lines[body_end:]
+
+    # APPEND: insert after the last non-blank line of the body, keeping any trailing
+    # blank line(s) that separate this section from the next heading.
+    last_content = body_start - 1
+    for k in range(body_start, body_end):
+        if lines[k].strip():
+            last_content = k
+    insert_at = last_content + 1
+    return lines[:insert_at] + [block] + lines[insert_at:]
+
+
+_BLOCK_ID_RE = re.compile(r"\^([A-Za-z0-9][A-Za-z0-9\-]*)\s*$")
+
+
+def _find_block_lines(lines: List[str], block_id: str) -> List[int]:
+    """Return indices of lines ending with the Obsidian block id ``^block_id``."""
+    hits = []
+    for i, line in enumerate(lines):
+        m = _BLOCK_ID_RE.search(line.rstrip("\n"))
+        if m and m.group(1) == block_id:
+            hits.append(i)
+    return hits
+
+
+def _apply_to_block(
+    lines: List[str], block_id: str, text: str, operation: str
+) -> List[str]:
+    hits = _find_block_lines(lines, block_id)
+    if not hits:
+        raise SectionEditError(
+            f"No block reference '^{block_id}' found. Block ids are the '^id' marker at "
+            f"the end of a line. read_note the file to confirm it exists."
+        )
+    if len(hits) > 1:
+        raise SectionEditError(
+            f"Found {len(hits)} lines ending with '^{block_id}'; a block id must be unique."
+        )
+    b = hits[0]
+    block = _ensure_block(text)
+    if operation == PREPEND:
+        return lines[:b] + [block] + lines[b:]
+    if operation == REPLACE:
+        return lines[:b] + [block] + lines[b + 1 :]
+    # APPEND: insert directly after the referenced block line.
+    return lines[: b + 1] + [block] + lines[b + 1 :]
+
+
+def apply_section_edit(
+    content: str, target: str, text: str, operation: str = APPEND
+) -> str:
+    """Apply a structural edit and return the new content.
+
+    ``target`` is either a heading (``"About"`` / ``"## About"`` / ``"### Summary"``) or
+    an Obsidian block reference (``"^block-id"``). ``operation`` is one of ``append``
+    (default), ``prepend``, or ``replace``. Raises :class:`SectionEditError` with a
+    self-correction hint the model can act on.
+    """
+    if operation not in _OPERATIONS:
+        raise SectionEditError(
+            f"Unknown operation '{operation}': use one of {', '.join(_OPERATIONS)}."
+        )
+    if not text or not text.strip():
+        raise SectionEditError("Refusing an empty insertion; provide text to add.")
+
+    lines = _split_keepends(content)
+    # Ensure the file ends with a newline so insertions never weld onto the last line.
+    if lines and not lines[-1].endswith("\n"):
+        lines[-1] = lines[-1] + "\n"
+
+    if target.strip().startswith("^"):
+        new_lines = _apply_to_block(lines, target.strip()[1:], text, operation)
+    else:
+        new_lines = _apply_to_heading(lines, _norm_heading(target), text, operation)
+
+    new_content = "".join(new_lines)
+    if new_content == content:
+        raise SectionEditError(
+            f"No change produced for target '{target}'. Check the operation and text."
+        )
+    return new_content
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/agent/vault_tools.py b/backends/advanced/src/advanced_omi_backend/services/memory/agent/vault_tools.py
new file mode 100644
index 00000000..c54488e0
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/agent/vault_tools.py
@@ -0,0 +1,766 @@
+"""Vault tools for the Chronicle memory agent.
+
+A filesystem-scoped toolset the agent calls to maintain a per-user Obsidian-style
+markdown vault:
+
+    {vault_root}/Conversations/<conversation_id>.md
+    {vault_root}/People/<name>.md
+    {vault_root}/Topics/<topic>.md
+
+Search is modelled on Claude Code: a ripgrep-backed ``grep`` (full regex, glob filter,
+output modes) and a ``glob`` (filename patterns) that the LLM drives by formulating
+patterns — no query preprocessing. Editing uses exact string-replace (see
+:mod:`edit_engine`). ``rename_person`` renames a person note and rewrites every
+``[[wikilink]]`` across the vault (via notesmd-cli ``move`` when present, else Python).
+
+Frontmatter is edited as text via ``edit_note`` — never through notesmd-cli's
+``frontmatter --edit``, which corrupts wikilinks and list/number values.
+"""
+
+import contextlib
+import json
+import logging
+import os
+import re
+import shutil
+import subprocess
+from collections import Counter
+from pathlib import Path
+from typing import Any, Dict, Iterator, List
+
+from ..vault_lock import VaultLockTimeout, vault_note_lock
+from ..vault_scaffold import write_category
+from .edit_engine import Edit, EditError, apply_edits
+from .section_edit import SectionEditError, apply_section_edit
+
+logger = logging.getLogger("memory_service.agent.tools")
+
+_GREP_MAX_LINES = 200  # default head limit, like Claude Code's grep
+
+
+class VaultToolError(Exception):
+    """Tool-level failure. The message is returned to the model so it can retry."""
+
+
+def _safe_relpath(path: str) -> str:
+    """Reject absolute paths, traversal, and slash-in-title nesting; normalise to a
+    vault-relative ``<Folder>/<Title>.md`` (or top-level hub ``<Title>.md``) path.
+
+    Whitespace around components is stripped — a title like ``"TailScale "`` would
+    otherwise mint a trailing-space file/folder name that breaks Windows and Syncthing.
+    """
+    p = path.strip().lstrip("/")
+    if ".." in Path(p).parts:
+        raise VaultToolError(f"Invalid path '{path}': must stay inside the vault.")
+    if not p.endswith(".md"):
+        p += ".md"
+    parts = list(Path(p).parts)
+    if len(parts) > 2:
+        raise VaultToolError(
+            f"Invalid path '{path}': notes live at <Folder>/<Title>.md, one folder "
+            f"deep. A '/' in a note title would create nested folders — rephrase the "
+            f"title without '/' (e.g. 'Tailscale VPN WireGuard', not "
+            f"'TailScale / VPN / WireGuard')."
+        )
+    dirs = [d.strip() for d in parts[:-1]]
+    stem = parts[-1][: -len(".md")].strip()
+    if not stem or any(not d for d in dirs):
+        raise VaultToolError(f"Invalid path '{path}': empty folder or note title.")
+    return str(Path(*dirs, stem + ".md"))
+
+
+_H2_RE = re.compile(r"^##\s+(.+?)\s*$", re.MULTILINE)
+
+
+def _section_counts(text: str) -> Counter:
+    """Count occurrences of each top-level ``## Section`` heading (case-insensitive)."""
+    return Counter(m.group(1).lower() for m in _H2_RE.finditer(text))
+
+
+# Sections whose bullets carry accumulated facts and must survive a person-note
+# merge. ``Conversations`` is intentionally excluded — it holds a dynamic
+# ``![[Conversations.base]]`` embed, not facts to migrate.
+_MERGE_SECTIONS = ("About", "Mentions")
+
+
+def _extract_section_bullets(content: str, heading: str) -> List[str]:
+    """Return the non-empty bullet lines under a ``## heading`` (case-insensitive).
+
+    A bare ``-`` placeholder (an empty template bullet) is skipped so migrating an
+    untouched section contributes nothing.
+    """
+    want = heading.casefold()
+    out: List[str] = []
+    in_section = False
+    for line in content.splitlines():
+        m = _H2_RE.match(line.rstrip())
+        if m:
+            in_section = m.group(1).casefold() == want
+            continue
+        if in_section:
+            stripped = line.strip()
+            if stripped.startswith("-") and stripped.lstrip("-").strip():
+                out.append(line.rstrip())
+    return out
+
+
+def _assert_no_new_section_dupes(rel: str, before: str, after: str) -> None:
+    """Reject a mutation that *introduces* a duplicated ``## Section`` heading.
+
+    A structured note (person/topic/etc.) carries each section — ``## About``,
+    ``## Mentions``, … — exactly once. The classic agent failure is re-emitting the
+    whole note template (or re-pasting a section) so the body stacks 2–3×. This is
+    a deterministic backstop at the tool boundary: it blocks the corrupt write
+    regardless of how the model misbehaved, and surfaces a corrective message.
+
+    We compare against ``before`` and only reject *new* duplication, so an edit to
+    an already-duplicated note can still proceed (e.g. while repairing it).
+    """
+    bc = _section_counts(before)
+    ac = _section_counts(after)
+    offenders = sorted(h for h, n in ac.items() if n > 1 and n > bc.get(h, 0))
+    if offenders:
+        pretty = ", ".join(f"'## {h}' (×{ac[h]})" for h in offenders)
+        raise VaultToolError(
+            f"Refusing to write '{rel}': it would duplicate section heading(s) "
+            f"{pretty}. A note must contain each section once. Do NOT re-emit the "
+            f"note template or paste a whole section into an existing note — "
+            f"read_note it and edit_note only the genuinely new lines into the "
+            f"section that already exists."
+        )
+
+
+class VaultTools:
+    """Filesystem-scoped tool implementations for one user's vault."""
+
+    def __init__(self, vault_root: Path):
+        self.root = Path(vault_root)
+        self.root.mkdir(parents=True, exist_ok=True)
+        self._rg = shutil.which("rg")
+        self._notesmd = os.getenv("NOTESMD_CLI_BIN") or shutil.which("notesmd-cli")
+        self.touched: set = set()  # vault-relative paths created/edited this run
+        # Notes retired by a rename/merge this run. Each entry is
+        # {"old_path", "new_path", "before"} — the audit step turns these into
+        # ``rename`` ledger entries so a note vanishing is never invisible.
+        self.removed: List[dict] = []
+
+    @contextlib.contextmanager
+    def _locked(self) -> Iterator[None]:
+        """Serialise ONE mutation against concurrent writers of this user's vault.
+
+        The vault root's directory name is the user id (``conversation_docs/<user_id>``).
+        Every mutating tool runs its full resolve-check-write sequence inside this lock
+        so exists/case-collision checks cannot race a concurrent agent's write.
+        """
+        try:
+            with vault_note_lock(self.root.name):
+                yield
+        except VaultLockTimeout:
+            raise VaultToolError(
+                "The vault is briefly locked by another writer. Retry this exact "
+                "operation; if editing, read_note the file again first — it may have "
+                "changed."
+            )
+
+    # --- path helpers -------------------------------------------------------
+
+    def _resolve_ci(self, rel: str) -> str:
+        """Map a vault-relative path onto an existing file matching case-insensitively.
+
+        The backend filesystem is case-sensitive, but macOS/Windows clients are not.
+        Writing ``People/Hermes.md`` when ``People/hermes.md`` already exists would
+        create a case-variant sibling here that collides irrecoverably once Syncthing
+        pushes both to a case-insensitive client. Resolving each path component
+        against what is already on disk makes the agent reuse the existing note
+        instead, so two notes never differ only by case.
+        """
+        current = self.root
+        resolved: List[str] = []
+        parts = Path(rel).parts
+        for i, part in enumerate(parts):
+            if (current / part).exists():
+                current = current / part
+                resolved.append(part)
+                continue
+            match = None
+            if current.is_dir():
+                lowered = part.lower()
+                match = next(
+                    (e.name for e in current.iterdir() if e.name.lower() == lowered),
+                    None,
+                )
+            if match:
+                current = current / match
+                resolved.append(match)
+            else:
+                resolved.extend(parts[i:])  # no match: keep requested casing onward
+                break
+        return str(Path(*resolved)) if resolved else rel
+
+    def _abs(self, path: str) -> Path:
+        return self.root / self._resolve_ci(_safe_relpath(path))
+
+    def _all_md(self) -> List[Path]:
+        return list(self.root.rglob("*.md"))
+
+    # --- search (ripgrep) ---------------------------------------------------
+
+    def grep(
+        self,
+        pattern: str,
+        glob: str = "",
+        output_mode: str = "files_with_matches",
+        ignore_case: bool = True,
+        context: int = 0,
+        head_limit: int = _GREP_MAX_LINES,
+    ) -> str:
+        """ripgrep over the vault. Returns text (paths / `path:line:text` / `path:count`)."""
+        if not self._rg:
+            raise VaultToolError(
+                "ripgrep (rg) is not installed in this environment; cannot search."
+            )
+        args = [self._rg, "--no-messages", "--color=never"]
+        if ignore_case:
+            args.append("-i")
+        if glob:
+            args += ["--glob", glob]
+        if output_mode == "files_with_matches":
+            args.append("-l")
+        elif output_mode == "count":
+            args.append("-c")
+        elif output_mode == "content":
+            args.append("-n")
+            if context:
+                args += ["-C", str(int(context))]
+        else:
+            raise VaultToolError(
+                f"Invalid output_mode '{output_mode}': use files_with_matches, content, or count."
+            )
+        # Explicit "." path is REQUIRED: with no path and a non-TTY stdin (always the
+        # case under subprocess), ripgrep searches stdin instead of the directory.
+        args += ["--", pattern, "."]
+        try:
+            proc = subprocess.run(
+                args, cwd=self.root, capture_output=True, text=True, timeout=20
+            )
+        except subprocess.TimeoutExpired:
+            raise VaultToolError(f"Search timed out for pattern {pattern!r}.")
+        # rg exit code: 0 = matches, 1 = no matches (not an error), 2 = real error
+        if proc.returncode == 2:
+            raise VaultToolError(
+                f"Invalid regex {pattern!r}: {proc.stderr.strip() or 'ripgrep error'}"
+            )
+        out = proc.stdout.strip()
+        if not out:
+            return "No matches found."
+        # Strip the leading "./" ripgrep adds when searching ".".
+        lines = [ln[2:] if ln.startswith("./") else ln for ln in out.splitlines()]
+        if len(lines) > head_limit:
+            extra = len(lines) - head_limit
+            lines = lines[:head_limit]
+            lines.append(f"... ({extra} more line(s) truncated; refine the pattern)")
+        return "\n".join(lines)
+
+    def glob(self, pattern: str) -> str:
+        """Find notes by filename pattern (e.g. ``People/*.md``). Returns paths."""
+        if self._rg:
+            proc = subprocess.run(
+                [self._rg, "--files", "--glob", pattern],
+                cwd=self.root,
+                capture_output=True,
+                text=True,
+                timeout=20,
+            )
+            out = proc.stdout.strip()
+        else:
+            out = "\n".join(
+                str(p.relative_to(self.root))
+                for p in self.root.rglob("*.md")
+                if Path(str(p.relative_to(self.root))).match(pattern)
+            )
+        return out or "No files found."
+
+    # --- read / write -------------------------------------------------------
+
+    def read_note(self, path: str) -> str:
+        fp = self._abs(path)
+        if not fp.exists():
+            raise VaultToolError(
+                f"Note '{path}' does not exist. Use glob or grep to find the right "
+                f"path, or write_note to create it."
+            )
+        return fp.read_text(encoding="utf-8")
+
+    def edit_note(self, path: str, edits: List[Dict[str, str]]) -> str:
+        parsed = [Edit(e["old_text"], e["new_text"]) for e in edits]
+        with self._locked():
+            fp = self._abs(path)
+            if not fp.exists():
+                raise VaultToolError(
+                    f"Could not edit '{path}': file not found. Use write_note to create it."
+                )
+            content = fp.read_text(encoding="utf-8")
+            try:
+                new_content = apply_edits(content, parsed, path)
+            except EditError as e:
+                raise VaultToolError(str(e))
+            _assert_no_new_section_dupes(path, content, new_content)
+            fp.write_text(new_content, encoding="utf-8")
+            self.touched.add(self._resolve_ci(_safe_relpath(path)))
+        return f"Edited {path} ({len(edits)} replacement(s))."
+
+    def edit_section(
+        self, path: str, target: str, text: str, operation: str = "append"
+    ) -> str:
+        """Structurally targeted edit: append/prepend/replace under a ``## Heading`` or
+        ``^block-ref`` — without needing the section's current text as an anchor.
+
+        Unlike ``edit_note`` (which matches a literal ``old_text`` slice and so fails
+        when a concurrent writer has changed that slice), this targets the note's
+        structure, so the common "append a new fact under ## About" survives concurrent
+        edits that don't restructure the note.
+        """
+        with self._locked():
+            fp = self._abs(path)
+            if not fp.exists():
+                raise VaultToolError(
+                    f"Could not edit '{path}': file not found. Use write_note to create it."
+                )
+            content = fp.read_text(encoding="utf-8")
+            try:
+                new_content = apply_section_edit(content, target, text, operation)
+            except SectionEditError as e:
+                raise VaultToolError(str(e))
+            _assert_no_new_section_dupes(path, content, new_content)
+            fp.write_text(new_content, encoding="utf-8")
+            self.touched.add(self._resolve_ci(_safe_relpath(path)))
+        return f"Edited {path} ({operation} under '{target}')."
+
+    def write_note(self, path: str, content: str, overwrite: bool = False) -> str:
+        with self._locked():
+            rel = self._resolve_ci(_safe_relpath(path))
+            fp = self.root / rel
+            if fp.exists() and not overwrite:
+                raise VaultToolError(
+                    f"Note '{rel}' already exists. Use edit_note to modify it, or pass "
+                    f"overwrite=true only if you intend to replace it entirely."
+                )
+            existed = fp.exists()
+            # Long-lived structured notes are maintained incrementally — overwriting
+            # one wholesale either duplicates the body or drops accumulated facts.
+            # Force those updates through edit_note.
+            top_folder = Path(rel).parts[0] if len(Path(rel).parts) > 1 else ""
+            note_stem = Path(rel).stem
+            if top_folder == "People" and (
+                re.fullmatch(r"unknown speaker(?:\s+\d+)?", note_stem, re.IGNORECASE)
+                or note_stem.casefold() == "hermes"
+            ):
+                raise VaultToolError(
+                    "Unknown Speaker diarization placeholders and the Hermes assistant are not people; "
+                    "do not create or link a person note for them. Use Topics/Hermes.md "
+                    "for the Hermes assistant."
+                )
+            if existed and overwrite and top_folder in ("People", "Topics"):
+                raise VaultToolError(
+                    f"Refusing to overwrite existing note '{rel}'. People/Topics notes "
+                    f"accumulate facts over time — never replace them wholesale. "
+                    f"read_note it and edit_note only the new lines."
+                )
+            before = fp.read_text(encoding="utf-8") if existed else ""
+            _assert_no_new_section_dupes(rel, before, content)
+            fp.parent.mkdir(parents=True, exist_ok=True)
+            fp.write_text(content, encoding="utf-8")
+            self.touched.add(rel)
+        return f"{'Overwrote' if existed else 'Wrote'} {rel} ({len(content)} chars)."
+
+    def create_category(self, name: str, properties: List[str] | None = None) -> str:
+        """Mint a new organic category: its template, base, and hub note (idempotent).
+
+        ``name`` should be the plural category name (e.g. ``"Places"``); ``properties`` the
+        short, reusable frontmatter keys its notes carry (e.g. ``["location", "type"]``).
+        """
+        with self._locked():
+            created = write_category(self.root, name, properties or [])
+        for rel in created:
+            self.touched.add(rel)
+        if created:
+            return (
+                f"Created category '{name}' ({', '.join(created)}). Now file notes under "
+                f'{name}/<Title>.md with categories: ["[[{name}]]"], using '
+                f"Templates/{name} Template.md as the shape."
+            )
+        return (
+            f"Category '{name}' already exists. File notes under {name}/<Title>.md and read "
+            f"Templates/{name} Template.md for its schema."
+        )
+
+    def rename_person(self, old_name: str, new_name: str) -> str:
+        old_rel, new_rel = f"People/{old_name}.md", f"People/{new_name}.md"
+        with self._locked():
+            old_fp, new_fp = self._abs(old_rel), self._abs(new_rel)
+            if not old_fp.exists():
+                raise VaultToolError(
+                    f"Person note 'People/{old_name}.md' does not exist."
+                )
+            # Snapshot the retiring note before it moves/unlinks so the audit ledger
+            # keeps its final content and the merge never loses facts unrecorded.
+            old_content = old_fp.read_text(encoding="utf-8")
+            if new_fp.exists():
+                # Merge case — a plain move would clobber the target. Migrate the old
+                # note's facts into the target *before* deleting it (non-lossy by
+                # construction — never rely on a follow-up edit_note that may not come),
+                # rewrite backlinks, then remove the old note.
+                migrated = self._migrate_person_facts(old_content, new_fp, old_rel)
+                n = self._rewrite_backlinks_python(old_name, new_name)
+                old_fp.unlink()
+                self.touched.add(new_rel)
+                self._record_removal(old_rel, new_rel, old_content)
+                return (
+                    f"'{new_name}' already existed — merged into People/{new_name}.md: "
+                    f"migrated {migrated} fact bullet(s), rewrote {n} backlink(s), and "
+                    f"deleted People/{old_name}.md. Review People/{new_name}.md and use "
+                    f"edit_note to de-duplicate any overlapping facts."
+                )
+            self.touched.add(new_rel)
+            if self._notesmd:
+                try:
+                    self._move_cli(old_rel, new_rel)
+                    self._record_removal(old_rel, new_rel, old_content)
+                    return f"Renamed People/{old_name} -> People/{new_name} (backlinks rewritten)."
+                except Exception as e:  # noqa: BLE001
+                    logger.warning("notesmd-cli move failed (%s); using python", e)
+            n = self._rewrite_backlinks_python(old_name, new_name)
+            old_fp.rename(new_fp)
+            self._record_removal(old_rel, new_rel, old_content)
+        return f"Renamed People/{old_name} -> People/{new_name} ({n} backlink(s) rewritten)."
+
+    def _record_removal(self, old_rel: str, new_rel: str, before: str) -> None:
+        """Queue a rename/merge removal for the audit ledger and clear any prior
+        ``touched`` entry for the vanished path (it no longer exists to re-read)."""
+        self.touched.discard(old_rel)
+        self.removed.append(
+            {"old_path": old_rel, "new_path": new_rel, "before": before}
+        )
+
+    def _migrate_person_facts(
+        self, old_content: str, new_fp: Path, old_rel: str
+    ) -> int:
+        """Append the retiring note's fact bullets into the merge target so a merge
+        never silently drops accumulated facts. Bullets land under the matching
+        ``## About`` / ``## Mentions`` heading; if the target lacks a heading, they go
+        into a ``## Merged from <old>`` section rather than being lost. Duplicates are
+        acceptable here — the agent de-duplicates afterward. Returns bullets migrated.
+        """
+        target = new_fp.read_text(encoding="utf-8")
+        migrated = 0
+        orphaned: List[str] = []
+        for heading in _MERGE_SECTIONS:
+            bullets = _extract_section_bullets(old_content, heading)
+            if not bullets:
+                continue
+            block = "\n".join(bullets)
+            try:
+                target = apply_section_edit(target, heading, block, "append")
+            except SectionEditError:
+                orphaned.extend(bullets)
+            migrated += len(bullets)
+        if orphaned:
+            target = (
+                target.rstrip("\n")
+                + f"\n\n## Merged from {old_rel}\n"
+                + "\n".join(orphaned)
+                + "\n"
+            )
+        if migrated:
+            new_fp.write_text(target, encoding="utf-8")
+        return migrated
+
+    def _move_cli(self, old_rel: str, new_rel: str) -> None:
+        assert self._notesmd is not None  # callers gate on truthiness
+        subprocess.run(
+            [
+                self._notesmd,
+                "move",
+                old_rel[:-3],
+                new_rel[:-3],
+                "--vault",
+                str(self.root),
+            ],
+            capture_output=True,
+            text=True,
+            timeout=30,
+            check=True,
+        )
+
+    def _rewrite_backlinks_python(self, old_name: str, new_name: str) -> int:
+        """Replace ``[[old_name]]`` / ``[[old_name|...]]`` / ``[[old_name#...]]`` everywhere."""
+        changed = 0
+        for fp in self._all_md():
+            text = fp.read_text(encoding="utf-8")
+            new = (
+                text.replace(f"[[{old_name}]]", f"[[{new_name}]]")
+                .replace(f"[[{old_name}|", f"[[{new_name}|")
+                .replace(f"[[{old_name}#", f"[[{new_name}#")
+            )
+            if new != text:
+                fp.write_text(new, encoding="utf-8")
+                changed += 1
+        return changed
+
+    # --- dispatch -----------------------------------------------------------
+
+    def dispatch(self, name: str, args: Dict[str, Any]) -> str:
+        """Run a tool by name; always returns a string for the tool message."""
+        if name == "grep":
+            return self.grep(
+                args["pattern"],
+                glob=args.get("glob", ""),
+                output_mode=args.get("output_mode", "files_with_matches"),
+                ignore_case=args.get("ignore_case", True),
+                context=args.get("context", 0),
+                head_limit=args.get("head_limit", _GREP_MAX_LINES),
+            )
+        if name == "glob":
+            return self.glob(args["pattern"])
+        if name == "read_note":
+            return self.read_note(args["path"])
+        if name == "edit_note":
+            return self.edit_note(args["path"], args["edits"])
+        if name == "edit_section":
+            return self.edit_section(
+                args["path"],
+                args["target"],
+                args["text"],
+                args.get("operation", "append"),
+            )
+        if name == "write_note":
+            return self.write_note(
+                args["path"], args["content"], args.get("overwrite", False)
+            )
+        if name == "rename_person":
+            return self.rename_person(args["old_name"], args["new_name"])
+        if name == "create_category":
+            return self.create_category(args["name"], args.get("properties"))
+        raise VaultToolError(f"Unknown tool: {name}")
+
+
+# --- OpenAI function-calling schemas ----------------------------------------
+
+_GREP_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "grep",
+        "description": (
+            "Search note CONTENTS with a regular expression (ripgrep). Use this FIRST "
+            "to find where a person/topic/fact is mentioned before reading or creating "
+            "notes.\n"
+            "- `pattern` is a full regex, e.g. `3D\\s*print`, `[Hh]inglish`, "
+            "`Goroku|Heroku`. Case-insensitive by default.\n"
+            "- Filter files with `glob`, e.g. `People/*.md`, `Conversations/*.md`.\n"
+            "- `output_mode`: 'files_with_matches' (default, just paths), 'content' "
+            "(matching lines with line numbers; supports `context`), or 'count'.\n"
+            "- Prefer a tight pattern over reading whole notes."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "pattern": {"type": "string", "description": "Regex to search for."},
+                "glob": {
+                    "type": "string",
+                    "description": "Optional filename filter, e.g. 'People/*.md'.",
+                },
+                "output_mode": {
+                    "type": "string",
+                    "enum": ["files_with_matches", "content", "count"],
+                },
+                "ignore_case": {"type": "boolean"},
+                "context": {
+                    "type": "integer",
+                    "description": "Lines of context around each match (content mode).",
+                },
+                "head_limit": {"type": "integer"},
+            },
+            "required": ["pattern"],
+        },
+    },
+}
+
+_GLOB_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "glob",
+        "description": (
+            "Find notes by FILENAME pattern (e.g. 'People/*.md', '**/*ankush*'). "
+            "Returns matching paths. Use to locate a person/topic note before reading "
+            "it, or to list a folder."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {"pattern": {"type": "string"}},
+            "required": ["pattern"],
+        },
+    },
+}
+
+_READ_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "read_note",
+        "description": "Read a note's full markdown by vault-relative path "
+        "(e.g. 'People/Alice.md'). Read before you edit.",
+        "parameters": {
+            "type": "object",
+            "properties": {"path": {"type": "string"}},
+            "required": ["path"],
+        },
+    },
+}
+
+_EDIT_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "edit_note",
+        "description": "Surgical mid-line / frontmatter edits via exact string "
+        "replacement. Each edit's old_text must match the current file EXACTLY "
+        "(whitespace included) and be UNIQUE — include surrounding context. Use this for "
+        "frontmatter and for fixing text in place. To ADD a fact under a section, prefer "
+        "`edit_section` (it needs no anchor and survives concurrent edits). Multiple "
+        "edits are matched against the original.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "path": {"type": "string"},
+                "edits": {
+                    "type": "array",
+                    "items": {
+                        "type": "object",
+                        "properties": {
+                            "old_text": {"type": "string"},
+                            "new_text": {"type": "string"},
+                        },
+                        "required": ["old_text", "new_text"],
+                    },
+                },
+            },
+            "required": ["path", "edits"],
+        },
+    },
+}
+
+_EDIT_SECTION_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "edit_section",
+        "description": (
+            "Add content to an existing note by TARGETING its structure instead of "
+            "pasting an exact anchor. Prefer this over edit_note for the common case of "
+            "appending a new fact under a section — it does NOT require the section's "
+            "current text, so it survives concurrent edits by other conversations.\n"
+            "- `target`: a heading by its text (e.g. 'About', 'Mentions', 'Summary') or a "
+            "block reference (e.g. '^fact-1'). Matched case-insensitively; must be unique.\n"
+            "- `operation`: 'append' (default — add after the section's existing lines), "
+            "'prepend' (add right under the heading), or 'replace' (replace the section "
+            "body).\n"
+            "- `text`: the line(s) to insert, e.g. '- Prefers async standups' or a dated "
+            "'- 2026-06-27 — mentioned the Verizon migration'. Do NOT include the heading "
+            "itself. Use edit_note for frontmatter and for surgical mid-line changes."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "path": {"type": "string"},
+                "target": {
+                    "type": "string",
+                    "description": "Heading text (no '#') or '^block-ref' to target.",
+                },
+                "text": {"type": "string", "description": "Line(s) to insert."},
+                "operation": {
+                    "type": "string",
+                    "enum": ["append", "prepend", "replace"],
+                },
+            },
+            "required": ["path", "target", "text"],
+        },
+    },
+}
+
+_WRITE_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "write_note",
+        "description": "Create a NEW note (conversation, person, or topic) at a "
+        "vault-relative path. Fails if it already exists unless overwrite=true; prefer "
+        "edit_note for existing notes.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "path": {"type": "string"},
+                "content": {"type": "string"},
+                "overwrite": {"type": "boolean"},
+            },
+            "required": ["path", "content"],
+        },
+    },
+}
+
+_RENAME_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "rename_person",
+        "description": "Rename a person note and rewrite ALL [[wikilinks]] to them "
+        "across the vault (use after speaker re-identification, e.g. 'Speaker 0' -> "
+        "'Alice'). If the new name already exists this merges into it.",
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "old_name": {"type": "string"},
+                "new_name": {"type": "string"},
+            },
+            "required": ["old_name", "new_name"],
+        },
+    },
+}
+
+_CREATE_CATEGORY_TOOL = {
+    "type": "function",
+    "function": {
+        "name": "create_category",
+        "description": (
+            "Mint a NEW organic category — its template, aggregation base, and hub note — "
+            "for a substantive, recurring KIND of thing that isn't People/Topics/"
+            "Conversations (e.g. Places, Projects, Books, Companies). Idempotent. Use "
+            "sparingly: only when the thing will plausibly recur and matters; prefer an "
+            "existing category. After this, file notes under '<name>/<Title>.md'.\n"
+            "- `name`: the PLURAL category name, e.g. 'Places'.\n"
+            "- `properties`: a few short, reusable frontmatter keys its notes carry, e.g. "
+            "['location', 'type']. Reuse names already used by other categories where you can."
+        ),
+        "parameters": {
+            "type": "object",
+            "properties": {
+                "name": {"type": "string", "description": "Plural category name."},
+                "properties": {
+                    "type": "array",
+                    "items": {"type": "string"},
+                    "description": "Short reusable frontmatter keys for the category's notes.",
+                },
+            },
+            "required": ["name"],
+        },
+    },
+}
+
+# Full write-agent toolset.
+VAULT_TOOL_SCHEMAS: List[Dict[str, Any]] = [
+    _GREP_TOOL,
+    _GLOB_TOOL,
+    _READ_TOOL,
+    _EDIT_TOOL,
+    _EDIT_SECTION_TOOL,
+    _WRITE_TOOL,
+    _RENAME_TOOL,
+    _CREATE_CATEGORY_TOOL,
+]
+
+# Read-only subset for search.
+VAULT_SEARCH_TOOL_SCHEMAS: List[Dict[str, Any]] = [_GREP_TOOL, _GLOB_TOOL, _READ_TOOL]
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/audit.py b/backends/advanced/src/advanced_omi_backend/services/memory/audit.py
new file mode 100644
index 00000000..9961e9a0
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/audit.py
@@ -0,0 +1,245 @@
+"""Recorder for the memory vault audit ledger, plus the provenance taxonomy.
+
+Memory is a per-user markdown vault that is overwritten in place rather than
+versioned, so instead of keeping prior copies we record *which notes changed,
+when, and why* into the ``memory_audit`` collection
+(see :class:`advanced_omi_backend.models.memory_audit.MemoryAuditEntry`).
+
+Provenance is modelled along two **independent** axes so the ledger can answer
+"who caused this and why" honestly:
+
+* :class:`MemoryCause` — *why* the memory changed (a new conversation, a manual
+  replay, a transcript/speaker reprocess, an applied annotation, an inbound
+  Obsidian edit, a bulk delete). This is descriptive metadata for the ledger.
+* :class:`UpdateStrategy` — *how* the provider updates the vault (a full
+  re-extraction vs. a targeted speaker-diff update). This is pure control flow
+  for the memory job; it is recorded for transparency but never used as a label.
+
+Keeping these apart is deliberate: e.g. "speaker reprocess" and "diarization
+annotation applied" are the *same* operation (speaker attribution changed) and
+both use :attr:`UpdateStrategy.SPEAKER_DIFF`, yet they carry different causes.
+The display label and ``actor`` are derived from these via the helpers below, so
+the WebUI does not have to special-case magic strings.
+
+Cause/strategy are known by the memory job, not the provider, so they are passed
+down through a contextvar set with :func:`memory_provenance` around the provider
+call — the provider runs in the same coroutine, so the values are visible
+without threading them through the shared ``add_memory`` signature.
+
+Only the chronicle provider owns a vault, so it is the only caller. Recording is
+best-effort: a ledger write must never break memory processing.
+"""
+
+import contextlib
+import contextvars
+import difflib
+import hashlib
+import logging
+from enum import Enum
+from typing import Any, Iterator, NamedTuple, Optional
+
+from advanced_omi_backend.models.memory_audit import MemoryAuditEntry
+
+logger = logging.getLogger("memory_service.audit")
+
+
+class MemoryCause(str, Enum):
+    """*Why* a memory vault change happened (descriptive provenance)."""
+
+    AUTO_EXTRACTION = "auto_extraction"  # automatic post-conversation pipeline
+    MEMORY_REPLAY = "memory_replay"  # manual re-extract, same inputs
+    MEMORY_REBUILD = "memory_rebuild"  # clean vault replay from durable transcripts
+    TRANSCRIPT_REPROCESS = "transcript_reprocess"  # re-ran ASR
+    SPEAKER_REPROCESS = "speaker_reprocess"  # re-ran diarization
+    ANNOTATION_APPLY = "annotation_apply"  # user applied annotation corrections
+    OBSIDIAN_SYNC = "obsidian_sync"  # inbound human edit via Syncthing
+    DELETE_ALL = "delete_all"  # bulk vault wipe
+
+
+class UpdateStrategy(str, Enum):
+    """*How* the provider updates the vault (control flow, not a label)."""
+
+    FULL = "full"  # full re-extraction via add_memory
+    SPEAKER_DIFF = "speaker_diff"  # targeted diff update via reprocess_memory
+
+
+# Coarse UI grouping used for icon/colour/filtering. The precise cause is carried
+# separately by the human-readable label, so several causes share one kind.
+_CAUSE_KIND = {
+    MemoryCause.AUTO_EXTRACTION: "extraction",
+    MemoryCause.MEMORY_REPLAY: "reprocess",
+    MemoryCause.MEMORY_REBUILD: "reprocess",
+    MemoryCause.TRANSCRIPT_REPROCESS: "reprocess",
+    MemoryCause.SPEAKER_REPROCESS: "reprocess",
+    MemoryCause.ANNOTATION_APPLY: "reprocess",
+    MemoryCause.OBSIDIAN_SYNC: "human",
+    MemoryCause.DELETE_ALL: "bulk",
+}
+
+_CAUSE_LABEL = {
+    MemoryCause.AUTO_EXTRACTION: "AI extraction",
+    MemoryCause.MEMORY_REPLAY: "Memory replay",
+    MemoryCause.MEMORY_REBUILD: "Memory rebuild",
+    MemoryCause.TRANSCRIPT_REPROCESS: "Transcript reprocess",
+    MemoryCause.SPEAKER_REPROCESS: "Speaker reprocess",
+    MemoryCause.ANNOTATION_APPLY: "Annotation applied",
+    MemoryCause.OBSIDIAN_SYNC: "Human · Obsidian",
+    MemoryCause.DELETE_ALL: "Bulk delete",
+}
+
+
+def _as_cause(cause: Optional[str]) -> Optional[MemoryCause]:
+    try:
+        return MemoryCause(cause) if cause is not None else None
+    except ValueError:
+        return None
+
+
+def source_kind_for(
+    cause: Optional[str], agent_mode: bool, operation: Optional[str]
+) -> str:
+    """Coarse provenance bucket for UI colour/icon/filtering.
+
+    Order matters: a vault-wide delete and the autonomous memory agent are
+    classified by *how* they ran regardless of the nominal cause.
+    """
+    if operation == "delete_all":
+        return "bulk"
+    if agent_mode:
+        return "agent"
+    c = _as_cause(cause)
+    if c is None:
+        return "other"
+    return _CAUSE_KIND.get(c, "other")
+
+
+def source_label_for(
+    cause: Optional[str], agent_mode: bool, operation: Optional[str]
+) -> str:
+    """Human-readable provenance label shown in the ledger chip."""
+    if operation == "delete_all":
+        return "Bulk delete"
+    if agent_mode:
+        return "Memory agent"
+    c = _as_cause(cause)
+    if c is None:
+        return cause or "system"
+    return _CAUSE_LABEL.get(c, c.value)
+
+
+def actor_for(cause: Optional[str], agent_mode: bool, operation: Optional[str]) -> str:
+    """Who caused the change: system | user | human_external | agent."""
+    if agent_mode:
+        return "agent"
+    c = _as_cause(cause)
+    if c == MemoryCause.OBSIDIAN_SYNC:
+        return "human_external"
+    if c == MemoryCause.AUTO_EXTRACTION:
+        return "system"
+    # Every manual reprocess/replay/annotation/delete is a user action.
+    return "user"
+
+
+class _Provenance(NamedTuple):
+    cause: Optional[str]
+    strategy: Optional[str]
+
+
+_current_provenance: contextvars.ContextVar[_Provenance] = contextvars.ContextVar(
+    "memory_audit_provenance", default=_Provenance(None, None)
+)
+
+
+@contextlib.contextmanager
+def memory_provenance(
+    cause: Optional[str], strategy: Optional[str] = None
+) -> Iterator[None]:
+    """Set the cause/strategy recorded by vault changes within this block.
+
+    ``cause`` and ``strategy`` may be :class:`MemoryCause`/:class:`UpdateStrategy`
+    members or their string values; both are normalised to plain strings.
+    """
+    token = _current_provenance.set(
+        _Provenance(
+            cause.value if isinstance(cause, Enum) else cause,
+            strategy.value if isinstance(strategy, Enum) else strategy,
+        )
+    )
+    try:
+        yield
+    finally:
+        _current_provenance.reset(token)
+
+
+def _sha256(text: Optional[str]) -> Optional[str]:
+    if text is None:
+        return None
+    return hashlib.sha256(text.encode("utf-8")).hexdigest()
+
+
+def _line_delta_summary(before: Optional[str], after: Optional[str]) -> Optional[str]:
+    """A short, human-readable description of how a note changed."""
+    if before is None and after is not None:
+        return f"created ({len(after.splitlines())} lines)"
+    if after is None and before is not None:
+        return "deleted"
+    if before is None or after is None:
+        return None
+    if before == after:
+        return "no change"
+    added = removed = 0
+    for line in difflib.ndiff(before.splitlines(), after.splitlines()):
+        if line.startswith("+ "):
+            added += 1
+        elif line.startswith("- "):
+            removed += 1
+    return f"+{added}/-{removed} lines"
+
+
+async def record_vault_change(
+    *,
+    user_id: str,
+    operation: str,
+    conversation_id: Optional[str] = None,
+    note_path: Optional[str] = None,
+    before: Optional[str] = None,
+    after: Optional[str] = None,
+    agent_mode: bool = False,
+    provider: str = "chronicle",
+    summary: Optional[str] = None,
+    **extra: Any,
+) -> None:
+    """Append one entry to the memory vault audit ledger (best-effort).
+
+    ``before``/``after`` are note contents. ``before`` is used only to derive the
+    before-hash and line delta; ``after`` is hashed *and* stored as ``after_text``
+    so a before→after diff can later be reconstructed from the note's history.
+    Pass ``after=None`` for deletions.
+    """
+    provenance = _current_provenance.get()
+    try:
+        entry = MemoryAuditEntry(
+            user_id=str(user_id),
+            conversation_id=conversation_id,
+            operation=operation,
+            note_path=note_path,
+            cause=provenance.cause,
+            strategy=provenance.strategy,
+            provider=provider,
+            agent_mode=agent_mode,
+            before_hash=_sha256(before),
+            after_hash=_sha256(after),
+            after_bytes=len(after.encode("utf-8")) if after is not None else None,
+            after_text=after,
+            summary=summary or _line_delta_summary(before, after),
+            extra=dict(extra),
+        )
+        await entry.insert()
+    except Exception as e:  # noqa: BLE001 — audit must never break processing
+        logger.warning(
+            "Failed to record vault audit (%s %s for %s): %s",
+            operation,
+            note_path,
+            user_id,
+            e,
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/base.py b/backends/advanced/src/advanced_omi_backend/services/memory/base.py
index ce0fe22b..dffbf2da 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/base.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/base.py
@@ -14,7 +14,7 @@
 from dataclasses import dataclass, field
 from typing import Any, Dict, List, Optional, Tuple
 
-__all__ = ["MemoryEntry", "MemoryServiceBase", "LLMProviderBase", "VectorStoreBase"]
+__all__ = ["MemoryEntry", "MemoryServiceBase", "LLMProviderBase"]
 
 
 @dataclass
@@ -76,7 +76,7 @@ class MemoryServiceBase(ABC):
     @property
     @abstractmethod
     def provider_identifier(self) -> str:
-        """Return the provider identifier (e.g., 'chronicle', 'openmemory_mcp')."""
+        """Return the provider identifier (e.g., 'chronicle')."""
         ...
 
     @abstractmethod
@@ -101,6 +101,10 @@ async def add_memory(
         user_email: str,
         allow_update: bool = False,
         db_helper: Any = None,
+        *,
+        source_date: Optional[str] = None,
+        source_duration_minutes: Optional[float] = None,
+        source_title: Optional[str] = None,
     ) -> Tuple[bool, List[str]]:
         """Add memories extracted from a transcript.
 
@@ -112,6 +116,9 @@ async def add_memory(
             user_email: User email address
             allow_update: Whether to allow updating existing memories
             db_helper: Optional database helper for tracking relationships
+            source_date: Trusted source conversation timestamp
+            source_duration_minutes: Trusted source audio duration in minutes
+            source_title: Trusted source conversation title
 
         Returns:
             Tuple of (success: bool, created_memory_ids: List[str])
@@ -136,7 +143,9 @@ async def search_memories(
         pass
 
     @abstractmethod
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
+    async def get_all_memories(
+        self, user_id: str, limit: int = 100
+    ) -> List[MemoryEntry]:
         """Get all memories for a specific user.
 
         Args:
@@ -224,6 +233,24 @@ async def get_memories_by_source(
         """
         return []
 
+    async def delete_memories_by_source(self, user_id: str, source_id: str) -> int:
+        """Delete all memories extracted from a specific source (conversation).
+
+        Used when a source conversation is replaced (split/merge) so its facts
+        don't survive as duplicates once the derived conversations re-extract.
+        Default implementation lists via ``get_memories_by_source`` and deletes
+        each; providers without source tracking are a no-op.
+
+        Returns:
+            Number of memories deleted.
+        """
+        memories = await self.get_memories_by_source(user_id, source_id, limit=1000)
+        deleted = 0
+        for memory in memories:
+            if await self.delete_memory(memory.id, user_id=user_id):
+                deleted += 1
+        return deleted
+
     async def reprocess_memory(
         self,
         transcript: str,
@@ -265,7 +292,10 @@ async def reprocess_memory(
 
     @abstractmethod
     async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
     ) -> bool:
         """Delete a specific memory by ID.
 
@@ -341,7 +371,10 @@ class LLMProviderBase(ABC):
 
     @abstractmethod
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
     ) -> List[str]:
         """Extract meaningful fact memories from text using an LLM.
 
@@ -356,7 +389,10 @@ async def extract_memories(
         pass
 
     @abstractmethod
-    async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
+    async def generate_embeddings(
+        self,
+        texts: List[str],
+    ) -> List[List[float]]:
         """Generate vector embeddings for the given texts.
 
         Args:
@@ -431,150 +467,3 @@ async def test_connection(self) -> bool:
             True if connection is working, False otherwise
         """
         pass
-
-
-class VectorStoreBase(ABC):
-    """Abstract base class for vector store implementations.
-
-    Vector stores handle:
-    - Storing memory embeddings with metadata
-    - Semantic search using vector similarity
-    - CRUD operations on memory entries
-    """
-
-    @abstractmethod
-    async def initialize(self) -> None:
-        """Initialize the vector store (create collections, etc.).
-
-        Raises:
-            RuntimeError: If initialization fails
-        """
-        pass
-
-    @abstractmethod
-    async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
-        """Add multiple memory entries to the vector store.
-
-        Args:
-            memories: List of MemoryEntry objects to store
-
-        Returns:
-            List of created memory IDs
-        """
-        pass
-
-    @abstractmethod
-    async def search_memories(
-        self, query_embedding: List[float], user_id: str, limit: int, score_threshold: float = 0.0
-    ) -> List[MemoryEntry]:
-        """Search memories using vector similarity.
-
-        Args:
-            query_embedding: Query vector for similarity search
-            user_id: User identifier to filter results
-            limit: Maximum number of results to return
-            score_threshold: Minimum similarity score (0.0 = no threshold)
-
-        Returns:
-            List of matching MemoryEntry objects with similarity scores
-        """
-        pass
-
-    @abstractmethod
-    async def get_memories(self, user_id: str, limit: int) -> List[MemoryEntry]:
-        """Get all memories for a user without similarity filtering.
-
-        Args:
-            user_id: User identifier
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of MemoryEntry objects for the user
-        """
-        pass
-
-    async def count_memories(self, user_id: str) -> Optional[int]:
-        """Count total number of memories for a user.
-
-        Default implementation returns None to indicate counting is unsupported.
-        Vector stores should override this method to provide efficient counting if supported.
-
-        Args:
-            user_id: User identifier
-
-        Returns:
-            Total count of memories for the user, or None if counting is not supported by this store
-        """
-        return None
-
-    async def get_memories_by_source(
-        self, user_id: str, source_id: str, limit: int = 100
-    ) -> List["MemoryEntry"]:
-        """Get all memories for a specific source (conversation) for a user.
-
-        Default implementation returns empty list. Vector stores should
-        override to filter by metadata.source_id.
-
-        Args:
-            user_id: User identifier
-            source_id: Source/conversation identifier
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of MemoryEntry objects for the specified source
-        """
-        return []
-
-    @abstractmethod
-    async def update_memory(
-        self,
-        memory_id: str,
-        new_content: str,
-        new_embedding: List[float],
-        new_metadata: Dict[str, Any],
-    ) -> bool:
-        """Update an existing memory with new content and metadata.
-
-        Args:
-            memory_id: ID of the memory to update
-            new_content: Updated memory content
-            new_embedding: Updated embedding vector
-            new_metadata: Updated metadata
-
-        Returns:
-            True if update succeeded, False otherwise
-        """
-        pass
-
-    @abstractmethod
-    async def delete_memory(self, memory_id: str) -> bool:
-        """Delete a specific memory from the store.
-
-        Args:
-            memory_id: ID of the memory to delete
-
-        Returns:
-            True if deletion succeeded, False otherwise
-        """
-        pass
-
-    @abstractmethod
-    async def delete_user_memories(self, user_id: str) -> int:
-        """Delete all memories for a specific user.
-
-        Args:
-            user_id: User identifier
-
-        Returns:
-            Number of memories that were deleted
-        """
-        pass
-
-    @abstractmethod
-    async def test_connection(self) -> bool:
-        """Test connection to the vector store.
-
-        Returns:
-            True if connection is working, False otherwise
-        """
-        pass
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/config.py b/backends/advanced/src/advanced_omi_backend/services/memory/config.py
index 83070706..64171921 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/config.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/config.py
@@ -3,38 +3,32 @@
 import logging
 from dataclasses import dataclass
 from enum import Enum
-from pathlib import Path
-from typing import Any, Dict, Optional, Union
+from typing import Any, Dict, Optional
 
 import yaml
 
+from advanced_omi_backend.config import get_config_yml_path
 from advanced_omi_backend.model_registry import get_models_registry
 from advanced_omi_backend.utils.config_utils import resolve_value
 
 memory_logger = logging.getLogger("memory_service")
 
+__all__ = ["resolve_value"]
+
 
 class LLMProvider(Enum):
     """Supported LLM providers."""
 
     OPENAI = "openai"
     OLLAMA = "ollama"
-    CUSTOM = "custom"
-
-
-class VectorStoreProvider(Enum):
-    """Supported vector store providers."""
-
-    QDRANT = "qdrant"
-    WEAVIATE = "weaviate"
+    LLAMACPP = "llamacpp"
     CUSTOM = "custom"
 
 
 class MemoryProvider(Enum):
     """Supported memory service providers."""
 
-    CHRONICLE = "chronicle"  # Default sophisticated implementation
-    OPENMEMORY_MCP = "openmemory_mcp"  # OpenMemory MCP backend
+    CHRONICLE = "chronicle"  # Agentic Markdown vault (the only provider)
 
 
 @dataclass
@@ -43,14 +37,15 @@ class MemoryConfig:
 
     memory_provider: MemoryProvider = MemoryProvider.CHRONICLE
     llm_provider: LLMProvider = LLMProvider.OPENAI
-    vector_store_provider: VectorStoreProvider = VectorStoreProvider.QDRANT
     llm_config: Dict[str, Any] = None
-    vector_store_config: Dict[str, Any] = None
     embedder_config: Dict[str, Any] = None
-    openmemory_config: Dict[str, Any] = None  # Configuration for OpenMemory MCP
     extraction_prompt: str = None
     extraction_enabled: bool = True
     timeout_seconds: int = 1200
+    # How the memory agent executes: "direct" = built-in tool-calling loop (metered
+    # API calls via the model registry); "codex" = OpenAI Codex CLI operating on the
+    # vault directory (ChatGPT subscription). See agent/codex_agent.py.
+    agent_executor: str = "direct"
 
 
 def load_config_yml() -> Dict[str, Any]:
@@ -63,8 +58,6 @@ def load_config_yml() -> Dict[str, Any]:
     Raises:
         FileNotFoundError: If config.yml does not exist
     """
-    from advanced_omi_backend.config import get_config_yml_path
-
     config_path = get_config_yml_path()
 
     if not config_path.exists():
@@ -77,21 +70,6 @@ def load_config_yml() -> Dict[str, Any]:
         return yaml.safe_load(f) or {}
 
 
-def create_openmemory_config(
-    server_url: str = "http://localhost:8765",
-    client_name: str = "chronicle",
-    user_id: str = "default",
-    timeout: int = 30,
-) -> Dict[str, Any]:
-    """Create OpenMemory MCP configuration."""
-    return {
-        "server_url": server_url,
-        "client_name": client_name,
-        "user_id": user_id,
-        "timeout": timeout,
-    }
-
-
 def create_openai_config(
     api_key: str,
     model: str,
@@ -112,21 +90,6 @@ def create_openai_config(
     }
 
 
-def create_qdrant_config(
-    host: str = "localhost",
-    port: int = 6333,
-    collection_name: str = "chronicle_memories",
-    embedding_dims: int = 1536,
-) -> Dict[str, Any]:
-    """Create Qdrant vector store configuration."""
-    return {
-        "host": host,
-        "port": port,
-        "collection_name": collection_name,
-        "embedding_dims": embedding_dims,
-    }
-
-
 def build_memory_config_from_env() -> MemoryConfig:
     """Build memory configuration from environment variables and YAML config."""
     try:
@@ -137,7 +100,9 @@ def build_memory_config_from_env() -> MemoryConfig:
 
         # Map legacy provider names to current names
         if memory_provider in ("friend-lite", "friend_lite"):
-            memory_logger.info(f"🔧 Mapping legacy provider '{memory_provider}' to 'chronicle'")
+            memory_logger.info(
+                f"🔧 Mapping legacy provider '{memory_provider}' to 'chronicle'"
+            )
             memory_provider = "chronicle"
 
         if memory_provider not in [p.value for p in MemoryProvider]:
@@ -145,32 +110,10 @@ def build_memory_config_from_env() -> MemoryConfig:
 
         memory_provider_enum = MemoryProvider(memory_provider)
 
-        # For OpenMemory MCP, configuration is much simpler
-        if memory_provider_enum == MemoryProvider.OPENMEMORY_MCP:
-            mcp = mem_settings.get("openmemory_mcp") or {}
-            openmemory_config = create_openmemory_config(
-                server_url=mcp.get("server_url", "http://localhost:8765"),
-                client_name=mcp.get("client_name", "chronicle"),
-                user_id=mcp.get("user_id", "default"),
-                timeout=int(mcp.get("timeout", 30)),
-            )
-
-            memory_logger.info(
-                f"🔧 Memory config: Provider=OpenMemory MCP, URL={openmemory_config['server_url']}"
-            )
-
-            return MemoryConfig(
-                memory_provider=memory_provider_enum,
-                openmemory_config=openmemory_config,
-                timeout_seconds=int(mem_settings.get("timeout_seconds", 1200)),
-            )
-
-        # For Chronicle provider, use registry-driven configuration
-
-        # Registry-driven configuration only (no env-based branching)
+        # Chronicle uses registry-driven OpenAI-compatible LLM configuration
+        # (the memory agent calls the LLM via the operations registry).
         llm_config = None
         llm_provider_enum = LLMProvider.OPENAI  # OpenAI-compatible API family
-        embedding_dims = 1536
         if not reg:
             raise ValueError("config.yml not found; cannot configure LLM provider")
         llm_def = reg.get_default("llm")
@@ -178,8 +121,10 @@ def build_memory_config_from_env() -> MemoryConfig:
         if not llm_def:
             raise ValueError("No default LLM defined in config.yml")
         model = llm_def.model_name
-        embedding_model = embed_def.model_name if embed_def else "text-embedding-3-small"
-        base_url = llm_def.model_url
+        embedding_model = (
+            embed_def.model_name if embed_def else "text-embedding-3-small"
+        )
+        base_url = llm_def.resolved_url()
         memory_logger.info(
             f"🔧 Memory config (registry): LLM={model}, Embedding={embedding_model}, Base URL={base_url}"
         )
@@ -191,24 +136,6 @@ def build_memory_config_from_env() -> MemoryConfig:
             temperature=float(llm_def.model_params.get("temperature", 0.1)),
             max_tokens=int(llm_def.model_params.get("max_tokens", 2000)),
         )
-        embedding_dims = get_embedding_dims(llm_config)
-        memory_logger.info(f"🔧 Setting Embedder dims {embedding_dims}")
-
-        # Build vector store configuration from registry (no env)
-        vs_def = reg.get_default("vector_store")
-        if not vs_def or (vs_def.model_provider or "").lower() != "qdrant":
-            raise ValueError("No default Qdrant vector_store defined in config.yml")
-
-        host = str(vs_def.model_params.get("host", "qdrant"))
-        port = int(vs_def.model_params.get("port", 6333))
-        collection_name = str(vs_def.model_params.get("collection_name", "chronicle_memories"))
-        vector_store_config = create_qdrant_config(
-            host=host,
-            port=port,
-            collection_name=collection_name,
-            embedding_dims=embedding_dims,
-        )
-        vector_store_provider_enum = VectorStoreProvider.QDRANT
 
         # Get memory extraction settings from registry
         extraction_cfg = mem_settings.get("extraction") or {}
@@ -217,42 +144,26 @@ def build_memory_config_from_env() -> MemoryConfig:
 
         # Timeouts/tunables from registry.memory
         timeout_seconds = int(mem_settings.get("timeout_seconds", 1200))
+        agent_executor = str(mem_settings.get("agent_executor") or "direct").lower()
 
         memory_logger.info(
-            f"🔧 Memory config: Provider=Chronicle, LLM={llm_def.model_provider if 'llm_def' in locals() else 'unknown'}, VectorStore={vector_store_provider_enum}, Extraction={extraction_enabled}"
+            f"🔧 Memory config: Provider={memory_provider_enum.value}, "
+            f"LLM={llm_def.model_provider}, Extraction={extraction_enabled}"
         )
 
         return MemoryConfig(
             memory_provider=memory_provider_enum,
             llm_provider=llm_provider_enum,
-            vector_store_provider=vector_store_provider_enum,
             llm_config=llm_config,
-            vector_store_config=vector_store_config,
             embedder_config={},  # Included in llm_config
             extraction_prompt=extraction_prompt,
             extraction_enabled=extraction_enabled,
             timeout_seconds=timeout_seconds,
+            agent_executor=agent_executor,
         )
 
     except ImportError:
-        memory_logger.warning("Config loader not available, using environment variables only")
-        raise
-
-
-def get_embedding_dims(llm_config: Dict[str, Any]) -> int:
-    """
-    Query the embedding endpoint and return the embedding vector length.
-    Works for OpenAI and OpenAI-compatible endpoints (e.g., Ollama).
-    """
-    embedding_model = llm_config.get("embedding_model")
-    try:
-        reg = get_models_registry()
-        if reg:
-            emb_def = reg.get_default("embedding")
-            if emb_def and emb_def.embedding_dimensions:
-                return int(emb_def.embedding_dimensions)
-    except Exception as e:
-        memory_logger.exception(
-            f"Failed to get embedding dimensions from registry for model '{embedding_model}'"
+        memory_logger.warning(
+            "Config loader not available, using environment variables only"
         )
-        raise e
+        raise
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/conversation_note.py b/backends/advanced/src/advanced_omi_backend/services/memory/conversation_note.py
new file mode 100644
index 00000000..a9aa58ac
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/conversation_note.py
@@ -0,0 +1,197 @@
+"""Validation and deterministic rendering for generated conversation notes."""
+
+from __future__ import annotations
+
+import json
+import re
+from pathlib import Path
+from typing import Any, Iterable
+
+from ruamel.yaml import YAML
+
+_YAML = YAML(typ="safe")
+_FRONTMATTER_BOUNDARY = re.compile(r"^---\s*$", re.MULTILINE)
+_H2 = re.compile(r"^##\s+(.+?)\s*$", re.MULTILINE)
+_H3 = re.compile(r"^###\s+(.+?)\s*$", re.MULTILINE)
+_PLACEHOLDERS = {"", "-", "none", "n/a", "unknown", "untitled", "[ ]", "- [ ]"}
+
+
+class ConversationNoteError(ValueError):
+    """The model output cannot be made into a substantive conversation note."""
+
+
+def _frontmatter_and_body(content: str) -> tuple[dict[str, Any], str]:
+    boundaries = list(_FRONTMATTER_BOUNDARY.finditer(content))
+    if len(boundaries) < 2:
+        raise ConversationNoteError("missing YAML frontmatter")
+    first, second = boundaries[:2]
+    try:
+        metadata = _YAML.load(content[first.end() : second.start()]) or {}
+    except Exception as exc:
+        raise ConversationNoteError(f"invalid YAML frontmatter: {exc}") from exc
+    if not isinstance(metadata, dict):
+        raise ConversationNoteError("frontmatter must be a mapping")
+    body = f"{content[: first.start()]}\n{content[second.end() :]}".strip()
+    return metadata, body
+
+
+def _sections(body: str) -> dict[str, str]:
+    matches = list(_H3.finditer(body))
+    sections: dict[str, str] = {}
+    for index, match in enumerate(matches):
+        end = matches[index + 1].start() if index + 1 < len(matches) else len(body)
+        sections[match.group(1).strip().casefold()] = body[match.end() : end].strip()
+    return sections
+
+
+def _substantive_lines(value: str) -> list[str]:
+    result: list[str] = []
+    seen: set[str] = set()
+    for line in value.splitlines():
+        cleaned = line.strip()
+        payload = re.sub(r"^-\s*(?:\[[ xX]\]\s*)?", "", cleaned).strip()
+        if payload.casefold() in _PLACEHOLDERS:
+            continue
+        key = cleaned.casefold()
+        if key not in seen:
+            seen.add(key)
+            result.append(cleaned)
+    return result
+
+
+def _list_property(metadata: dict[str, Any], name: str) -> list[str]:
+    value = metadata.get(name, [])
+    if not isinstance(value, list):
+        return []
+    items = list(
+        dict.fromkeys(str(item).strip() for item in value if str(item).strip())
+    )
+    if name == "people":
+        items = [
+            item
+            for item in items
+            if not re.search(r"\bunknown speaker(?:\s+\d+)?\b", item, re.IGNORECASE)
+        ]
+    return items
+
+
+def _render_list(name: str, values: Iterable[str]) -> list[str]:
+    values = list(values)
+    if not values:
+        return [f"{name}: []"]
+    return [f"{name}:", *(f"  - {json.dumps(value)}" for value in values)]
+
+
+def canonicalize_conversation_note(
+    path: Path,
+    *,
+    conversation_id: str,
+    date: str,
+    duration_minutes: float | None,
+    title: str | None,
+) -> None:
+    """Validate model-written content and replace its metadata with trusted values.
+
+    The LLM still extracts the semantic content, but it never controls identity,
+    chronology, or duration. Exact repeated lines are removed while rendering.
+    """
+    content = path.read_text(encoding="utf-8")
+    if "```" in content or "\\n" in content:
+        raise ConversationNoteError("note contains a code fence or escaped newlines")
+    metadata, body = _frontmatter_and_body(content)
+    sections = _sections(body)
+
+    summary_lines = _substantive_lines(sections.get("summary", ""))
+    fact_lines = _substantive_lines(sections.get("key facts", ""))
+    action_lines = _substantive_lines(sections.get("action items", ""))
+    if len(" ".join(summary_lines)) < 20:
+        raise ConversationNoteError("summary is empty or placeholder content")
+    if not fact_lines:
+        raise ConversationNoteError("key facts are empty or placeholder content")
+
+    heading = _H2.search(body)
+    generated_title = heading.group(1).strip() if heading else ""
+    if generated_title.casefold() in _PLACEHOLDERS:
+        generated_title = (title or "").strip()
+    if generated_title.casefold() in _PLACEHOLDERS:
+        raise ConversationNoteError("title is empty or placeholder content")
+
+    duration = "" if duration_minutes is None else f"{float(duration_minutes):g}"
+    people = _list_property(metadata, "people")
+    topics = _list_property(metadata, "topics")
+    hermes_links = [item for item in people if item.casefold() == "[[hermes]]"]
+    people = [item for item in people if item.casefold() != "[[hermes]]"]
+    if hermes_links and not any(item.casefold() == "[[hermes]]" for item in topics):
+        topics.append("[[Hermes]]")
+
+    lines = [
+        "---",
+        "categories:",
+        '  - "[[Conversations]]"',
+        f"conversation_id: {json.dumps(str(conversation_id))}",
+        f"date: {json.dumps(str(date))}",
+        *_render_list("people", people),
+        *_render_list("topics", topics),
+        f"duration_minutes: {duration}",
+        "---",
+        f"## {generated_title}",
+        "",
+        "### Summary",
+        *summary_lines,
+        "",
+        "### Key Facts",
+        *fact_lines,
+        "",
+        "### Action Items",
+        *(action_lines or ["- [ ]"]),
+        "",
+    ]
+    path.write_text("\n".join(lines), encoding="utf-8")
+
+
+def write_source_fallback_conversation_note(
+    path: Path,
+    *,
+    transcript: str,
+    conversation_id: str,
+    date: str,
+    duration_minutes: float | None,
+    title: str | None,
+) -> None:
+    """Write a minimal lossless note after both semantic LLM attempts fail."""
+    excerpt = " ".join(transcript.split())[:500].strip()
+    if not excerpt:
+        raise ConversationNoteError(
+            "cannot create source fallback for empty transcript"
+        )
+    safe_excerpt = excerpt.replace('"', "'")
+    fallback_title = (title or "").strip() or f"Conversation on {date[:10]}"
+    duration = "" if duration_minutes is None else f"{float(duration_minutes):g}"
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(
+        "\n".join(
+            [
+                "---",
+                "categories:",
+                '  - "[[Conversations]]"',
+                f"conversation_id: {json.dumps(str(conversation_id))}",
+                f"date: {json.dumps(str(date))}",
+                "people: []",
+                "topics: []",
+                f"duration_minutes: {duration}",
+                "---",
+                f"## {fallback_title}",
+                "",
+                "### Summary",
+                f'The source transcript contains this short utterance: "{safe_excerpt}"',
+                "",
+                "### Key Facts",
+                f'- Verbatim source excerpt: "{safe_excerpt}"',
+                "",
+                "### Action Items",
+                "- [ ]",
+                "",
+            ]
+        ),
+        encoding="utf-8",
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py b/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
index 0e704be3..b426754f 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/prompts.py
@@ -5,7 +5,6 @@
 2. Updating memory with new facts (DEFAULT_UPDATE_MEMORY_PROMPT)
 3. Answering questions from memory (MEMORY_ANSWER_PROMPT)
 4. Procedural memory for task tracking (PROCEDURAL_MEMORY_SYSTEM_PROMPT)
-5. Temporal and entity extraction (get_temporal_entity_extraction_prompt())
 
 NOTE: The canonical default text for each prompt is registered in
 ``prompt_defaults.py``.  The constants below are kept for backward
@@ -13,11 +12,8 @@
 """
 
 import json
-from datetime import datetime, timedelta
+from datetime import datetime
 from string import Template
-from typing import List, Optional
-
-from pydantic import BaseModel, Field
 
 MEMORY_ANSWER_PROMPT = """
 You are an expert at answering questions based on the provided memories. Your task is to provide accurate and concise answers to the questions by leveraging the information given in the memories.
@@ -33,32 +29,32 @@
 
 DEFAULT_UPDATE_MEMORY_PROMPT = f"""
 You are a memory manager for a system.
-You must compare a list of **retrieved facts** with the **existing memory** (an array of `{{id, text}}` objects).  
-For each memory item, decide one of four operations: **ADD**, **UPDATE**, **DELETE**, or **NONE**.  
+You must compare a list of **retrieved facts** with the **existing memory** (an array of `{{id, text}}` objects).
+For each memory item, decide one of four operations: **ADD**, **UPDATE**, **DELETE**, or **NONE**.
 Your output must follow the exact XML format described.
 
 ---
 
 ## Rules
-1. **ADD**:  
+1. **ADD**:
    - If a retrieved fact is new (no existing memory on that topic), create a new `<item>` with a new `id` (numeric, non-colliding).
    - Always include `<text>` with the new fact.
 
-2. **UPDATE**:  
-   - If a retrieved fact replaces, contradicts, or refines an existing memory, update that memory instead of deleting and adding.  
-   - Keep the same `id`.  
-   - Always include `<text>` with the new fact.  
-   - Always include `<old_memory>` with the previous memory text.  
+2. **UPDATE**:
+   - If a retrieved fact replaces, contradicts, or refines an existing memory, update that memory instead of deleting and adding.
+   - Keep the same `id`.
+   - Always include `<text>` with the new fact.
+   - Always include `<old_memory>` with the previous memory text.
    - If multiple memories are about the same topic, update **all of them** to the new fact (consolidation).
 
-3. **DELETE**:  
-   - Use only when a retrieved fact explicitly invalidates or negates a memory (e.g., “I no longer like pizza”).  
-   - Keep the same `id`.  
+3. **DELETE**:
+   - Use only when a retrieved fact explicitly invalidates or negates a memory (e.g., “I no longer like pizza”).
+   - Keep the same `id`.
    - Always include `<text>` with the old memory value so the XML remains well-formed.
 
-4. **NONE**:  
-   - If the memory is unchanged and still valid.  
-   - Keep the same `id`.  
+4. **NONE**:
+   - If the memory is unchanged and still valid.
+   - Keep the same `id`.
    - Always include `<text>` with the existing value.
 
 ---
@@ -80,9 +76,9 @@
 ## Examples
 
 ### Example 1 (Preference Update)
-Old: `[{{"id": "0", "text": "My name is John"}}, {{"id": "1", "text": "My favorite fruit is oranges"}}]`  
+Old: `[{{"id": "0", "text": "My name is John"}}, {{"id": "1", "text": "My favorite fruit is oranges"}}]`
 Facts (each should be a separate XML item):
-  1. My favorite fruit is apple  
+  1. My favorite fruit is apple
 
 Output:
 <result>
@@ -98,9 +94,9 @@
 </result>
 
 ### Example 2 (Contradiction / Deletion)
-Old: `[{{"id": "0", "text": "I like pizza"}}]`  
+Old: `[{{"id": "0", "text": "I like pizza"}}]`
 Facts (each should be a separate XML item):
-  1. I no longer like pizza  
+  1. I no longer like pizza
 
 Output:
 <result>
@@ -112,7 +108,7 @@
 </result>
 
 ### Example 3 (Multiple New Facts)
-Old: `[{{"id": "0", "text": "I like hiking"}}]`  
+Old: `[{{"id": "0", "text": "I like hiking"}}]`
 Facts (each should be a separate XML item):
   1. I enjoy rug tufting
   2. I watch YouTube tutorials
@@ -139,9 +135,9 @@
 ---
 
 **Important constraints**:
-- Never output both DELETE and ADD for the same topic; use UPDATE instead.  
-- Every `<item>` must contain `<text>`.  
-- Only include `<old_memory>` for UPDATE events.  
+- Never output both DELETE and ADD for the same topic; use UPDATE instead.
+- Every `<item>` must contain `<text>`.
+- Only include `<old_memory>` for UPDATE events.
 - Do not output any text outside `<result>...</result>`.
 
 """
@@ -314,81 +310,89 @@ def build_reprocess_speaker_messages(
 **Task Objective**: Scrape blog post titles and full content from the OpenAI blog.
 **Progress Status**: 10% complete — 5 out of 50 blog posts processed.
 
-1. **Agent Action**: Opened URL "https://openai.com"  
-   **Action Result**:  
-      "HTML Content of the homepage including navigation bar with links: 'Blog', 'API', 'ChatGPT', etc."  
-   **Key Findings**: Navigation bar loaded correctly.  
-   **Navigation History**: Visited homepage: "https://openai.com"  
+1. **Agent Action**: Opened URL "https://openai.com"
+   **Action Result**:
+      "HTML Content of the homepage including navigation bar with links: 'Blog', 'API', 'ChatGPT', etc."
+   **Key Findings**: Navigation bar loaded correctly.
+   **Navigation History**: Visited homepage: "https://openai.com"
    **Current Context**: Homepage loaded; ready to click on the 'Blog' link.
 
-2. **Agent Action**: Clicked on the "Blog" link in the navigation bar.  
-   **Action Result**:  
-      "Navigated to 'https://openai.com/blog/' with the blog listing fully rendered."  
-   **Key Findings**: Blog listing shows 10 blog previews.  
-   **Navigation History**: Transitioned from homepage to blog listing page.  
+2. **Agent Action**: Clicked on the "Blog" link in the navigation bar.
+   **Action Result**:
+      "Navigated to 'https://openai.com/blog/' with the blog listing fully rendered."
+   **Key Findings**: Blog listing shows 10 blog previews.
+   **Navigation History**: Transitioned from homepage to blog listing page.
    **Current Context**: Blog listing page displayed.
 
-3. **Agent Action**: Extracted the first 5 blog post links from the blog listing page.  
-   **Action Result**:  
-      "[ '/blog/chatgpt-updates', '/blog/ai-and-education', '/blog/openai-api-announcement', '/blog/gpt-4-release', '/blog/safety-and-alignment' ]"  
-   **Key Findings**: Identified 5 valid blog post URLs.  
+3. **Agent Action**: Extracted the first 5 blog post links from the blog listing page.
+   **Action Result**:
+      "[ '/blog/chatgpt-updates', '/blog/ai-and-education', '/blog/openai-api-announcement', '/blog/gpt-4-release', '/blog/safety-and-alignment' ]"
+   **Key Findings**: Identified 5 valid blog post URLs.
    **Current Context**: URLs stored in memory for further processing.
 
-4. **Agent Action**: Visited URL "https://openai.com/blog/chatgpt-updates"  
-   **Action Result**:  
-      "HTML content loaded for the blog post including full article text."  
-   **Key Findings**: Extracted blog title "ChatGPT Updates – March 2025" and article content excerpt.  
+4. **Agent Action**: Visited URL "https://openai.com/blog/chatgpt-updates"
+   **Action Result**:
+      "HTML content loaded for the blog post including full article text."
+   **Key Findings**: Extracted blog title "ChatGPT Updates – March 2025" and article content excerpt.
    **Current Context**: Blog post content extracted and stored.
 
-5. **Agent Action**: Extracted blog title and full article content from "https://openai.com/blog/chatgpt-updates"  
-   **Action Result**:  
-      "{{ 'title': 'ChatGPT Updates – March 2025', 'content': 'We\'re introducing new updates to ChatGPT, including improved browsing capabilities and memory recall... (full content)' }}"  
-   **Key Findings**: Full content captured for later summarization.  
+5. **Agent Action**: Extracted blog title and full article content from "https://openai.com/blog/chatgpt-updates"
+   **Action Result**:
+      "{{ 'title': 'ChatGPT Updates – March 2025', 'content': 'We\'re introducing new updates to ChatGPT, including improved browsing capabilities and memory recall... (full content)' }}"
+   **Key Findings**: Full content captured for later summarization.
    **Current Context**: Data stored; ready to proceed to next blog post.
 
 ... (Additional numbered steps for subsequent actions)
 ```
 """
 
-def build_update_memory_messages(retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None):
-   if custom_update_memory_prompt is None:
+
+def build_update_memory_messages(
+    retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None
+):
+    if custom_update_memory_prompt is None:
         custom_update_memory_prompt = DEFAULT_UPDATE_MEMORY_PROMPT
-    
-   if not retrieved_old_memory_dict or len(retrieved_old_memory_dict) == 0:
-      retrieved_old_memory_dict = "None"
-   
-   # Format facts individually to encourage separate XML items
-   if isinstance(response_content, list) and len(response_content) > 1:
-       facts_str = "Facts (each should be a separate XML item):\n"
-       for i, fact in enumerate(response_content):
-           facts_str += f"  {i+1}. {fact}\n"
-       facts_str = facts_str.strip()
-   else:
-       # Single fact or non-list, use original JSON format
-       facts_str = "Facts: " + json.dumps(response_content, ensure_ascii=False)
-   
-   prompt = (
-        "Old: " + json.dumps(retrieved_old_memory_dict, ensure_ascii=False) + "\n" +
-        facts_str + "\n" +
-        "Output:"
+
+    if not retrieved_old_memory_dict or len(retrieved_old_memory_dict) == 0:
+        retrieved_old_memory_dict = "None"
+
+    # Format facts individually to encourage separate XML items
+    if isinstance(response_content, list) and len(response_content) > 1:
+        facts_str = "Facts (each should be a separate XML item):\n"
+        for i, fact in enumerate(response_content):
+            facts_str += f"  {i+1}. {fact}\n"
+        facts_str = facts_str.strip()
+    else:
+        # Single fact or non-list, use original JSON format
+        facts_str = "Facts: " + json.dumps(response_content, ensure_ascii=False)
+
+    prompt = (
+        "Old: "
+        + json.dumps(retrieved_old_memory_dict, ensure_ascii=False)
+        + "\n"
+        + facts_str
+        + "\n"
+        + "Output:"
     )
 
-   messages = [
+    messages = [
         {"role": "system", "content": custom_update_memory_prompt.strip()},
-        {"role": "user", "content": prompt}
+        {"role": "user", "content": prompt},
     ]
-   return messages
+    return messages
 
 
-def get_update_memory_messages(retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None):
+def get_update_memory_messages(
+    retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None
+):
     """
     Generate a formatted message for the LLM to update memory with new facts.
-    
+
     Args:
         retrieved_old_memory_dict: List of existing memory entries with id and text
         response_content: List of new facts to integrate
         custom_update_memory_prompt: Optional custom prompt to override default
-        
+
     Returns:
         str: Formatted prompt for the LLM
     """
@@ -409,7 +413,7 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
             "event" : "ADD"
         }},
         {{
-            "id" : "1", 
+            "id" : "1",
             "text" : "<fact_content>",
             "event" : "ADD"
         }}
@@ -419,7 +423,7 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
 New facts to add:
 {response_content}
 
-IMPORTANT: 
+IMPORTANT:
 - When memory is empty, ALL actions must be "ADD" events
 - Use sequential IDs starting from 0: "0", "1", "2", etc.
 - Return ONLY valid JSON with NO extra text or thinking
@@ -466,171 +470,3 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust
 
     Do not return anything except the JSON format.
     """
-
-
-# ===== Temporal and Entity Extraction =====
-
-class TimeRange(BaseModel):
-    """Represents a time range with start and end timestamps."""
-    start: datetime = Field(description="ISO 8601 timestamp when the event/activity starts")
-    end: datetime = Field(description="ISO 8601 timestamp when the event/activity ends")
-    name: Optional[str] = Field(default=None, description="Optional name/label for this time range (e.g., 'wedding ceremony', 'party')")
-
-
-class TemporalEntity(BaseModel):
-    """Structured temporal and entity information extracted from a memory fact."""
-    isEvent: bool = Field(description="Whether this memory describes a scheduled event or time-bound activity")
-    isPerson: bool = Field(description="Whether this memory is primarily about a person or people")
-    isPlace: bool = Field(description="Whether this memory is primarily about a location or place")
-    isPromise: bool = Field(description="Whether this memory contains a commitment, promise, or agreement")
-    isRelationship: bool = Field(description="Whether this memory describes a relationship between people")
-    entities: List[str] = Field(default_factory=list, description="List of people, places, or things mentioned (e.g., ['John', 'Botanical Gardens', 'wedding'])")
-    timeRanges: List[TimeRange] = Field(default_factory=list, description="List of time ranges if this is a temporal memory")
-    emoji: Optional[str] = Field(default=None, description="Single emoji that best represents this memory")
-
-
-def build_temporal_extraction_prompt(current_date: datetime) -> str:
-    """Build the temporal extraction prompt with the current date context."""
-    return f"""You are an expert at extracting temporal and entity information from memory facts.
-
-Your task is to analyze a memory fact and extract structured information in JSON format:
-1. **Entity Types**: Determine if the memory is about events, people, places, promises, or relationships
-2. **Temporal Information**: Extract and resolve any time references to actual ISO 8601 timestamps
-3. **Named Entities**: List all people, places, and things mentioned
-4. **Representation**: Choose a single emoji that captures the essence of the memory
-
-You must return a valid JSON object with the following structure.
-
-**Current Date Context:**
-- Today's date: {current_date.strftime("%Y-%m-%d")}
-- Current time: {current_date.strftime("%H:%M:%S")}
-- Day of week: {current_date.strftime("%A")}
-
-**Time Resolution Guidelines:**
-
-Relative Time References:
-- "tomorrow" → Add 1 day to current date
-- "next week" → Add 7 days to current date
-- "in X days/weeks/months" → Add X time units to current date
-- "yesterday" → Subtract 1 day from current date
-
-Time of Day:
-- "4pm" or "16:00" → Use current date with that time
-- "tomorrow at 4pm" → Use tomorrow's date at 16:00
-- "morning" → 09:00 on the referenced day
-- "afternoon" → 14:00 on the referenced day
-- "evening" → 18:00 on the referenced day
-- "night" → 21:00 on the referenced day
-
-Duration Estimation (when only start time is mentioned):
-- Events like "wedding", "meeting", "party" → Default 2 hours duration
-- "lunch", "dinner", "breakfast" → Default 1 hour duration
-- "class", "workshop" → Default 1.5 hours duration
-- "appointment", "call" → Default 30 minutes duration
-
-**Entity Type Guidelines:**
-
-- **isEvent**: True for scheduled activities, appointments, meetings, parties, ceremonies, classes, etc.
-- **isPerson**: True when the primary focus is on a person (e.g., "Met John", "Sarah is my friend")
-- **isPlace**: True when the primary focus is a location (e.g., "Botanical Gardens is beautiful", "Favorite restaurant is...")
-- **isPromise**: True for commitments, promises, or agreements (e.g., "I'll call you tomorrow", "We agreed to meet")
-- **isRelationship**: True for statements about relationships (e.g., "John is my brother", "We're getting married")
-
-**Examples:**
-
-Input: "I'm getting married in one week! It's going to be at 4pm at the botanical gardens."
-Output:
-{{
-    "isEvent": true,
-    "isPerson": false,
-    "isPlace": false,
-    "isPromise": false,
-    "isRelationship": true,
-    "entities": ["botanical gardens", "wedding"],
-    "timeRanges": [
-        {{
-            "start": "{(current_date.replace(hour=16, minute=0, second=0) + timedelta(days=7)).isoformat()}",
-            "end": "{(current_date.replace(hour=18, minute=0, second=0) + timedelta(days=7)).isoformat()}",
-            "name": "wedding ceremony"
-        }}
-    ],
-    "emoji": "💒"
-}}
-
-Input: "Had a meeting with John at 3pm to discuss the new project"
-Output:
-{{
-    "isEvent": true,
-    "isPerson": true,
-    "isPlace": false,
-    "isPromise": false,
-    "isRelationship": false,
-    "entities": ["John", "new project", "meeting"],
-    "timeRanges": [
-        {{
-            "start": "{current_date.replace(hour=15, minute=0, second=0).isoformat()}",
-            "end": "{current_date.replace(hour=16, minute=0, second=0).isoformat()}",
-            "name": "meeting"
-        }}
-    ],
-    "emoji": "🤝"
-}}
-
-Input: "My favorite restaurant is Giovanni's Italian Kitchen"
-Output:
-{{
-    "isEvent": false,
-    "isPerson": false,
-    "isPlace": true,
-    "isPromise": false,
-    "isRelationship": false,
-    "entities": ["Giovanni's Italian Kitchen", "restaurant"],
-    "timeRanges": [],
-    "emoji": "🍝"
-}}
-
-Input: "I love hiking in the mountains"
-Output:
-{{
-    "isEvent": false,
-    "isPerson": false,
-    "isPlace": false,
-    "isPromise": false,
-    "isRelationship": false,
-    "entities": ["mountains", "hiking"],
-    "timeRanges": [],
-    "emoji": "🏔️"
-}}
-
-Input: "Tomorrow I need to call Sarah about the party at 2pm"
-Output:
-{{
-    "isEvent": true,
-    "isPerson": true,
-    "isPlace": false,
-    "isPromise": true,
-    "isRelationship": false,
-    "entities": ["Sarah", "party", "call"],
-    "timeRanges": [
-        {{
-            "start": "{(current_date.replace(hour=14, minute=0, second=0) + timedelta(days=1)).isoformat()}",
-            "end": "{(current_date.replace(hour=14, minute=30, second=0) + timedelta(days=1)).isoformat()}",
-            "name": "call Sarah"
-        }}
-    ],
-    "emoji": "📞"
-}}
-
-**Instructions:**
-- Return structured data following the TemporalEntity schema
-- Convert all temporal references to ISO 8601 format
-- Be conservative: if there's no temporal information, leave timeRanges empty
-- Multiple tags can be true (e.g., isEvent and isPerson both true for "meeting with John")
-- Extract all meaningful entities (people, places, things) mentioned in the fact
-- Choose an emoji that best represents the core meaning of the memory
-"""
-
-
-def get_temporal_entity_extraction_prompt() -> str:
-    """Get the temporal entity extraction prompt with current date/time."""
-    return build_temporal_extraction_prompt(datetime.now())
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/__init__.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/__init__.py
index bf7175a2..eaac1059 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/__init__.py
@@ -1,24 +1,14 @@
 """Memory service provider implementations.
 
-This package contains all memory service provider implementations:
-- chronicle: Chronicle native implementation with LLM + vector store
-- openmemory_mcp: OpenMemory MCP backend integration
-- llm_providers: LLM provider implementations (OpenAI, Ollama)
-- vector_stores: Vector store implementations (Qdrant)
-- mcp_client: MCP client utilities
+This package contains the memory service provider implementations:
+- chronicle: Chronicle native implementation (agentic Markdown vault)
+- llm_providers: LLM provider implementations (OpenAI-compatible)
 """
 
 from .chronicle import MemoryService as ChronicleMemoryService
 from .llm_providers import OpenAIProvider
-from .mcp_client import MCPClient, MCPError
-from .openmemory_mcp import OpenMemoryMCPService
-from .vector_stores import QdrantVectorStore
 
 __all__ = [
     "ChronicleMemoryService",
-    "OpenMemoryMCPService",
     "OpenAIProvider",
-    "QdrantVectorStore",
-    "MCPClient",
-    "MCPError",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
index abfb7bb5..43fd80dd 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/chronicle.py
@@ -1,42 +1,45 @@
-"""Main memory service implementation.
+"""Chronicle memory service — agentic Markdown vault.
 
-This module provides the core MemoryService class that orchestrates
-LLM providers and vector stores to provide comprehensive memory management
-functionality.
+This module provides the core MemoryService class that maintains a personal,
+Obsidian-style Markdown vault (``data/conversation_docs/<user>/``) as the single
+source of truth for a user's memory:
+
+- **Write** — a tool-calling memory agent records each conversation and surgically
+  edits the People/Topic/Category notes it touches (``_add_memory_agent``).
+- **Read** — a read-only retrieval agent drives ripgrep over the vault, reads the
+  relevant notes, and synthesises an answer (``_search_vault_grep``).
+
+The vault is the only store; there is no separate search index. All knowledge about
+how the vault is shaped lives in the memory agent's prompts (see ``..agent``).
 """
 
-import asyncio
 import logging
+import re
 import time
-import uuid
-from typing import Any, List, Optional, Tuple
-
-from ..base import LLMProviderBase, MemoryEntry, MemoryServiceBase, VectorStoreBase
-from ..config import LLMProvider as LLMProviderEnum
-from ..config import MemoryConfig, VectorStoreProvider
-from .llm_providers import OpenAIProvider
-from .vector_stores import QdrantVectorStore
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Iterable, List, Optional, Tuple
+
+from ..audit import record_vault_change
+from ..base import MemoryEntry, MemoryServiceBase
+from ..config import MemoryConfig
+from ..conversation_note import (
+    ConversationNoteError,
+    canonicalize_conversation_note,
+    write_source_fallback_conversation_note,
+)
+from ..vault_manager import ConvDocVaultManager
+from ..vault_scaffold import is_scaffold_note, seed_vault_scaffold
 
 memory_logger = logging.getLogger("memory_service")
 
 
 class MemoryService(MemoryServiceBase):
-    """Main memory service that orchestrates LLM and vector store operations.
-
-    This class implements the core memory management functionality including:
-    - Memory extraction from transcripts using LLM providers
-    - Semantic storage and retrieval using vector stores
-    - Memory updates and deduplication
-    - User-scoped memory management
+    """Memory service backed by an agentic Markdown vault (the ground truth).
 
-    The service supports multiple LLM providers (OpenAI, Ollama) and vector
-    stores (Qdrant), providing a flexible and extensible architecture.
-
-    Attributes:
-        config: Memory service configuration
-        llm_provider: Active LLM provider instance
-        vector_store: Active vector store instance
-        _initialized: Whether the service has been initialized
+    Each conversation is recorded into the vault by the memory agent, which also
+    updates the person/topic/category notes it mentions. Retrieval is an agentic
+    ripgrep over those notes that returns a synthesised answer plus the notes it read.
     """
 
     @property
@@ -44,72 +47,44 @@ def provider_identifier(self) -> str:
         return "chronicle"
 
     def __init__(self, config: MemoryConfig):
-        """Initialize the memory service with configuration.
-
-        Args:
-            config: MemoryConfig instance with provider settings
-        """
         super().__init__()
         self.config = config
-        self.llm_provider: Optional[LLMProviderBase] = None
-        self.vector_store: Optional[VectorStoreBase] = None
+        self.vault = ConvDocVaultManager()
 
     async def initialize(self) -> None:
-        """Initialize the memory service and all its components.
-
-        Sets up LLM provider and vector store based on configuration,
-        tests connections, and marks the service as ready for use.
-
-        Raises:
-            ValueError: If unsupported provider is configured
-            RuntimeError: If initialization or connection tests fail
-        """
         if self._initialized:
             return
+        # Vault-only: the agent generates + writes notes via its own tool-calling
+        # LLM, and search greps the vault. No external index to connect to.
+        self._initialized = True
+        memory_logger.info("✅ Chronicle memory service initialized (agentic vault).")
 
-        try:
-            # Initialize LLM provider
-            if self.config.llm_provider in [LLMProviderEnum.OPENAI, LLMProviderEnum.OLLAMA]:
-                self.llm_provider = OpenAIProvider(self.config.llm_config)
-            else:
-                raise ValueError(f"Unsupported LLM provider: {self.config.llm_provider}")
-
-            # Initialize vector store
-            if self.config.vector_store_provider == VectorStoreProvider.QDRANT:
-                self.vector_store = QdrantVectorStore(self.config.vector_store_config)
-            else:
-                raise ValueError(
-                    f"Unsupported vector store provider: {self.config.vector_store_provider}"
-                )
-
-            # Initialize vector store
-            await self.vector_store.initialize()
-
-            # Test connections
-            llm_ok = await self.llm_provider.test_connection()
-            vector_ok = await self.vector_store.test_connection()
+    def _agent_class(self):
+        """The write-agent executor: the built-in tool loop, or the Codex CLI.
 
-            if not llm_ok:
-                raise RuntimeError(
-                    f"LLM provider connection failed for {self.config.llm_provider.value}. "
-                    f"Check API keys, network connectivity, and service availability. "
-                    f"Memory processing cannot proceed without a working LLM connection."
-                )
-            if not vector_ok:
-                raise RuntimeError(
-                    f"Vector store connection failed for {self.config.vector_store_provider.value}. "
-                    f"Check that Qdrant service is running and accessible."
-                )
-
-            self._initialized = True
-            memory_logger.info(
-                f"✅ Memory service initialized successfully with "
-                f"{self.config.llm_provider.value} + {self.config.vector_store_provider.value}"
+        Falls back to the direct agent (with a warning) when Codex is configured but
+        the CLI/auth is unavailable, so memory jobs keep flowing.
+        """
+        # Lazy import: circular dependency (agent → memory_agent → llm_client →
+        # services.memory.config → service_factory → this module)
+        from ..agent import MemoryAgent
+
+        if (getattr(self.config, "agent_executor", "direct") or "direct") == "codex":
+            from ..agent.codex_agent import CodexMemoryAgent, codex_executor_available
+
+            available, detail = codex_executor_available()
+            if available:
+                return CodexMemoryAgent
+            memory_logger.warning(
+                "memory.agent_executor is 'codex' but the executor is unavailable "
+                "(%s) — using the direct LLM agent",
+                detail,
             )
+        return MemoryAgent
 
-        except Exception as e:
-            memory_logger.error(f"Memory service initialization failed: {e}")
-            raise
+    # =========================================================================
+    # ADD MEMORY
+    # =========================================================================
 
     async def add_memory(
         self,
@@ -120,243 +95,583 @@ async def add_memory(
         user_email: str,
         allow_update: bool = False,
         db_helper: Any = None,
+        *,
+        source_date: Optional[str] = None,
+        source_duration_minutes: Optional[float] = None,
+        source_title: Optional[str] = None,
     ) -> Tuple[bool, List[str]]:
-        """Add memories extracted from a transcript.
-
-        Processes a transcript to extract meaningful memories using the LLM,
-        generates embeddings, and stores them in the vector database. Optionally
-        allows updating existing memories through LLM-driven action proposals.
-
-        Args:
-            transcript: Raw transcript text to extract memories from
-            client_id: Client identifier for tracking
-            source_id: Unique identifier for the source (audio session, chat session, etc.)
-            user_id: User identifier for memory scoping
-            user_email: User email address
-            allow_update: Whether to allow updating existing memories
-            db_helper: Optional database helper for relationship tracking
+        await self._ensure_initialized()
+        return await self._add_memory_agent(
+            transcript,
+            source_id,
+            user_id,
+            source_date=source_date,
+            source_duration_minutes=source_duration_minutes,
+            source_title=source_title,
+        )
 
-        Returns:
-            Tuple of (success: bool, created_memory_ids: List[str])
+    async def _add_memory_agent(
+        self,
+        transcript: str,
+        source_id: str,
+        user_id: str,
+        *,
+        source_date: Optional[str] = None,
+        source_duration_minutes: Optional[float] = None,
+        source_title: Optional[str] = None,
+    ) -> Tuple[bool, List[str]]:
+        """Write path via the tool-calling memory agent.
 
-        Raises:
-            asyncio.TimeoutError: If processing exceeds timeout
+        The agent creates the conversation note and surgically edits person/topic
+        notes in the user's vault. Returns ``(success, touched_paths)`` — the touched
+        vault-relative note paths stand in for the chunk/memory ids the older index
+        path returned, so the existing job bookkeeping (counts, versions) works unchanged.
         """
-        await self._ensure_initialized()
+        if not transcript or len(transcript.strip()) < 10:
+            memory_logger.info(f"Skipping empty transcript for {source_id}")
+            return True, []
 
-        try:
-            # Skip empty transcripts
-            if not transcript or len(transcript.strip()) < 10:
-                memory_logger.info(f"Skipping empty transcript for {source_id}")
-                return True, []
+        t0 = time.perf_counter()
+        user_root = self.vault.user_root(user_id)
+        # Concurrent memory jobs for the same user may run on different RQ workers;
+        # each individual vault mutation is serialised inside VaultTools via the
+        # per-user vault_note_lock (lock-write-unlock, never across LLM calls).
+        seed_vault_scaffold(user_root)  # idempotent: .base + hub notes
+        existing_before = self._vault_note_set(user_root)
+        result = await self._run_agent_with_note_guarantee(
+            self._agent_class(),
+            user_root,
+            transcript,
+            source_id,
+            source_date=source_date,
+            source_duration_minutes=source_duration_minutes,
+            source_title=source_title,
+        )
+        if (result.truncated or result.stalled) and not result.touched:
+            reason = (
+                "truncated LLM response" if result.truncated else "stalled retry loop"
+            )
+            memory_logger.error(
+                "❌ add_memory(agent) %s: aborted on %s after %d rounds (%d tool "
+                "calls) — nothing recorded (%.2fs)",
+                source_id,
+                reason,
+                result.rounds,
+                result.tool_calls,
+                time.perf_counter() - t0,
+            )
+            return False, []
+        await self._record_agent_touches(
+            user_id,
+            source_id,
+            user_root,
+            result.touched,
+            existing_before,
+            removed=result.removed,
+        )
+        expected_note = user_root / "Conversations" / f"{Path(source_id).name}.md"
+        if not expected_note.is_file():
+            memory_logger.error(
+                "❌ add_memory(agent) %s: required conversation note was not created",
+                source_id,
+            )
+            return False, result.touched
+        memory_logger.info(
+            "✅ add_memory(agent) %s: touched=%d rounds=%d tools=%d errors=%d (%.2fs) — %s",
+            source_id,
+            len(result.touched),
+            result.rounds,
+            result.tool_calls,
+            len(result.errors),
+            time.perf_counter() - t0,
+            result.summary[:160],
+        )
+        return True, result.touched
 
-            # Extract memories using LLM if enabled
-            fact_memories_text = []
-            if self.config.extraction_enabled and self.config.extraction_prompt:
-                fact_memories_text = await asyncio.wait_for(
-                    self.llm_provider.extract_memories(
-                        transcript, self.config.extraction_prompt, user_id=user_id,
-                    ),
-                    timeout=self.config.timeout_seconds,
-                )
-                memory_logger.info(
-                    f"🧠 Extracted {len(fact_memories_text)} memories from transcript for {source_id}"
-                )
+    async def _run_agent_with_note_guarantee(
+        self,
+        agent_class,
+        user_root: Path,
+        transcript: str,
+        source_id: str,
+        *,
+        guidance: str = "",
+        source_date: Optional[str] = None,
+        source_duration_minutes: Optional[float] = None,
+        source_title: Optional[str] = None,
+    ):
+        """Retry when the exact conversation note is absent or fails validation."""
+        trusted_date = source_date or datetime.now(timezone.utc).isoformat()
+        result = await agent_class(user_root).run(
+            transcript,
+            source_id,
+            date=trusted_date,
+            duration_minutes=source_duration_minutes,
+            title=source_title,
+            guidance=guidance,
+        )
+        note_name = Path(source_id).name
+        expected_note = user_root / "Conversations" / f"{note_name}.md"
+        if self._canonicalize_conversation_note(
+            expected_note,
+            source_id,
+            trusted_date,
+            source_duration_minutes,
+            source_title,
+        ):
+            return result
+
+        memory_logger.warning(
+            "Memory agent did not create Conversations/%s.md; retrying with the "
+            "configured fallback LLM",
+            note_name,
+        )
+        recovery_guidance = (f"{guidance}\n\n" if guidance else "") + (
+            "RECOVERY REQUIREMENT: the previous attempt did not create the required "
+            f"conversation note. You MUST write it at exactly Conversations/{note_name}.md "
+            f"using conversation_id {source_id}. Do not alter or abbreviate the ID. "
+            "The Summary and Key Facts sections MUST contain substantive text. For a "
+            "short or low-information transcript, summarize the exact utterance rather "
+            "than leaving either section blank."
+        )
+        # The recovery pass is best-effort: it may fail outright (no
+        # defaults.fallback_llm configured, fallback unreachable, ...). The note
+        # guarantee must survive that — degrade to an empty recovery result and
+        # let the source-preserving fallback note below do its job, rather than
+        # failing the whole memory job with nothing recorded.
+        try:
+            recovery = await agent_class(user_root, force_fallback=True).run(
+                transcript,
+                source_id,
+                date=trusted_date,
+                duration_minutes=source_duration_minutes,
+                title=source_title,
+                guidance=recovery_guidance,
+            )
+        except Exception as exc:  # noqa: BLE001 - degrade, never lose the note
+            # Lazy import: circular dependency (agent → memory_agent → llm_client →
+            # back into providers), same as _agent_class above.
+            from ..agent.memory_agent import MemoryAgentResult
 
-            # Fallback to storing raw transcript if no memories extracted
-            if not fact_memories_text:
-                fact_memories_text = [transcript]
-                memory_logger.info(
-                    f"💾 No memories extracted, storing raw transcript for {source_id}"
-                )
+            memory_logger.error(
+                "Memory-agent recovery pass failed for %s (%s); falling back to "
+                "the source-preserving conversation note",
+                source_id,
+                exc,
+            )
+            recovery = MemoryAgentResult(
+                conversation_id=source_id,
+                rounds=0,
+                touched=[],
+                summary="",
+                errors=[f"recovery pass failed: {exc}"],
+            )
+        recovery.rounds += result.rounds
+        recovery.tool_calls += result.tool_calls
+        recovery.touched = list(dict.fromkeys((*result.touched, *recovery.touched)))
+        recovery.removed = [*result.removed, *recovery.removed]
+        recovery.errors = [*result.errors, *recovery.errors]
+        recovery_valid = self._canonicalize_conversation_note(
+            expected_note,
+            source_id,
+            trusted_date,
+            source_duration_minutes,
+            source_title,
+        )
+        if not recovery_valid:
+            memory_logger.warning(
+                "Both memory-agent attempts produced an invalid note for %s; "
+                "writing a source-preserving fallback",
+                source_id,
+            )
+            write_source_fallback_conversation_note(
+                expected_note,
+                transcript=transcript,
+                conversation_id=source_id,
+                date=trusted_date,
+                duration_minutes=source_duration_minutes,
+                title=source_title,
+            )
+            recovery.touched = list(
+                dict.fromkeys((*recovery.touched, f"Conversations/{note_name}.md"))
+            )
+        return recovery
 
-            memory_logger.debug(f"🧠 fact_memories_text: {fact_memories_text}")
-            # Simple deduplication of extracted memories within the same call
-            fact_memories_text = self._deduplicate_memories(fact_memories_text)
-            memory_logger.debug(f"🧠 fact_memories_text after deduplication: {fact_memories_text}")
-            # Generate embeddings
-            embeddings = await asyncio.wait_for(
-                self.llm_provider.generate_embeddings(fact_memories_text),
-                timeout=self.config.timeout_seconds,
+    @staticmethod
+    def _canonicalize_conversation_note(
+        path: Path,
+        source_id: str,
+        source_date: str,
+        source_duration_minutes: Optional[float],
+        source_title: Optional[str],
+    ) -> bool:
+        if not path.is_file():
+            return False
+        try:
+            canonicalize_conversation_note(
+                path,
+                conversation_id=source_id,
+                date=source_date,
+                duration_minutes=source_duration_minutes,
+                title=source_title,
             )
-            memory_logger.info(f"embeddings generated")
-            if not embeddings or len(embeddings) != len(fact_memories_text):
-                error_msg = f"❌ Embedding generation failed for {source_id}: got {len(embeddings) if embeddings else 0} embeddings for {len(fact_memories_text)} memories"
-                memory_logger.error(error_msg)
-                raise RuntimeError(error_msg)
+            return True
+        except ConversationNoteError as exc:
+            memory_logger.warning("Invalid conversation note %s: %s", path, exc)
+            path.unlink(missing_ok=True)
+            return False
 
-            # Create or update memory entries
-            memory_entries = []
-            created_ids: List[str] = []
+    async def _reprocess_memory_agent(
+        self,
+        transcript: str,
+        source_id: str,
+        user_id: str,
+        transcript_diff: Optional[list],
+    ) -> Tuple[bool, List[str]]:
+        """Reprocess path.
 
-            # If allow_update, try LLM-driven action proposal
-            if allow_update and fact_memories_text:
-                memory_logger.info(f"🔍 Allowing update for {source_id}")
-                created_ids = await self._process_memory_updates(
-                    fact_memories_text, embeddings, user_id, client_id, source_id, user_email
-                )
-            else:
-                memory_logger.info(f"🔍 Not allowing update for {source_id}")
-                # Add all extracted memories normally
-                memory_entries = self._create_memory_entries(
-                    fact_memories_text, embeddings, client_id, source_id, user_id, user_email
+        Deletes the stale conversation note so the agent re-records it cleanly, then runs
+        the agent. When the reprocess came from speaker re-identification we hand the agent
+        the old→new speaker map as guidance so it can ``rename_person`` (which rewrites all
+        backlinks) instead of leaving orphaned ``[[Speaker 0]]`` notes. Person/topic notes
+        are kept and surgically updated — only the conversation note is regenerated.
+        """
+        if not transcript or len(transcript.strip()) < 10:
+            memory_logger.info(f"Skipping empty transcript for {source_id}")
+            return True, []
+
+        user_root = self.vault.user_root(user_id)
+        guidance = self._speaker_rename_guidance(transcript_diff)
+
+        t0 = time.perf_counter()
+        # Per-user serialisation happens per-mutation inside VaultTools (see
+        # _add_memory_agent).
+        seed_vault_scaffold(user_root)
+        existing_before = self._vault_note_set(user_root)
+
+        # Remove the old conversation note (agent writes Conversations/<id>.md and
+        # write_note refuses to clobber). Person/topic notes are preserved.
+        conv_note = user_root / "Conversations" / f"{Path(source_id).name}.md"
+        if conv_note.exists():
+            conv_note.unlink()
+
+        result = await self._run_agent_with_note_guarantee(
+            self._agent_class(),
+            user_root,
+            transcript,
+            source_id,
+            guidance=guidance,
+        )
+        if result.truncated and not result.touched:
+            memory_logger.error(
+                "❌ reprocess_memory(agent) %s: aborted on truncated LLM response after "
+                "%d rounds (%d tool calls) — nothing recorded (%.2fs)",
+                source_id,
+                result.rounds,
+                result.tool_calls,
+                time.perf_counter() - t0,
+            )
+            return False, []
+        await self._record_agent_touches(
+            user_id,
+            source_id,
+            user_root,
+            result.touched,
+            existing_before,
+            removed=result.removed,
+        )
+        if not conv_note.is_file():
+            memory_logger.error(
+                "❌ reprocess_memory(agent) %s: required conversation note was not created",
+                source_id,
+            )
+            return False, result.touched
+        memory_logger.info(
+            "✅ reprocess_memory(agent) %s: touched=%d rounds=%d tools=%d errors=%d (%.2fs) — %s",
+            source_id,
+            len(result.touched),
+            result.rounds,
+            result.tool_calls,
+            len(result.errors),
+            time.perf_counter() - t0,
+            result.summary[:160],
+        )
+        return True, result.touched
+
+    def _vault_note_set(self, user_root: Path) -> dict[str, str]:
+        """Snapshot vault-relative note contents for create/update audit records."""
+        if not user_root.exists():
+            return {}
+        snapshot: dict[str, str] = {}
+        for path in user_root.rglob("*.md"):
+            try:
+                snapshot[path.relative_to(user_root).as_posix()] = path.read_text(
+                    encoding="utf-8"
                 )
+            except OSError:
+                continue
+        return snapshot
 
-            # Store new entries in vector database
-            if memory_entries:
-                stored_ids = await self.vector_store.add_memories(memory_entries)
-                created_ids.extend(stored_ids)
+    async def _record_agent_touches(
+        self,
+        user_id: str,
+        source_id: str,
+        user_root: Path,
+        touched: Iterable[str],
+        existing_before: dict[str, str],
+        removed: Optional[Iterable[dict]] = None,
+    ) -> None:
+        """Record one audit-ledger entry per note the memory agent changed.
 
-            # Update database relationships if helper provided
-            if created_ids and db_helper:
-                await self._update_database_relationships(db_helper, source_id, created_ids)
+        ``removed`` are notes retired by a rename/merge (``VaultTools.removed``): each
+        is logged as a ``rename`` entry carrying the pre-removal content, so a note
+        disappearing from the vault is never invisible in the ledger (the gap that made
+        a rename look like an unexplained clobber followed later by a fresh ``create``).
+        """
+        for entry in removed or ():
+            await record_vault_change(
+                user_id=user_id,
+                conversation_id=source_id,
+                operation="rename",
+                note_path=entry.get("old_path"),
+                before=entry.get("before"),
+                after=None,
+                agent_mode=True,
+                summary=f"renamed/merged into {entry.get('new_path')}",
+                new_path=entry.get("new_path"),
+            )
+        for rel in sorted(touched):
+            try:
+                after: Optional[str] = (user_root / rel).read_text(encoding="utf-8")
+            except Exception:  # noqa: BLE001 — note may have been renamed away
+                after = None
+            is_new = rel not in existing_before
+            await record_vault_change(
+                user_id=user_id,
+                conversation_id=source_id,
+                operation="create" if is_new else "update",
+                note_path=rel,
+                before=existing_before.get(rel),
+                after=after,
+                agent_mode=True,
+                summary=(
+                    None
+                    if is_new
+                    else (
+                        f"updated ({len(after.splitlines())} lines)"
+                        if after is not None
+                        else "updated"
+                    )
+                ),
+            )
 
-            if created_ids:
-                memory_logger.info(f"✅ Upserted {len(created_ids)} memories for {source_id}")
-                return True, created_ids
+    # Diarization placeholders ("Speaker 0", "Unknown Speaker 1") — the only labels a
+    # conversation-scoped diff may globally rename. A person note under a real name
+    # aggregates facts from many conversations, so renaming it from one conversation's
+    # relabel merges the wrong person's whole history (ankush.md -> roshan.md, 2026-07-17).
+    _PLACEHOLDER_SPEAKER_RE = re.compile(
+        r"^(unknown\s+)?speaker[\s_]*\d+$", re.IGNORECASE
+    )
 
-            # No memories created - this is a valid outcome (duplicates, no extractable facts, etc.)
-            memory_logger.info(
-                f"ℹ️  No new memories created for {source_id}: memory_entries={len(memory_entries) if memory_entries else 0}, allow_update={allow_update}"
+    @classmethod
+    def _speaker_rename_guidance(cls, transcript_diff: Optional[list]) -> str:
+        """Turn a speaker diff into an instruction to rename the matching person notes."""
+        if not transcript_diff:
+            return ""
+        renames: dict[str, str] = {}
+        relabels: dict[str, str] = {}
+        for ch in transcript_diff:
+            if isinstance(ch, dict) and ch.get("type") == "speaker_change":
+                old, new = ch.get("old_speaker"), ch.get("new_speaker")
+                if old and new and old != new:
+                    if cls._PLACEHOLDER_SPEAKER_RE.match(old.strip()):
+                        renames[old] = new
+                    else:
+                        relabels[old] = new
+        parts: list[str] = []
+        if renames:
+            pairs = "; ".join(f"'{o}' is now '{n}'" for o, n in renames.items())
+            parts.append(
+                f"Placeholder speakers were identified: {pairs}. For each, if a "
+                "People/<placeholder>.md note exists, call rename_person(old, new) FIRST "
+                "— it renames the note and rewrites every [[wikilink]] across the vault — "
+                "then record the conversation and update the renamed person notes. Do not "
+                "leave notes under placeholder speaker labels."
             )
-            return True, []
+        if relabels:
+            pairs = "; ".join(f"'{o}' is now '{n}'" for o, n in relabels.items())
+            parts.append(
+                f"Attribution changed between named people IN THIS CONVERSATION ONLY: "
+                f"{pairs}. Fix the conversation note and move only facts sourced from "
+                "this conversation between the affected person notes. Do NOT call "
+                "rename_person for these — both notes describe real people whose facts "
+                "come from many other conversations."
+            )
+        if not parts:
+            return ""
+        return "This is a REPROCESS after speaker re-identification. " + " ".join(parts)
 
-        except asyncio.TimeoutError as e:
-            memory_logger.error(f"⏰ Memory processing timed out for {source_id}")
-            raise e
-        except Exception as e:
-            memory_logger.error(f"❌ Add memory failed for {source_id}: {e}")
-            raise e
+    # =========================================================================
+    # SEARCH
+    # =========================================================================
 
     async def search_memories(
         self, query: str, user_id: str, limit: int = 10, score_threshold: float = 0.0
     ) -> List[MemoryEntry]:
-        """Search memories using semantic similarity.
-
-        Generates an embedding for the query and searches the vector store
-        for similar memories belonging to the specified user.
+        if not self._initialized:
+            await self.initialize()
+        return await self._search_vault_grep(query, user_id, limit)
 
-        Args:
-            query: Search query text
-            user_id: User identifier to filter memories
-            limit: Maximum number of results to return
-            score_threshold: Minimum similarity score (0.0 = no threshold)
+    async def _search_vault_grep(
+        self, query: str, user_id: str, limit: int
+    ) -> List[MemoryEntry]:
+        """Read path: a read-only retrieval agent drives ripgrep over the vault.
 
-        Returns:
-            List of matching MemoryEntry objects ordered by relevance
+        Modelled on Claude Code — the LLM formulates ripgrep patterns (no query
+        preprocessing), reads the relevant notes, and synthesises an answer. We return
+        one MemoryEntry per note the agent read (capped), with the synthesised answer
+        as the top entry so chat gets both the conclusion and the supporting notes.
         """
-        if not self._initialized:
-            await self.initialize()
+        # Lazy import: circular dependency (agent → memory_agent → llm_client →
+        # services.memory.config → service_factory → this module)
+        from ..agent import search_vault
 
-        try:
-            # Generate query embedding
-            query_embeddings = await self.llm_provider.generate_embeddings([query])
-            if not query_embeddings or not query_embeddings[0]:
-                memory_logger.error("Failed to generate query embedding")
-                return []
+        result = await search_vault(query, self.vault.user_root(user_id))
 
-            # Search in vector store
-            results = await self.vector_store.search_memories(
-                query_embeddings[0], user_id, limit, score_threshold
+        results: List[MemoryEntry] = []
+        if result.answer:
+            results.append(
+                MemoryEntry(
+                    id=f"search:{user_id}",
+                    content=result.answer,
+                    metadata={"user_id": user_id, "kind": "vault_search_answer"},
+                    score=1.0,
+                    created_at=None,
+                )
             )
-
-            memory_logger.info(
-                f"🔍 Found {len(results)} memories for query '{query}' (user: {user_id})"
+        for note in result.notes[: max(0, limit - len(results))]:
+            path = note["path"]
+            conv_id = ""
+            if path.startswith("Conversations/"):
+                conv_id = path.split("/", 1)[1].rsplit(".md", 1)[0]
+            results.append(
+                MemoryEntry(
+                    id=path,
+                    content=note["content"][:1500],
+                    metadata={
+                        "user_id": user_id,
+                        "note": path,
+                        "conversation_id": conv_id,
+                        "kind": "vault_note",
+                    },
+                    score=0.9,
+                    created_at=None,
+                )
             )
-            return results
-
-        except Exception as e:
-            memory_logger.error(f"Search memories failed: {e}")
-            return []
+        memory_logger.info(
+            f"🔍 vault search: '{query}' -> {len(result.notes)} note(s) read, "
+            f"{result.rounds} round(s) (user: {user_id})"
+        )
+        return results[:limit]
 
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
-        """Get all memories for a specific user.
+    # =========================================================================
+    # CRUD
+    # =========================================================================
 
-        Retrieves all stored memories for the given user without
-        similarity filtering.
+    def _vault_entry_from_path(
+        self, user_id: str, path: Path, root: Path, content_limit: Optional[int] = None
+    ) -> Optional[MemoryEntry]:
+        """Build a MemoryEntry from one vault note (id = vault-relative path)."""
+        try:
+            content = path.read_text(encoding="utf-8")
+        except Exception:  # noqa: BLE001
+            return None
+        if content_limit is not None:
+            content = content[:content_limit]
+        rel = path.relative_to(root).as_posix()
+        conv_id = (
+            rel[len("Conversations/") : -3] if rel.startswith("Conversations/") else ""
+        )
+        return MemoryEntry(
+            id=rel,
+            content=content,
+            metadata={
+                "user_id": user_id,
+                "note": rel,
+                "conversation_id": conv_id,
+                "kind": "vault_note",
+            },
+            created_at=None,
+        )
 
-        Args:
-            user_id: User identifier
-            limit: Maximum number of memories to return
+    def _vault_entries(
+        self, user_id: str, limit: Optional[int] = None
+    ) -> List[MemoryEntry]:
+        """Enumerate a user's vault notes as MemoryEntry objects (newest first).
 
-        Returns:
-            List of MemoryEntry objects for the user
+        One entry per note, recursive over Conversations/People/Topics.
         """
+        root = self.vault.user_root(user_id)
+        if not root.exists():
+            return []
+        paths = sorted(
+            (p for p in root.rglob("*.md") if not is_scaffold_note(p, root)),
+            key=lambda p: p.stat().st_mtime,
+            reverse=True,
+        )
+        if limit is not None:
+            paths = paths[:limit]
+        entries: List[MemoryEntry] = []
+        for p in paths:
+            entry = self._vault_entry_from_path(user_id, p, root, content_limit=1500)
+            if entry is not None:
+                entries.append(entry)
+        return entries
+
+    async def get_all_memories(
+        self, user_id: str, limit: int = 100
+    ) -> List[MemoryEntry]:
         if not self._initialized:
             await self.initialize()
-
-        try:
-            memories = await self.vector_store.get_memories(user_id, limit)
-            memory_logger.info(f"📚 Retrieved {len(memories)} memories for user {user_id}")
-            return memories
-        except Exception as e:
-            memory_logger.error(f"Get all memories failed: {e}")
-            return []
+        return self._vault_entries(user_id, limit)
 
     async def count_memories(self, user_id: str) -> Optional[int]:
-        """Count total number of memories for a user.
-
-        Uses the vector store's native count capabilities.
-
-        Args:
-            user_id: User identifier
+        if not self._initialized:
+            await self.initialize()
+        return len(self.vault.list_docs(user_id))
 
-        Returns:
-            Total count of memories for the user, or None if not supported
-        """
+    async def get_memory(
+        self, memory_id: str, user_id: Optional[str] = None
+    ) -> Optional[MemoryEntry]:
         if not self._initialized:
             await self.initialize()
 
-        try:
-            count = await self.vector_store.count_memories(user_id)
-            memory_logger.info(f"🔢 Total {count} memories for user {user_id}")
-            return count
-        except Exception as e:
-            memory_logger.error(f"Count memories failed: {e}")
+        if not user_id:
+            memory_logger.error(
+                "get_memory called without user_id; the vault is per-user"
+            )
             return None
 
+        # Memory ids are vault-relative note paths (see add_memory).
+        root = self.vault.user_root(user_id)
+        fp = root / memory_id
+        if not fp.is_file():
+            return None
+        return self._vault_entry_from_path(user_id, fp, root)
+
     async def get_memories_by_source(
         self, user_id: str, source_id: str, limit: int = 100
     ) -> List[MemoryEntry]:
-        """Get all memories extracted from a specific source (conversation)."""
+        """Return the conversation note for ``source_id`` (the vault's per-source record)."""
         if not self._initialized:
             await self.initialize()
 
-        try:
-            memories = await self.vector_store.get_memories_by_source(user_id, source_id, limit)
-            memory_logger.info(
-                f"📚 Retrieved {len(memories)} memories for source {source_id} (user {user_id})"
-            )
-            return memories
-        except Exception as e:
-            memory_logger.error(f"Get memories by source failed: {e}")
+        root = self.vault.user_root(user_id)
+        conv_note = root / "Conversations" / f"{Path(source_id).name}.md"
+        if not conv_note.is_file():
             return []
-
-    async def get_memory(
-        self, memory_id: str, user_id: Optional[str] = None
-    ) -> Optional[MemoryEntry]:
-        """Get a specific memory by ID.
-
-        Args:
-            memory_id: Unique identifier of the memory to retrieve
-            user_id: Optional user ID for authentication/filtering
-
-        Returns:
-            MemoryEntry object if found, None otherwise
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        try:
-            memory = await self.vector_store.get_memory(memory_id, user_id)
-            if memory:
-                memory_logger.info(f"📄 Retrieved memory {memory_id}")
-            else:
-                memory_logger.debug(f"Memory {memory_id} not found")
-            return memory
-        except Exception as e:
-            memory_logger.error(f"Get memory failed: {e}")
-            return None
+        entry = self._vault_entry_from_path(user_id, conv_note, root)
+        return [entry] if entry is not None else []
 
     async def update_memory(
         self,
@@ -366,134 +681,62 @@ async def update_memory(
         user_id: Optional[str] = None,
         user_email: Optional[str] = None,
     ) -> bool:
-        """Update a specific memory's content and/or metadata.
-
-        Regenerates embeddings when content is updated.
-
-        Args:
-            memory_id: Unique identifier of the memory to update
-            content: New content for the memory (if None, content is not updated)
-            metadata: New metadata to merge with existing (if None, metadata is not updated)
-            user_id: Optional user ID for authentication
-            user_email: Optional user email for authentication
+        """Notes are edited by the memory agent (or by the user directly in the vault),
+        not through this API."""
+        memory_logger.warning(
+            f"update_memory called for {memory_id} but vault notes are edited via the "
+            "memory agent or directly in the vault. Use reprocess_memory to regenerate."
+        )
+        return False
 
-        Returns:
-            True if update succeeded, False otherwise
-        """
+    async def delete_memory(
+        self,
+        memory_id: str,
+        user_id: Optional[str] = None,
+        user_email: Optional[str] = None,
+    ) -> bool:
         if not self._initialized:
             await self.initialize()
 
-        try:
-            # Get existing memory
-            existing_memory = await self.vector_store.get_memory(memory_id, user_id)
-            if not existing_memory:
-                memory_logger.warning(f"Memory {memory_id} not found for update")
-                return False
-
-            # Determine new content and metadata
-            new_content = content if content is not None else existing_memory.content
-            new_metadata = {**existing_memory.metadata}
-            if metadata:
-                new_metadata.update(metadata)
-
-            # Update timestamps
-            new_metadata["updated_at"] = str(int(time.time()))
-
-            # Generate new embedding if content changed
-            if content is not None:
-                embeddings = await self.llm_provider.generate_embeddings([new_content])
-                new_embedding = embeddings[0]
-            else:
-                # If content didn't change, reuse existing embedding
-                if existing_memory.embedding:
-                    new_embedding = existing_memory.embedding
-                else:
-                    # No existing embedding, generate one
-                    embeddings = await self.llm_provider.generate_embeddings([new_content])
-                    new_embedding = embeddings[0]
-
-            # Update in vector store
-            success = await self.vector_store.update_memory(
-                memory_id=memory_id,
-                new_content=new_content,
-                new_embedding=new_embedding,
-                new_metadata=new_metadata,
+        if not user_id:
+            memory_logger.error(
+                "delete_memory called without user_id; the vault is per-user"
             )
-
-            if success:
-                memory_logger.info(f"✅ Updated memory {memory_id}")
-            else:
-                memory_logger.error(f"Failed to update memory {memory_id}")
-
-            return success
-
-        except Exception as e:
-            memory_logger.error(f"Error updating memory {memory_id}: {e}", exc_info=True)
             return False
 
-    async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
-    ) -> bool:
-        """Delete a specific memory by ID.
-
-        Args:
-            memory_id: Unique identifier of the memory to delete
-
-        Returns:
-            True if successfully deleted, False otherwise
-        """
-        if not self._initialized:
-            await self.initialize()
-
+        # Memory ids are vault-relative note paths.
+        root = self.vault.user_root(user_id)
+        fp = root / memory_id
         try:
-            success = await self.vector_store.delete_memory(memory_id)
-            if success:
-                memory_logger.info(f"🗑️ Deleted memory {memory_id}")
-            return success
+            if not fp.is_file():
+                return False
+            fp.unlink()
+            await record_vault_change(
+                user_id=user_id,
+                operation="delete",
+                note_path=Path(memory_id).as_posix(),
+                agent_mode=False,
+                summary=f"deleted {memory_id}",
+            )
+            memory_logger.info(f"🗑️ Deleted memory note {memory_id}")
+            return True
         except Exception as e:
             memory_logger.error(f"Delete memory failed: {e}")
             return False
 
     async def delete_all_user_memories(self, user_id: str) -> int:
-        """Delete all memories for a specific user.
-
-        Args:
-            user_id: User identifier
-
-        Returns:
-            Number of memories that were deleted
-        """
         if not self._initialized:
             await self.initialize()
 
-        try:
-            count = await self.vector_store.delete_user_memories(user_id)
-            memory_logger.info(f"🗑️ Deleted {count} memories for user {user_id}")
-            return count
-        except Exception as e:
-            memory_logger.error(f"Delete user memories failed: {e}")
-            return 0
-
-    async def test_connection(self) -> bool:
-        """Test if the memory service and its dependencies are working.
-
-        Returns:
-            True if all connections are healthy, False otherwise
-        """
-        try:
-            if not self._initialized:
-                await self.initialize()
-            return True
-        except Exception as e:
-            memory_logger.error(f"Connection test failed: {e}")
-            return False
-
-    def shutdown(self) -> None:
-        """Shutdown the memory service and clean up resources."""
-        self._initialized = False
-        self.llm_provider = None
-        self.vector_store = None
-        memory_logger.info("Memory service shut down")
+        count = self.vault.delete_all_docs(user_id)  # vault is the only store
+        await record_vault_change(
+            user_id=user_id,
+            operation="delete_all",
+            agent_mode=False,
+            summary=f"deleted {count} notes",
+            count=count,
+        )
+        return count
 
     async def reprocess_memory(
         self,
@@ -505,608 +748,15 @@ async def reprocess_memory(
         transcript_diff: Optional[list] = None,
         previous_transcript: Optional[str] = None,
     ) -> Tuple[bool, List[str]]:
-        """Reprocess memories after speaker re-identification.
-
-        Instead of extracting fresh facts from scratch, this method:
-        1. Fetches existing memories for this specific conversation
-        2. Computes what changed (speaker labels) between old and new transcript
-        3. Asks the LLM to make targeted updates to the existing memories
-
-        Falls back to normal ``add_memory`` when there are no existing
-        memories or no meaningful diff.
-
-        Args:
-            transcript: Updated full transcript (with corrected speakers)
-            client_id: Client identifier
-            source_id: Conversation identifier
-            user_id: User identifier
-            user_email: User email
-            transcript_diff: List of dicts describing speaker changes
-            previous_transcript: Previous transcript text (before changes)
-
-        Returns:
-            Tuple of (success, affected_memory_ids)
-        """
+        """Delete the stale conversation note and re-record from the transcript."""
         await self._ensure_initialized()
-
-        try:
-            # 1. Get existing memories for this conversation
-            existing_memories = await self.vector_store.get_memories_by_source(
-                user_id, source_id
-            )
-
-            # 2. If no existing memories, fall back to normal extraction
-            if not existing_memories:
-                memory_logger.info(
-                    f"🔄 Reprocess: no existing memories for {source_id}, "
-                    f"falling back to normal extraction"
-                )
-                return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
-                    allow_update=True,
-                )
-
-            # 3. If no diff provided, fall back to normal extraction
-            if not transcript_diff:
-                memory_logger.info(
-                    f"🔄 Reprocess: no transcript diff for {source_id}, "
-                    f"falling back to normal extraction"
-                )
-                return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
-                    allow_update=True,
-                )
-
-            # 4. Format the diff for the LLM
-            diff_text = self._format_speaker_diff(transcript_diff)
-
-            memory_logger.info(
-                f"🔄 Reprocess: {len(existing_memories)} existing memories, "
-                f"{len(transcript_diff)} speaker changes for {source_id}"
-            )
-
-            # 5. Build temp ID mapping (avoid hallucinated UUIDs)
-            temp_uuid_mapping = {}
-            existing_memory_dicts = []
-            for idx, mem in enumerate(existing_memories):
-                temp_uuid_mapping[str(idx)] = mem.id
-                existing_memory_dicts.append({"id": str(idx), "text": mem.content})
-
-            # 6. Ask LLM for targeted update actions
-            try:
-                actions_obj = await self.llm_provider.propose_reprocess_actions(
-                    existing_memories=existing_memory_dicts,
-                    diff_context=diff_text,
-                    new_transcript=transcript,
-                )
-                memory_logger.info(
-                    f"🔄 Reprocess LLM returned actions: {actions_obj}"
-                )
-            except NotImplementedError:
-                memory_logger.warning(
-                    "LLM provider does not support propose_reprocess_actions, "
-                    "falling back to normal extraction"
-                )
-                return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
-                    allow_update=True,
-                )
-            except Exception as e:
-                memory_logger.error(f"Reprocess LLM call failed: {e}")
-                return await self.add_memory(
-                    transcript, client_id, source_id, user_id, user_email,
-                    allow_update=True,
-                )
-
-            # 7. Normalize and pre-generate embeddings for ADD/UPDATE actions
-            actions_list = self._normalize_actions(actions_obj)
-
-            texts_needing_embeddings = [
-                action.get("text")
-                for action in actions_list
-                if action.get("event") in ("ADD", "UPDATE")
-                and action.get("text")
-                and isinstance(action.get("text"), str)
-            ]
-
-            text_to_embedding = {}
-            if texts_needing_embeddings:
-                try:
-                    embeddings = await asyncio.wait_for(
-                        self.llm_provider.generate_embeddings(texts_needing_embeddings),
-                        timeout=self.config.timeout_seconds,
-                    )
-                    text_to_embedding = dict(
-                        zip(texts_needing_embeddings, embeddings, strict=True)
-                    )
-                except Exception as e:
-                    memory_logger.warning(
-                        f"Batch embedding generation failed for reprocess: {e}"
-                    )
-
-            # 8. Apply the actions (reuses existing infrastructure)
-            created_ids = await self._apply_memory_actions(
-                actions_list,
-                text_to_embedding,
-                temp_uuid_mapping,
-                client_id,
-                source_id,
-                user_id,
-                user_email,
-            )
-
-            memory_logger.info(
-                f"✅ Reprocess complete for {source_id}: "
-                f"{len(created_ids)} memories affected"
-            )
-            return True, created_ids
-
-        except Exception as e:
-            memory_logger.error(
-                f"❌ Reprocess memory failed for {source_id}: {e}"
-            )
-            # Fall back to normal extraction on any unexpected error
-            memory_logger.info(
-                f"🔄 Falling back to normal extraction after reprocess error"
-            )
-            return await self.add_memory(
-                transcript, client_id, source_id, user_id, user_email,
-                allow_update=True,
-            )
-
-    @staticmethod
-    def _format_speaker_diff(transcript_diff: list) -> str:
-        """Format a transcript diff into a human-readable string for the LLM.
-
-        Args:
-            transcript_diff: List of change dicts from
-                ``compute_speaker_diff``
-
-        Returns:
-            Formatted multi-line string describing the changes
-        """
-        if not transcript_diff:
-            return "No changes detected."
-
-        lines = []
-        for change in transcript_diff:
-            change_type = change.get("type", "unknown")
-            if change_type == "speaker_change":
-                lines.append(
-                    f"- \"{change.get('text', '')}\" "
-                    f"was spoken by \"{change.get('old_speaker', '?')}\" "
-                    f"but is now identified as \"{change.get('new_speaker', '?')}\""
-                )
-            elif change_type == "text_change":
-                lines.append(
-                    f"- Segment by {change.get('speaker', '?')}: "
-                    f"text changed from \"{change.get('old_text', '')}\" "
-                    f"to \"{change.get('new_text', '')}\""
-                )
-            elif change_type == "new_segment":
-                lines.append(
-                    f"- New segment: {change.get('speaker', '?')}: "
-                    f"\"{change.get('text', '')}\""
-                )
-
-        return "\n".join(lines)
-
-    # Private helper methods
-
-    def _deduplicate_memories(self, memories_text: List[str]) -> List[str]:
-        """Remove near-duplicate memories from the same extraction session.
-
-        Args:
-            memories_text: List of extracted memory strings
-
-        Returns:
-            Deduplicated list of memory strings
-        """
-
-        def _collapse_text_for_dedup(text: str) -> str:
-            """Normalize text for deduplication by removing common words and punctuation."""
-            t = text.lower()
-            # Remove common filler words to collapse near-duplicates
-            stop = {"my", "is", "the", "a", "an", "are", "to", "of", "and"}
-            # Remove basic punctuation
-            for ch in [",", ".", "!", "?", ":", ";"]:
-                t = t.replace(ch, " ")
-            tokens = [tok for tok in t.split() if tok not in stop]
-            return " ".join(tokens)
-
-        seen_collapsed = set()
-        deduped_text: List[str] = []
-
-        for memory_text in memories_text:
-            key = _collapse_text_for_dedup(memory_text)
-            if key not in seen_collapsed:
-                seen_collapsed.add(key)
-                deduped_text.append(memory_text)
-
-        if len(deduped_text) != len(memories_text):
-            memory_logger.info(
-                f"🧹 Deduplicated memories: {len(memories_text)} -> {len(deduped_text)}"
-            )
-
-        return deduped_text
-
-    def _create_memory_entries(
-        self,
-        fact_memories_text: List[str],
-        embeddings: List[List[float]],
-        client_id: str,
-        source_id: str,
-        user_id: str,
-        user_email: str,
-    ) -> List[MemoryEntry]:
-        """Create MemoryEntry objects from extracted memories.
-
-        Args:
-            fact_memories_text: List of factmemory content strings
-            embeddings: Corresponding embedding vectors
-            client_id: Client identifier
-            source_id: Source session identifier
-            user_id: User identifier
-            user_email: User email
-
-        Returns:
-            List of MemoryEntry objects ready for storage
-        """
-        memory_entries = []
-        current_time = str(int(time.time()))
-
-        for memory_text, embedding in zip(fact_memories_text, embeddings):
-            memory_id = str(uuid.uuid4())
-            memory_entries.append(
-                MemoryEntry(
-                    id=memory_id,
-                    content=memory_text,
-                    metadata={
-                        "source": "offline_streaming",
-                        "client_id": client_id,
-                        "source_id": source_id,
-                        "user_id": user_id,
-                        "user_email": user_email,
-                        "timestamp": int(time.time()),
-                        "extraction_enabled": self.config.extraction_enabled,
-                    },
-                    embedding=embedding,
-                    created_at=current_time,
-                    updated_at=current_time,
-                )
-            )
-
-        return memory_entries
-
-    async def _process_memory_updates(
-        self,
-        memories_text: List[str],
-        embeddings: List[List[float]],
-        user_id: str,
-        client_id: str,
-        source_id: str,
-        user_email: str,
-    ) -> List[str]:
-        """Process memory updates using LLM-driven action proposals.
-
-        This method implements the intelligent memory (can be fact or summarized facts) updating logic
-        that decides whether to add, update, or delete memories based
-        on existing context and new information.
-
-        Args:
-            memories_text: List of new memory content
-            embeddings: Corresponding embeddings
-            user_id: User identifier
-            client_id: Client identifier
-            source_id: Source session identifier
-            user_email: User email
-
-        Returns:
-            List of created/updated memory IDs
-        """
-        created_ids: List[str] = []
-
-        # For each new fact, find top-5 existing memories as retrieval set
-        retrieved_old_memory = []
-        new_message_embeddings = {}
-
-        for new_mem, emb in zip(memories_text, embeddings):
-            new_message_embeddings[new_mem] = emb
-            try:
-                candidates = await self.vector_store.search_memories(
-                    query_embedding=emb,
-                    user_id=user_id,
-                    limit=5,
-                )
-                for mem in candidates:
-                    retrieved_old_memory.append({"id": mem.id, "text": mem.content})
-            except Exception as e_search:
-                memory_logger.warning(f"Search failed while preparing updates: {e_search}")
-
-        # Dedupe by id and prepare temp mapping
-        uniq = {}
-        for item in retrieved_old_memory:
-            uniq[item["id"]] = item
-        retrieved_old_memory = list(uniq.values())
-
-        # Map to temp IDs to avoid hallucinations
-        temp_uuid_mapping = {}
-        for idx, item in enumerate(retrieved_old_memory):
-            temp_uuid_mapping[str(idx)] = item["id"]
-            retrieved_old_memory[idx]["id"] = str(idx)
-
-        # Ask LLM for actions
-        try:
-            memory_logger.info(
-                f"🔍 Asking LLM for actions with {len(retrieved_old_memory)} old memories "
-                f"and {len(memories_text)} new facts"
-            )
-            memory_logger.debug(f"🧠 Individual facts being sent to LLM: {memories_text}")
-
-            # add update or delete etc actions using DEFAULT_UPDATE_MEMORY_PROMPT
-            actions_obj = await self.llm_provider.propose_memory_actions(
-                retrieved_old_memory=retrieved_old_memory,
-                new_facts=memories_text,
-                custom_prompt=None,
-            )
-            memory_logger.info(f"📝 UpdateMemory LLM returned: {type(actions_obj)} - {actions_obj}")
-        except Exception as e_actions:
-            memory_logger.error(f"LLM propose_memory_actions failed: {e_actions}")
-            actions_obj = {}
-
-        # Process the proposed actions
-        actions_list = self._normalize_actions(actions_obj)
-        created_ids = await self._apply_memory_actions(
-            actions_list,
-            new_message_embeddings,
-            temp_uuid_mapping,
-            client_id,
-            source_id,
-            user_id,
-            user_email,
+        return await self._reprocess_memory_agent(
+            transcript, source_id, user_id, transcript_diff
         )
 
-        return created_ids
-
-    def _normalize_actions(self, actions_obj: Any) -> List[dict]:
-        """Normalize LLM response into a list of action dictionaries.
-
-        Args:
-            actions_obj: Raw LLM response object
-
-        Returns:
-            List of normalized action dictionaries
-        """
-        actions_list = []
-
-        try:
-            memory_logger.debug(f"Normalizing actions from: {actions_obj}")
-            if isinstance(actions_obj, dict):
-                memory_field = actions_obj.get("memory")
-                if isinstance(memory_field, list):
-                    actions_list = memory_field
-                elif isinstance(actions_obj.get("facts"), list):
-                    actions_list = [{"event": "ADD", "text": str(t)} for t in actions_obj["facts"]]
-                else:
-                    # Pick first list field found
-                    for v in actions_obj.values():
-                        if isinstance(v, list):
-                            actions_list = v
-                            break
-            elif isinstance(actions_obj, list):
-                actions_list = actions_obj
-
-            memory_logger.info(f"📋 Normalized to {len(actions_list)} actions: {actions_list}")
-        except Exception as normalize_err:
-            memory_logger.warning(f"Failed to normalize actions: {normalize_err}")
-            actions_list = []
-
-        return actions_list
-
-    async def _apply_memory_actions(
-        self,
-        actions_list: List[dict],
-        new_message_embeddings: dict,
-        temp_uuid_mapping: dict,
-        client_id: str,
-        source_id: str,
-        user_id: str,
-        user_email: str,
-    ) -> List[str]:
-        """Apply the proposed memory actions.
-
-        Args:
-            actions_list: List of action dictionaries
-            new_message_embeddings: Pre-computed embeddings for new content
-            temp_uuid_mapping: Mapping from temporary IDs to real IDs
-            client_id: Client identifier
-            source_id: Source session identifier
-            user_id: User identifier
-            user_email: User email
-
-        Returns:
-            List of created/updated memory IDs
-        """
-        created_ids: List[str] = []
-        memory_entries = []
-
-        memory_logger.info(f"⚡ Processing {len(actions_list)} actions")
-
-        for resp in actions_list:
-            # Allow plain string entries → ADD action
-            if isinstance(resp, str):
-                resp = {"event": "ADD", "text": resp}
-            if not isinstance(resp, dict):
-                continue
-
-            event_type = resp.get("event", "ADD")
-            action_text = resp.get("text") or resp.get("memory")
-
-            if not action_text or not isinstance(action_text, str):
-                memory_logger.warning(f"Skipping action with no text: {resp}")
-                continue
-
-            memory_logger.debug(f"Processing action: {event_type} - {action_text[:50]}...")
-
-            base_metadata = {
-                "source": "offline_streaming",
-                "client_id": client_id,
-                "source_id": source_id,
-                "user_id": user_id,
-                "user_email": user_email,
-                "timestamp": int(time.time()),
-                "extraction_enabled": self.config.extraction_enabled,
-            }
-
-            # Get embedding (use precomputed if available, otherwise generate)
-            emb = new_message_embeddings.get(action_text)
-            if emb is None:
-                try:
-                    gen = await asyncio.wait_for(
-                        self.llm_provider.generate_embeddings([action_text]),
-                        timeout=self.config.timeout_seconds,
-                    )
-                    emb = gen[0] if gen else None
-                except Exception as gen_err:
-                    memory_logger.warning(f"Embedding generation failed for action text: {gen_err}")
-                    emb = None
-
-            if event_type == "ADD":
-                if emb is None:
-                    memory_logger.warning(
-                        f"Skipping ADD action due to missing embedding: {action_text}"
-                    )
-                    continue
-
-                memory_id = str(uuid.uuid4())
-                current_time = str(int(time.time()))
-                memory_entries.append(
-                    MemoryEntry(
-                        id=memory_id,
-                        content=action_text,
-                        metadata=base_metadata,
-                        embedding=emb,
-                        created_at=current_time,
-                        updated_at=current_time,
-                    )
-                )
-                memory_logger.info(f"➕ Added new memory: {memory_id} - {action_text[:50]}...")
-
-            elif event_type == "UPDATE":
-                provided_id = resp.get("id")
-                actual_id = temp_uuid_mapping.get(str(provided_id), provided_id)
-
-                if actual_id and emb is not None:
-                    try:
-                        updated = await self.vector_store.update_memory(
-                            memory_id=str(actual_id),
-                            new_content=action_text,
-                            new_embedding=emb,
-                            new_metadata=base_metadata,
-                        )
-                        if updated:
-                            created_ids.append(str(actual_id))
-                            memory_logger.info(
-                                f"🔄 Updated memory: {actual_id} - {action_text[:50]}..."
-                            )
-                        else:
-                            memory_logger.warning(f"Failed to update memory {actual_id}")
-                    except Exception as update_err:
-                        memory_logger.error(f"Update memory failed: {update_err}")
-                else:
-                    memory_logger.warning(f"Skipping UPDATE due to missing ID or embedding")
-
-            elif event_type == "DELETE":
-                provided_id = resp.get("id")
-                actual_id = temp_uuid_mapping.get(str(provided_id), provided_id)
-                if actual_id:
-                    try:
-                        deleted = await self.vector_store.delete_memory(str(actual_id))
-                        if deleted:
-                            memory_logger.info(f"🗑️ Deleted memory {actual_id}")
-                        else:
-                            memory_logger.warning(f"Failed to delete memory {actual_id}")
-                    except Exception as delete_err:
-                        memory_logger.error(f"Delete memory failed: {delete_err}")
-                else:
-                    memory_logger.warning(f"Skipping DELETE due to missing ID: {provided_id}")
-
-            elif event_type == "NONE":
-                memory_logger.debug(f"NONE action - no changes for: {action_text[:50]}...")
-                continue
-            else:
-                memory_logger.warning(f"Unknown event type: {event_type}")
-
-        # Store new entries
-        if memory_entries:
-            stored_ids = await self.vector_store.add_memories(memory_entries)
-            created_ids.extend(stored_ids)
-
-        memory_logger.info(
-            f"✅ Actions processed: {len(memory_entries)} new entries, {len(created_ids)} total changes"
-        )
-        return created_ids
-
-    async def _update_database_relationships(
-        self, db_helper: Any, source_id: str, created_ids: List[str]
-    ) -> None:
-        """Update database relationships for created memories.
-
-        Args:
-            db_helper: Database helper instance
-            source_id: Source session identifier
-            created_ids: List of created memory IDs
-        """
-        for memory_id in created_ids:
-            try:
-                await db_helper.add_memory_reference(source_id, memory_id, "created")
-            except Exception as db_error:
-                memory_logger.error(f"Database relationship update failed: {db_error}")
-
-
-# Example usage function
-async def example_usage():
-    """Example of how to use the memory service."""
-    from .config import build_memory_config_from_env
-
-    # Build config from environment
-    config = build_memory_config_from_env()
-
-    # Initialize service
-    memory_service = MemoryService(config)
-    await memory_service.initialize()
-
-    # Add memory
-    success, memory_ids = await memory_service.add_memory(
-        transcript="User discussed their goals for the next quarter.",
-        client_id="client123",
-        source_id="audio456",
-        user_id="user789",
-        user_email="user@example.com",
-    )
-
-    if success:
-        print(f"✅ Added memories: {memory_ids}")
-
-        # Search memories
-        results = await memory_service.search_memories(
-            query="quarterly goals", user_id="user789", limit=5
-        )
-        print(f"🔍 Found {len(results)} search results")
-
-        # Get all memories
-        all_memories = await memory_service.get_all_memories(user_id="user789", limit=100)
-        print(f"📚 Total memories: {len(all_memories)}")
-
-        # Clean up test data
-        for memory_id in memory_ids:
-            await memory_service.delete_memory(memory_id)
-        print("🧹 Cleaned up test data")
-
-    memory_service.shutdown()
-
-
-if __name__ == "__main__":
-    import asyncio
+    async def test_connection(self) -> bool:
+        return True  # vault-only: nothing external to probe
 
-    asyncio.run(example_usage())
+    def shutdown(self) -> None:
+        self._initialized = False
+        memory_logger.info("Memory service shut down")
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
index 25afc38a..89f88d46 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/llm_providers.py
@@ -15,8 +15,11 @@
 from typing import Any, Dict, List, Optional
 
 from advanced_omi_backend.model_registry import ModelDef, get_models_registry
+from advanced_omi_backend.observability.otel_setup import set_span_attrs
 from advanced_omi_backend.openai_factory import create_openai_client
+from advanced_omi_backend.prompt_optimizer import get_user_prompt
 from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.utils.text_chunking import semantic_chunk_text
 
 from ..base import LLMProviderBase
 from ..prompts import (
@@ -64,12 +67,10 @@ async def generate_openai_embeddings(
         base_url=base_url,
         is_async=True,
     )
-    response = await client.embeddings.create(
-        model=model,
-        input=texts,
-    )
+    response = await client.embeddings.create(model=model, input=texts)
     return [data.embedding for data in response.data]
 
+
 # TODO: Re-enable spacy when Docker build is fixed
 # try:
 #     nlp = spacy.load("en_core_web_sm")
@@ -79,6 +80,7 @@ async def generate_openai_embeddings(
 #     nlp = None
 nlp = None  # Temporarily disabled
 
+
 def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
     """Split text into chunks using spaCy sentence segmentation.
     max_tokens is the maximum number of words in a chunk.
@@ -86,14 +88,14 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
     # Fallback chunking when spacy is not available
     if nlp is None:
         # Simple sentence-based chunking
-        sentences = text.replace('\n', ' ').split('. ')
+        sentences = text.replace("\n", " ").split(". ")
         chunks = []
         current_chunk = ""
         current_tokens = 0
-        
+
         for sentence in sentences:
             sentence_tokens = len(sentence.split())
-            
+
             if current_tokens + sentence_tokens > max_tokens and current_chunk:
                 chunks.append(current_chunk.strip())
                 current_chunk = sentence
@@ -104,23 +106,23 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
                 else:
                     current_chunk = sentence
                 current_tokens += sentence_tokens
-        
+
         if current_chunk.strip():
             chunks.append(current_chunk.strip())
-        
+
         return chunks if chunks else [text]
-    
+
     # Original spacy implementation when available
     doc = nlp(text)
-    
+
     chunks = []
     current_chunk = ""
     current_tokens = 0
-    
+
     for sent in doc.sents:
         sent_text = sent.text.strip()
         sent_tokens = len(sent_text.split())  # Simple word count
-        
+
         if current_tokens + sent_tokens > max_tokens and current_chunk:
             chunks.append(current_chunk.strip())
             current_chunk = sent_text
@@ -128,12 +130,13 @@ def chunk_text_with_spacy(text: str, max_tokens: int = 100) -> List[str]:
         else:
             current_chunk += " " + sent_text if current_chunk else sent_text
             current_tokens += sent_tokens
-    
+
     if current_chunk.strip():
         chunks.append(current_chunk.strip())
-    
+
     return chunks
 
+
 class OpenAIProvider(LLMProviderBase):
     """Config-driven LLM provider using OpenAI SDK (OpenAI-compatible).
 
@@ -146,7 +149,9 @@ def __init__(self, config: Dict[str, Any]):
         # Ignore provider-specific envs; use registry as single source of truth
         registry = get_models_registry()
         if not registry:
-            raise RuntimeError("config.yml not found or invalid; cannot initialize model registry")
+            raise RuntimeError(
+                "config.yml not found or invalid; cannot initialize model registry"
+            )
 
         self._registry = registry
 
@@ -159,33 +164,45 @@ def __init__(self, config: Dict[str, Any]):
 
         # Store parameters for LLM (used by embeddings and connection test)
         self.api_key = self.llm_def.api_key or ""
-        self.base_url = self.llm_def.model_url
+        self.base_url = self.llm_def.resolved_url()
         self.model = self.llm_def.model_name
 
         # Store parameters for embeddings (use separate config if available)
-        self.embedding_model = (self.embed_def.model_name if self.embed_def else self.llm_def.model_name)
-        self.embedding_api_key = (self.embed_def.api_key if self.embed_def else self.api_key)
-        self.embedding_base_url = (self.embed_def.model_url if self.embed_def else self.base_url)
-
-        # CRITICAL: Validate API keys are present - fail fast instead of hanging
-        if not self.api_key or self.api_key.strip() == "":
-            raise RuntimeError(
-                f"API key is missing or empty for LLM provider '{self.llm_def.model_provider}' (model: {self.model}). "
-                f"Please set the API key in config.yml or environment variables. "
-                f"Cannot proceed without valid API credentials."
-            )
+        self.embedding_model = (
+            self.embed_def.model_name if self.embed_def else self.llm_def.model_name
+        )
+        self.embedding_api_key = (
+            self.embed_def.api_key if self.embed_def else self.api_key
+        )
+        self.embedding_base_url = (
+            self.embed_def.resolved_url() if self.embed_def else self.base_url
+        )
+
+        # Validate API keys for cloud providers - local providers (llamacpp, ollama) don't need real keys
+        _local_providers = {"llamacpp", "ollama"}
+        if self.llm_def.model_provider not in _local_providers:
+            if not self.api_key or self.api_key.strip() == "":
+                raise RuntimeError(
+                    f"API key is missing or empty for LLM provider '{self.llm_def.model_provider}' (model: {self.model}). "
+                    f"Please set the API key in config.yml or environment variables. "
+                    f"Cannot proceed without valid API credentials."
+                )
 
-        if self.embed_def and (not self.embedding_api_key or self.embedding_api_key.strip() == ""):
-            raise RuntimeError(
-                f"API key is missing or empty for embedding provider '{self.embed_def.model_provider}' (model: {self.embedding_model}). "
-                f"Please set the API key in config.yml or environment variables."
-            )
+        if self.embed_def and self.embed_def.model_provider not in _local_providers:
+            if not self.embedding_api_key or self.embedding_api_key.strip() == "":
+                raise RuntimeError(
+                    f"API key is missing or empty for embedding provider '{self.embed_def.model_provider}' (model: {self.embedding_model}). "
+                    f"Please set the API key in config.yml or environment variables."
+                )
 
         # Lazy client creation
         self._client = None
 
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
     ) -> List[str]:
         """Extract memories using OpenAI API with the enhanced fact retrieval prompt.
 
@@ -197,54 +214,82 @@ async def extract_memories(
         Returns:
             List of extracted memory strings
         """
+        set_span_attrs(gen_ai_operation="chat", user_id=user_id)
         try:
             # Use the provided prompt or fall back to registry default
             if prompt and prompt.strip():
                 system_prompt = prompt
             else:
-                from advanced_omi_backend.prompt_optimizer import get_user_prompt
-
                 system_prompt = await get_user_prompt(
                     "memory.fact_retrieval",
                     user_id,
                     current_date=datetime.now().strftime("%Y-%m-%d"),
                 )
-            
-            # local models can only handle small chunks of input text
-            text_chunks = chunk_text_with_spacy(text)
-            
+
+            # Semantic chunking: split dialogue into turns, then group by topic
+            async def _embed_for_chunking(texts: List[str]) -> List[List[float]]:
+                return await generate_openai_embeddings(
+                    texts,
+                    api_key=self.embedding_api_key,
+                    base_url=self.embedding_base_url,
+                    model=self.embedding_model,
+                )
+
+            chunking_config = self._registry.memory.get("extraction", {}).get(
+                "chunking", {}
+            )
+            dialogue_turns = [line for line in text.split("\n") if line.strip()]
+            text_chunks = await semantic_chunk_text(
+                text,
+                embed_fn=_embed_for_chunking,
+                sentences=dialogue_turns,
+                join_str="\n",
+                buffer_size=int(chunking_config.get("buffer_size", 1)),
+                breakpoint_percentile_threshold=float(
+                    chunking_config.get("breakpoint_percentile_threshold", 90.0)
+                ),
+                max_chunk_words=int(chunking_config.get("max_chunk_words", 500)),
+            )
+
             # Process all chunks in sequence, not concurrently
-            results = [await self._process_chunk(system_prompt, chunk, i) for i, chunk in enumerate(text_chunks)]
-            
+            results = [
+                await self._process_chunk(system_prompt, chunk, i)
+                for i, chunk in enumerate(text_chunks)
+            ]
+
             # Spread list of list of facts into a single list of facts
             cleaned_facts = []
             for result in results:
                 memory_logger.info(f"Cleaned facts: {result}")
                 cleaned_facts.extend(result)
-            
+
             return cleaned_facts
-                
+
         except Exception as e:
             memory_logger.error(f"OpenAI memory extraction failed: {e}")
             return []
-        
-    async def _process_chunk(self, system_prompt: str, chunk: str, index: int) -> List[str]:
+
+    async def _process_chunk(
+        self,
+        system_prompt: str,
+        chunk: str,
+        index: int,
+    ) -> List[str]:
         """Process a single text chunk to extract memories using OpenAI API.
-        
+
         This private method handles the LLM interaction for a single chunk of text,
         sending it to OpenAI's chat completion API with the specified system prompt
         to extract structured memory facts.
-        
+
         Args:
-            client: OpenAI async client instance for API communication
             system_prompt: System prompt that guides the memory extraction behavior
             chunk: Individual text chunk to process for memory extraction
             index: Index of the chunk for logging and error tracking purposes
-            
+
         Returns:
             List of extracted memory fact strings from the chunk. Returns empty list
             if no facts are found or if an error occurs during processing.
-            
+
         Note:
             Errors are logged but don't propagate to avoid failing the entire
             memory extraction process.
@@ -269,7 +314,10 @@ async def _process_chunk(self, system_prompt: str, chunk: str, index: int) -> Li
             memory_logger.error(f"Error processing chunk {index}: {e}")
             return []
 
-    async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
+    async def generate_embeddings(
+        self,
+        texts: List[str],
+    ) -> List[List[float]]:
         """Generate embeddings using OpenAI API.
 
         Args:
@@ -281,8 +329,8 @@ async def generate_embeddings(self, texts: List[str]) -> List[List[float]]:
         try:
             return await generate_openai_embeddings(
                 texts,
-                api_key=self.api_key,
-                base_url=self.base_url,
+                api_key=self.embedding_api_key,
+                base_url=self.embedding_base_url,
                 model=self.embedding_model,
             )
         except Exception as e:
@@ -299,11 +347,15 @@ async def test_connection(self) -> bool:
         try:
             # Add 10-second timeout to prevent hanging on API calls
             async with asyncio.timeout(10):
-                client = _get_openai_client(api_key=self.api_key, base_url=self.base_url, is_async=True)
+                client = _get_openai_client(
+                    api_key=self.api_key, base_url=self.base_url, is_async=True
+                )
                 await client.models.list()
                 return True
         except asyncio.TimeoutError:
-            memory_logger.error(f"OpenAI connection test timed out after 10s - check network connectivity and API endpoint")
+            memory_logger.error(
+                f"OpenAI connection test timed out after 10s - check network connectivity and API endpoint"
+            )
             return False
         except Exception as e:
             memory_logger.error(f"OpenAI connection test failed: {e}")
@@ -325,15 +377,17 @@ async def propose_memory_actions(
         Returns:
             Dictionary containing proposed memory actions
         """
+
+        set_span_attrs(gen_ai_operation="chat")
         try:
             # Generate the complete prompt using the helper function
             memory_logger.debug(f"🧠 Facts passed to prompt builder: {new_facts}")
             update_memory_messages = build_update_memory_messages(
-                retrieved_old_memory,
-                new_facts,
-                custom_prompt
+                retrieved_old_memory, new_facts, custom_prompt
+            )
+            memory_logger.debug(
+                f"🧠 Generated prompt user content: {update_memory_messages[1]['content'][:200]}..."
             )
-            memory_logger.debug(f"🧠 Generated prompt user content: {update_memory_messages[1]['content'][:200]}...")
 
             op = self._registry.get_llm_operation("memory_update")
             client = op.get_client(is_async=True)
@@ -358,7 +412,6 @@ async def propose_memory_actions(
             memory_logger.error(f"OpenAI propose_memory_actions failed: {e}")
             return {}
 
-
     async def propose_reprocess_actions(
         self,
         existing_memories: List[Dict[str, str]],
@@ -448,21 +501,22 @@ async def propose_reprocess_actions(
 
 class OllamaProvider(LLMProviderBase):
     """Ollama LLM provider implementation.
-    
+
     Provides memory extraction, embedding generation, and memory action
     proposals using Ollama's GPT and embedding models.
-    
-    
+
+
     Use the openai provider for ollama with different environment variables
-    
-    os.environ["OPENAI_API_KEY"] = "ollama"  
+
+    os.environ["OPENAI_API_KEY"] = "ollama"
     os.environ["OPENAI_BASE_URL"] = "http://localhost:11434/v1"
-    os.environ["QDRANT_BASE_URL"] = "localhost"
     os.environ["OPENAI_EMBEDDER_MODEL"] = "erwan2/DeepSeek-R1-Distill-Qwen-1.5B:latest"
-    
+
     """
+
     pass
 
+
 def _parse_memories_content(content: str) -> List[str]:
     """
     Parse LLM content to extract memory strings.
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py
deleted file mode 100644
index 1a4e545f..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mcp_client.py
+++ /dev/null
@@ -1,518 +0,0 @@
-"""Client for communicating with OpenMemory servers.
-
-This module provides a client interface for interacting with the official
-OpenMemory servers using REST API endpoints for memory operations.
-"""
-
-import logging
-import uuid
-from typing import Any, Dict, List, Optional
-
-import httpx
-
-memory_logger = logging.getLogger("memory_service")
-
-
-class MCPClient:
-    """Client for communicating with OpenMemory servers.
-
-    Uses the official OpenMemory REST API:
-    - POST /api/v1/memories - Create new memory
-    - GET /api/v1/memories - List memories
-    - DELETE /api/v1/memories - Delete memories
-
-    Attributes:
-        server_url: Base URL of the OpenMemory server (default: http://localhost:8765)
-        client_name: Client identifier for memory tagging
-        user_id: User identifier for memory isolation
-        timeout: Request timeout in seconds
-        client: HTTP client instance
-    """
-
-    def __init__(
-        self,
-        server_url: str,
-        client_name: str = "chronicle",
-        user_id: str = "default",
-        user_email: str = "",
-        timeout: int = 30,
-    ):
-        """Initialize client for OpenMemory.
-
-        Args:
-            server_url: Base URL of the OpenMemory server
-            client_name: Client identifier (used as app name)
-            user_id: User identifier for memory isolation
-            user_email: User email address for user metadata
-            timeout: HTTP request timeout in seconds
-        """
-        self.server_url = server_url.rstrip("/")
-        self.client_name = client_name
-        self.user_id = user_id
-        self.user_email = user_email
-        self.timeout = timeout
-
-        # Use custom CA certificate if available
-        import os
-
-        ca_bundle = os.getenv("REQUESTS_CA_BUNDLE")
-        verify = ca_bundle if ca_bundle and os.path.exists(ca_bundle) else True
-
-        self.client = httpx.AsyncClient(timeout=timeout, verify=verify)
-
-    async def close(self):
-        """Close the HTTP client."""
-        await self.client.aclose()
-
-    async def __aenter__(self):
-        return self
-
-    async def __aexit__(self, exc_type, exc_val, exc_tb):
-        await self.close()
-
-    async def add_memories(self, text: str, metadata: Dict[str, Any] = None) -> List[str]:
-        """Add memories to the OpenMemory server.
-
-        Uses the REST API to create memories. OpenMemory will handle:
-        - Memory extraction from text
-        - Deduplication
-        - Vector embedding and storage
-
-        Args:
-            text: Memory text to store
-
-        Returns:
-            List of created memory IDs
-
-        Raises:
-            MCPError: If the server request fails
-        """
-        try:
-            # Get app_id first to handle duplicate app names
-            apps_response = await self.client.get(f"{self.server_url}/api/v1/apps/")
-            apps_response.raise_for_status()
-            apps_data = apps_response.json()
-
-            memory_logger.debug(f"Apps API response: {apps_data}")
-            memory_logger.debug(f"Apps data type: {type(apps_data)}")
-            if isinstance(apps_data, dict):
-                memory_logger.debug(f"Apps dict keys: {apps_data.keys()}")
-                if "apps" in apps_data:
-                    memory_logger.debug(f"Number of apps: {len(apps_data['apps'])}")
-                    memory_logger.debug(f"Apps list: {apps_data['apps']}")
-
-            app_id = None
-            if apps_data.get("apps"):
-                # Find matching app by name, prefer one with most memories
-                matching = [a for a in apps_data["apps"] if a["name"] == self.client_name]
-                memory_logger.debug(f"Matching apps for '{self.client_name}': {matching}")
-                if matching:
-                    matching.sort(key=lambda x: x.get("total_memories_created", 0), reverse=True)
-                    app_id = matching[0]["id"]
-                    memory_logger.info(f"Found matching app with ID: {app_id}")
-                else:
-                    app_id = apps_data["apps"][0]["id"]
-                    memory_logger.info(f"No matching app name, using first app ID: {app_id}")
-
-            if not app_id:
-                memory_logger.error("No apps found in OpenMemory - cannot create memory")
-                raise MCPError("No apps found in OpenMemory")
-
-            # Merge custom metadata with default metadata
-            default_metadata = {
-                "source": "chronicle",
-                "client": self.client_name,
-                "user_email": self.user_email,
-            }
-            if metadata:
-                default_metadata.update(metadata)
-
-            # Use REST API endpoint for creating memories
-            # The 'app' field can be either app name (string) or app UUID
-            payload = {
-                "user_id": self.user_id,
-                "text": text,
-                "app": self.client_name,
-                "metadata": default_metadata,
-                "infer": True,
-            }
-
-            memory_logger.info(
-                f"POSTing memory to {self.server_url}/api/v1/memories/ "
-                f"(user_id={self.user_id}, text_len={len(text)}, metadata_keys={list(default_metadata.keys())})"
-            )
-            memory_logger.debug(f"Full payload: {payload}")
-
-            response = await self.client.post(f"{self.server_url}/api/v1/memories/", json=payload)
-
-            response_body = response.text[:500] if response.status_code != 200 else "..."
-            memory_logger.info(
-                f"OpenMemory response: status={response.status_code}, body={response_body}, headers={dict(response.headers)}"
-            )
-
-            response.raise_for_status()
-
-            result = response.json()
-
-            # Handle None result - OpenMemory returns None when no memory is created
-            # (due to deduplication, insufficient content, etc.)
-            if result is None:
-                memory_logger.info(
-                    "OpenMemory returned None - no memory created (likely deduplication)"
-                )
-                return []
-
-            # Handle error response
-            if isinstance(result, dict) and "error" in result:
-                memory_logger.error(f"OpenMemory error: {result['error']}")
-                return []
-
-            # Extract memory ID from response
-            if isinstance(result, dict):
-                memory_id = result.get("id") or str(uuid.uuid4())
-                return [memory_id]
-            elif isinstance(result, list):
-                return [str(item.get("id", uuid.uuid4())) for item in result]
-
-            # Default success response
-            return [str(uuid.uuid4())]
-
-        except httpx.HTTPError as e:
-            memory_logger.error(f"HTTP error adding memories: {e}")
-            raise MCPError(f"HTTP error: {e}")
-        except Exception as e:
-            memory_logger.error(f"Error adding memories: {e}")
-            raise MCPError(f"Failed to add memories: {e}")
-
-    async def search_memory(self, query: str, limit: int = 10) -> List[Dict[str, Any]]:
-        """Search for memories using semantic similarity.
-
-        Args:
-            query: Search query text
-            limit: Maximum number of results to return
-
-        Returns:
-            List of memory dictionaries with content and metadata
-        """
-        try:
-            # First get the app_id for the default app
-            apps_response = await self.client.get(f"{self.server_url}/api/v1/apps/")
-            apps_response.raise_for_status()
-            apps_data = apps_response.json()
-
-            if not apps_data.get("apps") or len(apps_data["apps"]) == 0:
-                memory_logger.warning("No apps found in OpenMemory MCP for search")
-                return []
-
-            # Find the app matching our client name, or use first app as fallback
-            app_id = None
-            for app in apps_data["apps"]:
-                if app["name"] == self.client_name:
-                    app_id = app["id"]
-                    break
-
-            if not app_id:
-                memory_logger.warning(
-                    f"App '{self.client_name}' not found, using first available app"
-                )
-                app_id = apps_data["apps"][0]["id"]
-
-            # Use app-specific memories endpoint with search
-            params = {"user_id": self.user_id, "search_query": query, "page": 1, "size": limit}
-
-            response = await self.client.get(
-                f"{self.server_url}/api/v1/apps/{app_id}/memories", params=params
-            )
-            response.raise_for_status()
-
-            result = response.json()
-
-            # Extract memories from app-specific response format
-            if isinstance(result, dict) and "memories" in result:
-                memories = result["memories"]
-            elif isinstance(result, list):
-                memories = result
-            else:
-                memories = []
-
-            # Format memories for Chronicle
-            formatted_memories = []
-            for memory in memories:
-                formatted_memories.append(
-                    {
-                        "id": memory.get("id", str(uuid.uuid4())),
-                        "content": memory.get("content", "") or memory.get("text", ""),
-                        "metadata": memory.get("metadata_", {}) or memory.get("metadata", {}),
-                        "created_at": memory.get("created_at"),
-                        "score": memory.get("score", 0.0),  # No score from list API
-                    }
-                )
-
-            return formatted_memories[:limit]
-
-        except Exception as e:
-            memory_logger.error(f"Error searching memories: {e}")
-            return []
-
-    async def list_memories(self, limit: int = 100) -> List[Dict[str, Any]]:
-        """List all memories for the current user.
-
-        Args:
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of memory dictionaries
-        """
-        try:
-            # First get the app_id for the default app
-            apps_response = await self.client.get(f"{self.server_url}/api/v1/apps/")
-            apps_response.raise_for_status()
-            apps_data = apps_response.json()
-
-            if not apps_data.get("apps") or len(apps_data["apps"]) == 0:
-                memory_logger.warning("No apps found in OpenMemory MCP")
-                return []
-
-            # Find the app matching our client name, or use first app as fallback
-            app_id = None
-            for app in apps_data["apps"]:
-                if app["name"] == self.client_name:
-                    app_id = app["id"]
-                    break
-
-            if not app_id:
-                memory_logger.warning(
-                    f"App '{self.client_name}' not found, using first available app"
-                )
-                app_id = apps_data["apps"][0]["id"]
-
-            # Use app-specific memories endpoint
-            params = {"user_id": self.user_id, "page": 1, "size": limit}
-
-            response = await self.client.get(
-                f"{self.server_url}/api/v1/apps/{app_id}/memories", params=params
-            )
-            response.raise_for_status()
-
-            result = response.json()
-
-            # Extract memories from app-specific response format
-            if isinstance(result, dict) and "memories" in result:
-                memories = result["memories"]
-            elif isinstance(result, list):
-                memories = result
-            else:
-                memories = []
-
-            # Format memories
-            formatted_memories = []
-            for memory in memories:
-                formatted_memories.append(
-                    {
-                        "id": memory.get("id", str(uuid.uuid4())),
-                        "content": memory.get("content", "") or memory.get("text", ""),
-                        "metadata": memory.get("metadata_", {}) or memory.get("metadata", {}),
-                        "created_at": memory.get("created_at"),
-                    }
-                )
-
-            return formatted_memories
-
-        except Exception as e:
-            memory_logger.error(f"Error listing memories: {e}")
-            return []
-
-    async def delete_all_memories(self) -> int:
-        """Delete all memories for the current user.
-
-        Note: OpenMemory may not support bulk delete via REST API.
-        This is typically done through MCP tools for safety.
-
-        Returns:
-            Number of memories that were deleted
-        """
-        try:
-            # First get all memory IDs
-            memories = await self.list_memories(limit=1000)
-            if not memories:
-                return 0
-
-            memory_ids = [m["id"] for m in memories]
-
-            # Delete memories using the batch delete endpoint
-            response = await self.client.request(
-                "DELETE",
-                f"{self.server_url}/api/v1/memories/",
-                json={"memory_ids": memory_ids, "user_id": self.user_id},
-            )
-            response.raise_for_status()
-
-            result = response.json()
-
-            # Extract count from response
-            if isinstance(result, dict):
-                if "message" in result:
-                    # Parse message like "Successfully deleted 5 memories"
-                    import re
-
-                    match = re.search(r"(\d+)", result["message"])
-                    return int(match.group(1)) if match else len(memory_ids)
-                return result.get("deleted_count", len(memory_ids))
-
-            return len(memory_ids)
-
-        except Exception as e:
-            memory_logger.error(f"Error deleting all memories: {e}")
-            return 0
-
-    async def get_memory(self, memory_id: str) -> Optional[Dict[str, Any]]:
-        """Get a specific memory by ID.
-
-        Args:
-            memory_id: ID of the memory to retrieve
-
-        Returns:
-            Memory dictionary if found, None otherwise
-        """
-        try:
-            # Use the memories endpoint with specific ID
-            response = await self.client.get(
-                f"{self.server_url}/api/v1/memories/{memory_id}", params={"user_id": self.user_id}
-            )
-
-            if response.status_code == 404:
-                memory_logger.warning(f"Memory not found: {memory_id}")
-                return None
-
-            response.raise_for_status()
-            result = response.json()
-
-            # Format memory for Chronicle
-            if isinstance(result, dict):
-                return {
-                    "id": result.get("id", memory_id),
-                    "content": result.get("content", "") or result.get("text", ""),
-                    "metadata": result.get("metadata_", {}) or result.get("metadata", {}),
-                    "created_at": result.get("created_at"),
-                }
-
-            return None
-
-        except httpx.HTTPStatusError as e:
-            if e.response.status_code == 404:
-                return None
-            memory_logger.error(f"HTTP error getting memory: {e}")
-            return None
-        except Exception as e:
-            memory_logger.error(f"Error getting memory: {e}")
-            return None
-
-    async def update_memory(
-        self,
-        memory_id: str,
-        content: Optional[str] = None,
-        metadata: Optional[Dict[str, Any]] = None,
-    ) -> bool:
-        """Update a specific memory's content and/or metadata.
-
-        Args:
-            memory_id: ID of the memory to update
-            content: New content for the memory (if None, content is not updated)
-            metadata: New metadata to merge with existing (if None, metadata is not updated)
-
-        Returns:
-            True if update succeeded, False otherwise
-        """
-        try:
-            # Build update payload
-            update_data: Dict[str, Any] = {"user_id": self.user_id}
-
-            if content is not None:
-                update_data["text"] = content
-
-            if metadata is not None:
-                update_data["metadata"] = metadata
-
-            if len(update_data) == 1:  # Only user_id
-                memory_logger.warning("No update data provided")
-                return False
-
-            # Use PUT to update memory
-            response = await self.client.put(
-                f"{self.server_url}/api/v1/memories/{memory_id}", json=update_data
-            )
-
-            response.raise_for_status()
-            memory_logger.info(f"✅ Updated OpenMemory memory: {memory_id}")
-            return True
-
-        except httpx.HTTPStatusError as e:
-            memory_logger.error(f"HTTP error updating memory: {e.response.status_code}")
-            return False
-        except Exception as e:
-            memory_logger.error(f"Error updating memory: {e}")
-            return False
-
-    async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
-    ) -> bool:
-        """Delete a specific memory by ID.
-
-        Args:
-            memory_id: ID of the memory to delete
-
-        Returns:
-            True if deletion succeeded, False otherwise
-        """
-        try:
-            response = await self.client.request(
-                "DELETE",
-                f"{self.server_url}/api/v1/memories/",
-                json={"memory_ids": [memory_id], "user_id": self.user_id},
-            )
-            response.raise_for_status()
-            return True
-
-        except Exception as e:
-            memory_logger.warning(f"Error deleting memory {memory_id}: {e}")
-            return False
-
-    async def test_connection(self) -> bool:
-        """Test connection to the OpenMemory server.
-
-        Returns:
-            True if server is reachable and responsive, False otherwise
-        """
-        try:
-            # Test basic connectivity with health endpoint
-            # OpenMemory may not have /health, try root or API endpoint
-            for endpoint in ["/health", "/", "/api/v1/memories"]:
-                try:
-                    response = await self.client.get(
-                        f"{self.server_url}{endpoint}",
-                        params=(
-                            {"user_id": self.user_id, "page": 1, "size": 1}
-                            if endpoint == "/api/v1/memories"
-                            else {}
-                        ),
-                    )
-                    if response.status_code in [
-                        200,
-                        404,
-                        422,
-                    ]:  # 404/422 means endpoint exists but params wrong
-                        return True
-                except:
-                    continue
-
-            return False
-
-        except Exception as e:
-            memory_logger.error(f"OpenMemory server connection test failed: {e}")
-            return False
-
-
-class MCPError(Exception):
-    """Exception raised for MCP server communication errors."""
-
-    pass
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
index 1405be3c..d914b232 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/providers/mock_llm_provider.py
@@ -19,7 +19,7 @@ class MockLLMProvider(LLMProviderBase):
     Useful for testing API contracts and data flow without external APIs.
     """
 
-    def __init__(self, config: Dict[str, Any] = None):
+    def __init__(self, config: Optional[Dict[str, Any]] = None):
         """Initialize the mock LLM provider.
 
         Args:
@@ -29,7 +29,10 @@ def __init__(self, config: Dict[str, Any] = None):
         self.embedding_dimension = 384  # Standard dimension for mock embeddings
 
     async def extract_memories(
-        self, text: str, prompt: str, user_id: Optional[str] = None,
+        self,
+        text: str,
+        prompt: str,
+        user_id: Optional[str] = None,
     ) -> List[str]:
         """
         Return predefined mock memories extracted from text.
@@ -114,12 +117,9 @@ async def propose_memory_actions(
 
         actions = []
         for idx, fact in enumerate(new_facts):
-            actions.append({
-                "id": str(idx),
-                "event": "ADD",
-                "text": fact,
-                "old_memory": None
-            })
+            actions.append(
+                {"id": str(idx), "event": "ADD", "text": fact, "old_memory": None}
+            )
 
         return {"memory": actions}
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py
deleted file mode 100644
index ba8484b2..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/openmemory_mcp.py
+++ /dev/null
@@ -1,577 +0,0 @@
-"""OpenMemory MCP implementation of MemoryServiceBase.
-
-This module provides a concrete implementation of the MemoryServiceBase interface
-that uses OpenMemory MCP as the backend for all memory operations. It maintains
-compatibility with the existing Chronicle memory service API while leveraging
-OpenMemory's standardized memory management capabilities.
-"""
-
-import logging
-import os
-import time
-import uuid
-from typing import Any, Dict, List, Optional, Tuple
-
-from ..base import MemoryEntry, MemoryServiceBase
-from .mcp_client import MCPClient, MCPError
-
-memory_logger = logging.getLogger("memory_service")
-
-
-class OpenMemoryMCPService(MemoryServiceBase):
-    """Memory service implementation using OpenMemory MCP as backend.
-
-    This class implements the MemoryServiceBase interface by delegating memory
-    operations to an OpenMemory MCP server. It handles the translation between
-    Chronicle's memory service API and the standardized MCP operations.
-
-    Key features:
-    - Maintains compatibility with existing MemoryServiceBase interface
-    - Leverages OpenMemory MCP's deduplication and processing
-    - Supports transcript-based memory extraction
-    - Provides user isolation and metadata management
-    - Handles memory search and CRUD operations
-
-    Attributes:
-        server_url: URL of the OpenMemory MCP server
-        timeout: Request timeout in seconds
-        extract_locally: Whether to extract memories locally before sending to MCP
-        mcp_client: Client for communicating with MCP server
-        _initialized: Whether the service has been initialized
-    """
-
-    @property
-    def provider_identifier(self) -> str:
-        return "openmemory_mcp"
-
-    def __init__(
-        self,
-        server_url: Optional[str] = None,
-        client_name: Optional[str] = None,
-        user_id: Optional[str] = None,
-        timeout: Optional[int] = None,
-    ):
-        """Initialize OpenMemory MCP service as a thin client.
-
-        This service delegates all memory processing to the OpenMemory MCP server:
-        - Memory extraction (OpenMemory handles internally)
-        - Deduplication (OpenMemory handles internally)
-        - Vector storage (OpenMemory handles internally)
-        - User isolation via ACL (OpenMemory handles internally)
-
-        Args:
-            server_url: URL of the OpenMemory MCP server (default: http://localhost:8765)
-            client_name: Client identifier for OpenMemory MCP
-            user_id: User identifier for memory isolation via OpenMemory ACL
-            timeout: HTTP request timeout in seconds
-        """
-        super().__init__()
-        self.server_url = server_url or os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
-        self.client_name = client_name or os.getenv("OPENMEMORY_CLIENT_NAME", "chronicle")
-        self.user_id = user_id or os.getenv("OPENMEMORY_USER_ID", "default")
-        self.timeout = int(timeout or os.getenv("OPENMEMORY_TIMEOUT", "30"))
-        self.mcp_client: Optional[MCPClient] = None
-
-    async def initialize(self) -> None:
-        """Initialize the OpenMemory MCP service.
-
-        Sets up the MCP client connection and tests connectivity to ensure
-        the service is ready for memory operations.
-
-        Raises:
-            RuntimeError: If initialization or connection test fails
-        """
-        if self._initialized:
-            return
-
-        try:
-            self.mcp_client = MCPClient(
-                server_url=self.server_url,
-                client_name=self.client_name,
-                user_id=self.user_id,
-                timeout=self.timeout,
-            )
-
-            # Test connection to OpenMemory MCP server
-            is_connected = await self.mcp_client.test_connection()
-            if not is_connected:
-                raise RuntimeError(f"Cannot connect to OpenMemory MCP server at {self.server_url}")
-
-            self._initialized = True
-            memory_logger.info(
-                f"✅ OpenMemory MCP service initialized successfully at {self.server_url} "
-                f"(client: {self.client_name}, user: {self.user_id})"
-            )
-
-        except Exception as e:
-            memory_logger.error(f"OpenMemory MCP service initialization failed: {e}")
-            raise RuntimeError(f"Initialization failed: {e}")
-
-    async def add_memory(
-        self,
-        transcript: str,
-        client_id: str,
-        source_id: str,
-        user_id: str,
-        user_email: str,
-        allow_update: bool = False,
-        db_helper: Any = None,
-    ) -> Tuple[bool, List[str]]:
-        """Add memories extracted from a transcript.
-
-        Processes a transcript to extract meaningful memories and stores them
-        in the OpenMemory MCP server. Can either extract memories locally first
-        or send the raw transcript to MCP for processing.
-
-        Args:
-            transcript: Raw transcript text to extract memories from
-            client_id: Client identifier for tracking
-            source_id: Unique identifier for the source (audio session, chat session, etc.)
-            user_id: User identifier for memory scoping
-            user_email: User email address
-            allow_update: Whether to allow updating existing memories (Note: MCP may handle this internally)
-            db_helper: Optional database helper for relationship tracking
-
-        Returns:
-            Tuple of (success: bool, created_memory_ids: List[str])
-
-        Raises:
-            MCPError: If MCP server communication fails
-        """
-        await self._ensure_initialized()
-
-        try:
-            # Skip empty transcripts
-            if not transcript or len(transcript.strip()) < 10:
-                memory_logger.info(f"Skipping empty transcript for {source_id}")
-                return True, []
-
-            # Use configured OpenMemory user (from config) for all Chronicle users
-            # Chronicle user_id and email are stored in metadata for filtering
-            enriched_transcript = f"[Source: {source_id}, Client: {client_id}] {transcript}"
-
-            memory_logger.info(
-                f"Delegating memory processing to OpenMemory for user {user_id}, source {source_id}"
-            )
-
-            # Pass Chronicle user details in metadata for filtering/search
-            metadata = {
-                "chronicle_user_id": user_id,
-                "chronicle_user_email": user_email,
-                "source_id": source_id,
-                "client_id": client_id,
-            }
-
-            memory_ids = await self.mcp_client.add_memories(
-                text=enriched_transcript, metadata=metadata
-            )
-
-            # Update database relationships if helper provided
-            if memory_ids and db_helper:
-                await self._update_database_relationships(db_helper, source_id, memory_ids)
-
-            if memory_ids:
-                memory_logger.info(
-                    f"✅ OpenMemory MCP processed memory for {source_id}: {len(memory_ids)} memories"
-                )
-                return True, memory_ids
-
-            # NOOP due to deduplication is SUCCESS, not failure
-            memory_logger.info(
-                f"✅ OpenMemory MCP processed {source_id}: no new memories needed (likely deduplication)"
-            )
-            return True, []
-
-        except MCPError as e:
-            memory_logger.error(f"❌ OpenMemory MCP error for {source_id}: {e}")
-            raise e
-        except Exception as e:
-            memory_logger.error(f"❌ OpenMemory MCP service failed for {source_id}: {e}")
-            raise e
-
-    async def search_memories(
-        self, query: str, user_id: str, limit: int = 10, score_threshold: float = 0.0
-    ) -> List[MemoryEntry]:
-        """Search memories using semantic similarity.
-
-        Uses the OpenMemory MCP server to perform semantic search across
-        stored memories for the specified user.
-
-        Args:
-            query: Search query text
-            user_id: User identifier to filter memories
-            limit: Maximum number of results to return
-            score_threshold: Minimum similarity score (ignored - OpenMemory MCP server controls filtering)
-
-        Returns:
-            List of matching MemoryEntry objects ordered by relevance
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        # Use configured OpenMemory user (not Chronicle user_id)
-        # Search all memories, then filter by chronicle_user_id in metadata
-        try:
-            # Get more results since we'll filter by user
-            results = await self.mcp_client.search_memory(
-                query=query, limit=limit * 3  # Get extra to account for filtering
-            )
-
-            # Convert MCP results to MemoryEntry objects and filter by user
-            memory_entries = []
-            for result in results:
-                # Check if memory belongs to this Chronicle user via metadata
-                metadata = result.get("metadata", {})
-                if metadata.get("chronicle_user_id") == user_id:
-                    memory_entry = self._mcp_result_to_memory_entry(result, user_id)
-                    if memory_entry:
-                        memory_entries.append(memory_entry)
-                        if len(memory_entries) >= limit:
-                            break  # Got enough results
-
-            memory_logger.info(
-                f"🔍 Found {len(memory_entries)} memories for query '{query}' (user: {user_id})"
-            )
-            return memory_entries
-
-        except MCPError as e:
-            memory_logger.error(f"Search memories failed: {e}")
-            return []
-        except Exception as e:
-            memory_logger.error(f"Search memories failed: {e}")
-            return []
-
-    async def get_all_memories(self, user_id: str, limit: int = 100) -> List[MemoryEntry]:
-        """Get all memories for a specific user.
-
-        Retrieves all stored memories for the given user without
-        similarity filtering.
-
-        Args:
-            user_id: User identifier
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of MemoryEntry objects for the user
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        # Use configured OpenMemory user (not Chronicle user_id)
-        # List all memories, then filter by chronicle_user_id in metadata
-        try:
-            # Get more results since we'll filter by user
-            results = await self.mcp_client.list_memories(limit=limit * 3)
-
-            # Convert MCP results to MemoryEntry objects and filter by user
-            memory_entries = []
-            for result in results:
-                # Check if memory belongs to this Chronicle user via metadata
-                metadata = result.get("metadata", {})
-                if metadata.get("chronicle_user_id") == user_id:
-                    memory_entry = self._mcp_result_to_memory_entry(result, user_id)
-                    if memory_entry:
-                        memory_entries.append(memory_entry)
-                        if len(memory_entries) >= limit:
-                            break  # Got enough results
-
-            memory_logger.info(f"📚 Retrieved {len(memory_entries)} memories for user {user_id}")
-            return memory_entries
-
-        except MCPError as e:
-            memory_logger.error(f"Get all memories failed: {e}")
-            return []
-        except Exception as e:
-            memory_logger.error(f"Get all memories failed: {e}")
-            return []
-
-    async def get_memories_by_source(
-        self, user_id: str, source_id: str, limit: int = 100
-    ) -> List[MemoryEntry]:
-        """Get all memories extracted from a specific source (conversation).
-
-        Uses client-side filtering on chronicle_user_id and source_id metadata,
-        consistent with how get_all_memories filters by user.
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        try:
-            results = await self.mcp_client.list_memories(limit=limit * 3)
-
-            memory_entries = []
-            for result in results:
-                metadata = result.get("metadata", {})
-                if (
-                    metadata.get("chronicle_user_id") == user_id
-                    and metadata.get("source_id") == source_id
-                ):
-                    memory_entry = self._mcp_result_to_memory_entry(result, user_id)
-                    if memory_entry:
-                        memory_entries.append(memory_entry)
-                        if len(memory_entries) >= limit:
-                            break
-
-            memory_logger.info(
-                f"📚 Retrieved {len(memory_entries)} memories for source {source_id} (user {user_id})"
-            )
-            return memory_entries
-
-        except Exception as e:
-            memory_logger.error(f"Get memories by source failed: {e}")
-            return []
-
-    async def get_memory(
-        self, memory_id: str, user_id: Optional[str] = None
-    ) -> Optional[MemoryEntry]:
-        """Get a specific memory by ID.
-
-        Args:
-            memory_id: Unique identifier of the memory to retrieve
-            user_id: Optional user identifier for filtering
-
-        Returns:
-            MemoryEntry object if found, None otherwise
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        # Update MCP client user context for this operation
-        original_user_id = self.mcp_client.user_id
-        self.mcp_client.user_id = user_id or self.user_id  # Use the actual Chronicle user's ID
-
-        try:
-            result = await self.mcp_client.get_memory(memory_id)
-
-            if not result:
-                memory_logger.warning(f"Memory not found: {memory_id}")
-                return None
-
-            # Convert MCP result to MemoryEntry
-            memory_entry = self._mcp_result_to_memory_entry(result, user_id or self.user_id)
-            if memory_entry:
-                memory_logger.info(f"📖 Retrieved memory {memory_id}")
-            return memory_entry
-
-        except Exception as e:
-            memory_logger.error(f"Failed to get memory: {e}")
-            return None
-        finally:
-            # Restore original user_id
-            self.mcp_client.user_id = original_user_id
-
-    async def update_memory(
-        self,
-        memory_id: str,
-        content: Optional[str] = None,
-        metadata: Optional[Dict[str, Any]] = None,
-        user_id: Optional[str] = None,
-        user_email: Optional[str] = None,
-    ) -> bool:
-        """Update a specific memory's content and/or metadata.
-
-        Args:
-            memory_id: Unique identifier of the memory to update
-            content: New content for the memory (if None, content is not updated)
-            metadata: New metadata to merge with existing (if None, metadata is not updated)
-            user_id: Optional user ID (not used by OpenMemory MCP)
-            user_email: Optional user email (not used by OpenMemory MCP)
-
-        Returns:
-            True if update succeeded, False otherwise
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        # Update MCP client user context for this operation
-        original_user_id = self.mcp_client.user_id
-        self.mcp_client.user_id = user_id or self.user_id  # Use the actual Chronicle user's ID
-
-        try:
-            success = await self.mcp_client.update_memory(
-                memory_id=memory_id, content=content, metadata=metadata
-            )
-
-            if success:
-                memory_logger.info(f"✏️ Updated memory {memory_id} via MCP")
-            return success
-
-        except Exception as e:
-            memory_logger.error(f"Failed to update memory: {e}")
-            return False
-        finally:
-            # Restore original user_id
-            self.mcp_client.user_id = original_user_id
-
-    async def delete_memory(
-        self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None
-    ) -> bool:
-        """Delete a specific memory by ID.
-
-        Args:
-            memory_id: Unique identifier of the memory to delete
-
-        Returns:
-            True if successfully deleted, False otherwise
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        try:
-            success = await self.mcp_client.delete_memory(memory_id)
-            if success:
-                memory_logger.info(f"🗑️ Deleted memory {memory_id} via MCP")
-            return success
-        except Exception as e:
-            memory_logger.error(f"Delete memory failed: {e}")
-            return False
-
-    async def delete_all_user_memories(self, user_id: str) -> int:
-        """Delete all memories for a specific user.
-
-        Args:
-            user_id: User identifier
-
-        Returns:
-            Number of memories that were deleted
-        """
-        if not self._initialized:
-            await self.initialize()
-
-        # Update MCP client user context for this operation
-        original_user_id = self.mcp_client.user_id
-        self.mcp_client.user_id = self.user_id  # Use configured user ID
-
-        try:
-            count = await self.mcp_client.delete_all_memories()
-            memory_logger.info(f"🗑️ Deleted {count} memories for user {user_id} via OpenMemory MCP")
-            return count
-
-        except Exception as e:
-            memory_logger.error(f"Delete user memories failed: {e}")
-            return 0
-        finally:
-            # Restore original user_id
-            self.mcp_client.user_id = original_user_id
-
-    async def test_connection(self) -> bool:
-        """Test if the memory service and its dependencies are working.
-
-        Returns:
-            True if all connections are healthy, False otherwise
-        """
-        try:
-            if not self._initialized:
-                await self.initialize()
-            return await self.mcp_client.test_connection()
-        except Exception as e:
-            memory_logger.error(f"Connection test failed: {e}")
-            return False
-
-    def shutdown(self) -> None:
-        """Shutdown the memory service and clean up resources."""
-        if self.mcp_client:
-            # Note: MCPClient cleanup handled by async context manager
-            pass
-        self._initialized = False
-        self.mcp_client = None
-        memory_logger.info("OpenMemory MCP service shut down")
-
-    # Private helper methods
-
-    def _ensure_client(self) -> MCPClient:
-        """Ensure MCP client is available and return it."""
-        if self.mcp_client is None:
-            raise RuntimeError("OpenMemory MCP client not initialized")
-        return self.mcp_client
-
-    def _mcp_result_to_memory_entry(
-        self, mcp_result: Dict[str, Any], user_id: str
-    ) -> Optional[MemoryEntry]:
-        """Convert OpenMemory MCP server result to MemoryEntry object.
-
-        Args:
-            mcp_result: Result dictionary from OpenMemory MCP server
-            user_id: User identifier to include in metadata
-
-        Returns:
-            MemoryEntry object or None if conversion fails
-        """
-        try:
-            # OpenMemory MCP results may have different formats, adapt as needed
-            memory_id = mcp_result.get("id", str(uuid.uuid4()))
-            content = (
-                mcp_result.get("content", "")
-                or mcp_result.get("memory", "")
-                or mcp_result.get("text", "")
-                or mcp_result.get("data", "")
-            )
-
-            if not content:
-                memory_logger.warning(f"Empty content in MCP result: {mcp_result}")
-                return None
-
-            # Build metadata with OpenMemory context
-            metadata = mcp_result.get("metadata", {})
-            if not metadata:
-                metadata = {}
-
-            # Ensure we have user context
-            metadata.update(
-                {
-                    "user_id": user_id,
-                    "source": "openmemory_mcp",
-                    "client_name": self.client_name,
-                    "mcp_server": self.server_url,
-                }
-            )
-
-            # Extract similarity score if available (for search results)
-            score = (
-                mcp_result.get("score")
-                or mcp_result.get("similarity")
-                or mcp_result.get("relevance")
-            )
-
-            # Extract timestamps
-            created_at = (
-                mcp_result.get("created_at")
-                or mcp_result.get("timestamp")
-                or mcp_result.get("date")
-            )
-            if created_at is None:
-                created_at = str(int(time.time()))
-
-            updated_at = mcp_result.get("updated_at") or mcp_result.get("modified_at")
-            if updated_at is None:
-                updated_at = str(created_at)  # Default to created_at if not provided
-
-            return MemoryEntry(
-                id=memory_id,
-                content=content,
-                metadata=metadata,
-                embedding=None,  # OpenMemory MCP server handles embeddings internally
-                score=score,
-                created_at=str(created_at),
-                updated_at=str(updated_at),
-            )
-
-        except Exception as e:
-            memory_logger.error(f"Failed to convert MCP result to MemoryEntry: {e}")
-            return None
-
-    async def _update_database_relationships(
-        self, db_helper: Any, source_id: str, created_ids: List[str]
-    ) -> None:
-        """Update database relationships for created memories.
-
-        Args:
-            db_helper: Database helper instance
-            source_id: Source session identifier
-            created_ids: List of created memory IDs
-        """
-        for memory_id in created_ids:
-            try:
-                await db_helper.add_memory_reference(source_id, memory_id, "created")
-            except Exception as db_error:
-                memory_logger.error(f"Database relationship update failed: {db_error}")
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py b/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py
deleted file mode 100644
index 06fd44fa..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/memory/providers/vector_stores.py
+++ /dev/null
@@ -1,562 +0,0 @@
-"""Vector store implementations for memory service.
-
-This module provides concrete implementations of vector stores for:
-- Qdrant (high-performance vector database)
-
-Vector stores handle storage, retrieval, and similarity search of memory embeddings.
-"""
-
-import logging
-import time
-import uuid
-from typing import Any, Dict, List, Optional
-
-from qdrant_client import AsyncQdrantClient
-from qdrant_client.models import (
-    Distance,
-    FieldCondition,
-    Filter,
-    FilterSelector,
-    MatchValue,
-    PointStruct,
-    Range,
-    VectorParams,
-)
-
-from ..base import MemoryEntry, VectorStoreBase
-
-memory_logger = logging.getLogger("memory_service")
-
-
-class QdrantVectorStore(VectorStoreBase):
-    """Qdrant vector store implementation.
-    
-    Provides high-performance vector storage and similarity search using
-    Qdrant database. Handles memory persistence, user isolation, and
-    semantic search operations.
-    
-    Attributes:
-        host: Qdrant server hostname
-        port: Qdrant server port
-        collection_name: Name of the collection to store memories
-        embedding_dims: Dimensionality of the embedding vectors
-        client: Qdrant async client instance
-    """
-
-    def __init__(self, config: Dict[str, Any]):
-        self.host = config.get("host", "localhost")
-        self.port = config.get("port", 6333)
-        self.collection_name = config.get("collection_name", "memories")
-        self.embedding_dims = config.get("embedding_dims", 1536)
-        self.client = None
-
-    async def initialize(self) -> None:
-        """Initialize Qdrant client and collection.
-        
-        Creates the collection if it doesn't exist with appropriate
-        vector configuration for cosine similarity search.
-        
-        If the collection exists but has different dimensions, it will
-        be recreated with the correct dimensions (data will be lost).
-        
-        Raises:
-            RuntimeError: If initialization fails
-        """
-        try:
-            self.client = AsyncQdrantClient(host=self.host, port=self.port)
-            
-            # Check if collection exists and get its info
-            collections = await self.client.get_collections()
-            collection_exists = any(
-                col.name == self.collection_name 
-                for col in collections.collections
-            )
-            
-            need_create = False
-            
-            if collection_exists:
-                # Check if dimensions match
-                try:
-                    collection_info = await self.client.get_collection(self.collection_name)
-                    existing_dims = collection_info.config.params.vectors.size
-                    
-                    if existing_dims != self.embedding_dims:
-                        memory_logger.warning(
-                            f"Collection {self.collection_name} exists with {existing_dims} dimensions, "
-                            f"but config requires {self.embedding_dims}. Recreating collection..."
-                        )
-                        # Delete existing collection
-                        await self.client.delete_collection(self.collection_name)
-                        need_create = True
-                    else:
-                        memory_logger.info(
-                            f"Collection {self.collection_name} exists with correct dimensions ({self.embedding_dims})"
-                        )
-                except Exception as e:
-                    memory_logger.warning(f"Error checking collection info: {e}. Recreating...")
-                    try:
-                        await self.client.delete_collection(self.collection_name)
-                    except:
-                        pass  # Collection might not exist
-                    need_create = True
-            else:
-                need_create = True
-            
-            if need_create:
-                await self.client.create_collection(
-                    collection_name=self.collection_name,
-                    vectors_config=VectorParams(
-                        size=self.embedding_dims,
-                        distance=Distance.COSINE
-                    )
-                )
-                memory_logger.info(
-                    f"Created Qdrant collection: {self.collection_name} with {self.embedding_dims} dimensions"
-                )
-                
-        except Exception as e:
-            memory_logger.error(f"Qdrant initialization failed: {e}")
-            raise
-
-    async def add_memories(self, memories: List[MemoryEntry]) -> List[str]:
-        """Add memories to Qdrant."""
-        try:
-            points = []
-            for memory in memories:
-                if memory.embedding:
-                    current_time = str(int(time.time()))
-                    point = PointStruct(
-                        id=memory.id,
-                        vector=memory.embedding,
-                        payload={
-                            "content": memory.content,
-                            "metadata": memory.metadata,
-                            "created_at": memory.created_at or current_time,
-                            "updated_at": memory.updated_at or current_time
-                        }
-                    )
-                    points.append(point)
-
-            if points:
-                await self.client.upsert(
-                    collection_name=self.collection_name,
-                    points=points
-                )
-                return [str(point.id) for point in points]
-
-            return []
-
-        except Exception as e:
-            memory_logger.error(f"Qdrant add memories failed: {e}")
-            return []
-
-    async def search_memories(self, query_embedding: List[float], user_id: str, limit: int, score_threshold: float = 0.0) -> List[MemoryEntry]:
-        """Search memories in Qdrant with configurable similarity threshold filtering.
-        
-        Args:
-            query_embedding: Query vector for similarity search
-            user_id: User identifier to filter results
-            limit: Maximum number of results to return
-            score_threshold: Minimum similarity score (0.0 = no threshold, 1.0 = exact match)
-        """
-        try:
-            # Filter by user_id
-            search_filter = Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
-                    )
-                ]
-            )
-            
-            # Apply similarity threshold if provided
-            # For cosine similarity, scores range from -1 to 1, where 1 is most similar
-            search_params = {
-                "collection_name": self.collection_name,
-                "query": query_embedding,
-                "query_filter": search_filter,
-                "limit": limit
-            }
-
-            if score_threshold > 0.0:
-                search_params["score_threshold"] = score_threshold
-                memory_logger.debug(f"Using similarity threshold: {score_threshold}")
-
-            response = await self.client.query_points(**search_params)
-
-            memories = []
-            for result in response.points:
-                memory = MemoryEntry(
-                    id=str(result.id),
-                    content=result.payload.get("content", ""),
-                    metadata=result.payload.get("metadata", {}),
-                    # Qdrant returns similarity scores directly (higher = more similar)
-                    score=result.score if result.score is not None else None,
-                    created_at=result.payload.get("created_at"),
-                    updated_at=result.payload.get("updated_at")
-                )
-                memories.append(memory)
-                # Log similarity scores for debugging
-                score_str = f"{result.score:.3f}" if result.score is not None else "None"
-                memory_logger.debug(f"Retrieved memory with score {score_str}: {result.payload.get('content', '')[:50]}...")
-            
-            threshold_msg = f"threshold {score_threshold}" if score_threshold > 0.0 else "no threshold"
-            memory_logger.info(f"Found {len(memories)} memories with {threshold_msg} for user {user_id}")
-            return memories
-            
-        except Exception as e:
-            memory_logger.error(f"Qdrant search failed: {e}")
-            return []
-
-    async def get_memories(self, user_id: str, limit: int) -> List[MemoryEntry]:
-        """Get all memories for a user from Qdrant."""
-        try:
-            # Filter by user_id
-            search_filter = Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
-                    )
-                ]
-            )
-            
-            results = await self.client.scroll(
-                collection_name=self.collection_name,
-                scroll_filter=search_filter,
-                limit=limit
-            )
-            
-            memories = []
-            for point in results[0]:  # results is tuple (points, next_page_offset)
-                memory = MemoryEntry(
-                    id=str(point.id),
-                    content=point.payload.get("content", ""),
-                    metadata=point.payload.get("metadata", {}),
-                    created_at=point.payload.get("created_at"),
-                    updated_at=point.payload.get("updated_at")
-                )
-                memories.append(memory)
-
-            return memories
-            
-        except Exception as e:
-            memory_logger.error(f"Qdrant get memories failed: {e}")
-            return []
-
-    async def delete_memory(self, memory_id: str, user_id: Optional[str] = None, user_email: Optional[str] = None) -> bool:
-        """Delete a specific memory from Qdrant."""
-        try:
-            # Convert memory_id to proper format for Qdrant
-            import uuid
-            try:
-                # Try to parse as UUID first
-                uuid.UUID(memory_id)
-                point_id = memory_id
-            except ValueError:
-                # If not a UUID, try as integer
-                try:
-                    point_id = int(memory_id)
-                except ValueError:
-                    # If neither UUID nor integer, use it as-is and let Qdrant handle the error
-                    point_id = memory_id
-
-            await self.client.delete(
-                collection_name=self.collection_name,
-                points_selector=[point_id]
-            )
-            return True
-            
-        except Exception as e:
-            memory_logger.error(f"Qdrant delete memory failed: {e}")
-            return False
-
-    async def delete_user_memories(self, user_id: str) -> int:
-        """Delete all memories for a user from Qdrant."""
-        try:
-            # First count memories to delete
-            memories = await self.get_memories(user_id, limit=10000)
-            count = len(memories)
-            
-            if count > 0:
-                # Delete by filter
-                delete_filter = Filter(
-                    must=[
-                        FieldCondition(
-                            key="metadata.user_id",
-                            match=MatchValue(value=user_id)
-                        )
-                    ]
-                )
-                
-                await self.client.delete(
-                    collection_name=self.collection_name,
-                    points_selector=FilterSelector(filter=delete_filter)
-                )
-            
-            return count
-            
-        except Exception as e:
-            memory_logger.error(f"Qdrant delete user memories failed: {e}")
-            return 0
-
-    async def test_connection(self) -> bool:
-        """Test Qdrant connection."""
-        try:
-            if self.client:
-                await self.client.get_collections()
-                return True
-            return False
-            
-        except Exception as e:
-            memory_logger.error(f"Qdrant connection test failed: {e}")
-            return False
-
-    async def update_memory(
-        self,
-        memory_id: str,
-        new_content: str,
-        new_embedding: List[float],
-        new_metadata: Dict[str, Any],
-    ) -> bool:
-        """Update (upsert) an existing memory in Qdrant."""
-        try:
-            # Preserve original created_at from the existing point
-            existing = await self.get_memory(memory_id)
-            created_at = existing.created_at if existing else str(int(time.time()))
-
-            payload = {
-                "content": new_content,
-                "metadata": new_metadata,
-                "created_at": created_at,
-                "updated_at": str(int(time.time())),
-            }
-
-            # Convert memory_id to proper format for Qdrant
-            # Qdrant accepts either UUID strings or unsigned integers
-            import uuid
-            try:
-                # Try to parse as UUID first
-                uuid.UUID(memory_id)
-                point_id = memory_id
-            except ValueError:
-                # If not a UUID, try as integer
-                try:
-                    point_id = int(memory_id)
-                except ValueError:
-                    # If neither UUID nor integer, use it as-is and let Qdrant handle the error
-                    point_id = memory_id
-
-            await self.client.upsert(
-                collection_name=self.collection_name,
-                points=[
-                    PointStruct(
-                        id=point_id,
-                        vector=new_embedding,
-                        payload=payload,
-                    )
-                ],
-            )
-            return True
-        except Exception as e:
-            memory_logger.error(f"Qdrant update memory failed: {e}")
-            return False
-
-    async def count_memories(self, user_id: str) -> int:
-        """Count total number of memories for a user in Qdrant using native count API."""
-        try:
-
-            search_filter = Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id)
-                    )
-                ]
-            )
-
-            # Use Qdrant's native count API (documented in qdrant/qdrant/docs)
-            # Count operation: CountPoints -> CountResponse with count result
-            result = await self.client.count(
-                collection_name=self.collection_name,
-                count_filter=search_filter
-            )
-
-            return result.count
-
-        except Exception as e:
-            memory_logger.error(f"Qdrant count memories failed: {e}")
-            return 0
-
-    async def get_memory(self, memory_id: str, user_id: Optional[str] = None) -> Optional[MemoryEntry]:
-        """Get a specific memory by ID from Qdrant.
-
-        Args:
-            memory_id: Unique identifier of the memory to retrieve
-            user_id: Optional user ID for validation (not used in Qdrant filtering)
-
-        Returns:
-            MemoryEntry object if found, None otherwise
-        """
-        try:
-            # Convert memory_id to proper format for Qdrant
-            import uuid
-            try:
-                # Try to parse as UUID first
-                uuid.UUID(memory_id)
-                point_id = memory_id
-            except ValueError:
-                # If not a UUID, try as integer
-                try:
-                    point_id = int(memory_id)
-                except ValueError:
-                    # If neither UUID nor integer, use it as-is
-                    point_id = memory_id
-
-            # Retrieve the point by ID
-            points = await self.client.retrieve(
-                collection_name=self.collection_name,
-                ids=[point_id],
-                with_payload=True,
-                with_vectors=False
-            )
-
-            if not points:
-                memory_logger.debug(f"Memory not found: {memory_id}")
-                return None
-
-            point = points[0]
-
-            # If user_id is provided, validate ownership
-            if user_id:
-                point_user_id = point.payload.get("metadata", {}).get("user_id")
-                if point_user_id != user_id:
-                    memory_logger.warning(f"Memory {memory_id} does not belong to user {user_id}")
-                    return None
-
-            # Convert to MemoryEntry
-            memory = MemoryEntry(
-                id=str(point.id),
-                content=point.payload.get("content", ""),
-                metadata=point.payload.get("metadata", {}),
-                created_at=point.payload.get("created_at"),
-                updated_at=point.payload.get("updated_at")
-            )
-
-            memory_logger.debug(f"Retrieved memory {memory_id}")
-            return memory
-
-        except Exception as e:
-            memory_logger.error(f"Qdrant get memory failed for {memory_id}: {e}")
-            return None
-
-    async def get_memories_by_source(
-        self, user_id: str, source_id: str, limit: int = 100
-    ) -> List[MemoryEntry]:
-        """Get all memories for a specific source (conversation) for a user.
-
-        Filters by both user_id and source_id in metadata to return only
-        memories extracted from a particular conversation.
-
-        Args:
-            user_id: User identifier
-            source_id: Source/conversation identifier
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of MemoryEntry objects for the specified source
-        """
-        try:
-            search_filter = Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id),
-                    ),
-                    FieldCondition(
-                        key="metadata.source_id",
-                        match=MatchValue(value=source_id),
-                    ),
-                ]
-            )
-
-            results = await self.client.scroll(
-                collection_name=self.collection_name,
-                scroll_filter=search_filter,
-                limit=limit,
-            )
-
-            memories = []
-            for point in results[0]:
-                memory = MemoryEntry(
-                    id=str(point.id),
-                    content=point.payload.get("content", ""),
-                    metadata=point.payload.get("metadata", {}),
-                    created_at=point.payload.get("created_at"),
-                    updated_at=point.payload.get("updated_at"),
-                )
-                memories.append(memory)
-
-            memory_logger.info(
-                f"Found {len(memories)} memories for source {source_id} (user {user_id})"
-            )
-            return memories
-
-        except Exception as e:
-            memory_logger.error(f"Qdrant get memories by source failed: {e}")
-            return []
-
-    async def get_recent_memories(
-        self, user_id: str, since_timestamp: int, limit: int = 100
-    ) -> List[MemoryEntry]:
-        """Get memories created after a given unix timestamp for a user.
-
-        Args:
-            user_id: User identifier
-            since_timestamp: Unix timestamp; only memories at or after this time are returned
-            limit: Maximum number of memories to return
-
-        Returns:
-            List of MemoryEntry objects
-        """
-        try:
-            search_filter = Filter(
-                must=[
-                    FieldCondition(
-                        key="metadata.user_id",
-                        match=MatchValue(value=user_id),
-                    ),
-                    FieldCondition(
-                        key="metadata.timestamp",
-                        range=Range(gte=since_timestamp),
-                    ),
-                ]
-            )
-
-            results = await self.client.scroll(
-                collection_name=self.collection_name,
-                scroll_filter=search_filter,
-                limit=limit,
-            )
-
-            memories = []
-            for point in results[0]:
-                memory = MemoryEntry(
-                    id=str(point.id),
-                    content=point.payload.get("content", ""),
-                    metadata=point.payload.get("metadata", {}),
-                    created_at=point.payload.get("created_at"),
-                    updated_at=point.payload.get("updated_at"),
-                )
-                memories.append(memory)
-
-            memory_logger.info(
-                f"Found {len(memories)} recent memories since {since_timestamp} for user {user_id}"
-            )
-            return memories
-
-        except Exception as e:
-            memory_logger.error(f"Qdrant get recent memories failed: {e}")
-            return []
-
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/rebuild.py b/backends/advanced/src/advanced_omi_backend/services/memory/rebuild.py
new file mode 100644
index 00000000..d755a086
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/rebuild.py
@@ -0,0 +1,399 @@
+"""Bulk reconstruction of derived Markdown memories from durable transcripts."""
+
+from __future__ import annotations
+
+import os
+import tarfile
+import uuid
+from collections import defaultdict
+from dataclasses import dataclass, replace
+from datetime import datetime, timezone
+from enum import Enum
+from pathlib import Path
+from typing import Any, Iterable, Optional
+
+from rq.exceptions import NoSuchJobError
+from rq.job import Dependency, Job
+
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+    memory_queue,
+    post_conv_enqueue_kwargs,
+    transcription_queue,
+)
+from advanced_omi_backend.services.data_archive import clear_vault_contents
+from advanced_omi_backend.services.memory.audit import MemoryCause, UpdateStrategy
+from advanced_omi_backend.workers.memory_jobs import enqueue_memory_processing
+from advanced_omi_backend.workers.speaker_jobs import recognise_speakers_job
+
+VAULT_ROOTS = ("conversation_docs", "memory_md")
+MEMORY_REBUILD_JOB_TIMEOUT = 7200
+
+import logging
+
+logger = logging.getLogger(__name__)
+
+
+class MemoryRebuildError(RuntimeError):
+    """Raised when a clean memory rebuild cannot start safely."""
+
+
+class RebuildStage(str, Enum):
+    """Earliest derived-data stage to rerun during reconstruction."""
+
+    MEMORY = "memory"
+    SPEAKERS = "speakers"
+
+
+@dataclass(frozen=True)
+class RebuildConversation:
+    conversation_id: str
+    user_id: str
+    created_at: Any
+    transcript_version_id: str
+    memory_excluded: bool = False
+    has_audio: bool = True
+    active_transcript_version_id: Optional[str] = None
+
+
+@dataclass(frozen=True)
+class RebuildPlan:
+    conversations: tuple[RebuildConversation, ...]
+    user_ids: tuple[str, ...]
+
+    @property
+    def count(self) -> int:
+        return len(self.conversations)
+
+    @property
+    def memory_count(self) -> int:
+        return sum(not item.memory_excluded for item in self.conversations)
+
+    @property
+    def speaker_count(self) -> int:
+        return sum(item.has_audio for item in self.conversations)
+
+
+@dataclass(frozen=True)
+class RebuildResult:
+    run_id: str
+    jobs: tuple[str, ...]
+    speaker_jobs: tuple[str, ...]
+    skipped_speaker_conversations: tuple[str, ...]
+    memory_jobs: tuple[str, ...]
+    from_stage: RebuildStage
+    user_ids: tuple[str, ...]
+    deleted_vault_files: int
+    deleted_audit_entries: int
+    vault_backup: Optional[Path]
+
+
+def _normalise_user_ids(user_ids: Optional[Iterable[str]]) -> tuple[str, ...]:
+    if not user_ids:
+        return ()
+    normalised = tuple(sorted({str(user_id) for user_id in user_ids}))
+    if any(not user_id or Path(user_id).name != user_id for user_id in normalised):
+        raise MemoryRebuildError("Invalid user ID")
+    return normalised
+
+
+def _speaker_source_version(document: dict[str, Any]) -> str:
+    """Walk back prior speaker-only versions to the underlying ASR transcript."""
+    active_id = document["active_transcript_version"]
+    versions = {
+        version.get("version_id"): version
+        for version in document.get("transcript_versions", [])
+        if isinstance(version, dict) and version.get("version_id")
+    }
+    current_id = active_id
+    visited: set[str] = set()
+    while current_id not in visited:
+        visited.add(current_id)
+        version = versions.get(current_id) or {}
+        metadata = version.get("metadata") or {}
+        if metadata.get("reprocessing_type") != "speaker_diarization":
+            break
+        source_id = metadata.get("source_version_id")
+        if not source_id or source_id not in versions:
+            break
+        current_id = source_id
+    return current_id
+
+
+async def build_rebuild_plan(
+    database: Any,
+    user_ids: Optional[Iterable[str]] = None,
+    *,
+    from_stage: RebuildStage = RebuildStage.MEMORY,
+) -> RebuildPlan:
+    """Select replayable conversations in stable chronological order."""
+    requested_users = _normalise_user_ids(user_ids)
+    query: dict[str, Any] = {
+        "active_transcript_version": {"$ne": None},
+        "deleted": {"$ne": True},
+    }
+    if from_stage is RebuildStage.MEMORY:
+        query["memory_excluded"] = {"$ne": True}
+    if requested_users:
+        query["user_id"] = {"$in": list(requested_users)}
+
+    cursor = (
+        database["conversations"]
+        .find(
+            query,
+            projection={
+                "conversation_id": 1,
+                "user_id": 1,
+                "created_at": 1,
+                "active_transcript_version": 1,
+                "transcript_versions.version_id": 1,
+                "transcript_versions.metadata": 1,
+                "memory_excluded": 1,
+            },
+        )
+        .sort([("user_id", 1), ("created_at", 1), ("conversation_id", 1)])
+    )
+    conversations_list: list[RebuildConversation] = []
+    async for document in cursor:
+        conversations_list.append(
+            RebuildConversation(
+                conversation_id=document["conversation_id"],
+                user_id=str(document["user_id"]),
+                created_at=document.get("created_at"),
+                transcript_version_id=(
+                    _speaker_source_version(document)
+                    if from_stage is RebuildStage.SPEAKERS
+                    else document["active_transcript_version"]
+                ),
+                memory_excluded=document.get("memory_excluded", False) is True,
+                active_transcript_version_id=document["active_transcript_version"],
+            )
+        )
+    if from_stage is RebuildStage.SPEAKERS and conversations_list:
+        conversation_ids = [item.conversation_id for item in conversations_list]
+        audio_conversation_ids = set(
+            await database["audio_chunks"].distinct(
+                "conversation_id",
+                {
+                    "conversation_id": {"$in": conversation_ids},
+                    "deleted": {"$ne": True},
+                },
+            )
+        )
+        conversations_list = [
+            replace(item, has_audio=item.conversation_id in audio_conversation_ids)
+            for item in conversations_list
+        ]
+    conversations = tuple(conversations_list)
+    selected_users = tuple(sorted({item.user_id for item in conversations}))
+    if requested_users:
+        selected_users = requested_users
+    return RebuildPlan(conversations=conversations, user_ids=selected_users)
+
+
+def _active_rebuild_jobs(conversation_ids: set[str]) -> list[str]:
+    job_ids: set[str] = set()
+    for queue in (transcription_queue, memory_queue, default_queue):
+        job_ids.update(queue.get_job_ids())
+        for registry in (
+            queue.started_job_registry,
+            queue.deferred_job_registry,
+            queue.scheduled_job_registry,
+        ):
+            job_ids.update(registry.get_job_ids())
+
+    active: list[str] = []
+    for job_id in job_ids:
+        try:
+            job = Job.fetch(job_id, connection=memory_queue.connection)
+        except NoSuchJobError:
+            continue
+        if (job.meta or {}).get("conversation_id") in conversation_ids:
+            active.append(job_id)
+    return sorted(active)
+
+
+def _enqueue_speaker_rebuild(
+    item: RebuildConversation,
+    *,
+    run_id: str,
+    sequence: int,
+    depends_on: Optional[str],
+) -> Job:
+    """Create a speaker version from the imported active transcript."""
+    dependency = Dependency(jobs=depends_on, allow_failure=True) if depends_on else None
+    target_version_id = str(uuid.uuid4())
+    return transcription_queue.enqueue(
+        recognise_speakers_job,
+        item.conversation_id,
+        target_version_id,
+        "",
+        None,
+        item.transcript_version_id,
+        job_timeout=1200,
+        result_ttl=JOB_RESULT_TTL,
+        job_id=(f"speaker_rebuild_{run_id}_{sequence}_" f"{item.conversation_id[:12]}"),
+        description=f"Rebuild speakers for {item.conversation_id[:8]}",
+        **post_conv_enqueue_kwargs(
+            "speaker",
+            {
+                "conversation_id": item.conversation_id,
+                "source_version_id": item.transcript_version_id,
+                "version_id": target_version_id,
+                "trigger": "archive_rebuild",
+            },
+            depends_on=dependency,
+        ),
+    )
+
+
+def _backup_user_vaults(
+    data_dir: Path, user_ids: tuple[str, ...], backup_dir: Path
+) -> Optional[Path]:
+    vaults: list[Path] = []
+    for root_name in VAULT_ROOTS:
+        for user_id in user_ids:
+            user_root = data_dir / root_name / user_id
+            if user_root.is_dir():
+                vaults.append(user_root)
+    if not vaults:
+        return None
+
+    backup_dir.mkdir(parents=True, exist_ok=True)
+    timestamp = datetime.now(timezone.utc).strftime("%Y%m%d_%H%M%S")
+    final_path = backup_dir / f"memory_vault_{timestamp}.tar.gz"
+    temp_path = final_path.with_name(f".{final_path.name}.partial-{os.getpid()}")
+    try:
+        with tarfile.open(temp_path, mode="w:gz") as archive:
+            for vault in vaults:
+                archive.add(vault, arcname=vault.relative_to(data_dir).as_posix())
+        temp_path.replace(final_path)
+    except Exception:
+        temp_path.unlink(missing_ok=True)
+        raise
+    return final_path
+
+
+async def execute_memory_rebuild(
+    database: Any,
+    plan: RebuildPlan,
+    *,
+    data_dir: Path,
+    backup_dir: Optional[Path] = None,
+    from_stage: RebuildStage = RebuildStage.MEMORY,
+) -> RebuildResult:
+    """Clear derived memory state and enqueue ordered replay chains per user."""
+    if not plan.user_ids:
+        raise MemoryRebuildError("No users matched the rebuild request")
+    if not plan.conversations:
+        raise MemoryRebuildError("No conversations with active transcripts matched")
+
+    conversation_ids = {item.conversation_id for item in plan.conversations}
+    active_jobs = _active_rebuild_jobs(conversation_ids)
+    if active_jobs:
+        preview = ", ".join(active_jobs[:5])
+        raise MemoryRebuildError(
+            "Existing speaker or memory jobs target this rebuild set. Wait for them "
+            "to finish or "
+            f"stop/cancel them first: {preview}"
+        )
+
+    vault_backup = None
+    if backup_dir is not None:
+        vault_backup = _backup_user_vaults(data_dir, plan.user_ids, backup_dir)
+
+    deleted_files = 0
+    for root_name in VAULT_ROOTS:
+        for user_id in plan.user_ids:
+            deleted_files += clear_vault_contents(data_dir / root_name / user_id)
+
+    audit_result = await database["memory_audit"].delete_many(
+        {"user_id": {"$in": list(plan.user_ids)}}
+    )
+    deleted_audit_entries = int(audit_result.deleted_count)
+
+    if from_stage is RebuildStage.SPEAKERS:
+        # Memory is allowed to continue after a failed speaker job. Resetting the
+        # pointer first guarantees that continuation reads the clean ASR source,
+        # never the previously generated (and potentially polluted) speaker version.
+        for item in plan.conversations:
+            if (
+                item.active_transcript_version_id
+                and item.active_transcript_version_id != item.transcript_version_id
+            ):
+                await database["conversations"].update_one(
+                    {"conversation_id": item.conversation_id},
+                    {"$set": {"active_transcript_version": item.transcript_version_id}},
+                )
+
+    run_id = uuid.uuid4().hex[:12]
+    by_user: dict[str, list[RebuildConversation]] = defaultdict(list)
+    for item in plan.conversations:
+        by_user[item.user_id].append(item)
+
+    speaker_jobs: list[str] = []
+    skipped_speaker_conversations: list[str] = []
+    memory_jobs: list[str] = []
+    for user_id in plan.user_ids:
+        user_conversations = by_user[user_id]
+        memory_dependency = None
+        if from_stage is RebuildStage.SPEAKERS:
+            speaker_dependency = None
+            speaker_conversations = [
+                item for item in user_conversations if item.has_audio
+            ]
+            skipped = [item for item in user_conversations if not item.has_audio]
+            for item in skipped:
+                logger.warning(
+                    "Speaker rebuild skipped conversation %s: no stored audio chunks",
+                    item.conversation_id,
+                )
+                skipped_speaker_conversations.append(item.conversation_id)
+            for sequence, item in enumerate(speaker_conversations, start=1):
+                speaker_job = _enqueue_speaker_rebuild(
+                    item,
+                    run_id=run_id,
+                    sequence=sequence,
+                    depends_on=speaker_dependency,
+                )
+                speaker_jobs.append(speaker_job.id)
+                speaker_dependency = speaker_job.id
+            if speaker_dependency:
+                memory_dependency = Dependency(
+                    jobs=speaker_dependency,
+                    allow_failure=True,
+                )
+
+        memory_conversations = [
+            item for item in user_conversations if not item.memory_excluded
+        ]
+        for sequence, item in enumerate(memory_conversations, start=1):
+            job = enqueue_memory_processing(
+                item.conversation_id,
+                cause=MemoryCause.MEMORY_REBUILD,
+                strategy=UpdateStrategy.FULL,
+                depends_on=memory_dependency,
+                job_timeout=MEMORY_REBUILD_JOB_TIMEOUT,
+                job_id=(
+                    f"memory_rebuild_{run_id}_{sequence}_"
+                    f"{item.conversation_id[:12]}"
+                ),
+            )
+            memory_jobs.append(job.id)
+            memory_dependency = job
+
+    jobs = tuple((*speaker_jobs, *memory_jobs))
+
+    return RebuildResult(
+        run_id=run_id,
+        jobs=jobs,
+        speaker_jobs=tuple(speaker_jobs),
+        skipped_speaker_conversations=tuple(skipped_speaker_conversations),
+        memory_jobs=tuple(memory_jobs),
+        from_stage=from_stage,
+        user_ids=plan.user_ids,
+        deleted_vault_files=deleted_files,
+        deleted_audit_entries=deleted_audit_entries,
+        vault_backup=vault_backup,
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py b/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
index 2c9507f5..77a5b59b 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/service_factory.py
@@ -1,17 +1,16 @@
-"""Memory service factory for creating appropriate memory service instances.
+"""Memory service factory for creating the memory service instance.
 
-This module provides a factory pattern for instantiating memory services
-based on configuration. It supports both the sophisticated Chronicle
-implementation and the OpenMemory MCP backend.
+Chronicle has a single memory provider: the agentic Markdown vault
+(``providers/chronicle.py``).
 """
 
-import asyncio
 import logging
 import threading
 from typing import Optional
 
 from .base import MemoryServiceBase
 from .config import MemoryConfig, MemoryProvider, build_memory_config_from_env
+from .providers.chronicle import MemoryService as ChronicleMemoryService
 
 memory_logger = logging.getLogger("memory_service")
 
@@ -34,28 +33,14 @@ def create_memory_service(config: MemoryConfig) -> MemoryServiceBase:
         ValueError: If unsupported memory provider is specified
         RuntimeError: If required dependencies are missing
     """
-    memory_logger.info(f"🧠  Creating memory service with provider: {config.memory_provider.value}")
+    memory_logger.info(
+        f"🧠  Creating memory service with provider: {config.memory_provider.value}"
+    )
 
     if config.memory_provider == MemoryProvider.CHRONICLE:
-        # Use the sophisticated Chronicle implementation
-        from .providers.chronicle import MemoryService as ChronicleMemoryService
-
         return ChronicleMemoryService(config)
 
-    elif config.memory_provider == MemoryProvider.OPENMEMORY_MCP:
-        # Use OpenMemory MCP implementation
-        try:
-            from .providers.openmemory_mcp import OpenMemoryMCPService
-        except ImportError as e:
-            raise RuntimeError(f"OpenMemory MCP service not available: {e}")
-
-        if not config.openmemory_config:
-            raise ValueError("OpenMemory configuration is required for OPENMEMORY_MCP provider")
-
-        return OpenMemoryMCPService(**config.openmemory_config)
-
-    else:
-        raise ValueError(f"Unsupported memory provider: {config.memory_provider}")
+    raise ValueError(f"Unsupported memory provider: {config.memory_provider}")
 
 
 def get_memory_service() -> MemoryServiceBase:
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/syncthing_audit.py b/backends/advanced/src/advanced_omi_backend/services/memory/syncthing_audit.py
new file mode 100644
index 00000000..95fd15c5
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/syncthing_audit.py
@@ -0,0 +1,179 @@
+"""Record inbound (human/Obsidian) vault edits into the memory audit ledger.
+
+The chronicle provider records the changes the *system* makes to the vault. The
+vault is also edited directly in Obsidian and delivered to the backend by
+Syncthing — those never pass through the provider. This listener captures them.
+
+It long-polls the server-side Syncthing's ``ItemFinished`` events. On the backend
+node that event only fires for items pulled *from a remote device* — our own
+writes are local changes that propagate outward — so every ``ItemFinished`` here
+is, by construction, a change a human made elsewhere. Each one becomes a
+``MemoryAuditEntry`` with ``trigger="obsidian_sync"``.
+
+Runs as a single background task in the API process (where the Syncthing
+credentials live) and no-ops when vault sync is not configured.
+"""
+
+import asyncio
+import logging
+import os
+from pathlib import Path
+from typing import Optional
+
+import httpx
+
+from advanced_omi_backend.redis_factory import create_async_redis
+
+from .audit import MemoryCause, memory_provenance, record_vault_change
+
+logger = logging.getLogger("memory_service.audit")
+
+# Same Syncthing instance the vault-sync broker drives (internal docker network).
+_SYNCTHING_URL = os.getenv("VAULT_SYNC_SYNCTHING_URL", "http://vault-syncthing:8384")
+_SYNCTHING_API_KEY = os.getenv("VAULT_SYNC_API_KEY", "")
+# Folder ids are "vault-{user_id}" (see vault_sync_routes._folder_id).
+_FOLDER_PREFIX = "vault-"
+# The vault on disk, as seen by THIS (backend) process.
+_BACKEND_VAULTS_DIR = Path(os.getenv("DATA_DIR", "/app/data")) / "conversation_docs"
+
+# Redis key persisting the last processed Syncthing event id across restarts.
+_SINCE_KEY = "memory_audit:syncthing:since"
+# Long-poll timeout (seconds) the Syncthing events endpoint blocks for.
+_POLL_TIMEOUT = 60
+# Backoff after an error before retrying the poll loop.
+_ERROR_BACKOFF = 15
+
+
+def vault_sync_configured() -> bool:
+    return bool(_SYNCTHING_API_KEY)
+
+
+def _is_scaffold(item: str) -> bool:
+    """Skip non-content notes: templates, bases, and top-level hub notes."""
+    parts = item.split("/")
+    if parts[0] in ("Templates",) or parts[0].startswith("."):
+        return True
+    if len(parts) == 1:  # root-level hub note (e.g. People.md) or .base
+        return True
+    return False
+
+
+def _conversation_id_for(item: str) -> Optional[str]:
+    if item.startswith("Conversations/") and item.endswith(".md"):
+        return item[len("Conversations/") : -len(".md")]
+    return None
+
+
+async def _record_event(data: dict) -> None:
+    """Translate one Syncthing ItemFinished event into an audit entry."""
+    folder = data.get("folder", "")
+    if not folder.startswith(_FOLDER_PREFIX):
+        return
+    if data.get("type") != "file":
+        return
+    item = data.get("item", "")
+    if not item.endswith(".md") or _is_scaffold(item):
+        return
+    # A non-empty error means the pull did not actually apply — skip it.
+    if data.get("error"):
+        return
+
+    user_id = folder[len(_FOLDER_PREFIX) :]
+    action = data.get("action", "update")
+    operation = "delete" if action == "delete" else "update"
+
+    after: Optional[str] = None
+    if operation != "delete":
+        try:
+            after = (_BACKEND_VAULTS_DIR / user_id / item).read_text(encoding="utf-8")
+        except Exception:  # noqa: BLE001 — file may be gone again already
+            after = None
+
+    with memory_provenance(MemoryCause.OBSIDIAN_SYNC):
+        await record_vault_change(
+            user_id=user_id,
+            conversation_id=_conversation_id_for(item),
+            operation=operation,
+            note_path=item,
+            after=after,
+            agent_mode=False,
+            summary=f"inbound Syncthing {action}",
+        )
+
+
+async def _initial_since(client: httpx.AsyncClient, redis) -> int:
+    """Resume from the stored cursor, else start from the latest event (skip history)."""
+    stored = await redis.get(_SINCE_KEY)
+    if stored is not None:
+        try:
+            return int(stored)
+        except (TypeError, ValueError):
+            pass
+    # No cursor yet: anchor at the most recent event so we don't replay history.
+    try:
+        resp = await client.get("/rest/events", params={"limit": 1})
+        resp.raise_for_status()
+        events = resp.json()
+        return events[-1]["id"] if events else 0
+    except Exception:  # noqa: BLE001
+        return 0
+
+
+async def _run_loop() -> None:
+    redis = create_async_redis()
+    try:
+        while True:
+            try:
+                async with httpx.AsyncClient(
+                    base_url=_SYNCTHING_URL,
+                    headers={"X-API-Key": _SYNCTHING_API_KEY},
+                    timeout=_POLL_TIMEOUT + 10,
+                ) as client:
+                    since = await _initial_since(client, redis)
+                    logger.info(
+                        "Syncthing memory-audit listener started (since=%s)", since
+                    )
+                    while True:
+                        # Poll the UNFILTERED event stream and select ItemFinished
+                        # client-side. Syncthing's `events=` type filter numbers
+                        # events on a SEPARATE sequence that does not compose with
+                        # the global `since` cursor, so a filtered poll never
+                        # advances past our anchor.
+                        resp = await client.get(
+                            "/rest/events",
+                            params={"since": since, "timeout": _POLL_TIMEOUT},
+                        )
+                        resp.raise_for_status()
+                        events = resp.json()
+                        for ev in events:
+                            since = ev["id"]
+                            if ev.get("type") != "ItemFinished":
+                                continue
+                            try:
+                                await _record_event(ev.get("data", {}))
+                            except Exception as e:  # noqa: BLE001
+                                logger.warning("Failed to record inbound edit: %s", e)
+                        if events:
+                            await redis.set(_SINCE_KEY, since)
+            except asyncio.CancelledError:
+                raise
+            except Exception as e:  # noqa: BLE001
+                logger.warning(
+                    "Syncthing memory-audit listener error: %s (retrying in %ss)",
+                    e,
+                    _ERROR_BACKOFF,
+                )
+                await asyncio.sleep(_ERROR_BACKOFF)
+    finally:
+        await redis.aclose()
+
+
+def start_syncthing_audit_listener() -> Optional[asyncio.Task]:
+    """Start the background listener if vault sync is configured; else no-op."""
+    if not vault_sync_configured():
+        logger.info(
+            "Vault sync not configured (VAULT_SYNC_API_KEY unset) — "
+            "inbound Obsidian edits will not be audited."
+        )
+        return None
+    return asyncio.create_task(_run_loop(), name="syncthing-memory-audit")
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py b/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
index b0c6c9db..6dc2316a 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/update_memory_utils.py
@@ -1,4 +1,3 @@
-
 import re
 import xml.etree.ElementTree as ET
 from dataclasses import asdict, dataclass
@@ -8,6 +7,7 @@
 NUMERIC_ID = re.compile(r"^\d+$")
 ALLOWED_EVENTS = {"ADD", "UPDATE", "DELETE", "NONE"}
 
+
 @dataclass(frozen=True)
 class MemoryItem:
     id: str
@@ -15,44 +15,46 @@ class MemoryItem:
     text: str
     old_memory: Optional[str] = None
 
+
 class MemoryXMLParseError(ValueError):
     pass
 
+
 def extract_xml_from_content(content: str) -> str:
     """
     Extract XML from content that might contain other text.
     Looks for content between <result> and </result> tags.
     """
     # Try to find XML block within the content
-    import re
-
     # Look for <result>...</result> block
-    xml_match = re.search(r'<result>.*?</result>', content, re.DOTALL)
+    xml_match = re.search(r"<result>.*?</result>", content, re.DOTALL)
     if xml_match:
         return xml_match.group(0)
-    
+
     # If no <result> tags found, return the original content
     return content
 
+
 def clean_and_validate_xml(xml_str: str) -> str:
     """
     Clean common XML issues and validate structure.
     """
     xml_str = xml_str.strip()
-    
+
     # Print raw XML for debugging
     print("Raw XML content:")
     print("=" * 50)
     print(repr(xml_str))
     print("=" * 50)
     print("Formatted XML content:")
-    lines = xml_str.split('\n')
+    lines = xml_str.split("\n")
     for i, line in enumerate(lines, 1):
         print(f"{i:2d}: {line}")
     print("=" * 50)
-    
+
     return xml_str
 
+
 def extract_assistant_xml_from_openai_response(response) -> str:
     """
     Extract XML content from OpenAI ChatCompletion response.
@@ -62,7 +64,10 @@ def extract_assistant_xml_from_openai_response(response) -> str:
         # OpenAI ChatCompletion object structure
         return response.choices[0].message.content
     except (AttributeError, IndexError, KeyError) as e:
-        raise MemoryXMLParseError(f"Could not extract assistant XML from OpenAI response: {e}") from e
+        raise MemoryXMLParseError(
+            f"Could not extract assistant XML from OpenAI response: {e}"
+        ) from e
+
 
 def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
     """
@@ -118,9 +123,11 @@ def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
         # Children
         text_el = item.find("text")
         if text_el is None or (text_el.text or "").strip() == "":
-            raise MemoryXMLParseError(f"<text> is required and non-empty for id {item_id}.")
+            raise MemoryXMLParseError(
+                f"<text> is required and non-empty for id {item_id}."
+            )
         text_val = (text_el.text or "").strip()
-        
+
         # No JSON expansion needed - individual facts are now properly handled by improved prompts
 
         old_el = item.find("old_memory")
@@ -133,9 +140,13 @@ def parse_memory_xml(xml_str: str) -> List[MemoryItem]:
         else:
             # For non-UPDATE, <old_memory> must not appear
             if old_el is not None:
-                raise MemoryXMLParseError(f"<old_memory> must only appear for UPDATE (id {item_id}).")
+                raise MemoryXMLParseError(
+                    f"<old_memory> must only appear for UPDATE (id {item_id})."
+                )
 
-        items.append(MemoryItem(id=item_id, event=event, text=text_val, old_memory=old_val))
+        items.append(
+            MemoryItem(id=item_id, event=event, text=text_val, old_memory=old_val)
+        )
 
     if not items:
         raise MemoryXMLParseError("No <item> elements found in <memory>.")
@@ -151,4 +162,4 @@ def items_to_json(items: List[MemoryItem]) -> Dict[str, Any]:
         if it.event == "UPDATE" and it.old_memory:  # include only if non-empty
             obj["old_memory"] = it.old_memory
         out.append(obj)
-    return {"memory": out}
\ No newline at end of file
+    return {"memory": out}
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/utils.py b/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
index b3c231f7..bdb4d340 100644
--- a/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/utils.py
@@ -38,7 +38,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
             think_end = response_text.find("</think>")
             if think_end != -1:
                 # Extract everything after </think>
-                json_part = response_text[think_end + 8:].strip()
+                json_part = response_text[think_end + 8 :].strip()
 
                 if json_part:
                     try:
@@ -56,12 +56,14 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
     # Clean up common LLM response artifacts
     cleaned_text = response_text
     # Remove markdown code blocks
-    cleaned_text = re.sub(r'```(?:json)?\s*(.*?)\s*```', r'\1', cleaned_text, flags=re.DOTALL)
+    cleaned_text = re.sub(
+        r"```(?:json)?\s*(.*?)\s*```", r"\1", cleaned_text, flags=re.DOTALL
+    )
     # Remove common prefixes
-    cleaned_text = re.sub(r'^.*?(?=\{)', '', cleaned_text, flags=re.DOTALL)
+    cleaned_text = re.sub(r"^.*?(?=\{)", "", cleaned_text, flags=re.DOTALL)
     # Remove trailing non-JSON content
-    cleaned_text = re.sub(r'\}.*$', '}', cleaned_text, flags=re.DOTALL)
-    
+    cleaned_text = re.sub(r"\}.*$", "}", cleaned_text, flags=re.DOTALL)
+
     # Try parsing the cleaned text
     try:
         parsed = json.loads(cleaned_text.strip())
@@ -79,7 +81,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
         # Look for any JSON object containing memory or facts
         r'\{[^{}]*"(?:memory|facts)"[^{}]*\}',
         # Look for any balanced JSON object
-        r'\{(?:[^{}]|{[^{}]*})*\}',
+        r"\{(?:[^{}]|{[^{}]*})*\}",
     ]
 
     for pattern in json_patterns:
@@ -100,7 +102,7 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
                 except json.JSONDecodeError:
                     continue
             # Use fallback if we found a valid dict but without preferred keys
-            if 'fallback' in locals():
+            if "fallback" in locals():
                 return fallback
         except Exception as e:
             memory_logger.debug(f"Pattern {pattern} failed: {e}")
@@ -115,7 +117,9 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
                 array_str = match.group(1)
                 array_data = json.loads(array_str)
                 if isinstance(array_data, list):
-                    memory_logger.debug(f"Successfully extracted {key} array from response")
+                    memory_logger.debug(
+                        f"Successfully extracted {key} array from response"
+                    )
                     return {key: array_data}
         except Exception as e:
             memory_logger.debug(f"{key} array extraction failed: {e}")
@@ -131,7 +135,9 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
             try:
                 parsed = json.loads(potential_json)
                 if isinstance(parsed, dict):
-                    memory_logger.debug("Successfully extracted JSON using bracket matching")
+                    memory_logger.debug(
+                        "Successfully extracted JSON using bracket matching"
+                    )
                     return parsed
             except json.JSONDecodeError:
                 pass
@@ -143,5 +149,3 @@ def extract_json_from_text(response_text: str) -> Optional[Dict[str, Any]]:
         f"Failed to extract JSON from LLM response. Response preview: {response_text[:200]}..."
     )
     return None
-
-
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/vault_lock.py b/backends/advanced/src/advanced_omi_backend/services/memory/vault_lock.py
new file mode 100644
index 00000000..1b4a67c7
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/vault_lock.py
@@ -0,0 +1,105 @@
+"""Cross-process lock serialising individual vault writes per user.
+
+Six RQ workers all serve the ``memory`` queue, so two memory jobs for the SAME user can
+run concurrently in different worker processes. Each mutating vault operation (write,
+edit, rename, category creation) is a read-resolve-write sequence that must be atomic:
+without a lock, two concurrent runs can each pass ``VaultTools``' exists/case-collision
+checks before either has written, minting duplicate or case-variant sibling notes that
+are irrecoverable on case-insensitive Syncthing clients.
+
+The lock is held only for the duration of ONE filesystem operation (milliseconds — or a
+few seconds for ``rename_person``, which rewrites backlinks across the vault), never
+across LLM calls. Concurrent agent runs therefore interleave at note granularity;
+staleness between an agent's read and its write is caught by ``edit_engine``'s exact
+``old_text`` anchoring, which fails loudly so the model re-reads and retries.
+
+Fails CLOSED: if the lock cannot be acquired within the wait window the operation raises
+and the error is surfaced to the agent, which can simply retry the tool call. With
+millisecond holds the wait window is generous; and since RQ jobs themselves live on this
+same Redis, "Redis is down" cannot be a reason to proceed unlocked — the job would not
+be running. (The previous whole-run lock failed OPEN after a 10-minute wait, which under
+bulk-import contention let an unlocked agent interleave with locked ones and corrupt
+notes.)
+"""
+
+import contextlib
+import logging
+from typing import Iterator
+
+from ...redis_factory import create_sync_redis
+
+logger = logging.getLogger("memory_service.vault")
+
+# Auto-release TTL — must exceed the longest single vault operation (rename_person
+# rewriting backlinks across a large vault), bounded so a crashed holder cannot wedge a
+# user's vault for long.
+_LOCK_TTL_SECONDS = 60
+# How long one operation blocks for the lock before failing (closed). Holds are
+# milliseconds, so hitting this means something is genuinely wrong.
+_LOCK_WAIT_SECONDS = 30
+
+
+class VaultLockTimeout(Exception):
+    """The per-user vault lock could not be acquired within the wait window."""
+
+
+@contextlib.contextmanager
+def vault_run_lock(user_id: str, ttl_seconds: int = 1200) -> Iterator[None]:
+    """Hold the per-user vault lock for a whole external-executor run.
+
+    The Codex CLI executor edits vault files directly for the duration of one agent
+    run (minutes, not milliseconds), so it takes the SAME ``vault:write:{user_id}``
+    key with a run-scale TTL instead of the per-operation one. While it is held,
+    per-operation writers (``vault_note_lock``) block for their 30s window and then
+    fail closed with a retryable error — acceptable because memory jobs are already
+    serialised on one worker, so contention is limited to rare chat-driven writes.
+    """
+    client = create_sync_redis(decode_responses=True)
+    lock = client.lock(
+        f"vault:write:{user_id}",
+        timeout=ttl_seconds,
+        blocking_timeout=_LOCK_WAIT_SECONDS,
+    )
+    try:
+        if not lock.acquire():
+            raise VaultLockTimeout(
+                f"vault run lock for user {user_id} not acquired within "
+                f"{_LOCK_WAIT_SECONDS}s"
+            )
+        try:
+            yield
+        finally:
+            with contextlib.suppress(Exception):
+                lock.release()
+    finally:
+        with contextlib.suppress(Exception):
+            client.close()
+
+
+@contextlib.contextmanager
+def vault_note_lock(user_id: str) -> Iterator[None]:
+    """Hold the per-user lock around ONE vault-mutating filesystem operation.
+
+    Raises :class:`VaultLockTimeout` if the lock cannot be acquired — callers surface
+    this to the agent as a retryable tool error.
+    """
+    client = create_sync_redis(decode_responses=True)
+    lock = client.lock(
+        f"vault:write:{user_id}",
+        timeout=_LOCK_TTL_SECONDS,
+        blocking_timeout=_LOCK_WAIT_SECONDS,
+    )
+    try:
+        if not lock.acquire():
+            raise VaultLockTimeout(
+                f"vault lock for user {user_id} not acquired within "
+                f"{_LOCK_WAIT_SECONDS}s"
+            )
+        try:
+            yield
+        finally:
+            with contextlib.suppress(Exception):
+                lock.release()
+    finally:
+        with contextlib.suppress(Exception):
+            client.close()
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/vault_manager.py b/backends/advanced/src/advanced_omi_backend/services/memory/vault_manager.py
new file mode 100644
index 00000000..a31ae3b0
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/vault_manager.py
@@ -0,0 +1,132 @@
+"""Conversation document vault manager.
+
+Provides read/write access to per-user conversation document markdown files.
+Layout: ``{base_dir}/{user_id}/{conversation_id}.md``
+
+Pure file I/O with an mtime-cache and a path-traversal guard.
+"""
+
+import logging
+import os
+import shutil
+from pathlib import Path
+from typing import Dict, List, Optional, Tuple
+
+from .vault_scaffold import is_scaffold_note
+
+logger = logging.getLogger("memory_service.vault")
+
+_DEFAULT_BASE_DIR = Path(os.getenv("DATA_DIR", "/app/data")) / "conversation_docs"
+
+
+class ConvDocVaultManager:
+    """Manages per-user conversation document .md files on disk.
+
+    File layout:
+        {base_dir}/{user_id}/{conversation_id}.md
+
+    Thread-safe for reads. Concurrent writes from different processes
+    result in last-write-wins.
+    """
+
+    def __init__(self, base_dir: Optional[Path] = None):
+        self._base_dir = base_dir or _DEFAULT_BASE_DIR
+        # mtime cache: "{user_id}/{conv_id}" -> (mtime, content)
+        self._cache: Dict[str, Tuple[float, str]] = {}
+
+    def user_root(self, user_id: str) -> Path:
+        """Return the per-user vault root (the directory the memory agent edits)."""
+        return self._base_dir / Path(user_id).name
+
+    def _safe_path(self, user_id: str, conv_id: str) -> Path:
+        """Get the .md path with path-traversal guard."""
+        safe_uid = Path(user_id).name
+        safe_cid = Path(conv_id).name
+        return self._base_dir / safe_uid / f"{safe_cid}.md"
+
+    def write_doc(self, user_id: str, conv_id: str, content: str) -> Path:
+        """Write a conversation document to the vault.
+
+        Creates parent directories if needed. Returns the file path.
+        """
+        filepath = self._safe_path(user_id, conv_id)
+        filepath.parent.mkdir(parents=True, exist_ok=True)
+        filepath.write_text(content, encoding="utf-8")
+        mtime = filepath.stat().st_mtime
+        cache_key = f"{user_id}/{conv_id}"
+        self._cache[cache_key] = (mtime, content)
+        logger.info(
+            f"Wrote conversation doc {conv_id} for user {user_id} ({len(content)} chars)"
+        )
+        return filepath
+
+    def read_doc(self, user_id: str, conv_id: str) -> str:
+        """Read a conversation document from the vault.
+
+        Returns empty string if the file doesn't exist.
+        """
+        filepath = self._safe_path(user_id, conv_id)
+        cache_key = f"{user_id}/{conv_id}"
+        try:
+            if not filepath.exists():
+                return ""
+            mtime = filepath.stat().st_mtime
+            cached = self._cache.get(cache_key)
+            if cached and cached[0] == mtime:
+                return cached[1]
+            content = filepath.read_text(encoding="utf-8")
+            self._cache[cache_key] = (mtime, content)
+            return content
+        except Exception as e:
+            logger.warning(f"Failed to read doc {conv_id} for user {user_id}: {e}")
+            return ""
+
+    def delete_doc(self, user_id: str, conv_id: str) -> bool:
+        """Delete a conversation document. Returns True if deleted."""
+        filepath = self._safe_path(user_id, conv_id)
+        cache_key = f"{user_id}/{conv_id}"
+        try:
+            if filepath.exists():
+                filepath.unlink()
+                self._cache.pop(cache_key, None)
+                logger.info(f"Deleted conversation doc {conv_id} for user {user_id}")
+                return True
+            return False
+        except Exception as e:
+            logger.error(f"Failed to delete doc {conv_id} for user {user_id}: {e}")
+            return False
+
+    def list_docs(self, user_id: str) -> List[str]:
+        """List all note paths for a user, relative to the user root.
+
+        Recursive so it covers the agent's ``Conversations/``/``People/``/``Topics/``
+        subfolders as well as the flat layout. Scaffolding (root hub notes and everything
+        under ``Templates/``) is excluded — those are views/templates, not captured content.
+        """
+        user_dir = self.user_root(user_id)
+        if not user_dir.exists():
+            return []
+        return sorted(
+            p.relative_to(user_dir).as_posix()
+            for p in user_dir.rglob("*.md")
+            if not is_scaffold_note(p, user_dir)
+        )
+
+    def delete_all_docs(self, user_id: str) -> int:
+        """Delete all of a user's notes (recursively). Returns the count removed."""
+        user_dir = self.user_root(user_id)
+        if not user_dir.exists():
+            return 0
+
+        count = sum(1 for _ in user_dir.rglob("*.md"))
+        try:
+            shutil.rmtree(user_dir)
+        except Exception as e:
+            logger.error(f"Failed to delete vault for user {user_id}: {e}")
+            return 0
+        # Drop any cached docs for this user.
+        self._cache = {
+            k: v for k, v in self._cache.items() if not k.startswith(f"{user_id}/")
+        }
+        logger.info(f"Deleted {count} notes for user {user_id}")
+        return count
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/vault_scaffold.py b/backends/advanced/src/advanced_omi_backend/services/memory/vault_scaffold.py
new file mode 100644
index 00000000..be0d8bbd
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/vault_scaffold.py
@@ -0,0 +1,241 @@
+"""Kepano-style scaffold for a user's vault.
+
+Seeds the **spine** that turns a flat collection of notes into a browsable,
+auto-updating Obsidian vault, laid out exactly like the reference Kepano vault
+(``untracked/kepano``): note templates live in ``Templates/``, Obsidian ``.base``
+aggregation files in ``Templates/Bases/``, and thin **hub notes** at the vault root.
+
+```
+vault_root/
+  People.md  Conversations.md  Topics.md          ← category hub notes (root)
+  Templates/
+    Person Template.md  Conversation Template.md  Topic Template.md
+    Bases/
+      People.base  Conversations.base  Topics.base
+```
+
+- **Templates** (``vault_templates.SPINE_TEMPLATES``) are the schema the memory agent
+  fills; the ``!file.name.contains("Template")`` filter in every base keeps them out of
+  the aggregated views.
+- **Bases** aggregate by the ``categories`` property — ``categories.contains(link("X"))``
+  — not by folder, so the physical ``Conversations/``/``People/`` folders are just tidiness.
+  ``Conversations.base`` has a ``Person`` view filtering ``list(people).contains(this)``;
+  embedded as ``![[Conversations.base#Person]]`` in a person note it lists exactly that
+  person's conversations (Bases ``this`` = the host note).
+- **Hubs** are the link targets for ``categories: ["[[People]]"]`` etc. (so wikilinks
+  resolve) and embed the matching base. Obsidian resolves ``.base`` embeds by basename, so
+  ``![[People.base]]`` works even though the base lives in ``Templates/Bases/``.
+
+Seeding is **idempotent**: only missing files are written, so a user's own edits to a
+template, base, or hub are never clobbered.
+
+New *categories* (Places, Projects, Books…) are not seeded here — they grow organically
+via :func:`build_category_files`, which stamps a template + base + hub for a brand-new
+category the first time the agent needs one.
+"""
+
+import logging
+import re
+from pathlib import Path
+from typing import Dict, List
+
+from .vault_templates import SPINE_TEMPLATES
+
+logger = logging.getLogger("memory_service.vault.scaffold")
+
+# Folder (relative to the vault root) that holds templates and bases. Notes under it are
+# scaffolding, never captured content — enumeration skips the whole subtree.
+TEMPLATES_DIR = "Templates"
+BASES_DIR = f"{TEMPLATES_DIR}/Bases"
+
+# Root-level hub notes the scaffold owns (and any organically-created ``<Category>.md``).
+# Memory enumeration skips these so they don't show up as "memories" or inflate counts.
+SCAFFOLD_NOTE_NAMES = frozenset({"People.md", "Conversations.md", "Topics.md"})
+
+
+def _base(category: str, *, extra_views: str = "") -> str:
+    """A minimal ``.base``: everything categorised under ``[[category]]`` (templates excluded)."""
+    return (
+        "filters:\n"
+        "  and:\n"
+        "    - '!file.name.contains(\"Template\")'\n"
+        f'    - categories.contains(link("{category}"))\n'
+        "properties:\n"
+        "  file.name:\n"
+        f"    displayName: {category}\n"
+        "  note.updated:\n"
+        "    displayName: Updated\n"
+        "views:\n"
+        "  - type: table\n"
+        f"    name: All {category.lower()}\n"
+        "    order:\n"
+        "      - file.name\n"
+        "      - updated\n"
+        "    sort:\n"
+        "      - property: file.name\n"
+        "        direction: ASC\n"
+        f"{extra_views}"
+    )
+
+
+_CONVERSATIONS_BASE = """\
+filters:
+  and:
+    - '!file.name.contains("Template")'
+    - categories.contains(link("Conversations"))
+properties:
+  note.date:
+    displayName: Date
+  note.people:
+    displayName: People
+  note.topics:
+    displayName: Topics
+  file.name:
+    displayName: Conversation
+views:
+  - type: table
+    name: All
+    order:
+      - file.name
+      - date
+      - people
+      - topics
+    sort:
+      - property: date
+        direction: DESC
+  - type: table
+    name: Person
+    filters:
+      and:
+        - list(people).contains(this)
+    order:
+      - file.name
+      - date
+      - topics
+    sort:
+      - property: date
+        direction: DESC
+  - type: table
+    name: Topic
+    filters:
+      and:
+        - list(topics).contains(this)
+    order:
+      - file.name
+      - date
+      - people
+    sort:
+      - property: date
+        direction: DESC
+"""
+
+
+def _hub(category: str, blurb: str) -> str:
+    """A thin index note: the link target for its category that embeds its base."""
+    return f"---\ntags:\n  - categories\n---\n# {category}\n\n{blurb}\n\n![[{category}.base]]\n"
+
+
+# vault-relative path -> contents. Templates/bases live under Templates/; hubs at root.
+def _build_scaffold() -> Dict[str, str]:
+    scaffold: Dict[str, str] = {}
+    # Spine templates (the agent's fill-in schema).
+    for name, content in SPINE_TEMPLATES.items():
+        scaffold[f"{TEMPLATES_DIR}/{name}"] = content
+    # Bases (aggregation layer).
+    scaffold[f"{BASES_DIR}/People.base"] = _base("People")
+    scaffold[f"{BASES_DIR}/Conversations.base"] = _CONVERSATIONS_BASE
+    scaffold[f"{BASES_DIR}/Topics.base"] = _base("Topics")
+    # Hub notes (root).
+    scaffold["People.md"] = _hub(
+        "People", "Everyone mentioned across your conversations."
+    )
+    scaffold["Conversations.md"] = _hub(
+        "Conversations", "Every conversation, newest first."
+    )
+    scaffold["Topics.md"] = _hub(
+        "Topics", "Recurring topics across your conversations."
+    )
+    return scaffold
+
+
+_SCAFFOLD: Dict[str, str] = _build_scaffold()
+
+
+def is_scaffold_note(path: Path, vault_root: Path) -> bool:
+    """True if ``path`` is scaffolding (a root hub note, or anything under ``Templates/``).
+
+    Used by note enumeration to keep templates/bases/hubs from being counted or returned
+    as captured memories.
+    """
+    try:
+        rel = path.relative_to(vault_root)
+    except ValueError:
+        return False
+    if rel.parts and rel.parts[0] == TEMPLATES_DIR:
+        return True
+    return path.name in SCAFFOLD_NOTE_NAMES
+
+
+def seed_vault_scaffold(vault_root: Path) -> List[str]:
+    """Write any missing spine template/base/hub files into ``vault_root``.
+
+    Returns the vault-relative paths created. Idempotent and cheap (a stat per file);
+    safe to call on every write.
+    """
+    return _write_files(Path(vault_root), _SCAFFOLD)
+
+
+# --- organic category creation ----------------------------------------------
+
+_PROP_LINE = re.compile(r"^[a-z][a-z0-9_]*$")
+
+
+def build_category_files(category: str, properties: List[str]) -> Dict[str, str]:
+    """Build the template/base/hub files for a brand-new organic ``category``.
+
+    ``category`` is the (pluralised) category name, e.g. ``"Places"``; ``properties`` are
+    the short, reusable frontmatter keys the category's notes should carry (e.g.
+    ``["location", "type"]``). Returns ``{vault-relative path: contents}`` for the three
+    files — a ``Templates/<Category> Template.md``, ``Templates/Bases/<Category>.base`` and
+    a root ``<Category>.md`` hub — mirroring the spine layout so the new category behaves
+    exactly like People/Conversations/Topics.
+    """
+    valid_props = [p for p in properties if _PROP_LINE.match(p)]
+    prop_block = "".join(f"{p}:\n" for p in valid_props)
+    template = (
+        "---\n"
+        f'categories:\n  - "[[{category}]]"\n'
+        f"{prop_block}"
+        "created: {{date}}\n"
+        "updated: {{date}}\n"
+        "---\n"
+        "## About\n-\n"
+    )
+    return {
+        f"{TEMPLATES_DIR}/{category} Template.md": template,
+        f"{BASES_DIR}/{category}.base": _base(category),
+        f"{category}.md": _hub(category, f"Everything categorised under {category}."),
+    }
+
+
+def write_category(vault_root: Path, category: str, properties: List[str]) -> List[str]:
+    """Idempotently seed a new category's template/base/hub. Returns paths created."""
+    return _write_files(Path(vault_root), build_category_files(category, properties))
+
+
+def _write_files(root: Path, files: Dict[str, str]) -> List[str]:
+    root.mkdir(parents=True, exist_ok=True)
+    created: List[str] = []
+    for rel, content in files.items():
+        fp = root / rel
+        if fp.exists():
+            continue
+        try:
+            fp.parent.mkdir(parents=True, exist_ok=True)
+            fp.write_text(content, encoding="utf-8")
+            created.append(rel)
+        except Exception as e:  # noqa: BLE001 - scaffold is best-effort, never fatal
+            logger.warning("Failed to seed scaffold file %s: %s", fp, e)
+    if created:
+        logger.info("Seeded vault scaffold in %s: %s", root, ", ".join(created))
+    return created
diff --git a/backends/advanced/src/advanced_omi_backend/services/memory/vault_templates.py b/backends/advanced/src/advanced_omi_backend/services/memory/vault_templates.py
new file mode 100644
index 00000000..763d9d7e
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/memory/vault_templates.py
@@ -0,0 +1,90 @@
+"""Canonical note templates for a Chronicle vault — the single source of truth.
+
+Each template is the *schema contract* for a note type: a fixed-ish set of frontmatter
+properties + sections that the memory agent fills in, so every note of a kind has the
+same shape instead of the LLM improvising fields each time. The same strings are used
+two ways, which is why they live here once:
+
+1. **Seeded as files** into ``{vault}/Templates/`` by :mod:`vault_scaffold` — so a human
+   opening the vault in Obsidian gets real, reusable templates (and ``notesmd-cli create
+   --template`` / the Obsidian Templates plugin can use them directly).
+2. **Injected into the memory-agent system prompt** (:mod:`agent.memory_agent`) as the
+   exact shape to fill — so the model's notion of structure can never drift from the file.
+
+Conventions follow the Kepano / Steph Ango vault (``untracked/kepano/stephango-vault.md``):
+``categories`` is a wikilink list to the category hub note; properties are short and
+reusable across categories (``org``, ``role``, ``date``, ``topics``…); ``list`` types are
+used wherever more than one value is plausible; ``{{date}}``/``{{title}}`` are Obsidian
+core template variables (resolved by Obsidian, by ``notesmd-cli --template``, or written
+literally by the agent).
+
+These three are the **spine** — always present. New categories (Places, Projects, Books…)
+grow their own templates organically via the meta-template in :mod:`vault_scaffold`.
+"""
+
+# --- spine note templates ---------------------------------------------------
+
+CONVERSATION_TEMPLATE = """\
+---
+categories:
+  - "[[Conversations]]"
+conversation_id:
+date: {{date}}
+people: []
+topics: []
+duration_minutes:
+---
+## {{title}}
+
+### Summary
+
+
+### Key Facts
+-
+
+### Action Items
+- [ ]
+"""
+
+PERSON_TEMPLATE = """\
+---
+categories:
+  - "[[People]]"
+aliases: []
+org:
+role:
+relationship:
+location:
+created: {{date}}
+updated: {{date}}
+---
+## About
+-
+
+## Conversations
+![[Conversations.base#Person]]
+
+## Mentions
+- {{date}} —
+"""
+
+TOPIC_TEMPLATE = """\
+---
+categories:
+  - "[[Topics]]"
+created: {{date}}
+updated: {{date}}
+---
+## About
+-
+
+## Conversations
+![[Conversations.base#Topic]]
+"""
+
+# template filename (in Templates/) -> contents
+SPINE_TEMPLATES: dict[str, str] = {
+    "Conversation Template.md": CONVERSATION_TEMPLATE,
+    "Person Template.md": PERSON_TEMPLATE,
+    "Topic Template.md": TOPIC_TEMPLATE,
+}
diff --git a/backends/advanced/src/advanced_omi_backend/services/neo4j_client.py b/backends/advanced/src/advanced_omi_backend/services/neo4j_client.py
deleted file mode 100644
index 263d01cd..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/neo4j_client.py
+++ /dev/null
@@ -1,64 +0,0 @@
-"""Shared Neo4j client utilities for the advanced OMI backend."""
-
-from typing import Optional
-
-from neo4j import READ_ACCESS, WRITE_ACCESS, Driver, GraphDatabase
-
-
-class Neo4jClient:
-    """Thin wrapper around the Neo4j driver for shared connection management."""
-
-    def __init__(self, uri: str, user: str, password: str):
-        self.uri = uri
-        self.auth = (user, password)
-        self._driver: Optional[Driver] = None
-
-    def get_driver(self) -> Driver:
-        if not self._driver:
-            self._driver = GraphDatabase.driver(self.uri, auth=self.auth)
-        return self._driver
-
-    def session(self, access_mode: Optional[str] = None):
-        driver = self.get_driver()
-        if access_mode:
-            return driver.session(default_access_mode=access_mode)
-        return driver.session()
-
-    def close(self):
-        if self._driver:
-            self._driver.close()
-            self._driver = None
-
-    def reset(self):
-        self.close()
-
-
-class Neo4jInterface:
-    """Access interface with a fixed access mode (read/write)."""
-
-    def __init__(self, client: Neo4jClient, access_mode: str):
-        self.client = client
-        self.access_mode = access_mode
-
-    def session(self):
-        return self.client.session(access_mode=self.access_mode)
-
-    def run(self, query: str, **parameters):
-        """Run a query and return consumed result data.
-
-        Note: For queries requiring iteration over results, use session()
-        directly with a context manager.
-        """
-        with self.session() as session:
-            result = session.run(query, **parameters)
-            return result.data()  # Consume result before session closes
-
-
-class Neo4jReadInterface(Neo4jInterface):
-    def __init__(self, client: Neo4jClient):
-        super().__init__(client, access_mode=READ_ACCESS)
-
-
-class Neo4jWriteInterface(Neo4jInterface):
-    def __init__(self, client: Neo4jClient):
-        super().__init__(client, access_mode=WRITE_ACCESS)
diff --git a/backends/advanced/src/advanced_omi_backend/services/observability/__init__.py b/backends/advanced/src/advanced_omi_backend/services/observability/__init__.py
new file mode 100644
index 00000000..a89a3a61
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/observability/__init__.py
@@ -0,0 +1,17 @@
+"""Observability: a central system-event/error ledger and the machinery that fills it.
+
+- :mod:`system_events` — the ``record_event`` / ``record_event_sync`` recorders, the
+  SSE fan-out, and the async ingest drain.
+- :mod:`log_handler` — a logging handler that turns every ``ERROR``/``CRITICAL`` log
+  into a system event (the catch-all net).
+- :mod:`health_poller` — polls service health and emits an event on each transition
+  (e.g. a sidecar entering a crash loop).
+"""
+
+from advanced_omi_backend.services.observability.system_events import (
+    record_event,
+    record_event_sync,
+    run_event_ingest_drain,
+)
+
+__all__ = ["record_event", "record_event_sync", "run_event_ingest_drain"]
diff --git a/backends/advanced/src/advanced_omi_backend/services/observability/health_poller.py b/backends/advanced/src/advanced_omi_backend/services/observability/health_poller.py
new file mode 100644
index 00000000..f8578e0f
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/observability/health_poller.py
@@ -0,0 +1,250 @@
+"""Service-health poller — records an event on each health transition.
+
+Runs as a background task in the FastAPI process. Every ``POLL_INTERVAL_SECS`` it
+samples three sources and records a :class:`SystemEvent` **only when state changes**,
+so the feed shows *when* something broke or recovered rather than re-alarming every
+tick:
+
+1. **Host-managed services** (via the node agent — :func:`get_external_services`),
+   which already carry the crash-loop signal (``health_detail`` like
+   ``"crash loop: containers restarted N×"``). A service entering a bad state →
+   ``error`` (``critical`` for a crash loop); returning to healthy → ``info``.
+2. **Failed RQ jobs** — newly-failed jobs (hard crashes / timeouts) that the
+   per-site soft-failure taps can't see, deduped by job id.
+3. **Worker fleet heartbeat** — missing, stale, or unhealthy supervisor state.
+4. **Config diagnostics** — new configuration *issues* (errors), forgotten when
+   resolved so they re-alarm if they recur.
+
+Last-known state lives in Redis so it survives a backend restart without
+re-alarming a still-down service.
+"""
+
+import asyncio
+import logging
+
+from rq.job import Job
+
+from advanced_omi_backend.controllers.queue_controller import (
+    QUEUE_NAMES,
+    get_queue,
+    redis_conn,
+)
+from advanced_omi_backend.controllers.system_controller import (
+    get_config_diagnostics,
+    get_external_services,
+)
+from advanced_omi_backend.heartbeat import FLEET_HEALTH_KEY, evaluate_fleet_health
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.observability.system_events import record_event
+
+logger = logging.getLogger("observability.health_poller")
+
+POLL_INTERVAL_SECS = 15
+# Let services finish booting before the first sample (avoid "starting" noise).
+INITIAL_DELAY_SECS = 20
+
+# Redis keys for last-known state.
+_HEALTH_KEY = "system:health:last"  # hash: "{node}/{service}" -> health
+_SEEN_FAILED_KEY = "system:health:seen_failed_jobs"  # set of job ids
+_CONFIG_SEEN_KEY = "system:health:config_issues"  # set of issue keys
+_WORKER_HEALTH_FIELD = "internal/workers-fleet"
+_SEEN_FAILED_TTL = 7 * 24 * 3600
+
+_BAD_WORKER_STATES = {"missing", "stale", "invalid", "unhealthy"}
+
+
+async def _poll_worker_fleet(redis, *, now: float | None = None) -> None:
+    """Record worker fleet outage and recovery transitions."""
+    result = evaluate_fleet_health(await redis.get(FLEET_HEALTH_KEY), now=now)
+    health = result["status"]
+    previous = await redis.hget(_HEALTH_KEY, _WORKER_HEALTH_FIELD)
+
+    # A fresh orchestrator can legitimately be in its startup grace period. Keep a
+    # prior outage active until it reports healthy, but do not alarm on startup.
+    if health == "starting":
+        if previous is None:
+            await redis.hset(_HEALTH_KEY, _WORKER_HEALTH_FIELD, health)
+        return
+
+    if health == previous:
+        return
+
+    previous_bad = previous in _BAD_WORKER_STATES
+    current_bad = health in _BAD_WORKER_STATES
+    await redis.hset(_HEALTH_KEY, _WORKER_HEALTH_FIELD, health)
+
+    metadata = {
+        "health": health,
+        "previous": previous,
+        "heartbeat_age_seconds": round(result.get("age_seconds", 0), 1),
+        "workers_total": result.get("workers_total"),
+        "workers_alive": result.get("workers_alive"),
+    }
+    if current_bad and not previous_bad:
+        await record_event(
+            severity="critical",
+            category="service",
+            source="workers",
+            title="Worker fleet unavailable",
+            detail=(
+                f"{result.get('detail')}. Audio persistence, speech detection, "
+                "transcription, memory, and background jobs may not run."
+            ),
+            metadata=metadata,
+        )
+    elif previous_bad and health == "healthy":
+        await record_event(
+            severity="info",
+            category="service",
+            source="workers",
+            title="Worker fleet recovered",
+            detail=(
+                f"The worker supervisor reports {result.get('workers_alive', 0)}/"
+                f"{result.get('workers_total', 0)} child processes alive."
+            ),
+            metadata=metadata,
+        )
+
+
+def _bad_severity(health: str | None, detail: str) -> str | None:
+    """Return the event severity for a bad health state, or None if it's fine."""
+    if not health:
+        return None
+    if "crash loop" in detail.lower():
+        return "critical"
+    if health == "unhealthy":
+        return "error"
+    if health == "partial":
+        return "warning"
+    return None  # healthy / starting / stopped / unknown are not "bad"
+
+
+async def _poll_external_services(redis) -> None:
+    data = await get_external_services()
+    if not data.get("available"):
+        return  # agent unreachable/unconfigured → unknown, don't fabricate transitions
+
+    for svc in data.get("services", []) or []:
+        if not svc.get("enabled", True):
+            continue
+        name = svc.get("name") or "unknown"
+        node = svc.get("node") or "local"
+        key = f"{node}/{name}"
+        health = svc.get("health") or "unknown"
+        detail = svc.get("health_detail") or ""
+
+        prev = await redis.hget(_HEALTH_KEY, key)
+        if prev == health:
+            continue
+        await redis.hset(_HEALTH_KEY, key, health)
+
+        bad = _bad_severity(health, detail)
+        prev_bad = _bad_severity(prev, "") if prev else None
+        where = "" if node == "local" else f" on {node}"
+
+        if bad and not prev_bad:
+            await record_event(
+                severity=bad,
+                category="service",
+                source=name,
+                title=f"Service '{name}' is {health}{where}",
+                detail=detail or None,
+                metadata={"node": node, "health": health, "previous": prev},
+            )
+        elif prev_bad and not bad and prev is not None:
+            await record_event(
+                severity="info",
+                category="service",
+                source=name,
+                title=f"Service '{name}' recovered ({health}){where}",
+                metadata={"node": node, "previous": prev},
+            )
+
+
+async def _poll_failed_jobs(redis) -> None:
+    for qname in QUEUE_NAMES:
+        try:
+            queue = get_queue(qname)
+            for job_id in queue.failed_job_registry.get_job_ids():
+                if await redis.sismember(_SEEN_FAILED_KEY, job_id):
+                    continue
+                await redis.sadd(_SEEN_FAILED_KEY, job_id)
+                try:
+                    job = Job.fetch(job_id, connection=redis_conn)
+                except Exception:
+                    continue
+                func_name = job.func_name.split(".")[-1] if job.func_name else "unknown"
+                exc = str(job.exc_info) if job.exc_info else None
+                kwargs = job.kwargs or {}
+                meta = job.meta or {}
+                await record_event(
+                    severity="error",
+                    category="job",
+                    source=func_name,
+                    title=f"Job '{func_name}' failed",
+                    detail=exc[-1000:] if exc else None,
+                    traceback=exc,
+                    user_id=kwargs.get("user_id") or None,
+                    client_id=meta.get("client_id") or None,
+                    conversation_id=kwargs.get("conversation_id")
+                    or meta.get("conversation_id")
+                    or None,
+                    metadata={"job_id": job_id, "queue": qname},
+                )
+        except Exception as e:  # noqa: BLE001
+            logger.debug("Failed-job poll for queue %s failed: %s", qname, e)
+
+    await redis.expire(_SEEN_FAILED_KEY, _SEEN_FAILED_TTL)
+
+
+async def _poll_config_diagnostics(redis) -> None:
+    diag = await get_config_diagnostics()
+    issues = diag.get("issues", []) or []
+
+    current: set[str] = set()
+    for issue in issues:
+        component = issue.get("component", "config")
+        message = issue.get("message", "")
+        ikey = f"{component}:{message}"[:300]
+        current.add(ikey)
+        if await redis.sismember(_CONFIG_SEEN_KEY, ikey):
+            continue
+        await redis.sadd(_CONFIG_SEEN_KEY, ikey)
+        await record_event(
+            severity="error" if issue.get("severity") == "error" else "warning",
+            category="config",
+            source=component,
+            title=message[:200] or "Configuration issue",
+            detail=issue.get("resolution"),
+            metadata={"overall_status": diag.get("overall_status")},
+        )
+
+    # Forget issues that have been resolved so they alarm again if they recur.
+    stored = await redis.smembers(_CONFIG_SEEN_KEY)
+    stale = set(stored) - current
+    if stale:
+        await redis.srem(_CONFIG_SEEN_KEY, *stale)
+
+
+async def run_health_poller(app=None) -> None:
+    """Periodic health-transition sampler. Cancelled on app shutdown."""
+    redis = create_async_redis(decode_responses=True)
+    logger.info("🩺 Health poller started (every %ss)", POLL_INTERVAL_SECS)
+    try:
+        await asyncio.sleep(INITIAL_DELAY_SECS)
+        while True:
+            try:
+                await _poll_external_services(redis)
+                await _poll_worker_fleet(redis)
+                await _poll_failed_jobs(redis)
+                await _poll_config_diagnostics(redis)
+            except asyncio.CancelledError:
+                raise
+            except Exception as e:  # noqa: BLE001
+                logger.debug("Health poller pass failed: %s", e)
+            await asyncio.sleep(POLL_INTERVAL_SECS)
+    except asyncio.CancelledError:
+        logger.info("🩺 Health poller stopped")
+        raise
+    finally:
+        await redis.aclose()
diff --git a/backends/advanced/src/advanced_omi_backend/services/observability/log_handler.py b/backends/advanced/src/advanced_omi_backend/services/observability/log_handler.py
new file mode 100644
index 00000000..e25c89dd
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/observability/log_handler.py
@@ -0,0 +1,106 @@
+"""Catch-all logging handler that turns errors into system events.
+
+Attached to the root logger in both the FastAPI process and the RQ worker process,
+this captures every ``ERROR``/``CRITICAL`` log record across the backend and records
+it as a :class:`~advanced_omi_backend.models.system_event.SystemEvent` (via the
+sync, enqueue-only :func:`record_event_sync`). This is the "something from
+everywhere" net: it surfaces failures at sites that were never wired with an
+explicit tap, without touching any of them.
+
+It is deliberately conservative:
+
+* Only ``levelno >= ERROR`` is captured.
+* A skip-set of logger-name prefixes prevents feedback loops (the recorder, the SSE
+  publisher, and the Redis/HTTP client libraries they use must never be captured —
+  otherwise an error while recording an error would recurse).
+* ``emit`` swallows every exception: a logging handler must never raise.
+"""
+
+import logging
+import traceback as _traceback
+
+from advanced_omi_backend.services.observability.system_events import record_event_sync
+
+# Loggers we must never capture — recording an event uses these, so capturing their
+# errors would feed back into the recorder.
+_SKIP_PREFIXES = (
+    "observability",
+    "advanced_omi_backend.services.observability",
+    "sse_publisher",
+    "advanced_omi_backend.services.sse_publisher",
+    "redis",
+    "urllib3",
+    "httpcore",
+)
+
+# Coarse category from logger name; everything else is the generic "log" bucket.
+_CATEGORY_HINTS = (
+    ("audio_processing", "pipeline"),
+    ("transcription", "pipeline"),
+    ("api.requests", "api"),
+    ("plugin", "plugin"),
+)
+
+
+def _category_for(name: str) -> str:
+    for hint, category in _CATEGORY_HINTS:
+        if hint in name:
+            return category
+    return "log"
+
+
+class SystemEventLogHandler(logging.Handler):
+    """A logging handler that records ERROR/CRITICAL logs as system events."""
+
+    def __init__(self) -> None:
+        super().__init__(level=logging.ERROR)
+
+    def emit(self, record: logging.LogRecord) -> None:  # noqa: D401
+        try:
+            name = record.name or "root"
+            if any(name.startswith(prefix) for prefix in _SKIP_PREFIXES):
+                return
+
+            severity = "critical" if record.levelno >= logging.CRITICAL else "error"
+            message = record.getMessage()
+
+            tb = None
+            if record.exc_info:
+                try:
+                    tb = "".join(_traceback.format_exception(*record.exc_info))
+                except Exception:
+                    tb = None
+
+            # Keep the full message in `detail` whenever it would be lost in the
+            # row's (single-line, truncated) title — i.e. when it's long or
+            # multi-line — so the expanded view shows the complete, formatted text.
+            detail = message if (len(message) > 200 or "\n" in message) else None
+
+            record_event_sync(
+                severity=severity,
+                category=_category_for(name),
+                source=name,
+                title=message[:200],
+                detail=detail,
+                traceback=tb,
+                metadata={
+                    "level": record.levelname,
+                    "module": record.module,
+                    "func": record.funcName,
+                    "line": record.lineno,
+                },
+            )
+        except Exception:  # noqa: BLE001 — a handler must never raise
+            pass
+
+
+_installed = False
+
+
+def install_system_event_log_handler() -> None:
+    """Attach the handler to the root logger once (idempotent)."""
+    global _installed
+    if _installed:
+        return
+    logging.getLogger().addHandler(SystemEventLogHandler())
+    _installed = True
diff --git a/backends/advanced/src/advanced_omi_backend/services/observability/system_events.py b/backends/advanced/src/advanced_omi_backend/services/observability/system_events.py
new file mode 100644
index 00000000..7244f3fd
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/observability/system_events.py
@@ -0,0 +1,247 @@
+"""Recorder, live publisher, and ingest drain for the system-event ledger.
+
+Two recording entry points:
+
+* :func:`record_event` — ``async``; used by FastAPI-process code (the health
+  poller). Persists to Mongo and publishes SSE inline.
+* :func:`record_event_sync` — sync; used by RQ workers and the logging handler and
+  by every semantic tap. It does **one** Redis ``LPUSH`` onto an ingest list and
+  nothing else — no Mongo, no event loop. A single async drain
+  (:func:`run_event_ingest_drain`) running in the FastAPI process pops the list and
+  persists. This keeps all the sync/worker paths free of async-Mongo coupling.
+
+Recording is always best-effort: a failure here must never break the caller.
+Recurring identical events collapse onto one row (see ``_DEDUP_WINDOW_SECS``).
+
+Modeled on :func:`advanced_omi_backend.services.memory.audit.record_vault_change`
+and :func:`advanced_omi_backend.services.sse_publisher.publish_sse_event`.
+"""
+
+import asyncio
+import hashlib
+import json
+import logging
+import time
+from datetime import datetime, timedelta, timezone
+from typing import Any, Optional
+
+from advanced_omi_backend.models.system_event import SystemEvent
+from advanced_omi_backend.models.user import User
+from advanced_omi_backend.redis_factory import create_async_redis, create_sync_redis
+from advanced_omi_backend.services.sse_publisher import publish_sse_event
+
+logger = logging.getLogger("observability.system_events")
+
+# Redis list the sync side pushes onto; the async drain pops it.
+INGEST_KEY = "system:events:ingest"
+# Cap pending events so a long backend outage can't grow the list unbounded.
+_INGEST_MAX = 10_000
+# Collapse identical recurring events within this window onto one row.
+_DEDUP_WINDOW_SECS = 30
+# How long admin-id lookups for SSE fan-out are cached.
+_ADMIN_CACHE_TTL = 60
+
+_sync_redis = None
+_admin_ids_cache: dict[str, Any] = {"ids": [], "ts": 0.0}
+
+
+def _get_sync_redis():
+    global _sync_redis
+    if _sync_redis is None:
+        _sync_redis = create_sync_redis(decode_responses=True)
+    return _sync_redis
+
+
+def _fingerprint(severity: str, category: str, source: str, title: str) -> str:
+    raw = f"{severity}|{category}|{source}|{title}".encode("utf-8")
+    return hashlib.sha256(raw).hexdigest()[:16]
+
+
+def _build(
+    *,
+    severity: str,
+    category: str,
+    source: str,
+    title: str,
+    detail: Optional[str],
+    traceback: Optional[str],
+    user_id: Optional[str],
+    client_id: Optional[str],
+    conversation_id: Optional[str],
+    metadata: Optional[dict],
+) -> dict:
+    return {
+        "severity": severity,
+        "category": category,
+        "source": (source or "unknown")[:200],
+        "title": (title or "")[:500],
+        "detail": detail,
+        "traceback": traceback,
+        "user_id": user_id,
+        "client_id": client_id,
+        "conversation_id": conversation_id,
+        "metadata": metadata or {},
+        "fingerprint": _fingerprint(
+            severity, category, source or "unknown", title or ""
+        ),
+    }
+
+
+async def record_event(
+    *,
+    severity: str,
+    category: str,
+    source: str,
+    title: str,
+    detail: Optional[str] = None,
+    traceback: Optional[str] = None,
+    user_id: Optional[str] = None,
+    client_id: Optional[str] = None,
+    conversation_id: Optional[str] = None,
+    metadata: Optional[dict] = None,
+) -> None:
+    """Record an event from async (FastAPI-process) code: persist + publish inline."""
+    event = _build(
+        severity=severity,
+        category=category,
+        source=source,
+        title=title,
+        detail=detail,
+        traceback=traceback,
+        user_id=user_id,
+        client_id=client_id,
+        conversation_id=conversation_id,
+        metadata=metadata,
+    )
+    await _persist_and_publish(event)
+
+
+def record_event_sync(
+    *,
+    severity: str,
+    category: str,
+    source: str,
+    title: str,
+    detail: Optional[str] = None,
+    traceback: Optional[str] = None,
+    user_id: Optional[str] = None,
+    client_id: Optional[str] = None,
+    conversation_id: Optional[str] = None,
+    metadata: Optional[dict] = None,
+) -> None:
+    """Record an event from sync code (workers, logging handler, taps): enqueue only."""
+    try:
+        event = _build(
+            severity=severity,
+            category=category,
+            source=source,
+            title=title,
+            detail=detail,
+            traceback=traceback,
+            user_id=user_id,
+            client_id=client_id,
+            conversation_id=conversation_id,
+            metadata=metadata,
+        )
+        r = _get_sync_redis()
+        r.lpush(INGEST_KEY, json.dumps(event))
+        r.ltrim(INGEST_KEY, 0, _INGEST_MAX - 1)
+    except Exception:  # noqa: BLE001 — recording must never break the caller
+        pass
+
+
+async def _persist_and_publish(event: dict) -> None:
+    try:
+        doc = await _upsert(event)
+        if doc is not None:
+            await _fan_out_sse(doc)
+    except Exception as e:  # noqa: BLE001 — best-effort
+        logger.warning("Failed to record system event %r: %s", event.get("title"), e)
+
+
+async def _upsert(event: dict):
+    """Insert a new event, or collapse onto a recent identical one (dedup window)."""
+    now = datetime.now(timezone.utc)
+    window_start = now - timedelta(seconds=_DEDUP_WINDOW_SECS)
+    existing = await SystemEvent.find_one(
+        SystemEvent.fingerprint == event["fingerprint"],
+        SystemEvent.last_seen_at >= window_start,
+    )
+    if existing is not None:
+        existing.occurrences += 1
+        existing.last_seen_at = now
+        if event.get("detail"):
+            existing.detail = event["detail"]
+        if event.get("traceback"):
+            existing.traceback = event["traceback"]
+        await existing.save()
+        return existing
+
+    doc = SystemEvent(
+        severity=event["severity"],
+        category=event["category"],
+        source=event["source"],
+        title=event["title"],
+        detail=event.get("detail"),
+        traceback=event.get("traceback"),
+        user_id=event.get("user_id"),
+        client_id=event.get("client_id"),
+        conversation_id=event.get("conversation_id"),
+        fingerprint=event["fingerprint"],
+        metadata=event.get("metadata") or {},
+        created_at=now,
+        last_seen_at=now,
+    )
+    await doc.insert()
+    return doc
+
+
+async def _get_admin_ids() -> list[str]:
+    now = time.time()
+    if _admin_ids_cache["ids"] and now - _admin_ids_cache["ts"] < _ADMIN_CACHE_TTL:
+        return _admin_ids_cache["ids"]
+    try:
+        admins = await User.find(User.is_superuser == True).to_list()  # noqa: E712
+        _admin_ids_cache["ids"] = [str(u.id) for u in admins]
+        _admin_ids_cache["ts"] = now
+    except Exception:  # noqa: BLE001
+        logger.debug("Failed to refresh admin ids for SSE fan-out", exc_info=True)
+    return _admin_ids_cache["ids"]
+
+
+async def _fan_out_sse(doc) -> None:
+    """Push a lightweight notification to every admin's SSE channel (per-user bus)."""
+    try:
+        payload = {
+            "id": str(doc.id),
+            "severity": doc.severity,
+            "category": doc.category,
+            "source": doc.source,
+            "title": doc.title,
+        }
+        for admin_id in await _get_admin_ids():
+            publish_sse_event(admin_id, "system.error", payload)
+    except Exception:  # noqa: BLE001
+        logger.debug("SSE fan-out for system event failed", exc_info=True)
+
+
+async def run_event_ingest_drain() -> None:
+    """Drain the sync ingest list into Mongo + SSE. Runs in the FastAPI process."""
+    redis = create_async_redis(decode_responses=True)
+    logger.info("📋 System-event ingest drain started")
+    try:
+        while True:
+            try:
+                item = await redis.brpop([INGEST_KEY], timeout=5)
+                if item is None:
+                    continue
+                _key, raw = item
+                await _persist_and_publish(json.loads(raw))
+            except asyncio.CancelledError:
+                logger.info("📋 System-event ingest drain stopped")
+                raise
+            except Exception as e:  # noqa: BLE001
+                logger.warning("System-event drain iteration failed: %s", e)
+                await asyncio.sleep(1)
+    finally:
+        await redis.aclose()
diff --git a/backends/advanced/src/advanced_omi_backend/services/observation_curation.py b/backends/advanced/src/advanced_omi_backend/services/observation_curation.py
new file mode 100644
index 00000000..b6b65790
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/observation_curation.py
@@ -0,0 +1,670 @@
+"""Conservative Codex curation for event-driven screen observations."""
+
+from __future__ import annotations
+
+import asyncio
+import hashlib
+import json
+import logging
+import os
+import tempfile
+from datetime import datetime, timedelta, timezone
+from pathlib import Path
+from typing import Any
+
+import httpx
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.device_input import (
+    DeviceInputItem,
+    DeviceInputJob,
+    utcnow,
+)
+from advanced_omi_backend.services.memory.agent.codex_agent import (
+    codex_executor_available,
+)
+from advanced_omi_backend.services.memory.vault_manager import ConvDocVaultManager
+
+logger = logging.getLogger(__name__)
+
+_OPEN_CURATION_INTERVAL = timedelta(minutes=15)
+_AUDIO_LOOKBACK = timedelta(minutes=35)
+_IMMICH_MARGIN = timedelta(minutes=30)
+_CODEX_TIMEOUT_SECONDS = 600
+
+_DECISION_SCHEMA = {
+    "type": "object",
+    "additionalProperties": False,
+    "properties": {
+        "decision": {
+            "type": "string",
+            "enum": [
+                "discard",
+                "duplicate",
+                "text_update",
+                "dedicated_note",
+                "promote_image",
+                "alternative_preview",
+            ],
+        },
+        "reason": {"type": "string"},
+        "duplicate_observation_id": {"type": ["string", "null"]},
+        "alternative_frame_id": {"type": ["integer", "null"]},
+        "note_path": {"type": ["string", "null"]},
+        "title": {"type": "string"},
+        "summary": {"type": "string"},
+        "facts": {"type": "array", "items": {"type": "string"}},
+        "retain_image": {"type": "boolean"},
+        "immich_item_id": {"type": ["string", "null"]},
+    },
+    "required": [
+        "decision",
+        "reason",
+        "duplicate_observation_id",
+        "alternative_frame_id",
+        "note_path",
+        "title",
+        "summary",
+        "facts",
+        "retain_image",
+        "immich_item_id",
+    ],
+}
+
+_PROMPT = """\
+You curate one Chronicle screen observation into a personal Obsidian vault. Return only
+the requested structured decision. Be highly selective: routine navigation, repeated
+screens, passive media, and low-information context should normally be discarded.
+
+The screenshot is sparse supporting evidence, not permission to invent. `output` audio
+is system/media audio: character dialogue, lyrics, presenters, and game dialogue are
+NEVER facts about the user. You may retain a media title/episode/progress and an explicit
+user reaction. `input` audio may be personal speech, but attribute facts only when the
+transcript's speaker evidence supports it.
+
+Use `text_update` for a small Daily/YYYY-MM-DD.md entry. Use `dedicated_note` only for a
+durable event/project/topic/place/media experience; choose a safe relative `.md` path.
+Use `promote_image` only when the ScreenPipe preview or one of the supplied Immich
+thumbnail candidates adds durable value; set `immich_item_id` only for the latter. Use
+`alternative_preview` only if this image is unusable and a genuinely different ranked
+frame exists. Use `duplicate` only when the supplied canonical observation id is clear.
+Never write a fake conversation note for screen context.
+"""
+
+
+def _as_utc(value: datetime) -> datetime:
+    if value.tzinfo is None:
+        return value.replace(tzinfo=timezone.utc)
+    return value.astimezone(timezone.utc)
+
+
+def observation_revision(item: DeviceInputItem) -> str:
+    payload = {
+        "lifecycle": item.lifecycle,
+        "related_conversation_ids": sorted(item.related_conversation_ids),
+        "samples": [
+            [sample.get("captured_at"), sample.get("content_fingerprint")]
+            for sample in item.samples
+        ],
+    }
+    return hashlib.sha256(
+        json.dumps(payload, sort_keys=True, separators=(",", ":")).encode("utf-8")
+    ).hexdigest()
+
+
+def safe_note_path(root: Path, requested: str | None, captured_at: datetime) -> Path:
+    relative = requested or f"Daily/{_as_utc(captured_at).date().isoformat()}.md"
+    candidate = Path(relative)
+    if candidate.is_absolute() or candidate.suffix.lower() != ".md":
+        raise ValueError("curation note path must be a relative Markdown path")
+    if candidate.parts and candidate.parts[0] in {
+        "Templates",
+        "Conversations",
+        "_media",
+    }:
+        raise ValueError("screen observations cannot write to this vault area")
+    resolved = (root / candidate).resolve()
+    resolved.relative_to(root.resolve())
+    return resolved
+
+
+async def _related_context(
+    item: DeviceInputItem,
+) -> tuple[list[dict[str, Any]], list[dict[str, Any]], list[dict[str, Any]]]:
+    start = _as_utc(item.captured_at)
+    end = _as_utc(item.ended_at or utcnow())
+    conversations = await Conversation.find(
+        Conversation.user_id == item.user_id,
+        Conversation.created_at >= start - _AUDIO_LOOKBACK,
+        Conversation.created_at <= end,
+    ).to_list()
+    audio: list[dict[str, Any]] = []
+    related_ids: list[str] = []
+    for conversation in conversations:
+        conversation_start = _as_utc(conversation.created_at)
+        conversation_end = conversation_start + timedelta(
+            seconds=conversation.audio_total_duration or 0
+        )
+        if conversation_end < start or conversation_start > end:
+            continue
+        direction = "unknown"
+        source_id = conversation.external_source_id or ""
+        parts = source_id.split(":")
+        if len(parts) >= 3 and parts[0] == "screenpipe":
+            direction = parts[2]
+        audio.append(
+            {
+                "conversation_id": conversation.conversation_id,
+                "direction": direction,
+                "summary": conversation.summary or conversation.detailed_summary,
+                "transcript": (conversation.transcript or "")[:6000],
+            }
+        )
+        related_ids.append(conversation.conversation_id)
+    item.related_conversation_ids = sorted(set(related_ids))
+
+    immich = await DeviceInputItem.find(
+        DeviceInputItem.user_id == item.user_id,
+        DeviceInputItem.kind == "immich_memory",
+        DeviceInputItem.captured_at >= start - _IMMICH_MARGIN,
+        DeviceInputItem.captured_at <= end + _IMMICH_MARGIN,
+    ).to_list()
+    immich_context = [
+        {
+            "id": str(candidate.id),
+            "captured_at": candidate.captured_at.isoformat(),
+            "metadata": candidate.metadata,
+        }
+        for candidate in immich[:12]
+    ]
+    duplicate_rows = (
+        await DeviceInputItem.find(
+            DeviceInputItem.user_id == item.user_id,
+            DeviceInputItem.source_id == item.source_id,
+            DeviceInputItem.kind == "observation",
+            DeviceInputItem.captured_at >= start - timedelta(days=1),
+            DeviceInputItem.captured_at < start,
+        )
+        .sort("-captured_at")
+        .limit(20)
+        .to_list()
+    )
+    duplicates = [
+        {
+            "id": str(candidate.id),
+            "captured_at": candidate.captured_at.isoformat(),
+            "metadata": candidate.metadata,
+            "latest_text": (
+                candidate.samples[-1].get("text", "") if candidate.samples else ""
+            ),
+            "curation": candidate.curation,
+        }
+        for candidate in duplicate_rows
+    ]
+    return audio, immich_context, duplicates
+
+
+async def run_codex_observation_agent(
+    item: DeviceInputItem,
+    root: Path,
+    audio: list[dict[str, Any]],
+    immich: list[dict[str, Any]],
+    duplicate_candidates: list[dict[str, Any]],
+) -> dict[str, Any]:
+    available, detail = codex_executor_available()
+    if not available:
+        raise RuntimeError(detail)
+    binary = detail
+    root.mkdir(parents=True, exist_ok=True)
+    payload = {
+        "observation_id": str(item.id),
+        "source_item_id": item.source_item_id,
+        "captured_at": item.captured_at.isoformat(),
+        "ended_at": item.ended_at.isoformat() if item.ended_at else None,
+        "lifecycle": item.lifecycle,
+        "metadata": item.metadata,
+        "samples": item.samples,
+        "frame_candidates": item.frame_candidates,
+        "related_audio": audio,
+        "nearby_immich": immich,
+        "duplicate_candidates": duplicate_candidates,
+        "existing_vault_paths": ConvDocVaultManager().list_docs(item.user_id)[:200],
+    }
+    prompt = (
+        f"{_PROMPT}\n\nObservation data:\n{json.dumps(payload, ensure_ascii=False)}"
+    )
+    with tempfile.TemporaryDirectory(prefix="chronicle-observation-") as temp_dir:
+        workspace = Path(temp_dir)
+        schema_path = workspace / "decision-schema.json"
+        output_path = workspace / "decision.json"
+        schema_path.write_text(json.dumps(_DECISION_SCHEMA), encoding="utf-8")
+        command = [
+            binary,
+            "exec",
+            "--ephemeral",
+            "--skip-git-repo-check",
+            "--color",
+            "never",
+            "--sandbox",
+            "read-only",
+            "--cd",
+            str(root),
+            "--output-schema",
+            str(schema_path),
+            "--output-last-message",
+            str(output_path),
+        ]
+        if item.media_data:
+            suffix = Path(item.media_filename or "preview.jpg").suffix or ".jpg"
+            image_path = workspace / f"preview{suffix}"
+            image_path.write_bytes(item.media_data)
+            command.extend(["--image", str(image_path)])
+        for index, candidate in enumerate(immich[:3]):
+            asset_id = candidate.get("metadata", {}).get("asset_id")
+            if not asset_id:
+                continue
+            try:
+                data, content_type = await _immich_image(
+                    str(asset_id), "thumbnail?size=thumbnail", max_bytes=5 * 1024 * 1024
+                )
+            except Exception as exc:
+                logger.warning("Immich thumbnail %s unavailable: %s", asset_id, exc)
+                continue
+            suffix = ".png" if content_type == "image/png" else ".jpg"
+            image_path = workspace / f"immich-{index}-{asset_id}{suffix}"
+            image_path.write_bytes(data)
+            command.extend(["--image", str(image_path)])
+        command.append("-")
+        process = await asyncio.create_subprocess_exec(
+            *command,
+            stdin=asyncio.subprocess.PIPE,
+            stdout=asyncio.subprocess.PIPE,
+            stderr=asyncio.subprocess.PIPE,
+        )
+        _, stderr = await asyncio.wait_for(
+            process.communicate(prompt.encode("utf-8")), timeout=_CODEX_TIMEOUT_SECONDS
+        )
+        if process.returncode != 0:
+            raise RuntimeError(
+                f"Codex observation curation failed: {stderr.decode(errors='replace')[-2000:]}"
+            )
+        return json.loads(output_path.read_text(encoding="utf-8"))
+
+
+async def _queue_alternative(item: DeviceInputItem, frame_id: int) -> bool:
+    if int(item.metadata.get("preview_count") or 0) >= 2:
+        return False
+    valid_ids = {candidate.get("frame_id") for candidate in item.frame_candidates}
+    if frame_id not in valid_ids or frame_id == item.metadata.get("preview_frame_id"):
+        return False
+    await DeviceInputJob(
+        user_id=item.user_id,
+        source_id=item.source_id,
+        kind="thumbnail",
+        start_at=item.captured_at,
+        end_at=item.ended_at,
+        purpose="observation_alternative_preview",
+        payload={
+            "item_id": str(item.id),
+            "frame_id": frame_id,
+            "width": 640,
+            "preview_index": 2,
+        },
+    ).insert()
+    item.metadata = {**item.metadata, "alternative_preview_requested": True}
+    return True
+
+
+async def _ensure_preview_retry(item: DeviceInputItem) -> None:
+    if int(item.metadata.get("preview_count") or 0) >= 1:
+        return
+    existing = await DeviceInputJob.find_one(
+        DeviceInputJob.source_id == item.source_id,
+        DeviceInputJob.kind == "thumbnail",
+        {"payload.item_id": str(item.id)},
+        {"status": {"$in": ["pending", "claimed"]}},
+    )
+    if existing or not item.frame_candidates:
+        return
+    await DeviceInputJob(
+        user_id=item.user_id,
+        source_id=item.source_id,
+        kind="thumbnail",
+        start_at=item.captured_at,
+        end_at=item.ended_at,
+        purpose="observation_preview_retry",
+        payload={
+            "item_id": str(item.id),
+            "frame_id": item.frame_candidates[0]["frame_id"],
+            "width": 640,
+            "preview_index": 1,
+        },
+    ).insert()
+
+
+async def _queue_source_media(item: DeviceInputItem) -> None:
+    existing = await DeviceInputJob.find_one(
+        DeviceInputJob.source_id == item.source_id,
+        DeviceInputJob.kind == "source_media",
+        {"payload.item_id": str(item.id)},
+        {"status": {"$in": ["pending", "claimed", "complete"]}},
+    )
+    if existing:
+        return
+    frame_id = item.metadata.get("preview_frame_id")
+    if frame_id is None:
+        frame_id = item.frame_candidates[0]["frame_id"]
+    await DeviceInputJob(
+        user_id=item.user_id,
+        source_id=item.source_id,
+        kind="source_media",
+        start_at=item.captured_at,
+        end_at=item.ended_at,
+        purpose="observation_vault_media",
+        payload={
+            "item_id": str(item.id),
+            "frame_id": frame_id,
+            "width": 1280,
+            "preview_index": int(item.metadata.get("preview_count") or 1),
+        },
+    ).insert()
+
+
+async def _immich_image(
+    asset_id: str, endpoint: str, *, max_bytes: int = 25 * 1024 * 1024
+) -> tuple[bytes, str]:
+    base = os.getenv("IMMICH_URL", "").rstrip("/")
+    key = os.getenv("IMMICH_API_KEY", "")
+    if not base or not key:
+        raise RuntimeError("Immich is not configured")
+    async with httpx.AsyncClient(
+        timeout=60, headers={"x-api-key": key, "Accept": "image/*"}
+    ) as client:
+        response = await client.get(f"{base}/api/assets/{asset_id}/{endpoint}")
+        response.raise_for_status()
+        if len(response.content) > max_bytes:
+            raise ValueError("Immich image exceeds the curation media limit")
+        content_type = response.headers.get("content-type", "image/jpeg").split(";", 1)[
+            0
+        ]
+        if not content_type.startswith("image/"):
+            raise ValueError("Immich returned non-image content")
+        return response.content, content_type
+
+
+def _promote_image_bytes(data: bytes, content_type: str, root: Path) -> tuple[str, str]:
+    if not data or not content_type:
+        raise ValueError("cannot promote empty image data")
+    suffixes = {
+        "image/jpeg": ".jpg",
+        "image/png": ".png",
+        "image/webp": ".webp",
+        "image/heic": ".heic",
+        "image/avif": ".avif",
+    }
+    suffix = suffixes.get(content_type)
+    if suffix is None:
+        raise ValueError("unsupported vault image type")
+    digest = hashlib.sha256(data).hexdigest()
+    media_dir = root / "_media"
+    media_dir.mkdir(parents=True, exist_ok=True)
+    target = media_dir / f"{digest}{suffix}"
+    if not target.exists():
+        temporary = target.with_suffix(target.suffix + ".part")
+        temporary.write_bytes(data)
+        os.replace(temporary, target)
+    return target.relative_to(root).as_posix(), digest
+
+
+def _write_media_provenance(
+    root: Path,
+    digest: str,
+    media_path: str,
+    item: DeviceInputItem,
+    *,
+    source_provider: str,
+    source_media_id: str,
+) -> str:
+    notes_dir = root / "Media"
+    notes_dir.mkdir(parents=True, exist_ok=True)
+    note = notes_dir / f"{digest}.md"
+    if not note.exists():
+        conversations = ", ".join(item.related_conversation_ids)
+        temporary = note.with_suffix(".md.part")
+        temporary.write_text(
+            "---\n"
+            f"source: {source_provider}\n"
+            f"source_id: {item.source_id}\n"
+            f"source_media_id: {source_media_id}\n"
+            f"captured_at: {item.captured_at.isoformat()}\n"
+            f"observation_id: {item.id}\n"
+            f"conversation_ids: [{conversations}]\n"
+            f"content_hash: {digest}\n"
+            "---\n\n"
+            f"![[../{media_path}]]\n",
+            encoding="utf-8",
+        )
+        os.replace(temporary, note)
+    return note.relative_to(root).as_posix()
+
+
+def _append_vault_observation(
+    item: DeviceInputItem,
+    decision: dict[str, Any],
+    revision: str,
+    root: Path,
+    promoted_path: str | None,
+) -> str:
+    requested = decision.get("note_path")
+    if decision["decision"] == "text_update":
+        requested = None
+    note = safe_note_path(root, requested, item.captured_at)
+    note.parent.mkdir(parents=True, exist_ok=True)
+    marker = f"<!-- observation:{item.id}:{revision} -->"
+    existing = note.read_text(encoding="utf-8") if note.exists() else ""
+    if marker in existing:
+        return note.relative_to(root).as_posix()
+    heading = (
+        decision.get("title") or item.metadata.get("window_name") or "Screen context"
+    )
+    timestamp = _as_utc(item.captured_at).strftime("%H:%M")
+    lines = [f"## {timestamp} — {heading}", "", decision.get("summary", "").strip()]
+    facts = [
+        str(fact).strip() for fact in decision.get("facts", []) if str(fact).strip()
+    ]
+    if facts:
+        lines.extend(["", *[f"- {fact}" for fact in facts]])
+    if promoted_path:
+        lines.extend(["", f"![[{promoted_path}]]"])
+    if item.related_conversation_ids:
+        lines.extend(
+            [
+                "",
+                "Related conversations: "
+                + ", ".join(
+                    f"[[Conversations/{conversation_id}]]"
+                    for conversation_id in item.related_conversation_ids
+                ),
+            ]
+        )
+    lines.extend(["", marker, ""])
+    temporary = note.with_suffix(note.suffix + ".part")
+    temporary.write_text(
+        existing.rstrip() + "\n\n" + "\n".join(lines), encoding="utf-8"
+    )
+    os.replace(temporary, note)
+    return note.relative_to(root).as_posix()
+
+
+async def apply_curation_decision(
+    item: DeviceInputItem, decision: dict[str, Any], revision: str
+) -> bool:
+    item.agent_reason = str(decision.get("reason") or "")
+    action = decision["decision"]
+    if action == "alternative_preview":
+        frame_id = decision.get("alternative_frame_id")
+        if isinstance(frame_id, int) and await _queue_alternative(item, frame_id):
+            item.curation = "pending"
+            await item.save()
+            return False
+        action = "discard"
+
+    if action == "duplicate":
+        target_id = decision.get("duplicate_observation_id")
+        try:
+            target = await DeviceInputItem.get(target_id) if target_id else None
+        except Exception:
+            target = None
+        if (
+            target is None
+            or target.user_id != item.user_id
+            or target.kind != "observation"
+            or str(target.id) == str(item.id)
+        ):
+            raise ValueError("agent selected an invalid duplicate observation")
+        item.duplicate_of = str(target.id)
+        item.curation = "duplicate"
+        if item.lifecycle == "closed":
+            item.media_data = None
+            item.media_filename = None
+            item.media_content_type = None
+            item.content_hash = None
+    elif action == "discard":
+        item.curation = "discarded"
+        if item.lifecycle == "closed":
+            item.media_data = None
+            item.media_filename = None
+            item.media_content_type = None
+            item.content_hash = None
+    else:
+        retain_image = bool(decision.get("retain_image")) or action == "promote_image"
+        immich_item_id = decision.get("immich_item_id") if retain_image else None
+        if (
+            retain_image
+            and not immich_item_id
+            and not item.metadata.get("source_media_available")
+        ):
+            await _queue_source_media(item)
+            item.metadata = {**item.metadata, "promotion_pending": True}
+            item.curation = "pending"
+            await item.save()
+            return False
+        root = ConvDocVaultManager().user_root(item.user_id)
+        root.mkdir(parents=True, exist_ok=True)
+        promoted = None
+        provenance_path = None
+        if retain_image and immich_item_id:
+            try:
+                immich_item = await DeviceInputItem.get(immich_item_id)
+            except Exception:
+                immich_item = None
+            if (
+                immich_item is None
+                or immich_item.user_id != item.user_id
+                or immich_item.kind != "immich_memory"
+            ):
+                raise ValueError("agent selected an invalid Immich candidate")
+            asset_id = immich_item.metadata.get("asset_id")
+            data, content_type = await _immich_image(str(asset_id), "original")
+            promoted, digest = _promote_image_bytes(data, content_type, root)
+            immich_item.promoted_path = promoted
+            immich_item.content_hash = digest
+            immich_item.state = "promoted"
+            await immich_item.save()
+            provenance_path = _write_media_provenance(
+                root,
+                digest,
+                promoted,
+                item,
+                source_provider="immich",
+                source_media_id=str(asset_id),
+            )
+        elif retain_image:
+            if not item.media_data or not item.media_content_type:
+                raise ValueError("selected ScreenPipe image is unavailable")
+            promoted, digest = _promote_image_bytes(
+                item.media_data, item.media_content_type, root
+            )
+            item.content_hash = digest
+            item.promoted_path = promoted
+            provenance_path = _write_media_provenance(
+                root,
+                digest,
+                promoted,
+                item,
+                source_provider="screenpipe",
+                source_media_id=str(item.metadata.get("preview_frame_id") or ""),
+            )
+        path = _append_vault_observation(item, decision, revision, root, promoted)
+        item.vault_paths = sorted(
+            set(
+                [
+                    *item.vault_paths,
+                    path,
+                    *([provenance_path] if provenance_path else []),
+                ]
+            )
+        )
+        item.curation = "promoted" if promoted else "linked"
+        if promoted:
+            item.state = "promoted"
+    item.curation_revision = revision
+    item.curated_at = utcnow()
+    await item.save()
+    return True
+
+
+async def process_observation_curation() -> dict[str, Any]:
+    pending = await DeviceInputItem.find(
+        DeviceInputItem.kind == "observation",
+        DeviceInputItem.curation == "pending",
+    ).to_list()
+    processed = 0
+    waiting = 0
+    failed = 0
+    now = utcnow()
+    for item in pending:
+        revision = observation_revision(item)
+        if item.curation_revision == revision:
+            continue
+        if (
+            item.lifecycle == "open"
+            and item.curated_at is not None
+            and _as_utc(item.curated_at) > now - _OPEN_CURATION_INTERVAL
+        ):
+            continue
+        visual_expected = bool(item.frame_candidates) and not item.metadata.get(
+            "inactive"
+        )
+        if visual_expected and not item.media_data:
+            await _ensure_preview_retry(item)
+            waiting += 1
+            continue
+        item.curation = "curating"
+        await item.save()
+        try:
+            audio, immich, duplicate_candidates = await _related_context(item)
+            root = ConvDocVaultManager().user_root(item.user_id)
+            decision = await run_codex_observation_agent(
+                item, root, audio, immich, duplicate_candidates
+            )
+            if await apply_curation_decision(item, decision, revision):
+                processed += 1
+        except Exception as exc:
+            available, _ = codex_executor_available()
+            if not available:
+                item.curation = "pending"
+                waiting += 1
+                logger.info("observation %s awaits Codex: %s", item.id, exc)
+            else:
+                item.curation = "failed"
+                item.agent_reason = str(exc)[:2000]
+                failed += 1
+                logger.exception("observation %s curation failed", item.id)
+            await item.save()
+    return {
+        "pending": len(pending),
+        "processed": processed,
+        "waiting": waiting,
+        "failed": failed,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py b/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
deleted file mode 100644
index b02a6fa0..00000000
--- a/backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
+++ /dev/null
@@ -1,484 +0,0 @@
-"""Obsidian vault ingestion service for Neo4j graph database.
-
-This module provides functionality to parse, chunk, embed, and ingest Obsidian markdown
-notes into a Neo4j graph database. It extracts notes, chunks them for vector search,
-generates embeddings, and stores them with relationships (folders, tags, links) in Neo4j.
-
-The service supports:
-- Parsing Obsidian markdown files with frontmatter
-- Character-based chunking with overlap
-- Embedding generation using configured models
-- Graph storage with Note, Chunk, Folder, Tag, and Link relationships
-- Vector similarity search via Neo4j vector indexes
-"""
-
-import hashlib
-import logging
-import os
-import re
-from pathlib import Path
-from typing import List, Literal, Optional, TypedDict
-
-from advanced_omi_backend.services.memory.config import (
-    load_config_yml as load_root_config,
-)
-from advanced_omi_backend.services.memory.providers.llm_providers import (
-    chunk_text_with_spacy,
-    generate_openai_embeddings,
-)
-from advanced_omi_backend.services.neo4j_client import (
-    Neo4jClient,
-    Neo4jReadInterface,
-    Neo4jWriteInterface,
-)
-from advanced_omi_backend.utils.config_utils import resolve_value
-from advanced_omi_backend.utils.model_utils import get_model_config
-
-logger = logging.getLogger(__name__)
-
-
-class NoteData(TypedDict):
-    path: str
-    name: str
-    folder: str
-    content: str
-    wordcount: int
-    links: List[str]
-    tags: List[str]
-
-
-class ChunkPayload(TypedDict):
-    text: str
-    embedding: List[float]
-
-
-class ObsidianSearchResult(TypedDict):
-    results: List[str]
-
-
-class ObsidianSearchError(Exception):
-    """Raised when Obsidian search fails at a specific stage."""
-
-    def __init__(self, stage: Literal["embedding", "database"], message: str):
-        super().__init__(message)
-        self.stage = stage
-
-
-def load_env_file(filepath: Path) -> dict[str, str]:
-    """Load environment variables from a .env file.
-
-    Args:
-        filepath: Path to the .env file to load.
-
-    Returns:
-        Dictionary of key-value pairs from the .env file.
-    """
-    env_vars = {}
-    if filepath.exists():
-        with open(filepath, "r") as f:
-            for line in f:
-                line = line.strip()
-                if not line or line.startswith("#"):
-                    continue
-                if "=" in line:
-                    parts = line.split("=", 1)
-                    key = parts[0].strip()
-                    value = parts[1].strip() if len(parts) > 1 else ""
-                    # Handle quotes
-                    if (value.startswith("'") and value.endswith("'")) or (
-                        value.startswith('"') and value.endswith('"')
-                    ):
-                        value = value[1:-1]
-                    env_vars[key] = value
-    return env_vars
-
-
-class ObsidianService:
-    """Service for ingesting Obsidian vaults into Neo4j graph database."""
-
-    def __init__(self):
-        """Initialize the Obsidian service with configuration from config.yml and environment."""
-        # Resolve paths relative to this file
-        # backends/advanced/src/advanced_omi_backend/services/obsidian_service.py
-        self.CURRENT_DIR = Path(__file__).parent.resolve()
-
-        # Load configuration strictly from standard locations
-        # Prefer /app/config.yml inside containers (mounted by docker-compose)
-        # Fallbacks handled by shared utility
-        config_data = load_root_config()
-
-        # Get model configurations using shared utility
-        llm_config = get_model_config(config_data, "llm")
-        if not llm_config:
-            raise ValueError("Configuration for 'defaults.llm' not found in config.yml")
-
-        embed_config = get_model_config(config_data, "embedding")
-        if not embed_config:
-            raise ValueError("Configuration for 'defaults.embedding' not found in config.yml")
-
-        # Neo4j Connection - Prefer environment variables passed by Docker Compose
-        neo4j_host = os.getenv("NEO4J_HOST")
-        # Load .env file as fallback (for local dev or if env vars not set)
-        candidate_env_files = [
-            Path("/app/.env"),
-            self.CURRENT_DIR.parent.parent.parent.parent
-            / ".env",  # Project root .env file ToDo cleanup needed after k8s is migrated and there is no .env file in the project root.
-            self.CURRENT_DIR.parent.parent.parent.parent
-            / "backends"
-            / "advanced"
-            / ".env",  # repo path
-        ]
-        env_data = {}
-        for p in candidate_env_files:
-            if p.exists():
-                env_data.update(load_env_file(p))
-
-        # Use env var first, then fallback to .env file
-        if not neo4j_host:
-            neo4j_host = env_data.get("NEO4J_HOST")
-
-        if not neo4j_host:
-            raise KeyError("NEO4J_HOST not found in environment or .env")
-
-        self.neo4j_uri = f"bolt://{neo4j_host}:7687"
-        self.neo4j_user = os.getenv("NEO4J_USER") or env_data.get("NEO4J_USER", "neo4j")
-        self.neo4j_password = os.getenv("NEO4J_PASSWORD") or env_data.get("NEO4J_PASSWORD", "")
-
-        # Models / API - Loaded strictly from config.yml
-        self.embedding_model = str(resolve_value(embed_config["model_name"]))
-        self.embedding_dimensions = int(resolve_value(embed_config["embedding_dimensions"]))
-        self.openai_base_url = str(resolve_value(llm_config["model_url"]))
-        self.openai_api_key = str(resolve_value(llm_config["api_key"]))
-
-        # Chunking - uses shared spaCy/text fallback utility
-        self.chunk_word_limit = 120
-
-        self.neo4j_client = Neo4jClient(self.neo4j_uri, self.neo4j_user, self.neo4j_password)
-        self.read_interface = Neo4jReadInterface(self.neo4j_client)
-        self.write_interface = Neo4jWriteInterface(self.neo4j_client)
-
-    def close(self):
-        """Close the Neo4j driver connection and clean up resources."""
-        self.neo4j_client.close()
-
-    def reset_driver(self):
-        """Reset the driver connection, forcing it to be recreated with current credentials."""
-        self.neo4j_client.reset()
-
-    def setup_database(self) -> None:
-        """Create database constraints and vector index for notes and chunks."""
-        # Reset driver to ensure we use current credentials
-        self.reset_driver()
-        with self.write_interface.session() as session:
-            session.run(
-                "CREATE CONSTRAINT note_path IF NOT EXISTS FOR (n:Note) REQUIRE n.path IS UNIQUE"
-            )
-            session.run(
-                "CREATE CONSTRAINT chunk_id IF NOT EXISTS FOR (c:Chunk) REQUIRE c.id IS UNIQUE"
-            )
-            index_query = f"""
-            CREATE VECTOR INDEX chunk_embeddings IF NOT EXISTS
-            FOR (c:Chunk) ON (c.embedding)
-            OPTIONS {{indexConfig: {{
-             `vector.dimensions`: {self.embedding_dimensions},
-             `vector.similarity_function`: 'cosine'
-            }}}}
-            """
-            session.run(index_query)
-
-    @staticmethod
-    def _clean_text(text: str) -> str:
-        """Normalize whitespace for embedding inputs."""
-        return re.sub(r"\s+", " ", text).strip()
-
-    def parse_obsidian_note(self, root: str, filename: str, vault_path: str) -> NoteData:
-        """Parse an Obsidian markdown file and extract metadata.
-
-        Args:
-            root: Directory containing the file.
-            filename: Name of the markdown file.
-            vault_path: Root path of the Obsidian vault.
-
-        Returns:
-            NoteData dictionary with parsed content, links, tags, and metadata.
-        """
-        full_path = os.path.join(root, filename)
-        # Vault path might be relative or absolute, handle it
-        try:
-            rel_path = os.path.relpath(full_path, vault_path)
-        except ValueError:
-            rel_path = filename  # Fallback if paths on different drives (Windows)
-
-        # Robust reading with encoding fallbacks
-        raw_text = None
-        for enc in ("utf-8", "utf-8-sig", "latin-1"):
-            try:
-                with open(full_path, "r", encoding=enc, errors="strict") as f:
-                    raw_text = f.read()
-                break
-            except UnicodeDecodeError:
-                continue
-        if raw_text is None:
-            with open(full_path, "r", encoding="utf-8", errors="replace") as f:
-                raw_text = f.read()
-
-        fm_match = re.match(r"^---\s*\n(.*?)\n---\s*\n", raw_text, re.DOTALL)
-        content = raw_text[fm_match.end() :] if fm_match else raw_text
-
-        """
-        Pattern breakdown:
-        \[\[ matches [[
-        ([^\]|]+) captures the link name (one or more chars except ] or |)
-        (?:\|[^\]]+)? optionally matches |display text
-        \]\] matches ]]
-        Matches: [[note]] and [[note|display text]]
-        """
-        links = re.findall(r"\[\[([^\]|]+)(?:\|[^\]]+)?\]\]", content)
-        tags = re.findall(r"#([a-zA-Z0-9_\-/]+)", content)
-
-        return {
-            "path": rel_path,
-            "name": filename.replace(".md", ""),
-            "folder": os.path.basename(root),
-            "content": content.strip(),
-            "wordcount": len(content.split()),
-            "links": links,
-            "tags": tags,
-        }
-
-    async def chunking_and_embedding(self, note_data: NoteData) -> List[ChunkPayload]:
-        """Chunk note content and generate embeddings for each chunk.
-
-        Args:
-            note_data: Parsed note data to process.
-
-        Returns:
-            List of chunk payloads with text and embedding vectors.
-        """
-        text_chunks = chunk_text_with_spacy(
-            note_data["content"],
-            max_tokens=self.chunk_word_limit,
-        )
-        logger.info(
-            f"Processing: {note_data['path']} ({len(note_data['content'])} chars -> {len(text_chunks)} chunks)"
-        )
-
-        cleaned_chunks: List[str] = []
-        original_chunks: List[str] = []
-        for txt in text_chunks:
-            cleaned = self._clean_text(txt)
-            if cleaned:
-                cleaned_chunks.append(cleaned)
-                original_chunks.append(txt)
-            else:
-                logger.warning(f"Skipping empty chunk for {note_data['path']}")
-
-        if not cleaned_chunks:
-            return []
-
-        try:
-            vectors = await generate_openai_embeddings(
-                cleaned_chunks,
-                api_key=self.openai_api_key,
-                base_url=self.openai_base_url,
-                model=self.embedding_model,
-            )
-        except Exception as e:
-            logger.exception(f"Embedding generation failed for {note_data['path']}: {e}")
-            return []
-
-        chunk_payloads: List[ChunkPayload] = []
-        for orig_text, vector in zip(original_chunks, vectors):
-            if vector:
-                chunk_payloads.append({"text": orig_text, "embedding": vector})
-            else:
-                logger.warning(f"Embedding missing for chunk in {note_data['path']}")
-
-        return chunk_payloads
-
-    def ingest_note_and_chunks(self, note_data: NoteData, chunks: List[ChunkPayload]) -> None:
-        """Store note and chunks in Neo4j with relationships to folders, tags, and links.
-
-        Args:
-            note_data: Parsed note data to store.
-            chunks: List of chunks with embeddings to store.
-        """
-        with self.write_interface.session() as session:
-            session.run(
-                """
-                MERGE (f:Folder {name: $folder})
-                MERGE (n:Note {path: $path})
-                SET n.name = $name, n.wordcount = $wordcount
-                MERGE (n)-[:IN_FOLDER]->(f)
-            """,
-                path=note_data["path"],
-                name=note_data["name"],
-                folder=note_data["folder"],
-                wordcount=note_data["wordcount"],
-            )
-
-            for i, chunk in enumerate(chunks):
-                chunk_id = hashlib.md5(f"{note_data['path']}_{i}".encode()).hexdigest()
-                session.run(
-                    """
-                    MATCH (n:Note {path: $path})
-                    MERGE (c:Chunk {id: $chunk_id})
-                    SET c.text = $text, c.embedding = $embedding, c.index = $index
-                    MERGE (n)-[:HAS_CHUNK]->(c)
-                """,
-                    path=note_data["path"],
-                    chunk_id=chunk_id,
-                    text=chunk["text"],
-                    embedding=chunk["embedding"],
-                    index=i,
-                )
-
-            for tag in note_data["tags"]:
-                session.run(
-                    "MATCH (n:Note {path: $path}) MERGE (t:Tag {name: $tag}) MERGE (n)-[:HAS_TAG]->(t)",
-                    path=note_data["path"],
-                    tag=tag,
-                )
-            for link in note_data["links"]:
-                session.run(
-                    "MATCH (source:Note {path: $path}) MERGE (target:Note {name: $link}) "
-                    "ON CREATE SET target.path = $link + '.md' MERGE (source)-[:LINKS_TO]->(target)",
-                    path=note_data["path"],
-                    link=link,
-                )
-
-    async def ingest_vault(self, vault_path: str) -> dict:
-        """Ingest an entire Obsidian vault into Neo4j.
-
-        Processes all markdown files in the vault, chunks them, generates embeddings,
-        and stores them in Neo4j with relationships.
-
-        Args:
-            vault_path: Path to the Obsidian vault directory.
-
-        Returns:
-            Dictionary with status, processed count, and any errors.
-
-        Raises:
-            FileNotFoundError: If vault path doesn't exist.
-        """
-        if not os.path.exists(vault_path):
-            raise FileNotFoundError(f"Vault path not found: {vault_path}")
-
-        self.setup_database()
-
-        processed = 0
-        errors = []
-
-        for root, dirs, files in os.walk(vault_path):
-            dirs[:] = [d for d in dirs if not d.startswith(".")]
-            for file in files:
-                if file.endswith(".md"):
-                    try:
-                        note_data = self.parse_obsidian_note(root, file, vault_path)
-                        chunk_payloads = await self.chunking_and_embedding(note_data)
-
-                        if chunk_payloads:
-                            self.ingest_note_and_chunks(note_data, chunk_payloads)
-                            processed += 1
-                    except Exception as e:
-                        logger.exception(f"Processing {file} failed")
-                        errors.append(f"{file}: {str(e)}")
-
-        return {"status": "success", "processed": processed, "errors": errors}
-
-    async def search_obsidian(self, query: str, limit: int = 5) -> ObsidianSearchResult:
-        """Search Obsidian vault for relevant context using vector search and graph traversal.
-
-        Args:
-            query: User's search query.
-            limit: Maximum number of chunks to retrieve.
-
-        Returns:
-            Result payload containing the formatted contexts (if any) and structured error info.
-        """
-        try:
-            clean_query = self._clean_text(query)
-            vectors = await generate_openai_embeddings(
-                [clean_query],
-                api_key=self.openai_api_key,
-                base_url=self.openai_base_url,
-                model=self.embedding_model,
-            )
-            query_vector = vectors[0] if vectors else None
-        except Exception as exc:
-            logger.error("Obsidian search embedding failed: %s", exc)
-            raise ObsidianSearchError("embedding", str(exc)) from exc
-
-        if not query_vector:
-            return {"results": []}
-
-        cypher_query = """
-        CALL db.index.vector.queryNodes('chunk_embeddings', $limit, $vector)
-        YIELD node AS chunk, score
-        
-        // Find the parent Note
-        MATCH (note:Note)-[:HAS_CHUNK]->(chunk)
-        
-        // Get graph context: What tags and linked files are around this note?
-        OPTIONAL MATCH (note)-[:HAS_TAG]->(t:Tag)
-        OPTIONAL MATCH (note)-[:LINKS_TO]->(linked:Note)
-        
-        RETURN 
-            note.name AS source,
-            chunk.text AS content,
-            collect(DISTINCT t.name) AS tags,
-            collect(DISTINCT linked.name) AS outgoing_links,
-            score
-        ORDER BY score DESC
-        """
-
-        context_entries = []
-        try:
-            with self.read_interface.session() as session:
-                results = session.run(cypher_query, vector=query_vector, limit=limit)
-
-                for record in results:
-                    entry = f"SOURCE: {record['source']}\n"
-                    tags = record["tags"]
-                    if tags:
-                        entry += f"TAGS: {', '.join(tags)}\n"
-                    links = record["outgoing_links"]
-                    if links:
-                        entry += f"RELATED NOTES: {', '.join(links)}\n"
-                    entry += f"CONTENT: {record['content']}\n"
-                    entry += "---"
-                    context_entries.append(entry)
-        except Exception as e:
-            logger.error(f"Obsidian search failed: {e}")
-            raise ObsidianSearchError("database", str(e)) from e
-
-        return {"results": context_entries}
-
-
-# Lazy initialization to avoid startup failures
-_obsidian_service: Optional[ObsidianService] = None
-
-
-def get_obsidian_service() -> ObsidianService:
-    """Get or create the Obsidian service singleton.
-
-    Returns:
-        ObsidianService instance, creating it on first access.
-    """
-    global _obsidian_service
-    if _obsidian_service is None:
-        _obsidian_service = ObsidianService()
-    return _obsidian_service
-
-
-# Backward compatibility: module-level access uses lazy initialization
-# This property-like access ensures the service is only created when first used
-class _ObsidianServiceProxy:
-    """Proxy for lazy access to obsidian_service."""
-
-    def __getattr__(self, name):
-        return getattr(get_obsidian_service(), name)
-
-
-obsidian_service = _ObsidianServiceProxy()
diff --git a/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py b/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
index c5836b89..b60ecfb4 100644
--- a/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
+++ b/backends/advanced/src/advanced_omi_backend/services/plugin_assistant.py
@@ -13,6 +13,7 @@
 from advanced_omi_backend.llm_client import async_chat_with_tools
 from advanced_omi_backend.plugins.events import PluginEvent
 from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.services.plugin_service import get_plugin_router
 
 logger = logging.getLogger(__name__)
 
@@ -286,14 +287,20 @@ async def _exec_tool(name: str, arguments: dict) -> dict:
         metadata = await system_controller.get_plugins_metadata()
         plugin_id = arguments.get("plugin_id")
         if plugin_id:
-            plugins = [p for p in metadata.get("plugins", []) if p.get("plugin_id") == plugin_id]
+            plugins = [
+                p
+                for p in metadata.get("plugins", [])
+                if p.get("plugin_id") == plugin_id
+            ]
             return {"plugins": plugins, "status": "success"}
         return metadata
 
     if name == "apply_plugin_config":
         plugin_id = arguments["plugin_id"]
         config = {k: v for k, v in arguments.items() if k != "plugin_id"}
-        return await system_controller.update_plugin_config_structured(plugin_id, config)
+        return await system_controller.update_plugin_config_structured(
+            plugin_id, config
+        )
 
     if name == "test_plugin_connection":
         plugin_id = arguments["plugin_id"]
@@ -327,8 +334,6 @@ async def _exec_tool(name: str, arguments: dict) -> dict:
         }
 
     if name == "get_recent_events":
-        from advanced_omi_backend.services.plugin_service import get_plugin_router
-
         router = get_plugin_router()
         if not router:
             return {"events": [], "status": "plugin_router_not_initialized"}
@@ -418,7 +423,9 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
     full_messages = [{"role": "system", "content": system_prompt}] + messages
 
     for _ in range(MAX_TOOL_ROUNDS):
-        response = await async_chat_with_tools(full_messages, tools=TOOLS, operation="plugin_assistant")
+        response = await async_chat_with_tools(
+            full_messages, tools=TOOLS, operation="plugin_assistant"
+        )
         choice = response.choices[0]
 
         # If the model wants to call tools, execute them and loop
@@ -441,11 +448,15 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
 
                     if confirmation == "rejected":
                         # User rejected — add tool result and let model respond
-                        full_messages.append({
-                            "role": "tool",
-                            "tool_call_id": tool_call.id,
-                            "content": json.dumps({"rejected": True, "reason": "User declined"}),
-                        })
+                        full_messages.append(
+                            {
+                                "role": "tool",
+                                "tool_call_id": tool_call.id,
+                                "content": json.dumps(
+                                    {"rejected": True, "reason": "User declined"}
+                                ),
+                            }
+                        )
                         continue
 
                     if not confirmation:
@@ -473,11 +484,13 @@ async def generate_response_stream(messages: list[dict]) -> AsyncGenerator[dict,
 
                 yield {"type": "tool_result", "name": fn_name, "result": result}
 
-                full_messages.append({
-                    "role": "tool",
-                    "tool_call_id": tool_call.id,
-                    "content": json.dumps(result, default=str),
-                })
+                full_messages.append(
+                    {
+                        "role": "tool",
+                        "tool_call_id": tool_call.id,
+                        "content": json.dumps(result, default=str),
+                    }
+                )
 
             if needs_confirmation:
                 # Stop the loop — frontend will re-send with confirmation
diff --git a/backends/advanced/src/advanced_omi_backend/services/plugin_service.py b/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
index 9a8cc205..838d71a6 100644
--- a/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
+++ b/backends/advanced/src/advanced_omi_backend/services/plugin_service.py
@@ -4,6 +4,7 @@
 worker jobs to trigger plugins without accessing FastAPI app state directly.
 """
 
+import asyncio
 import importlib
 import inspect
 import logging
@@ -15,10 +16,21 @@
 from typing import Any, Dict, List, Optional, Type
 
 import yaml
+from dotenv import dotenv_values
+from dotenv import set_key as dotenv_set_key
 
 from advanced_omi_backend.config_loader import get_plugins_yml_path
-from advanced_omi_backend.plugins import BasePlugin, PluginRouter
+from advanced_omi_backend.plugins import (
+    BasePlugin,
+    PluginConnectivityError,
+    PluginRouter,
+)
+from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.plugins.router import PluginHealth
 from advanced_omi_backend.plugins.services import PluginServices
+from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.redis_factory import create_sync_redis
+from advanced_omi_backend.services.observability import record_event_sync
 
 logger = logging.getLogger(__name__)
 
@@ -48,9 +60,6 @@ def _get_plugins_dir() -> Path:
 def load_plugin_env(plugin_id: str) -> Dict[str, str]:
     """Load per-plugin .env file from plugins/{id}/.env.
 
-    Parses KEY=value lines, skipping comments and blank lines.
-    Strips surrounding quotes from values.
-
     Args:
         plugin_id: Plugin identifier (directory name)
 
@@ -63,26 +72,12 @@ def load_plugin_env(plugin_id: str) -> Dict[str, str]:
     if not env_path.exists():
         return {}
 
-    env_vars: Dict[str, str] = {}
     try:
-        with open(env_path, "r") as f:
-            for line in f:
-                line = line.strip()
-                if not line or line.startswith("#"):
-                    continue
-                if "=" not in line:
-                    continue
-                key, _, value = line.partition("=")
-                key = key.strip()
-                value = value.strip()
-                # Strip surrounding quotes
-                if len(value) >= 2 and value[0] == value[-1] and value[0] in ('"', "'"):
-                    value = value[1:-1]
-                env_vars[key] = value
+        values = dotenv_values(str(env_path))
+        return {k: v for k, v in values.items() if v is not None}
     except Exception as e:
         logger.warning(f"Failed to read plugin .env for '{plugin_id}': {e}")
-
-    return env_vars
+        return {}
 
 
 def save_plugin_env(plugin_id: str, env_vars: Dict[str, str]) -> Path:
@@ -102,17 +97,18 @@ def save_plugin_env(plugin_id: str, env_vars: Dict[str, str]) -> Path:
     plugin_dir = plugins_dir / plugin_id
     env_path = plugin_dir / ".env"
 
+    # Ensure plugin directory and .env file exist
+    plugin_dir.mkdir(parents=True, exist_ok=True)
+    if not env_path.exists():
+        env_path.touch()
+
     # Load existing values and merge
     existing = load_plugin_env(plugin_id)
     existing.update(env_vars)
 
-    # Ensure plugin directory exists
-    plugin_dir.mkdir(parents=True, exist_ok=True)
-
-    # Write all values
-    with open(env_path, "w") as f:
-        for key, value in existing.items():
-            f.write(f"{key}={value}\n")
+    # Write all values using python-dotenv (preserves comments in existing files)
+    for key, value in existing.items():
+        dotenv_set_key(str(env_path), key, value, quote_mode="never")
 
     logger.info(f"Saved {len(env_vars)} env var(s) to {env_path}")
     return env_path
@@ -176,7 +172,9 @@ def replacer(match):
         return value
 
 
-def load_plugin_config(plugin_id: str, orchestration_config: Dict[str, Any]) -> Dict[str, Any]:
+def load_plugin_config(
+    plugin_id: str, orchestration_config: Dict[str, Any]
+) -> Dict[str, Any]:
     """
     Load complete plugin configuration from multiple sources.
 
@@ -215,9 +213,13 @@ def load_plugin_config(plugin_id: str, orchestration_config: Dict[str, Any]) ->
             with open(plugin_config_path, "r") as f:
                 plugin_config = yaml.safe_load(f) or {}
                 config.update(plugin_config)
-                logger.debug(f"Loaded {len(plugin_config)} config keys for '{plugin_id}'")
+                logger.debug(
+                    f"Loaded {len(plugin_config)} config keys for '{plugin_id}'"
+                )
         else:
-            logger.debug(f"No config.yml found for plugin '{plugin_id}' at {plugin_config_path}")
+            logger.debug(
+                f"No config.yml found for plugin '{plugin_id}' at {plugin_config_path}"
+            )
 
     except Exception as e:
         logger.warning(f"Failed to load config.yml for plugin '{plugin_id}': {e}")
@@ -231,6 +233,17 @@ def load_plugin_config(plugin_id: str, orchestration_config: Dict[str, Any]) ->
     config["events"] = orchestration_config.get("events", [])
     config["condition"] = orchestration_config.get("condition", {"type": "always"})
 
+    # config/plugins.yml is orchestration-only; plugin settings live in the
+    # plugin's own config.yml. Warn about extra keys instead of silently
+    # dropping them (e.g. an `actions:` block that never takes effect).
+    ignored_keys = set(orchestration_config) - {"enabled", "events", "condition"}
+    if ignored_keys:
+        logger.warning(
+            f"Plugin '{plugin_id}': ignoring non-orchestration key(s) "
+            f"{sorted(ignored_keys)} in config/plugins.yml — plugin settings "
+            f"belong in plugins/{plugin_id}/config.yml"
+        )
+
     # Add plugin ID for reference
     config["plugin_id"] = plugin_id
 
@@ -398,7 +411,9 @@ def load_schema_yml(plugin_id: str) -> Optional[Dict[str, Any]]:
     return None
 
 
-def infer_schema_from_config(plugin_id: str, config_dict: Dict[str, Any]) -> Dict[str, Any]:
+def infer_schema_from_config(
+    plugin_id: str, config_dict: Dict[str, Any]
+) -> Dict[str, Any]:
     """Infer configuration schema from plugin config.yml.
 
     This function analyzes the config.yml file to generate a JSON schema
@@ -480,8 +495,7 @@ def mask_secrets_in_config(
             if env_var and env_var in secret_env_vars:
                 # Check if env var is set in per-plugin .env or os.environ
                 is_set = bool(
-                    (plugin_env and plugin_env.get(env_var))
-                    or os.environ.get(env_var)
+                    (plugin_env and plugin_env.get(env_var)) or os.environ.get(env_var)
                 )
                 masked_config[key] = "••••••••••••" if is_set else ""
 
@@ -527,7 +541,9 @@ def get_plugin_metadata(
 
     # Mask secrets in current config
     current_config = load_plugin_config(plugin_id, orchestration_config)
-    masked_config = mask_secrets_in_config(current_config, config_schema, plugin_env=plugin_env)
+    masked_config = mask_secrets_in_config(
+        current_config, config_schema, plugin_env=plugin_env
+    )
 
     # Mark which env vars are set (check per-plugin .env first, then os.environ)
     for env_var_name, env_var_schema in config_schema.get("env_vars", {}).items():
@@ -727,17 +743,20 @@ def _build_plugin_router() -> Optional[PluginRouter]:
 
                     # Let plugin register its prompts with the prompt registry
                     try:
-                        from advanced_omi_backend.prompt_registry import get_prompt_registry
                         plugin.register_prompts(get_prompt_registry())
                     except Exception as e:
-                        logger.debug(f"Plugin '{plugin_id}' prompt registration skipped: {e}")
+                        logger.debug(
+                            f"Plugin '{plugin_id}' prompt registration skipped: {e}"
+                        )
 
                     # Note: async initialization happens in app_factory lifespan or reload_plugins
                     router.register_plugin(plugin_id, plugin)
                     logger.info(f"Plugin '{plugin_id}' registered successfully")
 
                 except Exception as e:
-                    logger.error(f"Failed to register plugin '{plugin_id}': {e}", exc_info=True)
+                    logger.error(
+                        f"Failed to register plugin '{plugin_id}': {e}", exc_info=True
+                    )
 
             logger.info(
                 f"Plugin registration complete: {len(router.plugins)} plugin(s) registered"
@@ -746,8 +765,7 @@ def _build_plugin_router() -> Optional[PluginRouter]:
             logger.info("No plugins.yml found, plugins disabled")
 
         # Attach PluginServices for cross-plugin and system interaction
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-        services = PluginServices(router=router, redis_url=redis_url)
+        services = PluginServices(router=router)
         router.set_services(services)
 
         return router
@@ -779,6 +797,167 @@ def init_plugin_router() -> Optional[PluginRouter]:
     return _plugin_router
 
 
+async def initialize_plugins(router: PluginRouter) -> Dict[str, List]:
+    """Initialize all enabled plugins on a router, recording health per plugin.
+
+    Shared by every process that hosts a plugin router (FastAPI app, streaming
+    worker, wakeword worker, RQ workers, hot-reload). Failure handling:
+
+    - PluginConnectivityError -> DEGRADED: the plugin's external dependency is
+      unreachable (e.g. Home Assistant on a powered-off server). Logged as a
+      single-line warning, and run_plugin_recovery() retries it with backoff.
+    - Any other exception -> FAILED: real config/setup error, logged with
+      traceback.
+
+    Returns:
+        Summary dict: {"initialized": [ids], "degraded": [ids],
+        "failed": [{"plugin_id", "error"}]}
+    """
+    summary: Dict[str, List] = {"initialized": [], "degraded": [], "failed": []}
+    for plugin_id, plugin in router.plugins.items():
+        if not plugin.enabled:
+            continue
+        try:
+            await plugin.initialize()
+            router.mark_plugin_initialized(plugin_id)
+            summary["initialized"].append(plugin_id)
+            logger.info(f"Plugin '{plugin_id}' initialized")
+        except PluginConnectivityError as e:
+            router.mark_plugin_degraded(plugin_id, str(e))
+            summary["degraded"].append(plugin_id)
+            logger.warning(
+                f"Plugin '{plugin_id}' degraded — dependency unreachable, "
+                f"will retry in background: {e}"
+            )
+        except Exception as e:
+            router.mark_plugin_failed(plugin_id, str(e))
+            summary["failed"].append({"plugin_id": plugin_id, "error": str(e)})
+            logger.error(
+                f"Failed to initialize plugin '{plugin_id}': {e}", exc_info=True
+            )
+    return summary
+
+
+async def run_plugin_recovery(
+    router: PluginRouter,
+    *,
+    initial_delay: float = 30.0,
+    max_delay: float = 600.0,
+    tick: float = 15.0,
+    health_interval: float = 300.0,
+) -> None:
+    """Background recovery loop for plugins with unhealthy external dependencies.
+
+    Run as a long-lived asyncio task in each process that hosts a plugin router.
+    Two jobs:
+
+    1. Re-run initialize() for DEGRADED/FAILED plugins with per-plugin
+       exponential backoff (initial_delay doubling up to max_delay). On success
+       the plugin flips to INITIALIZED and a "recovered" system event is
+       recorded, so health state reflects reality without a process restart.
+    2. Every health_interval, run health_check() on INITIALIZED plugins; a
+       not-ok result demotes the plugin to DEGRADED, which feeds it back into
+       (1). This catches dependencies that go down mid-day, not just at boot.
+
+    Cancellation-safe; an unexpected error in one tick never kills the loop.
+    """
+    delays: Dict[str, float] = {}  # plugin_id -> current backoff delay
+    next_due: Dict[str, float] = {}  # plugin_id -> monotonic time of next retry
+    last_health_probe = time.monotonic()
+
+    while True:
+        try:
+            await asyncio.sleep(tick)
+            now = time.monotonic()
+
+            # --- 1. Retry init for degraded/failed plugins, with backoff ---
+            for plugin_id, plugin in router.plugins.items():
+                health = router.plugin_health.get(plugin_id)
+                if health is None or not plugin.enabled:
+                    continue
+                if health.status not in (PluginHealth.DEGRADED, PluginHealth.FAILED):
+                    delays.pop(plugin_id, None)
+                    next_due.pop(plugin_id, None)
+                    continue
+
+                if plugin_id not in next_due:
+                    # First time we see this plugin unhealthy: schedule, don't retry yet
+                    delays[plugin_id] = initial_delay
+                    next_due[plugin_id] = now + initial_delay
+                    continue
+                if now < next_due[plugin_id]:
+                    continue
+
+                was_failed = health.status == PluginHealth.FAILED
+                try:
+                    await plugin.initialize()
+                    router.mark_plugin_initialized(plugin_id)
+                    delays.pop(plugin_id, None)
+                    next_due.pop(plugin_id, None)
+                    logger.info(f"Plugin '{plugin_id}' recovered")
+                    record_event_sync(
+                        severity="info",
+                        category="plugin",
+                        source=plugin_id,
+                        title=f"Plugin '{plugin_id}' recovered",
+                        detail="initialize() succeeded on background retry",
+                        metadata={"plugin_id": plugin_id},
+                    )
+                except PluginConnectivityError as e:
+                    # Still unreachable — quiet debug log, back off further
+                    health.error = str(e)
+                    delay = min(delays.get(plugin_id, initial_delay) * 2, max_delay)
+                    delays[plugin_id] = delay
+                    next_due[plugin_id] = now + delay
+                    logger.debug(
+                        f"Plugin '{plugin_id}' still unreachable, next retry in {delay:.0f}s: {e}"
+                    )
+                except Exception as e:
+                    # Only record a FAILED event on the transition, not every retry
+                    if was_failed:
+                        health.error = str(e)
+                    else:
+                        router.mark_plugin_failed(plugin_id, str(e))
+                    delay = min(delays.get(plugin_id, initial_delay) * 2, max_delay)
+                    delays[plugin_id] = delay
+                    next_due[plugin_id] = now + delay
+                    logger.warning(
+                        f"Plugin '{plugin_id}' retry failed, next retry in {delay:.0f}s: {e}"
+                    )
+
+            # --- 2. Periodic health probe: demote initialized plugins that went down ---
+            if now - last_health_probe >= health_interval:
+                last_health_probe = now
+                for plugin_id, plugin in router.plugins.items():
+                    health = router.plugin_health.get(plugin_id)
+                    if (
+                        health is None
+                        or not plugin.enabled
+                        or health.status != PluginHealth.INITIALIZED
+                    ):
+                        continue
+                    try:
+                        result = await asyncio.wait_for(
+                            plugin.health_check(), timeout=10
+                        )
+                    except Exception as e:
+                        result = {"ok": False, "message": str(e)}
+                    if not result.get("ok", False):
+                        router.mark_plugin_degraded(
+                            plugin_id,
+                            str(result.get("message") or "health check failed"),
+                        )
+                        logger.warning(
+                            f"Plugin '{plugin_id}' health check failed, marked degraded: "
+                            f"{result.get('message')}"
+                        )
+
+        except asyncio.CancelledError:
+            return
+        except Exception:
+            logger.exception("Plugin recovery loop tick failed (loop continues)")
+
+
 async def ensure_plugin_router() -> Optional[PluginRouter]:
     """Get or initialize the plugin router with all plugins initialized.
 
@@ -795,17 +974,66 @@ async def ensure_plugin_router() -> Optional[PluginRouter]:
     logger.info("Initializing plugin router in worker process...")
     plugin_router = init_plugin_router()
     if plugin_router:
-        for plugin_id, plugin in plugin_router.plugins.items():
-            try:
-                await plugin.initialize()
-                plugin_router.mark_plugin_initialized(plugin_id)
-                logger.info(f"Plugin '{plugin_id}' initialized")
-            except Exception as e:
-                plugin_router.mark_plugin_failed(plugin_id, str(e))
-                logger.error(f"Failed to initialize plugin '{plugin_id}': {e}")
+        await initialize_plugins(plugin_router)
     return plugin_router
 
 
+async def dispatch_plugin_event(
+    event: PluginEvent,
+    user_id: str,
+    data: dict,
+    metadata: Optional[dict] = None,
+    description: str = "",
+    require_router: bool = False,
+) -> Optional[list]:
+    """Dispatch an event to the plugin system with standard logging.
+
+    Handles the common pattern of: ensure router -> dispatch event -> log results.
+
+    Args:
+        event: Plugin event to dispatch
+        user_id: User ID for the event
+        data: Event-specific data dict
+        metadata: Optional metadata dict
+        description: Log context (e.g., "conversation=abc123, memories=5")
+        require_router: If True and no router, raise RuntimeError instead of returning None
+
+    Returns:
+        List of plugin results, or None if no router available
+
+    Raises:
+        RuntimeError: If require_router=True and no plugin router is available
+    """
+    plugin_router = await ensure_plugin_router()
+
+    if not plugin_router:
+        if require_router:
+            raise RuntimeError(
+                f"Plugin router could not be initialized in worker process. "
+                f"{event.value} event will NOT be dispatched!"
+            )
+        return None
+
+    logger.info(f"🔌 DISPATCH: {event.value} event ({description})")
+
+    plugin_results = await plugin_router.dispatch_event(
+        event=event,
+        user_id=user_id,
+        data=data,
+        metadata=metadata or {},
+    )
+
+    result_count = len(plugin_results) if plugin_results else 0
+    logger.info(f"🔌 RESULT: {event.value} dispatched to {result_count} plugins")
+
+    if plugin_results:
+        for result in plugin_results:
+            if result.message:
+                logger.info(f"  Plugin result: {result.message}")
+
+    return plugin_results
+
+
 async def cleanup_plugin_router() -> None:
     """Clean up the plugin router and all registered plugins."""
     global _plugin_router
@@ -872,15 +1100,9 @@ async def reload_plugins(app=None) -> Dict[str, Any]:
     initialized = []
     failed = []
     if new_router:
-        for plugin_id, plugin in new_router.plugins.items():
-            try:
-                await plugin.initialize()
-                new_router.mark_plugin_initialized(plugin_id)
-                initialized.append(plugin_id)
-            except Exception as e:
-                new_router.mark_plugin_failed(plugin_id, str(e))
-                failed.append({"plugin_id": plugin_id, "error": str(e)})
-                logger.error(f"Failed to initialize plugin '{plugin_id}': {e}")
+        summary = await initialize_plugins(new_router)
+        initialized = summary["initialized"] + summary["degraded"]
+        failed = summary["failed"]
 
     # 4. Atomic swap — from this point, all callers see the new router
     _plugin_router = new_router
@@ -927,14 +1149,13 @@ def signal_worker_restart() -> None:
     plugin router's lifecycle (e.g. during or after a failed reload).
     """
     try:
-        import redis
-
-        redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-        client = redis.from_url(redis_url, decode_responses=True)
+        client = create_sync_redis(decode_responses=True)
         try:
             timestamp = time.strftime("%Y-%m-%dT%H:%M:%S")
             client.set(WORKER_RESTART_KEY, timestamp)
-            logger.info(f"Worker restart signal sent via Redis key '{WORKER_RESTART_KEY}'")
+            logger.info(
+                f"Worker restart signal sent via Redis key '{WORKER_RESTART_KEY}'"
+            )
         finally:
             client.close()
     except Exception as e:
diff --git a/backends/advanced/src/advanced_omi_backend/services/reaper.py b/backends/advanced/src/advanced_omi_backend/services/reaper.py
new file mode 100644
index 00000000..329d1055
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/reaper.py
@@ -0,0 +1,121 @@
+"""Background reaper: a single periodic loop that backstops several cleanups.
+
+Each sweep here is a *belt-and-suspenders* backstop for a primary mechanism that
+should already have done the work — the reaper only catches what slipped through:
+
+1. **Stale clients** — a ``ClientState`` whose handler wedged and never tripped
+   the WebSocket idle read-timeout, reaped by ``last_activity`` age so the Network
+   page can't show an immortal "connected" zombie.
+2. **Orphaned audio streams** — remove legacy TTLs so a disconnected persistence
+   worker cannot turn into data loss. Deletion belongs to the consumer-group
+   durability gate, never to an age-based reaper.
+3. **Orphaned deferred jobs** — RQ chain jobs stuck ``deferred`` forever because a
+   dependency was hard-deleted (no completion/failure event ever fires to promote
+   them, and ``Dependency(allow_failure=True)`` only covers a dependency that
+   *fails*, not one that *vanishes*). See :mod:`advanced_omi_backend.services.job_reaper`.
+
+It runs as a fire-and-forget asyncio task started in the app lifespan. All sweeps
+share one coarse interval — this is the cold path, not the hot path.
+"""
+
+import asyncio
+import logging
+import time
+
+from advanced_omi_backend.client_manager import get_client_manager
+from advanced_omi_backend.config import WS_IDLE_TIMEOUT_SECS
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.job_reaper import reap_orphaned_deferred_jobs
+
+logger = logging.getLogger(__name__)
+
+# How often the reaper sweeps. Coarse — this is a backstop, not the hot path.
+REAP_INTERVAL_SECS = 300
+
+# A client is reaped once it has been silent for this long. Set well beyond the
+# idle read-timeout so we only ever catch clients the primary path missed.
+STALE_CLIENT_AGE_SECS = max(WS_IDLE_TIMEOUT_SECS * 3, 300)
+
+
+async def _reap_stale_clients() -> int:
+    """Force-clean clients that have been silent past STALE_CLIENT_AGE_SECS."""
+    # Lazy import to avoid a circular import at module load (websocket_controller
+    # imports heavily from the rest of the backend).
+    from advanced_omi_backend.controllers.websocket_controller import (
+        cleanup_client_state,
+    )
+
+    manager = get_client_manager()
+    now = time.time()
+    reaped = 0
+    for client_id, state in manager.get_all_clients().items():
+        age = now - state.last_activity
+        if age <= STALE_CLIENT_AGE_SECS:
+            continue
+        logger.warning(
+            f"🧟 Reaping stale client {client_id} — silent for {age:.0f}s "
+            f"(> {STALE_CLIENT_AGE_SECS:.0f}s); idle-timeout path did not fire"
+        )
+        try:
+            await cleanup_client_state(client_id)
+            reaped += 1
+        except Exception as e:
+            logger.error(f"Failed to reap stale client {client_id}: {e}", exc_info=True)
+    return reaped
+
+
+async def _reap_orphaned_streams() -> int:
+    """Remove unsafe TTLs from orphaned raw-audio write-ahead logs."""
+    redis = create_async_redis(decode_responses=True)
+    protected = 0
+    try:
+        async for key in redis.scan_iter(match="audio:stream:*", count=100):
+            ttl = await redis.ttl(key)
+            if ttl >= 0:
+                await redis.persist(key)
+                protected += 1
+                logger.warning(
+                    f"🛡️ Removed unsafe {ttl}s TTL from orphaned audio log {key}; "
+                    "retaining until consumer-group durability is proven"
+                )
+    finally:
+        await redis.close()
+    return protected
+
+
+async def _reap_orphaned_deferred_jobs() -> int:
+    """Delete deferred RQ jobs whose dependency chain can never promote them."""
+    # job_reaper uses synchronous RQ/Redis calls — run them off the event loop.
+    result = await asyncio.to_thread(reap_orphaned_deferred_jobs)
+    reaped = result.get("deleted", 0)
+    for d in result.get("details", []):
+        logger.warning(
+            f"🧟 Reaped orphaned deferred job {d['job_id']} "
+            f"(conv={d['conversation_id']}; {d['reason']})"
+        )
+    return reaped
+
+
+async def run_reaper() -> None:
+    """Periodic backstop sweep. Cancelled on app shutdown."""
+    logger.info(
+        f"🧹 Reaper started (every {REAP_INTERVAL_SECS}s; stale-client age "
+        f"{STALE_CLIENT_AGE_SECS:.0f}s)"
+    )
+    while True:
+        try:
+            await asyncio.sleep(REAP_INTERVAL_SECS)
+            clients = await _reap_stale_clients()
+            streams = await _reap_orphaned_streams()
+            jobs = await _reap_orphaned_deferred_jobs()
+            if clients or streams or jobs:
+                logger.info(
+                    f"🧹 Reaper pass: reaped {clients} stale client(s), "
+                    f"protected {streams} orphaned stream(s), "
+                    f"reaped {jobs} orphaned deferred job(s)"
+                )
+        except asyncio.CancelledError:
+            logger.info("🧹 Reaper stopped")
+            raise
+        except Exception as e:
+            logger.error(f"Reaper pass failed: {e}", exc_info=True)
diff --git a/backends/advanced/src/advanced_omi_backend/services/sse_publisher.py b/backends/advanced/src/advanced_omi_backend/services/sse_publisher.py
new file mode 100644
index 00000000..6a8c96b8
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/sse_publisher.py
@@ -0,0 +1,76 @@
+"""
+SSE Event Publisher - publishes events to Redis pub/sub for Server-Sent Events.
+
+This module provides both sync and async interfaces for publishing SSE events.
+- Sync: Used by RQ workers (separate processes)
+- Async: Used by FastAPI handlers
+
+Events are published to per-user Redis pub/sub channels (sse:{user_id}).
+The SSE endpoint subscribes to the user's channel and streams events to the browser.
+"""
+
+import json
+import logging
+import time
+
+import redis
+
+from advanced_omi_backend.redis_factory import create_sync_redis
+
+logger = logging.getLogger(__name__)
+
+# Lazy-initialized sync Redis client (for RQ workers)
+_sync_redis: redis.Redis | None = None
+
+
+def _get_sync_redis() -> redis.Redis:
+    """Get or create the sync Redis client."""
+    global _sync_redis
+    if _sync_redis is None:
+        _sync_redis = create_sync_redis(decode_responses=True)
+    return _sync_redis
+
+
+def publish_sse_event(user_id: str, event_type: str, data: dict) -> None:
+    """
+    Publish an SSE event to the user's channel (sync, for RQ workers).
+
+    Args:
+        user_id: The user's ID (MongoDB ObjectId string)
+        event_type: Event name (e.g., 'conversation.created', 'job.completed')
+        data: Event payload dict
+    """
+    try:
+        r = _get_sync_redis()
+        message = json.dumps(
+            {
+                "event": event_type,
+                "data": data,
+                "timestamp": time.time(),
+            }
+        )
+        r.publish(f"sse:{user_id}", message)
+    except Exception:
+        # SSE publishing is best-effort — never fail the calling job
+        logger.debug("Failed to publish SSE event %s", event_type, exc_info=True)
+
+
+# Throttle state for publish_sse_event_throttled
+_last_publish: dict[str, float] = {}
+
+
+def publish_sse_event_throttled(
+    user_id: str, event_type: str, data: dict, min_interval: float = 1.0
+) -> None:
+    """
+    Publish an SSE event, but skip if the same key was published within min_interval seconds.
+
+    Used for high-frequency progress updates (e.g., job.progress every ~1s) to avoid
+    hammering the frontend with too many invalidations.
+    """
+    key = f"{user_id}:{event_type}:{data.get('conversation_id', '')}"
+    now = time.time()
+    if now - _last_publish.get(key, 0) < min_interval:
+        return
+    _last_publish[key] = now
+    publish_sse_event(user_id, event_type, data)
diff --git a/backends/advanced/src/advanced_omi_backend/services/status_reconciler.py b/backends/advanced/src/advanced_omi_backend/services/status_reconciler.py
new file mode 100644
index 00000000..edae9e1b
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/status_reconciler.py
@@ -0,0 +1,96 @@
+"""Conversation processing-status reconciler.
+
+``Conversation.processing_status`` is a denormalized field derived from facts
+(does an active transcript exist?). The terminal finalizer job owns it during
+normal processing.
+
+Steady-state recovery is event-driven: the post-conversation chain uses RQ
+``Retry`` + ``Dependency(allow_failure=True)`` + an ``on_failure`` callback, so a
+crashed/abandoned job is retried, its dependents are still promoted (the finalizer
+always runs and reconciles status), and the failure surfaces as a system event.
+No periodic poll is needed.
+
+This reconciler recomputes the status from facts via ``Conversation.apply_status``
+and remains as a *backstop*:
+
+- a one-shot sweep on app startup (heals drift left before this version, or by a
+  failure callback that itself died), and
+- an on-demand admin action (``reconcile_conversation_statuses`` via the admin
+  endpoint).
+
+It is the same philosophy as the audio-chunk repair: trust the source of truth,
+recompute the cached field.
+"""
+
+import logging
+import os
+from datetime import datetime, timedelta, timezone
+from typing import Optional
+
+from advanced_omi_backend.models.conversation import Conversation
+
+logger = logging.getLogger(__name__)
+
+# A conversation older than this with no terminal marker is treated as "settled"
+# (no more jobs will run), so "no transcript" resolves to FAILED rather than ACTIVE.
+STALE_AFTER_HOURS = float(os.getenv("STATUS_RECONCILE_STALE_HOURS", "6"))
+
+
+async def reconcile_conversation_statuses(
+    *,
+    stale_after_hours: float = STALE_AFTER_HOURS,
+    dry_run: bool = False,
+    user_id: Optional[str] = None,
+) -> dict:
+    """Recompute processing_status for non-deleted conversations from facts.
+
+    A conversation is treated as ``settled`` (terminal) when it has a
+    ``completed_at`` timestamp OR is older than ``stale_after_hours`` — in either
+    case no further pipeline work is expected, so the absence of a transcript is a
+    real failure rather than "not yet". Returns a summary with the changes applied.
+    """
+    now = datetime.now(timezone.utc)
+    stale_cutoff = now - timedelta(hours=stale_after_hours)
+
+    query: dict = {"deleted": {"$ne": True}}
+    if user_id:
+        query["user_id"] = user_id
+
+    scanned = 0
+    changes: list[dict] = []
+
+    async for conv in Conversation.find(query):
+        scanned += 1
+
+        created = conv.created_at
+        if created is not None and created.tzinfo is None:
+            created = created.replace(tzinfo=timezone.utc)
+        settled = conv.completed_at is not None or (
+            created is not None and created < stale_cutoff
+        )
+
+        before = (conv.processing_status, conv.failure_stage)
+        if conv.apply_status(settled=settled):
+            changes.append(
+                {
+                    "conversation_id": conv.conversation_id,
+                    "from": before[0],
+                    "to": conv.processing_status,
+                    "failure_stage": conv.failure_stage,
+                }
+            )
+            if not dry_run:
+                await conv.save()
+
+    if changes:
+        logger.info(
+            f"🩺 Status reconcile: {'(dry-run) ' if dry_run else ''}"
+            f"updated {len(changes)}/{scanned} conversation(s)"
+        )
+
+    return {
+        "scanned": scanned,
+        "changed": len(changes),
+        "dry_run": dry_run,
+        "details": changes[:100],
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/__init__.py b/backends/advanced/src/advanced_omi_backend/services/transcription/__init__.py
index 84e26f11..ae6916a8 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/__init__.py
@@ -7,8 +7,11 @@
 """
 
 import asyncio
+import hashlib
 import json
 import logging
+import re
+from datetime import datetime, timezone
 from typing import Optional
 from urllib.parse import urlencode
 
@@ -18,6 +21,7 @@
 from advanced_omi_backend.config_loader import get_backend_config
 from advanced_omi_backend.model_registry import get_models_registry
 from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.services.plugin_service import get_plugin_router
 
 from .base import (
     BaseTranscriptionProvider,
@@ -28,30 +32,117 @@
 logger = logging.getLogger(__name__)
 
 
+def _get_plugin_keywords() -> list[str]:
+    """Collect ASR keyword hints from all enabled plugins.
+
+    Returns an empty list if the plugin system is not initialised yet.
+    """
+    try:
+        router = get_plugin_router()
+        if router:
+            return router.get_asr_keywords()
+    except Exception:
+        pass
+    return []
+
+
+def _merge_hot_words(prompt_hot_words: str, plugin_keywords: list[str]) -> str:
+    """Merge prompt-registry hot words with plugin keywords (deduplicated)."""
+    parts: list[str] = []
+    seen: set[str] = set()
+
+    # Parse prompt registry hot words first
+    if prompt_hot_words and prompt_hot_words.strip():
+        for word in re.split(r"[,\n]+", prompt_hot_words):
+            word = word.strip().lower()
+            if word and word not in seen:
+                seen.add(word)
+                parts.append(word)
+
+    # Add plugin keywords
+    for kw in plugin_keywords:
+        kw = kw.strip().lower()
+        if kw and kw not in seen:
+            seen.add(kw)
+            parts.append(kw)
+
+    return "\n".join(parts) if parts else ""
+
+
 def _parse_hot_words_to_keyterm(hot_words_str: str) -> str:
     """Convert hot words string to Deepgram keyterm format.
 
     Splits on commas and newlines (context may arrive in either format).
 
-    Input:  "hey vivi\\nchronicle\\nomi"  or  "hey vivi, chronicle, omi"
-    Output: "hey vivi Hey Vivi chronicle Chronicle omi Omi"
+    Input:  "hey hermes\\nchronicle\\nomi"  or  "hey hermes, chronicle, omi"
+    Output: "hey hermes Hey Hermes chronicle Chronicle omi Omi"
     """
     if not hot_words_str or not hot_words_str.strip():
         return ""
-    import re
-
     terms = []
     for word in re.split(r"[,\n]+", hot_words_str):
-        word = word.strip()
+        word = word.strip().lower()
         if not word:
             continue
         terms.append(word)
-        capitalized = word.title()
-        if capitalized != word:
-            terms.append(capitalized)
     return " ".join(terms)
 
 
+# ASR hint mechanisms (see ModelDef.capabilities). A provider consumes context in
+# exactly one of two ways, which must NOT be conflated:
+#   keyword_boosting — a hot-word list used as an acoustic recognition hint that
+#       biases decoding without ever appearing in the output (Deepgram keyterm,
+#       VibeVoice prompt, Parakeet context_info). Safe to feed plugin wake-words.
+#   context_prompt — an LLM-backbone ASR that takes free-form context as prompt
+#       text. Feeding it the wake-word list makes it echo those words into the
+#       transcript (the leak we are fixing), so it gets the user-authored
+#       asr_context ONLY — never the boost list.
+CAP_KEYWORD_BOOSTING = "keyword_boosting"
+CAP_CONTEXT_PROMPT = "context_prompt"
+
+
+def _resolve_asr_context(model) -> str:
+    """Resolve the user-authored context string for a context_prompt provider.
+
+    Precedence: the ``backend.asr.context.<model_name>`` override (written by the
+    System page / wizard) over the inline ``asr_context`` shipped on the model
+    entry. Returns "" when neither is set.
+    """
+    try:
+        asr_cfg = get_backend_config("asr") or {}
+        ctx_map = asr_cfg.get("context", {}) or {}
+        override = ctx_map.get(model.name)
+        if override is not None and str(override).strip():
+            return str(override).strip()
+    except Exception as e:
+        logger.debug(f"Failed to read backend.asr.context override: {e}")
+    inline = getattr(model, "asr_context", None)
+    return inline.strip() if isinstance(inline, str) else ""
+
+
+def _resolve_asr_hint(
+    model, capabilities: set, caller_context: Optional[str], prompt_hot_words: str
+) -> tuple[Optional[str], str]:
+    """Decide which kind of ASR hint to send to ``model`` and its text.
+
+    Returns ``(kind, text)`` where ``kind`` is:
+      "context" — free-form LLM context (context_prompt providers); the wake-word
+          boost list is deliberately excluded so the LLM does not echo it.
+      "keyword" — acoustic hot-word boost list (every other provider; current
+          behaviour). Empty text means "no hint".
+    """
+    if CAP_CONTEXT_PROMPT in capabilities:
+        context = (
+            caller_context.strip() if caller_context else _resolve_asr_context(model)
+        )
+        return ("context", context)
+
+    # Default (keyword/acoustic) path — preserves prior behaviour for all
+    # non-LLM providers: merge prompt-registry hot words with plugin wake-words.
+    base = caller_context if caller_context else prompt_hot_words
+    return ("keyword", _merge_hot_words(base, _get_plugin_keywords()).strip())
+
+
 def _dotted_get(d: dict | list | None, dotted: Optional[str]):
     """Safely extract a value from nested dict/list using dotted paths.
 
@@ -61,11 +152,11 @@ def _dotted_get(d: dict | list | None, dotted: Optional[str]):
     if d is None or not dotted:
         return None
     cur = d
-    for part in dotted.split('.'):
+    for part in dotted.split("."):
         if not part:
             continue
-        if '[' in part and part.endswith(']'):
-            name, idx_str = part[:-1].split('[', 1)
+        if "[" in part and part.endswith("]"):
+            name, idx_str = part[:-1].split("[", 1)
             if name:
                 cur = cur.get(name, {}) if isinstance(cur, dict) else {}
             try:
@@ -83,16 +174,57 @@ def _dotted_get(d: dict | list | None, dotted: Optional[str]):
     return cur
 
 
+def _normalize_provider_segments(segments: list) -> list:
+    """Normalize provider-specific segment formats to a standard shape.
+
+    Handles Deepgram paragraph format where:
+    - text is nested in ``sentences[].text`` instead of a top-level ``text`` field
+    - ``speaker`` is an integer (0, 1) instead of a string ("Speaker 0")
+
+    After normalization every segment dict will have:
+    - ``text`` (str): combined sentence text
+    - ``speaker`` (str): "Speaker N" label
+    - ``start`` / ``end`` (float): time span (preserved from original)
+    """
+    if not segments:
+        return segments
+
+    for seg in segments:
+        if not isinstance(seg, dict):
+            continue
+
+        # Deepgram paragraphs: text lives inside sentences[], not top-level
+        if "text" not in seg and "sentences" in seg:
+            sentences = seg.get("sentences", [])
+            seg["text"] = " ".join(
+                s.get("text", "") for s in sentences if isinstance(s, dict)
+            )
+
+        # Normalise integer speaker IDs to "Speaker N" strings
+        speaker = seg.get("speaker")
+        if isinstance(speaker, (int, float)):
+            seg["speaker"] = f"Speaker {int(speaker)}"
+
+    return segments
+
+
 class RegistryBatchTranscriptionProvider(BatchTranscriptionProvider):
     """Batch transcription provider driven by config.yml."""
 
-    def __init__(self):
+    def __init__(self, model_name: Optional[str] = None):
         registry = get_models_registry()
         if not registry:
             raise RuntimeError("config.yml not found; cannot configure STT provider")
-        model = registry.get_default("stt")
-        if not model:
-            raise RuntimeError("No default STT model defined in config.yml")
+        if model_name:
+            model = registry.get_by_name(model_name)
+            if not model or model.model_type != "stt":
+                raise RuntimeError(
+                    f"Model '{model_name}' is not a configured STT model"
+                )
+        else:
+            model = registry.get_default("stt")
+            if not model:
+                raise RuntimeError("No default STT model defined in config.yml")
         self.model = model
         self._name = model.model_provider or model.name
         # Load capabilities from config.yml model definition
@@ -124,24 +256,127 @@ def get_capabilities_dict(self) -> dict:
         """
         return {cap: True for cap in self._capabilities}
 
-    async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool = False, context_info: Optional[str] = None, **kwargs) -> dict:
+    async def transcribe(
+        self,
+        audio_data: bytes,
+        sample_rate: int,
+        diarize: bool = False,
+        context_info: Optional[str] = None,
+        progress_callback=None,
+        priority: bool = False,
+        **kwargs,
+    ) -> dict:
+        """Transcribe with a persistent response cache.
+
+        Batch providers are typically paid, per-minute APIs; re-transcribing
+        identical audio (reprocessing, retries after downstream failures, bulk
+        speaker mining over backup files) must not bill twice. The normalized
+        result is stored in Mongo keyed by the audio content hash plus the
+        provider configuration (minus the API key, so key rotation keeps the
+        cache). Hot-word/context hints are deliberately NOT part of the key —
+        a hint tweak isn't worth re-billing the whole corpus. Cache failures
+        never block transcription.
+        """
+        cache = None
+        cache_key = None
+        if self.model.model_provider != "mock":
+            try:
+                config = (
+                    self.model.model_dump()
+                    if hasattr(self.model, "model_dump")
+                    else dict(vars(self.model))
+                )
+                config.pop("api_key", None)
+                fingerprint = json.dumps(
+                    {
+                        "provider": self._name,
+                        "config": config,
+                        "diarize": diarize,
+                        "sample_rate": sample_rate,
+                    },
+                    sort_keys=True,
+                    default=str,
+                )
+                cache_key = {
+                    "audio_sha256": hashlib.sha256(audio_data).hexdigest(),
+                    "request_sha256": hashlib.sha256(fingerprint.encode()).hexdigest(),
+                }
+                from advanced_omi_backend.models.conversation import Conversation
+
+                cache = Conversation.get_pymongo_collection().database[
+                    "transcription_response_cache"
+                ]
+                row = await cache.find_one(cache_key, {"result": 1})
+                if row and row.get("result") is not None:
+                    logger.info(
+                        f"♻️ Transcription cache hit for '{self._name}' "
+                        f"({len(audio_data)} bytes) — reusing stored response, "
+                        "no provider call"
+                    )
+                    return row["result"]
+            except Exception as e:
+                logger.debug(f"Transcription cache lookup skipped: {e}")
+                cache = None
+
+        result = await self._transcribe_uncached(
+            audio_data,
+            sample_rate,
+            diarize=diarize,
+            context_info=context_info,
+            progress_callback=progress_callback,
+            priority=priority,
+            **kwargs,
+        )
+
+        if cache is not None and cache_key is not None and result:
+            try:
+                # Mongo documents cap at 16MB; skip pathological payloads.
+                if len(json.dumps(result, default=str)) < 12_000_000:
+                    await cache.update_one(
+                        cache_key,
+                        {
+                            "$set": {
+                                "provider": self._name,
+                                "audio_bytes": len(audio_data),
+                                "result": result,
+                                "created_at": datetime.now(timezone.utc),
+                            }
+                        },
+                        upsert=True,
+                    )
+            except Exception as e:
+                logger.debug(f"Transcription cache write skipped: {e}")
+        return result
+
+    async def _transcribe_uncached(
+        self,
+        audio_data: bytes,
+        sample_rate: int,
+        diarize: bool = False,
+        context_info: Optional[str] = None,
+        progress_callback=None,
+        priority: bool = False,
+        **kwargs,
+    ) -> dict:
         # Special handling for mock provider (no HTTP server needed)
         if self.model.model_provider == "mock":
+            # Lazy import: test/mock-only provider
             from .mock_provider import MockTranscriptionProvider
+
             mock = MockTranscriptionProvider(fail_mode=False)
             return await mock.transcribe(audio_data, sample_rate, diarize)
 
         op = (self.model.operations or {}).get("stt_transcribe") or {}
         method = (op.get("method") or "POST").upper()
-        path = (op.get("path") or "/listen")
+        path = op.get("path") or "/listen"
         # Build URL
-        base = self.model.model_url.rstrip("/")
+        base = self.model.resolved_url().rstrip("/")
         url = base + ("/" + path.lstrip("/"))
-        
+
         # Check if we should use multipart file upload (for Parakeet)
         content_type = op.get("content_type", "audio/raw")
         use_multipart = content_type == "multipart/form-data"
-        
+
         # Build headers (skip Content-Type for multipart as httpx will set it)
         headers = {}
         if not use_multipart:
@@ -152,7 +387,7 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
                 headers["Content-Type"] = "audio/wav"
             else:
                 headers["Content-Type"] = "audio/raw"
-            
+
         if self.model.api_key:
             # Allow templated header, otherwise fallback to Bearer/Token conventions by config
             hdrs = op.get("headers") or {}
@@ -167,7 +402,10 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
             hdrs = op.get("headers") or {}
             for k, v in hdrs.items():
                 # Skip Authorization headers with empty/invalid values
-                if k.lower() == "authorization" and (not v or v.strip().lower() in ["token", "token ", "bearer", "bearer "]):
+                if k.lower() == "authorization" and (
+                    not v
+                    or v.strip().lower() in ["token", "token ", "bearer", "bearer "]
+                ):
                     continue
                 headers[k] = v
 
@@ -179,41 +417,108 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
         if "diarize" in query:
             query["diarize"] = "true" if diarize else "false"
 
-        # Use caller-provided context or fall back to LangFuse prompt store
-        if context_info:
-            hot_words_str = context_info
-        else:
-            hot_words_str = ""
+        # Resolve the ASR hint by the provider's hint mechanism (see
+        # _resolve_asr_hint): keyword_boosting providers get the merged hot-word
+        # boost list; context_prompt (LLM) providers get the user-authored
+        # asr_context ONLY — never the wake-word list, which they would echo.
+        prompt_hot_words = ""
+        if not context_info:
             try:
                 registry = get_prompt_registry()
-                hot_words_str = await registry.get_prompt("asr.hot_words")
+                prompt_hot_words = await registry.get_prompt("asr.hot_words")
             except Exception as e:
                 logger.debug(f"Failed to fetch asr.hot_words prompt: {e}")
 
-        # For Deepgram: inject as keyterm query param
-        if self.model.model_provider == "deepgram" and hot_words_str.strip():
+        hint_kind, hot_words_str = _resolve_asr_hint(
+            self.model, self._capabilities, context_info, prompt_hot_words
+        )
+        if hot_words_str:
+            logger.debug(
+                f"ASR hint for {self.model.name}: kind={hint_kind}, "
+                f"text={hot_words_str[:80]!r}"
+            )
+
+        # For Deepgram: inject keyword boost as the keyterm query param.
+        if (
+            CAP_KEYWORD_BOOSTING in self._capabilities
+            and self.model.model_provider == "deepgram"
+            and hot_words_str.strip()
+        ):
             keyterm = _parse_hot_words_to_keyterm(hot_words_str)
             if keyterm:
                 query["keyterm"] = keyterm
 
+        # NOTE: PULSE (smallest.ai) does NOT support keywords on WebSocket or
+        # batch HTTP — any `keywords` query param causes 0 responses or HTTP 400.
+        # Hot-word boosting for PULSE is not injected here.
+
         timeout = op.get("timeout", 300)
+        # Use a longer read timeout for NDJSON progress responses — each
+        # batch window can take minutes but the service keeps sending
+        # progress lines between windows.
+        read_timeout = op.get("read_timeout", timeout)
         try:
-            async with httpx.AsyncClient(timeout=timeout) as client:
+            timeouts = httpx.Timeout(timeout, read=read_timeout)
+            async with httpx.AsyncClient(timeout=timeouts) as client:
                 if method == "POST":
                     if use_multipart:
                         # Send as multipart file upload (for Parakeet/VibeVoice)
                         files = {"file": ("audio.wav", audio_data, "audio/wav")}
-                        data = {}
+                        form_data = {}
                         if hot_words_str and hot_words_str.strip():
-                            data["context_info"] = hot_words_str.strip()
-                        resp = await client.post(url, headers=headers, params=query, files=files, data=data)
+                            form_data["context_info"] = hot_words_str.strip()
+                        # Route latency-sensitive requests (e.g. wake-word command
+                        # clips) to the service's dedicated priority GPU lane so they
+                        # don't queue behind a long batch.
+                        if priority:
+                            form_data["priority"] = "1"
+
+                        # Use streaming to handle NDJSON progress responses
+                        async with client.stream(
+                            "POST",
+                            url,
+                            headers=headers,
+                            params=query,
+                            files=files,
+                            data=form_data,
+                        ) as resp:
+                            resp.raise_for_status()
+                            content_type = resp.headers.get("content-type", "")
+
+                            if "application/x-ndjson" in content_type:
+                                # Batch progress: read events line by line
+                                data = None
+                                async for line in resp.aiter_lines():
+                                    line = line.strip()
+                                    if not line:
+                                        continue
+                                    event = json.loads(line)
+                                    if (
+                                        event.get("type") == "progress"
+                                        and progress_callback
+                                    ):
+                                        progress_callback(event)
+                                    elif event.get("type") == "result":
+                                        data = event
+                                if data is None:
+                                    raise RuntimeError(
+                                        f"NDJSON stream from '{self._name}' ended without a result event"
+                                    )
+                            else:
+                                # Normal JSON response
+                                await resp.aread()
+                                data = resp.json()
                     else:
                         # Send as raw audio data (for Deepgram)
-                        resp = await client.post(url, headers=headers, params=query, content=audio_data)
+                        resp = await client.post(
+                            url, headers=headers, params=query, content=audio_data
+                        )
+                        resp.raise_for_status()
+                        data = resp.json()
                 else:
                     resp = await client.get(url, headers=headers, params=query)
-                resp.raise_for_status()
-                data = resp.json()
+                    resp.raise_for_status()
+                    data = resp.json()
         except httpx.ConnectError as e:
             raise ConnectionError(
                 f"Cannot reach transcription service '{self._name}' at {url}. "
@@ -223,17 +528,40 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
             ) from e
         except httpx.HTTPStatusError as e:
             status = e.response.status_code
-            raise RuntimeError(
+            # For streaming requests the body isn't consumed yet, so read it
+            # to surface the actual error the transcription service reported.
+            body = ""
+            try:
+                if not e.response.is_closed:
+                    await e.response.aread()
+                body = e.response.text
+            except Exception as read_err:
+                body = f"<could not read response body: {read_err}>"
+            # Try to pull a cleaner message out of a JSON error payload.
+            detail = body.strip()
+            if detail:
+                try:
+                    payload = json.loads(detail)
+                    if isinstance(payload, dict):
+                        detail = str(
+                            payload.get("detail")
+                            or payload.get("error")
+                            or payload.get("message")
+                            or detail
+                        )
+                except (json.JSONDecodeError, ValueError):
+                    pass
+            # Keep the surfaced body bounded so a giant traceback doesn't bloat logs.
+            if len(detail) > 2000:
+                detail = detail[:2000] + "… (truncated)"
+            hint = "Check your API key. " if status in (401, 403) else ""
+            msg = (
                 f"Transcription service '{self._name}' at {url} returned HTTP {status}. "
-                f"{'Check your API key.' if status in (401, 403) else ''}"
-            ) from e
-
-            # DEBUG: Log Deepgram response structure
-            if "results" in data and "channels" in data.get("results", {}):
-                channels = data["results"]["channels"]
-                if channels and "alternatives" in channels[0]:
-                    alt = channels[0]["alternatives"][0]
-                    logger.debug(f"DEBUG Registry: Deepgram alternative keys: {list(alt.keys())}")
+                f"{hint}"
+            )
+            if detail:
+                msg += f"Service error: {detail}"
+            raise RuntimeError(msg) from e
 
         # Extract normalized shape
         text, words, segments = "", [], []
@@ -242,26 +570,59 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
             text = _dotted_get(data, extract.get("text")) or ""
             words = _dotted_get(data, extract.get("words")) or []
             segments = _dotted_get(data, extract.get("segments")) or []
+            segments = _normalize_provider_segments(segments)
 
-            # Check config to decide whether to keep or discard provider segments
-            transcription_config = get_backend_config("transcription")
-            use_provider_segments = transcription_config.get("use_provider_segments", False)
-
-            if not use_provider_segments:
-                segments = []
-                logger.debug(f"Transcription: Extracted {len(words)} words, ignoring provider segments (use_provider_segments=false)")
-            else:
-                logger.debug(f"Transcription: Extracted {len(words)} words, keeping {len(segments)} provider segments (use_provider_segments=true)")
+            # Provider segments are always stored; the diarization_source setting
+            # decides downstream whether the speaker pipeline trusts them or
+            # re-diarizes with pyannote.
+            logger.debug(
+                f"Transcription: Extracted {len(words)} words, {len(segments)} provider segments"
+            )
 
         return {"text": text, "words": words, "segments": segments}
 
+    async def health_check(self) -> dict:
+        """Check batch STT service reachability and auth by hitting the base URL."""
+        base = self.model.resolved_url().rstrip("/")
+        headers = {}
+        if self.model.api_key:
+            op = (self.model.operations or {}).get("stt_transcribe") or {}
+            hdrs = op.get("headers") or {}
+            for k, v in hdrs.items():
+                if isinstance(v, str):
+                    headers[k] = v.replace("${DEEPGRAM_API_KEY:-}", self.model.api_key)
+                else:
+                    headers[k] = v
+
+        try:
+            async with httpx.AsyncClient(timeout=httpx.Timeout(5.0)) as client:
+                resp = await client.get(base, headers=headers)
+                if resp.status_code in (401, 403):
+                    return {
+                        "status": "❌ Auth Failed — check API key",
+                        "healthy": False,
+                    }
+                return {"status": "✅ Connected", "healthy": True}
+        except httpx.ConnectError:
+            return {
+                "status": "❌ Connection Failed — service unreachable",
+                "healthy": False,
+            }
+        except httpx.TimeoutException:
+            return {"status": "❌ Connection Timeout", "healthy": False}
+        except Exception as e:
+            return {"status": f"❌ Error: {e}", "healthy": False}
+
+
 class RegistryStreamingTranscriptionProvider(StreamingTranscriptionProvider):
     """Streaming transcription provider using a config-driven WebSocket template."""
 
     def __init__(self):
         registry = get_models_registry()
         if not registry:
-            raise RuntimeError("config.yml not found; cannot configure streaming STT provider")
+            raise RuntimeError(
+                "config.yml not found; cannot configure streaming STT provider"
+            )
         model = registry.get_default("stt_stream")
         if not model:
             raise RuntimeError("No default stt_stream model defined in config.yml")
@@ -281,10 +642,14 @@ def capabilities(self) -> set:
 
     async def transcribe(self, audio_data: bytes, sample_rate: int, **kwargs) -> dict:
         """Not used for streaming providers - use start_stream/process_audio_chunk/end_stream instead."""
-        raise NotImplementedError("Streaming providers do not support batch transcription")
-
-    async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize: bool = False):
-        base_url = self.model.model_url
+        raise NotImplementedError(
+            "Streaming providers do not support batch transcription"
+        )
+
+    async def start_stream(
+        self, client_id: str, sample_rate: int = 16000, diarize: bool = False
+    ):
+        base_url = self.model.resolved_url()
         ops = self.model.operations or {}
 
         # Build WebSocket URL with query parameters (for Deepgram streaming)
@@ -297,17 +662,33 @@ async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize:
         if diarize and "diarize" in query_dict:
             query_dict["diarize"] = "true"
 
-        # Inject hot words for streaming (Deepgram only)
-        if self.model.model_provider == "deepgram":
-            try:
-                registry = get_prompt_registry()
-                hot_words_str = await registry.get_prompt("asr.hot_words")
-                if hot_words_str and hot_words_str.strip():
-                    keyterm = _parse_hot_words_to_keyterm(hot_words_str)
-                    if keyterm:
-                        query_dict["keyterm"] = keyterm
-            except Exception as e:
-                logger.debug(f"Failed to fetch asr.hot_words for streaming: {e}")
+        # Inject hot words for streaming — merge prompt registry + plugin keywords
+        prompt_hot_words = ""
+        try:
+            registry = get_prompt_registry()
+            prompt_hot_words = await registry.get_prompt("asr.hot_words")
+        except Exception as e:
+            logger.debug(f"Failed to fetch asr.hot_words for streaming: {e}")
+
+        # Streaming keyword boosting is only wired for Deepgram (keyterm). A
+        # context_prompt streaming provider would get nothing here — and the
+        # gemma4 /stream endpoint does not accept context at all, so there is no
+        # LLM-echo leak on the streaming path.
+        _, merged_hot_words = _resolve_asr_hint(
+            self.model, self._capabilities, None, prompt_hot_words
+        )
+
+        if (
+            CAP_KEYWORD_BOOSTING in self._capabilities
+            and self.model.model_provider == "deepgram"
+            and merged_hot_words
+        ):
+            keyterm = _parse_hot_words_to_keyterm(merged_hot_words)
+            if keyterm:
+                query_dict["keyterm"] = keyterm
+
+        # NOTE: PULSE/wave (smallest.ai) does NOT support keywords on WebSocket —
+        # any `keywords` query param causes 0 responses or HTTP 400.
 
         # Normalize boolean values to lowercase strings (Deepgram expects "true"/"false", not "True"/"False")
         normalized_query = {}
@@ -322,7 +703,9 @@ async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize:
         url = f"{base_url}?{query_str}" if query_str else base_url
 
         # Debug: Log the URL
-        logger.info(f"🔗 Connecting to Deepgram WebSocket: {url}")
+        logger.info(
+            f"🔗 Connecting to streaming STT WebSocket [{self.model.model_provider}]: {url}"
+        )
 
         # Connect to WebSocket with Authorization header
         headers = {}
@@ -351,9 +734,16 @@ async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize:
             except Exception:
                 pass
 
-        self._streams[client_id] = {"ws": ws, "sample_rate": sample_rate, "final": None, "interim": []}
+        self._streams[client_id] = {
+            "ws": ws,
+            "sample_rate": sample_rate,
+            "final": None,
+            "interim": [],
+        }
 
-    async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> dict | None:
+    async def process_audio_chunk(
+        self, client_id: str, audio_chunk: bytes
+    ) -> dict | None:
         if client_id not in self._streams:
             return None
         ws = self._streams[client_id]["ws"]
@@ -372,7 +762,7 @@ async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> dict
         await ws.send(audio_chunk)
 
         # Non-blocking read for results
-        expect = (ops.get("expect", {}) or {})
+        expect = ops.get("expect", {}) or {}
         extract = expect.get("extract", {})
         interim_type = expect.get("interim_type")
         final_type = expect.get("final_type")
@@ -392,16 +782,33 @@ async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> dict
                 # Fallback: check is_final directly (for providers that don't use a type field)
                 is_final = data.get("is_final", False)
 
-            # Extract result data
-            text = _dotted_get(data, extract.get("text")) if extract.get("text") else data.get("text", "")
-            words = _dotted_get(data, extract.get("words")) if extract.get("words") else data.get("words", [])
-            segments = _dotted_get(data, extract.get("segments")) if extract.get("segments") else data.get("segments", [])
+            # Extract result data (guard against None from _dotted_get)
+            text = (
+                _dotted_get(data, extract.get("text"))
+                if extract.get("text")
+                else data.get("text", "")
+            ) or ""
+            words = (
+                _dotted_get(data, extract.get("words"))
+                if extract.get("words")
+                else data.get("words", [])
+            ) or []
+            segments = (
+                _dotted_get(data, extract.get("segments"))
+                if extract.get("segments")
+                else data.get("segments", [])
+            ) or []
+            segments = _normalize_provider_segments(segments)
 
             # Calculate confidence if available
             confidence = data.get("confidence", 0.0)
             if not confidence and words and isinstance(words, list):
                 # Calculate average word confidence
-                confidences = [w.get("confidence", 0.0) for w in words if isinstance(w, dict) and "confidence" in w]
+                confidences = [
+                    w.get("confidence", 0.0)
+                    for w in words
+                    if isinstance(w, dict) and "confidence" in w
+                ]
                 if confidences:
                     confidence = sum(confidences) / len(confidences)
 
@@ -412,12 +819,16 @@ async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> dict
                 "words": words,
                 "segments": segments,
                 "is_final": is_final,
-                "confidence": confidence
+                "confidence": confidence,
             }
 
         except asyncio.TimeoutError:
             # No message available yet
             return None
+        except (ConnectionError, OSError, websockets.exceptions.ConnectionClosed):
+            # Let the consumer reconnect; a dead transport is different from a
+            # healthy socket that simply has no transcript available yet.
+            raise
         except Exception as e:
             logger.error(f"Error processing audio chunk result for {client_id}: {e}")
             return None
@@ -430,7 +841,7 @@ async def end_stream(self, client_id: str) -> dict:
         end_msg = (ops.get("end", {}) or {}).get("message", {"type": "stop"})
         await ws.send(json.dumps(end_msg))
 
-        expect = (ops.get("expect", {}) or {})
+        expect = ops.get("expect", {}) or {}
         final_type = expect.get("final_type")
         extract = expect.get("extract", {})
 
@@ -457,14 +868,62 @@ async def end_stream(self, client_id: str) -> dict:
 
         if not isinstance(final, dict):
             return {"text": "", "words": [], "segments": []}
+        segments = (
+            _dotted_get(final, extract.get("segments"))
+            if extract
+            else final.get("segments", [])
+        ) or []
         return {
-            "text": _dotted_get(final, extract.get("text")) if extract else final.get("text", ""),
-            "words": _dotted_get(final, extract.get("words")) if extract else final.get("words", []),
-            "segments": _dotted_get(final, extract.get("segments")) if extract else final.get("segments", []),
+            "text": (
+                _dotted_get(final, extract.get("text"))
+                if extract
+                else final.get("text", "")
+            ),
+            "words": (
+                _dotted_get(final, extract.get("words"))
+                if extract
+                else final.get("words", [])
+            ),
+            "segments": _normalize_provider_segments(segments),
         }
 
+    async def health_check(self) -> dict:
+        """Check streaming STT service by attempting a WebSocket handshake."""
+        base_url = self.model.resolved_url()
+        ops = self.model.operations or {}
+        headers = {}
+        if self.model.api_key:
+            auth_prefix = ops.get("auth_prefix") or "Token"
+            headers["Authorization"] = f"{auth_prefix} {self.model.api_key}"
+
+        try:
+            ws = await asyncio.wait_for(
+                websockets.connect(base_url, additional_headers=headers),
+                timeout=5.0,
+            )
+            await ws.close()
+            return {"status": "✅ Connected", "healthy": True}
+        except asyncio.TimeoutError:
+            return {"status": "❌ Connection Timeout", "healthy": False}
+        except websockets.exceptions.InvalidStatus as e:
+            code = getattr(e, "status_code", None) or getattr(
+                getattr(e, "response", None), "status_code", None
+            )
+            if code in (401, 403):
+                return {"status": "❌ Auth Failed — check API key", "healthy": False}
+            return {"status": f"❌ HTTP {code or 'unknown'}", "healthy": False}
+        except (OSError, ConnectionRefusedError):
+            return {
+                "status": "❌ Connection Failed — service unreachable",
+                "healthy": False,
+            }
+        except Exception as e:
+            return {"status": f"❌ Error: {e}", "healthy": False}
+
 
-def get_transcription_provider(provider_name: Optional[str] = None, mode: Optional[str] = None) -> Optional[BaseTranscriptionProvider]:
+def get_transcription_provider(
+    provider_name: Optional[str] = None, mode: Optional[str] = None
+) -> Optional[BaseTranscriptionProvider]:
     """Return a registry-driven transcription provider.
 
     - mode="batch": HTTP-based STT (default)
@@ -503,7 +962,9 @@ def is_transcription_available(mode: str = "batch") -> bool:
     return provider is not None
 
 
-def get_mock_transcription_provider(fail_mode: bool = False) -> BaseTranscriptionProvider:
+def get_mock_transcription_provider(
+    fail_mode: bool = False,
+) -> BaseTranscriptionProvider:
     """Return a mock transcription provider (for testing only).
 
     Args:
@@ -512,7 +973,9 @@ def get_mock_transcription_provider(fail_mode: bool = False) -> BaseTranscriptio
     Returns:
         MockTranscriptionProvider instance
     """
+    # Lazy import: test/mock-only provider
     from .mock_provider import MockTranscriptionProvider
+
     return MockTranscriptionProvider(fail_mode=fail_mode)
 
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/base.py b/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
index 7bc4b7ac..0dc4f48c 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/base.py
@@ -34,6 +34,7 @@
 
 class TranscriptionProvider(Enum):
     """Available transcription providers for audio stream routing."""
+
     DEEPGRAM = "deepgram"
     PARAKEET = "parakeet"
 
@@ -79,6 +80,14 @@ async def disconnect(self):
         """Cleanup/disconnect the provider. Default implementation does nothing."""
         pass
 
+    async def health_check(self) -> dict:
+        """Check if the transcription service is reachable and authenticated.
+
+        Returns dict with 'status' (str) and 'healthy' (bool).
+        Default implementation is optimistic for providers that don't override.
+        """
+        return {"status": "No health check available", "healthy": True}
+
 
 class StreamingTranscriptionProvider(BaseTranscriptionProvider):
     """Base class for streaming transcription providers."""
@@ -93,7 +102,9 @@ def capabilities(self) -> set:
         return set()
 
     @abc.abstractmethod
-    async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize: bool = False):
+    async def start_stream(
+        self, client_id: str, sample_rate: int = 16000, diarize: bool = False
+    ):
         """Start a transcription stream for a client.
 
         Args:
@@ -104,7 +115,9 @@ async def start_stream(self, client_id: str, sample_rate: int = 16000, diarize:
         pass
 
     @abc.abstractmethod
-    async def process_audio_chunk(self, client_id: str, audio_chunk: bytes) -> Optional[dict]:
+    async def process_audio_chunk(
+        self, client_id: str, audio_chunk: bytes
+    ) -> Optional[dict]:
         """
         Process audio chunk and return partial/final transcription.
 
@@ -127,7 +140,14 @@ def mode(self) -> str:
         return "batch"
 
     @abc.abstractmethod
-    async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool = False, context_info: Optional[str] = None, **kwargs) -> dict:
+    async def transcribe(
+        self,
+        audio_data: bytes,
+        sample_rate: int,
+        diarize: bool = False,
+        context_info: Optional[str] = None,
+        **kwargs
+    ) -> dict:
         """Transcribe audio data.
 
         Args:
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/context.py b/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
index c042da3d..61aeb995 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/context.py
@@ -6,16 +6,14 @@
 """
 
 import logging
-import os
 from dataclasses import dataclass, field
 from typing import Optional
 
-import redis.asyncio as aioredis
+from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.redis_factory import create_async_redis
 
 logger = logging.getLogger(__name__)
 
-REDIS_URL = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-
 
 @dataclass
 class TranscriptionContext:
@@ -57,7 +55,9 @@ def to_metadata(self) -> dict:
         }
 
 
-async def gather_transcription_context(user_id: Optional[str] = None) -> TranscriptionContext:
+async def gather_transcription_context(
+    user_id: Optional[str] = None,
+) -> TranscriptionContext:
     """Build structured transcription context: static hot words + cached user jargon.
 
     Args:
@@ -66,8 +66,6 @@ async def gather_transcription_context(user_id: Optional[str] = None) -> Transcr
     Returns:
         TranscriptionContext with individual components.
     """
-    from advanced_omi_backend.prompt_registry import get_prompt_registry
-
     registry = get_prompt_registry()
     try:
         hot_words = await registry.get_prompt("asr.hot_words")
@@ -78,11 +76,11 @@ async def gather_transcription_context(user_id: Optional[str] = None) -> Transcr
     user_jargon = ""
     if user_id:
         try:
-            redis_client = aioredis.from_url(REDIS_URL, decode_responses=True)
+            redis_client = create_async_redis(decode_responses=True)
             try:
                 user_jargon = await redis_client.get(f"asr:jargon:{user_id}") or ""
             finally:
-                await redis_client.close()
+                await redis_client.aclose()
         except Exception:
             pass  # Redis unavailable → skip dynamic jargon
 
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py b/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
index f596214f..520e94ad 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/mock_provider.py
@@ -33,7 +33,15 @@ def name(self) -> str:
         """Return the provider name for logging."""
         return "mock"
 
-    async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool = False) -> dict:
+    async def transcribe(
+        self,
+        audio_data: bytes,
+        sample_rate: int,
+        diarize: bool = False,
+        context_info=None,
+        progress_callback=None,
+        **kwargs,
+    ) -> dict:
         """
         Return a predefined mock transcript or raise exception in fail mode.
 
@@ -41,6 +49,9 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
             audio_data: Raw audio bytes (ignored in mock)
             sample_rate: Audio sample rate (ignored in mock)
             diarize: Whether to enable speaker diarization (ignored in mock)
+            context_info: Optional ASR context (ignored in mock)
+            progress_callback: Optional callback for batch progress (ignored in mock)
+            **kwargs: Additional parameters (ignored in mock)
 
         Returns:
             Dictionary containing predefined transcript with words and segments
@@ -65,42 +76,119 @@ async def transcribe(self, audio_data: bytes, sample_rate: int, diarize: bool =
 
         # Generate mock words with timestamps (spread across audio duration)
         words = [
-            {"word": "This", "start": 0.0, "end": 0.3, "confidence": 0.99, "speaker": 0},
+            {
+                "word": "This",
+                "start": 0.0,
+                "end": 0.3,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
             {"word": "is", "start": 0.3, "end": 0.5, "confidence": 0.99, "speaker": 0},
             {"word": "a", "start": 0.5, "end": 0.6, "confidence": 0.99, "speaker": 0},
-            {"word": "mock", "start": 0.6, "end": 0.9, "confidence": 0.99, "speaker": 0},
-            {"word": "transcription", "start": 0.9, "end": 1.5, "confidence": 0.98, "speaker": 0},
+            {
+                "word": "mock",
+                "start": 0.6,
+                "end": 0.9,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "transcription",
+                "start": 0.9,
+                "end": 1.5,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
             {"word": "for", "start": 1.5, "end": 1.7, "confidence": 0.99, "speaker": 0},
-            {"word": "testing", "start": 1.7, "end": 2.1, "confidence": 0.99, "speaker": 0},
-            {"word": "purposes", "start": 2.1, "end": 2.6, "confidence": 0.97, "speaker": 0},
+            {
+                "word": "testing",
+                "start": 1.7,
+                "end": 2.1,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "purposes",
+                "start": 2.1,
+                "end": 2.6,
+                "confidence": 0.97,
+                "speaker": 0,
+            },
             {"word": "It", "start": 2.6, "end": 2.8, "confidence": 0.99, "speaker": 0},
-            {"word": "contains", "start": 2.8, "end": 3.2, "confidence": 0.99, "speaker": 0},
-            {"word": "enough", "start": 3.2, "end": 3.5, "confidence": 0.99, "speaker": 0},
-            {"word": "words", "start": 3.5, "end": 3.8, "confidence": 0.99, "speaker": 0},
+            {
+                "word": "contains",
+                "start": 2.8,
+                "end": 3.2,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "enough",
+                "start": 3.2,
+                "end": 3.5,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "words",
+                "start": 3.5,
+                "end": 3.8,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
             {"word": "to", "start": 3.8, "end": 3.9, "confidence": 0.99, "speaker": 0},
-            {"word": "meet", "start": 3.9, "end": 4.1, "confidence": 0.99, "speaker": 0},
-            {"word": "minimum", "start": 4.1, "end": 4.5, "confidence": 0.98, "speaker": 0},
-            {"word": "length", "start": 4.5, "end": 4.8, "confidence": 0.99, "speaker": 0},
-            {"word": "requirements", "start": 4.8, "end": 5.4, "confidence": 0.98, "speaker": 0},
+            {
+                "word": "meet",
+                "start": 3.9,
+                "end": 4.1,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "minimum",
+                "start": 4.1,
+                "end": 4.5,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
+            {
+                "word": "length",
+                "start": 4.5,
+                "end": 4.8,
+                "confidence": 0.99,
+                "speaker": 0,
+            },
+            {
+                "word": "requirements",
+                "start": 4.8,
+                "end": 5.4,
+                "confidence": 0.98,
+                "speaker": 0,
+            },
             {"word": "for", "start": 5.4, "end": 5.6, "confidence": 0.99, "speaker": 0},
-            {"word": "automated", "start": 5.6, "end": 6.1, "confidence": 0.98, "speaker": 0},
-            {"word": "testing", "start": 6.1, "end": 6.5, "confidence": 0.99, "speaker": 0},
-        ]
-
-        # Mock segments (single speaker for simplicity)
-        segments = [
             {
+                "word": "automated",
+                "start": 5.6,
+                "end": 6.1,
+                "confidence": 0.98,
                 "speaker": 0,
-                "start": 0.0,
+            },
+            {
+                "word": "testing",
+                "start": 6.1,
                 "end": 6.5,
-                "text": mock_transcript
-            }
+                "confidence": 0.99,
+                "speaker": 0,
+            },
         ]
 
+        # Mock segments (single speaker for simplicity)
+        segments = [{"speaker": 0, "start": 0.0, "end": 6.5, "text": mock_transcript}]
+
         return {
             "text": mock_transcript,
             "words": words,
-            "segments": segments if diarize else []
+            "segments": segments if diarize else [],
         }
 
     async def connect(self, client_id: Optional[str] = None):
diff --git a/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py b/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
index bc50068f..b80c7dc0 100644
--- a/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
+++ b/backends/advanced/src/advanced_omi_backend/services/transcription/streaming_consumer.py
@@ -19,18 +19,59 @@
 
 import redis.asyncio as redis
 from redis import exceptions as redis_exceptions
-
-from advanced_omi_backend.plugins.events import PluginEvent
+from websockets.exceptions import ConnectionClosed
 
 from advanced_omi_backend.client_manager import get_client_owner_async
+from advanced_omi_backend.heartbeat import beat
 from advanced_omi_backend.models.user import get_user_by_id
+from advanced_omi_backend.observability.otel_setup import set_span_attrs
+from advanced_omi_backend.plugins.events import PluginEvent
 from advanced_omi_backend.plugins.router import PluginRouter
-from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.services.audio_stream.durability import (
+    AUDIO_PERSISTENCE_GROUP,
+    delete_stream_if_durable,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
 from advanced_omi_backend.services.transcription import get_transcription_provider
+from advanced_omi_backend.services.wakeword.followup import maybe_handle_followup
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
 
 logger = logging.getLogger(__name__)
 
+MAX_STREAMING_START_ATTEMPTS = 2
+
+# Attempts when re-establishing a provider stream after a mid-session connection
+# drop (e.g. the provider enforces a max WebSocket session duration). More patient
+# than initial start: audio chunks queue in Redis while we retry, so a successful
+# reconnect loses nothing.
+STREAMING_RECONNECT_ATTEMPTS = 5
+
+# Bail out of process_stream after this many seconds with no incoming chunks.
+# process_stream's normal exit is the end_marker sent by AudioStreamProducer.finalize_session.
+# That marker is missed when:
+#   - the device drops the TCP connection without a clean WebSocket close (no FastAPI
+#     disconnect handler fires, so finalize_session never runs)
+#   - the backend process crashes / is restarted before finalize_session runs
+# Without a heartbeat exit the task pins on the stream forever, polling XREADGROUP every
+# ~1s. Streams idle 65+ days have been observed in prod. Threshold is generous enough to
+# ride out brief network blips (producer emits chunks every 0.25s when healthy).
+STREAM_IDLE_TIMEOUT_SECONDS = 300
+
+
+def _is_connection_error(e: Exception) -> bool:
+    """Check if exception indicates WebSocket connection death."""
+    if isinstance(e, (ConnectionClosed, ConnectionError, OSError)):
+        return True
+    # Check wrapped exceptions
+    cause = getattr(e, "__cause__", None) or getattr(e, "__context__", None)
+    if cause and isinstance(cause, (ConnectionClosed, ConnectionError, OSError)):
+        return True
+    return False
+
 
 def _normalize_words(words: list) -> None:
     """Normalize provider-specific word field names in-place.
@@ -48,6 +89,40 @@ def _normalize_words(words: list) -> None:
             w["end"] = w["end_time"]
 
 
+def _apply_time_offset(result: dict, offset: float) -> None:
+    """Shift all word/segment timestamps in ``result`` by ``offset`` seconds, in-place.
+
+    Streaming providers stamp words relative to their own WebSocket session, not
+    the audio session. When a provider stream is restarted mid-session its clock
+    resets to 0; without re-offsetting, late audio gets timestamps that collide
+    with the start of the conversation and downstream segment-building interleaves
+    the two timelines (words are bucketed into diarized segments by time).
+    """
+    if not offset:
+        return
+    for w in result.get("words") or []:
+        if not isinstance(w, dict):
+            continue
+        if w.get("start") is not None:
+            w["start"] = w["start"] + offset
+        if w.get("end") is not None:
+            w["end"] = w["end"] + offset
+    for s in result.get("segments") or []:
+        if not isinstance(s, dict):
+            continue
+        if s.get("start") is not None:
+            s["start"] = s["start"] + offset
+        if s.get("end") is not None:
+            s["end"] = s["end"] + offset
+        for w in s.get("words") or []:
+            if not isinstance(w, dict):
+                continue
+            if w.get("start") is not None:
+                w["start"] = w["start"] + offset
+            if w.get("end") is not None:
+                w["end"] = w["end"] + offset
+
+
 def _group_words_into_segments(words: list) -> list:
     """Group consecutive words by speaker ID into segment dicts.
 
@@ -75,13 +150,19 @@ def _group_words_into_segments(words: list) -> list:
 
         if spk != current_speaker and current_words:
             # Flush previous segment
-            segments.append({
-                "start": current_words[0].get("start", 0.0),
-                "end": current_words[-1].get("end", 0.0),
-                "text": " ".join(cw.get("word", "") for cw in current_words),
-                "speaker": f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown",
-                "words": list(current_words),
-            })
+            segments.append(
+                {
+                    "start": current_words[0].get("start", 0.0),
+                    "end": current_words[-1].get("end", 0.0),
+                    "text": " ".join(cw.get("word", "") for cw in current_words),
+                    "speaker": (
+                        f"Speaker {current_speaker}"
+                        if current_speaker != -1
+                        else "Unknown"
+                    ),
+                    "words": list(current_words),
+                }
+            )
             current_words = []
 
         current_speaker = spk
@@ -89,13 +170,17 @@ def _group_words_into_segments(words: list) -> list:
 
     # Flush last segment
     if current_words:
-        segments.append({
-            "start": current_words[0].get("start", 0.0),
-            "end": current_words[-1].get("end", 0.0),
-            "text": " ".join(cw.get("word", "") for cw in current_words),
-            "speaker": f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown",
-            "words": list(current_words),
-        })
+        segments.append(
+            {
+                "start": current_words[0].get("start", 0.0),
+                "end": current_words[-1].get("end", 0.0),
+                "text": " ".join(cw.get("word", "") for cw in current_words),
+                "speaker": (
+                    f"Speaker {current_speaker}" if current_speaker != -1 else "Unknown"
+                ),
+                "words": list(current_words),
+            }
+        )
 
     return segments
 
@@ -132,6 +217,7 @@ def __init__(
             speaker_client: Speaker recognition client for identifying speakers
         """
         self.redis_client = redis_client
+        self.store = SessionStore(redis_client)
         self.plugin_router = plugin_router
         self.speaker_client = speaker_client
 
@@ -145,8 +231,8 @@ def __init__(
 
         # Check if provider supports streaming diarization
         self._provider_has_diarization = (
-            hasattr(self.provider, 'capabilities')
-            and 'diarization' in self.provider.capabilities
+            hasattr(self.provider, "capabilities")
+            and "diarization" in self.provider.capabilities
         )
 
         # Stream configuration
@@ -159,12 +245,25 @@ def __init__(
         # Active stream tracking - consumer groups handle fan-out
         self.active_streams: Dict[str, Dict] = {}  # {stream_name: {"session_id": ...}}
 
+        # Strong refs to spawned per-stream tasks so they aren't GC'd mid-flight,
+        # and so a crash surfaces (via the done-callback) instead of being a
+        # swallowed "Task exception was never retrieved".
+        self._stream_tasks: set[asyncio.Task] = set()
+
         # Session tracking for WebSocket connections
-        self.active_sessions: Dict[str, Dict] = {}  # {session_id: {"last_activity": timestamp}}
+        self.active_sessions: Dict[str, Dict] = (
+            {}
+        )  # {session_id: {"last_activity": timestamp}}
 
         # Audio buffers for speaker identification (raw PCM bytes per session)
         self._audio_buffers: Dict[str, bytearray] = {}
 
+        # Cumulative audio seconds sent to the provider per session, across
+        # provider stream restarts. This is the session-relative clock used to
+        # re-offset provider timestamps after a mid-session reconnect (the
+        # provider clock restarts at 0 on every new WebSocket session).
+        self._session_audio_seconds: Dict[str, float] = {}
+
     async def discover_streams(self) -> list[str]:
         """
         Discover all audio streams matching the pattern.
@@ -180,63 +279,170 @@ async def discover_streams(self) -> list[str]:
                 cursor, match=self.stream_pattern, count=100
             )
             if keys:
-                streams.extend([k.decode() if isinstance(k, bytes) else k for k in keys])
+                streams.extend(
+                    [k.decode() if isinstance(k, bytes) else k for k in keys]
+                )
 
         return streams
 
+    async def _stream_has_fresh_entries(
+        self, stream_name: str, max_age_seconds: float = 10.0
+    ) -> bool:
+        """True if the stream's newest entry is younger than ``max_age_seconds``.
+
+        Used to distinguish a genuinely-finished stream from one a reconnecting
+        device has resumed writing to. A live producer emits a chunk every ~0.25s,
+        so a last entry within 10s means audio is actively flowing. Redis stream IDs
+        are ``<ms>-<seq>``, so the timestamp comes free from the entry id — no need
+        to decode the payload. Errors return False (treat as not-fresh → safe skip).
+        """
+        try:
+            entries = await self.redis_client.xrevrange(stream_name, count=1)
+            if not entries:
+                return False
+            entry_id = entries[0][0]
+            if isinstance(entry_id, bytes):
+                entry_id = entry_id.decode()
+            entry_ms = int(entry_id.split("-")[0])
+            return (time.time() * 1000 - entry_ms) < (max_age_seconds * 1000)
+        except Exception as e:  # noqa: BLE001 — best-effort liveness probe
+            logger.debug(f"Freshness check failed for {stream_name}: {e}")
+            return False
+
     async def setup_consumer_group(self, stream_name: str):
         """Create consumer group if it doesn't exist."""
         try:
             await self.redis_client.xgroup_create(
-                stream_name,
-                self.group_name,
-                "0",
-                mkstream=True
+                stream_name, self.group_name, "0", mkstream=True
             )
             logger.debug(f"Created consumer group {self.group_name} for {stream_name}")
         except redis_exceptions.ResponseError as e:
             if "BUSYGROUP" not in str(e):
                 raise
-            logger.debug(f"Consumer group {self.group_name} already exists for {stream_name}")
+            logger.debug(
+                f"Consumer group {self.group_name} already exists for {stream_name}"
+            )
 
-    async def start_session_stream(self, session_id: str, sample_rate: int = 16000):
+    async def start_session_stream(
+        self,
+        session_id: str,
+        sample_rate: int = 16000,
+        attempts: int = MAX_STREAMING_START_ATTEMPTS,
+    ):
         """
         Start WebSocket connection to transcription provider for a session.
 
+        Resumes the session-relative clock: the provider stamps words relative to
+        its own WebSocket session, so on a mid-session restart we record the audio
+        seconds already transcribed as ``time_offset`` and shift all subsequent
+        results by it (see _apply_time_offset).
+
         Args:
             session_id: Session ID (client_id from audio stream)
             sample_rate: Audio sample rate in Hz
+            attempts: Connection attempts before giving up (5s apart)
         """
+        # Audio seconds already sent in prior provider sessions of this audio
+        # session — 0.0 for a fresh session. Falls back to the session hash so
+        # the clock also survives a consumer process restart.
+        time_offset = self._session_audio_seconds.get(session_id)
+        if time_offset is None:
+            time_offset = await self.store.get_transcription_seconds(session_id)
+            self._session_audio_seconds[session_id] = time_offset
+
+        last_error = None
+        for attempt in range(attempts):
+            try:
+                await self.provider.start_stream(
+                    client_id=session_id,
+                    sample_rate=sample_rate,
+                    diarize=self._provider_has_diarization,
+                )
+
+                self.active_sessions[session_id] = {
+                    "last_activity": time.time(),
+                    "sample_rate": sample_rate,
+                    "time_offset": time_offset,
+                    "last_health_persisted_at": 0.0,
+                }
+                await self.store.mark_transcription_provider_connected(session_id)
+
+                # Only buffer audio for speaker identification when provider lacks diarization
+                if not self._provider_has_diarization:
+                    self._audio_buffers[session_id] = bytearray()
+
+                logger.info(
+                    f"Started streaming transcription for session: {session_id}"
+                    + (f" (resuming at +{time_offset:.1f}s)" if time_offset else "")
+                )
+                return
+
+            except Exception as e:
+                last_error = e
+                if attempt < attempts - 1:
+                    logger.warning(
+                        f"Failed to start stream for {session_id} "
+                        f"(attempt {attempt + 1}/{attempts}): {e}. "
+                        f"Retrying in 5s..."
+                    )
+                    await asyncio.sleep(5)
+                else:
+                    logger.error(
+                        f"Failed to start stream for {session_id} "
+                        f"(attempt {attempt + 1}/{attempts}): {e}",
+                        exc_info=True,
+                    )
+
+        # All attempts failed — set error flag and raise
         try:
-            await self.provider.start_stream(
-                client_id=session_id,
-                sample_rate=sample_rate,
-                diarize=self._provider_has_diarization,
-            )
+            await self.store.set_transcription_error(session_id, str(last_error))
+            logger.info(f"Set transcription error flag for {session_id}")
+        except Exception as redis_error:
+            logger.warning(f"Failed to set error flag in Redis: {redis_error}")
 
-            self.active_sessions[session_id] = {
-                "last_activity": time.time(),
-                "sample_rate": sample_rate,
-            }
+        raise last_error
 
-            # Only buffer audio for speaker identification when provider lacks diarization
-            if not self._provider_has_diarization:
-                self._audio_buffers[session_id] = bytearray()
+    async def _reconnect_session(self, session_id: str) -> bool:
+        """Re-establish the provider stream after a mid-session connection drop.
 
-            logger.info(f"Started streaming transcription for session: {session_id}")
+        Persists the audio-seconds counter (so the clock survives even a consumer
+        restart), tears down the dead provider-side state, and opens a fresh
+        provider stream whose results are shifted by the recorded offset.
 
+        Returns True when a new provider stream is live; False when all attempts
+        failed (start_session_stream has then already set the transcription_error
+        flag — terminal for this session).
+        """
+        seconds_sent = self._session_audio_seconds.get(session_id, 0.0)
+        try:
+            await self.store.set_transcription_seconds(session_id, seconds_sent)
         except Exception as e:
-            logger.error(f"Failed to start stream for {session_id}: {e}", exc_info=True)
+            logger.warning(
+                f"Failed to persist transcription clock for {session_id}: {e}"
+            )
 
-            # Set error flag in Redis so speech detection can detect failure early
-            session_key = f"audio:session:{session_id}"
-            try:
-                await self.redis_client.hset(session_key, "transcription_error", str(e))
-                logger.info(f"Set transcription error flag for {session_id}")
-            except Exception as redis_error:
-                logger.warning(f"Failed to set error flag in Redis: {redis_error}")
+        # Tear down dead provider-side state; the socket is already gone so
+        # errors here are expected and ignored.
+        try:
+            await self.provider.end_stream(client_id=session_id)
+        except Exception:
+            pass
 
-            raise
+        sample_rate = (self.active_sessions.get(session_id) or {}).get(
+            "sample_rate", 16000
+        )
+        try:
+            await self.start_session_stream(
+                session_id,
+                sample_rate=sample_rate,
+                attempts=STREAMING_RECONNECT_ATTEMPTS,
+            )
+            return True
+        except Exception as e:
+            logger.error(
+                f"Could not reconnect streaming transcription for {session_id}: {e}"
+            )
+            return False
 
     async def end_session_stream(self, session_id: str):
         """
@@ -245,20 +451,30 @@ async def end_session_stream(self, session_id: str):
         Args:
             session_id: Session ID
         """
+        completion_status = "1"
         try:
             # Get final result from provider
             final_result = await self.provider.end_stream(client_id=session_id)
 
             # If there's a final result, publish it
             if final_result and final_result.get("text"):
-                words = final_result.get("words", [])
+                words = final_result.get("words") or []
                 _normalize_words(words)
+                _apply_time_offset(
+                    final_result,
+                    (self.active_sessions.get(session_id) or {}).get(
+                        "time_offset", 0.0
+                    ),
+                )
 
                 # Check if words carry per-word speaker labels (provider diarization)
                 has_word_speakers = (
                     self._provider_has_diarization
                     and words
-                    and any(isinstance(w, dict) and w.get("speaker") is not None for w in words)
+                    and any(
+                        isinstance(w, dict) and w.get("speaker") is not None
+                        for w in words
+                    )
                 )
 
                 if has_word_speakers:
@@ -266,41 +482,71 @@ async def end_session_stream(self, session_id: str):
                     speaker_name = None
                     speaker_confidence = 0.0
                 else:
-                    speaker_name, speaker_confidence = await self._identify_speaker(session_id)
+                    speaker_name, speaker_confidence = await self._identify_speaker(
+                        session_id
+                    )
 
                 if speaker_name:
                     final_result["speaker_name"] = speaker_name
                     final_result["speaker_confidence"] = speaker_confidence
 
                 await self.publish_to_client(
-                    session_id, final_result, is_final=True,
-                    speaker_name=speaker_name, speaker_confidence=speaker_confidence,
+                    session_id,
+                    final_result,
+                    is_final=True,
+                    speaker_name=speaker_name,
+                    speaker_confidence=speaker_confidence,
                 )
                 await self.store_final_result(session_id, final_result)
 
                 # Trigger plugins on final result
                 if self.plugin_router:
-                    await self.trigger_plugins(session_id, final_result, speaker_name=speaker_name)
-
-            self.active_sessions.pop(session_id, None)
-            self._audio_buffers.pop(session_id, None)
+                    await self.trigger_plugins(
+                        session_id, final_result, speaker_name=speaker_name
+                    )
 
-            # Signal that streaming transcription is complete for this session
-            completion_key = f"transcription:complete:{session_id}"
-            await self.redis_client.set(completion_key, "1", ex=300)  # 5 min TTL
-            logger.info(f"Streaming transcription complete for {session_id} (signal set)")
+            logger.info(
+                f"Streaming transcription complete for {session_id} (signal set)"
+            )
 
         except Exception as e:
             logger.error(f"Error ending stream for {session_id}: {e}", exc_info=True)
             # Still signal completion even on error so conversation job doesn't hang
+            completion_status = "error"
+
+        finally:
+            try:
+                await self.store.mark_transcription_provider_disconnected(session_id)
+            except Exception:
+                logger.warning(
+                    f"Failed to mark transcription provider disconnected for {session_id}"
+                )
+            # Cleanup must run on both paths (previously the error path leaked
+            # active_sessions / audio buffer entries).
+            self.active_sessions.pop(session_id, None)
+            self._audio_buffers.pop(session_id, None)
+
+            # Persist the session-relative audio clock so a later re-discovery of
+            # a still-live stream resumes timestamps instead of restarting at 0.
+            seconds_sent = self._session_audio_seconds.pop(session_id, None)
+            if seconds_sent:
+                try:
+                    await self.store.set_transcription_seconds(session_id, seconds_sent)
+                except Exception:
+                    pass  # Best effort
+
+            # Signal that streaming transcription is complete for this session
             try:
                 completion_key = f"transcription:complete:{session_id}"
-                await self.redis_client.set(completion_key, "error", ex=300)
-                logger.warning(f"Set error completion signal for {session_id}")
+                await self.redis_client.set(completion_key, completion_status, ex=300)
+                if completion_status == "error":
+                    logger.warning(f"Set error completion signal for {session_id}")
             except Exception:
                 pass  # Best effort
 
-    async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_id: str):
+    async def process_audio_chunk(
+        self, session_id: str, audio_chunk: bytes, chunk_id: str
+    ):
         """
         Process a single audio chunk through streaming transcription provider.
 
@@ -316,28 +562,47 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
 
             # Send audio chunk to provider WebSocket and get result
             result = await self.provider.process_audio_chunk(
-                client_id=session_id,
-                audio_chunk=audio_chunk
+                client_id=session_id, audio_chunk=audio_chunk
             )
 
-            # Update last activity
-            if session_id in self.active_sessions:
-                self.active_sessions[session_id]["last_activity"] = time.time()
+            # Update last activity and advance the session-relative audio clock
+            # (pipeline audio is PCM 16-bit mono). Counted only after a successful
+            # send — a chunk that dies mid-send is re-sent after reconnect.
+            session = self.active_sessions.get(session_id)
+            if session is not None:
+                now = time.time()
+                session["last_activity"] = now
+                self._session_audio_seconds[session_id] = (
+                    self._session_audio_seconds.get(session_id, 0.0)
+                    + len(audio_chunk) / (session.get("sample_rate", 16000) * 2)
+                )
+                # Audio chunks can arrive several times per second. Persisting
+                # this health timestamp at most every five seconds keeps the
+                # cross-worker signal useful without amplifying Redis traffic.
+                if now - session.get("last_health_persisted_at", 0.0) >= 5.0:
+                    await self.store.mark_transcription_audio_sent(session_id)
+                    session["last_health_persisted_at"] = now
 
             # Provider returns None if no response yet, or a dict with results
             if result:
+                await self.store.mark_transcription_provider_message(session_id)
                 is_final = result.get("is_final", False)
                 text = result.get("text", "")
-                words = result.get("words", [])
+                words = result.get("words") or []
                 word_count = len(words)
 
                 # Normalize provider-specific word field names (e.g. start_time → start)
                 _normalize_words(words)
 
+                # Provider timestamps are relative to its own WebSocket session;
+                # shift by the audio already transcribed in prior provider
+                # sessions so timestamps stay session-relative across reconnects.
+                _apply_time_offset(result, (session or {}).get("time_offset", 0.0))
+
                 # Track transcript at each step
                 logger.info(
                     f"TRANSCRIPT session={session_id}, is_final={is_final}, "
-                    f"words={word_count}, text=\"{text}\""
+                    f'words={word_count}, text="{text}"'
                 )
 
                 if is_final:
@@ -345,7 +610,10 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
                     has_word_speakers = (
                         self._provider_has_diarization
                         and words
-                        and any(isinstance(w, dict) and w.get("speaker") is not None for w in words)
+                        and any(
+                            isinstance(w, dict) and w.get("speaker") is not None
+                            for w in words
+                        )
                     )
 
                     if has_word_speakers:
@@ -355,7 +623,9 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
                         speaker_confidence = 0.0
                     else:
                         # Identify speaker from buffered audio (non-diarizing providers)
-                        speaker_name, speaker_confidence = await self._identify_speaker(session_id)
+                        speaker_name, speaker_confidence = await self._identify_speaker(
+                            session_id
+                        )
 
                     if speaker_name:
                         result["speaker_name"] = speaker_name
@@ -363,26 +633,40 @@ async def process_audio_chunk(self, session_id: str, audio_chunk: bytes, chunk_i
 
                     # Publish to clients with speaker info
                     await self.publish_to_client(
-                        session_id, result, is_final=True,
-                        speaker_name=speaker_name, speaker_confidence=speaker_confidence,
+                        session_id,
+                        result,
+                        is_final=True,
+                        speaker_name=speaker_name,
+                        speaker_confidence=speaker_confidence,
                     )
 
                     logger.info(
                         f"TRANSCRIPT [STORE] session={session_id}, words={word_count}, "
                         f"speaker={speaker_name}, segments={len(result.get('segments', []))}, "
-                        f"text=\"{text}\""
+                        f'text="{text}"'
                     )
                     await self.store_final_result(session_id, result, chunk_id=chunk_id)
 
                     # Trigger plugins on final results only
                     if self.plugin_router:
-                        await self.trigger_plugins(session_id, result, speaker_name=speaker_name)
+                        await self.trigger_plugins(
+                            session_id, result, speaker_name=speaker_name
+                        )
                 else:
                     # Interim result — normalize words but no speaker identification
                     await self.publish_to_client(session_id, result, is_final=False)
 
         except Exception as e:
-            logger.error(f"Error processing audio chunk for {session_id}: {e}", exc_info=True)
+            if _is_connection_error(e):
+                # Recoverable: process_stream attempts an in-place reconnect.
+                # The transcription_error flag (which terminates speech detection)
+                # is only set if the reconnect ultimately fails
+                # (start_session_stream sets it after exhausting attempts).
+                logger.error(f"Transcription connection lost for {session_id}: {e}")
+                raise  # Let process_stream handle reconnect/terminate
+            logger.error(
+                f"Error processing audio chunk for {session_id}: {e}", exc_info=True
+            )
 
     async def _identify_speaker(self, session_id: str) -> tuple[Optional[str], float]:
         """Identify the speaker from buffered audio via speaker recognition service.
@@ -405,7 +689,9 @@ async def _identify_speaker(self, session_id: str) -> tuple[Optional[str], float
             user_id = await self._get_user_id_from_client_id(session_id)
 
             # Convert buffered PCM to WAV
-            wav_bytes = pcm_to_wav_bytes(bytes(buffer), sample_rate=16000, channels=1, sample_width=2)
+            wav_bytes = pcm_to_wav_bytes(
+                bytes(buffer), sample_rate=16000, channels=1, sample_width=2
+            )
 
             # Call speaker recognition service
             result = await self.speaker_client.identify_segment(
@@ -457,10 +743,10 @@ async def publish_to_client(
             message = {
                 "text": result.get("text", ""),
                 "is_final": is_final,
-                "words": result.get("words", []),
+                "words": result.get("words") or [],
                 "segments": result.get("segments", []),
                 "confidence": result.get("confidence", 0.0),
-                "timestamp": time.time()
+                "timestamp": time.time(),
             }
 
             # Include speaker info on final results
@@ -472,12 +758,18 @@ async def publish_to_client(
             await self.redis_client.publish(channel, json.dumps(message))
 
             result_type = "FINAL" if is_final else "interim"
-            logger.debug(f"Published {result_type} result to {channel}: {message['text'][:50]}...")
+            logger.debug(
+                f"Published {result_type} result to {channel}: {message['text'][:50]}..."
+            )
 
         except Exception as e:
-            logger.error(f"Error publishing to client for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error publishing to client for {session_id}: {e}", exc_info=True
+            )
 
-    async def store_final_result(self, session_id: str, result: Dict, chunk_id: str = None):
+    async def store_final_result(
+        self, session_id: str, result: Dict, chunk_id: Optional[str] = None
+    ):
         """
         Store final transcription result to Redis Stream.
 
@@ -486,11 +778,12 @@ async def store_final_result(self, session_id: str, result: Dict, chunk_id: str
             result: Final transcription result
             chunk_id: Optional chunk identifier
         """
+        set_span_attrs(pipeline_stage="transcription_streaming")
         try:
             stream_name = f"transcription:results:{session_id}"
 
             # Get words and segments directly
-            words = result.get("words", [])
+            words = result.get("words") or []
             segments = result.get("segments", [])
 
             # Prepare result entry
@@ -512,10 +805,14 @@ async def store_final_result(self, session_id: str, result: Dict, chunk_id: str
             # Write to Redis Stream
             await self.redis_client.xadd(stream_name, entry)
 
-            logger.info(f"Stored final result to {stream_name}: {result.get('text', '')[:50]}... ({len(words)} words)")
+            logger.info(
+                f"Stored final result to {stream_name}: {result.get('text', '')[:50]}... ({len(words)} words)"
+            )
 
         except Exception as e:
-            logger.error(f"Error storing final result for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error storing final result for {session_id}: {e}", exc_info=True
+            )
 
     async def _get_user_id_from_client_id(self, client_id: str) -> Optional[str]:
         """
@@ -581,18 +878,38 @@ async def trigger_plugins(
                     logger.warning(f"Error checking primary speakers: {e}")
                     # Don't block plugins on lookup failure
 
+            # Wake-word follow-up: if a follow-up window is open for this session,
+            # treat this utterance as a contextual follow-up (no wake word needed)
+            # and stop — don't run normal transcript dispatch for it. session_id
+            # here is the client_id (the stream key).
+            try:
+                handled = await maybe_handle_followup(
+                    self.redis_client,
+                    self.plugin_router,
+                    user_id=user_id,
+                    session_id=session_id,
+                    client_id=session_id,
+                    text=result.get("text", ""),
+                )
+                if handled:
+                    return
+            except (
+                Exception
+            ) as e:  # noqa: BLE001 - never let follow-up break transcription
+                logger.error(f"Follow-up handling error: {e}", exc_info=True)
+
             plugin_data = {
-                'transcript': result.get("text", ""),
-                'session_id': session_id,
-                'words': result.get("words", []),
-                'segments': result.get("segments", []),
-                'confidence': result.get("confidence", 0.0),
-                'is_final': True,
+                "transcript": result.get("text", ""),
+                "session_id": session_id,
+                "words": result.get("words") or [],
+                "segments": result.get("segments", []),
+                "confidence": result.get("confidence", 0.0),
+                "is_final": True,
             }
 
             # Include speaker info if available
             if speaker_name:
-                plugin_data['speaker_name'] = speaker_name
+                plugin_data["speaker_name"] = speaker_name
 
             # Dispatch transcript.streaming event
             logger.info(
@@ -604,16 +921,20 @@ async def trigger_plugins(
                 event=PluginEvent.TRANSCRIPT_STREAMING,
                 user_id=user_id,
                 data=plugin_data,
-                metadata={'client_id': session_id}
+                metadata={"client_id": session_id},
             )
 
             if plugin_results:
-                logger.info(f"Plugins triggered successfully: {len(plugin_results)} results")
+                logger.info(
+                    f"Plugins triggered successfully: {len(plugin_results)} results"
+                )
             else:
                 logger.info(f"No plugins triggered (no matching conditions)")
 
         except Exception as e:
-            logger.error(f"Error triggering plugins for {session_id}: {e}", exc_info=True)
+            logger.error(
+                f"Error triggering plugins for {session_id}: {e}", exc_info=True
+            )
 
     async def process_stream(self, stream_name: str):
         """
@@ -628,20 +949,12 @@ async def process_stream(self, stream_name: str):
         # Track this stream
         self.active_streams[stream_name] = {
             "session_id": session_id,
-            "started_at": time.time()
+            "started_at": time.time(),
         }
 
         # Read actual sample rate from the session's audio_format stored in Redis
-        sample_rate = 16000
-        session_key = f"audio:session:{session_id}"
-        try:
-            audio_format_raw = await self.redis_client.hget(session_key, "audio_format")
-            if audio_format_raw:
-                audio_format = json.loads(audio_format_raw)
-                sample_rate = int(audio_format.get("rate", 16000))
-                logger.info(f"Read sample rate {sample_rate}Hz from session {session_id}")
-        except Exception as e:
-            logger.warning(f"Failed to read audio_format from Redis for {session_id}: {e}")
+        sample_rate, _, _ = await self.store.get_audio_format(session_id)
+        logger.info(f"Read sample rate {sample_rate}Hz from session {session_id}")
 
         # Start WebSocket connection to transcription provider
         await self.start_session_stream(session_id, sample_rate=sample_rate)
@@ -658,44 +971,109 @@ async def process_stream(self, stream_name: str):
                         self.consumer_name,  # "streaming-worker-{pid}"
                         {stream_name: ">"},  # Read only new messages
                         count=10,
-                        block=1000  # Block for 1 second
+                        block=1000,  # Block for 1 second
                     )
 
                     if not messages:
-                        # No new messages - check if stream is still alive
                         if session_id not in self.active_sessions:
-                            logger.info(f"Session {session_id} no longer active, ending stream processing")
+                            logger.info(
+                                f"Session {session_id} no longer active, ending stream processing"
+                            )
+                            stream_ended = True
+                            continue
+
+                        # Heartbeat-based zombie exit (see STREAM_IDLE_TIMEOUT_SECONDS).
+                        idle_for = (
+                            time.time()
+                            - self.active_sessions[session_id]["last_activity"]
+                        )
+                        if idle_for > STREAM_IDLE_TIMEOUT_SECONDS:
+                            logger.warning(
+                                f"Stream {stream_name} idle for {idle_for:.0f}s without "
+                                f"end_marker — treating as zombie and ending processing"
+                            )
                             stream_ended = True
                         continue
 
                     for stream, stream_messages in messages:
-                        logger.debug(f"Read {len(stream_messages)} messages from {stream_name}")
+                        logger.debug(
+                            f"Read {len(stream_messages)} messages from {stream_name}"
+                        )
                         for message_id, fields in stream_messages:
-                            msg_id = message_id.decode() if isinstance(message_id, bytes) else message_id
+                            msg_id = (
+                                message_id.decode()
+                                if isinstance(message_id, bytes)
+                                else message_id
+                            )
 
                             # Check for end marker
-                            if fields.get(b'end_marker') or fields.get('end_marker'):
+                            if fields.get(b"end_marker") or fields.get("end_marker"):
                                 logger.info(f"End marker received for {session_id}")
                                 stream_ended = True
                                 # ACK the end marker
-                                await self.redis_client.xack(stream_name, self.group_name, msg_id)
+                                await self.redis_client.xack(
+                                    stream_name, self.group_name, msg_id
+                                )
                                 break
 
                             # Extract audio data (producer sends as 'audio_data', not 'audio_chunk')
-                            audio_chunk = fields.get(b'audio_data') or fields.get('audio_data')
+                            audio_chunk = fields.get(b"audio_data") or fields.get(
+                                "audio_data"
+                            )
                             if audio_chunk:
-                                logger.debug(f"Processing audio chunk {msg_id} ({len(audio_chunk)} bytes)")
-                                # Process audio chunk through streaming provider
-                                await self.process_audio_chunk(
-                                    session_id=session_id,
-                                    audio_chunk=audio_chunk,
-                                    chunk_id=msg_id
+                                logger.debug(
+                                    f"Processing audio chunk {msg_id} ({len(audio_chunk)} bytes)"
                                 )
+                                if session_id in self.active_sessions:
+                                    self.active_sessions[session_id][
+                                        "last_activity"
+                                    ] = time.time()
+                                # Process audio chunk through streaming provider
+                                try:
+                                    await self.process_audio_chunk(
+                                        session_id=session_id,
+                                        audio_chunk=audio_chunk,
+                                        chunk_id=msg_id,
+                                    )
+                                except Exception as e:
+                                    if _is_connection_error(e):
+                                        logger.warning(
+                                            f"Connection lost for {session_id} — "
+                                            f"attempting in-place reconnect"
+                                        )
+                                        if await self._reconnect_session(session_id):
+                                            # Re-send the chunk that died mid-flight
+                                            # to the new provider stream.
+                                            try:
+                                                await self.process_audio_chunk(
+                                                    session_id=session_id,
+                                                    audio_chunk=audio_chunk,
+                                                    chunk_id=msg_id,
+                                                )
+                                            except Exception as resend_err:
+                                                logger.error(
+                                                    f"Re-send of chunk {msg_id} after "
+                                                    f"reconnect failed for {session_id}: "
+                                                    f"{resend_err} — dropping chunk"
+                                                )
+                                            # Reconnected: fall through to ACK
+                                        else:
+                                            logger.error(
+                                                f"Reconnect failed — stopping stream "
+                                                f"{session_id}"
+                                            )
+                                            stream_ended = True
+                                            break  # Don't ACK — leave chunks pending
+                                    # Non-connection error: fall through to ACK
                             else:
-                                logger.warning(f"Message {msg_id} has no audio_data field")
+                                logger.warning(
+                                    f"Message {msg_id} has no audio_data field"
+                                )
 
-                            # ACK the message after processing
-                            await self.redis_client.xack(stream_name, self.group_name, msg_id)
+                            # ACK only on success or non-fatal error
+                            await self.redis_client.xack(
+                                stream_name, self.group_name, msg_id
+                            )
 
                         if stream_ended:
                             break
@@ -703,14 +1081,21 @@ async def process_stream(self, stream_name: str):
                 except redis_exceptions.ResponseError as e:
                     if "NOGROUP" in str(e):
                         # Stream has expired or been deleted - exit gracefully
-                        logger.info(f"Stream {stream_name} expired or deleted, ending processing")
+                        logger.info(
+                            f"Stream {stream_name} expired or deleted, ending processing"
+                        )
                         stream_ended = True
                         break
                     else:
-                        logger.error(f"Redis error reading from stream {stream_name}: {e}", exc_info=True)
+                        logger.error(
+                            f"Redis error reading from stream {stream_name}: {e}",
+                            exc_info=True,
+                        )
                         await asyncio.sleep(1)
                 except Exception as e:
-                    logger.error(f"Error reading from stream {stream_name}: {e}", exc_info=True)
+                    logger.error(
+                        f"Error reading from stream {stream_name}: {e}", exc_info=True
+                    )
                     await asyncio.sleep(1)
 
         finally:
@@ -727,77 +1112,74 @@ async def process_stream(self, stream_name: str):
             try:
                 await self._try_delete_finished_stream(stream_name)
             except Exception as e:
-                logger.debug(f"Stream cleanup check failed for {stream_name} (non-fatal): {e}")
+                logger.debug(
+                    f"Stream cleanup check failed for {stream_name} (non-fatal): {e}"
+                )
 
     async def _try_delete_finished_stream(self, stream_name: str):
         """
-        Delete a Redis stream if all consumer groups have finished processing.
+        Delete only after Redis proves every registered group has no pending or lag.
 
-        Both consumer groups (streaming-transcription and audio_persistence) read from
-        the same stream. We only delete when both have 0 pending messages to avoid
-        breaking the other consumer. If any group still has pending messages or not all
-        expected groups are registered, the 60s TTL fallback handles cleanup.
+        This consumer and Mongo persistence are required. Optional groups such as
+        wakeword_detection also block deletion when present. There is deliberately no
+        age/TTL fallback: inability to prove durability means retaining the stream.
         """
-        _EXPECTED_GROUPS = {"streaming-transcription", "audio_persistence"}
-
-        if not await self.redis_client.exists(stream_name):
-            return
-
-        groups = await self.redis_client.execute_command('XINFO', 'GROUPS', stream_name)
-        if not groups:
-            return
-
-        # Parse all groups — XINFO GROUPS returns a flat key-value array per group
-        registered_names = set()
-        total_pending = 0
-        for group in groups:
-            group_dict = {}
-            for i in range(0, len(group), 2):
-                key = group[i].decode() if isinstance(group[i], bytes) else str(group[i])
-                value = group[i + 1]
-                if isinstance(value, bytes):
-                    try:
-                        value = value.decode()
-                    except UnicodeDecodeError:
-                        value = str(value)
-                group_dict[key] = value
-
-            name = group_dict.get("name", "")
-            pending = int(group_dict.get("pending", 0))
-            registered_names.add(name)
-            total_pending += pending
-
-        if not _EXPECTED_GROUPS.issubset(registered_names):
+        session_id = stream_name.removeprefix("audio:stream:")
+        status = await SessionStore(self.redis_client).get_status(session_id)
+        if status not in (SessionStatus.FINALIZING, SessionStatus.FINISHED):
             logger.debug(
-                f"Stream {stream_name}: not all consumer groups registered yet "
-                f"(found: {registered_names}), skipping delete"
+                f"Retaining stream {stream_name}: session status {status} is not terminal"
             )
             return
 
-        if total_pending > 0:
-            logger.debug(
-                f"Stream {stream_name} still has {total_pending} pending messages "
-                f"across consumer groups, skipping delete"
+        decision = await delete_stream_if_durable(
+            self.redis_client,
+            stream_name,
+            required_groups={self.group_name, AUDIO_PERSISTENCE_GROUP},
+        )
+        if decision.safe_to_delete:
+            logger.info(
+                f"Deleted stream {stream_name} after durability proof "
+                f"({len(decision.groups)} groups drained)"
             )
-            return
+        else:
+            logger.debug(f"Retaining stream {stream_name}: {decision.reason}")
 
-        # All expected groups registered, all have 0 pending — safe to delete
-        await self.redis_client.delete(stream_name)
-        logger.info(
-            f"Deleted stream {stream_name} "
-            f"(all {len(_EXPECTED_GROUPS)} consumer groups have 0 pending)"
-        )
+    def _on_stream_task_done(self, stream_name: str, task: asyncio.Task) -> None:
+        """Surface a finished per-stream task and free a crashed stream.
 
-    async def start_consuming(self):
+        process_stream pops active_streams in its own finally on the normal path
+        (so the pop here is a no-op then). But if it crashed BEFORE that finally
+        — e.g. get_audio_format / start_session_stream raised — the stream would
+        stay marked active and never be re-picked, silently dropping that
+        session. Log the crash loudly and drop the stream so discovery retries it.
+        """
+        self._stream_tasks.discard(task)
+        if task.cancelled():
+            return
+        exc = task.exception()
+        if exc is not None:
+            logger.error(f"Stream task for {stream_name} crashed: {exc}", exc_info=exc)
+            self.active_streams.pop(stream_name, None)
+
+    async def start_consuming(self, heartbeat_name: str | None = None):
         """
         Start consuming audio streams and processing through streaming transcription.
         Uses Redis consumer groups for fan-out (allows batch workers to process same stream).
+
+        Args:
+            heartbeat_name: If set, beat ``worker:heartbeat:{name}`` once per
+                discovery iteration so the workers healthcheck can tell this
+                consumer's main loop is still turning (not wedged-but-alive).
         """
         self.running = True
         logger.info(f"Streaming consumer started (group: {self.group_name})")
 
         try:
             while self.running:
+                if heartbeat_name:
+                    await beat(self.redis_client, heartbeat_name)
+
                 # Discover available streams
                 streams = await self.discover_streams()
 
@@ -818,8 +1200,26 @@ async def start_consuming(self):
                     session_id = stream_name.replace("audio:stream:", "")
                     completion_key = f"transcription:complete:{session_id}"
                     if await self.redis_client.exists(completion_key):
-                        logger.debug(f"Stream {stream_name} already completed, skipping")
-                        continue
+                        # session_id is stable across reconnects, so the flag may be
+                        # stale: a device reconnected onto the same stream after the
+                        # prior connection's provider stream closed. Producer.init_session
+                        # clears the flag on (re)connect, but a backend-only restart
+                        # leaves THIS worker's old process_stream task alive, and it can
+                        # set the flag (idle-timeout exit) AFTER init_session cleared it
+                        # — re-poisoning the resumed stream until the 5-min TTL.
+                        # Self-heal: if fresh audio is flowing into a "completed" stream,
+                        # the session resumed — drop the flag and re-attach.
+                        if await self._stream_has_fresh_entries(stream_name):
+                            logger.info(
+                                f"Stream {stream_name} marked complete but has fresh "
+                                f"audio — session resumed, clearing flag and re-attaching"
+                            )
+                            await self.redis_client.delete(completion_key)
+                        else:
+                            logger.debug(
+                                f"Stream {stream_name} already completed, skipping"
+                            )
+                            continue
 
                     # Setup consumer group (no manual lock needed)
                     await self.setup_consumer_group(stream_name)
@@ -827,9 +1227,18 @@ async def start_consuming(self):
                     # Track stream and spawn task to process it
                     self.active_streams[stream_name] = {"session_id": session_id}
 
-                    # Spawn task to process this stream
-                    asyncio.create_task(self.process_stream(stream_name))
-                    logger.info(f"Now consuming from {stream_name} (group: {self.group_name})")
+                    # Spawn task to process this stream. Keep a strong ref and a
+                    # done-callback so a crash before process_stream's own
+                    # try/finally (e.g. provider connect failure) is logged and the
+                    # stream is freed for re-discovery instead of silently stuck.
+                    task = asyncio.create_task(self.process_stream(stream_name))
+                    self._stream_tasks.add(task)
+                    task.add_done_callback(
+                        lambda t, sn=stream_name: self._on_stream_task_done(sn, t)
+                    )
+                    logger.info(
+                        f"Now consuming from {stream_name} (group: {self.group_name})"
+                    )
 
                 # Sleep before next discovery cycle (1s for fast discovery)
                 await asyncio.sleep(1)
diff --git a/backends/advanced/src/advanced_omi_backend/services/tts_client.py b/backends/advanced/src/advanced_omi_backend/services/tts_client.py
new file mode 100644
index 00000000..9addadbc
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/tts_client.py
@@ -0,0 +1,56 @@
+"""Client for the Chronicle TTS service (text → speech WAV bytes).
+
+Resolves the TTS endpoint the same way other services are resolved
+(``CHRONICLE_TTS_URL``/``TTS_URL`` env override → minidisc/Tailscale discovery)
+and calls its ``POST /synthesize`` endpoint. All failures degrade to ``None`` so
+callers can treat speech output as best-effort.
+"""
+
+import logging
+import os
+
+import httpx
+
+logger = logging.getLogger(__name__)
+
+_TTS_TIMEOUT = float(os.getenv("TTS_TIMEOUT", "30"))
+
+
+def _resolve_tts_url() -> str | None:
+    """Resolve the TTS base URL (env override → minidisc discovery → None)."""
+    url = os.getenv("CHRONICLE_TTS_URL") or os.getenv("TTS_URL")
+    if url:
+        return url
+    try:
+        # Lazy import: sys.path-dependent optional module (repo-root `discovery`)
+        from discovery import CHRONICLE_TTS, resolve_service_url
+
+        return resolve_service_url(None, CHRONICLE_TTS, default=None)
+    except ImportError:
+        return None
+
+
+async def synthesize_speech(text: str) -> bytes | None:
+    """Synthesize ``text`` to WAV bytes. Returns ``None`` if disabled or on failure."""
+    text = (text or "").strip()
+    if not text:
+        return None
+
+    base_url = _resolve_tts_url()
+    if not base_url:
+        logger.info(
+            "TTS not configured (set CHRONICLE_TTS_URL) — skipping speech synthesis"
+        )
+        return None
+
+    try:
+        async with httpx.AsyncClient(timeout=_TTS_TIMEOUT) as client:
+            resp = await client.post(
+                f"{base_url.rstrip('/')}/synthesize",
+                data={"text": text},
+            )
+            resp.raise_for_status()
+            return resp.content
+    except Exception as e:  # noqa: BLE001 - speech output is best-effort
+        logger.error(f"TTS synthesis failed via {base_url}: {e}", exc_info=True)
+        return None
diff --git a/backends/advanced/src/advanced_omi_backend/services/vad/__init__.py b/backends/advanced/src/advanced_omi_backend/services/vad/__init__.py
new file mode 100644
index 00000000..79320036
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/vad/__init__.py
@@ -0,0 +1,38 @@
+"""Swappable VAD providers.
+
+The active provider is selected by ``data_audit.vad_provider`` in config
+(default ``ten_vad``). ``get_vad_provider()`` returns a fresh instance per
+call because providers may carry streaming state — use one instance per
+audio stream and feed it chunks in order.
+"""
+
+from typing import Callable, Dict
+
+from advanced_omi_backend.config_loader import get_service_config
+from advanced_omi_backend.services.vad.base import VADProvider
+
+DEFAULT_PROVIDER = "ten_vad"
+
+
+def _make_ten_vad() -> VADProvider:
+    from advanced_omi_backend.services.vad.ten_vad import TenVadProvider
+
+    return TenVadProvider()
+
+
+# Provider factories are lazy so importing this package never loads native libs.
+_REGISTRY: Dict[str, Callable[[], VADProvider]] = {
+    "ten_vad": _make_ten_vad,
+}
+
+
+def get_vad_provider(name: str | None = None) -> VADProvider:
+    """Build the configured VAD provider (or the named one)."""
+    if name is None:
+        cfg = get_service_config("data_audit")
+        name = cfg.get("vad_provider", DEFAULT_PROVIDER)
+    if name not in _REGISTRY:
+        raise ValueError(
+            f"Unknown VAD provider '{name}'; available: {sorted(_REGISTRY)}"
+        )
+    return _REGISTRY[name]()
diff --git a/backends/advanced/src/advanced_omi_backend/services/vad/base.py b/backends/advanced/src/advanced_omi_backend/services/vad/base.py
new file mode 100644
index 00000000..4853fc0f
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/vad/base.py
@@ -0,0 +1,27 @@
+"""Voice-activity-detection provider interface.
+
+Providers score 16-bit mono PCM and return per-frame speech probabilities.
+Implementations may keep streaming state between ``score()`` calls, so use one
+provider instance per audio stream (e.g., per conversation) and feed it chunks
+in order. Obtain instances via :func:`advanced_omi_backend.services.vad.get_vad_provider`.
+"""
+
+from abc import ABC, abstractmethod
+
+import numpy as np
+
+
+class VADProvider(ABC):
+    """Scores PCM audio with per-frame speech probabilities in [0, 1]."""
+
+    name: str
+    frame_hop_ms: float
+
+    @abstractmethod
+    def score(self, pcm: np.ndarray, sample_rate: int) -> np.ndarray:
+        """Score 16-bit mono PCM (int16 ndarray) at ``sample_rate``.
+
+        Returns a float ndarray of per-frame speech probabilities, one frame
+        every ``frame_hop_ms`` milliseconds. May carry streaming state from
+        previous calls on the same instance.
+        """
diff --git a/backends/advanced/src/advanced_omi_backend/services/vad/ten_vad.py b/backends/advanced/src/advanced_omi_backend/services/vad/ten_vad.py
new file mode 100644
index 00000000..d36a7ed2
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/vad/ten_vad.py
@@ -0,0 +1,42 @@
+"""TEN VAD provider (https://github.com/ten-framework/ten-vad).
+
+Lightweight C/ONNX model, numpy-only Python binding. Requires 16 kHz mono
+int16 PCM; scores one frame per 256-sample hop (16 ms).
+"""
+
+import numpy as np
+from ten_vad import TenVad
+
+from advanced_omi_backend.services.vad.base import VADProvider
+
+HOP_SIZE = 256
+REQUIRED_SAMPLE_RATE = 16000
+
+
+class TenVadProvider(VADProvider):
+    name = "ten_vad"
+    frame_hop_ms = HOP_SIZE / REQUIRED_SAMPLE_RATE * 1000.0
+
+    def __init__(self):
+        self._vad = TenVad(hop_size=HOP_SIZE)
+        self._remainder = np.empty(0, dtype=np.int16)
+
+    def score(self, pcm: np.ndarray, sample_rate: int) -> np.ndarray:
+        if sample_rate != REQUIRED_SAMPLE_RATE:
+            raise ValueError(
+                f"TEN VAD requires {REQUIRED_SAMPLE_RATE} Hz audio, got {sample_rate}"
+            )
+        if pcm.dtype != np.int16:
+            raise ValueError(f"TEN VAD requires int16 PCM, got {pcm.dtype}")
+
+        samples = (
+            np.concatenate([self._remainder, pcm]) if self._remainder.size else pcm
+        )
+        n_frames = samples.size // HOP_SIZE
+        self._remainder = samples[n_frames * HOP_SIZE :]
+
+        probabilities = np.empty(n_frames, dtype=np.float32)
+        for i in range(n_frames):
+            frame = samples[i * HOP_SIZE : (i + 1) * HOP_SIZE]
+            probabilities[i], _ = self._vad.process(frame)
+        return probabilities
diff --git a/backends/advanced/src/advanced_omi_backend/services/wakeword/__init__.py b/backends/advanced/src/advanced_omi_backend/services/wakeword/__init__.py
new file mode 100644
index 00000000..bf2c8d0f
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/wakeword/__init__.py
@@ -0,0 +1,12 @@
+"""Backend-side bridge for the standalone Hermes wake-word service.
+
+The acoustic detector runs in its own container and cannot call the in-process
+plugin router. It publishes detections to the ``wakeword:detections`` Redis
+stream; :class:`WakeWordDispatcher` consumes that stream and dispatches the
+``wake_word.detected`` plugin event so the Hermes plugin handles it identically
+to the text keyword trigger.
+"""
+
+from advanced_omi_backend.services.wakeword.dispatcher import WakeWordDispatcher
+
+__all__ = ["WakeWordDispatcher"]
diff --git a/backends/advanced/src/advanced_omi_backend/services/wakeword/dispatcher.py b/backends/advanced/src/advanced_omi_backend/services/wakeword/dispatcher.py
new file mode 100644
index 00000000..723c2d96
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/wakeword/dispatcher.py
@@ -0,0 +1,526 @@
+"""Consumes the wakeword:detections Redis stream and dispatches plugin events.
+
+The standalone wakeword-service publishes one message per captured wake-word
+turn to ``wakeword:detections``. This dispatcher reads that stream with a
+consumer group, resolves the current conversation id for the session, and calls
+``PluginRouter.dispatch_event(PluginEvent.WAKE_WORD_DETECTED, ...)`` — the same
+router the text keyword path uses, so both reach the Hermes agent identically.
+"""
+
+import asyncio
+import base64
+import io
+import json
+import logging
+import os
+import time
+import wave
+
+import redis.asyncio as redis
+from redis import exceptions as redis_exceptions
+
+from advanced_omi_backend.config import get_wakeword_command_source
+from advanced_omi_backend.heartbeat import beat
+from advanced_omi_backend.models.user import get_user_by_id
+from advanced_omi_backend.plugins.router import (
+    PluginRouter,
+    extract_command_around_keyword,
+)
+from advanced_omi_backend.services.audio_stream.aggregator import (
+    TranscriptionResultsAggregator,
+)
+from advanced_omi_backend.services.transcription import get_transcription_provider
+from advanced_omi_backend.services.wakeword.executor import (
+    execute_voice_command,
+    get_current_conversation_id,
+    publish_sse,
+    set_device_led,
+)
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+
+logger = logging.getLogger(__name__)
+
+DETECTIONS_STREAM = "wakeword:detections"
+GROUP_NAME = "wakeword-dispatch"
+
+# Spoken wake words to strip off the front of a streaming-derived command (the
+# streaming transcript includes the wake word; the batch capture does not).
+# Shared default with the follow-up handler (followup.py). Longest first so
+# "hey hermes" is removed before the bare "hermes".
+_SPOKEN_WAKE_WORDS = sorted(
+    (
+        w.strip()
+        for w in os.getenv("FOLLOWUP_WAKE_WORDS", "hey hermes,hermes").split(",")
+        if w.strip()
+    ),
+    key=len,
+    reverse=True,
+)
+
+# How long to wait for the live streaming transcript of the command window to
+# land when we read it (the final streaming result can arrive a beat after the
+# wake-word turn-end fires).
+_STREAMING_POLL_SECS = float(os.getenv("WAKEWORD_STREAMING_POLL_SECS", "3.0"))
+_STREAMING_POLL_INTERVAL = 0.3
+# Slack around the capture window when matching streaming results by wall clock.
+_STREAMING_WINDOW_MARGIN_SECS = 2.0
+
+
+def _pcm_to_wav(pcm: bytes, sample_rate: int) -> bytes:
+    """Wrap raw int16 mono PCM in a WAV container.
+
+    The batch provider auto-detects WAV via the RIFF header and sets the correct
+    content-type; sending raw PCM as audio/raw can make some providers (Deepgram)
+    silently return an empty transcript.
+    """
+    buf = io.BytesIO()
+    with wave.open(buf, "wb") as wf:
+        wf.setnchannels(1)
+        wf.setsampwidth(2)
+        wf.setframerate(sample_rate)
+        wf.writeframes(pcm)
+    return buf.getvalue()
+
+
+class WakeWordDispatcher:
+    """Reads wake-word detections from Redis and dispatches plugin events."""
+
+    def __init__(self, redis_client: redis.Redis, plugin_router: PluginRouter):
+        """Initialize the dispatcher.
+
+        Args:
+            redis_client: Async Redis client (decode_responses=False).
+            plugin_router: The initialized plugin router.
+        """
+        self.redis_client = redis_client
+        self.plugin_router = plugin_router
+        self.consumer_name = "wakeword-dispatch-worker"
+        self.running = False
+        # Lazily-built speaker-recognition client, used only by the per-user
+        # speaker gate (see _check_speaker_gate). Reused across detections.
+        self._speaker_client: SpeakerRecognitionClient | None = None
+        # In-flight per-detection handlers. Each detection is processed in its own
+        # background task so a slow plugin (the Hermes agent can take tens of
+        # seconds) never blocks the loop from reading + dispatching the NEXT wake
+        # command (e.g. a quick Home Assistant command). Tracked so they aren't GC'd
+        # and can be cancelled on shutdown.
+        self._tasks: set[asyncio.Task] = set()
+
+    async def stop(self) -> None:
+        """Signal the dispatcher loop to stop and cancel in-flight handlers."""
+        self.running = False
+        for task in list(self._tasks):
+            task.cancel()
+
+    async def _setup_group(self) -> None:
+        try:
+            await self.redis_client.xgroup_create(
+                DETECTIONS_STREAM, GROUP_NAME, "0", mkstream=True
+            )
+            logger.info(f"Created consumer group {GROUP_NAME} for {DETECTIONS_STREAM}")
+        except redis_exceptions.ResponseError as e:
+            if "BUSYGROUP" not in str(e):
+                raise
+
+    async def run(self) -> None:
+        """Run the consume + dispatch loop until stopped."""
+        await self._setup_group()
+        self.running = True
+        logger.info(f"🔔 WakeWordDispatcher listening on {DETECTIONS_STREAM}")
+
+        while self.running:
+            # Heartbeat so the workers healthcheck can tell this loop is turning.
+            await beat(self.redis_client, "wakeword-dispatch")
+            try:
+                messages = await self.redis_client.xreadgroup(
+                    GROUP_NAME,
+                    self.consumer_name,
+                    {DETECTIONS_STREAM: ">"},
+                    count=10,
+                    block=1000,
+                )
+            except Exception as e:  # noqa: BLE001 - keep the loop alive on Redis blips
+                logger.error(f"WakeWordDispatcher read error: {e}", exc_info=True)
+                await asyncio.sleep(1)
+                continue
+
+            if not messages:
+                continue
+
+            for _stream, stream_messages in messages:
+                for message_id, fields in stream_messages:
+                    msg_id = (
+                        message_id.decode()
+                        if isinstance(message_id, bytes)
+                        else message_id
+                    )
+                    # Process each detection concurrently in its own task: a command
+                    # already sent to a slow plugin (Hermes) runs in the background
+                    # while we keep listening, so the next command isn't blocked.
+                    task = asyncio.create_task(
+                        self._handle_message_safe(fields, msg_id)
+                    )
+                    self._tasks.add(task)
+                    task.add_done_callback(self._tasks.discard)
+                    # ACK immediately: dispatch is fire-and-forget (the old serial
+                    # path also ACKed unconditionally, so delivery is unchanged).
+                    await self.redis_client.xack(DETECTIONS_STREAM, GROUP_NAME, msg_id)
+
+    async def _handle_message_safe(self, fields: dict, msg_id: str) -> None:
+        """Run _handle_message, swallowing errors (nothing awaits this task)."""
+        try:
+            await self._handle_message(fields)
+        except asyncio.CancelledError:
+            raise
+        except Exception as e:  # noqa: BLE001 - never let one bad detection crash
+            logger.error(
+                f"Failed to dispatch wake-word detection {msg_id}: {e}",
+                exc_info=True,
+            )
+
+    async def _handle_message(self, fields: dict) -> None:
+        raw = fields.get(b"event") or fields.get("event")
+        if not raw:
+            logger.warning("wake-word detection message missing 'event' field")
+            return
+        if isinstance(raw, bytes):
+            raw = raw.decode()
+        payload = json.loads(raw)
+
+        session_id = payload.get("session_id", "")
+        user_id = payload.get("user_id", "")
+
+        if not user_id:
+            logger.warning(
+                f"wake-word detection for session '{session_id}' has no user_id; skipping"
+            )
+            return
+
+        # Resolve the command text from the captured turn. The source is
+        # configurable (backend.wakeword.command_source):
+        #   batch                -> batch-transcribe the captured audio (default-quality)
+        #   streaming            -> trust the live streaming transcript, skip batch ASR
+        #   batch_then_streaming -> batch ASR, fall back to streaming with a warning
+        audio_b64 = payload.get("audio_b64", "")
+        sample_rate = int(payload.get("sample_rate", 16000))
+        detected_at = float(payload.get("detected_at") or 0.0)
+        command_source = get_wakeword_command_source()
+        # Silence gate: the wakeword service flags captures that contained no real
+        # speech (a false arm with nothing said). Skip batch ASR on those — self-
+        # diarizing ASR (e.g. VibeVoice) hallucinates phantom commands on near-
+        # silent audio, which would then be acted on as a real command.
+        has_speech = bool(payload.get("has_speech", True))
+        client_id = payload.get("client_id", session_id)
+
+        # Speaker presence gate (per-user allowlist). When the user has enabled the
+        # gate, an acoustic wake word only dispatches a command if one of their
+        # selected enrolled speakers is recognized in the captured turn. Run BEFORE
+        # ASR so a blocked command also skips transcription. Fail-open on a
+        # speaker-service error so an outage never bricks the wake word.
+        gate = await self._check_speaker_gate(
+            user_id=user_id,
+            audio_b64=audio_b64,
+            has_speech=has_speech,
+            sample_rate=sample_rate,
+        )
+        if not gate["allowed"]:
+            logger.info(
+                f"🚫 wake-word command for '{session_id}' blocked by speaker gate "
+                f"(reason={gate['reason']}, identified={gate.get('identified')})"
+            )
+            await publish_sse(
+                self.redis_client,
+                user_id,
+                "wake.blocked",
+                {
+                    "client_id": client_id,
+                    "session_id": session_id,
+                    "reason": gate["reason"],
+                    "wakeword": payload.get("wakeword"),
+                    "identified": gate.get("identified"),
+                },
+            )
+            # Brief red "Error" ring so a blocked wake word reads as rejected.
+            await set_device_led(
+                self.redis_client, client_id, effect="Error", duration=3.0
+            )
+            return
+
+        command = ""
+        # Pre-dispatch stage durations, threaded into the executor's latency line:
+        # the captured command-audio length (the wakeword-service arm→end-of-turn
+        # window) and the batch ASR wall time.
+        capture_secs: float | None = None
+        asr_ms: float | None = None
+        # Why the command is (or isn't) populated, so downstream consumers can tell
+        # an intentional silence-gate skip apart from an ASR miss or missing audio:
+        #   "transcribed"       -> batch ASR ran (command may still be empty)
+        #   "streaming"         -> taken from the live streaming transcript (by config)
+        #   "streaming_fallback"-> batch ASR failed/empty; fell back to streaming
+        #   "asr_error"         -> batch ASR was unreachable / errored and no fallback
+        #   "skipped_silence"   -> near-silent false arm; ASR deliberately not run
+        #   "no_audio"          -> capture carried no audio at all
+        if not audio_b64:
+            asr_status = "no_audio"
+            logger.warning(f"wake-word detection for '{session_id}' carried no audio")
+        elif not has_speech:
+            asr_status = "skipped_silence"
+            logger.info(
+                f"wake-word detection for '{session_id}' was near-silent; "
+                f"skipping batch ASR (silence gate)"
+            )
+        else:
+            pcm = base64.b64decode(audio_b64)
+            # int16 mono: 2 bytes/sample. Used to align the streaming-transcript
+            # window against the detection's wall-clock `detected_at`.
+            capture_secs = len(pcm) / 2 / max(sample_rate, 1)
+            _asr_start = time.perf_counter()
+            command, asr_status = await self._resolve_command(
+                command_source=command_source,
+                pcm=pcm,
+                sample_rate=sample_rate,
+                session_id=session_id,
+                user_id=user_id,
+                detected_at=detected_at,
+                capture_secs=capture_secs,
+            )
+            asr_ms = (time.perf_counter() - _asr_start) * 1000.0
+
+        conversation_id = await get_current_conversation_id(
+            self.redis_client, session_id
+        )
+
+        # Funnel through the shared executor so the acoustic wake path and the
+        # streaming follow-up path dispatch, reply, emit SSE, and arm the
+        # follow-up window identically.
+        await execute_voice_command(
+            self.redis_client,
+            self.plugin_router,
+            user_id=user_id,
+            session_id=session_id,
+            client_id=client_id,
+            command=command,
+            conversation_id=conversation_id,
+            source="wake",
+            asr_status=asr_status,
+            has_speech=has_speech,
+            wakeword=payload.get("wakeword"),
+            also_fired=payload.get("also_fired", []),
+            score=payload.get("score"),
+            reason=payload.get("reason"),
+            capture_secs=capture_secs,
+            asr_ms=asr_ms,
+        )
+
+    async def _check_speaker_gate(
+        self,
+        *,
+        user_id: str,
+        audio_b64: str,
+        has_speech: bool,
+        sample_rate: int,
+    ) -> dict:
+        """Decide whether this captured turn may dispatch, per the user's gate.
+
+        Returns ``{"allowed": bool, "reason": str, "identified": str | None}``.
+        When the user has not enabled the gate (or selected no speakers) it is
+        inert and always allows. Otherwise the captured turn is run through the
+        speaker-recognition ``/identify`` endpoint and allowed only if the
+        identified speaker is in the user's allowlist. A near-silent capture can't
+        be verified (blocked); a speaker-service error fails OPEN (allowed).
+        """
+        try:
+            user = await get_user_by_id(user_id)
+        except Exception as e:  # noqa: BLE001 - never block dispatch on a lookup blip
+            logger.warning(f"speaker gate: user lookup failed for {user_id}: {e}")
+            return {"allowed": True, "reason": "user_lookup_failed", "identified": None}
+
+        if user is None or not getattr(user, "wakeword_gate_enabled", False):
+            return {"allowed": True, "reason": "gate_off", "identified": None}
+
+        allowed = user.wakeword_allowed_speakers or []
+        if not allowed:
+            # Enabled but nobody selected — treat as misconfigured and stay inert
+            # rather than silently blocking every command.
+            logger.warning(
+                f"speaker gate enabled for user {user_id} but no speakers selected "
+                f"— allowing (gate inert)"
+            )
+            return {
+                "allowed": True,
+                "reason": "no_speakers_selected",
+                "identified": None,
+            }
+
+        if not audio_b64 or not has_speech:
+            # Nothing to verify against — a near-silent / empty arm can't be
+            # attributed to an allowed speaker, so the gate blocks it.
+            return {
+                "allowed": False,
+                "reason": "unverifiable_silence",
+                "identified": None,
+            }
+
+        allowed_ids = {str(s.get("speaker_id")) for s in allowed if s.get("speaker_id")}
+        allowed_names = {
+            str(s.get("name")).strip().lower() for s in allowed if s.get("name")
+        }
+
+        if self._speaker_client is None:
+            self._speaker_client = SpeakerRecognitionClient()
+        if not self._speaker_client.enabled:
+            # No speaker service configured — fail open so the gate never bricks
+            # the wake word on a misconfigured deployment.
+            logger.warning("speaker gate: speaker service not configured — allowing")
+            return {
+                "allowed": True,
+                "reason": "service_unavailable",
+                "identified": None,
+            }
+
+        wav = _pcm_to_wav(base64.b64decode(audio_b64), sample_rate)
+        result = await self._speaker_client.identify_segment(wav, user_id=user_id)
+
+        if result.get("status") == "error":
+            logger.warning("speaker gate: /identify errored — allowing (fail-open)")
+            return {"allowed": True, "reason": "service_error", "identified": None}
+
+        identified_id = str(result.get("speaker_id") or "")
+        identified_name = str(result.get("speaker_name") or "").strip().lower()
+        is_allowed = bool(result.get("found")) and (
+            identified_id in allowed_ids or identified_name in allowed_names
+        )
+        return {
+            "allowed": is_allowed,
+            "reason": "speaker_recognized" if is_allowed else "speaker_not_allowed",
+            "identified": result.get("speaker_name"),
+        }
+
+    async def _resolve_command(
+        self,
+        *,
+        command_source: str,
+        pcm: bytes,
+        sample_rate: int,
+        session_id: str,
+        user_id: str,
+        detected_at: float,
+        capture_secs: float,
+    ) -> tuple[str, str]:
+        """Resolve the command text per the configured source. Returns (command, asr_status)."""
+        if command_source == "streaming":
+            command = await self._streaming_command(
+                session_id, detected_at, capture_secs
+            )
+            if not command:
+                logger.warning(
+                    "⚠️ Wake-word command source is 'streaming' but no streaming "
+                    "transcript was found for '%s' in the capture window",
+                    session_id,
+                )
+            return command, "streaming"
+
+        # batch or batch_then_streaming: try batch ASR first.
+        try:
+            command = await self._transcribe(pcm, sample_rate)
+            asr_status = "transcribed"
+        except Exception as e:  # noqa: BLE001 - decide fallback below
+            logger.error(f"Wake-word command transcription failed: {e}", exc_info=True)
+            command = ""
+            asr_status = "asr_error"
+
+        if command or command_source != "batch_then_streaming":
+            return command, asr_status
+
+        # Batch ASR was unreachable or heard nothing — fall back to the live
+        # streaming transcript the user already saw, and flag it loudly.
+        fallback = await self._streaming_command(session_id, detected_at, capture_secs)
+        if fallback:
+            logger.warning(
+                "⚠️ Wake-word batch ASR %s for '%s'; falling back to the live "
+                "streaming transcript: %r",
+                "errored" if asr_status == "asr_error" else "returned empty",
+                session_id,
+                fallback,
+            )
+            # Surface the degraded path to the UI (best-effort).
+            await publish_sse(
+                self.redis_client,
+                user_id,
+                "wake.warning",
+                {
+                    "session_id": session_id,
+                    "reason": "batch_asr_unavailable",
+                    "detail": (
+                        "Batch ASR was unavailable; used the live streaming "
+                        "transcript for this command."
+                    ),
+                },
+            )
+            return fallback, "streaming_fallback"
+
+        # Nothing from batch and nothing from streaming either.
+        return "", asr_status
+
+    async def _transcribe(self, pcm: bytes, sample_rate: int) -> str:
+        """Batch-transcribe captured command PCM via the configured STT provider.
+
+        Raises on a missing/unreachable provider so the caller can decide whether
+        to fall back to the streaming transcript; returns the (possibly empty)
+        transcript when the provider ran successfully.
+        """
+        if not pcm:
+            return ""
+        provider = get_transcription_provider(mode="batch")
+        if provider is None:
+            raise RuntimeError("No batch transcription provider configured")
+        # Wake-word command clips are latency-sensitive — use the ASR service's
+        # dedicated priority lane so they don't queue behind a long batch.
+        result = await provider.transcribe(
+            _pcm_to_wav(pcm, sample_rate), sample_rate, priority=True
+        )
+        return (result.get("text") or "").strip()
+
+    def _strip_wake_words(self, text: str) -> str:
+        """Remove a leading/embedded spoken wake word from a streaming transcript."""
+        stripped = text
+        for wake_word in _SPOKEN_WAKE_WORDS:
+            stripped = extract_command_around_keyword(stripped, wake_word)
+        return stripped.strip()
+
+    async def _streaming_command(
+        self, session_id: str, detected_at: float, capture_secs: float
+    ) -> str:
+        """Best-effort command from the live streaming transcript for the capture window.
+
+        Streaming final results carry a wall-clock timestamp on the same clock as
+        the detection's ``detected_at``, so we keep the finals that land within the
+        capture window and strip the wake word. Polls briefly because the final
+        streaming result can arrive a beat after the wake-word turn-end fires.
+        """
+        aggregator = TranscriptionResultsAggregator(self.redis_client)
+        have_clock = detected_at > 0
+        low = detected_at - capture_secs - _STREAMING_WINDOW_MARGIN_SECS
+        high = detected_at + _STREAMING_WINDOW_MARGIN_SECS
+        attempts = max(1, int(_STREAMING_POLL_SECS / _STREAMING_POLL_INTERVAL))
+
+        for attempt in range(attempts):
+            results = await aggregator.get_session_results(session_id)
+            if results:
+                if have_clock:
+                    windowed = [
+                        r
+                        for r in results
+                        if low <= r.get("timestamp", 0.0) <= high
+                        and (r.get("text") or "").strip()
+                    ]
+                else:
+                    # No detection clock to align against; use the latest final only.
+                    last = results[-1]
+                    windowed = [last] if (last.get("text") or "").strip() else []
+                if windowed:
+                    text = " ".join((r.get("text") or "").strip() for r in windowed)
+                    return self._strip_wake_words(text.strip())
+            if attempt < attempts - 1:
+                await asyncio.sleep(_STREAMING_POLL_INTERVAL)
+        return ""
diff --git a/backends/advanced/src/advanced_omi_backend/services/wakeword/executor.py b/backends/advanced/src/advanced_omi_backend/services/wakeword/executor.py
new file mode 100644
index 00000000..6176d96e
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/wakeword/executor.py
@@ -0,0 +1,488 @@
+"""Shared voice-command executor and follow-up window state.
+
+Both the wake-word dispatcher (acoustic path) and the streaming follow-up handler
+funnel resolved commands through :func:`execute_voice_command`, so command
+dispatch, the spoken reply, the live-recording SSE event, and the follow-up
+window behave identically regardless of how the command arrived.
+
+The follow-up window is a short, per-session Redis key opened only after a
+command actually acted on something. While it is open the streaming
+follow-up handler treats the next utterance as a contextual follow-up (see
+``followup.py``). Executing a follow-up re-opens the window, so follow-ups
+chain naturally ("warmer" ... "warmer" ... "a bit cooler").
+"""
+
+import base64
+import functools
+import io
+import json
+import logging
+import math
+import os
+import struct
+import time
+import wave
+from typing import Any, List, Optional
+
+import redis.asyncio as redis
+
+from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.plugins.router import PluginRouter
+from advanced_omi_backend.services.audio_stream.session_store import SessionStore
+from advanced_omi_backend.services.tts_client import synthesize_speech
+from advanced_omi_backend.services.wakeword.timing import WakeTimer
+
+logger = logging.getLogger(__name__)
+
+# How long a follow-up window stays open after a successful command (seconds).
+FOLLOWUP_WINDOW_SECS = int(os.getenv("FOLLOWUP_WINDOW_SECS", "12"))
+
+
+_TONE_SAMPLE_RATE = 16000
+
+
+def _append_note(
+    frames: bytearray,
+    freq: float,
+    ms: int,
+    volume: float,
+    *,
+    envelope: str = "hann",
+    harmonics: Optional[List[tuple]] = None,
+) -> None:
+    """Append one int16 note to ``frames``.
+
+    ``envelope``: "hann" gives a smooth raised-cosine swell (soft, click-free,
+    inviting); "blip" gives a quick 5ms attack/decay (snappy, attention-grabbing).
+    ``harmonics`` is a list of ``(freq_multiple, amplitude)`` partials added on top
+    of the fundamental — a little 2nd harmonic warms a pure sine without harshness.
+    """
+    n = int(_TONE_SAMPLE_RATE * ms / 1000)
+    if n <= 0:
+        return
+    partials = harmonics or [(1.0, 1.0)]
+    attack = max(1, int(_TONE_SAMPLE_RATE * 0.005))
+    for i in range(n):
+        if envelope == "hann":
+            env = 0.5 * (1 - math.cos(2 * math.pi * i / (n - 1))) if n > 1 else 1.0
+        else:  # "blip"
+            env = min(1.0, i / attack, (n - i) / attack)
+        sample = sum(
+            amp * math.sin(2 * math.pi * freq * mult * i / _TONE_SAMPLE_RATE)
+            for mult, amp in partials
+        )
+        sample *= volume * env
+        frames.extend(struct.pack("<h", max(-32768, min(32767, int(sample * 32767)))))
+
+
+def _silence(frames: bytearray, ms: int) -> None:
+    frames.extend(b"\x00\x00" * int(_TONE_SAMPLE_RATE * ms / 1000))
+
+
+def _wav_b64(frames: bytearray) -> str:
+    buf = io.BytesIO()
+    with wave.open(buf, "wb") as wf:
+        wf.setnchannels(1)
+        wf.setsampwidth(2)
+        wf.setframerate(_TONE_SAMPLE_RATE)
+        wf.writeframes(bytes(frames))
+    return base64.b64encode(buf.getvalue()).decode("ascii")
+
+
+@functools.lru_cache(maxsize=1)
+def _thinking_tone_b64() -> str:
+    """Soft, inviting two-note rising swell for the agentic handoff.
+
+    Played when a fast handler (Home Assistant) declines and a slower one (the
+    Hermes agent) takes over, so the unavoidable wait reads as a warm "hold on,
+    working on it" rather than an alert. Low register, gentle Hann swells, quiet,
+    with a touch of 2nd harmonic for warmth — deliberately the opposite of the
+    sharp error tone.
+    """
+    frames = bytearray()
+    # Gentle rising perfect-fourth (G4 → C5), smooth swells, soft.
+    _append_note(
+        frames, 392.00, 200, 0.20, envelope="hann", harmonics=[(1.0, 1.0), (2.0, 0.12)]
+    )
+    _silence(frames, 45)
+    _append_note(
+        frames, 523.25, 260, 0.20, envelope="hann", harmonics=[(1.0, 1.0), (2.0, 0.10)]
+    )
+    return _wav_b64(frames)
+
+
+@functools.lru_cache(maxsize=1)
+def _error_tone_b64() -> str:
+    """Sharp two-blip cue for a mistake / not-found / failure.
+
+    The crisper, more attention-grabbing tone — appropriate when something didn't
+    work (command not understood, target not found, a handler errored).
+    """
+    frames = bytearray()
+    _append_note(frames, 660.0, 90, 0.30, envelope="blip")
+    _silence(frames, 60)
+    _append_note(frames, 880.0, 110, 0.30, envelope="blip")
+    return _wav_b64(frames)
+
+
+# Logical tone name -> base64 WAV generator.
+_TONE_GENERATORS = {
+    "thinking": _thinking_tone_b64,  # soft handoff to the agentic path
+    "error": _error_tone_b64,  # mistake / not-found / failure
+}
+
+
+async def play_tone_on_device(
+    redis_client: redis.Redis, client_id: str, tone: str = "thinking"
+) -> None:
+    """Play a short notification tone on the device via its downlink channel.
+
+    Uses the same inline ``play-audio`` path as :func:`speak_on_device`, so every
+    client type (HAVPE relay, phone, web UI) plays it. Best-effort; never raises.
+    """
+    if not client_id:
+        return
+    generator = _TONE_GENERATORS.get(tone)
+    if generator is None:
+        logger.debug(f"Unknown tone '{tone}'; not playing")
+        return
+    audio_b64 = generator()
+    if not audio_b64:
+        return
+    msg = {"type": "play-audio", "data": {"audio_b64": audio_b64, "format": "wav"}}
+    try:
+        await redis_client.publish(f"device:downlink:{client_id}", json.dumps(msg))
+        logger.info(f"🔔 Sent '{tone}' tone to device {client_id}")
+    except Exception as e:  # noqa: BLE001 - tone output is best-effort
+        logger.debug(f"Failed to publish '{tone}' tone downlink for {client_id}: {e}")
+
+
+# LED ring feedback colours (0..1 RGB) the firmware tints its animation with.
+# "Error" is hardcoded red on-device, so its colour is irrelevant.
+_LED_LISTEN_COLOR = {"r": 0.09, "g": 0.73, "b": 0.95}  # cyan
+_LED_THINK_COLOR = {"r": 1.0, "g": 0.45, "b": 0.0}  # amber
+
+
+async def set_device_led(
+    redis_client: redis.Redis,
+    client_id: str,
+    *,
+    effect: str,
+    color: Optional[dict] = None,
+    brightness: float = 0.45,
+    duration: float = 10.0,
+) -> None:
+    """Drive an LED-capable device's ring to a named effect via its downlink.
+
+    Visual analogue of :func:`play_tone_on_device`: the ``led-control`` frame goes
+    to every client type, but only the HAVPE relay acts on it (other clients ignore
+    unknown downlink types). The firmware reverts to its connectivity colour after
+    ``duration`` seconds. Best-effort; never raises.
+    """
+    if not client_id:
+        return
+    data: dict[str, Any] = {
+        "effect": effect,
+        "brightness": brightness,
+        "duration": duration,
+    }
+    if color:
+        data.update(color)
+    msg = {"type": "led-control", "data": data}
+    try:
+        await redis_client.publish(f"device:downlink:{client_id}", json.dumps(msg))
+    except Exception as e:  # noqa: BLE001 - LED feedback is best-effort
+        logger.debug(f"Failed to publish led-control downlink for {client_id}: {e}")
+
+
+def _ctx_key(session_id: str) -> str:
+    return f"followup:ctx:{session_id}"
+
+
+def _mute_key(session_id: str) -> str:
+    return f"followup:mute:{session_id}"
+
+
+async def open_followup_window(
+    redis_client: redis.Redis, session_id: str, command: str
+) -> None:
+    """Open/refresh the follow-up window, recording the command just executed."""
+    if not session_id:
+        return
+    payload = json.dumps({"command": command, "ts": time.time()})
+    await redis_client.set(_ctx_key(session_id), payload, ex=FOLLOWUP_WINDOW_SECS)
+
+
+async def get_followup_ctx(
+    redis_client: redis.Redis, session_id: str
+) -> Optional[dict]:
+    """Return the open follow-up context for a session, or None if the window is closed."""
+    if not session_id:
+        return None
+    raw = await redis_client.get(_ctx_key(session_id))
+    if raw is None:
+        return None
+    if isinstance(raw, bytes):
+        raw = raw.decode()
+    try:
+        return json.loads(raw)
+    except (ValueError, TypeError):
+        return None
+
+
+async def clear_followup_window(redis_client: redis.Redis, session_id: str) -> None:
+    if not session_id:
+        return
+    await redis_client.delete(_ctx_key(session_id))
+
+
+async def is_muted(redis_client: redis.Redis, session_id: str) -> bool:
+    """True while the device is (likely) still playing our spoken reply.
+
+    Guards against the device mic capturing the assistant's own TTS reply and
+    the streaming transcript treating it as a follow-up.
+    """
+    if not session_id:
+        return False
+    return bool(await redis_client.exists(_mute_key(session_id)))
+
+
+async def _set_mute(redis_client: redis.Redis, session_id: str, secs: float) -> None:
+    if not session_id or secs <= 0:
+        return
+    # Redis EX is integer seconds; round up so short replies still get a floor.
+    await redis_client.set(_mute_key(session_id), "1", ex=max(1, int(secs + 0.999)))
+
+
+async def get_current_conversation_id(
+    redis_client: redis.Redis, session_id: str
+) -> Optional[str]:
+    """Resolve the active conversation id for a session, if any."""
+    if not session_id:
+        return None
+    try:
+        return await SessionStore(redis_client).get_current_conversation_id(session_id)
+    except Exception as e:  # noqa: BLE001
+        logger.warning(f"Could not read current conversation for {session_id}: {e}")
+    return None
+
+
+async def publish_sse(
+    redis_client: redis.Redis, user_id: str, event_type: str, data: dict
+) -> None:
+    """Publish an SSE event to the user's channel (best-effort, never raises)."""
+    if not user_id:
+        return
+    try:
+        message = json.dumps(
+            {"event": event_type, "data": data, "timestamp": time.time()}
+        )
+        await redis_client.publish(f"sse:{user_id}", message)
+    except Exception as e:  # noqa: BLE001 - SSE is best-effort, never break dispatch
+        logger.debug(f"Failed to publish SSE {event_type}: {e}")
+
+
+async def speak_on_device(
+    redis_client: redis.Redis,
+    client_id: str,
+    session_id: str,
+    text: str,
+    timer: Optional[WakeTimer] = None,
+) -> None:
+    """Synthesize ``text`` and push it to the device via its downlink channel.
+
+    Also opens a short mute window so we don't transcribe our own reply as a
+    follow-up. The device can't reach the backend, so the relay serves the audio
+    bytes on the LAN. When ``timer`` is given, records the synthesis duration, the
+    downlink moment, and the estimated playback length.
+    """
+    if not client_id or not text:
+        return
+    _tts_start = time.perf_counter()
+    audio = await synthesize_speech(text)
+    if timer is not None:
+        timer.tts_ms = (time.perf_counter() - _tts_start) * 1000.0
+    if not audio:
+        return
+    # Mute follow-up capture for roughly as long as the reply plays (~2.5 wps).
+    play_secs = max(1.5, min(8.0, len(text.split()) * 0.4))
+    if timer is not None:
+        timer.est_play_secs = play_secs
+    await _set_mute(redis_client, session_id, play_secs)
+    msg = {
+        "type": "play-audio",
+        "data": {
+            "audio_b64": base64.b64encode(audio).decode("ascii"),
+            "format": "wav",
+        },
+    }
+    try:
+        await redis_client.publish(f"device:downlink:{client_id}", json.dumps(msg))
+        if timer is not None:
+            timer.mark_downlink()
+        logger.info(f"🔊 Sent TTS reply ({len(audio)}B) to device {client_id}")
+    except Exception as e:  # noqa: BLE001 - speech output is best-effort
+        logger.debug(f"Failed to publish TTS downlink for {client_id}: {e}")
+
+
+async def execute_voice_command(
+    redis_client: redis.Redis,
+    plugin_router: PluginRouter,
+    *,
+    user_id: str,
+    session_id: str,
+    client_id: str,
+    command: str,
+    conversation_id: Optional[str] = None,
+    source: str = "wake",
+    asr_status: str = "transcribed",
+    has_speech: bool = True,
+    wakeword: Optional[str] = None,
+    also_fired: Optional[List[str]] = None,
+    score: Optional[float] = None,
+    reason: Optional[str] = None,
+    capture_secs: Optional[float] = None,
+    asr_ms: Optional[float] = None,
+    quiet: bool = False,
+) -> str:
+    """Dispatch a voice command, speak the reply, emit SSE, and manage the window.
+
+    ``source`` is "wake" for acoustic wake commands and "followup" for follow-ups.
+    Returns the spoken reply (may be empty). Opens/refreshes the follow-up window
+    iff a plugin actually acted (any result success), satisfying the "only follow
+    up after an action was done" rule.
+
+    ``capture_secs`` and ``asr_ms`` are pre-dispatch stage durations supplied by
+    the acoustic path (the wakeword-service capture window and the batch ASR), so
+    the per-command latency line covers the full pipeline. A :class:`WakeTimer`
+    traces the rest (per-plugin routing, TTS, downlink) and emits one structured
+    log line when the command finishes. When the fast handler (Home Assistant)
+    declines and a slower one takes over, a "thinking" tone plays on the device so
+    the agentic wait reads as intentional.
+    """
+    timer = WakeTimer(
+        session_id=session_id,
+        source=source,
+        asr_status=asr_status,
+        command=command,
+        capture_secs=capture_secs,
+        asr_ms=asr_ms,
+    )
+    # Play the handoff "thinking" tone at most once per command — the instant the
+    # first handler declines (should_continue / None result) and another handler
+    # is still queued to run.
+    handoff_tone_sent = False
+
+    async def _on_plugin_done(
+        plugin_id: str, duration_ms: float, result, *, is_last: bool
+    ) -> None:
+        nonlocal handoff_tone_sent
+        timer.record_plugin(plugin_id, duration_ms, result)
+        declined = result is None or getattr(result, "should_continue", False)
+        if declined and not is_last and not handoff_tone_sent:
+            handoff_tone_sent = True
+            await play_tone_on_device(redis_client, client_id, "thinking")
+
+    data: dict[str, Any] = {
+        "command": command,
+        "client_id": client_id,
+        "session_id": session_id,
+        "conversation_id": conversation_id,
+        "wakeword": wakeword,
+        "also_fired": also_fired or [],
+        "score": score,
+        "reason": reason,
+        "asr_status": asr_status,
+        "transcript": command,  # alias for plugins that read transcript
+        "source": source,
+    }
+
+    logger.info(
+        f"🎙️ Executing voice command (source={source}, user={user_id}, "
+        f"session={session_id}, command='{command[:50]}')"
+    )
+    # "Thinking" ring while we dispatch — the agent path (e.g. Hermes) can take many
+    # seconds, so the wait should read as intentional. Refreshes the end-of-turn cue.
+    # Suppressed for quiet sources (e.g. the dial), whose feedback is the result
+    # itself (the lights changing) plus the device's own local dial animation.
+    if not quiet:
+        await set_device_led(
+            redis_client,
+            client_id,
+            effect="Thinking",
+            color=_LED_THINK_COLOR,
+            duration=15.0,
+        )
+    try:
+        _dispatch_start = time.perf_counter()
+        results = await plugin_router.dispatch_event(
+            event=PluginEvent.WAKE_WORD_DETECTED,
+            user_id=user_id,
+            data=data,
+            metadata={
+                "client_id": client_id,
+                "session_id": session_id,
+                "conversation_id": conversation_id,
+                "command": command,
+                "wakeword": wakeword,
+                "asr_status": asr_status,
+                "has_speech": has_speech,
+                "score": score,
+                "reason": reason,
+                "source": source,
+            },
+            on_plugin_done=_on_plugin_done,
+        )
+        timer.dispatch_ms = (time.perf_counter() - _dispatch_start) * 1000.0
+
+        reply = (
+            next((r.message for r in results if getattr(r, "message", None)), "") or ""
+        )
+        acted = any(getattr(r, "success", False) for r in results)
+
+        await publish_sse(
+            redis_client,
+            user_id,
+            "wake.command",
+            {
+                "command": command,
+                "reply": reply,
+                "conversation_id": conversation_id,
+                "client_id": client_id,
+                "asr_status": asr_status,
+                "source": source,
+            },
+        )
+
+        if reply and not quiet:
+            await speak_on_device(redis_client, client_id, session_id, reply, timer)
+
+        # Only arm follow-ups when the command actually did something.
+        if acted:
+            await open_followup_window(redis_client, session_id, command)
+            # Tell the UI a follow-up window is open (no wake word needed for the
+            # next utterance). window_secs lets the client self-expire the indicator.
+            await publish_sse(
+                redis_client,
+                user_id,
+                "wake.followup",
+                {
+                    "open": True,
+                    "window_secs": FOLLOWUP_WINDOW_SECS,
+                    "client_id": client_id,
+                    "command": command,
+                },
+            )
+            # "Listening" ring for the open follow-up window (no wake word needed).
+            if not quiet:
+                await set_device_led(
+                    redis_client,
+                    client_id,
+                    effect="Listening For Command",
+                    color=_LED_LISTEN_COLOR,
+                    duration=float(FOLLOWUP_WINDOW_SECS),
+                )
+
+        return reply
+    finally:
+        timer.log()
diff --git a/backends/advanced/src/advanced_omi_backend/services/wakeword/followup.py b/backends/advanced/src/advanced_omi_backend/services/wakeword/followup.py
new file mode 100644
index 00000000..167c53c4
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/wakeword/followup.py
@@ -0,0 +1,312 @@
+"""Streaming-transcript follow-up handling.
+
+After a successful wake command opens a follow-up window (see ``executor.py``),
+the user can issue a bare follow-up — "warmer", "a bit dimmer", "no, the kitchen
+instead" — with no wake word. The always-on streaming transcription consumer
+calls :func:`maybe_handle_followup` on each final result; if a window is open and
+the utterance isn't the wake echo, we resolve it into a standalone command and
+run it through the same path as a wake command.
+
+Resolution is hybrid:
+  - a fast rules path rewrites common light adjustments, inheriting the target
+    room from the previous command (no LLM), then
+  - a GPT-5.5 (minimal-reasoning) fallback handles arbitrary phrasing, corrections,
+    and validity ("warmer" doesn't apply after "turn on the fans").
+"""
+
+import json
+import logging
+import os
+import re
+from typing import Optional
+
+import redis.asyncio as redis
+
+from advanced_omi_backend.llm_client import async_generate
+from advanced_omi_backend.plugins.router import (
+    PluginRouter,
+    normalize_text_for_wake_word,
+)
+from advanced_omi_backend.services.wakeword.executor import (
+    execute_voice_command,
+    get_current_conversation_id,
+    get_followup_ctx,
+    is_muted,
+)
+
+logger = logging.getLogger(__name__)
+
+# Spoken wake words. A streaming transcript containing one of these is the
+# original wake interaction (or a fresh one), never a bare follow-up.
+_WAKE_WORDS = [
+    normalize_text_for_wake_word(w)
+    for w in os.getenv("FOLLOWUP_WAKE_WORDS", "hey hermes,hermes").split(",")
+    if w.strip()
+]
+
+# Common light adjustments handled without an LLM. The rewritten command still
+# flows through the full HA cascade, so exact phrasing tolerance lives there.
+_LIGHT_ADJUSTMENTS = [
+    "warmer",
+    "cooler",
+    "brighter",
+    "dimmer",
+    "darker",
+    "lighter",
+    "softer",
+    "too bright",
+    "too dark",
+    "more light",
+    "less light",
+    "brighten",
+    "dim",
+]
+
+# Room/label words, multi-word first so "living room" wins over "living".
+_AREA_WORDS = [
+    "living room",
+    "dining room",
+    "study",
+    "office",
+    "bedroom",
+    "kitchen",
+    "hall",
+    "living",
+    "dining",
+]
+
+_LLM_PROMPT = """You interpret a FOLLOW-UP utterance in a smart-home voice assistant.
+
+The user previously said: "{last}"
+That command succeeded. They then said: "{follow_up}"
+
+Decide how to handle the follow-up:
+- If it refines/adjusts the previous action, output the FULL standalone command,
+  reusing the same target/room as before (e.g. previous "make the living room
+  lights warmer" + "a bit dimmer" -> "make the living room lights dimmer").
+- If it is a brand-new command unrelated to the previous one, output it standalone.
+- If it does NOT make sense as a follow-up to that action (e.g. asking to make
+  fans "warmer", adjusting brightness of lights that were turned off), or it is
+  just conversation rather than a command, choose not_applicable.
+
+Respond with JSON only:
+{{"action": "adjust" | "new" | "not_applicable", "command": "<standalone command, or empty>"}}"""
+
+
+def _normalize(text: str) -> str:
+    return normalize_text_for_wake_word(text or "").strip()
+
+
+def _contains_wake_word(text_norm: str) -> bool:
+    return any(w and w in text_norm for w in _WAKE_WORDS)
+
+
+def _rules_resolve(last_norm: str, follow_up_norm: str) -> Optional[str]:
+    """Fast, no-LLM rewrite for clear light adjustments. None -> defer to LLM."""
+    if "light" not in last_norm:
+        return None
+    # Lights that were turned off can't be made warmer/brighter.
+    if "turn off" in last_norm or re.search(r"\boff\b", last_norm):
+        return None
+    if not any(adj in follow_up_norm for adj in _LIGHT_ADJUSTMENTS):
+        return None
+    # Keep it to short adjustment utterances; richer phrasing goes to the LLM.
+    if len(follow_up_norm.split()) > 4:
+        return None
+    area = next((a for a in _AREA_WORDS if a in last_norm), None)
+    if area:
+        return f"make the {area} lights {follow_up_norm}"
+    return f"make the lights {follow_up_norm}"
+
+
+def _parse_llm_json(raw: str) -> Optional[dict]:
+    text = (raw or "").strip()
+    if text.startswith("```"):
+        lines = text.split("\n")
+        text = "\n".join(lines[1:-1]) if len(lines) > 2 else text
+        text = text.strip()
+    try:
+        data = json.loads(text)
+        return data if isinstance(data, dict) else None
+    except (ValueError, TypeError):
+        logger.warning("follow-up LLM returned non-JSON: %r", text[:200])
+        return None
+
+
+async def _llm_resolve(last_command: str, follow_up: str) -> Optional[str]:
+    prompt = _LLM_PROMPT.format(last=last_command, follow_up=follow_up)
+    try:
+        raw = await async_generate(
+            prompt, operation="followup_resolution", default_model_type="fast_llm"
+        )
+    except Exception as e:  # noqa: BLE001 - degrade gracefully if the LLM is down
+        logger.warning("follow-up LLM resolve failed: %s", e)
+        return None
+    data = _parse_llm_json(raw)
+    if not data:
+        return None
+    action = (data.get("action") or "").strip().lower()
+    command = (data.get("command") or "").strip()
+    if action == "not_applicable" or not command:
+        return None
+    return command
+
+
+async def resolve_followup(last_command: str, follow_up: str) -> Optional[str]:
+    """Resolve a follow-up utterance into a standalone command, or None to ignore."""
+    last_norm = _normalize(last_command)
+    follow_up_norm = _normalize(follow_up)
+    rewritten = _rules_resolve(last_norm, follow_up_norm)
+    if rewritten:
+        return rewritten
+    return await _llm_resolve(last_command, follow_up)
+
+
+async def maybe_handle_followup(
+    redis_client: redis.Redis,
+    plugin_router: PluginRouter,
+    *,
+    user_id: str,
+    session_id: str,
+    client_id: str,
+    text: str,
+) -> bool:
+    """Handle ``text`` as a follow-up if a window is open. Returns True if consumed.
+
+    When True, the caller should NOT run normal transcript-event dispatch for this
+    result (we've taken responsibility for it).
+    """
+    text = (text or "").strip()
+    if not text:
+        return False
+    ctx = await get_followup_ctx(redis_client, session_id)
+    if not ctx:
+        return False
+    if await is_muted(redis_client, session_id):
+        logger.debug("Follow-up muted (TTS playing) for %s", session_id)
+        return False
+
+    last_command = ctx.get("command", "")
+    text_norm = _normalize(text)
+    last_norm = _normalize(last_command)
+
+    # Echo guard: the streaming transcript of the original wake interaction
+    # contains the full command (and the wake word); a real follow-up does not.
+    if last_norm and last_norm in text_norm:
+        logger.debug("Follow-up skip: echo of last command (%r)", text)
+        return False
+    if _contains_wake_word(text_norm):
+        logger.debug("Follow-up skip: contains wake word (%r)", text)
+        return False
+
+    resolved = await resolve_followup(last_command, text)
+    if not resolved:
+        logger.info("Follow-up %r not applicable to %r", text, last_command)
+        return True  # consume — it was meant for us, just nothing to do
+
+    logger.info("Follow-up %r -> %r (prev=%r)", text, resolved, last_command)
+    conversation_id = await get_current_conversation_id(redis_client, session_id)
+    await execute_voice_command(
+        redis_client,
+        plugin_router,
+        user_id=user_id,
+        session_id=session_id,
+        client_id=client_id,
+        command=resolved,
+        conversation_id=conversation_id,
+        source="followup",
+    )
+    return True
+
+
+# ─────────────────────────── Dial (physical) follow-ups ───────────────────────
+#
+# A rotary detent during an open follow-up window is a *physical* follow-up: it
+# carries no words, so we synthesize the adjustment word from the dial direction
+# and the axis the last command was about, then run it through the same path as a
+# spoken "warmer"/"dimmer". CW = "more", CCW = "less".
+
+# Direction -> adjustment word, per axis.
+_DIAL_WORDS = {
+    "color_temp": {"CW": "warmer", "CCW": "cooler"},
+    "brightness": {"CW": "brighter", "CCW": "dimmer"},
+}
+
+# Words in the last command that mean "the dial should adjust colour temperature".
+# Anything else about lights defaults to brightness (the intuitive dial action,
+# and what "turn on"/"brighten study lights" implies).
+_COLOR_TEMP_HINTS = (
+    "warm",
+    "cool",
+    "colour temp",
+    "color temp",
+    "temperature",
+    "white",
+)
+
+
+def _followup_axis(last_command_norm: str) -> str:
+    """Pick the axis the dial controls (color_temp | brightness) from last command."""
+    if any(h in last_command_norm for h in _COLOR_TEMP_HINTS):
+        return "color_temp"
+    return "brightness"
+
+
+async def handle_dial_followup(
+    redis_client: redis.Redis,
+    plugin_router: PluginRouter,
+    *,
+    user_id: str,
+    session_id: str,
+    client_id: str,
+    direction: str,
+) -> dict:
+    """Map a dial detent to a contextual light adjustment during the follow-up window.
+
+    Only acts while a follow-up window is open AND the last command was about
+    lights. Returns a small status dict (handled/resolved/axis/reason) so the
+    simulation endpoint can surface what happened; the live WS handler just logs.
+    """
+    direction = (direction or "").strip().upper()
+    if direction not in ("CW", "CCW"):
+        return {"handled": False, "reason": f"unknown direction {direction!r}"}
+
+    ctx = await get_followup_ctx(redis_client, session_id)
+    if not ctx:
+        # No open window — the dial means nothing to the assistant right now.
+        return {"handled": False, "reason": "no follow-up window open"}
+
+    last_command = ctx.get("command", "")
+    last_norm = _normalize(last_command)
+    # Lights only, for now. (A future axis could carry the target/axis explicitly
+    # in the follow-up context so non-light devices are dial-adjustable too.)
+    if "light" not in last_norm:
+        logger.info(
+            "Dial follow-up ignored: last command not about lights (%r)", last_command
+        )
+        return {"handled": False, "reason": "last command not about lights"}
+
+    axis = _followup_axis(last_norm)
+    word = _DIAL_WORDS[axis][direction]
+    area = next((a for a in _AREA_WORDS if a in last_norm), None)
+    resolved = f"make the {area} lights {word}" if area else f"make the lights {word}"
+
+    logger.info(
+        "Dial %s -> %r (axis=%s, prev=%r)", direction, resolved, axis, last_command
+    )
+    conversation_id = await get_current_conversation_id(redis_client, session_id)
+    # quiet=True: no spoken "warmer" per detent and no backend LED effect (the
+    # lights changing is the feedback; the device shows its own local dial ring).
+    # source="followup" re-opens the window on success, so consecutive turns work.
+    await execute_voice_command(
+        redis_client,
+        plugin_router,
+        user_id=user_id,
+        session_id=session_id,
+        client_id=client_id,
+        command=resolved,
+        conversation_id=conversation_id,
+        source="followup",
+        quiet=True,
+    )
+    return {"handled": True, "resolved": resolved, "axis": axis, "reason": "ok"}
diff --git a/backends/advanced/src/advanced_omi_backend/services/wakeword/timing.py b/backends/advanced/src/advanced_omi_backend/services/wakeword/timing.py
new file mode 100644
index 00000000..46fb19d3
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/services/wakeword/timing.py
@@ -0,0 +1,155 @@
+"""Per-command latency tracing for the voice-command path.
+
+One :class:`WakeTimer` is created per executed voice command (acoustic wake or
+follow-up) inside :func:`execute_voice_command`. It accumulates the duration of
+each pipeline stage and, when the command finishes, emits a single structured
+log line so the end-to-end latency — and where it went — is visible at a glance::
+
+    ⏱️ wake-latency session=abc123 src=wake status=transcribed cmd='turn off the hall lights'
+       | capture=2.10s asr=480ms route=[ha:210ms miss, hermes:1830ms ok] tts=540ms
+         reply→device@+2.92s total≈5.50s est_play≈2.0s
+
+What each field measures:
+
+- ``capture``  arm → end-of-turn, owned and reported by the wakeword-service.
+- ``asr``      batch command transcription (the dispatcher times this).
+- ``route``    each plugin in the chain-of-responsibility, in order, with its
+               wall time and outcome (``miss`` = declined / passed down the
+               chain, ``ok`` = handled, ``fail`` = ran but reported failure).
+- ``tts``      speech synthesis of the reply.
+- ``reply→device`` offset, from the start of dispatch, at which the reply audio
+               was published to the device downlink.
+- ``total``    best-effort end-to-end ≈ capture + asr + (dispatch → downlink).
+- ``est_play`` *estimated* playback length (the mute-window heuristic). The
+               device gives no playback-complete signal, so the true "ending"
+               time is not measured — this is an estimate only.
+
+All durations use a monotonic clock; ``capture``/``asr`` are passed in from the
+dispatcher (which runs before this timer is created).
+"""
+
+import logging
+import time
+from dataclasses import dataclass
+from typing import List, Optional
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class PluginSpan:
+    """Timing + outcome of a single plugin in the dispatch chain."""
+
+    plugin_id: str
+    duration_ms: float
+    handled: bool  # ran and stopped the chain (should_continue=False)
+    success: bool
+
+    def render(self) -> str:
+        if self.handled:
+            outcome = "ok" if self.success else "handled-fail"
+        else:
+            # Declined / passed the command down the chain (e.g. HA "miss").
+            outcome = "miss"
+        return f"{self.plugin_id}:{self.duration_ms:.0f}ms {outcome}"
+
+
+class WakeTimer:
+    """Accumulates stage durations for one voice command and logs a summary.
+
+    The instance doubles as a lightweight observer for
+    :meth:`PluginRouter.dispatch_event` via :meth:`on_plugin_done`.
+    """
+
+    def __init__(
+        self,
+        *,
+        session_id: str,
+        source: str,
+        asr_status: str,
+        command: str = "",
+        capture_secs: Optional[float] = None,
+        asr_ms: Optional[float] = None,
+    ):
+        self._t0 = time.perf_counter()
+        self.session_id = session_id
+        self.source = source
+        self.asr_status = asr_status
+        self.command = command
+        self.capture_secs = capture_secs
+        self.asr_ms = asr_ms
+
+        self.plugin_spans: List[PluginSpan] = []
+        self.dispatch_ms: Optional[float] = None
+        self.tts_ms: Optional[float] = None
+        self.downlink_at_ms: Optional[float] = None
+        self.est_play_secs: Optional[float] = None
+
+    def elapsed_ms(self) -> float:
+        """Milliseconds since this timer was created (≈ start of dispatch)."""
+        return (time.perf_counter() - self._t0) * 1000.0
+
+    def record_plugin(self, plugin_id: str, duration_ms: float, result) -> None:
+        """Record the timing + outcome of one plugin in the dispatch chain.
+
+        ``result`` is the plugin's :class:`PluginResult` or ``None`` (a decline).
+        """
+        handled = bool(result is not None and not result.should_continue)
+        success = bool(result is not None and getattr(result, "success", False))
+        self.plugin_spans.append(
+            PluginSpan(
+                plugin_id=plugin_id,
+                duration_ms=duration_ms,
+                handled=handled,
+                success=success,
+            )
+        )
+
+    def mark_downlink(self) -> None:
+        """Record the moment the reply audio was sent to the device."""
+        self.downlink_at_ms = self.elapsed_ms()
+
+    def log(self) -> None:
+        """Emit the single structured latency line for this command."""
+        parts: List[str] = []
+        if self.capture_secs is not None:
+            parts.append(f"capture={self.capture_secs:.2f}s")
+        if self.asr_ms is not None:
+            parts.append(f"asr={self.asr_ms:.0f}ms")
+        if self.plugin_spans:
+            route = ", ".join(span.render() for span in self.plugin_spans)
+            parts.append(f"route=[{route}]")
+        elif self.dispatch_ms is not None:
+            parts.append(f"dispatch={self.dispatch_ms:.0f}ms")
+        if self.tts_ms is not None:
+            parts.append(f"tts={self.tts_ms:.0f}ms")
+        if self.downlink_at_ms is not None:
+            parts.append(f"reply→device@+{self.downlink_at_ms / 1000.0:.2f}s")
+
+        # Best-effort end-to-end: stages that ran before this timer (capture, asr)
+        # plus everything up to the downlink (or dispatch end if nothing spoken).
+        total_ms = 0.0
+        if self.capture_secs is not None:
+            total_ms += self.capture_secs * 1000.0
+        if self.asr_ms is not None:
+            total_ms += self.asr_ms
+        total_ms += (
+            self.downlink_at_ms
+            if self.downlink_at_ms is not None
+            else (self.dispatch_ms or self.elapsed_ms())
+        )
+        parts.append(f"total≈{total_ms / 1000.0:.2f}s")
+
+        if self.est_play_secs is not None:
+            # Estimate only — no playback-complete signal from the device.
+            parts.append(f"est_play≈{self.est_play_secs:.1f}s")
+
+        cmd = (self.command or "")[:60]
+        logger.info(
+            "⏱️ wake-latency session=%s src=%s status=%s cmd=%r | %s",
+            self.session_id,
+            self.source,
+            self.asr_status,
+            cmd,
+            " ".join(parts),
+        )
diff --git a/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py b/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
index 98ab5ce5..ff78ff8a 100644
--- a/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
+++ b/backends/advanced/src/advanced_omi_backend/speaker_recognition_client.py
@@ -15,17 +15,82 @@
 import json
 import logging
 import os
+import traceback
+import uuid
+import wave
+from datetime import datetime
 from pathlib import Path
 from typing import Dict, List, Optional
 
 import aiohttp
 from aiohttp import ClientConnectorError
 
+from advanced_omi_backend.config import get_diarization_settings
 from advanced_omi_backend.model_registry import get_models_registry
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.utils.audio_extraction import extract_audio_for_results
+from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
+from advanced_omi_backend.utils.segment_utils import is_non_speech
 
 logger = logging.getLogger(__name__)
 
 
+def _select_label_mappings(
+    label_votes: Dict[str, List[tuple[str, float]]],
+    *,
+    similarity_threshold: float,
+) -> Dict[str, tuple[str, float]]:
+    """Choose conservative, one-to-one names for diarized speaker labels.
+
+    Two agreeing samples are enough. A lone sample must clear a deliberately
+    stricter threshold, and an enrolled identity may name only one diarized label.
+    """
+    candidates: list[tuple[str, str, int, float]] = []
+    single_sample_threshold = max(0.65, similarity_threshold + 0.15)
+    for label, votes in label_votes.items():
+        by_name: Dict[str, List[float]] = {}
+        for name, confidence in votes:
+            by_name.setdefault(name, []).append(float(confidence))
+        if not by_name:
+            continue
+        best_name = max(
+            by_name,
+            key=lambda name: (
+                len(by_name[name]),
+                sum(by_name[name]) / len(by_name[name]),
+            ),
+        )
+        scores = by_name[best_name]
+        average = sum(scores) / len(scores)
+        if len(scores) < 2 and average < single_sample_threshold:
+            logger.info(
+                "Speaker label %r left unknown: one sample confidence %.3f < %.3f",
+                label,
+                average,
+                single_sample_threshold,
+            )
+            continue
+        candidates.append((label, best_name, len(scores), average))
+
+    selected: Dict[str, tuple[str, float]] = {}
+    used_names: set[str] = set()
+    for label, name, vote_count, average in sorted(
+        candidates, key=lambda item: (item[2], item[3]), reverse=True
+    ):
+        identity = name.casefold()
+        if identity in used_names:
+            logger.info(
+                "Speaker label %r left unknown: identity %r already assigned",
+                label,
+                name,
+            )
+            continue
+        used_names.add(identity)
+        selected[label] = (name, average)
+    return selected
+
+
 class SpeakerRecognitionClient:
     """Client for communicating with the speaker recognition service."""
 
@@ -71,21 +136,38 @@ def __init__(self, service_url: Optional[str] = None):
             # Disabled in config
             self.enabled = False
             self.service_url = None
-            logger.info("Speaker recognition client disabled (config.yml enabled=false)")
+            logger.info(
+                "Speaker recognition client disabled (config.yml enabled=false)"
+            )
             return
 
-        # Enabled - determine URL (priority: param > config > env var)
+        # Enabled - determine URL (priority: param > config > env var > minidisc)
         self.service_url = (
             service_url
             or speaker_config.get("service_url")
             or os.getenv("SPEAKER_SERVICE_URL")
         )
+
+        if not self.service_url:
+            try:
+                from discovery import CHRONICLE_SPEAKER, resolve_service_url
+
+                self.service_url = resolve_service_url(
+                    None, CHRONICLE_SPEAKER, default=None
+                )
+            except ImportError:
+                pass
+
         self.enabled = bool(self.service_url)
 
         if self.enabled:
-            logger.info(f"Speaker recognition client initialized with URL: {self.service_url}")
+            logger.info(
+                f"Speaker recognition client initialized with URL: {self.service_url}"
+            )
         else:
-            logger.info("Speaker recognition client disabled (no service URL configured)")
+            logger.info(
+                "Speaker recognition client disabled (no service URL configured)"
+            )
 
     def calculate_timeout(self, audio_duration: Optional[float]) -> float:
         """
@@ -100,7 +182,9 @@ def calculate_timeout(self, audio_duration: Optional[float]) -> float:
             Calculated timeout in seconds
         """
         BASE_TIMEOUT = 30.0  # Minimum timeout for short files
-        TIMEOUT_MULTIPLIER = 8.0  # Processing speed ratio (e.g., 1 min audio = 8 min timeout)
+        TIMEOUT_MULTIPLIER = (
+            8.0  # Processing speed ratio (e.g., 1 min audio = 8 min timeout)
+        )
         MAX_TIMEOUT = 600.0  # 10 minute cap for very long files
 
         if audio_duration is None or audio_duration <= 0:
@@ -121,7 +205,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Perform diarization, speaker identification, and word-to-speaker matching.
@@ -139,7 +223,7 @@ async def diarize_identify_match(
             Dictionary containing segments with matched text and speaker identification
         """
         # Use mock client if configured
-        if hasattr(self, '_mock_client'):
+        if hasattr(self, "_mock_client"):
             return await self._mock_client.diarize_identify_match(
                 conversation_id, backend_token, transcript_data, user_id
             )
@@ -149,20 +233,24 @@ async def diarize_identify_match(
             return {"segments": []}
 
         # Fetch conversation to get audio duration for timeout calculation
-        from advanced_omi_backend.models.conversation import Conversation
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
         audio_duration = conversation.audio_total_duration if conversation else None
 
         # Calculate proportional timeout based on audio duration
         timeout = self.calculate_timeout(audio_duration)
 
         try:
-            logger.info(f"🎤 Calling speaker service with conversation_id: {conversation_id[:12]}...")
+            logger.info(
+                f"🎤 Calling speaker service with conversation_id: {conversation_id[:12]}..."
+            )
 
-            # Read diarization source from config system
-            from advanced_omi_backend.config import get_diarization_settings
+            # Pyannote parameters from diarization settings. This path always
+            # diarizes via the speaker service; transcripts whose provider
+            # already diarized are routed to identify_provider_segments()
+            # by the speaker job instead.
             config = get_diarization_settings()
-            diarization_source = config.get("diarization_source", "pyannote")
 
             async with aiohttp.ClientSession() as session:
                 # Prepare form data with conversation_id + backend_token
@@ -170,67 +258,80 @@ async def diarize_identify_match(
                 form_data.add_field("conversation_id", conversation_id)
                 form_data.add_field("backend_token", backend_token)
 
-                if diarization_source == "deepgram":
-                    # DEEPGRAM DIARIZATION PATH: We EXPECT transcript has speaker info from Deepgram
-                    # Only need speaker identification of existing segments
-                    logger.info("Using Deepgram diarization path - transcript should have speaker segments, identifying speakers")
-
-                    # TODO: Implement proper speaker identification for Deepgram segments
-                    # For now, use diarize-identify-match as fallback until we implement segment identification
-                    logger.warning("Deepgram segment identification not yet implemented, using diarize-identify-match as fallback")
-
-                    form_data.add_field("transcript_data", json.dumps(transcript_data))
-                    form_data.add_field("user_id", "1")  # TODO: Implement proper user mapping
-                    form_data.add_field("similarity_threshold", str(config.get("similarity_threshold", 0.45)))
-                    form_data.add_field("min_duration", str(config.get("min_duration", 0.5)))
-
-                    # Use /v1/diarize-identify-match endpoint as fallback
-                    endpoint = "/v1/diarize-identify-match"
-
-                else:  # pyannote (default)
-                    # PYANNOTE PATH: Backend has transcript, need diarization + speaker identification
-                    logger.info("Using Pyannote path - diarizing backend transcript and identifying speakers")
+                # Send existing transcript for diarization and speaker matching
+                form_data.add_field("transcript_data", json.dumps(transcript_data))
+                form_data.add_field(
+                    "user_id", "1"
+                )  # TODO: Implement proper user mapping
+                form_data.add_field(
+                    "similarity_threshold",
+                    str(config.get("similarity_threshold", 0.45)),
+                )
 
-                    # Send existing transcript for diarization and speaker matching
-                    form_data.add_field("transcript_data", json.dumps(transcript_data))
-                    form_data.add_field("user_id", "1")  # TODO: Implement proper user mapping
-                    form_data.add_field("similarity_threshold", str(config.get("similarity_threshold", 0.45)))
+                # Add pyannote diarization parameters
+                form_data.add_field(
+                    "min_duration", str(config.get("min_duration", 0.5))
+                )
+                form_data.add_field("collar", str(config.get("collar", 2.0)))
+                form_data.add_field(
+                    "min_duration_off", str(config.get("min_duration_off", 1.5))
+                )
+                if config.get("min_speakers"):
+                    form_data.add_field("min_speakers", str(config.get("min_speakers")))
+                if config.get("max_speakers"):
+                    form_data.add_field("max_speakers", str(config.get("max_speakers")))
 
-                    # Add pyannote diarization parameters
-                    form_data.add_field("min_duration", str(config.get("min_duration", 0.5)))
-                    form_data.add_field("collar", str(config.get("collar", 2.0)))
-                    form_data.add_field("min_duration_off", str(config.get("min_duration_off", 1.5)))
-                    if config.get("min_speakers"):
-                        form_data.add_field("min_speakers", str(config.get("min_speakers")))
-                    if config.get("max_speakers"):
-                        form_data.add_field("max_speakers", str(config.get("max_speakers")))
+                # Cross-chunk reconciliation + open-set identification knobs
+                form_data.add_field(
+                    "reconciliation_threshold",
+                    str(config.get("reconciliation_threshold", 0.4)),
+                )
+                form_data.add_field(
+                    "identify_margin", str(config.get("identify_margin", 0.1))
+                )
+                form_data.add_field(
+                    "exclusive", str(config.get("exclusive", True)).lower()
+                )
 
-                    # Use /v1/diarize-identify-match endpoint for backend integration
-                    endpoint = "/v1/diarize-identify-match"
+                # Use /v1/diarize-identify-match endpoint for backend integration
+                endpoint = "/v1/diarize-identify-match"
 
                 # Make the request to the consolidated endpoint
                 request_url = f"{self.service_url}{endpoint}"
-                logger.info(f"🎤 DEBUG: Making request to speaker service URL: {request_url}")
+                logger.info(
+                    f"🎤 DEBUG: Making request to speaker service URL: {request_url}"
+                )
 
                 async with session.post(
                     request_url,
                     data=form_data,
                     timeout=aiohttp.ClientTimeout(total=timeout),
                 ) as response:
-                    logger.info(f"🎤 Speaker service response status: {response.status}")
+                    logger.info(
+                        f"🎤 Speaker service response status: {response.status}"
+                    )
 
                     if response.status != 200:
                         response_text = await response.text()
                         logger.error(
                             f"🎤 ❌ Speaker service returned status {response.status}: {response_text}"
                         )
-                        return {"segments": []}
+                        # An HTTP error is not an empty result — surface it so the
+                        # job's error handling fails the job instead of reporting
+                        # success with no identified speakers.
+                        return {
+                            "error": "server_error",
+                            "message": f"HTTP {response.status}: {response_text[:500]}",
+                            "segments": [],
+                        }
 
                     result = await response.json()
 
                     # Log basic result info
                     num_segments = len(result.get("segments", []))
-                    logger.info(f"🎤 Speaker recognition returned {num_segments} segments")
+                    logger.info(
+                        f"🎤 Speaker recognition returned {num_segments} segments"
+                    )
 
                     return result
 
@@ -270,20 +371,30 @@ async def identify_segment(
             )
 
         if not self.enabled:
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "unknown"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "unknown",
+            }
 
         try:
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
                 form_data.add_field(
-                    "file", audio_wav_bytes, filename="segment.wav", content_type="audio/wav"
+                    "file",
+                    audio_wav_bytes,
+                    filename="segment.wav",
+                    content_type="audio/wav",
                 )
                 # TODO: Implement proper user mapping between MongoDB ObjectIds and speaker service integer IDs
                 # Speaker service expects integer user_id, not MongoDB ObjectId strings
                 if user_id is not None:
                     form_data.add_field("user_id", "1")
                 if similarity_threshold is not None:
-                    form_data.add_field("similarity_threshold", str(similarity_threshold))
+                    form_data.add_field(
+                        "similarity_threshold", str(similarity_threshold)
+                    )
 
                 async with session.post(
                     f"{self.service_url}/identify",
@@ -292,23 +403,50 @@ async def identify_segment(
                 ) as response:
                     if response.status != 200:
                         response_text = await response.text()
-                        logger.warning(f"🎤 /identify returned status {response.status}: {response_text}")
-                        return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+                        logger.warning(
+                            f"🎤 /identify returned status {response.status}: {response_text}"
+                        )
+                        return {
+                            "found": False,
+                            "speaker_name": None,
+                            "confidence": 0.0,
+                            "status": "error",
+                        }
 
                     return await response.json()
 
         except ClientConnectorError as e:
             logger.error(f"🎤 Failed to connect to speaker service /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except asyncio.TimeoutError:
             logger.error("🎤 Timeout calling speaker service /identify")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except aiohttp.ClientError as e:
             logger.warning(f"🎤 Client error during /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
         except Exception as e:
             logger.error(f"🎤 Error during /identify: {e}")
-            return {"found": False, "speaker_name": None, "confidence": 0.0, "status": "error"}
+            return {
+                "found": False,
+                "speaker_name": None,
+                "confidence": 0.0,
+                "status": "error",
+            }
 
     async def identify_provider_segments(
         self,
@@ -339,25 +477,21 @@ async def identify_provider_segments(
         """
         if hasattr(self, "_mock_client"):
             return await self._mock_client.identify_provider_segments(
-                conversation_id, segments, user_id,
-                per_segment=per_segment, min_segment_duration=min_segment_duration,
+                conversation_id,
+                segments,
+                user_id,
+                per_segment=per_segment,
+                min_segment_duration=min_segment_duration,
             )
 
         if not self.enabled:
             return {"segments": []}
 
-        from advanced_omi_backend.config import get_diarization_settings
-        from advanced_omi_backend.utils.audio_chunk_utils import (
-            reconstruct_audio_segment,
-        )
-
         config = get_diarization_settings()
         similarity_threshold = config.get("similarity_threshold", 0.45)
 
         MAX_SAMPLES_PER_LABEL = 3
 
-        from advanced_omi_backend.utils.segment_utils import is_non_speech
-
         def _is_non_speech(seg: Dict) -> bool:
             return is_non_speech(
                 seg.get("text", ""),
@@ -400,11 +534,15 @@ def _is_non_speech(seg: Dict) -> bool:
         # For each label, pick top N longest segments >= min_segment_duration
         label_samples: Dict[str, List[Dict]] = {}
         for label, segs in label_groups.items():
-            eligible = [s for s in segs if (s["end"] - s["start"]) >= min_segment_duration]
+            eligible = [
+                s for s in segs if (s["end"] - s["start"]) >= min_segment_duration
+            ]
             eligible.sort(key=lambda s: s["end"] - s["start"], reverse=True)
             label_samples[label] = eligible[:MAX_SAMPLES_PER_LABEL]
             if not label_samples[label]:
-                logger.info(f"🎤 Label '{label}': no segments >= {min_segment_duration}s, skipping identification")
+                logger.info(
+                    f"🎤 Label '{label}': no segments >= {min_segment_duration}s, skipping identification"
+                )
 
         # Extract audio and identify concurrently with semaphore
         semaphore = asyncio.Semaphore(3)
@@ -416,11 +554,15 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                         conversation_id, seg["start"], seg["end"]
                     )
                     result = await self.identify_segment(
-                        wav_bytes, user_id=user_id, similarity_threshold=similarity_threshold
+                        wav_bytes,
+                        user_id=user_id,
+                        similarity_threshold=similarity_threshold,
                     )
                     return result
                 except Exception as e:
-                    logger.warning(f"🎤 Failed to identify segment [{seg['start']:.1f}-{seg['end']:.1f}]: {e}")
+                    logger.warning(
+                        f"🎤 Failed to identify segment [{seg['start']:.1f}-{seg['end']:.1f}]: {e}"
+                    )
                     return None
 
         # Collect identification tasks
@@ -439,33 +581,47 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             await asyncio.gather(*all_tasks, return_exceptions=True)
 
         # Majority-vote per label
-        label_mapping: Dict[str, tuple] = {}  # label -> (identified_name, confidence)
+        label_votes: Dict[str, List[tuple[str, float]]] = {}
+        identification_evidence: Dict[str, Dict] = {}
         for label, tasks in label_tasks.items():
-            name_votes: Dict[str, List[float]] = {}
-            for task in tasks:
+            votes: List[tuple[str, float]] = []
+            sample_evidence = []
+            for sample, task in zip(label_samples[label], tasks):
                 try:
                     result = task.result()
                 except Exception:
+                    result = None
+                sample_evidence.append(
+                    {
+                        "start": sample["start"],
+                        "end": sample["end"],
+                        "duration": sample["end"] - sample["start"],
+                        "found": bool(result and result.get("found")),
+                        "confidence": (result or {}).get("confidence", 0.0),
+                        "candidates": (result or {}).get("candidates", []),
+                    }
+                )
+                if not result:
                     continue
                 if result and result.get("found"):
                     name = result.get("speaker_name", "Unknown")
                     confidence = result.get("confidence", 0.0)
-                    name_votes.setdefault(name, []).append(confidence)
-
-            if name_votes:
-                # Pick name with most votes, break ties by average confidence
-                best_name = max(
-                    name_votes.keys(),
-                    key=lambda n: (len(name_votes[n]), sum(name_votes[n]) / len(name_votes[n])),
-                )
-                avg_confidence = sum(name_votes[best_name]) / len(name_votes[best_name])
-                label_mapping[label] = (best_name, avg_confidence)
+                    votes.append((name, confidence))
+            label_votes[label] = votes
+            identification_evidence[label] = {"samples": sample_evidence}
+            if not votes:
                 logger.info(
-                    f"🎤 Label '{label}' -> '{best_name}' "
-                    f"({len(name_votes[best_name])}/{len(tasks)} votes, conf={avg_confidence:.3f})"
+                    f"🎤 Label '{label}' -> no identification (keeping original)"
                 )
-            else:
-                logger.info(f"🎤 Label '{label}' -> no identification (keeping original)")
+        label_mapping = _select_label_mappings(
+            label_votes, similarity_threshold=similarity_threshold
+        )
+        for label, (name, confidence) in label_mapping.items():
+            logger.info("🎤 Label %r -> %r (conf=%.3f)", label, name, confidence)
+        for label, evidence in identification_evidence.items():
+            mapped = label_mapping.get(label)
+            evidence["assigned_name"] = mapped[0] if mapped else None
+            evidence["assigned_confidence"] = mapped[1] if mapped else 0.0
 
         # Build result segments in same format as diarize_identify_match()
         # Non-speech segments are kept but not speaker-identified
@@ -473,26 +629,30 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
         for i, seg in enumerate(segments):
             label = seg.get("speaker", "Unknown")
             if i in non_speech_indices:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": label,
-                    "confidence": 0.0,
-                    "status": "non_speech",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": label,
+                        "confidence": 0.0,
+                        "status": "non_speech",
+                    }
+                )
             else:
                 mapped = label_mapping.get(label)
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": mapped[0] if mapped else None,
-                    "confidence": mapped[1] if mapped else 0.0,
-                    "status": "identified" if mapped else "unknown",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": mapped[0] if mapped else None,
+                        "confidence": mapped[1] if mapped else 0.0,
+                        "status": "identified" if mapped else "unknown",
+                    }
+                )
 
         identified_count = sum(1 for m in label_mapping.values() if m)
         logger.info(
@@ -500,7 +660,14 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             f"{len(result_segments)} total segments ({len(non_speech_indices)} non-speech kept as-is)"
         )
 
-        return {"segments": result_segments}
+        return {
+            "segments": result_segments,
+            "identification_evidence": {
+                "mode": "majority_vote",
+                "similarity_threshold": similarity_threshold,
+                "labels": identification_evidence,
+            },
+        }
 
     async def _identify_per_segment(
         self,
@@ -530,10 +697,6 @@ async def _identify_per_segment(
         Returns:
             Dict with 'segments' list matching diarize_identify_match() format
         """
-        from advanced_omi_backend.utils.audio_chunk_utils import (
-            reconstruct_audio_segment,
-        )
-
         logger.info(
             f"🎤 Per-segment identification: {len(speech_segments)} speech segments "
             f"(min_duration={min_segment_duration}s)"
@@ -548,7 +711,9 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
                         conversation_id, seg["start"], seg["end"]
                     )
                     return await self.identify_segment(
-                        wav_bytes, user_id=user_id, similarity_threshold=similarity_threshold
+                        wav_bytes,
+                        user_id=user_id,
+                        similarity_threshold=similarity_threshold,
                     )
                 except Exception as e:
                     logger.warning(
@@ -582,15 +747,17 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             label = seg.get("speaker", "Unknown")
 
             if i in non_speech_indices:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": label,
-                    "confidence": 0.0,
-                    "status": "non_speech",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": label,
+                        "confidence": 0.0,
+                        "status": "non_speech",
+                    }
+                )
                 continue
 
             # Find the matching task entry
@@ -599,15 +766,17 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
 
             if task is None:
                 # Too short for identification
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "too_short",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "too_short",
+                    }
+                )
                 continue
 
             try:
@@ -618,52 +787,60 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
             # None result means _identify_one raised an exception (audio reconstruction or service call)
             if result is None:
                 error_count += 1
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "error",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "error",
+                    }
+                )
                 continue
 
             if result.get("found"):
                 name = result.get("speaker_name", label)
                 confidence = result.get("confidence", 0.0)
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": name,
-                    "confidence": confidence,
-                    "status": "identified",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": name,
+                        "confidence": confidence,
+                        "status": "identified",
+                    }
+                )
                 identified_count += 1
             elif result and result.get("status") == "error":
                 # Speaker service returned an error (500, timeout, etc.)
                 error_count += 1
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "error",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "error",
+                    }
+                )
             else:
-                result_segments.append({
-                    "start": seg["start"],
-                    "end": seg["end"],
-                    "text": seg.get("text", ""),
-                    "speaker": label,
-                    "identified_as": None,
-                    "confidence": 0.0,
-                    "status": "unknown",
-                })
+                result_segments.append(
+                    {
+                        "start": seg["start"],
+                        "end": seg["end"],
+                        "text": seg.get("text", ""),
+                        "speaker": label,
+                        "identified_as": None,
+                        "confidence": 0.0,
+                        "status": "unknown",
+                    }
+                )
 
         logger.info(
             f"🎤 Per-segment identification complete: "
@@ -687,7 +864,10 @@ async def _identify_one(seg: Dict) -> Optional[Dict]:
         return result
 
     async def diarize_and_identify(
-        self, audio_data: bytes, words: None, user_id: Optional[str] = None  # NOT IMPLEMENTED
+        self,
+        audio_data: bytes,
+        words: None,
+        user_id: Optional[str] = None,  # NOT IMPLEMENTED
     ) -> Dict:
         """
         Perform diarization and speaker identification using the speaker recognition service.
@@ -715,7 +895,9 @@ async def diarize_and_identify(
 
             # Estimate audio duration from data size (assuming 16kHz, 16-bit PCM)
             # WAV header is typically 44 bytes
-            estimated_duration = (len(audio_data) - 44) / 32000  # 16000 Hz * 2 bytes per sample
+            estimated_duration = (
+                len(audio_data) - 44
+            ) / 32000  # 16000 Hz * 2 bytes per sample
             timeout = self.calculate_timeout(estimated_duration)
 
             # Call the speaker recognition service
@@ -727,13 +909,13 @@ async def diarize_and_identify(
                 )
 
                 # Get current diarization settings from config
-                from advanced_omi_backend.config import get_diarization_settings
-
                 diarization_settings = get_diarization_settings()
 
                 # Add all diarization parameters for the diarize-and-identify endpoint
                 min_duration = diarization_settings.get("min_duration", 0.5)
-                similarity_threshold = diarization_settings.get("similarity_threshold", 0.45)
+                similarity_threshold = diarization_settings.get(
+                    "similarity_threshold", 0.45
+                )
                 collar = diarization_settings.get("collar", 2.0)
                 min_duration_off = diarization_settings.get("min_duration_off", 1.5)
 
@@ -743,9 +925,13 @@ async def diarize_and_identify(
                 form_data.add_field("min_duration_off", str(min_duration_off))
 
                 if diarization_settings.get("min_speakers"):
-                    form_data.add_field("min_speakers", str(diarization_settings["min_speakers"]))
+                    form_data.add_field(
+                        "min_speakers", str(diarization_settings["min_speakers"])
+                    )
                 if diarization_settings.get("max_speakers"):
-                    form_data.add_field("max_speakers", str(diarization_settings["max_speakers"]))
+                    form_data.add_field(
+                        "max_speakers", str(diarization_settings["max_speakers"])
+                    )
 
                 form_data.add_field("identify_only_enrolled", "false")
                 # TODO: Implement proper user mapping between MongoDB ObjectIds and speaker service integer IDs
@@ -773,43 +959,62 @@ async def diarize_and_identify(
                         logger.warning(
                             f"🎤 [DIARIZE] ❌ Speaker recognition service returned status {response.status}: {response_text}"
                         )
-                        return {"segments": []}
+                        return {
+                            "error": "server_error",
+                            "message": f"HTTP {response.status}: {response_text[:500]}",
+                            "segments": [],
+                        }
 
                     result = await response.json()
-                    segments_count = len(result.get('segments', []))
-                    logger.info(f"🎤 [DIARIZE] ✅ Speaker service returned {segments_count} segments")
+                    segments_count = len(result.get("segments", []))
+                    logger.info(
+                        f"🎤 [DIARIZE] ✅ Speaker service returned {segments_count} segments"
+                    )
 
                     # Log details about identified speakers
                     if segments_count > 0:
                         identified_names = set()
-                        for seg in result.get('segments', []):
-                            identified_as = seg.get('identified_as')
-                            if identified_as and identified_as != 'Unknown':
+                        for seg in result.get("segments", []):
+                            identified_as = seg.get("identified_as")
+                            if identified_as and identified_as != "Unknown":
                                 identified_names.add(identified_as)
 
                         if identified_names:
-                            logger.info(f"🎤 [DIARIZE] Identified speakers in segments: {identified_names}")
+                            logger.info(
+                                f"🎤 [DIARIZE] Identified speakers in segments: {identified_names}"
+                            )
                         else:
-                            logger.warning(f"🎤 [DIARIZE] No identified speakers found in {segments_count} segments")
+                            logger.warning(
+                                f"🎤 [DIARIZE] No identified speakers found in {segments_count} segments"
+                            )
 
                     return result
 
         except ClientConnectorError as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Failed to connect to speaker recognition service at {self.service_url}: {e}")
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Failed to connect to speaker recognition service at {self.service_url}: {e}"
+            )
             return {"error": "connection_failed", "message": str(e), "segments": []}
         except asyncio.TimeoutError as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Timeout connecting to speaker recognition service: {e}")
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Timeout connecting to speaker recognition service: {e}"
+            )
             return {"error": "timeout", "message": str(e), "segments": []}
         except aiohttp.ClientError as e:
-            logger.warning(f"🎤 [DIARIZE] ❌ Client error during speaker recognition: {e}")
+            logger.warning(
+                f"🎤 [DIARIZE] ❌ Client error during speaker recognition: {e}"
+            )
             return {"error": "client_error", "message": str(e), "segments": []}
         except Exception as e:
-            logger.error(f"🎤 [DIARIZE] ❌ Error during speaker diarization and identification: {e}")
-            import traceback
+            logger.error(
+                f"🎤 [DIARIZE] ❌ Error during speaker diarization and identification: {e}"
+            )
             logger.debug(traceback.format_exc())
             return {"error": "unknown_error", "message": str(e), "segments": []}
 
-    async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict[str, str]:
+    async def identify_speakers(
+        self, audio_path: str, segments: List[Dict]
+    ) -> Dict[str, str]:
         """
         Identify speakers in audio segments using the speaker recognition service.
 
@@ -834,12 +1039,13 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
             logger.info(f"Identifying {len(unique_speakers)} speakers in {audio_path}")
 
             # Get audio duration for timeout calculation
-            import wave
             try:
                 with wave.open(audio_path, "rb") as wav_file:
                     frame_count = wav_file.getnframes()
                     sample_rate = wav_file.getframerate()
-                    audio_duration = frame_count / sample_rate if sample_rate > 0 else None
+                    audio_duration = (
+                        frame_count / sample_rate if sample_rate > 0 else None
+                    )
             except Exception as e:
                 logger.warning(f"Failed to get audio duration from {audio_path}: {e}")
                 audio_duration = None
@@ -853,22 +1059,38 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
                 with open(audio_path, "rb") as audio_file:
                     form_data = aiohttp.FormData()
                     form_data.add_field(
-                        "file", audio_file, filename=Path(audio_path).name, content_type="audio/wav"
+                        "file",
+                        audio_file,
+                        filename=Path(audio_path).name,
+                        content_type="audio/wav",
                     )
                     # Get current diarization settings
-                    from advanced_omi_backend.config import get_diarization_settings
-
                     _diarization_settings = get_diarization_settings()
 
                     # Add all diarization parameters for the diarize-and-identify endpoint
-                    form_data.add_field("min_duration", str(_diarization_settings.get("min_duration", 0.5)))
-                    form_data.add_field("similarity_threshold", str(_diarization_settings.get("similarity_threshold", 0.45)))
-                    form_data.add_field("collar", str(_diarization_settings.get("collar", 2.0)))
-                    form_data.add_field("min_duration_off", str(_diarization_settings.get("min_duration_off", 1.5)))
+                    form_data.add_field(
+                        "min_duration",
+                        str(_diarization_settings.get("min_duration", 0.5)),
+                    )
+                    form_data.add_field(
+                        "similarity_threshold",
+                        str(_diarization_settings.get("similarity_threshold", 0.45)),
+                    )
+                    form_data.add_field(
+                        "collar", str(_diarization_settings.get("collar", 2.0))
+                    )
+                    form_data.add_field(
+                        "min_duration_off",
+                        str(_diarization_settings.get("min_duration_off", 1.5)),
+                    )
                     if _diarization_settings.get("min_speakers"):
-                        form_data.add_field("min_speakers", str(_diarization_settings["min_speakers"]))
+                        form_data.add_field(
+                            "min_speakers", str(_diarization_settings["min_speakers"])
+                        )
                     if _diarization_settings.get("max_speakers"):
-                        form_data.add_field("max_speakers", str(_diarization_settings["max_speakers"]))
+                        form_data.add_field(
+                            "max_speakers", str(_diarization_settings["max_speakers"])
+                        )
                     form_data.add_field("identify_only_enrolled", "false")
 
                     # Make the request
@@ -886,7 +1108,9 @@ async def identify_speakers(self, audio_path: str, segments: List[Dict]) -> Dict
                         result = await response.json()
 
                         # Process the response to create speaker mapping
-                        speaker_mapping = self._process_diarization_result(result, segments)
+                        speaker_mapping = self._process_diarization_result(
+                            result, segments
+                        )
 
                         if speaker_mapping:
                             logger.info(f"Speaker mapping created: {speaker_mapping}")
@@ -941,14 +1165,18 @@ def _process_diarization_result(
                 for seg in segments_for_speaker:
                     identified_name = seg.get("identified_as")
                     if identified_name and identified_name != "Unknown":
-                        name_counts[identified_name] = name_counts.get(identified_name, 0) + 1
+                        name_counts[identified_name] = (
+                            name_counts.get(identified_name, 0) + 1
+                        )
 
                 # Assign the most common identified name, or unknown if none found
                 if name_counts:
                     best_name = max(name_counts.items(), key=lambda x: x[1])[0]
                     speaker_mapping[generic_speaker] = best_name
                 else:
-                    speaker_mapping[generic_speaker] = f"unknown_speaker_{unknown_counter}"
+                    speaker_mapping[generic_speaker] = (
+                        f"unknown_speaker_{unknown_counter}"
+                    )
                     unknown_counter += 1
 
             logger.info(f"🎤 Speaker mapping: {speaker_mapping}")
@@ -978,7 +1206,9 @@ async def get_enrolled_speakers(self, user_id: Optional[str] = None) -> Dict:
                     timeout=aiohttp.ClientTimeout(total=10),
                 ) as response:
                     if response.status != 200:
-                        logger.warning(f"🎤 Failed to get enrolled speakers: status {response.status}")
+                        logger.warning(
+                            f"🎤 Failed to get enrolled speakers: status {response.status}"
+                        )
                         return {"speakers": []}
 
                     result = await response.json()
@@ -993,7 +1223,9 @@ async def get_enrolled_speakers(self, user_id: Optional[str] = None) -> Dict:
             logger.error(f"🎤 Error getting enrolled speakers: {e}")
             return {"speakers": []}
 
-    async def get_speaker_by_name(self, speaker_name: str, user_id: int = 1) -> Optional[Dict]:
+    async def get_speaker_by_name(
+        self, speaker_name: str, user_id: int = 1
+    ) -> Optional[Dict]:
         """
         Look up enrolled speaker by name.
 
@@ -1016,19 +1248,25 @@ async def get_speaker_by_name(self, speaker_name: str, user_id: int = 1) -> Opti
                     timeout=aiohttp.ClientTimeout(total=10),
                 ) as response:
                     if response.status != 200:
-                        logger.warning(f"🎤 Failed to get speakers: status {response.status}")
+                        logger.warning(
+                            f"🎤 Failed to get speakers: status {response.status}"
+                        )
                         return None
 
                     result = await response.json()
                     speakers = result.get("speakers", [])
-                    
+
                     # Case-insensitive name match
                     for speaker in speakers:
                         if speaker["name"].lower() == speaker_name.lower():
-                            logger.info(f"🎤 Found speaker '{speaker_name}' with ID: {speaker['id']}")
+                            logger.info(
+                                f"🎤 Found speaker '{speaker_name}' with ID: {speaker['id']}"
+                            )
                             return speaker
-                    
-                    logger.info(f"🎤 Speaker '{speaker_name}' not found in {len(speakers)} enrolled speakers")
+
+                    logger.info(
+                        f"🎤 Speaker '{speaker_name}' not found in {len(speakers)} enrolled speakers"
+                    )
                     return None
 
         except aiohttp.ClientError as e:
@@ -1057,12 +1295,12 @@ async def enroll_new_speaker(
             return {"error": "speaker_recognition_disabled"}
 
         try:
-            import uuid
-
             # Generate speaker ID: user_{user_id}_speaker_{random_hex}
             speaker_id = f"user_{user_id}_speaker_{uuid.uuid4().hex[:12]}"
-            
-            logger.info(f"🎤 Enrolling new speaker '{speaker_name}' with ID: {speaker_id}")
+
+            logger.info(
+                f"🎤 Enrolling new speaker '{speaker_name}' with ID: {speaker_id}"
+            )
 
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
@@ -1085,7 +1323,15 @@ async def enroll_new_speaker(
                         return {"error": "enrollment_failed", "status": response.status}
 
                     result = await response.json()
-                    logger.info(f"🎤 ✅ Successfully enrolled speaker '{speaker_name}'")
+                    if result.get("status") == "already_enrolled":
+                        logger.info(
+                            "🎤 Enrollment for '%s' was already satisfied; no-op",
+                            speaker_name,
+                        )
+                    else:
+                        logger.info(
+                            "🎤 ✅ Successfully enrolled speaker '%s'", speaker_name
+                        )
                     return result
 
         except aiohttp.ClientError as e:
@@ -1116,7 +1362,10 @@ async def append_to_speaker(self, speaker_id: str, audio_data: bytes) -> Dict:
             async with aiohttp.ClientSession() as session:
                 form_data = aiohttp.FormData()
                 form_data.add_field(
-                    "files", audio_data, filename="segment.wav", content_type="audio/wav"
+                    "files",
+                    audio_data,
+                    filename="segment.wav",
+                    content_type="audio/wav",
                 )
                 form_data.add_field("speaker_id", speaker_id)
 
@@ -1133,7 +1382,15 @@ async def append_to_speaker(self, speaker_id: str, audio_data: bytes) -> Dict:
                         return {"error": "append_failed", "status": response.status}
 
                     result = await response.json()
-                    logger.info(f"🎤 ✅ Successfully appended to speaker {speaker_id}")
+                    if result.get("status") == "already_enrolled":
+                        logger.info(
+                            "🎤 Speaker %s already contains this audio; no-op",
+                            speaker_id,
+                        )
+                    else:
+                        logger.info(
+                            "🎤 ✅ Successfully appended to speaker %s", speaker_id
+                        )
                     return result
 
         except aiohttp.ClientError as e:
@@ -1143,13 +1400,293 @@ async def append_to_speaker(self, speaker_id: str, audio_data: bytes) -> Dict:
             logger.error(f"🎤 ❌ Error appending to speaker: {e}")
             return {"error": "unknown_error", "message": str(e)}
 
+    async def score_enrollment_candidate(
+        self, audio_wav_bytes: bytes, speaker_id: str
+    ) -> Dict:
+        """Score a candidate clip's enrollment value for one target speaker.
+
+        POST /enrollment/candidates/score — returns sim_centroid (cosine to the
+        target's centroid), max_clip_sim (redundancy vs the target's per-clip
+        gallery), n_gallery_clips, best_other ({speaker_id, name, score} of the
+        closest other enrolled speaker), and duration.
+        """
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+
+        try:
+            async with aiohttp.ClientSession() as session:
+                form_data = aiohttp.FormData()
+                form_data.add_field(
+                    "file",
+                    audio_wav_bytes,
+                    filename="candidate.wav",
+                    content_type="audio/wav",
+                )
+                form_data.add_field("speaker_id", speaker_id)
+
+                async with session.post(
+                    f"{self.service_url}/enrollment/candidates/score",
+                    data=form_data,
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        response_text = await response.text()
+                        logger.warning(
+                            f"🎤 /enrollment/candidates/score returned {response.status}: {response_text}"
+                        )
+                        return {"error": "score_failed", "status": response.status}
+                    return await response.json()
+
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to score enrollment candidate: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def get_enrollment_health(
+        self, user_id: int = 1, before: Optional[datetime] = None
+    ) -> Dict:
+        """Return per-clip gallery cohesion and contamination metrics."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                params = {"user_id": user_id}
+                if before is not None:
+                    params["before"] = before.isoformat()
+                async with session.get(
+                    f"{self.service_url}/enrollment/health",
+                    params=params,
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        return {
+                            "error": "health_audit_failed",
+                            "status": response.status,
+                        }
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to audit enrollment health: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def get_enrollment_segment_audio(self, segment_id: int) -> Optional[bytes]:
+        """Fetch one enrolled clip's audio for playback (None if unavailable)."""
+        if not self.enabled:
+            return None
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.get(
+                    f"{self.service_url}/enrollment/segments/{segment_id}/audio",
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        return None
+                    return await response.read()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to fetch enrollment segment audio: {e}")
+            return None
+
+    async def delete_enrollment_segment(
+        self, segment_id: int, hard: bool = False
+    ) -> Dict:
+        """Remove one clip from a speaker's voiceprint (quarantined by default);
+        the service recomputes the speaker's centroid."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                form_data = aiohttp.FormData()
+                form_data.add_field("hard", "true" if hard else "false")
+                async with session.post(
+                    f"{self.service_url}/enrollment/segments/{segment_id}/delete",
+                    data=form_data,
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        response_text = await response.text()
+                        logger.warning(
+                            f"🎤 Segment delete returned {response.status}: {response_text}"
+                        )
+                        return {
+                            "error": "segment_delete_failed",
+                            "status": response.status,
+                        }
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to delete enrollment segment: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def delete_speaker(self, speaker_id: str, delete_audio: bool = True) -> Dict:
+        """Delete an enrolled speaker (and, by default, their enrollment audio)."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.delete(
+                    f"{self.service_url}/speakers/{speaker_id}",
+                    params={"delete_audio": "true" if delete_audio else "false"},
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        response_text = await response.text()
+                        logger.warning(
+                            f"🎤 Speaker delete returned {response.status}: {response_text}"
+                        )
+                        return {
+                            "error": "speaker_delete_failed",
+                            "status": response.status,
+                        }
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to delete speaker: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def extract_speaker_embedding(self, audio_wav_bytes: bytes) -> Dict:
+        """Extract an evaluation embedding without mutating speaker enrollment."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                form_data = aiohttp.FormData()
+                form_data.add_field(
+                    "file",
+                    audio_wav_bytes,
+                    filename="evaluation.wav",
+                    content_type="audio/wav",
+                )
+                async with session.post(
+                    f"{self.service_url}/enrollment/candidates/embed",
+                    data=form_data,
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        return {"error": "embedding_failed", "status": response.status}
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to extract evaluation embedding: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def score_cached_embeddings(
+        self, speaker_id: str, embeddings: list[list[float]]
+    ) -> Dict:
+        """Score cached corpus embeddings against the current live gallery."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.post(
+                    f"{self.service_url}/enrollment/candidates/score-embeddings",
+                    json={"speaker_id": speaker_id, "embeddings": embeddings},
+                    timeout=aiohttp.ClientTimeout(total=120),
+                ) as response:
+                    if response.status != 200:
+                        return {
+                            "error": "embedding_score_failed",
+                            "status": response.status,
+                            "message": await response.text(),
+                        }
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            logger.error(f"🎤 Failed to score cached embeddings: {e}")
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def get_embedding_info(self) -> Dict:
+        """Return the active speaker embedding model fingerprint."""
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled"}
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.get(
+                    f"{self.service_url}/enrollment/candidates/embedding-info",
+                    timeout=aiohttp.ClientTimeout(total=10),
+                ) as response:
+                    if response.status != 200:
+                        return {
+                            "error": "embedding_info_failed",
+                            "status": response.status,
+                        }
+                    return await response.json()
+        except aiohttp.ClientError as e:
+            return {"error": "connection_failed", "message": str(e)}
+
+    async def reidentify_clusters(
+        self,
+        clusters: Dict[str, list],
+        user_id: int = 1,
+        similarity_threshold: Optional[float] = None,
+        identify_margin: Optional[float] = None,
+        exclusive: Optional[bool] = None,
+    ) -> Dict:
+        """Re-identify stored per-cluster centroids against the CURRENT gallery.
+
+        Pure vector math on the speaker service (no audio, no GPU). Used by the reprocess-
+        impact finder to see what a conversation's speaker labels would be now.
+        Returns ``{"assignments": {label: {name, id, confidence}}}``.
+        """
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled", "assignments": {}}
+        payload: Dict = {"clusters": clusters, "user_id": user_id}
+        if similarity_threshold is not None:
+            payload["similarity_threshold"] = similarity_threshold
+        if identify_margin is not None:
+            payload["identify_margin"] = identify_margin
+        if exclusive is not None:
+            payload["exclusive"] = exclusive
+        try:
+            async with aiohttp.ClientSession() as session:
+                async with session.post(
+                    f"{self.service_url}/v1/reidentify-clusters",
+                    json=payload,
+                    timeout=aiohttp.ClientTimeout(total=30),
+                ) as response:
+                    if response.status != 200:
+                        return {
+                            "error": "reidentify_failed",
+                            "status": response.status,
+                            "assignments": {},
+                        }
+                    return await response.json()
+        except Exception as e:
+            return {"error": "connection_failed", "message": str(e), "assignments": {}}
+
+    async def embed_clusters(self, audio_bytes: bytes, segments: List[dict]) -> Dict:
+        """Pool one centroid per diarized speaker for an EXISTING segmentation.
+
+        Sends conversation audio + its stored segment boundaries to the speaker service
+        (no re-diarization). Used by the one-time backlog backfill.
+        Returns ``{"clusters": {label: centroid}}``.
+        """
+        if not self.enabled:
+            return {"error": "speaker_recognition_disabled", "clusters": {}}
+        try:
+            form_data = aiohttp.FormData()
+            form_data.add_field(
+                "file", audio_bytes, filename="conv.wav", content_type="audio/wav"
+            )
+            form_data.add_field("segments_data", json.dumps(segments))
+            async with aiohttp.ClientSession() as session:
+                async with session.post(
+                    f"{self.service_url}/v1/embed-clusters",
+                    data=form_data,
+                    timeout=aiohttp.ClientTimeout(total=300),
+                ) as response:
+                    if response.status != 200:
+                        text = await response.text()
+                        return {
+                            "error": "embed_failed",
+                            "status": response.status,
+                            "message": text,
+                            "clusters": {},
+                        }
+                    return await response.json()
+        except Exception as e:
+            return {"error": "connection_failed", "message": str(e), "clusters": {}}
+
     async def check_if_enrolled_speaker_present(
         self,
         redis_client,
         client_id: str,
         session_id: str,
         user_id: str,
-        transcription_results: List[dict]
+        transcription_results: List[dict],
     ) -> tuple[bool, dict]:
         """
         Check if any enrolled speakers are present in the transcription results.
@@ -1169,23 +1706,29 @@ async def check_if_enrolled_speaker_present(
             - enrolled_present: True if enrolled speaker detected, False otherwise
             - speaker_result: Full speaker recognition result dict with segments
         """
-        from advanced_omi_backend.utils.audio_extraction import (
-            extract_audio_for_results,
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Starting speaker check for session {session_id}"
         )
-
-        logger.info(f"🎤 [SPEAKER CHECK] Starting speaker check for session {session_id}")
         logger.info(f"🎤 [SPEAKER CHECK] Client: {client_id}, User: {user_id}")
-        logger.info(f"🎤 [SPEAKER CHECK] Transcription results count: {len(transcription_results)}")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Transcription results count: {len(transcription_results)}"
+        )
 
         # Get enrolled speakers for this user
-        logger.info(f"🎤 [SPEAKER CHECK] Fetching enrolled speakers for user {user_id}...")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] Fetching enrolled speakers for user {user_id}..."
+        )
         enrolled_result = await self.get_enrolled_speakers(user_id)
-        enrolled_speakers = set(speaker["name"] for speaker in enrolled_result.get("speakers", []))
+        enrolled_speakers = set(
+            speaker["name"] for speaker in enrolled_result.get("speakers", [])
+        )
 
         logger.info(f"🎤 [SPEAKER CHECK] Enrolled speakers: {enrolled_speakers}")
 
         if not enrolled_speakers:
-            logger.warning("🎤 [SPEAKER CHECK] No enrolled speakers found, allowing conversation")
+            logger.warning(
+                "🎤 [SPEAKER CHECK] No enrolled speakers found, allowing conversation"
+            )
             return (True, {})  # If no enrolled speakers, allow all conversations
 
         # Extract audio chunks (PCM format)
@@ -1194,11 +1737,13 @@ async def check_if_enrolled_speaker_present(
             redis_client=redis_client,
             client_id=client_id,
             session_id=session_id,
-            transcription_results=transcription_results
+            transcription_results=transcription_results,
         )
 
         if not pcm_data:
-            logger.warning("🎤 [SPEAKER CHECK] No audio data extracted, skipping speaker check")
+            logger.warning(
+                "🎤 [SPEAKER CHECK] No audio data extracted, skipping speaker check"
+            )
             return (False, {})
 
         audio_size_kb = len(pcm_data) / 1024
@@ -1208,20 +1753,25 @@ async def check_if_enrolled_speaker_present(
         )
 
         # Convert PCM to WAV in memory (no disk I/O!)
-        from advanced_omi_backend.utils.audio_utils import pcm_to_wav_bytes
 
         logger.info(f"🎤 [SPEAKER CHECK] Converting PCM to WAV in memory...")
-        wav_data = pcm_to_wav_bytes(pcm_data, sample_rate=16000, channels=1, sample_width=2)
+        wav_data = pcm_to_wav_bytes(
+            pcm_data, sample_rate=16000, channels=1, sample_width=2
+        )
 
-        logger.info(f"🎤 [SPEAKER CHECK] WAV created in memory: {len(wav_data) / 1024 / 1024:.2f} MB")
+        logger.info(
+            f"🎤 [SPEAKER CHECK] WAV created in memory: {len(wav_data) / 1024 / 1024:.2f} MB"
+        )
 
         try:
             # Run speaker recognition (diarize and identify) with in-memory audio
-            logger.info(f"🎤 [SPEAKER CHECK] Calling diarize_and_identify with in-memory audio...")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] Calling diarize_and_identify with in-memory audio..."
+            )
             result = await self.diarize_and_identify(
                 audio_data=wav_data,  # Pass bytes directly, no temp file!
                 words=None,
-                user_id=user_id
+                user_id=user_id,
             )
 
             logger.info(f"🎤 [SPEAKER CHECK] Speaker recognition result: {result}")
@@ -1229,7 +1779,9 @@ async def check_if_enrolled_speaker_present(
             # Check if any identified speakers are enrolled
             identified_speakers = set()
             segments_count = len(result.get("segments", []))
-            logger.info(f"🎤 [SPEAKER CHECK] Processing {segments_count} segments from speaker recognition")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] Processing {segments_count} segments from speaker recognition"
+            )
 
             for idx, segment in enumerate(result.get("segments", [])):
                 identified_name = segment.get("identified_as")
@@ -1245,25 +1797,40 @@ async def check_if_enrolled_speaker_present(
 
                 if identified_name and identified_name != "Unknown":
                     identified_speakers.add(identified_name)
-                    logger.info(f"🎤 [SPEAKER CHECK] Found identified speaker: {identified_name}")
+                    logger.info(
+                        f"🎤 [SPEAKER CHECK] Found identified speaker: {identified_name}"
+                    )
 
-            logger.info(f"🎤 [SPEAKER CHECK] All identified speakers: {identified_speakers}")
+            logger.info(
+                f"🎤 [SPEAKER CHECK] All identified speakers: {identified_speakers}"
+            )
             logger.info(f"🎤 [SPEAKER CHECK] Enrolled speakers: {enrolled_speakers}")
 
             matches = enrolled_speakers & identified_speakers
 
             if matches:
-                logger.info(f"🎤 [SPEAKER CHECK] ✅ MATCH! Enrolled speaker(s) detected: {matches}")
-                return (True, result)  # Return both boolean and speaker recognition results
+                logger.info(
+                    f"🎤 [SPEAKER CHECK] ✅ MATCH! Enrolled speaker(s) detected: {matches}"
+                )
+                return (
+                    True,
+                    result,
+                )  # Return both boolean and speaker recognition results
             else:
                 logger.info(
                     f"🎤 [SPEAKER CHECK] ❌ NO MATCH. "
                     f"Identified: {identified_speakers}, Enrolled: {enrolled_speakers}"
                 )
-                return (False, result)  # Return both boolean and speaker recognition results
+                return (
+                    False,
+                    result,
+                )  # Return both boolean and speaker recognition results
 
         except Exception as e:
-            logger.error(f"🎤 [SPEAKER CHECK] ❌ Speaker recognition check failed: {e}", exc_info=True)
+            logger.error(
+                f"🎤 [SPEAKER CHECK] ❌ Speaker recognition check failed: {e}",
+                exc_info=True,
+            )
             return (False, {})  # Fail closed - don't create conversation on error
 
     async def health_check(self) -> bool:
@@ -1277,7 +1844,9 @@ async def health_check(self) -> bool:
             return False
 
         try:
-            logger.debug(f"Performing health check on speaker service: {self.service_url}")
+            logger.debug(
+                f"Performing health check on speaker service: {self.service_url}"
+            )
 
             async with aiohttp.ClientSession() as session:
                 # Use the /health endpoint if available, otherwise try a simple endpoint
@@ -1290,12 +1859,18 @@ async def health_check(self) -> bool:
                             timeout=aiohttp.ClientTimeout(total=5),
                         ) as response:
                             if response.status == 200:
-                                logger.debug(f"Speaker service health check passed via {endpoint}")
+                                logger.debug(
+                                    f"Speaker service health check passed via {endpoint}"
+                                )
                                 return True
                             else:
-                                logger.debug(f"Health check endpoint {endpoint} returned {response.status}")
+                                logger.debug(
+                                    f"Health check endpoint {endpoint} returned {response.status}"
+                                )
                     except Exception as endpoint_error:
-                        logger.debug(f"Health check failed for {endpoint}: {endpoint_error}")
+                        logger.debug(
+                            f"Health check failed for {endpoint}: {endpoint_error}"
+                        )
                         continue
 
                 logger.warning("All health check endpoints failed")
diff --git a/backends/advanced/src/advanced_omi_backend/task_manager.py b/backends/advanced/src/advanced_omi_backend/task_manager.py
index b93a397d..2fe72c6c 100644
--- a/backends/advanced/src/advanced_omi_backend/task_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/task_manager.py
@@ -68,7 +68,9 @@ async def shutdown(self):
         if active_tasks:
             tasks = [info.task for info in active_tasks]
             try:
-                await asyncio.wait_for(asyncio.gather(*tasks, return_exceptions=True), timeout=30.0)
+                await asyncio.wait_for(
+                    asyncio.gather(*tasks, return_exceptions=True), timeout=30.0
+                )
             except asyncio.TimeoutError:
                 logger.warning("Some tasks did not complete within shutdown timeout")
 
@@ -172,7 +174,9 @@ async def _periodic_cleanup(self):
                                 long_running.append(f"{task_info.name} ({age:.0f}s)")
 
                         if long_running:
-                            logger.info(f"Long-running tasks: {', '.join(long_running[:5])}")
+                            logger.info(
+                                f"Long-running tasks: {', '.join(long_running[:5])}"
+                            )
 
                 except Exception as e:
                     logger.error(f"Error in periodic cleanup: {e}", exc_info=True)
@@ -237,7 +241,9 @@ async def cancel_tasks_for_client(self, client_id: str, timeout: float = 30.0):
         for task_info in client_tasks:
             task_type = task_info.metadata.get("type", "")
             # Check if this is a processing task that should continue
-            is_processing_task = any(task_type.startswith(pt) for pt in PROCESSING_TASK_TYPES)
+            is_processing_task = any(
+                task_type.startswith(pt) for pt in PROCESSING_TASK_TYPES
+            )
 
             if is_processing_task:
                 tasks_to_preserve.append(task_info)
@@ -278,7 +284,9 @@ async def cancel_tasks_for_client(self, client_id: str, timeout: float = 30.0):
                     asyncio.gather(*tasks, return_exceptions=True), timeout=timeout
                 )
             except asyncio.TimeoutError:
-                logger.warning(f"Some tasks for client {client_id} did not complete within timeout")
+                logger.warning(
+                    f"Some tasks for client {client_id} did not complete within timeout"
+                )
 
     def get_health_status(self) -> Dict[str, Any]:
         """Get health status of the task manager."""
@@ -333,5 +341,7 @@ def init_task_manager() -> BackgroundTaskManager:
 def get_task_manager() -> BackgroundTaskManager:
     """Get the global task manager instance."""
     if _task_manager is None:
-        raise RuntimeError("BackgroundTaskManager not initialized. Call init_task_manager first.")
+        raise RuntimeError(
+            "BackgroundTaskManager not initialized. Call init_task_manager first."
+        )
     return _task_manager
diff --git a/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py b/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
index 0e9f4cae..15e968d2 100644
--- a/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
+++ b/backends/advanced/src/advanced_omi_backend/testing/mock_speaker_client.py
@@ -33,7 +33,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "The pumpkin that'll last for forever. Finally. Does it count? Today, we're taking a glass blowing class.",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 10.28,
@@ -41,7 +41,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "I'm sweating already. We've worked with a lot of materials before, but we've only scratched the surface",
-                "confidence": 0.93
+                "confidence": 0.93,
             },
             {
                 "start": 20.455,
@@ -49,7 +49,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "when it comes to glass",
-                "confidence": 0.91
+                "confidence": 0.91,
             },
             {
                 "start": 22.095,
@@ -57,7 +57,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "and that's because",
-                "confidence": 0.94
+                "confidence": 0.94,
             },
             {
                 "start": 23.815,
@@ -65,7 +65,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "a little intimidating. We've got about 400 pounds",
-                "confidence": 0.92
+                "confidence": 0.92,
             },
             {
                 "start": 28.335,
@@ -73,7 +73,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "of liquid glass in this furnace right here. Nick's gonna really help us out. Nick, I'm excited and nervous. Me too.",
-                "confidence": 0.96
+                "confidence": 0.96,
             },
             {
                 "start": 43.28,
@@ -81,7 +81,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "So we're gonna",
-                "confidence": 0.90
+                "confidence": 0.90,
             },
             {
                 "start": 44.68,
@@ -89,7 +89,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "make what's called a trumpet",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 46.96,
@@ -97,8 +97,8 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "flower. We're using gravity as a tool.",
-                "confidence": 0.93
-            }
+                "confidence": 0.93,
+            },
         ]
     }
 
@@ -111,7 +111,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Return pre-computed mock segments for known test audio files.
@@ -125,7 +125,9 @@ async def diarize_identify_match(
         Returns:
             Dictionary with 'segments' array matching speaker service format
         """
-        logger.info(f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}...")
+        logger.info(
+            f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}..."
+        )
 
         # Try to identify which test audio this is from the transcript
         transcript_text = transcript_data.get("text", "").lower()
@@ -135,11 +137,15 @@ async def diarize_identify_match(
             filename = "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
             if filename in self.MOCK_SEGMENTS:
                 segments = self.MOCK_SEGMENTS[filename]
-                logger.info(f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio")
+                logger.info(
+                    f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio"
+                )
                 return {"segments": segments}
 
         # Fallback: Create single generic segment
-        logger.warning(f"🎤 Mock: No pre-computed segments found, creating generic segment")
+        logger.warning(
+            f"🎤 Mock: No pre-computed segments found, creating generic segment"
+        )
 
         # Get duration from words if available
         words = transcript_data.get("words", [])
@@ -149,14 +155,16 @@ async def diarize_identify_match(
             duration = 60.0
 
         return {
-            "segments": [{
-                "start": 0.0,
-                "end": duration,
-                "speaker": 0,
-                "identified_as": "Unknown",
-                "text": transcript_data.get("text", ""),
-                "confidence": 0.85
-            }]
+            "segments": [
+                {
+                    "start": 0.0,
+                    "end": duration,
+                    "speaker": 0,
+                    "identified_as": "Unknown",
+                    "text": transcript_data.get("text", ""),
+                    "confidence": 0.85,
+                }
+            ]
         }
 
     async def identify_segment(
diff --git a/backends/advanced/src/advanced_omi_backend/users.py b/backends/advanced/src/advanced_omi_backend/users.py
index 73c6535b..665f6d80 100644
--- a/backends/advanced/src/advanced_omi_backend/users.py
+++ b/backends/advanced/src/advanced_omi_backend/users.py
@@ -10,10 +10,13 @@
     UserCreate,
     UserRead,
     UserUpdate,
+    forget_client_for_user,
     get_user_by_client_id,
     get_user_by_id,
     get_user_db,
     register_client_to_user,
+    rename_client_for_user,
+    touch_client_last_seen,
 )
 
 __all__ = [
@@ -25,4 +28,7 @@
     "get_user_by_id",
     "get_user_by_client_id",
     "register_client_to_user",
+    "rename_client_for_user",
+    "forget_client_for_user",
+    "touch_client_last_seen",
 ]
diff --git a/backends/advanced/src/advanced_omi_backend/utils/annotation_export.py b/backends/advanced/src/advanced_omi_backend/utils/annotation_export.py
new file mode 100644
index 00000000..f60eced7
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/annotation_export.py
@@ -0,0 +1,101 @@
+"""Annotation-dataset export helpers.
+
+Pure helpers shared by the export RQ job (``workers/data_audit_jobs.py``) and
+the Data Audit controller: export-id generation/validation, on-disk layout
+under ``DATA_DIR/exports/``, and manifest-record construction.
+
+The manifest (one JSONL record per speech clip) is the round-trip contract
+with the annotator: the future import endpoint matches records by ``clip_id``
++ ``conversation_id`` + source times and reads the annotator-filled
+``annotation`` block.
+"""
+
+import re
+import uuid
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import List, Optional
+
+from advanced_omi_backend.config import DATA_DIR
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.utils.transcript_slicing import build_transcript_text
+
+EXPORTS_DIR = DATA_DIR / "exports"
+
+# Export ids are used as filesystem path components — validate strictly.
+EXPORT_ID_RE = re.compile(r"^annotation_\d{8}_\d{6}_[a-z0-9]{4}$")
+
+ZIP_NAME = "dataset.zip"
+META_NAME = "export.json"
+MANIFEST_NAME = "manifest.jsonl"
+
+
+def new_export_id() -> str:
+    stamp = datetime.now(timezone.utc).strftime("%Y%m%d_%H%M%S")
+    return f"annotation_{stamp}_{uuid.uuid4().hex[:4]}"
+
+
+def validate_export_id(export_id: str) -> bool:
+    return bool(EXPORT_ID_RE.match(export_id))
+
+
+def export_dir(export_id: str) -> Path:
+    if not validate_export_id(export_id):
+        raise ValueError(f"Invalid export id: {export_id!r}")
+    return EXPORTS_DIR / export_id
+
+
+def active_segments(
+    conversation: Conversation,
+) -> List["Conversation.SpeakerSegment"]:
+    """Segments of the conversation's active transcript version ([] if none)."""
+    for version in conversation.transcript_versions:
+        if version.version_id == conversation.active_transcript_version:
+            return version.segments
+    return []
+
+
+def build_clip_record(
+    *,
+    conversation_id: str,
+    conversation_title: Optional[str],
+    client_id: str,
+    conversation_created_at: Optional[str],
+    clip_index: int,
+    region_start: float,
+    region_end: float,
+    sample_rate: int,
+    segments: List["Conversation.SpeakerSegment"],
+) -> dict:
+    """One manifest.jsonl record for a speech clip.
+
+    ``segments`` must already be clip-relative (sliced with
+    ``transcript_slicing.slice_segments``); the clip's absolute position in
+    the source conversation is carried by ``source_start_seconds``.
+    """
+    clip_id = f"{conversation_id}_{clip_index:03d}"
+    return {
+        "clip_id": clip_id,
+        "audio_path": f"audio/{clip_id}.wav",
+        "conversation_id": conversation_id,
+        "conversation_title": conversation_title,
+        "client_id": client_id,
+        "conversation_created_at": conversation_created_at,
+        "source_start_seconds": round(region_start, 2),
+        "source_end_seconds": round(region_end, 2),
+        "duration_seconds": round(region_end - region_start, 2),
+        "sample_rate": sample_rate,
+        "text": build_transcript_text(segments),
+        "segments": [
+            {
+                "start": round(seg.start, 2),
+                "end": round(seg.end, 2),
+                "speaker": seg.speaker,
+                "identified_as": seg.identified_as,
+                "text": seg.text,
+            }
+            for seg in segments
+        ],
+        # Filled by the annotator; read back by the future import endpoint.
+        "annotation": {"text": None, "segments": None, "notes": None},
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/utils/annotation_import.py b/backends/advanced/src/advanced_omi_backend/utils/annotation_import.py
new file mode 100644
index 00000000..341a9c89
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/annotation_import.py
@@ -0,0 +1,312 @@
+"""Read Chronicle annotation dataset ZIPs without extracting them to disk."""
+
+import hashlib
+import io
+import json
+import zipfile
+from dataclasses import dataclass
+from pathlib import PurePosixPath
+from typing import Any
+
+from advanced_omi_backend.utils.annotation_export import MANIFEST_NAME, META_NAME
+
+SCHEMA_VERSION = 1
+MAX_ARCHIVE_BYTES = 512 * 1024 * 1024
+MAX_UNCOMPRESSED_BYTES = 2 * 1024 * 1024 * 1024
+MAX_CLIPS = 500
+
+
+class AnnotationDatasetError(ValueError):
+    """The uploaded ZIP does not satisfy Chronicle's annotation dataset contract."""
+
+
+@dataclass(frozen=True)
+class AnnotationClip:
+    clip_id: str
+    audio_path: str
+    source_conversation_id: str
+    conversation_title: str
+    source_client_id: str
+    transcript: str
+    transcript_source: str
+    segments: list[dict[str, Any]]
+    audio_bytes: bytes
+    sample_rate: int
+    duration_seconds: float
+    notes: str | None
+
+
+@dataclass(frozen=True)
+class AnnotationDataset:
+    dataset_id: str
+    schema_version: int
+    clips: list[AnnotationClip]
+
+
+def _safe_archive_path(value: Any, field: str) -> str:
+    if not isinstance(value, str) or not value.strip():
+        raise AnnotationDatasetError(f"{field} must be a non-empty path")
+    path = PurePosixPath(value)
+    if path.is_absolute() or ".." in path.parts or "\\" in value:
+        raise AnnotationDatasetError(f"Unsafe {field}: {value!r}")
+    return str(path)
+
+
+def _normalise_segments(
+    value: Any, *, clip_id: str, duration_seconds: float
+) -> list[dict[str, Any]]:
+    if not isinstance(value, list):
+        raise AnnotationDatasetError(f"Clip {clip_id!r} segments must be a list")
+
+    segments = []
+    for index, raw in enumerate(value):
+        if not isinstance(raw, dict):
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} must be an object"
+            )
+        try:
+            start = float(raw["start"])
+            end = float(raw["end"])
+        except (KeyError, TypeError, ValueError) as exc:
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} has invalid timing"
+            ) from exc
+        if start < 0 or end <= start or end > duration_seconds + 0.1:
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} falls outside the audio duration"
+            )
+        text = raw.get("text")
+        if not isinstance(text, str):
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} text must be a string"
+            )
+        speaker = raw.get("speaker") or "Unknown Speaker"
+        if not isinstance(speaker, str):
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} speaker must be a string"
+            )
+        identified_as = raw.get("identified_as")
+        if identified_as is not None and not isinstance(identified_as, str):
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} segment {index} identified_as must be a string or null"
+            )
+        segments.append(
+            {
+                "start": start,
+                "end": end,
+                "speaker": speaker,
+                "identified_as": identified_as,
+                "text": text,
+            }
+        )
+    return segments
+
+
+def _active_transcript(
+    record: dict[str, Any], duration_seconds: float
+) -> tuple[str, list, str]:
+    clip_id = record["clip_id"]
+    annotation = record.get("annotation") or {}
+    if not isinstance(annotation, dict):
+        raise AnnotationDatasetError(f"Clip {clip_id!r} annotation must be an object")
+
+    annotation_text = annotation.get("text")
+    annotation_segments = annotation.get("segments")
+    uses_annotation = annotation_text is not None or annotation_segments is not None
+
+    raw_segments = (
+        annotation_segments
+        if annotation_segments is not None
+        else record.get("segments", [])
+    )
+    segments = _normalise_segments(
+        raw_segments, clip_id=clip_id, duration_seconds=duration_seconds
+    )
+
+    if annotation_text is not None:
+        if not isinstance(annotation_text, str):
+            raise AnnotationDatasetError(
+                f"Clip {clip_id!r} annotation.text must be a string or null"
+            )
+        transcript = annotation_text
+        if annotation_segments is None:
+            segments = (
+                [
+                    {
+                        "start": 0.0,
+                        "end": duration_seconds,
+                        "speaker": "Unknown Speaker",
+                        "identified_as": None,
+                        "text": transcript,
+                    }
+                ]
+                if transcript.strip()
+                else []
+            )
+    elif uses_annotation:
+        transcript = " ".join(segment["text"].strip() for segment in segments).strip()
+    else:
+        transcript = record.get("text", "")
+        if not isinstance(transcript, str):
+            raise AnnotationDatasetError(f"Clip {clip_id!r} text must be a string")
+
+    return transcript, segments, "human_annotation" if uses_annotation else "manifest"
+
+
+def parse_annotation_dataset(archive_bytes: bytes) -> AnnotationDataset:
+    """Validate and read an export-compatible annotation dataset ZIP."""
+    if not archive_bytes:
+        raise AnnotationDatasetError("Annotation dataset is empty")
+    if len(archive_bytes) > MAX_ARCHIVE_BYTES:
+        raise AnnotationDatasetError(
+            "Annotation dataset exceeds the 512 MB upload limit"
+        )
+
+    try:
+        archive = zipfile.ZipFile(io.BytesIO(archive_bytes))
+    except zipfile.BadZipFile as exc:
+        raise AnnotationDatasetError(
+            "Annotation dataset must be a valid ZIP file"
+        ) from exc
+
+    with archive:
+        names = set()
+        total_size = 0
+        for info in archive.infolist():
+            safe_name = _safe_archive_path(info.filename, "ZIP entry")
+            if safe_name in names:
+                raise AnnotationDatasetError(f"Duplicate ZIP entry: {safe_name}")
+            names.add(safe_name)
+            total_size += info.file_size
+        if total_size > MAX_UNCOMPRESSED_BYTES:
+            raise AnnotationDatasetError(
+                "Annotation dataset expands beyond the 2 GB limit"
+            )
+        if MANIFEST_NAME not in names:
+            raise AnnotationDatasetError(
+                f"Annotation dataset is missing {MANIFEST_NAME}"
+            )
+
+        manifest_bytes = archive.read(MANIFEST_NAME)
+        metadata = {}
+        if META_NAME in names:
+            try:
+                metadata = json.loads(archive.read(META_NAME))
+            except (UnicodeDecodeError, json.JSONDecodeError) as exc:
+                raise AnnotationDatasetError(f"Invalid {META_NAME}") from exc
+            if not isinstance(metadata, dict):
+                raise AnnotationDatasetError(f"{META_NAME} must contain an object")
+
+        schema_version = metadata.get("schema_version", SCHEMA_VERSION)
+        if schema_version != SCHEMA_VERSION:
+            raise AnnotationDatasetError(
+                f"Unsupported annotation dataset schema version: {schema_version}"
+            )
+        dataset_id = metadata.get("export_id")
+        if not isinstance(dataset_id, str) or not dataset_id.strip():
+            dataset_id = (
+                f"annotation_import_{hashlib.sha256(manifest_bytes).hexdigest()[:16]}"
+            )
+
+        try:
+            manifest_text = manifest_bytes.decode("utf-8")
+        except UnicodeDecodeError as exc:
+            raise AnnotationDatasetError(f"{MANIFEST_NAME} must be UTF-8") from exc
+
+        clips = []
+        seen_clip_ids = set()
+        seen_audio_paths = set()
+        for line_number, line in enumerate(manifest_text.splitlines(), start=1):
+            if not line.strip():
+                continue
+            if len(clips) >= MAX_CLIPS:
+                raise AnnotationDatasetError(
+                    f"Annotation dataset exceeds {MAX_CLIPS} clips"
+                )
+            try:
+                record = json.loads(line)
+            except json.JSONDecodeError as exc:
+                raise AnnotationDatasetError(
+                    f"Invalid JSON on {MANIFEST_NAME} line {line_number}"
+                ) from exc
+            if not isinstance(record, dict):
+                raise AnnotationDatasetError(
+                    f"{MANIFEST_NAME} line {line_number} must contain an object"
+                )
+
+            clip_id = record.get("clip_id")
+            if not isinstance(clip_id, str) or not clip_id.strip():
+                raise AnnotationDatasetError(
+                    f"{MANIFEST_NAME} line {line_number} has no clip_id"
+                )
+            if clip_id in seen_clip_ids:
+                raise AnnotationDatasetError(f"Duplicate clip_id: {clip_id}")
+            seen_clip_ids.add(clip_id)
+
+            audio_path = _safe_archive_path(record.get("audio_path"), "audio_path")
+            if audio_path in seen_audio_paths:
+                raise AnnotationDatasetError(f"Duplicate audio_path: {audio_path}")
+            seen_audio_paths.add(audio_path)
+            if audio_path not in names:
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} is missing audio file {audio_path!r}"
+                )
+            if PurePosixPath(audio_path).suffix.lower() != ".wav":
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} audio_path must reference a WAV file"
+                )
+
+            try:
+                duration_seconds = float(record["duration_seconds"])
+                sample_rate = int(record["sample_rate"])
+            except (KeyError, TypeError, ValueError) as exc:
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} has invalid duration or sample rate"
+                ) from exc
+            if duration_seconds <= 0 or sample_rate <= 0:
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} has invalid duration or sample rate"
+                )
+
+            transcript, segments, transcript_source = _active_transcript(
+                record, duration_seconds
+            )
+            annotation = record.get("annotation") or {}
+            notes = annotation.get("notes")
+            if notes is not None and not isinstance(notes, str):
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} annotation.notes must be a string or null"
+                )
+            source_conversation_id = record.get("conversation_id") or clip_id
+            if not isinstance(source_conversation_id, str):
+                raise AnnotationDatasetError(
+                    f"Clip {clip_id!r} conversation_id must be a string"
+                )
+
+            clips.append(
+                AnnotationClip(
+                    clip_id=clip_id,
+                    audio_path=audio_path,
+                    source_conversation_id=source_conversation_id,
+                    conversation_title=str(record.get("conversation_title") or clip_id),
+                    source_client_id=str(
+                        record.get("client_id") or "annotation-import"
+                    ),
+                    transcript=transcript,
+                    transcript_source=transcript_source,
+                    segments=segments,
+                    audio_bytes=archive.read(audio_path),
+                    sample_rate=sample_rate,
+                    duration_seconds=duration_seconds,
+                    notes=notes,
+                )
+            )
+
+        if not clips:
+            raise AnnotationDatasetError(f"{MANIFEST_NAME} contains no clips")
+
+    return AnnotationDataset(
+        dataset_id=dataset_id,
+        schema_version=schema_version,
+        clips=clips,
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py b/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
index 52017932..e7d5199d 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_chunk_utils.py
@@ -13,13 +13,16 @@
 import asyncio
 import io
 import logging
-import tempfile
 import time
 import wave
 from pathlib import Path
 from typing import List, Optional
 
+from bson import Binary
+
 from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.waveform import WaveformData
 
 logger = logging.getLogger(__name__)
 
@@ -31,7 +34,7 @@ async def encode_pcm_to_opus(
     bitrate: int = 24,
 ) -> bytes:
     """
-    Encode raw PCM audio to Opus format using FFmpeg.
+    Encode raw PCM audio to Opus format using FFmpeg with stdin/stdout pipes.
 
     Args:
         pcm_data: Raw PCM audio bytes (signed 16-bit little-endian)
@@ -44,75 +47,52 @@ async def encode_pcm_to_opus(
 
     Raises:
         RuntimeError: If FFmpeg encoding fails
-
-    Example:
-        >>> pcm_bytes = b"..."  # 10 seconds of 16kHz mono PCM
-        >>> opus_bytes = await encode_pcm_to_opus(pcm_bytes)
-        >>> # opus_bytes is ~30KB vs 320KB PCM (94% reduction)
     """
-    # Create temporary files for FFmpeg I/O
-    with tempfile.NamedTemporaryFile(suffix=".pcm", delete=False) as pcm_file, \
-         tempfile.NamedTemporaryFile(suffix=".opus", delete=False) as opus_file:
-
-        pcm_path = Path(pcm_file.name)
-        opus_path = Path(opus_file.name)
-
-        try:
-            # Write PCM data to temp file
-            pcm_file.write(pcm_data)
-            pcm_file.flush()
-
-            # FFmpeg command: PCM → Opus
-            # -f s16le: signed 16-bit little-endian PCM
-            # -ar: sample rate
-            # -ac: audio channels
-            # -c:a libopus: Opus encoder
-            # -b:a: bitrate
-            # -vbr on: variable bitrate for better quality
-            # -application voip: optimize for speech
-            cmd = [
-                "ffmpeg",
-                "-f", "s16le",
-                "-ar", str(sample_rate),
-                "-ac", str(channels),
-                "-i", str(pcm_path),
-                "-c:a", "libopus",
-                "-b:a", f"{bitrate}k",
-                "-vbr", "on",
-                "-application", "voip",
-                "-y",  # Overwrite output
-                str(opus_path),
-            ]
-
-            # Run FFmpeg
-            process = await asyncio.create_subprocess_exec(
-                *cmd,
-                stdout=asyncio.subprocess.PIPE,
-                stderr=asyncio.subprocess.PIPE,
-            )
-
-            stdout, stderr = await process.communicate()
+    # FFmpeg: read PCM from stdin, write Opus to stdout
+    # -f ogg wraps opus in an ogg container for stdout piping
+    cmd = [
+        "ffmpeg",
+        "-f",
+        "s16le",
+        "-ar",
+        str(sample_rate),
+        "-ac",
+        str(channels),
+        "-i",
+        "pipe:0",
+        "-c:a",
+        "libopus",
+        "-b:a",
+        f"{bitrate}k",
+        "-vbr",
+        "on",
+        "-application",
+        "voip",
+        "-f",
+        "ogg",
+        "pipe:1",
+    ]
+
+    process = await asyncio.create_subprocess_exec(
+        *cmd,
+        stdin=asyncio.subprocess.PIPE,
+        stdout=asyncio.subprocess.PIPE,
+        stderr=asyncio.subprocess.PIPE,
+    )
 
-            if process.returncode != 0:
-                error_msg = stderr.decode() if stderr else "Unknown error"
-                logger.error(f"FFmpeg Opus encoding failed: {error_msg}")
-                raise RuntimeError(f"Opus encoding failed: {error_msg}")
+    stdout, stderr = await process.communicate(input=pcm_data)
 
-            # Read Opus output
-            with open(opus_path, "rb") as f:
-                opus_data = f.read()
+    if process.returncode != 0:
+        error_msg = stderr.decode() if stderr else "Unknown error"
+        logger.error(f"FFmpeg Opus encoding failed: {error_msg}")
+        raise RuntimeError(f"Opus encoding failed: {error_msg}")
 
-            logger.debug(
-                f"Encoded PCM ({len(pcm_data)} bytes) → Opus ({len(opus_data)} bytes), "
-                f"compression ratio: {len(opus_data)/len(pcm_data):.3f}"
-            )
-
-            return opus_data
+    logger.debug(
+        f"Encoded PCM ({len(pcm_data)} bytes) → Opus ({len(stdout)} bytes), "
+        f"compression ratio: {len(stdout)/len(pcm_data):.3f}"
+    )
 
-        finally:
-            # Cleanup temporary files
-            pcm_path.unlink(missing_ok=True)
-            opus_path.unlink(missing_ok=True)
+    return stdout
 
 
 async def decode_opus_to_pcm(
@@ -121,10 +101,10 @@ async def decode_opus_to_pcm(
     channels: int = 1,
 ) -> bytes:
     """
-    Decode Opus audio to raw PCM format using FFmpeg.
+    Decode Opus audio to raw PCM format using FFmpeg with stdin/stdout pipes.
 
     Args:
-        opus_data: Opus-encoded audio bytes
+        opus_data: Opus-encoded audio bytes (ogg/opus container)
         sample_rate: Target sample rate in Hz (default: 16000)
         channels: Target number of channels (default: 1 for mono)
 
@@ -133,67 +113,38 @@ async def decode_opus_to_pcm(
 
     Raises:
         RuntimeError: If FFmpeg decoding fails
-
-    Example:
-        >>> opus_bytes = b"..."  # Opus-encoded audio
-        >>> pcm_bytes = await decode_opus_to_pcm(opus_bytes)
-        >>> # pcm_bytes can be played or concatenated
     """
-    # Create temporary files for FFmpeg I/O
-    with tempfile.NamedTemporaryFile(suffix=".opus", delete=False) as opus_file, \
-         tempfile.NamedTemporaryFile(suffix=".pcm", delete=False) as pcm_file:
-
-        opus_path = Path(opus_file.name)
-        pcm_path = Path(pcm_file.name)
-
-        try:
-            # Write Opus data to temp file
-            opus_file.write(opus_data)
-            opus_file.flush()
-
-            # FFmpeg command: Opus → PCM
-            # -i: input Opus file
-            # -f s16le: output as signed 16-bit little-endian PCM
-            # -ar: resample to target sample rate
-            # -ac: convert to target channel count
-            cmd = [
-                "ffmpeg",
-                "-i", str(opus_path),
-                "-f", "s16le",
-                "-ar", str(sample_rate),
-                "-ac", str(channels),
-                "-y",  # Overwrite output
-                str(pcm_path),
-            ]
-
-            # Run FFmpeg
-            process = await asyncio.create_subprocess_exec(
-                *cmd,
-                stdout=asyncio.subprocess.PIPE,
-                stderr=asyncio.subprocess.PIPE,
-            )
-
-            stdout, stderr = await process.communicate()
-
-            if process.returncode != 0:
-                error_msg = stderr.decode() if stderr else "Unknown error"
-                logger.error(f"FFmpeg Opus decoding failed: {error_msg}")
-                raise RuntimeError(f"Opus decoding failed: {error_msg}")
+    # FFmpeg: read Opus from stdin, write PCM to stdout
+    cmd = [
+        "ffmpeg",
+        "-i",
+        "pipe:0",
+        "-f",
+        "s16le",
+        "-ar",
+        str(sample_rate),
+        "-ac",
+        str(channels),
+        "pipe:1",
+    ]
+
+    process = await asyncio.create_subprocess_exec(
+        *cmd,
+        stdin=asyncio.subprocess.PIPE,
+        stdout=asyncio.subprocess.PIPE,
+        stderr=asyncio.subprocess.PIPE,
+    )
 
-            # Read PCM output
-            with open(pcm_path, "rb") as f:
-                pcm_data = f.read()
+    stdout, stderr = await process.communicate(input=opus_data)
 
-            logger.debug(
-                f"Decoded Opus ({len(opus_data)} bytes) → PCM ({len(pcm_data)} bytes)"
-            )
+    if process.returncode != 0:
+        error_msg = stderr.decode() if stderr else "Unknown error"
+        logger.error(f"FFmpeg Opus decoding failed: {error_msg}")
+        raise RuntimeError(f"Opus decoding failed: {error_msg}")
 
-            return pcm_data
+    logger.debug(f"Decoded Opus ({len(opus_data)} bytes) → PCM ({len(stdout)} bytes)")
 
-        finally:
-            # Cleanup temporary files
-            opus_path.unlink(missing_ok=True)
-            pcm_path.unlink(missing_ok=True)
+    return stdout
 
 
 async def build_wav_from_pcm(
@@ -268,10 +219,13 @@ async def retrieve_audio_chunks(
         >>> # Get chunks 5-14 (10 chunks starting at index 5)
         >>> chunks = await retrieve_audio_chunks("550e8400-e29b-41d4...", start_index=5, limit=10)
     """
-    # Build query
+    # Build query. Exclude soft-deleted chunks: a soft-delete (conversation
+    # delete, or the de-duplication repair for overlapping reconnect cycles)
+    # must not resurface in reconstructed audio.
     query = AudioChunkDocument.find(
         AudioChunkDocument.conversation_id == conversation_id,
         AudioChunkDocument.chunk_index >= start_index,
+        AudioChunkDocument.deleted == False,  # noqa: E712 (Beanie needs ==)
     )
 
     # Apply limit if specified
@@ -289,44 +243,198 @@ async def retrieve_audio_chunks(
     return chunks
 
 
+def audio_cache_duration_matches(cached_seconds: float, current_seconds: float) -> bool:
+    """Whether a cache built for ``cached_seconds`` still matches the conversation's
+    current audio duration (within a small tolerance for partial final chunks).
+
+    Caches derived from the audio-chunk set (waveform, vad_analysis) become stale
+    when the chunk set changes in place (e.g. the reconnect-duplicate dedup). The
+    serving paths use this to validate the cache against the source of truth
+    (``Conversation.audio_total_duration``) and regenerate/ignore it when stale.
+    """
+    tolerance = max(2.0, 0.02 * max(cached_seconds, current_seconds))
+    return abs((cached_seconds or 0.0) - (current_seconds or 0.0)) <= tolerance
+
+
+async def invalidate_conversation_audio_caches(conversation_id: str) -> dict:
+    """Drop caches derived from a conversation's audio chunks (waveform + the
+    vad_analysis summary) so they regenerate from the current chunk set.
+
+    Call this whenever a conversation's chunk set changes IN PLACE (same
+    conversation_id) — e.g. a re-chunk/trim or a manual dedup repair. Split/merge
+    move chunks to fresh conversation_ids, so children regenerate naturally and
+    don't need this. Lazy regeneration happens on next read.
+    """
+    waveforms_deleted = (
+        await WaveformData.find(
+            WaveformData.conversation_id == conversation_id
+        ).delete()
+    ).deleted_count
+
+    vad_cleared = False
+    conv = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    if conv is not None and conv.vad_analysis is not None:
+        conv.vad_analysis = None
+        await conv.save()
+        vad_cleared = True
+
+    return {"waveforms_deleted": waveforms_deleted, "vad_cleared": vad_cleared}
+
+
+async def get_resume_position(conversation_id: str) -> tuple[int, float]:
+    """Next (chunk_index, start_time) for appending audio to a conversation.
+
+    Returns (0, 0.0) when the conversation has no audio yet. When it already has
+    chunks — e.g. a WebSocket reconnect re-attaches a persistence cycle to an
+    ``always_persist`` placeholder a previous cycle already wrote to — resume from
+    the end so new chunks APPEND with a continuous chunk_index/timeline instead of
+    restarting at 0. Restarting at 0 produced overlapping duplicate chunks under
+    one conversation_id, which corrupts reconstruction (chunks are read sorted by
+    chunk_index, so duplicates interleave) and silently truncates playback. The
+    ``conversation.audio_chunks_count`` ``max()`` guard only masked the count; this
+    fixes the underlying data.
+    """
+    last = (
+        await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.deleted == False,  # noqa: E712 (Beanie needs ==)
+        )
+        .sort("-chunk_index")
+        .first_or_none()
+    )
+    if last is None:
+        return 0, 0.0
+    return last.chunk_index + 1, last.end_time
+
+
 async def concatenate_chunks_to_pcm(
     chunks: List[AudioChunkDocument],
 ) -> bytes:
     """
     Decode and concatenate multiple audio chunks into a single PCM buffer.
 
+    Concatenates ogg/opus data from all chunks and decodes in a single ffmpeg
+    call, avoiding per-chunk subprocess overhead.
+
     Args:
         chunks: List of AudioChunkDocument instances (should be pre-sorted)
 
     Returns:
         Concatenated PCM audio bytes
-
-    Example:
-        >>> chunks = await retrieve_audio_chunks(conversation_id)
-        >>> pcm_data = await concatenate_chunks_to_pcm(chunks)
-        >>> wav_data = await build_wav_from_pcm(pcm_data)
     """
     if not chunks:
         return b""
 
-    pcm_buffer = bytearray()
+    if len(chunks) == 1:
+        return await decode_opus_to_pcm(
+            opus_data=chunks[0].audio_data,
+            sample_rate=chunks[0].sample_rate,
+            channels=chunks[0].channels,
+        )
+
+    # Concatenate ogg/opus containers into a chained ogg stream.
+    # ffmpeg handles chained ogg streams natively — one decode call for all chunks.
+    combined_opus = b"".join(bytes(chunk.audio_data) for chunk in chunks)
+
+    pcm_data = await decode_opus_to_pcm(
+        opus_data=combined_opus,
+        sample_rate=chunks[0].sample_rate,
+        channels=chunks[0].channels,
+    )
+
+    logger.debug(f"Batch decoded {len(chunks)} chunks → {len(pcm_data)} bytes PCM")
+
+    return pcm_data
+
+
+async def get_trimmed_opus_for_time_range(
+    conversation_id: str, start_time: float, end_time: float
+) -> bytes:
+    """
+    Get exact-trimmed ogg/opus audio for a time range.
+
+    Decodes the stored chunks overlapping the range, clips the PCM to the
+    exact boundaries, and re-encodes as a single ogg/opus stream. Raw chunk
+    concatenation is not usable here: it is chunk-aligned (~10s granularity)
+    and produces a chained ogg stream, which browsers stop playing after the
+    first link.
+
+    Args:
+        conversation_id: Conversation ID
+        start_time: Start time in seconds
+        end_time: End time in seconds
+
+    Returns:
+        Ogg/opus bytes covering exactly start_time..end_time
 
-    for chunk in chunks:
-        # Decode Opus → PCM
-        pcm_data = await decode_opus_to_pcm(
-            opus_data=chunk.audio_data,
-            sample_rate=chunk.sample_rate,
-            channels=chunk.channels,
+    Raises:
+        ValueError: If the conversation or range has no audio
+    """
+    start_timer = time.time()
+
+    clipped_pcm, sample_rate, channels = await get_clipped_pcm_for_time_range(
+        conversation_id, start_time, end_time
+    )
+
+    if not clipped_pcm:
+        raise ValueError(
+            f"No audio chunks found for {conversation_id} "
+            f"in range {start_time:.1f}s-{end_time:.1f}s"
         )
 
-        # Append to buffer
-        pcm_buffer.extend(pcm_data)
+    opus_data = await encode_pcm_to_opus(
+        pcm_data=clipped_pcm,
+        sample_rate=sample_rate,
+        channels=channels,
+    )
 
-    logger.debug(
-        f"Concatenated {len(chunks)} chunks → {len(pcm_buffer)} bytes PCM"
+    logger.info(
+        f"Trimmed opus for {conversation_id[:8]}...: "
+        f"{start_time:.1f}s - {end_time:.1f}s "
+        f"({len(opus_data)} bytes, {time.time() - start_timer:.2f}s)"
     )
 
-    return bytes(pcm_buffer)
+    return opus_data
+
+
+async def get_opus_for_conversation(
+    conversation_id: str,
+    start_index: int = 0,
+    limit: Optional[int] = None,
+) -> bytes:
+    """
+    Get raw ogg/opus audio for a full conversation by concatenating stored chunks.
+
+    No decoding — returns the original compressed data directly.
+
+    Args:
+        conversation_id: Conversation ID
+        start_index: First chunk index (default: 0)
+        limit: Max chunks (default: all)
+
+    Returns:
+        Concatenated ogg/opus bytes
+
+    Raises:
+        ValueError: If no chunks found
+    """
+    chunks = await retrieve_audio_chunks(
+        conversation_id=conversation_id,
+        start_index=start_index,
+        limit=limit,
+    )
+
+    if not chunks:
+        raise ValueError(f"No audio chunks found for conversation {conversation_id}")
+
+    opus_data = b"".join(bytes(chunk.audio_data) for chunk in chunks)
+
+    logger.info(
+        f"Serving {len(chunks)} raw opus chunks for {conversation_id[:8]}... "
+        f"({len(opus_data)} bytes)"
+    )
+
+    return opus_data
 
 
 async def reconstruct_wav_from_conversation(
@@ -369,9 +477,7 @@ async def reconstruct_wav_from_conversation(
     )
 
     if not chunks:
-        raise ValueError(
-            f"No audio chunks found for conversation {conversation_id}"
-        )
+        raise ValueError(f"No audio chunks found for conversation {conversation_id}")
 
     # Get audio format from first chunk
     sample_rate = chunks[0].sample_rate
@@ -426,8 +532,6 @@ async def reconstruct_audio_segments(
         speaker continuity across segment boundaries. Overlapping regions
         should be merged during post-processing.
     """
-    from advanced_omi_backend.models.conversation import Conversation
-
     # Get conversation metadata
     conversation = await Conversation.find_one(
         Conversation.conversation_id == conversation_id
@@ -439,7 +543,9 @@ async def reconstruct_audio_segments(
     total_duration = conversation.audio_total_duration or 0.0
 
     if total_duration == 0:
-        logger.warning(f"Conversation {conversation_id} has zero duration, no segments to yield")
+        logger.warning(
+            f"Conversation {conversation_id} has zero duration, no segments to yield"
+        )
         return
 
     # Get audio format from first chunk
@@ -462,11 +568,17 @@ async def reconstruct_audio_segments(
 
         # Get chunks that overlap with this time range
         # Note: Using start_time and end_time fields from chunks
-        chunks = await AudioChunkDocument.find(
-            AudioChunkDocument.conversation_id == conversation_id,
-            AudioChunkDocument.start_time < end_time,  # Chunk starts before segment ends
-            AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
-        ).sort(+AudioChunkDocument.chunk_index).to_list()
+        chunks = (
+            await AudioChunkDocument.find(
+                AudioChunkDocument.conversation_id == conversation_id,
+                AudioChunkDocument.start_time
+                < end_time,  # Chunk starts before segment ends
+                AudioChunkDocument.end_time
+                > start_time,  # Chunk ends after segment starts
+            )
+            .sort(+AudioChunkDocument.chunk_index)
+            .to_list()
+        )
 
         if not chunks:
             logger.warning(
@@ -498,17 +610,15 @@ async def reconstruct_audio_segments(
         start_time += segment_duration
 
 
-async def reconstruct_audio_segment(
-    conversation_id: str,
-    start_time: float,
-    end_time: float
-) -> bytes:
+async def get_clipped_pcm_for_time_range(
+    conversation_id: str, start_time: float, end_time: float
+) -> tuple[bytes, int, int]:
     """
-    Reconstruct audio for a specific time range from MongoDB chunks.
+    Decode conversation audio and clip it to an exact time range.
 
-    This function returns a single audio segment for the specified time range,
-    enabling on-demand access to conversation audio without loading the entire
-    file into memory. Used by the audio segment API endpoint.
+    Fetches the MongoDB chunks overlapping the range, batch-decodes them in
+    a single ffmpeg call, and clips the PCM to the exact requested
+    boundaries (chunk boundaries are ~10s, so decoding alone is not enough).
 
     Args:
         conversation_id: Conversation ID
@@ -516,22 +626,12 @@ async def reconstruct_audio_segment(
         end_time: End time in seconds
 
     Returns:
-        WAV audio bytes (16kHz mono or original format)
+        Tuple of (pcm_data, sample_rate, channels). pcm_data is empty when
+        no chunks overlap the range.
 
     Raises:
-        ValueError: If conversation not found or has no audio
-        Exception: If audio reconstruction fails
-
-    Example:
-        >>> # Get first 60 seconds of audio
-        >>> wav_bytes = await reconstruct_audio_segment(conv_id, 0.0, 60.0)
-        >>> # Save to file
-        >>> with open("segment.wav", "wb") as f:
-        ...     f.write(wav_bytes)
+        ValueError: If conversation not found, has no audio, or range is invalid
     """
-    start_timer = time.time()
-    from advanced_omi_backend.models.conversation import Conversation
-
     # Validate start_time
     if start_time < 0:
         raise ValueError(f"start_time must be >= 0, got {start_time}")
@@ -571,82 +671,88 @@ async def reconstruct_audio_segment(
     channels = first_chunk.channels
 
     # Get chunks that overlap with this time range
-    chunks = await AudioChunkDocument.find(
-        AudioChunkDocument.conversation_id == conversation_id,
-        AudioChunkDocument.start_time < end_time,  # Chunk starts before segment ends
-        AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
-    ).sort(+AudioChunkDocument.chunk_index).to_list()
+    chunks = (
+        await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.start_time
+            < end_time,  # Chunk starts before segment ends
+            AudioChunkDocument.end_time > start_time,  # Chunk ends after segment starts
+        )
+        .sort(+AudioChunkDocument.chunk_index)
+        .to_list()
+    )
 
     if not chunks:
         logger.warning(
             f"No chunks found for time range {start_time:.1f}s - {end_time:.1f}s "
             f"in conversation {conversation_id[:8]}..."
         )
-        # Return silence for empty range
-        return await build_wav_from_pcm(
-            pcm_data=b"",
-            sample_rate=sample_rate,
-            channels=channels,
-        )
+        return b"", sample_rate, channels
+
+    # Batch decode all chunks in a single ffmpeg call (concatenated ogg stream)
+    pcm_data = await concatenate_chunks_to_pcm(chunks)
 
-    # Decode each chunk and clip to exact time boundaries for precise segment extraction
-    pcm_buffer = bytearray()
+    # Clip decoded PCM to the exact requested time range.
+    # The full PCM covers chunks[0].start_time .. chunks[-1].end_time.
     bytes_per_second = sample_rate * channels * 2  # 16-bit = 2 bytes per sample
+    chunk_range_start = chunks[0].start_time
 
-    for chunk in chunks:
-        # Decode this chunk to PCM
-        pcm_data = await decode_opus_to_pcm(
-            opus_data=chunk.audio_data,
-            sample_rate=chunk.sample_rate,
-            channels=chunk.channels,
-        )
+    clip_start_byte = int((start_time - chunk_range_start) * bytes_per_second)
+    clip_start_byte = max(0, (clip_start_byte // 2) * 2)  # align to sample boundary
 
-        # Calculate clip boundaries for this chunk
-        clip_start_byte = 0
-        clip_end_byte = len(pcm_data)
-
-        # Trim start if chunk begins before requested start_time
-        if chunk.start_time < start_time:
-            offset_seconds = start_time - chunk.start_time
-            offset_bytes = int(offset_seconds * bytes_per_second)
-            # Align to sample boundary (2 bytes for 16-bit audio)
-            clip_start_byte = (offset_bytes // 2) * 2
-
-        # Trim end if chunk extends past requested end_time
-        if chunk.end_time > end_time:
-            # Calculate duration from chunk start to requested end
-            duration_seconds = end_time - chunk.start_time
-            duration_bytes = int(duration_seconds * bytes_per_second)
-            # Align to sample boundary
-            clip_end_byte = (duration_bytes // 2) * 2
-
-        # Append only the clipped portion to buffer
-        if clip_start_byte < clip_end_byte:
-            clipped_pcm = pcm_data[clip_start_byte:clip_end_byte]
-            pcm_buffer.extend(clipped_pcm)
-
-            logger.debug(
-                f"Chunk {chunk.chunk_index}: [{chunk.start_time:.1f}s - {chunk.end_time:.1f}s] "
-                f"→ clipped [{max(chunk.start_time, start_time):.1f}s - {min(chunk.end_time, end_time):.1f}s] "
-                f"({len(clipped_pcm)} bytes)"
-            )
+    clip_end_byte = int((end_time - chunk_range_start) * bytes_per_second)
+    clip_end_byte = min(len(pcm_data), (clip_end_byte // 2) * 2)
+
+    return pcm_data[clip_start_byte:clip_end_byte], sample_rate, channels
+
+
+async def reconstruct_audio_segment(
+    conversation_id: str, start_time: float, end_time: float
+) -> bytes:
+    """
+    Reconstruct audio for a specific time range from MongoDB chunks.
+
+    This function returns a single audio segment for the specified time range,
+    enabling on-demand access to conversation audio without loading the entire
+    file into memory. Used by the audio segment API endpoint.
+
+    Args:
+        conversation_id: Conversation ID
+        start_time: Start time in seconds
+        end_time: End time in seconds
+
+    Returns:
+        WAV audio bytes (16kHz mono or original format)
+
+    Raises:
+        ValueError: If conversation not found or has no audio
+        Exception: If audio reconstruction fails
+
+    Example:
+        >>> # Get first 60 seconds of audio
+        >>> wav_bytes = await reconstruct_audio_segment(conv_id, 0.0, 60.0)
+        >>> # Save to file
+        >>> with open("segment.wav", "wb") as f:
+        ...     f.write(wav_bytes)
+    """
+    start_timer = time.time()
+
+    clipped_pcm, sample_rate, channels = await get_clipped_pcm_for_time_range(
+        conversation_id, start_time, end_time
+    )
 
-    # Build WAV file from precisely trimmed PCM data
     wav_bytes = await build_wav_from_pcm(
-        pcm_data=bytes(pcm_buffer),
+        pcm_data=clipped_pcm,
         sample_rate=sample_rate,
         channels=channels,
     )
 
-    actual_duration = len(pcm_buffer) / bytes_per_second
-    expected_duration = end_time - start_time
     processing_time = time.time() - start_timer
 
     logger.info(
         f"Reconstructed audio segment for {conversation_id[:8]}...: "
         f"{start_time:.1f}s - {end_time:.1f}s "
-        f"({len(chunks)} chunks, {len(wav_bytes)} bytes WAV, "
-        f"actual duration: {actual_duration:.2f}s, expected: {expected_duration:.2f}s, "
+        f"({len(wav_bytes)} bytes WAV, "
         f"processing time: {processing_time:.2f}s)"
     )
 
@@ -654,9 +760,7 @@ async def reconstruct_audio_segment(
 
 
 def filter_transcript_by_time(
-    transcript_data: dict,
-    start_time: float,
-    end_time: float
+    transcript_data: dict, start_time: float, end_time: float
 ) -> dict:
     """
     Filter transcript data to only include words within a time range.
@@ -695,10 +799,7 @@ def filter_transcript_by_time(
     # Rebuild text from filtered words
     filtered_text = " ".join(word.get("word", "") for word in filtered_words)
 
-    return {
-        "text": filtered_text,
-        "words": filtered_words
-    }
+    return {"text": filtered_text, "words": filtered_words}
 
 
 async def convert_audio_to_chunks(
@@ -726,9 +827,6 @@ async def convert_audio_to_chunks(
     Returns:
         Number of chunks created
 
-    Raises:
-        ValueError: If audio duration exceeds 2 hours
-
     Example:
         >>> # Convert from memory without disk write
         >>> num_chunks = await convert_audio_to_chunks(
@@ -740,27 +838,18 @@ async def convert_audio_to_chunks(
         ... )
         >>> print(f"Created {num_chunks} chunks")
     """
-    from bson import Binary
-
-    from advanced_omi_backend.models.conversation import Conversation
-
     logger.info(f"📦 Converting audio to MongoDB chunks: {len(audio_data)} bytes PCM")
 
-    # Calculate audio duration and validate maximum limit
+    # Calculate audio duration
     bytes_per_second = sample_rate * sample_width * channels
     total_duration_seconds = len(audio_data) / bytes_per_second
-    MAX_DURATION_SECONDS = 7200  # 2 hours (720 chunks @ 10s each)
-
-    if total_duration_seconds > MAX_DURATION_SECONDS:
-        raise ValueError(
-            f"Audio duration ({total_duration_seconds:.1f}s) exceeds maximum allowed "
-            f"({MAX_DURATION_SECONDS}s / 2 hours). Please split the file into smaller segments."
-        )
 
     # Calculate chunk size in bytes
     chunk_size_bytes = int(chunk_duration * bytes_per_second)
 
-    # Collect all chunks before batch insert
+    # Insert in batches of 100 chunks (~16 min at 10s/chunk) to avoid
+    # accumulating all chunks in memory for very long audio files.
+    BATCH_INSERT_SIZE = 100
     chunks_to_insert = []
     chunk_index = 0
     total_original_size = 0
@@ -785,7 +874,7 @@ async def convert_audio_to_chunks(
             pcm_data=chunk_pcm,
             sample_rate=sample_rate,
             channels=channels,
-            bitrate=24  # 24kbps for speech
+            bitrate=24,  # 24kbps for speech
         )
 
         # Create MongoDB document
@@ -816,7 +905,16 @@ async def convert_audio_to_chunks(
             f"{len(chunk_pcm)} → {len(opus_data)} bytes"
         )
 
-    # Batch insert all chunks to MongoDB (single database operation)
+        # Flush batch to MongoDB when batch size reached
+        if len(chunks_to_insert) >= BATCH_INSERT_SIZE:
+            await AudioChunkDocument.insert_many(chunks_to_insert)
+            logger.info(
+                f"✅ Batch inserted {len(chunks_to_insert)} chunks to MongoDB "
+                f"(chunks {chunk_index - len(chunks_to_insert)}-{chunk_index - 1})"
+            )
+            chunks_to_insert = []
+
+    # Insert remaining chunks
     if chunks_to_insert:
         await AudioChunkDocument.insert_many(chunks_to_insert)
         logger.info(
@@ -830,19 +928,29 @@ async def convert_audio_to_chunks(
     )
 
     if conversation:
-        compression_ratio = total_compressed_size / total_original_size if total_original_size > 0 else 0.0
+        compression_ratio = (
+            total_compressed_size / total_original_size
+            if total_original_size > 0
+            else 0.0
+        )
 
-        logger.info(f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}")
+        logger.info(
+            f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}"
+        )
 
         conversation.audio_chunks_count = chunk_index
         conversation.audio_total_duration = total_duration_seconds
         conversation.audio_compression_ratio = compression_ratio
 
-        logger.info(f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}")
+        logger.info(
+            f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}"
+        )
         await conversation.save()
         logger.info(f"🔍 DEBUG: After save - metadata should be persisted")
     else:
-        logger.error(f"❌ Conversation {conversation_id} not found for metadata update!")
+        logger.error(
+            f"❌ Conversation {conversation_id} not found for metadata update!"
+        )
 
     logger.info(
         f"✅ Converted audio to {chunk_index} MongoDB chunks: "
@@ -878,7 +986,6 @@ async def convert_wav_to_chunks(
 
     Raises:
         FileNotFoundError: If WAV file doesn't exist
-        ValueError: If WAV file is invalid or exceeds 2 hours
 
     Example:
         >>> # Convert uploaded file to chunks
@@ -891,14 +998,9 @@ async def convert_wav_to_chunks(
     if not wav_file_path.exists():
         raise FileNotFoundError(f"WAV file not found: {wav_file_path}")
 
-    from bson import Binary
-
-    from advanced_omi_backend.models.conversation import Conversation
-
     logger.info(f"📦 Converting WAV file to MongoDB chunks: {wav_file_path}")
 
     # Read WAV file
-    import wave
     with wave.open(str(wav_file_path), "rb") as wav:
         sample_rate = wav.getframerate()
         channels = wav.getnchannels()
@@ -913,21 +1015,15 @@ async def convert_wav_to_chunks(
         f"{sample_rate}Hz, {channels}ch, {sample_width*8}-bit"
     )
 
-    # Calculate audio duration and validate maximum limit
+    # Calculate audio duration
     bytes_per_second = sample_rate * sample_width * channels
     total_duration_seconds = len(pcm_data) / bytes_per_second
-    MAX_DURATION_SECONDS = 7200  # 2 hours (720 chunks @ 10s each)
-
-    if total_duration_seconds > MAX_DURATION_SECONDS:
-        raise ValueError(
-            f"Audio duration ({total_duration_seconds:.1f}s) exceeds maximum allowed "
-            f"({MAX_DURATION_SECONDS}s / 2 hours). Please split the file into smaller segments."
-        )
 
     # Calculate chunk size in bytes
     chunk_size_bytes = int(chunk_duration * bytes_per_second)
 
-    # Collect all chunks before batch insert
+    # Insert in batches of 100 chunks (~16 min at 10s/chunk)
+    BATCH_INSERT_SIZE = 100
     chunks_to_insert = []
     chunk_index = 0
     total_original_size = 0
@@ -952,7 +1048,7 @@ async def convert_wav_to_chunks(
             pcm_data=chunk_pcm,
             sample_rate=sample_rate,
             channels=channels,
-            bitrate=24  # 24kbps for speech
+            bitrate=24,  # 24kbps for speech
         )
 
         # Create MongoDB document
@@ -983,7 +1079,16 @@ async def convert_wav_to_chunks(
             f"{len(chunk_pcm)} → {len(opus_data)} bytes"
         )
 
-    # Batch insert all chunks to MongoDB (single database operation)
+        # Flush batch to MongoDB when batch size reached
+        if len(chunks_to_insert) >= BATCH_INSERT_SIZE:
+            await AudioChunkDocument.insert_many(chunks_to_insert)
+            logger.info(
+                f"✅ Batch inserted {len(chunks_to_insert)} chunks to MongoDB "
+                f"(chunks {chunk_index - len(chunks_to_insert)}-{chunk_index - 1})"
+            )
+            chunks_to_insert = []
+
+    # Insert remaining chunks
     if chunks_to_insert:
         await AudioChunkDocument.insert_many(chunks_to_insert)
         logger.info(
@@ -997,19 +1102,29 @@ async def convert_wav_to_chunks(
     )
 
     if conversation:
-        compression_ratio = total_compressed_size / total_original_size if total_original_size > 0 else 0.0
+        compression_ratio = (
+            total_compressed_size / total_original_size
+            if total_original_size > 0
+            else 0.0
+        )
 
-        logger.info(f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}")
+        logger.info(
+            f"🔍 DEBUG: Setting metadata - chunks={chunk_index}, duration={total_duration_seconds:.2f}s, ratio={compression_ratio:.3f}"
+        )
 
         conversation.audio_chunks_count = chunk_index
         conversation.audio_total_duration = total_duration_seconds
         conversation.audio_compression_ratio = compression_ratio
 
-        logger.info(f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}")
+        logger.info(
+            f"🔍 DEBUG: Before save - chunks={conversation.audio_chunks_count}, duration={conversation.audio_total_duration}"
+        )
         await conversation.save()
         logger.info(f"🔍 DEBUG: After save - metadata should be persisted")
     else:
-        logger.error(f"❌ Conversation {conversation_id} not found for metadata update!")
+        logger.error(
+            f"❌ Conversation {conversation_id} not found for metadata update!"
+        )
 
     logger.info(
         f"✅ Converted WAV to {chunk_index} MongoDB chunks: "
@@ -1048,9 +1163,6 @@ async def wait_for_audio_chunks(
         ... else:
         ...     logger.error("No audio chunks available")
     """
-    import asyncio
-    import time
-
     wait_start = time.time()
 
     while time.time() - wait_start < max_wait_seconds:
@@ -1058,7 +1170,7 @@ async def wait_for_audio_chunks(
         chunks = await retrieve_audio_chunks(
             conversation_id=conversation_id,
             start_index=0,
-            limit=1  # Just check if any exist
+            limit=1,  # Just check if any exist
         )
 
         if len(chunks) >= min_chunks:
@@ -1079,8 +1191,13 @@ async def wait_for_audio_chunks(
 
         await asyncio.sleep(0.5)  # Check every 500ms
 
-    logger.error(
-        f"❌ Audio chunks not found after {max_wait_seconds}s "
-        f"(conversation: {conversation_id[:12]})"
+    # Log at WARNING (not ERROR): this generic util doesn't know *why* the session
+    # ended. A benign client disconnect (device walked out of range — no audio ever
+    # persisted) and a genuine persistence failure both land here. The caller knows
+    # the end reason and emits the severity-appropriate line, so emitting ERROR here
+    # would raise a spurious system event for every dead-zone reconnect.
+    logger.warning(
+        f"⏱️ Audio chunks not found after {max_wait_seconds}s "
+        f"(conversation: {conversation_id[:12]}) — caller decides how to handle"
     )
     return False
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py b/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
index df999a10..af767a60 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_extraction.py
@@ -28,10 +28,7 @@ def parse_chunk_range(chunk_id: str) -> Tuple[int, int]:
 
 
 async def extract_audio_for_results(
-    redis_client,
-    client_id: str,
-    session_id: str,
-    transcription_results: List[dict]
+    redis_client, client_id: str, session_id: str, transcription_results: List[dict]
 ) -> bytes:
     """
     Extract audio chunks for transcription results.
@@ -47,8 +44,12 @@ async def extract_audio_for_results(
     Returns:
         Combined audio bytes for all chunks in results
     """
-    logger.info(f"🎵 [AUDIO EXTRACT] Starting audio extraction for session {session_id}")
-    logger.info(f"🎵 [AUDIO EXTRACT] Client: {client_id}, Results count: {len(transcription_results)}")
+    logger.info(
+        f"🎵 [AUDIO EXTRACT] Starting audio extraction for session {session_id}"
+    )
+    logger.info(
+        f"🎵 [AUDIO EXTRACT] Client: {client_id}, Results count: {len(transcription_results)}"
+    )
 
     if not transcription_results:
         logger.warning(f"🎵 [AUDIO EXTRACT] No transcription results provided")
@@ -64,7 +65,9 @@ async def extract_audio_for_results(
             chunk_ranges.append((start, end))
 
     if not chunk_ranges:
-        logger.warning("🎵 [AUDIO EXTRACT] No chunk ranges found in transcription results")
+        logger.warning(
+            "🎵 [AUDIO EXTRACT] No chunk ranges found in transcription results"
+        )
         return b""
 
     # Find overall range
@@ -77,7 +80,7 @@ async def extract_audio_for_results(
     )
 
     # Read from audio stream
-    stream_name = f"audio:stream:{client_id}"
+    stream_name = f"audio:stream:{session_id}"
     logger.info(f"🎵 [AUDIO EXTRACT] Reading from Redis stream: {stream_name}")
 
     # Get all messages (we'll filter by session and chunk)
@@ -108,7 +111,9 @@ async def extract_audio_for_results(
         if min_chunk <= chunk_num <= max_chunk:
             audio_data = fields.get(b"audio_data", b"")
             audio_chunks[chunk_num] = audio_data
-            logger.debug(f"🎵 [AUDIO EXTRACT] Collected chunk {chunk_num}: {len(audio_data)} bytes")
+            logger.debug(
+                f"🎵 [AUDIO EXTRACT] Collected chunk {chunk_num}: {len(audio_data)} bytes"
+            )
 
     # Combine chunks in order
     sorted_chunks = sorted(audio_chunks.items())
@@ -123,7 +128,8 @@ async def extract_audio_for_results(
         logger.warning(f"🎵 [AUDIO EXTRACT] ⚠️ No audio data collected!")
     elif len(sorted_chunks) < (max_chunk - min_chunk + 1):
         missing_chunks = (max_chunk - min_chunk + 1) - len(sorted_chunks)
-        logger.warning(f"🎵 [AUDIO EXTRACT] ⚠️ Missing {missing_chunks} chunks from expected range")
+        logger.warning(
+            f"🎵 [AUDIO EXTRACT] ⚠️ Missing {missing_chunks} chunks from expected range"
+        )
 
     return combined_audio
-
diff --git a/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py b/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
index 4abb1d5d..1ad39c1b 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/audio_utils.py
@@ -12,20 +12,24 @@
 from pathlib import Path
 
 # Type import to avoid circular imports
-from typing import TYPE_CHECKING, Optional
+from typing import Optional
 
 import numpy as np
+from easy_audio_interfaces.filesystem.filesystem_interfaces import LocalFileSink
 from wyoming.audio import AudioChunk
 
-if TYPE_CHECKING:
-    from advanced_omi_backend.client import ClientState
+from advanced_omi_backend.config import CHUNK_DIR
 
 logger = logging.getLogger(__name__)
 audio_logger = logging.getLogger("audio_processing")
 
 # Import constants from main.py (these are defined there)
-MIN_SPEECH_SEGMENT_DURATION = float(os.getenv("MIN_SPEECH_SEGMENT_DURATION", "1.0"))  # seconds
-CROPPING_CONTEXT_PADDING = float(os.getenv("CROPPING_CONTEXT_PADDING", "0.1"))  # seconds
+MIN_SPEECH_SEGMENT_DURATION = float(
+    os.getenv("MIN_SPEECH_SEGMENT_DURATION", "1.0")
+)  # seconds
+CROPPING_CONTEXT_PADDING = float(
+    os.getenv("CROPPING_CONTEXT_PADDING", "0.1")
+)  # seconds
 
 SUPPORTED_AUDIO_EXTENSIONS = {".wav", ".mp3", ".mp4", ".m4a", ".flac", ".ogg", ".webm"}
 VIDEO_EXTENSIONS = {".mp4", ".webm"}
@@ -33,6 +37,7 @@
 
 class AudioValidationError(Exception):
     """Exception raised when audio validation fails."""
+
     pass
 
 
@@ -42,7 +47,7 @@ async def resample_audio_with_ffmpeg(
     input_channels: int,
     input_sample_width: int,
     target_sample_rate: int,
-    target_channels: int = 1
+    target_channels: int = 1,
 ) -> bytes:
     """
     Resample audio using FFmpeg with stdin/stdout pipes (no disk I/O).
@@ -75,13 +80,20 @@ async def resample_audio_with_ffmpeg(
     # pipe:0 = stdin, pipe:1 = stdout
     cmd = [
         "ffmpeg",
-        "-f", input_format,
-        "-ar", str(input_sample_rate),
-        "-ac", str(input_channels),
-        "-i", "pipe:0",  # Read from stdin
-        "-ar", str(target_sample_rate),
-        "-ac", str(target_channels),
-        "-f", "s16le",  # Always output 16-bit
+        "-f",
+        input_format,
+        "-ar",
+        str(input_sample_rate),
+        "-ac",
+        str(input_channels),
+        "-i",
+        "pipe:0",  # Read from stdin
+        "-ar",
+        str(target_sample_rate),
+        "-ac",
+        str(target_channels),
+        "-f",
+        "s16le",  # Always output 16-bit
         "pipe:1",  # Write to stdout
     ]
 
@@ -133,12 +145,17 @@ async def convert_any_to_wav(file_data: bytes, file_extension: str) -> bytes:
 
     cmd = [
         "ffmpeg",
-        "-i", "pipe:0",
+        "-i",
+        "pipe:0",
         "-vn",  # Strip video track (no-op for audio-only files)
-        "-acodec", "pcm_s16le",
-        "-ar", "16000",
-        "-ac", "1",
-        "-f", "wav",
+        "-acodec",
+        "pcm_s16le",
+        "-ar",
+        "16000",
+        "-ac",
+        "1",
+        "-f",
+        "wav",
         "pipe:1",
     ]
 
@@ -156,9 +173,7 @@ async def convert_any_to_wav(file_data: bytes, file_extension: str) -> bytes:
         audio_logger.error(f"FFmpeg conversion failed for {ext}: {error_msg}")
         raise AudioValidationError(f"Failed to convert {ext} file to WAV: {error_msg}")
 
-    audio_logger.info(
-        f"Converted {ext} to WAV: {len(file_data)} → {len(stdout)} bytes"
-    )
+    audio_logger.info(f"Converted {ext} to WAV: {len(file_data)} → {len(stdout)} bytes")
 
     return stdout
 
@@ -167,7 +182,7 @@ async def validate_and_prepare_audio(
     audio_data: bytes,
     expected_sample_rate: int = 16000,
     convert_to_mono: bool = True,
-    auto_resample: bool = False
+    auto_resample: bool = False,
 ) -> tuple[bytes, int, int, int, float]:
     """
     Validate WAV audio data and prepare it for processing.
@@ -212,7 +227,7 @@ async def validate_and_prepare_audio(
                 input_channels=channels,
                 input_sample_width=sample_width,
                 target_sample_rate=expected_sample_rate,
-                target_channels=1 if convert_to_mono else channels
+                target_channels=1 if convert_to_mono else channels,
             )
             # Update metadata after resampling
             sample_rate = expected_sample_rate
@@ -243,7 +258,9 @@ async def validate_and_prepare_audio(
 
         # Reshape to separate channels and average
         audio_array = audio_array.reshape(-1, 2)
-        processed_audio = np.mean(audio_array, axis=1).astype(audio_array.dtype).tobytes()
+        processed_audio = (
+            np.mean(audio_array, axis=1).astype(audio_array.dtype).tobytes()
+        )
         channels = 1
 
     audio_logger.debug(
@@ -295,14 +312,11 @@ async def write_audio_file(
     Raises:
         AudioValidationError: If validation fails (when validate=True)
     """
-    from easy_audio_interfaces.filesystem.filesystem_interfaces import LocalFileSink
-
-    from advanced_omi_backend.config import CHUNK_DIR
-
     # Validate and prepare audio if needed
     if validate:
-        audio_data, sample_rate, sample_width, channels, duration = \
+        audio_data, sample_rate, sample_width, channels, duration = (
             await validate_and_prepare_audio(raw_audio_data)
+        )
     else:
         # For WebSocket/streaming path - audio is already processed PCM
         audio_data = raw_audio_data
@@ -325,7 +339,7 @@ async def write_audio_file(
     # If output_dir is a subdirectory of CHUNK_DIR, include the folder prefix
     try:
         relative_path_parts = output_dir.relative_to(CHUNK_DIR)
-        if str(relative_path_parts) != '.':
+        if str(relative_path_parts) != ".":
             relative_audio_path = f"{relative_path_parts}/{wav_filename}"
         else:
             relative_audio_path = wav_filename
@@ -338,15 +352,12 @@ async def write_audio_file(
         file_path=str(file_path),
         sample_rate=int(sample_rate),
         channels=int(channels),
-        sample_width=int(sample_width)
+        sample_width=int(sample_width),
     )
 
     await sink.open()
     audio_chunk = AudioChunk(
-        rate=sample_rate,
-        width=sample_width,
-        channels=channels,
-        audio=audio_data
+        rate=sample_rate, width=sample_width, channels=channels, audio=audio_data
     )
     await sink.write(audio_chunk)
     await sink.close()
@@ -358,72 +369,8 @@ async def write_audio_file(
     return relative_audio_path, str(file_path), duration
 
 
-async def process_audio_chunk(
-    audio_data: bytes,
-    client_id: str,
-    user_id: str,
-    user_email: str,
-    audio_format: dict,
-    client_state: Optional["ClientState"] = None
-) -> None:
-    """Process a single audio chunk through Redis Streams pipeline.
-
-    This function encapsulates the common pattern used across all audio input sources:
-    1. Create AudioChunk with format details
-    2. Publish to Redis Streams for distributed processing
-    3. Update client state if provided
-
-    Args:
-        audio_data: Raw audio bytes
-        client_id: Client identifier
-        user_id: User identifier
-        user_email: User email
-        audio_format: Dict containing {rate, width, channels, timestamp}
-        client_state: Optional ClientState for state updates
-    """
-
-    from advanced_omi_backend.services.audio_service import get_audio_stream_service
-
-    # Extract format details
-    rate = audio_format.get("rate", 16000)
-    width = audio_format.get("width", 2)
-    channels = audio_format.get("channels", 1)
-    timestamp = audio_format.get("timestamp")
-
-    # Use current time if no timestamp provided
-    if timestamp is None:
-        timestamp = int(time.time() * 1000)
-
-    # Create AudioChunk with format details
-    chunk = AudioChunk(
-        audio=audio_data,
-        rate=rate,
-        width=width,
-        channels=channels,
-        timestamp=timestamp
-    )
-
-    # Publish audio chunk to Redis Streams
-    audio_service = get_audio_stream_service()
-    await audio_service.publish_audio_chunk(
-        client_id=client_id,
-        user_id=user_id,
-        user_email=user_email,
-        audio_chunk=chunk,
-        audio_uuid=None,  # Will be generated by worker
-        timestamp=timestamp
-    )
-
-    # Update client state if provided
-    if client_state is not None:
-        client_state.update_audio_received(chunk)
-
-
 def pcm_to_wav_bytes(
-    pcm_data: bytes,
-    sample_rate: int = 16000,
-    channels: int = 1,
-    sample_width: int = 2
+    pcm_data: bytes, sample_rate: int = 16000, channels: int = 1, sample_width: int = 2
 ) -> bytes:
     """
     Convert raw PCM audio data to WAV format in memory.
@@ -437,9 +384,6 @@ def pcm_to_wav_bytes(
     Returns:
         WAV file data as bytes
     """
-    import io
-    import wave
-
     logger.debug(
         f"Converting PCM to WAV in memory: {len(pcm_data)} bytes "
         f"(rate={sample_rate}, channels={channels}, width={sample_width})"
@@ -448,7 +392,7 @@ def pcm_to_wav_bytes(
     # Use BytesIO to create WAV in memory
     wav_buffer = io.BytesIO()
 
-    with wave.open(wav_buffer, 'wb') as wav_file:
+    with wave.open(wav_buffer, "wb") as wav_file:
         wav_file.setnchannels(channels)
         wav_file.setsampwidth(sample_width)
         wav_file.setframerate(sample_rate)
@@ -467,7 +411,7 @@ def write_pcm_to_wav(
     output_path: str,
     sample_rate: int = 16000,
     channels: int = 1,
-    sample_width: int = 2
+    sample_width: int = 2,
 ) -> None:
     """
     Write raw PCM audio data to a WAV file.
@@ -479,15 +423,13 @@ def write_pcm_to_wav(
         channels: Number of audio channels (default: 1 for mono)
         sample_width: Sample width in bytes (default: 2 for 16-bit)
     """
-    import wave
-
     logger.info(
         f"Writing PCM to WAV: {len(pcm_data)} bytes -> {output_path} "
         f"(rate={sample_rate}, channels={channels}, width={sample_width})"
     )
 
     try:
-        with wave.open(output_path, 'wb') as wav_file:
+        with wave.open(output_path, "wb") as wav_file:
             wav_file.setnchannels(channels)
             wav_file.setsampwidth(sample_width)
             wav_file.setframerate(sample_rate)
diff --git a/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py b/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
index a199d5fa..18d4a3f5 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/conversation_utils.py
@@ -7,12 +7,13 @@
 import asyncio
 import logging
 import time
-from datetime import datetime
+from datetime import datetime, timezone
 from pathlib import Path
 from typing import Any, Dict, List, Optional
 
 from advanced_omi_backend.config import get_speech_detection_settings
 from advanced_omi_backend.llm_client import async_generate
+from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.prompt_optimizer import get_user_prompt
 from advanced_omi_backend.prompt_registry import get_prompt_registry
 
@@ -43,7 +44,10 @@ def is_meaningful_speech(combined_results: dict) -> bool:
     if not combined_results.get("text"):
         return False
 
-    transcript_data = {"text": combined_results["text"], "words": combined_results.get("words", [])}
+    transcript_data = {
+        "text": combined_results["text"],
+        "words": combined_results.get("words", []),
+    }
 
     speech_analysis = analyze_speech(transcript_data)
     return speech_analysis["has_speech"]
@@ -83,19 +87,25 @@ def analyze_speech(transcript_data: dict) -> dict:
     settings = get_speech_detection_settings()
     words = transcript_data.get("words", [])
 
-    logger.info(f"🔬 analyze_speech: words_list_length={len(words)}, settings={settings}")
+    logger.info(
+        f"🔬 analyze_speech: words_list_length={len(words)}, settings={settings}"
+    )
     if words and len(words) > 0:
         logger.info(f"📝 First 3 words: {words[:3]}")
 
     # Method 1: Word-level analysis (preferred - has confidence scores and timing)
     if words:
         # Filter by confidence threshold
-        valid_words = [w for w in words if (w.get("confidence") or 0) >= settings["min_confidence"]]
+        valid_words = [
+            w for w in words if (w.get("confidence") or 0) >= settings["min_confidence"]
+        ]
 
         if len(valid_words) < settings["min_words"]:
             # Not enough valid words in word-level data - fall through to text-only analysis
             # This handles cases where word-level data is incomplete or low confidence
-            logger.debug(f"Only {len(valid_words)} valid words, falling back to text-only analysis")
+            logger.debug(
+                f"Only {len(valid_words)} valid words, falling back to text-only analysis"
+            )
             # Continue to Method 2 (don't return early)
         else:
             # Calculate speech duration from word timing
@@ -113,12 +123,16 @@ def analyze_speech(transcript_data: dict) -> dict:
                 # If no timing data (duration = 0), fall back to text-only analysis
                 # This happens with some streaming transcription services
                 if speech_duration == 0:
-                    logger.debug("Word timing data missing, falling back to text-only analysis")
+                    logger.debug(
+                        "Word timing data missing, falling back to text-only analysis"
+                    )
                     # Continue to Method 2 (text-only fallback)
                 else:
                     # Check minimum duration threshold when we have timing data
                     min_duration = settings.get("min_duration", 10.0)
-                    logger.info(f"📏 Comparing duration {speech_duration:.1f}s vs threshold {min_duration:.1f}s")
+                    logger.info(
+                        f"📏 Comparing duration {speech_duration:.1f}s vs threshold {min_duration:.1f}s"
+                    )
                     if speech_duration < min_duration:
                         return {
                             "has_speech": False,
@@ -243,12 +257,13 @@ async def generate_title_and_summary(
         # Fallback
         words = text.split()[:6]
         fallback_title = " ".join(words)
-        fallback_title = fallback_title[:40] + "..." if len(fallback_title) > 40 else fallback_title
+        fallback_title = (
+            fallback_title[:40] + "..." if len(fallback_title) > 40 else fallback_title
+        )
         fallback_summary = text[:120] + "..." if len(text) > 120 else text
         return fallback_title or "Conversation", fallback_summary or "No content"
 
 
-
 async def generate_detailed_summary(
     text: str,
     segments: Optional[list] = None,
@@ -329,7 +344,10 @@ async def generate_detailed_summary(
 """
 
         summary = await async_generate(prompt, operation="detailed_summary")
-        return summary.strip().strip('"').strip("'") or "No meaningful content to summarize"
+        return (
+            summary.strip().strip('"').strip("'")
+            or "No meaningful content to summarize"
+        )
 
     except Exception as e:
         logger.warning(f"Failed to generate detailed summary: {e}")
@@ -348,7 +366,6 @@ async def generate_detailed_summary(
 # ============================================================================
 
 
-
 def extract_speakers_from_segments(segments: list) -> List[str]:
     """
     Extract unique speaker names from segments.
@@ -362,14 +379,21 @@ def extract_speakers_from_segments(segments: list) -> List[str]:
     speakers = []
     if segments:
         for seg in segments:
-            speaker = seg.get("speaker", "Unknown") if isinstance(seg, dict) else (seg.speaker or "Unknown")
+            speaker = (
+                seg.get("speaker", "Unknown")
+                if isinstance(seg, dict)
+                else (seg.speaker or "Unknown")
+            )
             if speaker and speaker != "Unknown" and speaker not in speakers:
                 speakers.append(speaker)
     return speakers
 
 
 async def track_speech_activity(
-    speech_analysis: Dict[str, Any], last_word_count: int, conversation_id: str, redis_client
+    speech_analysis: Dict[str, Any],
+    last_word_count: int,
+    conversation_id: str,
+    redis_client,
 ) -> tuple[float, int]:
     """
     Track new speech activity and update last speech timestamp using audio timestamps.
@@ -473,7 +497,9 @@ async def update_job_progress_metadata(
             "conversation_id": conversation_id,
             "client_id": client_id,  # Ensure client_id is always present
             "transcript": (
-                combined["text"][:500] + "..." if len(combined["text"]) > 500 else combined["text"]
+                combined["text"][:500] + "..."
+                if len(combined["text"]) > 500
+                else combined["text"]
             ),  # First 500 chars
             "transcript_length": len(combined["text"]),
             "speakers": speakers,
@@ -498,16 +524,31 @@ async def mark_conversation_deleted(conversation_id: str, deletion_reason: str)
         conversation_id: Conversation ID to mark as deleted
         deletion_reason: Reason for deletion (e.g., "no_meaningful_speech", "audio_file_not_ready")
     """
-    from advanced_omi_backend.models.conversation import Conversation
-
     logger.warning(
         f"🗑️ Marking conversation {conversation_id} as deleted - reason: {deletion_reason}"
     )
 
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if conversation:
         conversation.deleted = True
         conversation.deletion_reason = deletion_reason
-        conversation.deleted_at = datetime.utcnow()
+        conversation.deleted_at = datetime.now(timezone.utc)
+        # These are no-transcript dead-ends (no meaningful speech / audio never
+        # arrived). Settle the status from facts so the conversation doesn't stay
+        # stuck at "active": the finalizer that normally owns the status is skipped
+        # or stranded on this path, and the status reconciler ignores deleted rows.
+        conversation.apply_status(settled=True)
+        # Clear any in-flight placeholder title left by the reprocess/recording entry
+        # points (e.g. "Reprocessing...", "Audio Recording (...)") — these convs never
+        # get a real LLM title since title_summary doesn't run without a transcript.
+        title = conversation.title or ""
+        if "Audio Recording (" in title or title in (
+            "Reprocessing...",
+            "Recording...",
+            "Transcribing...",
+        ):
+            conversation.title = None
         await conversation.save()
         logger.info(f"✅ Marked conversation {conversation_id} as deleted")
diff --git a/backends/advanced/src/advanced_omi_backend/utils/file_utils.py b/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
index 0b499420..c65d1a39 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/file_utils.py
@@ -15,13 +15,14 @@
 
 class ZipExtractionError(Exception):
     """Exception raised when zip extraction fails."""
+
     pass
 
 
 def extract_zip(
     zip_path: Union[str, Path],
     extract_dir: Union[str, Path],
-    create_extract_dir: bool = True
+    create_extract_dir: bool = True,
 ) -> Path:
     """
     Extract a zip file to a specified directory.
@@ -59,7 +60,7 @@ def extract_zip(
 
     # Extract zip file
     try:
-        with zipfile.ZipFile(zip_path, 'r') as zf:
+        with zipfile.ZipFile(zip_path, "r") as zf:
             zf.extractall(extract_dir)
         logger.info(f"Successfully extracted {zip_path} to {extract_dir}")
         return extract_dir
@@ -79,4 +80,3 @@ def extract_zip(
         error_msg = f"Error extracting zip file {zip_path}: {e}"
         logger.error(error_msg)
         raise ZipExtractionError(error_msg) from e
-
diff --git a/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py b/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
index d9e39163..7e86331e 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/gdrive_audio_utils.py
@@ -17,7 +17,6 @@
 FOLDER_MIMETYPE = "application/vnd.google-apps.folder"
 
 
-
 async def download_and_wrap_drive_file(service, file_item):
     file_id = file_item["id"]
     name = file_item["name"]
@@ -36,7 +35,7 @@ async def download_and_wrap_drive_file(service, file_item):
     if not content:
         raise AudioValidationError(f"Downloaded Google Drive file '{name}' was empty")
 
-    tmp_file = tempfile.SpooledTemporaryFile(max_size=10*1024*1024)  # 10 MB
+    tmp_file = tempfile.SpooledTemporaryFile(max_size=10 * 1024 * 1024)  # 10 MB
     tmp_file.write(content)
     tmp_file.seek(0)
     upload_file = StarletteUploadFile(filename=name, file=tmp_file)
@@ -54,10 +53,13 @@ def wrapped_close():
 
     return upload_file
 
+
 # -------------------------------------------------------------
 # LIST + DOWNLOAD FILES IN FOLDER (OAUTH)
 # -------------------------------------------------------------
-async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[StarletteUploadFile]:
+async def download_audio_files_from_drive(
+    folder_id: str, user_id: str
+) -> List[StarletteUploadFile]:
     if not folder_id:
         raise AudioValidationError("Google Drive folder ID is required.")
 
@@ -67,18 +69,21 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
         escaped_folder_id = folder_id.replace("\\", "\\\\").replace("'", "\\'")
         query = f"'{escaped_folder_id}' in parents and trashed = false"
 
-        response = service.files().list(
-            q=query,
-            fields="files(id, name, mimeType)",
-            includeItemsFromAllDrives=False,
-            supportsAllDrives=False,
-        ).execute()
+        response = (
+            service.files()
+            .list(
+                q=query,
+                fields="files(id, name, mimeType)",
+                includeItemsFromAllDrives=False,
+                supportsAllDrives=False,
+            )
+            .execute()
+        )
 
         all_files = response.get("files", [])
 
         audio_files_metadata = [
-            f for f in all_files
-            if f["name"].lower().endswith(AUDIO_EXTENSIONS)
+            f for f in all_files if f["name"].lower().endswith(AUDIO_EXTENSIONS)
         ]
 
         if not audio_files_metadata:
@@ -86,15 +91,15 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
 
         wrapped_files = []
         skipped_count = 0
-        
+
         for item in audio_files_metadata:
-            file_id = item["id"] # Get the Google Drive File ID
+            file_id = item["id"]  # Get the Google Drive File ID
 
             # Check if the file is already processed (check Conversation by external_source_id and user_id)
             existing = await Conversation.find_one(
                 Conversation.external_source_id == file_id,
                 Conversation.external_source_type == "gdrive",
-                Conversation.user_id == user_id
+                Conversation.user_id == user_id,
             )
 
             if existing:
@@ -107,9 +112,11 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
             #  Attach the file_id to the UploadFile object for later use (for external_source_id)
             wrapped_file.file_id = file_id
             wrapped_files.append(wrapped_file)
-            
+
         if not wrapped_files and skipped_count > 0:
-            raise AudioValidationError(f"All {skipped_count} files in the folder have already been processed.")
+            raise AudioValidationError(
+                f"All {skipped_count} files in the folder have already been processed."
+            )
 
         return wrapped_files
 
@@ -117,5 +124,3 @@ async def download_audio_files_from_drive(folder_id: str, user_id: str) -> List[
         if isinstance(e, AudioValidationError):
             raise
         raise AudioValidationError(f"Google Drive API Error: {e}") from e
-    
-
diff --git a/backends/advanced/src/advanced_omi_backend/utils/job_utils.py b/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
index c9028909..41c253d3 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/job_utils.py
@@ -7,10 +7,39 @@
 import logging
 from typing import Optional
 
+from rq import get_current_job
+
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
+
 logger = logging.getLogger(__name__)
 
 
-async def check_job_alive(redis_client, current_job, session_id: Optional[str] = None) -> bool:
+def update_job_meta(**kwargs) -> None:
+    """Update the current RQ job's metadata with the given key-value pairs.
+
+    Handles the common boilerplate of: get_current_job() -> null check ->
+    meta init -> update -> save_meta.
+
+    Args:
+        **kwargs: Key-value pairs to merge into job.meta
+
+    Example:
+        update_job_meta(conversation_id="abc", processing_time=1.5)
+    """
+    current_job = get_current_job()
+    if current_job:
+        if not current_job.meta:
+            current_job.meta = {}
+        current_job.meta.update(kwargs)
+        current_job.save_meta()
+
+
+async def check_job_alive(
+    redis_client, current_job, session_id: Optional[str] = None
+) -> bool:
     """
     Check if current RQ job still exists in Redis.
 
@@ -42,14 +71,17 @@ async def check_job_alive(redis_client, current_job, session_id: Optional[str] =
         if not job_exists:
             # Check if this is a natural exit (session ended) vs true zombie
             if session_id:
-                session_key = f"audio:session:{session_id}"
-                session_status = await redis_client.hget(session_key, "status")
-                if session_status and session_status.decode() in ["finalizing", "finished"]:
+                status = await SessionStore(redis_client).get_status(session_id)
+                if status in (SessionStatus.FINALIZING, SessionStatus.FINISHED):
                     # Session ended naturally - not a zombie, just natural cleanup
-                    logger.debug(f"📋 Job {current_job.id} ending naturally (session closed)")
+                    logger.debug(
+                        f"📋 Job {current_job.id} ending naturally (session closed)"
+                    )
                     return False
 
             # True zombie - job deleted while session still active
-            logger.error(f"🧟 Zombie job detected - job {current_job.id} deleted from Redis while session still active, exiting")
+            logger.error(
+                f"🧟 Zombie job detected - job {current_job.id} deleted from Redis while session still active, exiting"
+            )
             return False
     return True
diff --git a/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py b/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
index d0c69e34..a8b31304 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/logging_utils.py
@@ -4,33 +4,46 @@
 Provides functions to mask sensitive information in logs to prevent
 accidental exposure of credentials, tokens, and other secrets.
 """
+
 import re
 from typing import Any, Dict, List, Optional, Set, Union
 
 # Common patterns for identifying secret field names
 SECRET_KEYWORDS = [
-    'PASSWORD', 'PASSWD', 'PWD',
-    'TOKEN', 'AUTH', 'AUTHORIZATION',
-    'KEY', 'APIKEY', 'API_KEY', 'SECRET',
-    'CREDENTIAL', 'CRED',
-    'PRIVATE', 'CERTIFICATE', 'CERT'
+    "PASSWORD",
+    "PASSWD",
+    "PWD",
+    "TOKEN",
+    "AUTH",
+    "AUTHORIZATION",
+    "KEY",
+    "APIKEY",
+    "API_KEY",
+    "SECRET",
+    "CREDENTIAL",
+    "CRED",
+    "PRIVATE",
+    "CERTIFICATE",
+    "CERT",
 ]
 
 # Default mask for secrets
-SECRET_MASK = '••••••••'
+SECRET_MASK = "••••••••"
 
 
-def is_secret_field(field_name: str, additional_keywords: Optional[List[str]] = None) -> bool:
+def is_secret_field(
+    field_name: str, additional_keywords: Optional[List[str]] = None
+) -> bool:
     """
     Check if a field name indicates a secret value.
-    
+
     Args:
         field_name: The field/key name to check
         additional_keywords: Optional additional keywords to check for
-        
+
     Returns:
         True if field name matches secret patterns
-        
+
     Examples:
         >>> is_secret_field('smtp_password')
         True
@@ -40,18 +53,18 @@ def is_secret_field(field_name: str, additional_keywords: Optional[List[str]] =
         True
     """
     field_upper = field_name.upper()
-    
+
     # Check default keywords
     for keyword in SECRET_KEYWORDS:
         if keyword in field_upper:
             return True
-    
+
     # Check additional keywords if provided
     if additional_keywords:
         for keyword in additional_keywords:
             if keyword.upper() in field_upper:
                 return True
-    
+
     return False
 
 
@@ -59,38 +72,37 @@ def mask_dict(
     data: Dict[str, Any],
     mask: str = SECRET_MASK,
     secret_fields: Optional[Set[str]] = None,
-    additional_keywords: Optional[List[str]] = None
+    additional_keywords: Optional[List[str]] = None,
 ) -> Dict[str, Any]:
     """
     Mask secret values in a dictionary for safe logging.
-    
+
     Args:
         data: Dictionary to mask
         mask: String to use for masked values (default: '••••••••')
         secret_fields: Explicit set of field names to mask (case-insensitive)
         additional_keywords: Additional keywords to identify secret fields
-        
+
     Returns:
         New dictionary with secrets masked
-        
+
     Examples:
         >>> config = {'smtp_host': 'smtp.gmail.com', 'smtp_password': 'secret123'}
         >>> mask_dict(config)
         {'smtp_host': 'smtp.gmail.com', 'smtp_password': '••••••••'}
-        
+
         >>> mask_dict({'token': 'abc123'}, secret_fields={'token'})
         {'token': '••••••••'}
     """
     masked = {}
     secret_fields_lower = {f.lower() for f in (secret_fields or set())}
-    
+
     for key, value in data.items():
         # Check if this is a secret field
-        is_secret = (
-            key.lower() in secret_fields_lower or
-            is_secret_field(key, additional_keywords)
+        is_secret = key.lower() in secret_fields_lower or is_secret_field(
+            key, additional_keywords
         )
-        
+
         if is_secret and value:
             # Mask non-empty secret values
             masked[key] = mask
@@ -100,60 +112,61 @@ def mask_dict(
         elif isinstance(value, list):
             # Handle lists of dictionaries
             masked[key] = [
-                mask_dict(item, mask, secret_fields, additional_keywords)
-                if isinstance(item, dict) else item
+                (
+                    mask_dict(item, mask, secret_fields, additional_keywords)
+                    if isinstance(item, dict)
+                    else item
+                )
                 for item in value
             ]
         else:
             # Keep non-secret values as-is
             masked[key] = value
-    
+
     return masked
 
 
 def mask_string(
-    text: str,
-    patterns: Optional[List[str]] = None,
-    mask: str = SECRET_MASK
+    text: str, patterns: Optional[List[str]] = None, mask: str = SECRET_MASK
 ) -> str:
     """
     Mask sensitive patterns in strings (e.g., tokens in error messages).
-    
+
     Args:
         text: String to mask
         patterns: List of regex patterns to match and mask
         mask: String to use for masked values
-        
+
     Returns:
         String with matched patterns masked
-        
+
     Examples:
         >>> mask_string('Token: abc123def456', patterns=[r'Token: \w+'])
         'Token: ••••••••'
-        
+
         >>> mask_string('password=secret123', patterns=[r'password=\S+'])
         'password=••••••••'
     """
     if not patterns:
         # Default patterns for common secret formats
         patterns = [
-            r'password[=:]\s*\S+',
-            r'token[=:]\s*\S+',
-            r'key[=:]\s*\S+',
-            r'secret[=:]\s*\S+',
-            r'api[_-]?key[=:]\s*\S+',
+            r"password[=:]\s*\S+",
+            r"token[=:]\s*\S+",
+            r"key[=:]\s*\S+",
+            r"secret[=:]\s*\S+",
+            r"api[_-]?key[=:]\s*\S+",
         ]
-    
+
     masked_text = text
     for pattern in patterns:
         # Replace the value part after the = or : with mask
         masked_text = re.sub(
             pattern,
-            lambda m: re.sub(r'([=:])\s*\S+', r'\1' + mask, m.group(0)),
+            lambda m: re.sub(r"([=:])\s*\S+", r"\1" + mask, m.group(0)),
             masked_text,
-            flags=re.IGNORECASE
+            flags=re.IGNORECASE,
         )
-    
+
     return masked_text
 
 
@@ -162,21 +175,21 @@ def safe_log_config(
     name: str = "Configuration",
     mask: str = SECRET_MASK,
     secret_fields: Optional[Set[str]] = None,
-    additional_keywords: Optional[List[str]] = None
+    additional_keywords: Optional[List[str]] = None,
 ) -> str:
     """
     Create a safe log message for configuration with masked secrets.
-    
+
     Args:
         config: Configuration dictionary
         name: Name for the configuration (e.g., "SMTP Config")
         mask: String to use for masked values
         secret_fields: Explicit set of field names to mask
         additional_keywords: Additional keywords to identify secret fields
-        
+
     Returns:
         Formatted string safe for logging
-        
+
     Examples:
         >>> config = {'host': 'smtp.gmail.com', 'password': 'secret', 'port': 587}
         >>> safe_log_config(config, "SMTP")
@@ -189,73 +202,71 @@ def safe_log_config(
 def mask_connection_string(connection_string: str, mask: str = SECRET_MASK) -> str:
     """
     Mask credentials in connection strings (URLs, DSNs).
-    
+
     Args:
         connection_string: Connection string that may contain credentials
         mask: String to use for masked values
-        
+
     Returns:
         Connection string with credentials masked
-        
+
     Examples:
         >>> mask_connection_string('mongodb://user:pass123@localhost:27017/db')
         'mongodb://user:••••••••@localhost:27017/db'
-        
+
         >>> mask_connection_string('postgresql://admin:secret@db.example.com/mydb')
         'postgresql://admin:••••••••@db.example.com/mydb'
     """
     # Pattern: protocol://username:password@host
     return re.sub(
-        r'([a-zA-Z][a-zA-Z0-9+.-]*://[^:]+:)[^@]+(@)',
-        r'\1' + mask + r'\2',
-        connection_string
+        r"([a-zA-Z][a-zA-Z0-9+.-]*://[^:]+:)[^@]+(@)",
+        r"\1" + mask + r"\2",
+        connection_string,
     )
 
 
 def create_masked_repr(
-    obj: Any,
-    secret_attrs: Set[str],
-    mask: str = SECRET_MASK
+    obj: Any, secret_attrs: Set[str], mask: str = SECRET_MASK
 ) -> str:
     """
     Create a string representation of an object with masked secret attributes.
-    
+
     Useful for __repr__ methods in classes that contain secrets.
-    
+
     Args:
         obj: Object to represent
         secret_attrs: Set of attribute names that are secrets
         mask: String to use for masked values
-        
+
     Returns:
         String representation with secrets masked
-        
+
     Examples:
         >>> class Config:
         ...     def __init__(self):
         ...         self.host = 'smtp.gmail.com'
         ...         self.password = 'secret123'
-        >>> 
+        >>>
         >>> config = Config()
         >>> create_masked_repr(config, {'password'})
         "Config(host='smtp.gmail.com', password='••••••••')"
     """
     class_name = obj.__class__.__name__
     attrs = []
-    
+
     for key in dir(obj):
         # Skip private/magic attributes and methods
-        if key.startswith('_') or callable(getattr(obj, key)):
+        if key.startswith("_") or callable(getattr(obj, key)):
             continue
-        
+
         value = getattr(obj, key)
-        
+
         # Mask secret attributes
         if key in secret_attrs:
             value_repr = f"'{mask}'"
         else:
             value_repr = repr(value)
-        
+
         attrs.append(f"{key}={value_repr}")
-    
+
     return f"{class_name}({', '.join(attrs)})"
diff --git a/backends/advanced/src/advanced_omi_backend/utils/model_utils.py b/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
index 96042ba0..59adb0d9 100644
--- a/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
+++ b/backends/advanced/src/advanced_omi_backend/utils/model_utils.py
@@ -11,22 +11,22 @@
 def get_model_config(config_data: Dict[str, Any], model_role: str) -> Dict[str, Any]:
     """
     Get model configuration for a given role from config.yml data.
-    
+
     This function looks up the default model name for the given role in the
     'defaults' section, then finds the corresponding model definition in the
     'models' section.
-    
+
     Args:
         config_data: Parsed config.yml data (dict with 'defaults' and 'models' keys)
         model_role: The role to look up (e.g., 'llm', 'embedding', 'stt', 'tts')
-    
+
     Returns:
         Model configuration dictionary if found
-    
+
     Raises:
         ValueError: If the default for the role is not found or the model
                    definition is not found in the models list.
-    
+
     Example:
         >>> from advanced_omi_backend.services.memory.config import load_config_yml
         >>> from advanced_omi_backend.utils.model_utils import get_model_config
@@ -34,13 +34,16 @@ def get_model_config(config_data: Dict[str, Any], model_role: str) -> Dict[str,
         >>> llm_config = get_model_config(config_data, 'llm')
         >>> print(llm_config['model_name'])
     """
-    default_name = config_data.get('defaults', {}).get(model_role)
+    default_name = config_data.get("defaults", {}).get(model_role)
     if not default_name:
-        raise ValueError(f"Configuration for 'defaults.{model_role}' not found in config.yml")
-    
-    for model in config_data.get('models', []):
-        if model.get('name') == default_name:
+        raise ValueError(
+            f"Configuration for 'defaults.{model_role}' not found in config.yml"
+        )
+
+    for model in config_data.get("models", []):
+        if model.get("name") == default_name:
             return model
-    
-    raise ValueError(f"Model '{default_name}' for role '{model_role}' not found in config.yml models list")
 
+    raise ValueError(
+        f"Model '{default_name}' for role '{model_role}' not found in config.yml models list"
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/utils/sensitivity_screening.py b/backends/advanced/src/advanced_omi_backend/utils/sensitivity_screening.py
new file mode 100644
index 00000000..39c97276
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/sensitivity_screening.py
@@ -0,0 +1,135 @@
+"""Privacy/comfort screening for annotation exports.
+
+Before a conversation's audio + transcript is shipped to an outside annotator,
+the export can run a configurable "shareability" screen: an LLM applies a
+user-authored policy to each transcript segment and flags the ones too
+personal to share. The flagged segments' time ranges are then carved out of
+the exported audio/transcript (see ``vad_analysis.subtract_intervals``).
+
+This is deliberately NOT a PII redactor — names and identifiers are kept (the
+annotator needs them for speaker labels). The policy targets personally
+sensitive content (family, health, finances, confidential deals, …), and the
+bar is the user's own comfort, not a regulatory definition.
+
+This module is pure: it builds the prompt and parses the model's JSON. The LLM
+call and DB access live in the RQ job (``workers/data_audit_jobs.py``).
+"""
+
+import json
+import re
+from typing import Any, Dict, List, Optional
+
+from advanced_omi_backend.models.conversation import Conversation
+
+# Conservative fallback used when config is missing (mirrors defaults.yml).
+DEFAULT_SENSITIVITY_POLICY = (
+    "Flag segments I would not be comfortable sharing with an outside "
+    "annotator because they are personally sensitive — in particular my "
+    "family/household or living situation, health (physical or mental), "
+    "personal finances or specific expenses, romantic relationships, "
+    "religious/political beliefs stated as personal conviction, or "
+    "confidential business deals (named counterparties, terms, unreleased "
+    "plans). Do NOT flag general technical or product discussion, abstract "
+    "business strategy, publicly-known facts, or people's names used only for "
+    "context (annotators need names for speaker labels)."
+)
+
+
+def screenable_segments(
+    segments: List["Conversation.SpeakerSegment"],
+) -> List[tuple]:
+    """``(index, segment)`` pairs for speech segments worth screening.
+
+    ``index`` is the position in the full active-segment list so the caller can
+    map a flagged index back to the original segment's time range. Note/event
+    markers and empty segments are skipped (nothing to screen).
+    """
+    pairs = []
+    for index, seg in enumerate(segments):
+        if seg.segment_type != Conversation.SegmentType.SPEECH:
+            continue
+        if not (seg.text or "").strip():
+            continue
+        pairs.append((index, seg))
+    return pairs
+
+
+def build_screening_prompt(policy: str, pairs: List[tuple]) -> str:
+    """Prompt asking the LLM to flag policy-matching segments by index."""
+    lines = []
+    for index, seg in pairs:
+        speaker = seg.identified_as or seg.speaker or "unknown"
+        text = " ".join((seg.text or "").split())
+        lines.append(f"[{index}] ({speaker}) {text}")
+    numbered = "\n".join(lines)
+
+    return (
+        "You are a privacy screener preparing a recorded conversation for "
+        "sharing with an external human annotator. Decide which transcript "
+        "segments are too sensitive to share, according to this policy:\n"
+        "--- POLICY ---\n"
+        f"{policy.strip()}\n"
+        "--- END POLICY ---\n\n"
+        "The transcript is code-switched English/Hindi (Hinglish) ASR output "
+        "with errors — judge the meaning, not the language or spelling. Flag a "
+        "segment only when it clearly matches the policy; when unsure, do not "
+        "flag it. Names used only to address or refer to someone are NOT a "
+        "reason to flag.\n\n"
+        "Return ONLY a JSON object of this exact shape:\n"
+        '{"flagged": [{"index": <segment number>, "category": "<short label>", '
+        '"reason": "<one short sentence>"}]}\n'
+        'If nothing matches the policy, return {"flagged": []}.\n\n'
+        "Segments:\n"
+        f"{numbered}\n"
+    )
+
+
+def parse_flagged(raw: str, valid_indices: set) -> List[Dict[str, Any]]:
+    """Parse the model's JSON into a clean flagged list.
+
+    Tolerates code fences / surrounding prose; drops entries whose index is not
+    a real screenable segment. Returns ``[{index, category, reason}]``.
+    """
+    payload = _extract_json_object(raw)
+    if payload is None:
+        raise ValueError(f"screening response was not JSON: {raw[:200]!r}")
+
+    flagged: List[Dict[str, Any]] = []
+    seen: set = set()
+    for item in payload.get("flagged") or []:
+        try:
+            index = int(item["index"])
+        except (KeyError, TypeError, ValueError):
+            continue
+        if index not in valid_indices or index in seen:
+            continue
+        seen.add(index)
+        flagged.append(
+            {
+                "index": index,
+                "category": str(item.get("category") or "sensitive").strip()[:60],
+                "reason": str(item.get("reason") or "").strip()[:300],
+            }
+        )
+    return flagged
+
+
+def _extract_json_object(raw: str) -> Optional[dict]:
+    """Best-effort extraction of the first JSON object from an LLM response."""
+    text = raw.strip()
+    if text.startswith("```"):
+        text = re.sub(r"^```(?:json)?", "", text).strip()
+        text = re.sub(r"```$", "", text).strip()
+    try:
+        parsed = json.loads(text)
+        return parsed if isinstance(parsed, dict) else None
+    except json.JSONDecodeError:
+        pass
+    match = re.search(r"\{.*\}", text, re.DOTALL)
+    if match:
+        try:
+            parsed = json.loads(match.group(0))
+            return parsed if isinstance(parsed, dict) else None
+        except json.JSONDecodeError:
+            return None
+    return None
diff --git a/backends/advanced/src/advanced_omi_backend/utils/silence_condense.py b/backends/advanced/src/advanced_omi_backend/utils/silence_condense.py
new file mode 100644
index 00000000..f914d88b
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/silence_condense.py
@@ -0,0 +1,216 @@
+"""Silence-aware condensing for paid batch transcription.
+
+Batch STT providers bill by audio duration — silence included. Long-form
+recordings (wearables, meeting rooms) are often mostly silence, so before
+sending audio to the provider we run the local TEN VAD over the PCM, cut out
+silences longer than ``CUT_GAP_SECONDS`` (keeping ``PAD_SECONDS`` of context
+around speech), and transcribe the condensed audio instead. Word and segment
+timestamps are then mapped back onto the original timeline, splitting any
+segment that spans a cut, so everything downstream (speaker identification,
+enrollment clips, playback) still refers to real conversation time.
+
+Condensing is skipped when it wouldn't save at least ``MIN_SAVINGS_FRACTION``
+of the audio, and produces an empty result without any provider call when the
+audio contains no speech at all.
+"""
+
+import logging
+from typing import List, Optional, Tuple
+
+import numpy as np
+
+from advanced_omi_backend.services.vad import get_vad_provider
+from advanced_omi_backend.utils.vad_analysis import (
+    _pcm_to_mono_int16,
+    frame_speech_intervals,
+    merge_speech_regions,
+)
+
+logger = logging.getLogger(__name__)
+
+MIN_AUDIO_SECONDS = 10.0  # below this, condensing overhead isn't worth it
+MIN_SAVINGS_FRACTION = 0.15  # send original unless we cut at least this much
+CUT_GAP_SECONDS = 3.0  # only cut silences longer than this
+PAD_SECONDS = 0.5  # context kept around each speech region
+VAD_SAMPLE_RATE = 16000
+
+# (condensed_start_seconds, original_start_seconds, length_seconds) per region
+CondenseMap = List[Tuple[float, float, float]]
+
+
+def condense_silence(
+    pcm_data: bytes, sample_rate: int, channels: int, sample_width: int
+) -> Tuple[bytes, Optional[CondenseMap], Optional[float]]:
+    """Cut long silences out of PCM audio using the local VAD.
+
+    Returns ``(pcm, mapping, speech_seconds)``:
+    - ``mapping is None`` — audio unchanged (too short, wrong format, VAD
+      unavailable, or not enough silence to be worth cutting).
+    - ``mapping == []`` — no speech at all; ``pcm`` is empty and the caller
+      should skip transcription entirely.
+    - otherwise — ``pcm`` is the condensed audio and ``mapping`` translates
+      condensed time back to original time (see :func:`remap_condensed_result`).
+    """
+    if sample_width != 2:
+        return pcm_data, None, None
+    frame_bytes = sample_width * channels
+    total_samples = len(pcm_data) // frame_bytes
+    if not sample_rate or total_samples <= 0:
+        return pcm_data, None, None
+    duration = total_samples / sample_rate
+    if duration < MIN_AUDIO_SECONDS:
+        return pcm_data, None, None
+
+    try:
+        mono = _pcm_to_mono_int16(pcm_data, channels)
+        if sample_rate != VAD_SAMPLE_RATE:
+            # Resample for VAD scoring only — the audio we send is untouched.
+            n16 = int(mono.size * VAD_SAMPLE_RATE / sample_rate)
+            positions = np.linspace(0, mono.size - 1, n16)
+            mono = np.interp(
+                positions, np.arange(mono.size), mono.astype(np.float32)
+            ).astype(np.int16)
+        provider = get_vad_provider()
+        scores = provider.score(mono, VAD_SAMPLE_RATE)
+        hop_seconds = provider.frame_hop_ms / 1000.0
+    except Exception as e:
+        logger.warning("Silence condensing skipped (VAD failed): %s", e)
+        return pcm_data, None, None
+
+    raw_intervals = frame_speech_intervals(scores, hop_seconds, 0.0)
+    regions = merge_speech_regions(
+        raw_intervals,
+        duration,
+        pad_seconds=PAD_SECONDS,
+        merge_gap_seconds=CUT_GAP_SECONDS,
+        max_count=100_000,  # never coarsen: every region maps to billed audio
+    )
+    if not regions:
+        return b"", [], 0.0
+
+    speech_seconds = sum(end - start for start, end in regions)
+    if speech_seconds >= duration * (1.0 - MIN_SAVINGS_FRACTION):
+        return pcm_data, None, speech_seconds
+
+    pieces: List[bytes] = []
+    mapping: CondenseMap = []
+    cursor = 0.0
+    for start, end in regions:
+        byte_start = int(start * sample_rate) * frame_bytes
+        byte_end = min(int(end * sample_rate) * frame_bytes, len(pcm_data))
+        piece = pcm_data[byte_start:byte_end]
+        if not piece:
+            continue
+        length = len(piece) / (sample_rate * frame_bytes)
+        pieces.append(piece)
+        mapping.append((cursor, start, length))
+        cursor += length
+
+    if not mapping:
+        return b"", [], 0.0
+    logger.info(
+        "🔇 Condensed %.0fs audio to %.0fs of speech (%d regions, %.0f%% saved)",
+        duration,
+        cursor,
+        len(mapping),
+        (1.0 - cursor / duration) * 100,
+    )
+    return b"".join(pieces), mapping, speech_seconds
+
+
+def _region_index(t: float, mapping: CondenseMap) -> int:
+    """Region containing condensed time ``t``; exact boundaries belong to the
+    NEXT region (a time at a cut is the start of the following speech)."""
+    for index, (cond_start, _orig, length) in enumerate(mapping):
+        if t < cond_start + length - 1e-6:
+            return index
+    return len(mapping) - 1
+
+
+def _to_original_in(t: float, region: Tuple[float, float, float]) -> float:
+    cond_start, orig_start, length = region
+    return orig_start + max(0.0, min(t - cond_start, length))
+
+
+def _word_text(word: dict) -> str:
+    return str(
+        word.get("punctuated_word") or word.get("word") or word.get("text") or ""
+    ).strip()
+
+
+def remap_condensed_result(result: dict, mapping: CondenseMap) -> dict:
+    """Rewrite a transcription result from condensed time to original time.
+
+    Words are pointlike and shift directly. A segment that spans a cut is
+    split into one sub-segment per speech region — text is redistributed by
+    word timestamps when the provider returned words, otherwise the full text
+    stays on the piece with the largest share of the segment.
+    """
+    if not mapping:
+        return result
+
+    words = result.get("words") or []
+    # Group words by region while still in condensed time.
+    word_regions = [_region_index(w.get("start", 0.0), mapping) for w in words]
+
+    segments = result.get("segments") or []
+    new_segments = []
+    for segment in segments:
+        seg_start = float(segment.get("start", 0.0))
+        seg_end = float(segment.get("end", seg_start))
+        first = _region_index(seg_start, mapping)
+        last = _region_index(max(seg_end - 1e-3, seg_start), mapping)
+        if first == last:
+            new_segments.append(
+                {
+                    **segment,
+                    "start": round(_to_original_in(seg_start, mapping[first]), 3),
+                    "end": round(_to_original_in(seg_end, mapping[first]), 3),
+                }
+            )
+            continue
+
+        # Segment spans a cut: one sub-segment per region it touches.
+        seg_words = [
+            (w, r)
+            for w, r in zip(words, word_regions)
+            if seg_start - 1e-3 <= w.get("start", 0.0) < seg_end + 1e-3
+        ]
+        pieces = []
+        for region_index in range(first, last + 1):
+            region = mapping[region_index]
+            cond_start, _orig, length = region
+            piece_start = max(seg_start, cond_start)
+            piece_end = min(seg_end, cond_start + length)
+            if piece_end <= piece_start:
+                continue
+            in_piece = [w for w, r in seg_words if r == region_index]
+            text = " ".join(filter(None, (_word_text(w) for w in in_piece)))
+            pieces.append(
+                {
+                    **segment,
+                    "start": round(_to_original_in(piece_start, region), 3),
+                    "end": round(_to_original_in(piece_end, region), 3),
+                    "text": text,
+                    "_overlap": piece_end - piece_start,
+                }
+            )
+        if pieces and not any(p["text"] for p in pieces):
+            # No word timestamps: keep the full text on the largest piece.
+            largest = max(pieces, key=lambda p: p["_overlap"])
+            largest["text"] = segment.get("text", "")
+        for piece in pieces:
+            piece.pop("_overlap", None)
+        new_segments.extend(pieces)
+
+    # Words are pointlike: map both ends through the region their start is in,
+    # so a word never straddles a cut.
+    for word, region_index in zip(words, word_regions):
+        region = mapping[region_index]
+        start = word.get("start", 0.0)
+        end = word.get("end", start)
+        word["start"] = round(_to_original_in(start, region), 3)
+        word["end"] = round(_to_original_in(end, region), 3)
+
+    result["segments"] = new_segments
+    return result
diff --git a/backends/advanced/src/advanced_omi_backend/utils/text_chunking.py b/backends/advanced/src/advanced_omi_backend/utils/text_chunking.py
new file mode 100644
index 00000000..d2f3ed6e
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/text_chunking.py
@@ -0,0 +1,188 @@
+"""Semantic text chunking using embedding similarity.
+
+Splits text into semantically coherent chunks by comparing consecutive sentence
+embeddings and finding natural topic boundaries. Inspired by LlamaIndex's
+SemanticSplitterNodeParser:
+https://docs.llamaindex.ai/en/stable/examples/node_parsers/semantic_chunking/
+
+The algorithm:
+1. Split text into sentences (regex on sentence-ending punctuation)
+2. Create "buffered" versions by combining each sentence with its neighbors
+3. Batch-embed all buffered sentences in one API call
+4. Compute cosine distances between consecutive embeddings
+5. Find breakpoints where distance exceeds a percentile threshold
+6. Group sentences between breakpoints into chunks
+7. Apply a max-word safety valve to prevent oversized chunks
+"""
+
+import logging
+import re
+from typing import Awaitable, Callable, List, Optional
+
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+
+def split_sentences(text: str) -> List[str]:
+    """Split text into sentences using regex on .!? boundaries.
+
+    Handles abbreviations and decimal numbers reasonably well by requiring
+    the punctuation to be followed by whitespace and an uppercase letter or end-of-string.
+    """
+    # Split on sentence-ending punctuation followed by whitespace
+    parts = re.split(r"(?<=[.!?])\s+", text.strip())
+    return [s.strip() for s in parts if s.strip()]
+
+
+def _build_buffered_sentences(sentences: List[str], buffer_size: int = 1) -> List[str]:
+    """Combine each sentence with its neighbors for richer embedding context.
+
+    For buffer_size=1, sentence i is combined with sentences [i-1, i, i+1].
+    """
+    buffered = []
+    for i in range(len(sentences)):
+        start = max(0, i - buffer_size)
+        end = min(len(sentences), i + buffer_size + 1)
+        buffered.append(" ".join(sentences[start:end]))
+    return buffered
+
+
+def _cosine_distances(embeddings: List[List[float]]) -> List[float]:
+    """Compute cosine distances between consecutive embedding pairs.
+
+    Returns a list of length len(embeddings) - 1.
+    """
+    arr = np.array(embeddings, dtype=np.float64)
+    # Normalize rows
+    norms = np.linalg.norm(arr, axis=1, keepdims=True)
+    norms = np.where(norms == 0, 1.0, norms)
+    normed = arr / norms
+
+    # Cosine similarity between consecutive pairs, then convert to distance
+    similarities = np.sum(normed[:-1] * normed[1:], axis=1)
+    distances = 1.0 - similarities
+    return distances.tolist()
+
+
+def _find_breakpoints(distances: List[float], percentile_threshold: float) -> List[int]:
+    """Find indices where distance exceeds the given percentile.
+
+    Returns sorted list of breakpoint indices (positions in the distances list
+    where a topic transition occurs).
+    """
+    if not distances:
+        return []
+    threshold = float(np.percentile(distances, percentile_threshold))
+    return [i for i, d in enumerate(distances) if d > threshold]
+
+
+def _enforce_max_chunk_words(chunks: List[str], max_words: int) -> List[str]:
+    """Split any chunk that exceeds max_words into smaller pieces."""
+    result = []
+    for chunk in chunks:
+        words = chunk.split()
+        if len(words) <= max_words:
+            result.append(chunk)
+        else:
+            for i in range(0, len(words), max_words):
+                piece = " ".join(words[i : i + max_words])
+                if piece:
+                    result.append(piece)
+    return result
+
+
+async def semantic_chunk_text(
+    text: str,
+    embed_fn: Callable[[List[str]], Awaitable[List[List[float]]]],
+    buffer_size: int = 1,
+    breakpoint_percentile_threshold: float = 95.0,
+    max_chunk_words: int = 300,
+    sentences: Optional[List[str]] = None,
+    join_str: str = " ",
+) -> List[str]:
+    """Split text into semantically coherent chunks using embedding similarity.
+
+    Uses the approach from LlamaIndex's SemanticSplitterNodeParser
+    (https://docs.llamaindex.ai/en/stable/examples/node_parsers/semantic_chunking/)
+    to detect topic transitions via cosine distance between consecutive sentence
+    embeddings.
+
+    Args:
+        text: The text to chunk.
+        embed_fn: Async callable that takes a list of strings and returns
+            a list of embedding vectors. Keeps the chunker decoupled from
+            any specific embedding provider.
+        buffer_size: Number of neighboring sentences to include when building
+            the buffered context for each sentence's embedding.
+        breakpoint_percentile_threshold: Percentile of cosine distances above
+            which a topic transition is detected (higher = fewer breaks).
+        max_chunk_words: Maximum words per chunk. Chunks exceeding this are
+            split further as a safety valve.
+        sentences: Optional pre-split text units (e.g. dialogue turns). When
+            provided, the regex-based split_sentences() call is skipped and
+            these units are used directly as the atomic elements for embedding
+            and breakpoint detection.
+        join_str: String used to join units within a chunk. Default is ``" "``
+            (space). Use ``"\\n"`` for dialogue transcripts to keep speaker
+            labels on separate lines.
+
+    Returns:
+        List of text chunks.
+    """
+    text = text.strip()
+    if not text:
+        return []
+
+    units = sentences if sentences is not None else split_sentences(text)
+    # Filter out empty units
+    units = [u for u in units if u.strip()]
+    if len(units) <= 2:
+        return _enforce_max_chunk_words([text], max_chunk_words)
+
+    # Build buffered sentences for richer embedding context
+    buffered = _build_buffered_sentences(units, buffer_size)
+
+    # Embed all buffered sentences in one batch call
+    try:
+        embeddings = await embed_fn(buffered)
+    except Exception:
+        logger.warning(
+            "Embedding call failed during semantic chunking; returning text as single chunk",
+            exc_info=True,
+        )
+        return _enforce_max_chunk_words([text], max_chunk_words)
+
+    if not embeddings or len(embeddings) != len(units):
+        logger.warning(
+            "Unexpected embedding count (%s vs %s units); returning single chunk",
+            len(embeddings) if embeddings else 0,
+            len(units),
+        )
+        return _enforce_max_chunk_words([text], max_chunk_words)
+
+    # Compute distances and find breakpoints
+    distances = _cosine_distances(embeddings)
+    breakpoints = _find_breakpoints(distances, breakpoint_percentile_threshold)
+
+    # Group units between breakpoints
+    chunks: List[str] = []
+    start = 0
+    for bp in sorted(breakpoints):
+        # bp is the index in distances; the break is *after* unit bp
+        end = bp + 1
+        chunk = join_str.join(units[start:end])
+        if chunk.strip():
+            chunks.append(chunk.strip())
+        start = end
+
+    # Remaining units
+    if start < len(units):
+        chunk = join_str.join(units[start:])
+        if chunk.strip():
+            chunks.append(chunk.strip())
+
+    if not chunks:
+        chunks = [text]
+
+    return _enforce_max_chunk_words(chunks, max_chunk_words)
diff --git a/backends/advanced/src/advanced_omi_backend/utils/transcript_slicing.py b/backends/advanced/src/advanced_omi_backend/utils/transcript_slicing.py
new file mode 100644
index 00000000..d901c918
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/transcript_slicing.py
@@ -0,0 +1,86 @@
+"""Pure helpers for re-timing transcript segments/words across split/merge.
+
+Split children take a time slice of the parent's transcript with timestamps
+shifted to start at zero; merged conversations concatenate source transcripts
+with cumulative offsets. Segment membership uses the segment midpoint — split
+points sit inside long silence gaps, so segments never straddle them.
+"""
+
+from typing import List
+
+from advanced_omi_backend.models.conversation import Conversation
+
+
+def slice_words(
+    words: List[Conversation.Word], t0: float, t1: float
+) -> List[Conversation.Word]:
+    """Words starting within [t0, t1), shifted by -t0."""
+    return [
+        word.model_copy(
+            update={
+                "start": round(word.start - t0, 3),
+                "end": round(min(word.end, t1) - t0, 3),
+            }
+        )
+        for word in words
+        if t0 <= word.start < t1
+    ]
+
+
+def slice_segments(
+    segments: List[Conversation.SpeakerSegment], t0: float, t1: float
+) -> List[Conversation.SpeakerSegment]:
+    """Segments whose midpoint lies within [t0, t1), clamped and shifted by -t0."""
+    sliced = []
+    for seg in segments:
+        midpoint = (seg.start + seg.end) / 2
+        if not (t0 <= midpoint < t1):
+            continue
+        sliced.append(
+            seg.model_copy(
+                update={
+                    "start": round(max(seg.start, t0) - t0, 3),
+                    "end": round(min(seg.end, t1) - t0, 3),
+                    "words": slice_words(seg.words or [], t0, t1),
+                }
+            )
+        )
+    return sliced
+
+
+def shift_words(
+    words: List[Conversation.Word], offset: float
+) -> List[Conversation.Word]:
+    return [
+        word.model_copy(
+            update={
+                "start": round(word.start + offset, 3),
+                "end": round(word.end + offset, 3),
+            }
+        )
+        for word in words
+    ]
+
+
+def shift_segments(
+    segments: List[Conversation.SpeakerSegment], offset: float
+) -> List[Conversation.SpeakerSegment]:
+    return [
+        seg.model_copy(
+            update={
+                "start": round(seg.start + offset, 3),
+                "end": round(seg.end + offset, 3),
+                "words": shift_words(seg.words or [], offset),
+            }
+        )
+        for seg in segments
+    ]
+
+
+def build_transcript_text(segments: List[Conversation.SpeakerSegment]) -> str:
+    """Full transcript text from speech segments (skips event/note markers)."""
+    return " ".join(
+        seg.text.strip()
+        for seg in segments
+        if seg.text and seg.segment_type == Conversation.SegmentType.SPEECH
+    ).strip()
diff --git a/backends/advanced/src/advanced_omi_backend/utils/vad_analysis.py b/backends/advanced/src/advanced_omi_backend/utils/vad_analysis.py
new file mode 100644
index 00000000..d1a6781b
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/utils/vad_analysis.py
@@ -0,0 +1,396 @@
+"""VAD speech analysis for conversation audio.
+
+Decodes the Opus chunks stored in MongoDB and scores them with the configured
+VAD provider (see ``services/vad``). Frame-level speech probabilities are
+written to each chunk document as a self-contained ``VADResult`` subdocument
+(``vad``); a threshold-independent probability histogram is returned for
+caching on the conversation (``Conversation.VadAnalysis``) so callers can
+derive the speech fraction for any threshold without re-decoding.
+
+Used by the Data Audit feature to surface speech-free conversations for
+archival and to locate long silence gaps for splitting.
+"""
+
+import logging
+import time
+from typing import Any, Dict, List, Optional
+
+import numpy as np
+from pymongo import UpdateOne
+
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.services.vad import get_vad_provider
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    concatenate_chunks_to_pcm,
+    retrieve_audio_chunks,
+)
+
+logger = logging.getLogger(__name__)
+
+# Analysis parameters
+BATCH_CHUNKS = 30  # decode 30 x 10s chunks (~5 min) at a time to bound memory
+HISTOGRAM_BINS = 20  # probability bins over [0, 1]
+HISTOGRAM_BIN_WIDTH = 1.0 / HISTOGRAM_BINS
+SPEECH_PROB_THRESHOLD = 0.5  # default frame prob at/above which audio counts as speech
+
+# Speech-region derivation parameters
+REGION_PAD_SECONDS = 0.3  # widen each region so playback doesn't clip word edges
+REGION_MERGE_GAP_SECONDS = 3.0  # regions closer than this become one
+REGION_MIN_SECONDS = 0.4  # drop isolated blips shorter than this
+REGION_MAX_COUNT = 500  # cap stored regions (merge gap doubles until under cap)
+
+
+def _pcm_to_mono_int16(pcm: bytes, channels: int) -> np.ndarray:
+    samples = np.frombuffer(pcm, dtype=np.int16)
+    if channels > 1:
+        usable = (samples.size // channels) * channels
+        samples = samples[:usable].reshape(-1, channels).mean(axis=1).astype(np.int16)
+    return samples
+
+
+async def analyze_conversation_audio(conversation_id: str) -> dict:
+    """Run VAD over a conversation's audio.
+
+    Writes frame scores to each chunk document and returns a dict matching
+    ``Conversation.VadAnalysis`` fields. Raises ``ValueError`` if the
+    conversation has no analyzable audio chunks.
+    """
+    start = time.time()
+    provider = get_vad_provider()  # fresh instance: VAD state is per-stream
+    collection = AudioChunkDocument.get_pymongo_collection()
+
+    histogram = [0] * HISTOGRAM_BINS
+    total_frames = 0
+    total_duration = 0.0
+    raw_intervals: List[List[float]] = []  # frame-accurate speech intervals
+
+    batch_index = 0
+    while True:
+        chunks = await retrieve_audio_chunks(
+            conversation_id=conversation_id,
+            start_index=batch_index * BATCH_CHUNKS,
+            limit=BATCH_CHUNKS,
+        )
+        if not chunks:
+            break
+
+        sample_rate = chunks[0].sample_rate
+        channels = chunks[0].channels
+        pcm = await concatenate_chunks_to_pcm(chunks)
+        samples = _pcm_to_mono_int16(pcm, channels)
+
+        # Partition the decoded stream back into chunks by expected sample
+        # counts; decode drift is at most a few samples, far below the VAD
+        # frame size, so boundary error is irrelevant. The final chunk takes
+        # any remainder.
+        updates = []
+        cursor = 0
+        for i, chunk in enumerate(chunks):
+            if i == len(chunks) - 1:
+                chunk_samples = samples[cursor:]
+            else:
+                n = int(round(chunk.duration * sample_rate))
+                chunk_samples = samples[cursor : cursor + n]
+                cursor += n
+
+            scores = provider.score(chunk_samples, sample_rate)
+            if scores.size:
+                max_score = float(scores.max())
+                bin_idx = np.minimum(
+                    (scores / HISTOGRAM_BIN_WIDTH).astype(int), HISTOGRAM_BINS - 1
+                )
+                counts = np.bincount(bin_idx, minlength=HISTOGRAM_BINS)
+                for b in range(HISTOGRAM_BINS):
+                    histogram[b] += int(counts[b])
+                total_frames += int(scores.size)
+                raw_intervals.extend(
+                    frame_speech_intervals(
+                        scores, provider.frame_hop_ms / 1000.0, chunk.start_time
+                    )
+                )
+            else:
+                max_score = 0.0
+
+            updates.append(
+                UpdateOne(
+                    {"_id": chunk.id},
+                    {
+                        "$set": {
+                            "vad": {
+                                "provider": provider.name,
+                                "frame_hop_ms": provider.frame_hop_ms,
+                                "scores": np.round(scores, 3).tolist(),
+                                "max_score": round(max_score, 3),
+                                "threshold": SPEECH_PROB_THRESHOLD,
+                                "has_speech": max_score >= SPEECH_PROB_THRESHOLD,
+                            }
+                        }
+                    },
+                )
+            )
+            total_duration += chunk.duration
+
+        if updates:
+            await collection.bulk_write(updates, ordered=False)
+
+        if len(chunks) < BATCH_CHUNKS:
+            break
+        batch_index += 1
+
+    if total_frames == 0:
+        raise ValueError(
+            f"No analyzable audio for conversation {conversation_id} "
+            "(no chunks or audio too short)"
+        )
+
+    result = {
+        "provider": provider.name,
+        "frame_hop_ms": provider.frame_hop_ms,
+        "frame_count": total_frames,
+        "histogram_bin_width": HISTOGRAM_BIN_WIDTH,
+        "histogram": histogram,
+        "chunk_duration_seconds": 10.0,
+        "speech_regions": merge_speech_regions(raw_intervals, total_duration),
+    }
+
+    speech = speech_fraction_from_histogram(
+        histogram, total_frames, HISTOGRAM_BIN_WIDTH, SPEECH_PROB_THRESHOLD
+    )
+    logger.info(
+        f"🎙️ VAD analysis for {conversation_id[:12]}: "
+        f"speech={speech:.1%} frames={total_frames} provider={provider.name} "
+        f"({time.time() - start:.2f}s)"
+    )
+    return result
+
+
+def frame_speech_intervals(
+    scores,
+    hop_seconds: float,
+    offset_seconds: float,
+    threshold: float = SPEECH_PROB_THRESHOLD,
+) -> List[List[float]]:
+    """Raw [start, end] intervals (seconds) where consecutive frame
+    probabilities are >= ``threshold``. ``offset_seconds`` is the absolute
+    time of the first frame (e.g. the chunk's start_time)."""
+    intervals: List[List[float]] = []
+    run_start: Optional[int] = None
+    n = len(scores)
+    for i in range(n):
+        if scores[i] >= threshold:
+            if run_start is None:
+                run_start = i
+        elif run_start is not None:
+            intervals.append(
+                [
+                    offset_seconds + run_start * hop_seconds,
+                    offset_seconds + i * hop_seconds,
+                ]
+            )
+            run_start = None
+    if run_start is not None:
+        intervals.append(
+            [offset_seconds + run_start * hop_seconds, offset_seconds + n * hop_seconds]
+        )
+    return intervals
+
+
+def merge_speech_regions(
+    intervals: List[List[float]],
+    duration_seconds: float,
+    pad_seconds: float = REGION_PAD_SECONDS,
+    merge_gap_seconds: float = REGION_MERGE_GAP_SECONDS,
+    min_region_seconds: float = REGION_MIN_SECONDS,
+    max_count: int = REGION_MAX_COUNT,
+) -> List[List[float]]:
+    """Pad, merge and prune raw speech intervals into playback regions.
+
+    Regions are padded by ``pad_seconds`` on both sides (clamped to the
+    conversation), merged when separated by less than ``merge_gap_seconds``,
+    and blips shorter than ``min_region_seconds`` (pre-padding) are dropped.
+    If more than ``max_count`` regions remain, the merge gap doubles until
+    the list fits — long recordings stay compact.
+    """
+    kept = [iv for iv in intervals if iv[1] - iv[0] >= min_region_seconds]
+    if not kept:
+        return []
+    kept.sort()
+
+    gap = merge_gap_seconds
+    while True:
+        merged: List[List[float]] = []
+        for start, end in kept:
+            start = max(0.0, start - pad_seconds)
+            end = min(duration_seconds, end + pad_seconds)
+            if merged and start - merged[-1][1] < gap:
+                merged[-1][1] = max(merged[-1][1], end)
+            else:
+                merged.append([start, end])
+        if len(merged) <= max_count:
+            return [[round(s, 2), round(e, 2)] for s, e in merged]
+        gap *= 2
+
+
+def intersect_intervals(
+    a: List[List[float]],
+    b: List[List[float]],
+) -> List[List[float]]:
+    """Intersection of two [start, end] interval lists (seconds).
+
+    Used to combine frame-level VAD speech intervals with speaker-tagged
+    transcript segments: the result keeps only the time both signals agree on
+    (the speaker was tagged AND the VAD heard voice). Inputs may be unsorted
+    and internally overlapping; each side is unioned first. The result is
+    sorted and disjoint.
+    """
+
+    def _union(intervals: List[List[float]]) -> List[List[float]]:
+        out: List[List[float]] = []
+        for start, end in sorted([iv[0], iv[1]] for iv in intervals if iv[1] > iv[0]):
+            if out and start <= out[-1][1]:
+                out[-1][1] = max(out[-1][1], end)
+            else:
+                out.append([start, end])
+        return out
+
+    a, b = _union(a), _union(b)
+    result: List[List[float]] = []
+    i = j = 0
+    while i < len(a) and j < len(b):
+        start = max(a[i][0], b[j][0])
+        end = min(a[i][1], b[j][1])
+        if end > start:
+            result.append([start, end])
+        if a[i][1] < b[j][1]:
+            i += 1
+        else:
+            j += 1
+    return result
+
+
+def subtract_intervals(
+    regions: List[List[float]],
+    cuts: List[List[float]],
+    min_region_seconds: float = 0.05,
+) -> List[List[float]]:
+    """Remove ``cuts`` time ranges from ``regions``, splitting where needed.
+
+    Used by the annotation export to drop privacy-screened segments: each
+    excluded ``[start, end]`` is carved out of the speech/full regions so the
+    cut audio never makes it into a clip. Slivers shorter than
+    ``min_region_seconds`` are discarded. Both lists are in absolute
+    conversation seconds; the result is sorted and disjoint.
+    """
+    if not cuts:
+        return [list(r) for r in regions]
+
+    # Merge overlapping/adjacent cuts so the carve loop is single-pass.
+    ordered = sorted([c[0], c[1]] for c in cuts if c[1] > c[0])
+    merged_cuts: List[List[float]] = []
+    for start, end in ordered:
+        if merged_cuts and start <= merged_cuts[-1][1]:
+            merged_cuts[-1][1] = max(merged_cuts[-1][1], end)
+        else:
+            merged_cuts.append([start, end])
+
+    result: List[List[float]] = []
+    for r_start, r_end in regions:
+        cursor = r_start
+        for c_start, c_end in merged_cuts:
+            if c_end <= cursor or c_start >= r_end:
+                continue
+            if c_start > cursor:
+                result.append([cursor, min(c_start, r_end)])
+            cursor = max(cursor, c_end)
+            if cursor >= r_end:
+                break
+        if cursor < r_end:
+            result.append([cursor, r_end])
+
+    return [
+        [round(s, 2), round(e, 2)] for s, e in result if e - s >= min_region_seconds
+    ]
+
+
+def speech_fraction_from_histogram(
+    histogram: List[int],
+    frame_count: int,
+    histogram_bin_width: float,
+    threshold: float,
+) -> float:
+    """Fraction of frames with speech probability >= ``threshold`` (0.0-1.0)."""
+    if frame_count <= 0 or not histogram:
+        return 0.0
+    speech = 0
+    for i, count in enumerate(histogram):
+        bin_lower = i * histogram_bin_width
+        if bin_lower >= threshold:
+            speech += count
+    return speech / frame_count
+
+
+def detect_silence_gaps(
+    chunks: List[Dict[str, Any]],
+    speech_threshold: float = SPEECH_PROB_THRESHOLD,
+    min_gap_seconds: float = 900.0,
+) -> List[Dict[str, float]]:
+    """Find long speech-free gaps in a conversation's chunk timeline.
+
+    ``chunks`` is chunk metadata sorted by ``chunk_index``, each with
+    ``chunk_index``, ``start_time``, ``end_time`` and a ``vad`` subdocument
+    (only ``vad.max_score`` is needed). A chunk counts as silent when its max
+    VAD score is below ``speech_threshold``; unanalyzed chunks (no ``vad``)
+    count as speech so a split is never suggested through unscored audio.
+
+    Runs touching the start or end of the conversation are excluded — they
+    are leading/trailing silence, not split points. Returns gaps of at least
+    ``min_gap_seconds`` as dicts with ``start_seconds``, ``end_seconds``,
+    ``duration_seconds``, ``start_chunk``, ``end_chunk`` and
+    ``split_point_seconds`` (the gap end, where speech resumes).
+    """
+    if not chunks:
+        return []
+
+    def _is_silent(c: Dict[str, Any]) -> bool:
+        score: Optional[float] = (c.get("vad") or {}).get("max_score")
+        return score is not None and score < speech_threshold
+
+    gaps: List[Dict[str, float]] = []
+    run_start: Optional[int] = None  # index into chunks list
+
+    for i, chunk in enumerate(chunks):
+        if _is_silent(chunk):
+            if run_start is None:
+                run_start = i
+            continue
+        if run_start is not None:
+            if run_start > 0:  # exclude leading-silence run
+                _append_gap(gaps, chunks, run_start, i - 1, min_gap_seconds)
+            run_start = None
+
+    # A trailing run (run_start still open at loop end) touches the end of the
+    # conversation: excluded by design.
+    return gaps
+
+
+def _append_gap(
+    gaps: List[Dict[str, float]],
+    chunks: List[Dict[str, Any]],
+    first: int,
+    last: int,
+    min_gap_seconds: float,
+) -> None:
+    start_s = float(chunks[first]["start_time"])
+    end_s = float(chunks[last]["end_time"])
+    if end_s - start_s < min_gap_seconds:
+        return
+    gaps.append(
+        {
+            "start_seconds": round(start_s, 2),
+            "end_seconds": round(end_s, 2),
+            "duration_seconds": round(end_s - start_s, 2),
+            "start_chunk": int(chunks[first]["chunk_index"]),
+            "end_chunk": int(chunks[last]["chunk_index"]),
+            "split_point_seconds": round(end_s, 2),
+        }
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/workers/__init__.py b/backends/advanced/src/advanced_omi_backend/workers/__init__.py
index d4792805..eb32a03d 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/__init__.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/__init__.py
@@ -16,7 +16,6 @@
     DEFAULT_QUEUE,
     JOB_RESULT_TTL,
     MEMORY_QUEUE,
-    REDIS_URL,
     TRANSCRIPTION_QUEUE,
     default_queue,
     get_job_stats,
@@ -30,52 +29,36 @@
 
 # Import from job models
 from advanced_omi_backend.models.job import _ensure_beanie_initialized
+from advanced_omi_backend.redis_factory import REDIS_URL
 
 # Import from audio_jobs
-from .audio_jobs import (
-    audio_streaming_persistence_job,
-)
+from .audio_jobs import audio_streaming_persistence_job
 
 # Import from conversation_jobs
-from .conversation_jobs import (
-    open_conversation_job,
-)
+from .conversation_jobs import open_conversation_job
 
 # Import from memory_jobs
-from .memory_jobs import (
-    enqueue_memory_processing,
-    process_memory_job,
-)
+from .memory_jobs import enqueue_memory_processing, process_memory_job
 
 # Import from speaker_jobs
-from .speaker_jobs import (
-    check_enrolled_speakers_job,
-    recognise_speakers_job,
-)
+from .speaker_jobs import check_enrolled_speakers_job, recognise_speakers_job
 
 # Import from transcription_jobs
-from .transcription_jobs import (
-    stream_speech_detection_job,
-    transcribe_full_audio_job,
-)
+from .transcription_jobs import stream_speech_detection_job, transcribe_full_audio_job
 
 __all__ = [
     # Transcription jobs
     "transcribe_full_audio_job",
     "stream_speech_detection_job",
-
     # Speaker jobs
     "check_enrolled_speakers_job",
     "recognise_speakers_job",
-
     # Conversation jobs
     "open_conversation_job",
     "audio_streaming_persistence_job",
-
     # Memory jobs
     "process_memory_job",
     "enqueue_memory_processing",
-
     # Queue utils
     "get_queue",
     "get_job_stats",
diff --git a/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
index 3681ab5f..10d8f65e 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/annotation_jobs.py
@@ -4,14 +4,14 @@
 These jobs run periodically via the cron scheduler to:
 1. Surface potential errors in transcripts and memories for user review
 2. Fine-tune error detection models using accepted/rejected annotations
-
-TODO: Implement actual LLM-based error detection and model training logic.
 """
 
+import json
 import logging
 from datetime import datetime, timedelta, timezone
 from typing import List
 
+from advanced_omi_backend.llm_client import async_generate
 from advanced_omi_backend.models.annotation import (
     Annotation,
     AnnotationSource,
@@ -20,100 +20,182 @@
 )
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.models.user import User
+from advanced_omi_backend.prompt_registry import get_prompt_registry
 
 logger = logging.getLogger(__name__)
 
+LOOKBACK_DAYS = 7
+MAX_SEGMENTS_PER_PROMPT = 30
+MAX_SUGGESTIONS_PER_RUN = 50
+
+PROMPT_ID = "annotation.transcript_error_detection"
+
 
 async def surface_error_suggestions():
     """
-    Generate AI suggestions for potential transcript/memory errors.
-    Runs daily, creates PENDING annotations for user review.
+    Generate AI suggestions for potential transcript errors.
 
-    This is a PLACEHOLDER implementation. To fully implement:
-    1. Query recent transcripts and memories (last N days)
-    2. Use LLM to analyze content for potential errors:
-       - Hallucinations (made-up facts)
-       - Misheard words (audio transcription errors)
-       - Grammar/spelling issues
-       - Inconsistencies with other memories
-    3. For each potential error:
-       - Create PENDING annotation with MODEL_SUGGESTION source
-       - Store original_text and suggested corrected_text
-    4. Users can review suggestions in UI (accept/reject)
-    5. Accepted suggestions improve future model accuracy
-
-    TODO: Implement LLM-based error detection logic.
+    Runs daily via cron. For each user, queries recent conversations
+    and uses the LLM to identify potential transcription errors.
+    Creates PENDING annotations with MODEL_SUGGESTION source for
+    user review in the swipe UI.
     """
-    logger.info("📝 Checking for annotation suggestions (placeholder)...")
+    logger.info("Checking for annotation suggestions...")
+    total_created = 0
 
     try:
-        # Get all users
         users = await User.find_all().to_list()
-        logger.info(f"   Found {len(users)} users to analyze")
+        logger.info(f"Found {len(users)} users to analyze")
 
         for user in users:
-            # TODO: Query recent conversations for this user (last 7 days)
-            # recent_conversations = await Conversation.find(
-            #     Conversation.user_id == str(user.id),
-            #     Conversation.created_at >= datetime.now(timezone.utc) - timedelta(days=7)
-            # ).to_list()
-
-            # TODO: For each conversation, analyze transcripts
-            # for conversation in recent_conversations:
-            #     active_transcript = conversation.get_active_transcript()
-            #     if not active_transcript:
-            #         continue
-            #
-            #     # TODO: Use LLM to identify potential errors
-            #     # suggestions = await llm_provider.analyze_transcript_for_errors(
-            #     #     segments=active_transcript.segments,
-            #     #     context=conversation.summary
-            #     # )
-            #
-            #     # TODO: Create PENDING annotations for each suggestion
-            #     # for suggestion in suggestions:
-            #     #     annotation = Annotation(
-            #     #         annotation_type=AnnotationType.TRANSCRIPT,
-            #     #         user_id=str(user.id),
-            #     #         conversation_id=conversation.conversation_id,
-            #     #         segment_index=suggestion.segment_index,
-            #     #         original_text=suggestion.original_text,
-            #     #         corrected_text=suggestion.suggested_text,
-            #     #         source=AnnotationSource.MODEL_SUGGESTION,
-            #     #         status=AnnotationStatus.PENDING
-            #     #     )
-            #     #     await annotation.save()
-
-            # TODO: Query recent memories for this user
-            # recent_memories = await memory_service.get_recent_memories(
-            #     user_id=str(user.id),
-            #     days=7
-            # )
-
-            # TODO: Use LLM to identify potential errors in memories
-            # for memory in recent_memories:
-            #     # TODO: Analyze memory content for hallucinations/errors
-            #     # suggestions = await llm_provider.analyze_memory_for_errors(
-            #     #     content=memory.content,
-            #     #     metadata=memory.metadata
-            #     # )
-            #
-            #     # TODO: Create PENDING annotations
-            #     # ...
-
-            # Placeholder logging
-            logger.debug(f"   Analyzed user {user.id} (placeholder)")
-
-        logger.info("✅ Suggestion check complete (placeholder implementation)")
-        logger.info(
-            "   ℹ️  TODO: Implement LLM-based error detection to create actual suggestions"
-        )
+            user_id = str(user.id)
+            cutoff = datetime.now(timezone.utc) - timedelta(days=LOOKBACK_DAYS)
+
+            recent_conversations = await Conversation.find(
+                Conversation.user_id == user_id,
+                Conversation.created_at >= cutoff,
+                Conversation.deleted != True,
+            ).to_list()
+
+            if not recent_conversations:
+                logger.info(
+                    f"User {user.email or user_id}: no recent conversations, skipping"
+                )
+                continue
+
+            logger.info(
+                f"User {user.email or user_id}: {len(recent_conversations)} conversations in last {LOOKBACK_DAYS} days"
+            )
+
+            # Get conversation IDs that already have pending model suggestions
+            existing = await Annotation.find(
+                Annotation.user_id == user_id,
+                Annotation.source == AnnotationSource.MODEL_SUGGESTION,
+                Annotation.status == AnnotationStatus.PENDING,
+            ).to_list()
+            skip_conversation_ids = {
+                a.conversation_id for a in existing if a.conversation_id
+            }
+            if skip_conversation_ids:
+                logger.info(
+                    f"  Skipping {len(skip_conversation_ids)} conversations with existing pending suggestions"
+                )
+
+            created_for_user = 0
+            for conversation in recent_conversations:
+                if total_created >= MAX_SUGGESTIONS_PER_RUN:
+                    logger.info(
+                        f"  Reached max suggestions per run ({MAX_SUGGESTIONS_PER_RUN}), stopping"
+                    )
+                    break
+                if conversation.conversation_id in skip_conversation_ids:
+                    continue
+
+                active_transcript = conversation.active_transcript
+                if not active_transcript or not active_transcript.segments:
+                    logger.debug(
+                        f"  Conversation '{conversation.title or conversation.conversation_id}': no transcript/segments, skipping"
+                    )
+                    continue
+
+                seg_count = len(active_transcript.segments)
+                logger.info(
+                    f"  Analyzing '{conversation.title or 'Untitled'}' "
+                    f"({seg_count} segments, id={conversation.conversation_id[:8]}...)"
+                )
+
+                suggestions = await _analyze_transcript(conversation, active_transcript)
+
+                if not suggestions:
+                    logger.info(f"    No issues found")
+                else:
+                    logger.info(f"    LLM found {len(suggestions)} potential issues")
+
+                for suggestion in suggestions:
+                    if total_created >= MAX_SUGGESTIONS_PER_RUN:
+                        break
+
+                    seg_idx = suggestion.get("segment_index")
+                    if seg_idx is None or seg_idx >= len(active_transcript.segments):
+                        logger.debug(f"    Skipping invalid segment_index={seg_idx}")
+                        continue
+
+                    annotation = Annotation(
+                        annotation_type=AnnotationType.TRANSCRIPT,
+                        user_id=user_id,
+                        conversation_id=conversation.conversation_id,
+                        segment_index=seg_idx,
+                        original_text=suggestion.get("original_text", ""),
+                        corrected_text=suggestion.get("corrected_text", ""),
+                        source=AnnotationSource.MODEL_SUGGESTION,
+                        status=AnnotationStatus.PENDING,
+                    )
+                    await annotation.save()
+                    total_created += 1
+                    created_for_user += 1
+                    logger.info(
+                        f"    Created suggestion: segment {seg_idx} - "
+                        f"'{suggestion.get('reason', 'unknown')}'"
+                    )
+
+            logger.info(
+                f"User {user.email or user_id}: {created_for_user} suggestions created"
+            )
+
+        logger.info(f"Suggestion check complete: {total_created} annotations created")
 
     except Exception as e:
-        logger.error(f"❌ Error in surface_error_suggestions: {e}", exc_info=True)
+        logger.error(f"Error in surface_error_suggestions: {e}", exc_info=True)
         raise
 
 
+async def _analyze_transcript(conversation, transcript) -> list[dict]:
+    """Use LLM to analyze a transcript for potential errors."""
+    segments = transcript.segments[:MAX_SEGMENTS_PER_PROMPT]
+    segments_text = "\n".join(
+        f"{i}: {seg.speaker} - {seg.text}"
+        for i, seg in enumerate(segments)
+        if seg.text.strip()
+    )
+
+    if not segments_text:
+        logger.debug(f"    No non-empty segments to analyze")
+        return []
+
+    registry = get_prompt_registry()
+    prompt = await registry.get_prompt(
+        PROMPT_ID,
+        title=conversation.title or "Untitled",
+        segments_text=segments_text,
+    )
+
+    try:
+        logger.debug(f"    Sending {len(segments)} segments to LLM for analysis...")
+        response = await async_generate(prompt)
+        logger.debug(f"    LLM response length: {len(response)} chars")
+        # Parse JSON from response, handling markdown code blocks
+        text = response.strip()
+        if text.startswith("```"):
+            text = text.split("\n", 1)[1] if "\n" in text else text[3:]
+            text = text.rsplit("```", 1)[0]
+        suggestions = json.loads(text)
+        if not isinstance(suggestions, list):
+            logger.warning(f"    LLM returned non-list response, ignoring")
+            return []
+        return suggestions
+    except json.JSONDecodeError as e:
+        logger.warning(
+            f"    Failed to parse LLM JSON for '{conversation.title or conversation.conversation_id}': {e}"
+        )
+        logger.debug(f"    Raw LLM response: {response[:500]}")
+        return []
+    except Exception as e:
+        logger.warning(
+            f"    LLM call failed for '{conversation.title or conversation.conversation_id}': {e}"
+        )
+        return []
+
+
 async def finetune_hallucination_model():
     """
     Fine-tune error detection model using accepted/rejected annotations.
@@ -199,15 +281,11 @@ async def finetune_hallucination_model():
 
         # Calculate acceptance rate
         if accepted_count + rejected_count > 0:
-            acceptance_rate = (
-                accepted_count / (accepted_count + rejected_count)
-            ) * 100
+            acceptance_rate = (accepted_count / (accepted_count + rejected_count)) * 100
             logger.info(f"   Suggestion acceptance rate: {acceptance_rate:.1f}%")
 
         logger.info("✅ Training check complete (placeholder implementation)")
-        logger.info(
-            "   ℹ️  TODO: Implement model fine-tuning using user feedback data"
-        )
+        logger.info("   ℹ️  TODO: Implement model fine-tuning using user feedback data")
 
     except Exception as e:
         logger.error(f"❌ Error in finetune_hallucination_model: {e}", exc_info=True)
@@ -216,6 +294,7 @@ async def finetune_hallucination_model():
 
 # Additional helper functions for future implementation
 
+
 async def analyze_common_error_patterns() -> List[dict]:
     """
     Analyze accepted annotations to identify common error patterns.
diff --git a/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
index 757bf29b..5217c4ae 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/audio_jobs.py
@@ -4,489 +4,377 @@
 This module contains jobs related to audio file processing and cropping.
 """
 
-import asyncio
 import logging
-import os
 import time
-from typing import Any, Dict, Optional
-
-from advanced_omi_backend.controllers.queue_controller import (
-    JOB_RESULT_TTL,
-    default_queue,
+from typing import Any, Dict
+
+from bson import Binary
+from pymongo.errors import DuplicateKeyError
+from rq import get_current_job
+
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.services.audio_stream.durability import (
+    AUDIO_PERSISTENCE_GROUP,
+    PersistenceRuntimeState,
+    ReadPhase,
+    SessionPhase,
+    parse_consumer_groups,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
 )
-from advanced_omi_backend.models.job import (
-    JobPriority,
-    _ensure_beanie_initialized,
-    async_job,
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    encode_pcm_to_opus,
+    get_resume_position,
 )
+from advanced_omi_backend.utils.job_utils import check_job_alive
 
 logger = logging.getLogger(__name__)
 
 
+class AudioPersistenceError(RuntimeError):
+    """A persistence attempt failed while Redis still owns the source messages."""
+
+
+class AudioPersistenceInvariantError(AudioPersistenceError):
+    """The configured lifecycle cannot provide a durable owner for raw audio."""
+
+
+def _message_id_text(message_id: bytes | str) -> str:
+    return message_id.decode() if isinstance(message_id, bytes) else str(message_id)
+
+
 @async_job(redis=True, beanie=True)
 async def audio_streaming_persistence_job(
     session_id: str,
     user_id: str,
     client_id: str,
-    always_persist: bool = False,
     *,
-    redis_client=None
+    redis_client=None,
 ) -> Dict[str, Any]:
-    """
-    Long-running RQ job that stores audio chunks in MongoDB with Opus compression.
-
-    Buffers incoming PCM audio from Redis Stream into 10-second chunks, encodes
-    them to Opus format, and stores in MongoDB audio_chunks collection.
+    """Commit a Redis raw-audio WAL to MongoDB with at-least-once delivery.
 
-    Runs in parallel with transcription processing to reduce memory pressure.
+    Delivery state is strict: group lag -> pending -> Mongo commit -> XACK.
 
-    Args:
-        session_id: Stream session ID
-        user_id: User ID
-        client_id: Client ID
-        always_persist: Whether to create placeholder conversation immediately
-                        (read from global config at enqueue time by backend)
-        redis_client: Redis client (injected by decorator)
-
-    Returns:
-        Dict with chunk_count, total_bytes, compressed_bytes, duration_seconds
-
-    Note:
-        - Replaces disk-based WAV file storage with MongoDB chunk storage.
-        - always_persist is passed by the backend at enqueue time to avoid
-          cross-process config cache issues.
+    A failed attempt raises. It never ACKs, trims, expires, or routes bytes through
+    another store. RQ retries re-enter through pending recovery using the same
+    deterministic consumer name.
     """
-
-    logger.info(f"🎵 Starting MongoDB audio persistence for session {session_id} (always_persist={always_persist})")
-
-    # Setup audio persistence consumer group (separate from transcription consumer)
-    audio_stream_name = f"audio:stream:{client_id}"
-    audio_group_name = "audio_persistence"
-    audio_consumer_name = f"persistence-{session_id[:8]}"
+    audio_stream_name = f"audio:stream:{session_id}"
+    audio_group_name = AUDIO_PERSISTENCE_GROUP
+    audio_consumer_name = f"persistence-{session_id[-16:]}"
+    logger.info(f"🎵 Starting durable Mongo audio persistence for session {session_id}")
 
     try:
         await redis_client.xgroup_create(
-            audio_stream_name,
-            audio_group_name,
-            "0",
-            mkstream=True
+            audio_stream_name, audio_group_name, "0", mkstream=True
         )
-        logger.info(f"📦 Created audio persistence consumer group for {audio_stream_name}")
-    except Exception as e:
-        if "BUSYGROUP" not in str(e):
-            logger.warning(f"Failed to create audio consumer group: {e}")
-        logger.debug(f"Audio consumer group already exists for {audio_stream_name}")
-
-    # If always_persist enabled, create placeholder conversation if it doesn't exist
-    if always_persist:
-        conversation_key = f"conversation:current:{session_id}"
-        existing_conversation_id = await redis_client.get(conversation_key)
-
-        # Guard against stale Redis keys: the conversation:current key has a 1-hour
-        # TTL and can survive container rebuilds (Redis uses appendonly persistence
-        # with a bind mount). If the key points to a MongoDB document that was deleted
-        # (e.g., data directory cleared during rebuild), we must create a fresh
-        # placeholder instead of silently reusing a non-existent conversation.
-        if existing_conversation_id:
-            existing_id_str = existing_conversation_id.decode()
-            from advanced_omi_backend.models.conversation import Conversation
-            existing_conv = await Conversation.find_one(
-                Conversation.conversation_id == existing_id_str
-            )
-            if not existing_conv:
-                logger.warning(
-                    f"⚠️ Stale Redis key: conversation {existing_id_str} not found in MongoDB. "
-                    f"Clearing key and creating fresh placeholder."
-                )
-                await redis_client.delete(conversation_key)
-                existing_conversation_id = None
+    except Exception as error:
+        if "BUSYGROUP" not in str(error):
+            raise
 
-        if not existing_conversation_id:
-            logger.info(
-                f"📝 always_persist=True - creating placeholder conversation for session {session_id[:12]}"
-            )
+    store = SessionStore(redis_client)
+    sample_rate, channels, sample_width = await store.get_audio_format(session_id)
+    bytes_per_second = sample_rate * sample_width * channels
+    chunk_size_bytes = int(10.0 * bytes_per_second)
 
-            # Import conversation model
-            from advanced_omi_backend.models.conversation import Conversation
-
-            # Create placeholder conversation
-            conversation = Conversation(
-                user_id=user_id,
-                client_id=client_id,
-                title="Audio Recording (Processing...)",
-                summary="Transcription in progress...",
-                transcript_versions=[],
-                memory_versions=[],
-                processing_status="pending_transcription",
-                always_persist=True
-            )
-            await conversation.insert()
-
-            # Set conversation:current Redis key
-            await redis_client.set(
-                conversation_key,
-                conversation.conversation_id,
-                ex=3600  # 1 hour expiry
-            )
-
-            logger.info(
-                f"✅ Created placeholder conversation {conversation.conversation_id} "
-                f"and set Redis key {conversation_key}"
-            )
-        else:
-            logger.info(
-                f"📋 always_persist=True - placeholder conversation already exists: "
-                f"{existing_conversation_id.decode()}"
-            )
-    else:
-        logger.info(
-            f"🔍 always_persist=False - will wait for speech detection to create conversation"
-        )
-
-    # Job control
-    session_key = f"audio:session:{session_id}"
-    max_runtime = 86340  # 24 hours - 60 seconds (graceful exit before RQ timeout)
+    runtime = PersistenceRuntimeState()
+    pending_cursor: bytes | str = "0-0"
     start_time = time.time()
+    max_runtime = 86340
+    current_job = get_current_job()
+    seen_conversations: set[str] = set()
+    conversation_positions: dict[str, tuple[int, float]] = {}
 
-    # Import MongoDB chunk utilities
-    from bson import Binary
-
-    from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.utils.audio_chunk_utils import encode_pcm_to_opus
-
-    # Conversation rotation state
-    current_conversation_id = None
-    conversation_start_time = None
-    conversation_count = 0
-
-    # PCM buffer for current 10-second chunk
     pcm_buffer = bytearray()
-    chunk_index = 0  # Sequential chunk counter for current conversation
-    chunk_start_time = 0.0  # Start time of current buffered chunk
-
-    # Chunk configuration
-    SAMPLE_RATE = 16000
-    SAMPLE_WIDTH = 2  # 16-bit
-    CHANNELS = 1  # Mono
-    CHUNK_DURATION_SECONDS = 10.0
-    BYTES_PER_SECOND = SAMPLE_RATE * SAMPLE_WIDTH * CHANNELS  # 32,000 bytes/sec
-    CHUNK_SIZE_BYTES = int(CHUNK_DURATION_SECONDS * BYTES_PER_SECOND)  # 320,000 bytes
-
-    # Session stats (across all conversations)
+    pcm_message_ids: list[bytes | str] = []
+    pcm_conversation_id: str | None = None
     total_pcm_bytes = 0
     total_compressed_bytes = 0
     total_mongo_chunks_written = 0
     end_signal_received = False
-    consecutive_empty_reads = 0
-    max_empty_reads = 3
-
-    # Get current job for zombie detection
-    from rq import get_current_job
 
-    from advanced_omi_backend.utils.job_utils import check_job_alive
-    current_job = get_current_job()
+    async def find_existing_chunk(source_ids: list[str]):
+        return await AudioChunkDocument.find_one(
+            AudioChunkDocument.source_stream == audio_stream_name,
+            AudioChunkDocument.source_first_message_id == source_ids[0],
+        )
 
-    async def flush_pcm_buffer() -> bool:
-        """
-        Flush current PCM buffer to MongoDB as Opus-compressed chunk.
+    def validate_existing_chunk(
+        existing,
+        source_ids: list[str],
+        original_size: int,
+        conversation_id: str,
+    ) -> None:
+        if existing.conversation_id != conversation_id:
+            raise AudioPersistenceInvariantError(
+                f"Committed chunk {source_ids[0]} belongs to "
+                f"{existing.conversation_id}, not WAL owner {conversation_id}"
+            )
+        if list(existing.source_message_ids) != source_ids:
+            raise AudioPersistenceInvariantError(
+                "Redis replay grouped source messages differently from the committed "
+                f"chunk beginning at {source_ids[0]}"
+            )
+        if existing.original_size != original_size:
+            raise AudioPersistenceInvariantError(
+                f"Committed chunk {source_ids[0]} has a different PCM size"
+            )
 
-        Updates conversation metadata with chunk count and compression stats.
-        Returns True on success, False on failure. On failure the buffer is
-        NOT cleared so the caller can retry on the next incoming message.
-        """
-        nonlocal pcm_buffer, chunk_index, chunk_start_time
+    async def commit_and_ack_buffer() -> None:
+        """Commit the local PCM buffer, then ACK exactly its source messages."""
+        nonlocal pcm_buffer, pcm_message_ids, pcm_conversation_id
         nonlocal total_pcm_bytes, total_compressed_bytes, total_mongo_chunks_written
 
-        if len(pcm_buffer) == 0 or not current_conversation_id:
-            return True
+        if not pcm_buffer:
+            return
+        if not pcm_conversation_id:
+            raise AudioPersistenceInvariantError(
+                "PCM reached persistence without a conversation owner"
+            )
+        if not pcm_message_ids:
+            raise AudioPersistenceInvariantError(
+                "PCM buffer has no Redis source-message provenance"
+            )
+
+        source_ids = [_message_id_text(message_id) for message_id in pcm_message_ids]
+        original_size = len(pcm_buffer)
+        chunk_index, chunk_start_time = conversation_positions.get(
+            pcm_conversation_id, (None, None)
+        )
+        if chunk_index is None or chunk_start_time is None:
+            chunk_index, chunk_start_time = await get_resume_position(
+                pcm_conversation_id
+            )
+        existing = await find_existing_chunk(source_ids)
+        inserted = False
 
-        try:
-            # Encode PCM → Opus
+        if existing is None:
             opus_data = await encode_pcm_to_opus(
                 pcm_data=bytes(pcm_buffer),
-                sample_rate=SAMPLE_RATE,
-                channels=CHANNELS,
-                bitrate=24  # 24kbps for speech
+                sample_rate=sample_rate,
+                channels=channels,
+                bitrate=24,
             )
-
-            # Calculate chunk metadata
-            original_size = len(pcm_buffer)
-            compressed_size = len(opus_data)
-            duration = original_size / BYTES_PER_SECOND
+            duration = original_size / bytes_per_second
             end_time = chunk_start_time + duration
-
-            # Create MongoDB document
-            audio_chunk = AudioChunkDocument(
-                conversation_id=current_conversation_id,
+            candidate = AudioChunkDocument(
+                conversation_id=pcm_conversation_id,
                 chunk_index=chunk_index,
                 audio_data=Binary(opus_data),
                 original_size=original_size,
-                compressed_size=compressed_size,
+                compressed_size=len(opus_data),
                 start_time=chunk_start_time,
                 end_time=end_time,
                 duration=duration,
-                sample_rate=SAMPLE_RATE,
-                channels=CHANNELS,
+                sample_rate=sample_rate,
+                channels=channels,
+                source_stream=audio_stream_name,
+                source_first_message_id=source_ids[0],
+                source_last_message_id=source_ids[-1],
+                source_message_ids=source_ids,
             )
+            try:
+                await candidate.insert()
+                existing = candidate
+                inserted = True
+            except DuplicateKeyError:
+                existing = await find_existing_chunk(source_ids)
+                if existing is None:
+                    raise
+
+        validate_existing_chunk(
+            existing, source_ids, original_size, pcm_conversation_id
+        )
 
-            # Save to MongoDB
-            await audio_chunk.insert()
-
-            # Update session stats
-            total_pcm_bytes += original_size
-            total_compressed_bytes += compressed_size
-            total_mongo_chunks_written += 1
-
-            # Update conversation metadata
-            conversation = await Conversation.find_one(
-                Conversation.conversation_id == current_conversation_id
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == existing.conversation_id
+        )
+        if conversation is None:
+            raise AudioPersistenceInvariantError(
+                f"WAL owner {existing.conversation_id} does not exist in MongoDB"
             )
-
-            if conversation:
-                # Calculate running totals
-                chunk_count = chunk_index + 1
-                total_duration = end_time
-                compression_ratio = compressed_size / original_size if original_size > 0 else 0.0
-
-                # Update conversation fields
-                conversation.audio_chunks_count = chunk_count
-                conversation.audio_total_duration = total_duration
-                conversation.audio_compression_ratio = compression_ratio
-                await conversation.save()
-
-            logger.debug(
-                f"💾 Saved chunk {chunk_index} for conversation {current_conversation_id[:12]}: "
-                f"{original_size} → {compressed_size} bytes ({compression_ratio:.3f} ratio), "
-                f"{duration:.1f}s duration"
+        if conversation.source_session_id != session_id:
+            raise AudioPersistenceInvariantError(
+                f"WAL owner {existing.conversation_id} belongs to session "
+                f"{conversation.source_session_id}, not {session_id}"
             )
+        conversation.audio_chunks_count = max(
+            conversation.audio_chunks_count or 0, existing.chunk_index + 1
+        )
+        conversation.audio_total_duration = max(
+            conversation.audio_total_duration or 0.0, existing.end_time
+        )
+        conversation.audio_compression_ratio = (
+            existing.compressed_size / existing.original_size
+        )
+        await conversation.save()
 
-            # Log every 6 chunks (60 seconds) to avoid spam
-            if (chunk_index + 1) % 6 == 0:
-                logger.info(
-                    f"📦 Conversation {current_conversation_id[:12]}: "
-                    f"{chunk_index + 1} chunks, {total_duration:.1f}s total"
-                )
+        await redis_client.xack(audio_stream_name, audio_group_name, *pcm_message_ids)
 
-            return True
-
-        except Exception as e:
-            logger.error(f"❌ Failed to save audio chunk {chunk_index}: {e}", exc_info=True)
-            return False
-
-    while True:
-        # Check if job still exists in Redis (detect zombie state)
-        if not await check_job_alive(redis_client, current_job, session_id):
-            # Flush remaining buffer before exit
-            if len(pcm_buffer) > 0:
-                await flush_pcm_buffer()
-            break
-
-        # Check timeout
-        if time.time() - start_time > max_runtime:
-            logger.warning(f"⏱️ Timeout reached for audio persistence {session_id}")
-            # Flush remaining buffer
-            if len(pcm_buffer) > 0:
-                await flush_pcm_buffer()
-            break
-
-        # Check if session is finalizing
-        session_status = await redis_client.hget(session_key, "status")
-        if session_status and session_status.decode() in ["finalizing", "finished"]:
-            logger.info(f"🛑 Session finalizing detected, flushing final chunks...")
-            await asyncio.sleep(0.5)  # Brief wait for in-flight chunks
-
-            # Final read to collect remaining chunks
-            try:
-                final_messages = await redis_client.xreadgroup(
-                    audio_group_name,
-                    audio_consumer_name,
-                    {audio_stream_name: ">"},
-                    count=50,
-                    block=500
+        if inserted:
+            total_pcm_bytes += existing.original_size
+            total_compressed_bytes += existing.compressed_size
+            total_mongo_chunks_written += 1
+
+        conversation_positions[pcm_conversation_id] = (
+            max(chunk_index, existing.chunk_index + 1),
+            max(chunk_start_time, existing.end_time),
+        )
+        pcm_buffer = bytearray()
+        pcm_message_ids = []
+        pcm_conversation_id = None
+
+    async def process_messages(messages) -> bytes | str | None:
+        """Move delivered entries to Mongo or leave them pending on any error."""
+        nonlocal end_signal_received, pcm_conversation_id
+        last_message_id = None
+        for _stream_name, stream_messages in messages:
+            for message_id, fields in stream_messages:
+                last_message_id = message_id
+                audio_data = (
+                    fields.get(b"audio_data") or fields.get("audio_data") or b""
+                )
+                raw_chunk_id = fields.get(b"chunk_id") or fields.get("chunk_id") or b""
+                chunk_id = (
+                    raw_chunk_id.decode()
+                    if isinstance(raw_chunk_id, bytes)
+                    else str(raw_chunk_id)
+                )
+                is_terminal = chunk_id == "END" or bool(
+                    fields.get(b"end_marker") or fields.get("end_marker")
+                )
+                raw_conversation_id = fields.get(b"conversation_id") or fields.get(
+                    "conversation_id"
+                )
+                if not raw_conversation_id:
+                    raise AudioPersistenceInvariantError(
+                        f"Redis WAL entry {_message_id_text(message_id)} has no owner"
+                    )
+                conversation_id = (
+                    raw_conversation_id.decode()
+                    if isinstance(raw_conversation_id, bytes)
+                    else str(raw_conversation_id)
                 )
 
-                if final_messages:
-                    for stream_name, msgs in final_messages:
-                        for message_id, fields in msgs:
-                            audio_data = fields.get(b"audio_data", b"")
-                            chunk_id = fields.get(b"chunk_id", b"").decode()
-
-                            if chunk_id != "END" and len(audio_data) > 0:
-                                pcm_buffer.extend(audio_data)
-
-                                # Flush if buffer reaches chunk size
-                                if len(pcm_buffer) >= CHUNK_SIZE_BYTES:
-                                    if await flush_pcm_buffer():
-                                        pcm_buffer = bytearray()
-                                        chunk_index += 1
-                                        chunk_start_time += CHUNK_DURATION_SECONDS
-
-                            await redis_client.xack(audio_stream_name, audio_group_name, message_id)
-
-                    logger.info(f"📦 Final read processed {len(final_messages[0][1])} messages")
-
-            except Exception as e:
-                logger.debug(f"Final audio read error (non-fatal): {e}")
-
-            # Flush any remaining partial chunk
-            if len(pcm_buffer) > 0:
-                await flush_pcm_buffer()
-
-            break
-
-        # Check for conversation change (rotation signal)
-        conversation_key = f"conversation:current:{session_id}"
-        new_conversation_id = await redis_client.get(conversation_key)
-
-        if new_conversation_id:
-            new_conversation_id = new_conversation_id.decode()
-
-            # Conversation changed - flush current buffer and rotate
-            if new_conversation_id != current_conversation_id:
-                # Flush remaining buffer from previous conversation
-                if len(pcm_buffer) > 0 and current_conversation_id:
-                    if await flush_pcm_buffer():
-                        logger.info(
-                            f"✅ Finalized conversation {current_conversation_id[:12]}: "
-                            f"{chunk_index + 1} chunks saved to MongoDB"
-                        )
-                    else:
-                        logger.warning(
-                            f"⚠️ Failed to flush final chunk for conversation "
-                            f"{current_conversation_id[:12]} during rotation — "
-                            f"{len(pcm_buffer)} bytes lost"
-                        )
-
-                # Start new conversation
-                current_conversation_id = new_conversation_id
-                conversation_count += 1
-                conversation_start_time = time.time()
-
-                # Reset chunk state
-                pcm_buffer = bytearray()
-                chunk_index = 0
-                chunk_start_time = 0.0
+                if audio_data:
+                    if pcm_conversation_id and pcm_conversation_id != conversation_id:
+                        await commit_and_ack_buffer()
+                    if pcm_conversation_id is None:
+                        pcm_conversation_id = conversation_id
+                        seen_conversations.add(conversation_id)
+                    pcm_buffer.extend(audio_data)
+                    pcm_message_ids.append(message_id)
+                    if len(pcm_buffer) >= chunk_size_bytes:
+                        await commit_and_ack_buffer()
+                else:
+                    if is_terminal:
+                        end_signal_received = True
+                    await redis_client.xack(
+                        audio_stream_name, audio_group_name, message_id
+                    )
+        return last_message_id
+
+    async def persistence_group_drained() -> bool:
+        raw_groups = await redis_client.execute_command(
+            "XINFO", "GROUPS", audio_stream_name
+        )
+        progress = parse_consumer_groups(raw_groups or []).get(audio_group_name)
+        return bool(progress and progress.drained)
 
-                logger.info(
-                    f"📁 Started MongoDB persistence for conversation #{conversation_count} "
-                    f"({current_conversation_id[:12]})"
+    try:
+        while True:
+            if not await check_job_alive(redis_client, current_job, session_id):
+                raise AudioPersistenceError(
+                    f"RQ no longer owns persistence attempt for {session_id}"
                 )
-        else:
-            # Conversation key deleted - conversation ended
-            if current_conversation_id and len(pcm_buffer) > 0:
-                # Flush final partial chunk
-                await flush_pcm_buffer()
-                duration = (time.time() - conversation_start_time) if conversation_start_time else 0
-                logger.info(
-                    f"✅ Conversation {current_conversation_id[:12]} ended: "
-                    f"{chunk_index + 1} chunks, {duration:.1f}s"
+            if time.time() - start_time > max_runtime:
+                raise AudioPersistenceError(
+                    f"Persistence attempt for {session_id} reached its 24h handoff"
                 )
 
-                # Reset state
-                pcm_buffer = bytearray()
-                current_conversation_id = None
-
-        # Wait for conversation to be created
-        if not current_conversation_id:
-            await asyncio.sleep(0.0001)
-            continue
+            status = await store.get_status(session_id)
+            if status in (SessionStatus.FINALIZING, SessionStatus.FINISHED):
+                if runtime.session is SessionPhase.ACTIVE:
+                    runtime.begin_draining()
+                    logger.info(
+                        f"🛑 Persistence draining terminal session {session_id}"
+                    )
+            elif status is not SessionStatus.ACTIVE:
+                raise AudioPersistenceInvariantError(
+                    f"Session {session_id} has invalid/missing status {status}"
+                )
 
-        # Read audio chunks from Redis Stream
-        try:
-            audio_messages = await redis_client.xreadgroup(
+            read_cursor = (
+                pending_cursor
+                if runtime.reader is ReadPhase.RECOVERING_PENDING
+                else ">"
+            )
+            messages = await redis_client.xreadgroup(
                 audio_group_name,
                 audio_consumer_name,
-                {audio_stream_name: ">"},
-                count=20,  # Read up to 20 chunks at a time
-                block=100  # 100ms timeout
+                {audio_stream_name: read_cursor},
+                count=50,
+                block=500,
             )
 
-            if audio_messages:
-                consecutive_empty_reads = 0  # Reset counter
-
-                for stream_name, msgs in audio_messages:
-                    for message_id, fields in msgs:
-                        audio_data = fields.get(b"audio_data", b"")
-                        chunk_id = fields.get(b"chunk_id", b"").decode()
-
-                        # Check for END signal
-                        if chunk_id == "END":
-                            logger.info(f"📡 Received END signal in audio persistence")
-                            end_signal_received = True
-                        elif len(audio_data) > 0:
-                            # Append to PCM buffer
-                            pcm_buffer.extend(audio_data)
-
-                            # Flush if buffer reaches 10-second chunk size
-                            if len(pcm_buffer) >= CHUNK_SIZE_BYTES:
-                                if await flush_pcm_buffer():
-                                    # Reset for next chunk only on success;
-                                    # on failure the buffer is retained and
-                                    # the next message triggers a retry.
-                                    pcm_buffer = bytearray()
-                                    chunk_index += 1
-                                    chunk_start_time += CHUNK_DURATION_SECONDS
-
-                        # ACK the message
-                        await redis_client.xack(audio_stream_name, audio_group_name, message_id)
-
-            else:
-                # No new messages
-                if end_signal_received:
-                    consecutive_empty_reads += 1
-                    logger.info(f"📭 No new messages ({consecutive_empty_reads}/{max_empty_reads})")
-
-                    if consecutive_empty_reads >= max_empty_reads:
-                        logger.info(f"✅ Stream empty after END signal - stopping")
-                        # Flush remaining buffer
-                        if len(pcm_buffer) > 0:
-                            await flush_pcm_buffer()
-                        break
-
-        except Exception as audio_error:
-            logger.debug(f"Audio stream read error (non-fatal): {audio_error}")
-
-        await asyncio.sleep(0.0001)
-
-    # Job complete - calculate final stats
-    runtime_seconds = time.time() - start_time
+            # Redis returns [(stream, [])] (a truthy outer list) when a pending-ID
+            # read has no entries for this consumer. Only a non-empty inner list is
+            # delivery; otherwise pending recovery must advance to new entries.
+            if any(stream_messages for _stream, stream_messages in messages):
+                last_message_id = await process_messages(messages)
+                if (
+                    runtime.reader is ReadPhase.RECOVERING_PENDING
+                    and last_message_id is not None
+                ):
+                    pending_cursor = last_message_id
+                continue
+
+            if runtime.reader is ReadPhase.RECOVERING_PENDING:
+                runtime.pending_recovered()
+                logger.info(
+                    f"↩️ Pending recovery complete for persistence session {session_id}"
+                )
+                continue
+
+            if runtime.session is SessionPhase.DRAINING:
+                await commit_and_ack_buffer()
+                if await persistence_group_drained():
+                    runtime.complete()
+                    break
+
+    except Exception:
+        runtime.fail()
+        logger.exception(
+            f"❌ Durable audio persistence attempt failed for session {session_id}; "
+            "Redis entries remain unread/pending"
+        )
+        raise
 
-    # Calculate total duration
-    if total_pcm_bytes > 0:
-        duration = total_pcm_bytes / BYTES_PER_SECOND
-        compression_ratio = total_compressed_bytes / total_pcm_bytes if total_pcm_bytes > 0 else 0.0
-    else:
-        logger.warning(f"⚠️ No audio chunks written for session {session_id}")
-        duration = 0.0
-        compression_ratio = 0.0
+    runtime_seconds = time.time() - start_time
+    duration = total_pcm_bytes / bytes_per_second if total_pcm_bytes else 0.0
+    compression_ratio = (
+        total_compressed_bytes / total_pcm_bytes if total_pcm_bytes else 0.0
+    )
 
+    await redis_client.delete(f"audio_persistence:session:{session_id}")
     logger.info(
-        f"🎵 MongoDB audio persistence complete for session {session_id}: "
-        f"{conversation_count} conversations, {total_mongo_chunks_written} chunks, "
-        f"{total_pcm_bytes / 1024 / 1024:.2f} MB PCM → {total_compressed_bytes / 1024 / 1024:.2f} MB Opus "
-        f"(compression: {compression_ratio:.3f}, {(1 - compression_ratio) * 100:.1f}% savings), "
-        f"{runtime_seconds:.1f}s runtime"
+        f"🎵 Durable audio persistence complete for session {session_id}: "
+        f"{total_mongo_chunks_written} new Mongo chunks, "
+        f"{total_pcm_bytes} PCM bytes, terminal_marker={end_signal_received}"
     )
-
-    # Clean up Redis tracking keys
-    audio_job_key = f"audio_persistence:session:{session_id}"
-    await redis_client.delete(audio_job_key)
-
-    # NOTE: Do NOT delete conversation:current:{session_id} key here!
-    # It's needed for speech detection to reuse placeholder conversations (always_persist feature).
-    # The key already has a TTL (3600s) set when created and will expire automatically.
-    logger.info(f"🧹 Cleaned up tracking keys for session {session_id}")
-
     return {
         "session_id": session_id,
-        "conversation_count": conversation_count,
+        "conversation_count": len(seen_conversations),
         "total_mongo_chunks": total_mongo_chunks_written,
         "total_pcm_bytes": total_pcm_bytes,
         "total_compressed_bytes": total_compressed_bytes,
         "compression_ratio": compression_ratio,
         "duration_seconds": duration,
-        "runtime_seconds": runtime_seconds
+        "runtime_seconds": runtime_seconds,
     }
 
 
diff --git a/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py b/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
index 026a3e8e..61e52f57 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/audio_stream_worker.py
@@ -11,63 +11,69 @@
 
 import asyncio
 import logging
-import os
 import signal
 import sys
 
-import redis.asyncio as redis
-
 from advanced_omi_backend.client_manager import initialize_redis_for_client_manager
-from advanced_omi_backend.services.plugin_service import init_plugin_router
+from advanced_omi_backend.redis_factory import REDIS_URL, create_async_redis
+from advanced_omi_backend.services.plugin_service import (
+    init_plugin_router,
+    initialize_plugins,
+    run_plugin_recovery,
+)
 from advanced_omi_backend.services.transcription.streaming_consumer import (
     StreamingTranscriptionConsumer,
 )
 from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 
 logging.basicConfig(
-    level=logging.INFO,
-    format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
 )
 
 logger = logging.getLogger(__name__)
 
+try:
+    from advanced_omi_backend.services.observability.log_handler import (
+        install_system_event_log_handler,
+    )
+
+    install_system_event_log_handler()
+except Exception:  # noqa: BLE001 — never block worker startup on observability
+    pass
+
 
 async def main():
     """Main worker entry point."""
     logger.info("🚀 Starting streaming transcription worker")
-    logger.info("📋 Provider configuration loaded from config.yml (defaults.stt_stream)")
-
-    redis_url = os.getenv("REDIS_URL", "redis://localhost:6379/0")
+    logger.info(
+        "📋 Provider configuration loaded from config.yml (defaults.stt_stream)"
+    )
 
     # Create Redis client
     try:
-        redis_client = await redis.from_url(
-            redis_url,
-            encoding="utf-8",
-            decode_responses=False
-        )
-        logger.info(f"✅ Connected to Redis: {redis_url}")
+        redis_client = create_async_redis(decode_responses=False)
+        logger.info(f"✅ Connected to Redis: {REDIS_URL}")
 
         # Initialize ClientManager Redis for cross-container client→user mapping
-        initialize_redis_for_client_manager(redis_url)
+        initialize_redis_for_client_manager()
 
     except Exception as e:
         logger.error(f"Failed to connect to Redis: {e}", exc_info=True)
         sys.exit(1)
 
     # Initialize plugin router
+    recovery_task = None
     try:
         plugin_router = init_plugin_router()
         if plugin_router:
-            logger.info(f"✅ Plugin router initialized with {len(plugin_router.plugins)} plugins")
-
-            # Initialize async plugins
-            for plugin_id, plugin in plugin_router.plugins.items():
-                try:
-                    await plugin.initialize()
-                    logger.info(f"✅ Plugin '{plugin_id}' initialized in streaming worker")
-                except Exception as e:
-                    logger.exception(f"Failed to initialize plugin '{plugin_id}' in streaming worker: {e}")
+            logger.info(
+                f"✅ Plugin router initialized with {len(plugin_router.plugins)} plugins"
+            )
+
+            await initialize_plugins(plugin_router)
+            # Background recovery for plugins whose external dependency was
+            # unreachable at boot (e.g. Home Assistant on a server that's off).
+            recovery_task = asyncio.create_task(run_plugin_recovery(plugin_router))
         else:
             logger.warning("No plugin router available - plugins will not be triggered")
     except Exception as e:
@@ -78,9 +84,13 @@ async def main():
     try:
         speaker_client = SpeakerRecognitionClient()
         if speaker_client.enabled:
-            logger.info(f"Speaker recognition client initialized: {speaker_client.service_url}")
+            logger.info(
+                f"Speaker recognition client initialized: {speaker_client.service_url}"
+            )
         else:
-            logger.info("Speaker recognition disabled — streaming speaker identification off")
+            logger.info(
+                "Speaker recognition disabled — streaming speaker identification off"
+            )
             speaker_client = None
     except Exception as e:
         logger.warning(f"Failed to initialize speaker recognition client: {e}")
@@ -95,11 +105,19 @@ async def main():
         )
         logger.info("Streaming transcription consumer created")
     except Exception as e:
-        logger.error(f"Failed to create streaming transcription consumer: {e}", exc_info=True)
-        logger.error("Ensure config.yml has defaults.stt_stream configured with valid provider")
+        logger.error(
+            f"Failed to create streaming transcription consumer: {e}", exc_info=True
+        )
+        logger.error(
+            "Ensure config.yml has defaults.stt_stream configured with valid provider"
+        )
         await redis_client.aclose()
         sys.exit(1)
 
+    # The wake-word dispatcher runs as its own worker (wakeword_dispatch_worker),
+    # decoupled from the live-transcription mode so the acoustic wake-word path keeps
+    # working under windowed_batch too.
+
     # Setup signal handlers for graceful shutdown
     def signal_handler(signum, frame):
         logger.info(f"Received signal {signum}, shutting down...")
@@ -111,11 +129,15 @@ def signal_handler(signum, frame):
     try:
         logger.info("✅ Streaming transcription worker ready")
         logger.info("📡 Listening for audio streams on audio:stream:* pattern")
-        logger.info("📢 Publishing interim results to transcription:interim:{session_id}")
+        logger.info(
+            "📢 Publishing interim results to transcription:interim:{session_id}"
+        )
         logger.info("💾 Publishing final results to transcription:results:{session_id}")
 
-        # This blocks until consumer is stopped
-        await consumer.start_consuming()
+        # The streaming consumer is the only task here; the wake-word dispatcher
+        # runs as its own worker (wakeword_dispatch_worker).
+        # heartbeat_name lets the workers healthcheck detect a wedged loop.
+        await consumer.start_consuming(heartbeat_name="streaming-stt")
 
     except KeyboardInterrupt:
         logger.info("Keyboard interrupt received, shutting down...")
@@ -123,6 +145,8 @@ def signal_handler(signum, frame):
         logger.error(f"Worker error: {e}", exc_info=True)
         sys.exit(1)
     finally:
+        if recovery_task is not None:
+            recovery_task.cancel()
         await redis_client.aclose()
         logger.info("👋 Streaming transcription worker stopped")
 
diff --git a/backends/advanced/src/advanced_omi_backend/workers/background_benchmark.py b/backends/advanced/src/advanced_omi_backend/workers/background_benchmark.py
new file mode 100644
index 00000000..63244dc0
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/background_benchmark.py
@@ -0,0 +1,269 @@
+"""Leakage-safe evaluation of foreground/background review decisions."""
+
+import hashlib
+from collections import Counter
+
+import numpy as np
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.workers.background_suppression import (
+    CONFIDENT_MARGIN,
+    CONFIDENT_SIMILARITY,
+)
+
+BACKGROUND_DECISIONS = {"noise", "background_speech"}
+FOREGROUND_DECISIONS = {"not_background", "skip"}
+SAMPLES_PER_REVIEW = 5
+
+
+def _normalise(matrix: np.ndarray) -> np.ndarray:
+    matrix = matrix.astype(np.float32)
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    return matrix
+
+
+def _signature(row: dict) -> str:
+    text = " ".join(str(row.get("text") or "").lower().split())
+    start = round(float(row.get("start") or 0), 2)
+    end = round(float(row.get("end") or 0), 2)
+    material = f"{row.get('candidate_type')}|{start}|{end}|{text}"
+    if not text:
+        material += "|" + ",".join(f"{float(value):.3f}" for value in row["embedding"])
+    return hashlib.sha256(material.encode()).hexdigest()
+
+
+def _central_samples(rows: list[dict], limit: int = SAMPLES_PER_REVIEW) -> list[dict]:
+    if len(rows) <= limit:
+        return rows
+    matrix = _normalise(np.asarray([row["embedding"] for row in rows]))
+    centroid = matrix.mean(axis=0)
+    centroid /= np.linalg.norm(centroid) + 1e-9
+    indices = np.argsort(-(matrix @ centroid))[:limit]
+    return [rows[int(index)] for index in indices]
+
+
+def _baseline_prediction(example: dict) -> bool:
+    """Before learning: transcript gaps are background; speech is foreground."""
+    return example.get("candidate_type") == "noise"
+
+
+def _adapted_prediction(example: dict, training: list[dict]) -> tuple[bool, dict]:
+    if not training:
+        prediction = _baseline_prediction(example)
+        return prediction, {"background_similarity": 0.0, "foreground_similarity": 0.0}
+    query = _normalise(np.asarray([example["embedding"]]))[0]
+    background = [item["embedding"] for item in training if item["is_background"]]
+    foreground = [item["embedding"] for item in training if not item["is_background"]]
+    background_similarity = (
+        float((_normalise(np.asarray(background)) @ query).max()) if background else 0.0
+    )
+    foreground_similarity = (
+        float((_normalise(np.asarray(foreground)) @ query).max()) if foreground else 0.0
+    )
+    prediction = (
+        background_similarity >= CONFIDENT_SIMILARITY
+        and background_similarity >= foreground_similarity + CONFIDENT_MARGIN
+    )
+    return prediction, {
+        "background_similarity": round(background_similarity, 4),
+        "foreground_similarity": round(foreground_similarity, 4),
+    }
+
+
+def _metrics(truth: list[bool], predictions: list[bool]) -> dict:
+    tp = sum(actual and predicted for actual, predicted in zip(truth, predictions))
+    fp = sum(not actual and predicted for actual, predicted in zip(truth, predictions))
+    fn = sum(actual and not predicted for actual, predicted in zip(truth, predictions))
+    tn = sum(
+        not actual and not predicted for actual, predicted in zip(truth, predictions)
+    )
+    precision = tp / (tp + fp) if tp + fp else 0.0
+    recall = tp / (tp + fn) if tp + fn else 0.0
+    f1 = 2 * precision * recall / (precision + recall) if precision + recall else 0.0
+    accuracy = (tp + tn) / len(truth) if truth else 0.0
+    return {
+        "precision": round(precision, 4),
+        "recall": round(recall, 4),
+        "f1": round(f1, 4),
+        "accuracy": round(accuracy, 4),
+        "confusion": {"tp": tp, "fp": fp, "fn": fn, "tn": tn},
+        "samples": len(truth),
+    }
+
+
+def evaluate_reviews(reviews: list[dict]) -> dict:
+    examples = [example for review in reviews for example in review["examples"]]
+    truth = [example["is_background"] for example in examples]
+    baseline_predictions = [_baseline_prediction(example) for example in examples]
+
+    adapted_predictions = []
+    errors = []
+    for review in reviews:
+        test_signatures = {
+            example["content_signature"] for example in review["examples"]
+        }
+        training = [
+            example
+            for other in reviews
+            if other["cluster_id"] != review["cluster_id"]
+            for example in other["examples"]
+            if example["content_signature"] not in test_signatures
+        ]
+        for example in review["examples"]:
+            prediction, scores = _adapted_prediction(example, training)
+            adapted_predictions.append(prediction)
+            if prediction != example["is_background"]:
+                errors.append(
+                    {
+                        key: example.get(key)
+                        for key in (
+                            "clip_key",
+                            "conversation_id",
+                            "conversation_title",
+                            "start",
+                            "end",
+                            "text",
+                            "decision",
+                        )
+                    }
+                    | {
+                        "predicted": "background" if prediction else "foreground",
+                        **scores,
+                    }
+                )
+
+    learning_curve = []
+    for count in range(len(reviews)):
+        training_reviews = reviews[:count]
+        evaluation_reviews = reviews[count:]
+        training = [
+            example for review in training_reviews for example in review["examples"]
+        ]
+        curve_truth, curve_predictions = [], []
+        for review in evaluation_reviews:
+            test_signatures = {
+                example["content_signature"] for example in review["examples"]
+            }
+            safe_training = [
+                example
+                for example in training
+                if example["content_signature"] not in test_signatures
+            ]
+            for example in review["examples"]:
+                prediction, _ = _adapted_prediction(example, safe_training)
+                curve_truth.append(example["is_background"])
+                curve_predictions.append(prediction)
+        metric = _metrics(curve_truth, curve_predictions)
+        learning_curve.append(
+            {"annotations": count, "f1": metric["f1"], "samples": metric["samples"]}
+        )
+
+    baseline = _metrics(truth, baseline_predictions)
+    adapted = _metrics(truth, adapted_predictions)
+    return {
+        "baseline": baseline,
+        "adapted": adapted,
+        "f1_change": round(adapted["f1"] - baseline["f1"], 4),
+        "learning_curve": learning_curve,
+        "errors": errors[:10],
+        "reviewed_samples": len(examples),
+    }
+
+
+async def build_background_benchmark(requested_by: str) -> dict:
+    database = Conversation.get_pymongo_collection().database
+    corpus_rows = [
+        row
+        async for row in database["background_corpus_embeddings"].find(
+            {"requested_by": requested_by}, {"_id": 0}
+        )
+    ]
+    by_key = {row["clip_key"]: row for row in corpus_rows}
+    review_docs = [
+        row
+        async for row in database["background_cluster_reviews"]
+        .find({"requested_by": requested_by}, {"_id": 0})
+        .sort("reviewed_at", 1)
+    ]
+    reviews = []
+    reconstructed_review_samples = False
+    for review in review_docs:
+        decision = review.get("decision")
+        if decision not in {"background_speech", "mixed"} | FOREGROUND_DECISIONS:
+            continue
+        members = [
+            by_key[key] for key in review.get("member_keys", []) if key in by_key
+        ]
+        members = [
+            member
+            for member in members
+            if member.get("candidate_type") == "background_speech"
+        ]
+        stored_sample_keys = review.get("review_sample_keys") or []
+        if decision == "mixed":
+            samples = members
+        elif stored_sample_keys:
+            member_by_key = {member["clip_key"]: member for member in members}
+            samples = [
+                member_by_key[key] for key in stored_sample_keys if key in member_by_key
+            ]
+        else:
+            samples = _central_samples(members)
+            reconstructed_review_samples = True
+        examples = []
+        for sample in samples:
+            sample_decision = (
+                (review.get("sample_decisions") or {}).get(sample["clip_key"])
+                if decision == "mixed"
+                else decision
+            )
+            if sample_decision not in {"background_speech"} | FOREGROUND_DECISIONS:
+                continue
+            examples.append(
+                {
+                    **sample,
+                    "decision": sample_decision,
+                    "is_background": sample_decision in BACKGROUND_DECISIONS,
+                    "content_signature": _signature(sample),
+                }
+            )
+        if examples:
+            reviews.append(
+                {
+                    "cluster_id": review["cluster_id"],
+                    "decision": decision,
+                    "reviewed_at": review.get("reviewed_at"),
+                    "examples": examples,
+                }
+            )
+    decisions = Counter(
+        example["decision"] for review in reviews for example in review["examples"]
+    )
+    positives = decisions.get("background_speech", 0)
+    negatives = sum(decisions.get(decision, 0) for decision in FOREGROUND_DECISIONS)
+    if not positives or not negatives:
+        return {
+            "ready": False,
+            "reason": (
+                "Hard-case F1 is not measurable yet. Review at least one Background "
+                "Speech cluster and one foreground speech cluster."
+            ),
+            "reviewed_clusters": len(reviews),
+            "decision_counts": dict(decisions),
+            "background_speech_samples": positives,
+            "foreground_speech_samples": negatives,
+        }
+    evaluated = evaluate_reviews(reviews)
+    return {
+        "ready": True,
+        "method": "cluster-held-out cross-validation",
+        "reconstructed_review_samples": reconstructed_review_samples,
+        "reviewed_clusters": len(reviews),
+        "decision_counts": dict(decisions),
+        "background_speech_samples": sum(
+            example["decision"] == "background_speech"
+            for review in reviews
+            for example in review["examples"]
+        ),
+        **evaluated,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/background_cleanup_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/background_cleanup_jobs.py
new file mode 100644
index 00000000..797d4b20
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/background_cleanup_jobs.py
@@ -0,0 +1,283 @@
+"""Evaluate and safely apply reviewed background references to existing transcripts."""
+
+import copy
+import hashlib
+import uuid
+from datetime import datetime, timezone
+
+import numpy as np
+from rq import get_current_job
+
+from advanced_omi_backend.constants import BACKGROUND_SPEECH_LABEL, NOISE_LABEL
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+
+HIGH_THRESHOLD = 0.62
+MARGIN = 0.05
+AMBIGUOUS_THRESHOLD = 0.52
+AMBIGUOUS_BAND = 0.12
+REPORT_VERSION = 2
+
+
+def _normalise(values: list[list[float]]) -> np.ndarray:
+    if not values:
+        return np.empty((0, 0), dtype=np.float32)
+    matrix = np.asarray(values, dtype=np.float32)
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    return matrix
+
+
+def _max_scores(query: np.ndarray, references: np.ndarray) -> np.ndarray:
+    if references.size == 0:
+        return np.zeros(query.shape[0], dtype=np.float32)
+    return (query @ references.T).max(axis=1)
+
+
+def _score_rows(
+    rows: list[dict], buckets: dict[str, list[dict]], foreground: list[dict]
+) -> list[dict]:
+    speech_rows = [
+        row for row in rows if row.get("candidate_type") == "background_speech"
+    ]
+    if not speech_rows:
+        return []
+    query = _normalise([row["embedding"] for row in speech_rows])
+    speech_scores = _max_scores(
+        query, _normalise([row["embedding"] for row in buckets["background_speech"]])
+    )
+    foreground_scores = _max_scores(
+        query, _normalise([row["embedding"] for row in foreground])
+    )
+    results = []
+    for index, row in enumerate(speech_rows):
+        background_speech_score = float(speech_scores[index])
+        bucket_type, background_score, proposed_label = (
+            "background_speech",
+            background_speech_score,
+            BACKGROUND_SPEECH_LABEL,
+        )
+        stored_foreground = float(row.get("stored_confidence") or 0.0)
+        foreground_score = max(float(foreground_scores[index]), stored_foreground)
+        margin = background_score - foreground_score
+        if background_score >= HIGH_THRESHOLD and margin >= MARGIN:
+            tier = "high"
+        elif background_score >= AMBIGUOUS_THRESHOLD and abs(margin) <= AMBIGUOUS_BAND:
+            tier = "ambiguous"
+        else:
+            continue
+        results.append(
+            {
+                "clip_key": row["clip_key"],
+                "conversation_id": row["conversation_id"],
+                "conversation_title": row.get("conversation_title"),
+                "segment_index": row.get("segment_index"),
+                "start": row["start"],
+                "end": row["end"],
+                "text": row.get("text") or "",
+                "current_label": row.get("current_label"),
+                "proposed_label": proposed_label,
+                "bucket_type": bucket_type,
+                "background_score": round(background_score, 4),
+                "foreground_score": round(foreground_score, 4),
+                "margin": round(margin, 4),
+                "tier": tier,
+            }
+        )
+    return results
+
+
+async def build_background_cleanup_report(requested_by: str) -> dict:
+    database = Conversation.get_pymongo_collection().database
+    corpus = database["background_corpus_embeddings"]
+    latest = await corpus.find_one(
+        {"requested_by": requested_by}, sort=[("indexed_at", -1)]
+    )
+    if not latest:
+        return {"ready": False, "reason": "Corpus has not been sampled"}
+    model = latest["embedding_model"]
+    rows = [
+        row
+        async for row in corpus.find(
+            {"requested_by": requested_by, "embedding_model": model}, {"_id": 0}
+        )
+    ]
+    bucket_docs = [
+        row
+        async for row in database["background_clips"].find(
+            {"user_id": requested_by, "embedding_model": model}, {"_id": 0}
+        )
+    ]
+    buckets = {
+        kind: [row for row in bucket_docs if row.get("bucket_type") == kind]
+        for kind in ("noise", "background_speech")
+    }
+    foreground = [
+        row
+        async for row in database["background_foreground_clips"].find(
+            {"requested_by": requested_by, "embedding_model": model}, {"_id": 0}
+        )
+    ]
+    if not buckets["noise"] and not buckets["background_speech"]:
+        return {"ready": False, "reason": "No confirmed background samples yet"}
+    scored = _score_rows(rows, buckets, foreground)
+    high = [item for item in scored if item["tier"] == "high"]
+    ambiguous = [item for item in scored if item["tier"] == "ambiguous"]
+    high.sort(key=lambda item: item["margin"], reverse=True)
+    ambiguous.sort(key=lambda item: abs(item["margin"]))
+    material = "|".join(
+        [model]
+        + sorted(
+            f"{row.get('conversation_id')}:{row.get('segment_start')}:{row.get('bucket_type')}"
+            for row in bucket_docs
+        )
+        + sorted(row.get("clip_key", "") for row in foreground)
+        + sorted(item["clip_key"] for item in high)
+    )
+    report_id = hashlib.sha256(material.encode()).hexdigest()[:20]
+    report = {
+        "ready": True,
+        "report_version": REPORT_VERSION,
+        "report_id": report_id,
+        "embedding_model": model,
+        "generated_at": datetime.now(timezone.utc),
+        "reference_counts": {
+            "noise": len(buckets["noise"]),
+            "background_speech": len(buckets["background_speech"]),
+            "foreground": len(foreground),
+        },
+        "high_confidence": len(high),
+        "ambiguous": len(ambiguous),
+        "conversations_affected": len({item["conversation_id"] for item in high}),
+        "proposed_counts": {
+            "noise": sum(item["bucket_type"] == "noise" for item in high),
+            "background_speech": sum(
+                item["bucket_type"] == "background_speech" for item in high
+            ),
+        },
+        "high_samples": high[:10],
+        "ambiguous_samples": ambiguous[:10],
+        "recommendation": (
+            "No transcript cleanup is recommended because no Background Speech "
+            "references were confirmed. Noise references describe transcript gaps "
+            "and are never used to relabel speech."
+            if not buckets["background_speech"]
+            else "Spot-check the proposed changes before applying them."
+        ),
+    }
+    await database["background_cleanup_reports"].update_one(
+        {"requested_by": requested_by, "report_id": report_id},
+        {
+            "$set": {
+                **report,
+                "high_changes": [
+                    {
+                        key: item[key]
+                        for key in (
+                            "conversation_id",
+                            "segment_index",
+                            "start",
+                            "proposed_label",
+                            "background_score",
+                        )
+                    }
+                    for item in high
+                ],
+            }
+        },
+        upsert=True,
+    )
+    return report
+
+
+def _progress(current: int, total: int, message: str) -> None:
+    job = get_current_job()
+    if not job:
+        return
+    job.meta["batch_progress"] = {
+        "current": current,
+        "done": current,
+        "total": total,
+        "percent": round(current * 100 / total) if total else 100,
+        "message": message,
+    }
+    job.save_meta()
+
+
+@async_job(redis=False, beanie=True, timeout=3600)
+async def apply_background_cleanup_job(requested_by: str, report_id: str) -> dict:
+    database = Conversation.get_pymongo_collection().database
+    report = await database["background_cleanup_reports"].find_one(
+        {"requested_by": requested_by, "report_id": report_id}
+    )
+    if not report:
+        raise ValueError("Background cleanup report not found")
+    if report.get("report_version") != REPORT_VERSION:
+        raise ValueError("Background cleanup report is stale; generate a new report")
+    grouped: dict[str, list[dict]] = {}
+    for change in report.get("high_changes") or []:
+        grouped.setdefault(change["conversation_id"], []).append(change)
+    updated = skipped = segments_changed = 0
+    for current, (conversation_id, changes) in enumerate(grouped.items(), start=1):
+        doc = await Conversation.get_pymongo_collection().find_one(
+            {"conversation_id": conversation_id, "user_id": requested_by}
+        )
+        if not doc:
+            skipped += 1
+            continue
+        versions = doc.get("transcript_versions") or []
+        active_id = doc.get("active_transcript_version")
+        active = next(
+            (version for version in versions if version.get("version_id") == active_id),
+            None,
+        )
+        if (
+            not active
+            or active.get("metadata", {}).get("background_cleanup_report") == report_id
+        ):
+            skipped += 1
+            continue
+        new_version = copy.deepcopy(active)
+        new_version_id = str(uuid.uuid4())
+        new_version["version_id"] = new_version_id
+        new_version["created_at"] = datetime.now(timezone.utc)
+        new_version.setdefault("metadata", {}).update(
+            {
+                "background_cleanup_report": report_id,
+                "background_cleanup_source_version": active_id,
+            }
+        )
+        changed_here = 0
+        for change in changes:
+            index = int(change["segment_index"])
+            segments = new_version.get("segments") or []
+            if index < 0 or index >= len(segments):
+                continue
+            segment = segments[index]
+            if abs(float(segment.get("start", -1)) - float(change["start"])) > 0.05:
+                continue
+            label = change["proposed_label"]
+            segment["speaker"] = label
+            segment["identified_as"] = label
+            segment["confidence"] = change["background_score"]
+            segment["segment_type"] = "event" if label == NOISE_LABEL else "speech"
+            changed_here += 1
+        if not changed_here:
+            skipped += 1
+            continue
+        await Conversation.get_pymongo_collection().update_one(
+            {"_id": doc["_id"], "active_transcript_version": active_id},
+            {
+                "$push": {"transcript_versions": new_version},
+                "$set": {"active_transcript_version": new_version_id},
+            },
+        )
+        updated += 1
+        segments_changed += changed_here
+        _progress(current, len(grouped), f"Applying cleanup {current}/{len(grouped)}")
+    return {
+        "report_id": report_id,
+        "conversations_updated": updated,
+        "conversations_skipped": skipped,
+        "segments_changed": segments_changed,
+        "memory_reprocessed": False,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/background_index_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/background_index_jobs.py
new file mode 100644
index 00000000..ac496b11
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/background_index_jobs.py
@@ -0,0 +1,316 @@
+"""Full-corpus embedding index for iterative background cluster review."""
+
+import asyncio
+import logging
+import time
+from datetime import datetime, timezone
+
+from pymongo import UpdateOne
+from rq import get_current_job
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+
+MIN_SPEECH_SECONDS = 1.0
+MAX_SPEECH_SECONDS = 15.0
+MIN_GAP_SECONDS = 2.0
+MAX_GAP_SECONDS = 8.0
+EMBED_CONCURRENCY = 4
+SERVICE_READY_ATTEMPTS = 6
+SERVICE_READY_DELAY_SECONDS = 2
+PROGRESS_INTERVAL = 100
+BULK_WRITE_SIZE = 500
+
+logger = logging.getLogger(__name__)
+
+
+def _active_segments(doc: dict) -> list[dict]:
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    active = next(
+        (version for version in versions if version.get("version_id") == active_id),
+        versions[-1] if versions else {},
+    )
+    return active.get("segments") or []
+
+
+def _gap_windows(segments: list[dict], duration: float) -> list[tuple[float, float]]:
+    occupied = sorted(
+        (
+            max(0.0, float(segment.get("start", 0))),
+            min(duration, float(segment.get("end", 0))),
+        )
+        for segment in segments
+        if float(segment.get("end", 0)) > float(segment.get("start", 0))
+    )
+    merged: list[tuple[float, float]] = []
+    for start, end in occupied:
+        if merged and start <= merged[-1][1] + 0.1:
+            merged[-1] = (merged[-1][0], max(merged[-1][1], end))
+        else:
+            merged.append((start, end))
+    windows: list[tuple[float, float]] = []
+    cursor = 0.0
+    for start, end in [*merged, (duration, duration)]:
+        while start - cursor >= MIN_GAP_SECONDS:
+            window_end = min(start, cursor + MAX_GAP_SECONDS)
+            windows.append((round(cursor, 3), round(window_end, 3)))
+            cursor = window_end
+        cursor = max(cursor, end)
+    return windows
+
+
+async def _corpus_candidates(requested_by: str) -> list[dict]:
+    query = {
+        "user_id": requested_by,
+        "deleted": {"$ne": True},
+        "audio_archived": {"$ne": True},
+        "audio_chunks_count": {"$gt": 0},
+    }
+    projection = {
+        "conversation_id": 1,
+        "title": 1,
+        "created_at": 1,
+        "audio_total_duration": 1,
+        "active_transcript_version": 1,
+        "transcript_versions": 1,
+    }
+    candidates: list[dict] = []
+    async for doc in Conversation.get_pymongo_collection().find(query, projection):
+        conversation_id = doc["conversation_id"]
+        duration = float(doc.get("audio_total_duration") or 0.0)
+        segments = _active_segments(doc)
+        for segment_index, segment in enumerate(segments):
+            if segment.get("segment_type", "speech") != "speech":
+                continue
+            start = float(segment.get("start", 0))
+            end = min(
+                float(segment.get("end", 0)), start + MAX_SPEECH_SECONDS, duration
+            )
+            if end - start < MIN_SPEECH_SECONDS:
+                continue
+            candidates.append(
+                {
+                    "clip_key": f"{conversation_id}:{start:.3f}:{end:.3f}:speech",
+                    "conversation_id": conversation_id,
+                    "conversation_title": doc.get("title") or conversation_id[:8],
+                    "conversation_date": doc.get("created_at"),
+                    "segment_index": segment_index,
+                    "start": start,
+                    "end": end,
+                    "duration": end - start,
+                    "text": (segment.get("text") or "")[:300],
+                    "candidate_type": "background_speech",
+                    "current_label": segment.get("identified_as")
+                    or segment.get("speaker"),
+                    "stored_confidence": segment.get("confidence"),
+                }
+            )
+        for start, end in _gap_windows(segments, duration):
+            candidates.append(
+                {
+                    "clip_key": f"{conversation_id}:{start:.3f}:{end:.3f}:noise",
+                    "conversation_id": conversation_id,
+                    "conversation_title": doc.get("title") or conversation_id[:8],
+                    "conversation_date": doc.get("created_at"),
+                    "segment_index": -1,
+                    "start": start,
+                    "end": end,
+                    "duration": end - start,
+                    "text": "",
+                    "candidate_type": "noise",
+                    "current_label": None,
+                    "stored_confidence": None,
+                }
+            )
+    return candidates
+
+
+def _progress(current: int, total: int, message: str) -> None:
+    job = get_current_job()
+    if not job:
+        return
+    job.meta["batch_progress"] = {
+        "current": current,
+        "done": current,
+        "total": total,
+        "percent": round(current * 100 / total) if total else 100,
+        "message": message,
+    }
+    job.save_meta()
+
+
+async def _wait_for_embedding_model(client: SpeakerRecognitionClient) -> str:
+    """Tolerate the speaker service restarting while a corpus job is queued."""
+    last_info: dict = {}
+    for attempt in range(SERVICE_READY_ATTEMPTS):
+        last_info = await client.get_embedding_info()
+        model = last_info.get("embedding_model")
+        if model:
+            return model
+        if attempt < SERVICE_READY_ATTEMPTS - 1:
+            _progress(0, 0, "Waiting for speaker recognition…")
+            await asyncio.sleep(SERVICE_READY_DELAY_SECONDS)
+    raise RuntimeError(f"Could not resolve speaker embedding model: {last_info}")
+
+
+@async_job(redis=False, beanie=True, timeout=14400)
+async def index_background_corpus_job(requested_by: str, source_revision: str) -> dict:
+    started_at = time.perf_counter()
+    timings: dict[str, float] = {}
+    database = Conversation.get_pymongo_collection().database
+    cache = database["background_corpus_embeddings"]
+    await cache.create_index(
+        [("requested_by", 1), ("clip_key", 1), ("embedding_model", 1)], unique=True
+    )
+    client = SpeakerRecognitionClient()
+    model = await _wait_for_embedding_model(client)
+
+    phase_started = time.perf_counter()
+    candidates = await _corpus_candidates(requested_by)
+    timings["enumerate_corpus_s"] = time.perf_counter() - phase_started
+    job = get_current_job()
+    run_id = job.id if job else datetime.now(timezone.utc).isoformat()
+    candidate_keys = [candidate["clip_key"] for candidate in candidates]
+    phase_started = time.perf_counter()
+    cached_ids = {
+        row["clip_key"]: row["_id"]
+        async for row in cache.find(
+            {
+                "requested_by": requested_by,
+                "clip_key": {"$in": candidate_keys},
+                "embedding_model": model,
+                "embedding": {"$exists": True, "$ne": None},
+            },
+            {"clip_key": 1},
+        )
+    }
+    timings["load_cache_s"] = time.perf_counter() - phase_started
+    cached_candidates = [
+        candidate for candidate in candidates if candidate["clip_key"] in cached_ids
+    ]
+    missing_candidates = [
+        candidate for candidate in candidates if candidate["clip_key"] not in cached_ids
+    ]
+    semaphore = asyncio.Semaphore(EMBED_CONCURRENCY)
+    progress_lock = asyncio.Lock()
+    completed = len(cached_candidates)
+    cached_count = len(cached_candidates)
+    embedded_count = 0
+    failures = 0
+
+    phase_started = time.perf_counter()
+    for offset in range(0, len(cached_candidates), BULK_WRITE_SIZE):
+        batch = cached_candidates[offset : offset + BULK_WRITE_SIZE]
+        if batch:
+            await cache.bulk_write(
+                [
+                    UpdateOne(
+                        {"_id": cached_ids[candidate["clip_key"]]},
+                        {"$set": {"run_id": run_id, **candidate}},
+                    )
+                    for candidate in batch
+                ],
+                ordered=False,
+            )
+    timings["refresh_cached_metadata_s"] = time.perf_counter() - phase_started
+    _progress(
+        completed,
+        len(candidates),
+        f"Loaded {completed}/{len(candidates)} cached background vectors",
+    )
+
+    async def index(candidate: dict) -> None:
+        nonlocal completed, embedded_count, failures
+        async with semaphore:
+            try:
+                wav = await reconstruct_audio_segment(
+                    candidate["conversation_id"],
+                    candidate["start"],
+                    candidate["end"],
+                )
+                result = await client.extract_speaker_embedding(wav)
+                if result.get("error") or not result.get("embedding"):
+                    raise RuntimeError(str(result))
+                await cache.update_one(
+                    {
+                        "requested_by": requested_by,
+                        "clip_key": candidate["clip_key"],
+                        "embedding_model": model,
+                    },
+                    {
+                        "$set": {
+                            **candidate,
+                            **result,
+                            "requested_by": requested_by,
+                            "run_id": run_id,
+                            "indexed_at": datetime.now(timezone.utc),
+                        }
+                    },
+                    upsert=True,
+                )
+                embedded_count += 1
+            except Exception:
+                failures += 1
+        async with progress_lock:
+            completed += 1
+            if completed == len(candidates) or completed % PROGRESS_INTERVAL == 0:
+                _progress(
+                    completed,
+                    len(candidates),
+                    f"Embedding new background audio {completed}/{len(candidates)}",
+                )
+
+    phase_started = time.perf_counter()
+    await asyncio.gather(*(index(candidate) for candidate in missing_candidates))
+    timings["embed_missing_s"] = time.perf_counter() - phase_started
+    phase_started = time.perf_counter()
+    await cache.delete_many(
+        {
+            "requested_by": requested_by,
+            "embedding_model": model,
+            "run_id": {"$ne": run_id},
+        }
+    )
+    counts = {
+        kind: await cache.count_documents(
+            {
+                "requested_by": requested_by,
+                "embedding_model": model,
+                "candidate_type": kind,
+            }
+        )
+        for kind in ("noise", "background_speech")
+    }
+    await database["background_cluster_cache"].delete_many(
+        {"requested_by": requested_by}
+    )
+    await database["background_index_runs"].update_one(
+        {"requested_by": requested_by},
+        {
+            "$set": {
+                "source_revision": source_revision,
+                "indexed_at": datetime.now(timezone.utc),
+            }
+        },
+    )
+    timings["finalize_s"] = time.perf_counter() - phase_started
+    timings["total_s"] = time.perf_counter() - started_at
+    timings = {name: round(seconds, 3) for name, seconds in timings.items()}
+    logger.info(
+        "Background corpus index timings (%d vectors, %d cached): %s",
+        len(candidates),
+        cached_count,
+        timings,
+    )
+    return {
+        "embedding_model": model,
+        "candidates": counts,
+        "total": sum(counts.values()),
+        "cached": cached_count,
+        "embedded": embedded_count,
+        "failures": failures,
+        "timings": timings,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/background_suppression.py b/backends/advanced/src/advanced_omi_backend/workers/background_suppression.py
new file mode 100644
index 00000000..f650d99d
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/background_suppression.py
@@ -0,0 +1,239 @@
+"""Background-speech suppression: shared zone logic and the disclosure ledger.
+
+Design: Docs/background-suppression-design.md. The speaker job already relabels
+segments that clearly match a background exemplar; this module centralises the
+thresholds, adds the *unsure* band (queued for review, never relabelled), and
+records every decision in the ``background_suppressions`` ledger so the UI can
+say "N segments were marked background — review if you want".
+
+Kept separate from the cleanup machinery on purpose (experimental), but the
+zone function and ledger are the pieces a future unified system reuses.
+"""
+
+import hashlib
+import logging
+from datetime import datetime, timezone
+from typing import Literal, Optional
+
+import numpy as np
+
+from advanced_omi_backend.models.conversation import Conversation
+
+logger = logging.getLogger(__name__)
+
+# Tuned 2026-07-18 on the cluster-held-out benchmark (405 samples): precision
+# stays 1.0 down to similarity 0.40 as long as the margin over the best
+# foreground match is >= 0.20 — the margin carries the signal, the absolute
+# floor is a backstop for sparse buckets. 0.45 sits mid-plateau rather than at
+# the best-on-eval point.
+CONFIDENT_SIMILARITY = 0.45
+CONFIDENT_MARGIN = 0.20
+# Unsure band = the region that would add recall but at precision < 1.0
+# (0.40/+0.10 scored P 0.97 / R 0.82): worth a human look, not safe to act on.
+UNSURE_SIMILARITY = 0.40
+UNSURE_MARGIN = 0.10
+
+CLUSTER_SIMILARITY = 0.72
+
+Zone = Literal["confident_background", "unsure", "foreground"]
+
+# Ledger statuses:
+#   applied  — segment was relabelled by the live pipeline (confident zone)
+#   shadow   — confident zone found by backfill; transcript NOT touched
+#   queued   — unsure band, awaiting user review
+#   restored — user said "this is important speech"; never re-marked
+#   confirmed— user endorsed the removal; feeds exemplars
+STICKY_STATUSES = {"restored", "confirmed"}
+
+
+def zone_for(background_similarity: float, foreground_similarity: float) -> Zone:
+    """Classify one segment's scores into the three-zone policy."""
+    if (
+        background_similarity >= CONFIDENT_SIMILARITY
+        and background_similarity >= foreground_similarity + CONFIDENT_MARGIN
+    ):
+        return "confident_background"
+    if (
+        background_similarity >= UNSURE_SIMILARITY
+        and background_similarity >= foreground_similarity + UNSURE_MARGIN
+    ):
+        return "unsure"
+    return "foreground"
+
+
+def _ledger_collection():
+    return Conversation.get_pymongo_collection().database["background_suppressions"]
+
+
+def _overrides_collection():
+    return Conversation.get_pymongo_collection().database["media_role_overrides"]
+
+
+def segment_key(start: float) -> float:
+    return round(float(start), 3)
+
+
+def assign_cluster_signatures(records: list[dict]) -> None:
+    """Greedy-cluster record embeddings and stamp a stable cluster_signature.
+
+    The signature hashes the member segments' content, so re-scoring the same
+    conversation reproduces the same signature for the same material.
+    """
+    scored = [r for r in records if r.get("embedding") is not None]
+    if not scored:
+        return
+    matrix = np.asarray([r["embedding"] for r in scored], dtype=np.float32)
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    clusters: list[list[int]] = []
+    centroids: list[np.ndarray] = []
+    for index, vector in enumerate(matrix):
+        scores = [float(vector @ centroid) for centroid in centroids]
+        nearest = int(np.argmax(scores)) if scores else -1
+        if nearest >= 0 and scores[nearest] >= CLUSTER_SIMILARITY:
+            clusters[nearest].append(index)
+            centroid = matrix[clusters[nearest]].mean(axis=0)
+            centroids[nearest] = centroid / (np.linalg.norm(centroid) + 1e-9)
+        else:
+            clusters.append([index])
+            centroids.append(vector.copy())
+    for members in clusters:
+        content = sorted(
+            f"{segment_key(scored[i]['segment_start'])}:"
+            f"{segment_key(scored[i]['segment_end'])}:"
+            f"{' '.join(str(scored[i].get('text') or '').lower().split())}"
+            for i in members
+        )
+        signature = hashlib.sha256("|".join(content).encode()).hexdigest()[:16]
+        for i in members:
+            scored[i]["cluster_signature"] = signature
+
+
+async def get_subject_override(user_id: str, conversation_id: str) -> Optional[dict]:
+    """A conversation-scoped 'media is the subject here' decision, if any.
+
+    ``cluster_signature: None`` means the whole conversation is exempt from
+    background marking (the rescue path writes these).
+    """
+    return await _overrides_collection().find_one(
+        {
+            "user_id": user_id,
+            "conversation_id": conversation_id,
+            "role": "subject",
+            "cluster_signature": None,
+        }
+    )
+
+
+async def load_sticky_segments(user_id: str, conversation_id: str) -> dict[float, dict]:
+    """Segment starts the user has already ruled on — never re-scored.
+
+    Maps start key -> {status, bucket_type}. "restored" segments must never be
+    re-marked background; "confirmed" segments must always BE background (the
+    user endorsed the removal), regardless of what a fresh score would say.
+    """
+    return {
+        doc["segment_start"]: {
+            "status": doc["status"],
+            "bucket_type": doc.get("bucket_type"),
+        }
+        async for doc in _ledger_collection().find(
+            {
+                "user_id": user_id,
+                "conversation_id": conversation_id,
+                "status": {"$in": sorted(STICKY_STATUSES)},
+            },
+            {"segment_start": 1, "status": 1, "bucket_type": 1},
+        )
+    }
+
+
+async def record_conversation_suppressions(
+    conversation_id: str,
+    user_id: str,
+    records: list[dict],
+    source: str,
+    prune: bool = True,
+) -> int:
+    """Upsert ledger entries for one conversation's scored segments.
+
+    ``records``: {segment_start, segment_end, text, background_similarity,
+    foreground_similarity, bucket_type, zone, embedding?, previous_identified_as?,
+    previous_confidence?}. Foreground-zone records are not stored. Entries whose
+    status the user already settled (restored/confirmed) are left untouched.
+
+    ``prune`` (pass False after a partial scan): a call represents a complete
+    re-score of the conversation, so shadow/queued entries for segments no
+    longer in any zone are stale — e.g. after a threshold retune — and are
+    removed. "applied" entries survive pruning: they mirror a relabel that is
+    actually in the transcript, and deleting them would orphan the restore path.
+    """
+    assign_cluster_signatures(records)
+    now = datetime.now(timezone.utc)
+    written = 0
+    kept_keys: list[float] = []
+    for record in records:
+        zone = record["zone"]
+        if zone == "foreground":
+            continue
+        kept_keys.append(segment_key(record["segment_start"]))
+        if zone == "confident_background":
+            status = "applied" if source == "speaker_job" else "shadow"
+        else:
+            status = "queued"
+        key = {
+            "user_id": user_id,
+            "conversation_id": conversation_id,
+            "segment_start": segment_key(record["segment_start"]),
+        }
+        existing = await _ledger_collection().find_one(key, {"status": 1})
+        if existing and existing.get("status") in STICKY_STATUSES:
+            continue
+        await _ledger_collection().update_one(
+            key,
+            {
+                "$set": {
+                    "segment_end": segment_key(record["segment_end"]),
+                    "text": record.get("text"),
+                    "cluster_signature": record.get("cluster_signature"),
+                    "background_similarity": round(
+                        float(record["background_similarity"]), 4
+                    ),
+                    "foreground_similarity": round(
+                        float(record["foreground_similarity"]), 4
+                    ),
+                    "bucket_type": record.get("bucket_type"),
+                    "zone": zone,
+                    "status": status,
+                    "source": source,
+                    "previous_identified_as": record.get("previous_identified_as"),
+                    "previous_confidence": record.get("previous_confidence"),
+                    "updated_at": now,
+                },
+                "$setOnInsert": {"created_at": now},
+            },
+            upsert=True,
+        )
+        written += 1
+    if prune:
+        result = await _ledger_collection().delete_many(
+            {
+                "user_id": user_id,
+                "conversation_id": conversation_id,
+                "segment_start": {"$nin": kept_keys},
+                "status": {"$in": ["shadow", "queued"]},
+            }
+        )
+        if result.deleted_count:
+            logger.info(
+                "Background suppression ledger: pruned %d stale entries for %s",
+                result.deleted_count,
+                conversation_id[:8],
+            )
+    if written:
+        logger.info(
+            "Background suppression ledger: %d entries for conversation %s (%s)",
+            written,
+            conversation_id[:8],
+            source,
+        )
+    return written
diff --git a/backends/advanced/src/advanced_omi_backend/workers/background_suppression_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/background_suppression_jobs.py
new file mode 100644
index 00000000..f77dac87
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/background_suppression_jobs.py
@@ -0,0 +1,152 @@
+"""Backfill the background-suppression ledger for existing conversations.
+
+Reuses embeddings cached in ``background_corpus_embeddings`` (built by the
+corpus index job), so no speaker-service traffic. Backfilled confident-zone
+entries get status ``shadow`` — transcripts are never touched retroactively;
+the conversation page just shows what the current bucket *would* mark.
+
+Deliberate media uploads are skipped: their media is the subject (see the
+media-dominant guard in Docs/background-suppression-design.md — until that
+ships, upload conversations are simply exempt).
+"""
+
+import logging
+
+import numpy as np
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.workers import background_suppression
+
+logger = logging.getLogger(__name__)
+
+UPLOAD_CLIENT_MARKER = "speaker-mining"
+
+
+def _database():
+    return Conversation.get_pymongo_collection().database
+
+
+def _normalise(rows: list[list[float]]) -> np.ndarray:
+    matrix = np.asarray(rows, dtype=np.float32)
+    matrix /= np.linalg.norm(matrix, axis=1, keepdims=True) + 1e-9
+    return matrix
+
+
+async def _exemplar_matrices(user_id: str) -> tuple[dict[str, np.ndarray], np.ndarray]:
+    database = _database()
+    by_type: dict[str, list[list[float]]] = {}
+    async for doc in database["background_clips"].find(
+        {"user_id": user_id, "embedding": {"$ne": None}},
+        {"embedding": 1, "bucket_type": 1},
+    ):
+        bucket_type = doc.get("bucket_type")
+        if bucket_type:
+            by_type.setdefault(bucket_type, []).append(doc["embedding"])
+    foreground = [
+        doc["embedding"]
+        async for doc in database["background_foreground_clips"].find(
+            {"requested_by": user_id, "embedding": {"$ne": None}}, {"embedding": 1}
+        )
+    ]
+    return (
+        {kind: _normalise(rows) for kind, rows in by_type.items()},
+        _normalise(foreground) if foreground else np.zeros((0, 1), dtype=np.float32),
+    )
+
+
+async def _is_upload_conversation(conversation_id: str) -> bool:
+    doc = await _database()["conversations"].find_one(
+        {"conversation_id": conversation_id}, {"client_id": 1, "title": 1}
+    )
+    if not doc:
+        return False
+    return UPLOAD_CLIENT_MARKER in (doc.get("client_id") or "") or "upload" in (
+        doc.get("title") or ""
+    )
+
+
+async def backfill_conversation_suppressions(
+    user_id: str, conversation_id: str
+) -> dict:
+    """Score one conversation's indexed clips against the current buckets."""
+    if await _is_upload_conversation(conversation_id):
+        return {"conversation_id": conversation_id, "skipped": "upload"}
+    if await background_suppression.get_subject_override(user_id, conversation_id):
+        return {"conversation_id": conversation_id, "skipped": "subject_override"}
+
+    rows = [
+        row
+        async for row in _database()["background_corpus_embeddings"].find(
+            {
+                "requested_by": user_id,
+                "conversation_id": conversation_id,
+                "candidate_type": "background_speech",
+                "embedding": {"$ne": None},
+            },
+            {"_id": 0},
+        )
+    ]
+    if not rows:
+        return {"conversation_id": conversation_id, "skipped": "no_indexed_clips"}
+
+    buckets, foreground = await _exemplar_matrices(user_id)
+    if not buckets:
+        return {"conversation_id": conversation_id, "skipped": "no_exemplars"}
+
+    query = _normalise([row["embedding"] for row in rows])
+    similarity_by_type = {
+        kind: (query @ matrix.T).max(axis=1) for kind, matrix in buckets.items()
+    }
+    foreground_similarity = (
+        (query @ foreground.T).max(axis=1)
+        if foreground.size
+        else np.zeros(len(rows), dtype=np.float32)
+    )
+
+    records = []
+    for index, row in enumerate(rows):
+        scores = {
+            kind: float(values[index]) for kind, values in similarity_by_type.items()
+        }
+        best_type, best_score = max(scores.items(), key=lambda pair: pair[1])
+        fg_score = max(
+            float(foreground_similarity[index]),
+            float(row.get("stored_confidence") or 0.0),
+        )
+        zone = background_suppression.zone_for(best_score, fg_score)
+        if zone == "foreground":
+            continue
+        records.append(
+            {
+                "segment_start": row["start"],
+                "segment_end": row["end"],
+                "text": row.get("text"),
+                "background_similarity": best_score,
+                "foreground_similarity": fg_score,
+                "bucket_type": best_type,
+                "zone": zone,
+                "embedding": row["embedding"],
+            }
+        )
+    written = await background_suppression.record_conversation_suppressions(
+        conversation_id, user_id, records, source="backfill"
+    )
+    return {"conversation_id": conversation_id, "written": written}
+
+
+async def backfill_all_suppressions(user_id: str, limit: int = 500) -> dict:
+    """Backfill every conversation present in the corpus index."""
+    conversation_ids = await (
+        _database()["background_corpus_embeddings"]
+        .distinct("conversation_id", {"requested_by": user_id})
+    )
+    results = {"conversations": 0, "written": 0, "skipped": 0}
+    for conversation_id in conversation_ids[:limit]:
+        outcome = await backfill_conversation_suppressions(user_id, conversation_id)
+        results["conversations"] += 1
+        if "written" in outcome:
+            results["written"] += outcome["written"]
+        else:
+            results["skipped"] += 1
+    logger.info("Background suppression backfill: %s", results)
+    return results
diff --git a/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
index 99ea5869..2bcf5f58 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/cleanup_jobs.py
@@ -4,8 +4,9 @@
 Provides manual cleanup of soft-deleted conversations and chunks.
 Auto-cleanup is controlled via admin API settings (stored in /app/data/cleanup_config.json).
 """
+
 import logging
-from datetime import datetime, timedelta
+from datetime import datetime, timedelta, timezone
 from typing import Optional
 
 from advanced_omi_backend.config import CleanupSettings, get_cleanup_settings
@@ -19,8 +20,7 @@
 
 @async_job(redis=False, beanie=True, timeout=1800)  # 30 minute timeout
 async def purge_old_deleted_conversations(
-    retention_days: Optional[int] = None,
-    dry_run: bool = False
+    retention_days: Optional[int] = None, dry_run: bool = False
 ) -> dict:
     """
     Permanently delete conversations that have been soft-deleted for longer than retention period.
@@ -35,16 +35,17 @@ async def purge_old_deleted_conversations(
     # Get retention period from config if not specified
     if retention_days is None:
         settings_dict = get_cleanup_settings()
-        retention_days = settings_dict['retention_days']
+        retention_days = settings_dict["retention_days"]
 
-    cutoff_date = datetime.utcnow() - timedelta(days=retention_days)
+    cutoff_date = datetime.now(timezone.utc) - timedelta(days=retention_days)
 
-    logger.info(f"{'[DRY RUN] ' if dry_run else ''}Purging conversations deleted before {cutoff_date.isoformat()}")
+    logger.info(
+        f"{'[DRY RUN] ' if dry_run else ''}Purging conversations deleted before {cutoff_date.isoformat()}"
+    )
 
     # Find soft-deleted conversations older than cutoff
     old_deleted = await Conversation.find(
-        Conversation.deleted == True,
-        Conversation.deleted_at < cutoff_date
+        Conversation.deleted == True, Conversation.deleted_at < cutoff_date
     ).to_list()
 
     purged_conversations = 0
@@ -129,15 +130,17 @@ def schedule_cleanup_job(retention_days: Optional[int] = None) -> Optional[str]:
     """
     # Check if auto-cleanup is enabled
     settings_dict = get_cleanup_settings()
-    if not settings_dict['auto_cleanup_enabled']:
+    if not settings_dict["auto_cleanup_enabled"]:
         logger.info("Auto-cleanup is disabled (auto_cleanup_enabled=false)")
         return None
 
     try:
+        # Lazy import: circular dependency with queue_controller (the workers
+        # package __init__ imports queue_controller, which lazily imports workers).
         from advanced_omi_backend.controllers.queue_controller import get_queue
 
         if retention_days is None:
-            retention_days = settings_dict['retention_days']
+            retention_days = settings_dict["retention_days"]
 
         queue = get_queue("default")
         job = queue.enqueue(
@@ -146,10 +149,11 @@ def schedule_cleanup_job(retention_days: Optional[int] = None) -> Optional[str]:
             dry_run=False,
             job_timeout="30m",
         )
-        logger.info(f"Scheduled cleanup job {job.id} with {retention_days}-day retention")
+        logger.info(
+            f"Scheduled cleanup job {job.id} with {retention_days}-day retention"
+        )
         return job.id
 
     except Exception as e:
         logger.error(f"Failed to schedule cleanup job: {e}")
         return None
-
diff --git a/backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py
index 021bc9da..1a34734d 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/conversation_jobs.py
@@ -9,35 +9,310 @@
 import logging
 import os
 import time
-from datetime import datetime
+from dataclasses import dataclass
+from datetime import datetime, timezone
 from typing import Any, Dict, Optional
 
+from omegaconf import OmegaConf
+from rq import get_current_job
 from rq.exceptions import NoSuchJobError
 from rq.job import Job
 
+from advanced_omi_backend.config import get_live_segmentation
+from advanced_omi_backend.config_loader import get_backend_config
 from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    enqueue_speech_detection,
     redis_conn,
     start_post_conversation_jobs,
+    transcription_queue,
 )
-from advanced_omi_backend.controllers.session_controller import mark_session_complete
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation, create_conversation
 from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.models.user import User
+from advanced_omi_backend.observability.otel_setup import (
+    set_otel_session,
+    set_span_attrs,
+    set_trace_io,
+    traced_job,
+)
 from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.services.audio_stream import TranscriptionResultsAggregator
+from advanced_omi_backend.services.audio_stream.conversation_lifecycle import (
+    ensure_active_session_placeholder,
+    rotate_active_session_placeholder,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+)
+from advanced_omi_backend.services.memory import get_memory_service
 from advanced_omi_backend.services.plugin_service import (
-    ensure_plugin_router,
+    dispatch_plugin_event,
     get_plugin_router,
 )
+from advanced_omi_backend.services.sse_publisher import (
+    publish_sse_event,
+    publish_sse_event_throttled,
+)
+from advanced_omi_backend.utils.audio_chunk_utils import wait_for_audio_chunks
 from advanced_omi_backend.utils.conversation_utils import (
     analyze_speech,
     extract_speakers_from_segments,
+    generate_detailed_summary,
+    generate_title_and_summary,
     is_meaningful_speech,
     mark_conversation_deleted,
     track_speech_activity,
     update_job_progress_metadata,
 )
+from advanced_omi_backend.utils.job_utils import check_job_alive, update_job_meta
+from advanced_omi_backend.utils.vad_analysis import analyze_conversation_audio
 
 logger = logging.getLogger(__name__)
 
 
+def leading_silence_trim_index(
+    chunks: list[dict],
+    speech_start_time: float,
+    min_trim_seconds: float,
+) -> int | None:
+    """Chunk index where a conversation's real content begins, or None to skip trimming.
+
+    With always_persist on, the session placeholder records audio from session start,
+    so a long pause before the user speaks lands as leading silence. At finalize we
+    split that silence off into a soft-deleted remnant. This returns the chunk_index of
+    the first chunk that should belong to the trimmed (visible) conversation — the chunk
+    containing ``speech_start_time``.
+
+    Returns None when there is nothing worth trimming: when the leading silence is
+    shorter than ``min_trim_seconds`` (don't churn over a few seconds of pre-roll) or
+    when speech already starts in the first chunk.
+
+    Args:
+        chunks: chunk timeline, dicts with ``chunk_index``/``start_time``/``end_time``,
+            sorted by chunk_index.
+        speech_start_time: time (conversation timeline, seconds) of the first speech.
+        min_trim_seconds: only trim when ``speech_start_time`` is at least this large.
+    """
+    if speech_start_time < min_trim_seconds:
+        return None
+    for chunk in chunks:
+        if chunk["start_time"] <= speech_start_time < chunk["end_time"]:
+            boundary = int(chunk["chunk_index"])
+            return boundary if boundary > 0 else None
+    return None
+
+
+async def trim_leading_silence(
+    conversation_id: str,
+    speech_start_time: float,
+    *,
+    min_trim_seconds: float = 30.0,
+) -> bool:
+    """Split leading silence off a conversation into a soft-deleted remnant.
+
+    With always_persist on, the session placeholder records audio from session start,
+    so a long pause before speech becomes leading silence on the conversation. This
+    moves the pre-speech chunks onto a NEW soft-deleted remnant (the audio is kept in
+    Mongo, just hidden) and re-bases the remaining chunks in place so the visible
+    conversation begins at the first speech. The conversation_id is unchanged, so the
+    post-conversation chain keyed to it is unaffected.
+
+    Returns True if a trim happened, False if there was nothing worth trimming.
+
+    Mirrors the crash-safe ordering of data_audit's split (create remnant first, move
+    chunks, mutate the conversation last) and reuses the same chunk-reassignment shape.
+    """
+    chunks = [
+        {
+            "chunk_index": c.chunk_index,
+            "start_time": c.start_time,
+            "end_time": c.end_time,
+            "duration": c.duration,
+        }
+        for c in await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.deleted == False,  # noqa: E712 — Beanie needs ==
+        )
+        .sort("+chunk_index")
+        .to_list()
+    ]
+    if not chunks:
+        return False
+
+    boundary = leading_silence_trim_index(chunks, speech_start_time, min_trim_seconds)
+    if boundary is None:
+        return False
+
+    chunk_by_index = {int(c["chunk_index"]): c for c in chunks}
+    t0 = float(chunk_by_index[boundary]["start_time"])
+    now = datetime.now(timezone.utc)
+
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if conversation is None or conversation.deleted:
+        return False
+
+    # 1) Soft-deleted remnant that will hold the leading-silence chunks.
+    remnant = create_conversation(
+        user_id=conversation.user_id,
+        client_id=conversation.client_id,
+        title="Leading silence",
+    )
+    remnant.deleted = True
+    remnant.deletion_reason = "leading_silence"
+    remnant.deleted_at = now
+    remnant.derived_from = Conversation.DerivedFrom(
+        operation="leading_silence_trim",
+        source_conversation_ids=[conversation_id],
+        time_range=[0.0, t0],
+        performed_at=now,
+        performed_by="system",
+    )
+    remnant.audio_chunks_count = boundary
+    remnant.audio_total_duration = round(
+        float(chunk_by_index[boundary - 1]["end_time"]), 2
+    )
+    await remnant.insert()
+
+    collection = AudioChunkDocument.get_pymongo_collection()
+    # 2) Move the leading-silence chunks (0..boundary-1) onto the remnant, re-indexed
+    #    from 0 (their times already start at 0, so no time shift needed).
+    await collection.update_many(
+        {"conversation_id": conversation_id, "chunk_index": {"$lt": boundary}},
+        {"$set": {"conversation_id": remnant.conversation_id}},
+    )
+    # 3) Re-base the surviving chunks in place: chunk_index -= boundary, times -= t0.
+    await collection.update_many(
+        {"conversation_id": conversation_id, "chunk_index": {"$gte": boundary}},
+        [
+            {
+                "$set": {
+                    "chunk_index": {"$subtract": ["$chunk_index", boundary]},
+                    "start_time": {"$subtract": ["$start_time", t0]},
+                    "end_time": {"$subtract": ["$end_time", t0]},
+                }
+            }
+        ],
+    )
+
+    # 4) Mutate the conversation last (visible content now starts at the first speech).
+    surviving = len(chunks) - boundary
+    conversation.audio_chunks_count = surviving
+    conversation.audio_total_duration = round(float(chunks[-1]["end_time"]) - t0, 2)
+    await conversation.save()
+
+    logger.info(
+        f"✂️ Trimmed {boundary} leading-silence chunks ({t0:.0f}s) off conversation "
+        f"{conversation_id[:12]} → soft-deleted remnant {remnant.conversation_id[:12]} "
+        f"(audio kept in Mongo)"
+    )
+    return True
+
+
+async def _wait_for_chunk_count_stable(
+    conversation_id: str,
+    *,
+    settle_seconds: float = 1.5,
+    timeout_seconds: float = 10.0,
+) -> None:
+    """Block until a conversation's audio-chunk count stops growing.
+
+    The leading-silence trim re-indexes the surviving chunks, so it must run only
+    after the persistence consumer has drained — otherwise a late-arriving chunk
+    (written with its pre-trim index) would corrupt the sequence. By finalize the
+    persistence side has rotated away, but this closes the brief flush-race.
+    """
+    deadline = time.time() + timeout_seconds
+    last = None
+    stable_start = time.time()
+    while time.time() < deadline:
+        count = await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id,
+            AudioChunkDocument.deleted == False,  # noqa: E712 — Beanie needs ==
+        ).count()
+        if count != last:
+            last = count
+            stable_start = time.time()
+        elif time.time() - stable_start >= settle_seconds:
+            return
+        await asyncio.sleep(0.5)
+
+
+async def maybe_trim_leading_silence(
+    conversation_id: str, *, min_trim_seconds: float = 30.0
+) -> bool:
+    """Trim leading silence off a finalized conversation, best-effort.
+
+    With always_persist on, the session placeholder records audio from session start,
+    so a long pause before the user speaks lands as leading silence on the conversation.
+    This locates where speech actually begins, waits for the audio-chunk count to settle,
+    and splits the silence off onto a soft-deleted remnant (audio kept in Mongo) so the
+    visible conversation begins at the first speech.
+
+    Speech start is derived from VAD over the audio itself (``analyze_conversation_audio``)
+    rather than from transcript word timings: the streaming transcript times words
+    relative to the speech onset (word[0].start == 0.0), so it cannot locate where speech
+    sits in the session timeline — only the batch path produces absolute times. VAD is the
+    one signal that is correct for both finalization paths, and it populates the per-chunk
+    ``vad`` field as a side benefit.
+
+    This is the single entry point shared by BOTH finalization paths — the streaming
+    ``open_conversation_job`` and the batch ``transcription_fallback_check_job`` — since
+    a conversation can be finalized by either (whichever detects the transcript). It
+    never raises: trimming is a cosmetic optimization and must not block finalize.
+
+    Returns True if a trim happened, False otherwise.
+    """
+    try:
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
+        if conversation is None or not getattr(conversation, "always_persist", False):
+            # Only always_persist placeholders accumulate leading silence; a
+            # speech-driven conversation begins at the speech by construction.
+            return False
+
+        # Cheap guard: a conversation shorter than the trim threshold cannot have
+        # min_trim_seconds of leading silence — skip the VAD decode entirely.
+        total_duration = float(
+            getattr(conversation, "audio_total_duration", 0.0) or 0.0
+        )
+        if total_duration < min_trim_seconds:
+            return False
+
+        await _wait_for_chunk_count_stable(conversation_id)
+
+        # VAD over the audio gives absolute speech regions in the session timeline.
+        analysis = await analyze_conversation_audio(conversation_id)
+        regions = analysis.get("speech_regions") or []
+        if not regions:
+            return False
+        speech_start = float(regions[0][0])
+
+        return await trim_leading_silence(
+            conversation_id, speech_start, min_trim_seconds=min_trim_seconds
+        )
+    except Exception as e:  # noqa: BLE001 — trimming must never block finalize
+        logger.warning(f"Leading-silence trim skipped for {conversation_id[:12]}: {e}")
+        return False
+
+
+def should_discard_unbacked_conversation(has_meaningful_transcript: bool) -> bool:
+    """Decide whether a conversation with no persisted audio should be discarded.
+
+    A conversation whose audio chunks never landed (e.g. a mid-session reconnect
+    routed the audio to the session's always_persist placeholder under a different
+    conversation_id) is discarded ONLY if it carries no meaningful transcript.
+    Losing a real transcript is worse than keeping an audio-less conversation, so a
+    transcript-bearing conversation is salvaged, not deleted.
+    """
+    return not has_meaningful_transcript
+
+
 async def handle_end_of_conversation(
     session_id: str,
     conversation_id: str,
@@ -72,41 +347,44 @@ async def handle_end_of_conversation(
     Returns:
         Dict with conversation_id, conversation_count, final_result_count, runtime_seconds, timeout_triggered, end_reason
     """
+    store = SessionStore(redis_client)
     # Clean up Redis streams to prevent memory leaks
     try:
-        # NOTE: Do NOT delete audio:stream:{client_id} here!
-        # The audio stream is per-client (WebSocket connection), not per-conversation.
-        # It's still actively receiving audio and will be reused by the next conversation.
-        # Only delete it on WebSocket disconnect (handled in websocket_controller.py)
+        # Do NOT delete audio:stream:{session_id} here. It is the immutable WAL for
+        # the whole recording and remains active across conversation rotations.
+        # Only consumer-group drain proof may delete it after producer finalization.
 
         # Delete the transcription results stream (per-session/conversation)
         results_stream_key = f"transcription:results:{session_id}"
         await redis_client.delete(results_stream_key)
         logger.info(f"🧹 Deleted results stream: {results_stream_key}")
 
-        # Set TTL on session key (expire after 1 hour)
-        session_key = f"audio:session:{session_id}"
-        await redis_client.expire(session_key, 3600)
-        logger.info(f"⏰ Set TTL on session key: {session_key}")
+        # NOTE: session-hash TTL is handled below, gated on whether the session is
+        # ending vs. continuing. Setting it here (unconditionally) would let the hash
+        # expire mid-session for a still-active connection → zombie session.
     except Exception as cleanup_error:
         logger.warning(f"⚠️ Error during stream cleanup: {cleanup_error}")
 
-    # Clean up Redis tracking keys so speech detection job knows conversation is complete
-    open_job_key = f"open_conversation:session:{session_id}"
-    await redis_client.delete(open_job_key)
-    logger.info(f"🧹 Cleaned up tracking key {open_job_key}")
-
-    # Delete the conversation:current signal so audio persistence knows conversation ended
-    current_conversation_key = f"conversation:current:{session_id}"
-    await redis_client.delete(current_conversation_key)
-    logger.info(f"🧹 Deleted conversation:current signal for session {session_id[:12]}")
+    # Delete the conversation:current signal so audio persistence knows conversation ended.
+    # May already be deleted by open_conversation_job for close_requested/timeout cases
+    # (early delete to stop audio persistence writing to the closed conversation).
+    # Redis DEL on a non-existent key is a no-op.
+    async with store.conversation_create_lock(session_id):
+        assignment_cleared = await store.clear_current_conversation(
+            session_id, expected_id=conversation_id
+        )
+    if assignment_cleared:
+        logger.info(f"🧹 Cleared conversation assignment for session {session_id[:12]}")
+    else:
+        logger.info(
+            f"🧹 Conversation assignment for session {session_id[:12]} had already "
+            "moved; preserving its successor"
+        )
 
     # Update conversation in database with end reason and completion time
-    from datetime import datetime
-
-    from advanced_omi_backend.models.conversation import Conversation
-
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if conversation:
         # Convert string to enum
         try:
@@ -115,30 +393,62 @@ async def handle_end_of_conversation(
             logger.warning(f"⚠️ Invalid end_reason '{end_reason}', using UNKNOWN")
             conversation.end_reason = Conversation.EndReason.UNKNOWN
 
-        conversation.completed_at = datetime.utcnow()
+        conversation.completed_at = datetime.now(timezone.utc)
         await conversation.save()
         logger.info(
             f"💾 Saved conversation {conversation_id[:12]} end_reason: {conversation.end_reason}"
         )
     else:
-        logger.warning(f"⚠️ Conversation {conversation_id} not found for end reason tracking")
+        logger.warning(
+            f"⚠️ Conversation {conversation_id} not found for end reason tracking"
+        )
 
     # Increment conversation count for this session
-    conversation_count_key = f"session:conversation_count:{session_id}"
-    conversation_count = await redis_client.incr(conversation_count_key)
-    await redis_client.expire(conversation_count_key, 3600)  # 1 hour TTL
+    conversation_count = await store.increment_conversation_count(session_id)
     logger.info(f"📊 Conversation count for session {session_id}: {conversation_count}")
 
     # Check if session is still active (user still recording) and restart listening jobs
-    session_key = f"audio:session:{session_id}"
-    session_status = await redis_client.hget(session_key, "status")
-    if session_status:
-        status_str = (
-            session_status.decode() if isinstance(session_status, bytes) else session_status
-        )
+    # Fetch status, websocket_connected, and completion_reason in one Redis call
+    status, ws_connected, completion_reason = await store.get_status_ws_reason(
+        session_id
+    )
+
+    if status is not None:
+        # Determine if we should restart speech detection
+        # Only restart when session is explicitly active.
+        # status=finalizing means the session is ending (audio-stop or disconnect),
+        # so re-enqueueing speech detection for the same session is always wrong.
+        should_restart = False
+        if status == SessionStatus.ACTIVE:
+            should_restart = True
+        else:
+            logger.info(
+                f"Session {session_id[:12]}: status={status.value}, "
+                f"ws_connected={ws_connected}, completion_reason={completion_reason} "
+                f"— not restarting speech detection."
+            )
+
+        if should_restart and conversation and conversation.always_persist:
+            assignment = await ensure_active_session_placeholder(
+                store,
+                session_id=session_id,
+                user_id=user_id,
+                client_id=client_id,
+            )
+            if assignment is None:
+                # The session crossed into finalizing after our first status read.
+                # Do not start another listener or create an ownerless placeholder.
+                should_restart = False
+                status, ws_connected, completion_reason = (
+                    await store.get_status_ws_reason(session_id)
+                )
 
-        if status_str == "active":
-            # Session still active - enqueue new speech detection for next conversation
+        if should_restart:
+            # Session still active - enqueue new speech detection for next conversation.
+            # Clear any TTL: the hash must live as long as the connection does, otherwise
+            # a quiet gap > TTL expires it mid-session → next close reads status=None →
+            # speech detection never restarts, leaving the connection unable to receive audio.
+            await store.persist_session(session_id)
             logger.info(
                 f"🔄 Enqueueing new speech detection (conversation #{conversation_count + 1})"
             )
@@ -149,45 +459,36 @@ async def handle_end_of_conversation(
             await redis_client.delete(completion_key)
             logger.info(f"🧹 Cleared transcription completion flag: {completion_key}")
 
-            from advanced_omi_backend.controllers.queue_controller import (
-                JOB_RESULT_TTL,
-                redis_conn,
-                transcription_queue,
+            # Enqueue speech detection for the next conversation (audio persistence
+            # keeps running). Single-flight: when several conversation-end handlers
+            # fire together for the same session (the old duplicate-job storm), only
+            # one detector is created instead of one per handler.
+            enqueue_speech_detection(
+                session_id, user_id, client_id, reason="conversation_end"
             )
-            from advanced_omi_backend.workers.transcription_jobs import (
-                stream_speech_detection_job,
-            )
-
-            # Enqueue speech detection job for next conversation (audio persistence keeps running)
-            speech_job = transcription_queue.enqueue(
-                stream_speech_detection_job,
-                session_id,
-                user_id,
-                client_id,
-                job_timeout=86400,  # 24 hours to match max_runtime in stream_speech_detection_job
-                result_ttl=JOB_RESULT_TTL,
-                job_id=f"speech-detect_{session_id[:12]}_{conversation_count}",
-                description=f"Listening for speech (conversation #{conversation_count + 1})",
-                meta={"client_id": client_id, "session_level": True},
-            )
-
-            # Store job ID for cleanup (keyed by client_id for WebSocket cleanup)
-            try:
-                redis_conn.set(
-                    f"speech_detection_job:{client_id}", speech_job.id, ex=86400
-                )  # 24 hours
-                logger.info(f"📌 Stored speech detection job ID for client {client_id}")
-            except Exception as e:
-                logger.warning(f"⚠️ Failed to store job ID for {client_id}: {e}")
-
-            logger.info(f"✅ Enqueued speech detection job {speech_job.id}")
         else:
+            # Session ending (finalizing/finished): set a backstop TTL so the hash
+            # self-cleans if the disconnect path didn't already remove it.
+            await store.expire_session(session_id, 3600)
+            status_label = status.value if status is not None else "missing"
             logger.info(
-                f"Session {session_id} status={status_str}, not restarting (user stopped recording)"
+                f"Session {session_id} status={status_label}, ws_connected={ws_connected}, "
+                f"not restarting (user stopped recording) — set 1h cleanup TTL"
             )
     else:
         logger.info(f"Session {session_id} not found, not restarting (session ended)")
 
+    # Notify frontend that conversation has closed and post-processing will start
+    publish_sse_event(
+        user_id,
+        "conversation.closed",
+        {
+            "conversation_id": conversation_id,
+            "client_id": client_id,
+            "end_reason": end_reason,
+        },
+    )
+
     return {
         "conversation_id": conversation_id,
         "conversation_count": conversation_count,
@@ -199,129 +500,263 @@ async def handle_end_of_conversation(
     }
 
 
-@async_job(redis=True, beanie=True)
-async def open_conversation_job(
-    session_id: str,
-    user_id: str,
-    client_id: str,
-    speech_detected_at: float,
-    speech_job_id: str = None,
-    *,
-    redis_client=None,
-) -> Dict[str, Any]:
+@dataclass
+class ConversationState:
+    """Mutable state tracked across the conversation monitoring loop."""
+
+    conversation_id: str = ""
+    session_id: str = ""
+    user_id: str = ""
+    client_id: str = ""
+    start_time: float = 0.0
+    last_result_count: int = 0
+    timeout_triggered: bool = False
+    close_requested_reason: Optional[str] = None
+    last_meaningful_speech_time: float = 0.0
+    last_word_count: int = 0
+    end_reason: str = "unknown"
+    live_version_created: bool = False
+    last_live_write_time: float = 0.0
+
+
+@dataclass
+class LiveTranscriptState:
+    """Incremental accumulation of transcription results.
+
+    Instead of re-reading the entire Redis Stream via XRANGE every second,
+    this tracks position in the stream and accumulates only new results.
     """
-    Long-running RQ job that creates and continuously updates conversation with transcription results.
 
-    Creates conversation when speech is detected, then monitors and updates until session ends.
+    text_parts: list
+    all_words: list
+    all_segments: list
+    chunk_count: int = 0
+    total_confidence: float = 0.0
+    provider: Optional[str] = None
+    last_stream_id: str = "0"
+
+    def add_results(self, new_results: list) -> None:
+        """Incrementally add new transcription results."""
+        for result in new_results:
+            text = result.get("text", "").strip()
+            if text:
+                self.text_parts.append(text)
+            self.all_words.extend(result.get("words", []))
+            self.all_segments.extend(result.get("segments", []))
+            self.total_confidence += result.get("confidence", 0.0)
+            self.chunk_count += 1
+            if self.provider is None:
+                self.provider = result.get("provider")
+
+    def to_combined(self) -> dict:
+        """Return dict matching ``get_combined_results()`` format."""
+        return {
+            "text": " ".join(self.text_parts),
+            "words": self.all_words,
+            "segments": self.all_segments,
+            "chunk_count": self.chunk_count,
+            "total_confidence": (
+                self.total_confidence / self.chunk_count
+                if self.chunk_count > 0
+                else 0.0
+            ),
+            "provider": self.provider,
+            "word_count": len(self.all_words),
+        }
 
-    Args:
-        session_id: Stream session ID
-        user_id: User ID
-        client_id: Client ID
-        speech_detected_at: Timestamp when speech was first detected
-        speech_job_id: Optional speech detection job ID to update with conversation_id
-        redis_client: Redis client (injected by decorator)
+
+async def _wait_for_new_results(
+    redis_client, session_id: str, last_stream_id: str
+) -> tuple:
+    """Block until new transcription results arrive on the Redis Stream.
+
+    Uses XREAD with blocking to avoid polling. Returns only NEW messages
+    since ``last_stream_id``.
 
     Returns:
-        Dict with conversation_id, final_result_count, runtime_seconds
+        (parsed_results_list, new_last_id)
+    """
+    stream_name = f"transcription:results:{session_id}"
+    try:
+        messages = await redis_client.xread(
+            {stream_name: last_stream_id}, count=100, block=10000
+        )
+    except asyncio.CancelledError:
+        raise
+    except Exception as e:
+        logger.error(f"Error in _wait_for_new_results: {e}")
+        return [], last_stream_id
+
+    if not messages:
+        return [], last_stream_id
+
+    results = []
+    new_last_id = last_stream_id
+    for _stream_key, msgs in messages:
+        for message_id, fields in msgs:
+            mid = message_id if isinstance(message_id, str) else message_id.decode()
+            result = {
+                "message_id": mid,
+                "text": (fields[b"text"].decode() if b"text" in fields else ""),
+                "confidence": float(
+                    fields.get(b"confidence", b"0.0").decode()
+                    if isinstance(fields.get(b"confidence", b"0.0"), bytes)
+                    else fields.get(b"confidence", 0.0)
+                ),
+                "provider": (
+                    fields[b"provider"].decode() if b"provider" in fields else "unknown"
+                ),
+                "chunk_id": (
+                    fields.get(b"chunk_id", b"unknown").decode()
+                    if isinstance(fields.get(b"chunk_id", b"unknown"), bytes)
+                    else str(fields.get(b"chunk_id", "unknown"))
+                ),
+                "timestamp": float(
+                    fields.get(b"timestamp", b"0.0").decode()
+                    if isinstance(fields.get(b"timestamp", b"0.0"), bytes)
+                    else fields.get(b"timestamp", 0.0)
+                ),
+            }
+            if b"words" in fields:
+                result["words"] = json.loads(
+                    fields[b"words"].decode()
+                    if isinstance(fields[b"words"], bytes)
+                    else fields[b"words"]
+                )
+            if b"segments" in fields:
+                result["segments"] = json.loads(
+                    fields[b"segments"].decode()
+                    if isinstance(fields[b"segments"], bytes)
+                    else fields[b"segments"]
+                )
+            results.append(result)
+            new_last_id = mid
 
-    Note: user_email is fetched from the database when needed.
+    return results, new_last_id
+
+
+async def _wait_for_signal(pubsub) -> Optional[dict]:
+    """Block until a session signal arrives via Redis Pub/Sub.
+
+    Returns parsed JSON signal dict, or None on timeout.
     """
-    from rq import get_current_job
+    try:
+        message = await pubsub.get_message(ignore_subscribe_messages=True, timeout=10.0)
+        if message and message["type"] == "message":
+            data = message["data"]
+            if isinstance(data, bytes):
+                data = data.decode()
+            return json.loads(data)
+    except asyncio.CancelledError:
+        raise
+    except Exception as e:
+        logger.warning(f"Error in _wait_for_signal: {e}")
+    return None
 
-    from advanced_omi_backend.models.conversation import (
-        Conversation,
-        create_conversation,
-    )
-    from advanced_omi_backend.services.audio_stream import (
-        TranscriptionResultsAggregator,
-    )
 
-    logger.info(
-        f"📝 Creating and opening conversation for session {session_id} (speech detected at {speech_detected_at})"
-    )
+def _validate_segments(segments: list) -> list:
+    """Validate and filter transcription segments, correcting minor issues.
 
-    # Get current job for meta storage
-    current_job = get_current_job()
-    current_job.meta = {}
-    current_job.save_meta()
+    Filters out non-dict segments and segments with no text. Corrects invalid
+    timing (end <= start) by estimating duration from word count. Ensures
+    speaker field is always a non-empty string.
+    """
+    validated = []
+    for i, seg in enumerate(segments):
+        if not isinstance(seg, dict):
+            logger.warning(f"Segment {i} is not a dict: {type(seg)}")
+            continue
+
+        text = seg.get("text", "").strip()
+        if not text:
+            logger.debug(f"Segment {i} has no text, skipping")
+            continue
+
+        start = seg.get("start", 0.0)
+        end = seg.get("end", 0.0)
+        if end <= start:
+            logger.debug(
+                f"Segment {i} has invalid timing (start={start}, end={end}), correcting"
+            )
+            estimated_duration = len(text.split()) * 0.5  # ~0.5 seconds per word
+            seg["end"] = start + estimated_duration
 
-    # Check if a placeholder conversation already exists for this session
-    conversation_key = f"conversation:current:{session_id}"
-    existing_conversation_id_bytes = await redis_client.get(conversation_key)
+        speaker = seg.get("speaker")
+        if speaker is None or speaker == "":
+            seg["speaker"] = "SPEAKER_00"
+        elif isinstance(speaker, (int, float)):
+            seg["speaker"] = f"Speaker {int(speaker)}"
 
-    logger.info(
-        f"🔍 Checking for placeholder: key={conversation_key}, found={existing_conversation_id_bytes is not None}"
-    )
+        validated.append(seg)
 
-    conversation = None
-    if existing_conversation_id_bytes:
-        existing_conversation_id = existing_conversation_id_bytes.decode()
-        logger.info(f"🔍 Found Redis key with conversation_id={existing_conversation_id}")
+    logger.info(f"Validated {len(validated)}/{len(segments)} segments")
+    return validated
 
-        # Try to fetch the existing conversation by conversation_id
-        conversation = await Conversation.find_one(
-            Conversation.conversation_id == existing_conversation_id
-        )
 
-        if conversation:
-            always_persist = getattr(conversation, "always_persist", False)
-            processing_status = getattr(conversation, "processing_status", None)
-            logger.info(
-                f"🔍 Found conversation in DB: always_persist={always_persist}, "
-                f"processing_status={processing_status}"
-            )
-        else:
-            logger.warning(f"⚠️ Conversation {existing_conversation_id} not found in database!")
+async def _initialize_conversation(
+    session_id: str,
+    user_id: str,
+    client_id: str,
+    speech_job_id: str,
+    current_job,
+    redis_client,
+) -> str:
+    """Create or reuse a conversation for this session.
 
-        # Verify it's a placeholder conversation (always_persist=True, processing_status='pending_transcription')
-        if (
-            conversation
-            and getattr(conversation, "always_persist", False)
-            and getattr(conversation, "processing_status", None) == "pending_transcription"
-        ):
-            logger.info(
-                f"🔄 Reusing placeholder conversation {conversation.conversation_id} for session {session_id}"
-            )
-            # Update placeholder with active recording status
-            conversation.title = "Recording..."
-            conversation.summary = "Transcribing audio..."
-            await conversation.save()
-            conversation_id = conversation.conversation_id
-        else:
-            if conversation:
-                logger.info(
-                    f"⚠️ Found conversation {existing_conversation_id} but not a valid placeholder "
-                    f"(always_persist={getattr(conversation, 'always_persist', False)}, "
-                    f"processing_status={getattr(conversation, 'processing_status', None)}), creating new"
-                )
-            conversation = None
-    else:
-        logger.info(f"🔍 No Redis key found for {conversation_key}, creating new conversation")
+    Checks for an existing placeholder conversation in Redis. If found and valid,
+    reuses it. Otherwise creates a new conversation. Attaches session markers,
+    links job metadata, and signals audio persistence to rotate files.
 
-    # If no valid placeholder found, create new conversation
-    if not conversation:
-        conversation = create_conversation(
-            user_id=user_id,
-            client_id=client_id,
-            title="Recording...",
-            summary="Transcribing audio...",
+    Returns:
+        conversation_id of the created/reused conversation.
+    """
+    store = SessionStore(redis_client)
+    assignment = await ensure_active_session_placeholder(
+        store,
+        session_id=session_id,
+        user_id=user_id,
+        client_id=client_id,
+    )
+    if assignment is None:
+        raise RuntimeError(
+            f"Session {session_id} has no active durable conversation assignment"
+        )
+
+    conversation_id = assignment.conversation_id
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if conversation is None:
+        raise RuntimeError(
+            f"Assigned conversation {conversation_id} disappeared during initialization"
+        )
+    conversation_created = assignment.created
+    conversation.title = "Recording..."
+    conversation.summary = "Transcribing audio..."
+    await conversation.save()
+
+    if conversation_created:
+        logger.info(
+            f"✅ Created streaming conversation {conversation_id} for session {session_id}"
+        )
+        publish_sse_event(
+            user_id,
+            "conversation.created",
+            {
+                "conversation_id": conversation_id,
+                "client_id": client_id,
+                "title": "Recording...",
+            },
         )
-        await conversation.insert()
-        conversation_id = conversation.conversation_id
-        logger.info(f"✅ Created streaming conversation {conversation_id} for session {session_id}")
 
     # Attach markers from Redis session (e.g., button events captured during streaming)
-    session_key = f"audio:session:{session_id}"
-    markers_json = await redis_client.hget(session_key, "markers")
-    if markers_json:
-        try:
-            markers_data = markers_json if isinstance(markers_json, str) else markers_json.decode()
-            conversation.markers = json.loads(markers_data)
-            await conversation.save()
-            logger.info(f"📌 Attached {len(conversation.markers)} markers to conversation {conversation_id}")
-        except Exception as marker_err:
-            logger.warning(f"⚠️ Failed to parse markers from Redis: {marker_err}")
+    markers = await store.get_markers(session_id)
+    if markers:
+        conversation.markers = markers
+        await conversation.save()
+        logger.info(
+            f"📌 Attached {len(conversation.markers)} markers to conversation {conversation_id}"
+        )
 
     # Link job metadata to conversation (cascading updates)
     current_job.meta["conversation_id"] = conversation_id
@@ -334,7 +769,9 @@ async def open_conversation_job(
         speaker_check_job_id = speech_job.meta.get("speaker_check_job_id")
         if speaker_check_job_id:
             try:
-                speaker_check_job = Job.fetch(speaker_check_job_id, connection=redis_conn)
+                speaker_check_job = Job.fetch(
+                    speaker_check_job_id, connection=redis_conn
+                )
                 speaker_check_job.meta["conversation_id"] = conversation_id
                 speaker_check_job.save_meta()
             except Exception as e:
@@ -356,40 +793,57 @@ async def open_conversation_job(
         else:
             raise
 
-    # Signal audio persistence job to rotate to this conversation's file
-    rotation_signal_key = f"conversation:current:{session_id}"
-    await redis_client.set(rotation_signal_key, conversation_id, ex=86400)  # 24 hour TTL
     logger.info(
         f"🔄 Signaled audio persistence to rotate file for conversation {conversation_id[:12]}"
     )
 
-    # Use redis_client parameter
-    aggregator = TranscriptionResultsAggregator(redis_client)
+    return conversation_id
 
-    # Job control
-    session_key = f"audio:session:{session_id}"
-    max_runtime = 10740  # 3 hours - 60 seconds (single conversations shouldn't exceed 3 hours)
-    start_time = time.time()
 
-    last_result_count = 0
-    finalize_received = False
+async def _monitor_conversation_loop(
+    state: ConversationState,
+    aggregator,
+    current_job,
+    redis_client,
+) -> None:
+    """Monitor transcription results and session signals until conversation ends.
+
+    Event-driven architecture using ``asyncio.wait()`` with:
+    - Redis ``XREAD`` blocking for new transcription results (no full-stream re-read)
+    - Redis Pub/Sub for session signals (finalize, close_requested)
+    - Periodic timeout for housekeeping (zombie detection, inactivity check)
+
+    Mutates ``state`` in place with final values for timeout_triggered,
+    close_requested_reason, last_result_count, and last_word_count.
+    """
+    store = SessionStore(redis_client)
+    max_runtime = 86400  # 24h safety ceiling
 
     # Inactivity timeout configuration
-    inactivity_timeout_seconds = float(os.getenv("SPEECH_INACTIVITY_THRESHOLD_SECONDS", "60"))
-    inactivity_timeout_minutes = inactivity_timeout_seconds / 60
-    last_meaningful_speech_time = (
-        0.0  # Initialize with audio time 0 (will be updated with first speech)
+    inactivity_timeout_seconds = float(
+        os.getenv("SPEECH_INACTIVITY_THRESHOLD_SECONDS", "60")
     )
-    timeout_triggered = False  # Track if closure was due to timeout
-    close_requested_reason = None  # Track if closure was requested via API/plugin/button
-    last_inactivity_log_time = (
-        time.time()
-    )  # Track when we last logged inactivity (wall-clock for logging)
-    last_word_count = 0  # Track word count to detect actual new speech
+    inactivity_timeout_minutes = inactivity_timeout_seconds / 60
+    last_inactivity_log_time = time.time()
+
+    # Audio-stream idle watchdog (wall-clock). The producer bumps last_chunk_at on
+    # every audio chunk, so it advances continuously while the device streams — even
+    # during silence — and freezes the instant the device disconnects. The
+    # audio-timestamp-based inactivity check below cannot grow without new results,
+    # so on a sudden disconnect it would hang until the 24h ceiling. This watchdog
+    # is the reliable "device stopped streaming" signal, independent of WebSocket
+    # cleanup running. It only applies when live transcription is enabled — in
+    # "off"/batch mode no streaming worker fills the aggregator and chunks may stop
+    # without the conversation being stuck (the batch path closes it).
+    expects_live_results = get_live_segmentation() != "off"
+    stream_idle_timeout_seconds = float(os.getenv("STREAM_IDLE_TIMEOUT_SECONDS", "30"))
+    health_check_interval = 5.0  # wall-clock cadence for status + chunk-idle polling
+    last_health_check_time = time.time()
 
     # Test mode: wait for audio queue to drain before timing out
-    # In real usage, ambient noise keeps connection alive. In tests, chunks arrive in bursts.
-    wait_for_queue_drain = os.getenv("WAIT_FOR_AUDIO_QUEUE_DRAIN", "false").lower() == "true"
+    wait_for_queue_drain = (
+        os.getenv("WAIT_FOR_AUDIO_QUEUE_DRAIN", "false").lower() == "true"
+    )
 
     logger.info(
         f"📊 Conversation timeout configured: {inactivity_timeout_minutes} minutes ({inactivity_timeout_seconds}s)"
@@ -397,533 +851,1015 @@ async def open_conversation_job(
     if wait_for_queue_drain:
         logger.info("🧪 Test mode: Waiting for audio queue to drain before timeout")
 
-    while True:
-        # Check if job still exists in Redis (detect zombie state)
-        from advanced_omi_backend.utils.job_utils import check_job_alive
+    # Subscribe to session signals via Pub/Sub
+    pubsub = redis_client.pubsub()
+    await pubsub.subscribe(f"session:signal:{state.session_id}")
 
-        if not await check_job_alive(redis_client, current_job, session_id):
-            break
+    # Incremental result accumulation (replaces full XRANGE every second)
+    transcript_state = LiveTranscriptState(text_parts=[], all_words=[], all_segments=[])
 
-        # Check if session is finalizing (set by producer when recording stops)
-        if not finalize_received:
-            status = await redis_client.hget(session_key, "status")
-            status_str = status.decode() if status else None
+    # Track inactivity based on accumulated speech data
+    inactivity_duration = 0.0
 
-            if status_str in ["finalizing", "finished"]:
-                finalize_received = True
-
-                # Get completion reason (guaranteed to exist with unified API)
-                completion_reason = await redis_client.hget(session_key, "completion_reason")
-                completion_reason_str = (
-                    completion_reason.decode() if completion_reason else "unknown"
+    try:
+        while True:
+            # Create concurrent event sources
+            results_task = asyncio.create_task(
+                _wait_for_new_results(
+                    redis_client,
+                    state.session_id,
+                    transcript_state.last_stream_id,
                 )
+            )
+            signal_task = asyncio.create_task(_wait_for_signal(pubsub))
 
-                if completion_reason_str == "websocket_disconnect":
-                    logger.warning(
-                        f"🔌 WebSocket disconnected for session {session_id[:12]} - "
-                        f"ending conversation early"
+            # Wait for EITHER new results, a signal, or timeout (housekeeping)
+            done, pending = await asyncio.wait(
+                {results_task, signal_task},
+                timeout=10.0,
+                return_when=asyncio.FIRST_COMPLETED,
+            )
+
+            # Cancel pending tasks
+            for task in pending:
+                task.cancel()
+            for task in pending:
+                try:
+                    await task
+                except (asyncio.CancelledError, Exception):
+                    pass
+
+            # --- Handle signal ---
+            if signal_task in done:
+                signal = signal_task.result()
+                if signal:
+                    sig_type = signal.get("type")
+                    sig_reason = signal.get("reason", "unknown")
+
+                    if sig_type == "finalize":
+                        if sig_reason == "websocket_disconnect":
+                            logger.warning(
+                                f"🔌 WebSocket disconnected for session {state.session_id[:12]} - "
+                                f"ending conversation early"
+                            )
+                        else:
+                            logger.info(f"🛑 Session finalizing (reason: {sig_reason})")
+                        break
+
+                    elif sig_type == "close_requested":
+                        await store.take_close_request(state.session_id)
+                        state.close_requested_reason = sig_reason
+                        logger.info(f"🔒 Conversation close requested: {sig_reason}")
+                        state.timeout_triggered = True
+                        break
+
+                    elif sig_type == "session_complete":
+                        # Check for spurious "finished" from status endpoint race
+                        if sig_reason == "all_jobs_complete":
+                            if await store.is_websocket_connected(state.session_id):
+                                logger.warning(
+                                    f"⚠️ Ignoring spurious 'finished' for session {state.session_id[:12]}: "
+                                    f"websocket_connected=true, reason=all_jobs_complete. "
+                                    f"Resetting status to 'active'."
+                                )
+                                await store.set_status_active(state.session_id)
+                                # Continue monitoring
+                            else:
+                                break
+                        else:
+                            break
+
+            # --- Handle new transcription results ---
+            if results_task in done:
+                new_results, new_last_id = results_task.result()
+                if new_results:
+                    transcript_state.add_results(new_results)
+                    transcript_state.last_stream_id = new_last_id
+                    combined = transcript_state.to_combined()
+                    current_count = combined["chunk_count"]
+
+                    # Analyze speech content
+                    transcript_data = {
+                        "text": combined["text"],
+                        "words": combined.get("words", []),
+                    }
+                    speech_analysis = analyze_speech(transcript_data)
+
+                    # Validate segments and extract speakers
+                    validated_segments = _validate_segments(
+                        combined.get("segments", [])
                     )
-                    timeout_triggered = False  # This is a disconnect, not a timeout
-                else:
+                    speakers = extract_speakers_from_segments(validated_segments)
+
+                    # Track speech activity
+                    new_speech_time, state.last_word_count = (
+                        await track_speech_activity(
+                            speech_analysis=speech_analysis,
+                            last_word_count=state.last_word_count,
+                            conversation_id=state.conversation_id,
+                            redis_client=redis_client,
+                        )
+                    )
+                    if new_speech_time:
+                        state.last_meaningful_speech_time = new_speech_time
+
+                    # Update job metadata
+                    await update_job_progress_metadata(
+                        current_job=current_job,
+                        conversation_id=state.conversation_id,
+                        session_id=state.session_id,
+                        client_id=state.client_id,
+                        combined=combined,
+                        speech_analysis=speech_analysis,
+                        speakers=speakers,
+                        last_meaningful_speech_time=state.last_meaningful_speech_time,
+                    )
+
+                    # Push live progress via SSE
+                    publish_sse_event_throttled(
+                        state.user_id,
+                        "job.progress",
+                        {
+                            "conversation_id": state.conversation_id,
+                            "job_type": "open_conversation_job",
+                            "word_count": combined.get("word_count", 0),
+                            "duration_seconds": speech_analysis.get("duration", 0),
+                            "speakers": speakers,
+                            "has_speech": speech_analysis.get("has_speech", False),
+                        },
+                    )
+
+                    # Update inactivity tracking
+                    current_audio_time = speech_analysis.get("speech_end", 0.0)
+                    if current_audio_time > 0 and state.last_meaningful_speech_time > 0:
+                        inactivity_duration = (
+                            current_audio_time - state.last_meaningful_speech_time
+                        )
+                    else:
+                        inactivity_duration = 0
+
+                    # Track results progress
+                    if current_count > state.last_result_count:
+                        logger.info(
+                            f"📊 Conversation {state.conversation_id} progress: "
+                            f"{current_count} results, {len(combined['text'])} chars, "
+                            f"{len(validated_segments)} segments"
+                        )
+                        state.last_result_count = current_count
+
+                        # Update live transcript in MongoDB (throttled to every 5s)
+                        try:
+                            now_live = time.time()
+                            if not state.live_version_created:
+                                provider = combined.get("provider", "deepgram")
+                                await _create_live_transcript_version(
+                                    conversation_id=state.conversation_id,
+                                    combined=combined,
+                                    validated_segments=validated_segments,
+                                    provider=provider,
+                                )
+                                state.live_version_created = True
+                                state.last_live_write_time = now_live
+                                publish_sse_event(
+                                    state.user_id,
+                                    "transcript.live",
+                                    {
+                                        "conversation_id": state.conversation_id,
+                                        "segments": validated_segments,
+                                        "transcript": combined.get("text", ""),
+                                        "word_count": combined.get("word_count", 0),
+                                    },
+                                )
+                            elif now_live - state.last_live_write_time >= 5.0:
+                                await _update_live_transcript(
+                                    conversation_id=state.conversation_id,
+                                    combined=combined,
+                                    validated_segments=validated_segments,
+                                )
+                                state.last_live_write_time = now_live
+                                publish_sse_event(
+                                    state.user_id,
+                                    "transcript.live",
+                                    {
+                                        "conversation_id": state.conversation_id,
+                                        "segments": validated_segments,
+                                        "transcript": combined.get("text", ""),
+                                        "word_count": combined.get("word_count", 0),
+                                    },
+                                )
+                        except Exception as e:
+                            logger.warning(f"⚠️ Error updating live transcript: {e}")
+
+                        # Dispatch transcript.streaming plugin events
+                        try:
+                            plugin_router = get_plugin_router()
+                            if plugin_router:
+                                transcript_text = combined.get("text", "")
+                                if transcript_text:
+                                    plugin_data = {
+                                        "transcript": transcript_text,
+                                        "segment_id": f"{state.session_id}_{current_count}",
+                                        "conversation_id": state.conversation_id,
+                                        "segments": validated_segments,
+                                        "word_count": speech_analysis.get(
+                                            "word_count", 0
+                                        ),
+                                    }
+                                    logger.info(
+                                        f"🔌 DISPATCH: transcript.streaming event "
+                                        f"(conversation={state.conversation_id[:12]}, "
+                                        f"segment_id={state.session_id}_{current_count})"
+                                    )
+                                    plugin_results = await plugin_router.dispatch_event(
+                                        event=PluginEvent.TRANSCRIPT_STREAMING,
+                                        user_id=state.user_id,
+                                        data=plugin_data,
+                                        metadata={"client_id": state.client_id},
+                                    )
+                                    logger.info(
+                                        f"🔌 RESULT: transcript.streaming dispatched to "
+                                        f"{len(plugin_results) if plugin_results else 0} plugins"
+                                    )
+                                    if plugin_results:
+                                        for result in plugin_results:
+                                            if result.message:
+                                                logger.info(
+                                                    f"  Plugin: {result.message}"
+                                                )
+                                            if not result.should_continue:
+                                                logger.info(
+                                                    f"  Plugin stopped normal processing"
+                                                )
+                        except Exception as e:
+                            logger.warning(
+                                f"⚠️ Error triggering transcript-level plugins: {e}"
+                            )
+
+            # --- Housekeeping (runs on timeout or after processing) ---
+            current_time = time.time()
+
+            # Zombie detection
+            if not await check_job_alive(redis_client, current_job, state.session_id):
+                break
+
+            # Max runtime
+            if current_time - state.start_time > max_runtime:
+                logger.warning(f"⏱️ Max runtime reached for {state.conversation_id}")
+                break
+
+            # Periodic health check (status + audio-stream liveness). Runs on a
+            # wall-clock cadence regardless of whether results/signals fired this
+            # iteration — so a missed pub/sub finalize signal or a silently
+            # disconnected device is still detected, not just when the loop happens
+            # to time out idle.
+            if current_time - last_health_check_time >= health_check_interval:
+                last_health_check_time = current_time
+
+                status, ws_connected, reason_str = await store.get_status_ws_reason(
+                    state.session_id
+                )
+                reason_str = reason_str or "unknown"
+                if status in (SessionStatus.FINALIZING, SessionStatus.FINISHED):
+                    if (
+                        status == SessionStatus.FINISHED
+                        and ws_connected
+                        and reason_str == "all_jobs_complete"
+                    ):
+                        await store.set_status_active(state.session_id)
+                    else:
+                        logger.info(
+                            f"🔍 Health check: session {state.session_id[:12]} "
+                            f"status={status.value}, reason={reason_str}"
+                        )
+                        if reason_str == "websocket_disconnect":
+                            state.timeout_triggered = False
+                        break
+
+                # Catch a missed close_requested signal
+                close_reason = await store.take_close_request(state.session_id)
+                if close_reason:
+                    state.close_requested_reason = close_reason
                     logger.info(
-                        f"🛑 Session finalizing (reason: {completion_reason_str}), "
-                        f"waiting for audio persistence job to complete..."
+                        f"🔍 Health check: conversation close requested: {state.close_requested_reason}"
                     )
-                break  # Exit immediately when finalize signal received
-
-        # Check for conversation close request (set by API, plugins, button press)
-        if not finalize_received:
-            close_reason = await redis_client.hget(session_key, "conversation_close_requested")
-            if close_reason:
-                await redis_client.hdel(session_key, "conversation_close_requested")
-                close_requested_reason = close_reason.decode() if isinstance(close_reason, bytes) else close_reason
-                logger.info(f"🔒 Conversation close requested: {close_requested_reason}")
-                timeout_triggered = True  # Session stays active (same restart behavior as inactivity timeout)
-                finalize_received = True
+                    state.timeout_triggered = True
+                    break
+
+                # Audio-stream idle watchdog: no audio chunks for too long means the
+                # device stopped streaming (sudden disconnect) even though status may
+                # still read ACTIVE (WebSocket cleanup not yet run). Skipped in
+                # "off"/batch mode, where no streaming worker produces chunks here.
+                if expects_live_results:
+                    last_chunk_at = await store.get_last_chunk_at(state.session_id)
+                    if (
+                        last_chunk_at
+                        and current_time - last_chunk_at > stream_idle_timeout_seconds
+                    ):
+                        logger.warning(
+                            f"🔌 No audio chunks for {current_time - last_chunk_at:.0f}s "
+                            f"(threshold {stream_idle_timeout_seconds:.0f}s) — device "
+                            f"stopped streaming, closing conversation "
+                            f"{state.conversation_id[:12]}"
+                        )
+                        state.timeout_triggered = True
+                        break
+
+            # Inactivity log and check
+            if current_time - last_inactivity_log_time >= 10:
+                logger.info(
+                    f"⏱️ Time since last speech: {inactivity_duration:.1f}s "
+                    f"(timeout: {inactivity_timeout_seconds:.0f}s)"
+                )
+                last_inactivity_log_time = current_time
+
+            if inactivity_duration > inactivity_timeout_seconds:
+                if wait_for_queue_drain:
+                    persist_queue_key = f"audio:queue:{state.session_id}"
+                    queue_length = await redis_client.llen(persist_queue_key)
+                    if queue_length > 0:
+                        logger.info(
+                            f"🧪 Test mode: Inactivity timeout reached but "
+                            f"{queue_length} chunks still in queue, waiting..."
+                        )
+                        continue
+
+                logger.info(
+                    f"🕐 Conversation {state.conversation_id} inactive for "
+                    f"{inactivity_duration / 60:.1f} minutes "
+                    f"(threshold: {inactivity_timeout_minutes} min), "
+                    f"auto-closing conversation..."
+                )
+                state.timeout_triggered = True
                 break
 
-        # Check max runtime timeout
-        if time.time() - start_time > max_runtime:
-            logger.warning(f"⏱️ Max runtime reached for {conversation_id}")
-            break
-
-        # Get combined results from aggregator
-        combined = await aggregator.get_combined_results(session_id)
-        current_count = combined["chunk_count"]
-
-        # Analyze speech content using detailed analysis
-
-        transcript_data = {"text": combined["text"], "words": combined.get("words", [])}
-        speech_analysis = analyze_speech(transcript_data)
-
-        # Extract speaker information from segments
-        segments = combined.get("segments", [])
-
-        # FIX: Validate and filter segments before processing
-        validated_segments = []
-        for i, seg in enumerate(segments):
-            # Check if segment is a dict
-            if not isinstance(seg, dict):
-                logger.warning(f"Segment {i} is not a dict: {type(seg)}")
-                continue
-
-            # Check for required text field
-            text = seg.get("text", "").strip()
-            if not text:
-                logger.debug(f"Segment {i} has no text, skipping")
-                continue
-
-            # Check for reasonable timing
-            start = seg.get("start", 0.0)
-            end = seg.get("end", 0.0)
-            if end <= start:
-                logger.debug(
-                    f"Segment {i} has invalid timing (start={start}, end={end}), correcting"
+    finally:
+        await pubsub.unsubscribe(f"session:signal:{state.session_id}")
+        await pubsub.aclose()
+
+
+async def _create_live_transcript_version(
+    conversation_id: str,
+    combined: dict,
+    validated_segments: list,
+    provider: str,
+) -> None:
+    """Create the initial live-v0 transcript version via Beanie update.
+
+    Uses a single atomic update to push the version and set it as active,
+    avoiding a full Beanie document load/save cycle.
+    """
+    transcript_text = combined.get("text", "")
+    segments_as_dicts = [
+        {
+            "start": s.get("start", 0.0),
+            "end": s.get("end", 0.0),
+            "text": s.get("text", ""),
+            "speaker": str(s.get("speaker", "SPEAKER_00")),
+            "segment_type": s.get("segment_type", "speech"),
+            "identified_as": s.get("identified_as"),
+            "confidence": s.get("confidence"),
+            "words": [],
+        }
+        for s in validated_segments
+    ]
+
+    version_doc = {
+        "version_id": "live-v0",
+        "transcript": transcript_text,
+        "words": [],
+        "segments": segments_as_dicts,
+        "provider": provider,
+        "model": provider,
+        "created_at": datetime.now(timezone.utc),
+        "processing_time_seconds": None,
+        "diarization_source": "provider" if segments_as_dicts else None,
+        "metadata": {
+            "source": "live_streaming",
+            "word_count": combined.get("word_count", 0),
+        },
+    }
+
+    result = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    ).update(
+        {
+            "$push": {"transcript_versions": version_doc},
+            "$set": {"active_transcript_version": "live-v0"},
+        }
+    )
+
+    logger.info(
+        f"📡 Created live-v0 transcript version for {conversation_id[:12]} "
+        f"({len(transcript_text)} chars, {len(segments_as_dicts)} segments)"
+    )
+
+
+async def _update_live_transcript(
+    conversation_id: str,
+    combined: dict,
+    validated_segments: list,
+) -> None:
+    """Update the live-v0 transcript version in-place via positional $ operator.
+
+    Efficient partial update — only touches the transcript text, segments, and
+    metadata.word_count within the matching array element.
+    Uses PyMongo collection (sync) wrapped in Beanie's find pattern.
+    """
+    transcript_text = combined.get("text", "")
+    segments_as_dicts = [
+        {
+            "start": s.get("start", 0.0),
+            "end": s.get("end", 0.0),
+            "text": s.get("text", ""),
+            "speaker": str(s.get("speaker", "SPEAKER_00")),
+            "segment_type": s.get("segment_type", "speech"),
+            "identified_as": s.get("identified_as"),
+            "confidence": s.get("confidence"),
+            "words": [],
+        }
+        for s in validated_segments
+    ]
+
+    # Use PyMongo collection for positional $ operator (Beanie doesn't support it)
+    collection = Conversation.get_pymongo_collection()
+    collection.update_one(
+        {
+            "conversation_id": conversation_id,
+            "transcript_versions.version_id": "live-v0",
+        },
+        {
+            "$set": {
+                "transcript_versions.$.transcript": transcript_text,
+                "transcript_versions.$.segments": segments_as_dicts,
+                "transcript_versions.$.metadata.word_count": combined.get(
+                    "word_count", 0
+                ),
+            }
+        },
+    )
+
+
+def _rebase_timestamps_to_conversation_start(
+    words_data: list, segments_data: list
+) -> None:
+    """Re-base streaming word/segment timestamps to the conversation's own start.
+
+    Streaming-provider timestamps are relative to the long-lived provider WebSocket
+    session, which spans EVERY conversation in this WS connection (the audio stream
+    and provider stream are per-connection, not per-conversation, and never reset at
+    conversation boundaries). So a conversation opened late in a session gets word
+    and segment timestamps far past its own audio length — e.g. 785s into a 338s
+    conversation — which breaks alignment with the per-conversation WAV (which is
+    always 0-based) and makes playback/speech-region overlays nonsensical.
+
+    Each conversation's transcript should be 0-based, like its WAV. We shift every
+    word/segment so the earliest one starts at 0. Mutates the lists in place. A
+    normal single-conversation session already starts near 0, so the shift there is
+    at most the brief pre-speech lead-in (negligible); the drift case is what this
+    corrects.
+    """
+    starts = []
+    for w in words_data:
+        if isinstance(w.get("start"), (int, float)):
+            starts.append(w["start"])
+    for s in segments_data:
+        if isinstance(s.get("start"), (int, float)):
+            starts.append(s["start"])
+        for sw in s.get("words", []) or []:
+            if isinstance(sw.get("start"), (int, float)):
+                starts.append(sw["start"])
+
+    if not starts:
+        return
+    base = min(starts)
+    if base <= 0:
+        return
+
+    def _shift(item: dict) -> None:
+        for key in ("start", "end"):
+            if isinstance(item.get(key), (int, float)):
+                item[key] = max(0.0, item[key] - base)
+
+    for w in words_data:
+        _shift(w)
+    for s in segments_data:
+        _shift(s)
+        for sw in s.get("words", []) or []:
+            _shift(sw)
+
+
+async def _save_streaming_transcript(
+    session_id: str,
+    conversation_id: str,
+    aggregator,
+) -> str:
+    """Retrieve final streaming transcript and save it to the conversation document.
+
+    Gets the combined transcription results from the aggregator, converts them
+    to Word and SpeakerSegment model objects, creates a transcript version, and
+    saves to MongoDB.
+
+    Returns:
+        version_id of the saved transcript version.
+    """
+    logger.info(
+        f"📝 Retrieving final streaming transcript for conversation {conversation_id[:12]}"
+    )
+    final_transcript = await aggregator.get_combined_results(session_id)
+
+    # Fetch conversation from database to ensure we have latest state
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        logger.error(f"❌ Conversation {conversation_id} not found in database")
+        raise ValueError(f"Conversation {conversation_id} not found")
+
+    # Remove live-v0 version if it exists (replaced by final streaming version)
+    live_removed = False
+    conversation.transcript_versions = [
+        v for v in conversation.transcript_versions if v.version_id != "live-v0"
+    ]
+    if conversation.active_transcript_version == "live-v0":
+        conversation.active_transcript_version = None
+        live_removed = True
+    if live_removed:
+        logger.info(
+            f"🔄 Removed live-v0 transcript version, replacing with final streaming version"
+        )
+
+    # Create transcript version from streaming results
+    version_id = f"streaming_{session_id[:12]}"
+    transcript_text = final_transcript.get("text", "")
+    words_data = final_transcript.get("words", [])  # All words from aggregator
+
+    # Re-base provider timestamps to this conversation's own start so they align with
+    # the per-conversation WAV (0-based). Without this, conversations opened late in a
+    # long-lived WS session carry session-relative timestamps past their own length.
+    # Mutates words_data and the segments list (same object reused below) in place.
+    _rebase_timestamps_to_conversation_start(
+        words_data, final_transcript.get("segments", [])
+    )
+
+    # Convert words to Word objects (including per-word speaker labels if present)
+    words = [
+        Conversation.Word(
+            word=w.get("word", ""),
+            start=w.get("start", 0.0),
+            end=w.get("end", 0.0),
+            confidence=w.get("confidence"),
+            speaker=w.get("speaker"),
+            speaker_confidence=w.get("speaker_confidence"),
+        )
+        for w in words_data
+    ]
+
+    # Use provider-supplied segments if available (from streaming diarization).
+    segments_data = final_transcript.get("segments", [])
+    if segments_data:
+        segments = [
+            Conversation.SpeakerSegment(
+                start=s.get("start", 0.0),
+                end=s.get("end", 0.0),
+                text=s.get("text", ""),
+                speaker=str(s.get("speaker", "Unknown")),
+                words=[
+                    Conversation.Word(
+                        word=sw.get("word", ""),
+                        start=sw.get("start", 0.0),
+                        end=sw.get("end", 0.0),
+                        confidence=sw.get("confidence"),
+                        speaker=sw.get("speaker"),
+                        speaker_confidence=sw.get("speaker_confidence"),
+                    )
+                    for sw in s.get("words", [])
+                ],
+            )
+            for s in segments_data
+        ]
+        provider_diarized = True
+    else:
+        # Non-diarizing streaming provider returned no segments. Build a single
+        # fallback segment from the transcript text/words so the transcript is always
+        # renderable in the UI (the frontend only shows the segment list). This mirrors
+        # the batch path's fallback. If speaker recognition is enabled, the
+        # post-conversation speaker job replaces this with diarized segments.
+        provider_diarized = False
+        if transcript_text:
+            start_time_audio = words_data[0].get("start", 0.0) if words_data else 0.0
+            end_time_audio = words_data[-1].get("end", 0.0) if words_data else 0.0
+            segments = [
+                Conversation.SpeakerSegment(
+                    speaker="Speaker 0",
+                    start=start_time_audio,
+                    end=end_time_audio,
+                    text=transcript_text,
+                    words=words,
                 )
-                # Auto-correct: estimate duration from text length
-                estimated_duration = len(text.split()) * 0.5  # ~0.5 seconds per word
-                seg["end"] = start + estimated_duration
+            ]
+        else:
+            segments = []
+
+    # Determine provider from streaming results
+    provider = final_transcript.get("provider", "deepgram")
+
+    # Diarization source reflects real provider diarization, not the fallback segment
+    diarization_source = "provider" if provider_diarized else None
+
+    # Add streaming transcript with words at version level
+    version = conversation.add_transcript_version(
+        version_id=version_id,
+        transcript=transcript_text,
+        words=words,  # Store at version level
+        segments=segments,  # Provider segments or empty (filled by speaker service later)
+        provider=provider,
+        model=provider,  # Provider name as model
+        processing_time_seconds=None,  # Not applicable for streaming
+        metadata={
+            "source": "streaming",
+            "chunk_count": final_transcript.get("chunk_count", 0),
+            "word_count": len(words),
+            "provider_capabilities": {"diarization": provider_diarized},
+        },
+        set_as_active=True,
+    )
+    version.diarization_source = diarization_source
+
+    # Update placeholder conversation if it exists
+    if (
+        getattr(conversation, "always_persist", False)
+        and getattr(conversation, "processing_status", None)
+        == Conversation.ConversationStatus.ACTIVE.value
+    ):
+        # Status stays active; the finalizer reconciles it to completed once the
+        # post-conversation chain reaches its terminal job.
+        logger.info(
+            f"📝 Placeholder conversation {conversation_id} has transcript, "
+            f"waiting for title/summary generation"
+        )
 
-            # Ensure speaker field exists
-            if "speaker" not in seg or not seg["speaker"]:
-                seg["speaker"] = "SPEAKER_00"
+    # Save conversation with streaming transcript
+    await conversation.save()
+    if provider_diarized:
+        segment_info = f"{len(segments)} provider segments (diarization_source={diarization_source})"
+    elif segments:
+        segment_info = f"{len(segments)} fallback segment (pending speaker recognition)"
+    else:
+        segment_info = "0 segments (empty transcript)"
+    logger.info(
+        f"✅ Saved streaming transcript: {len(transcript_text)} chars, "
+        f"{segment_info}, {len(words)} words "
+        f"for conversation {conversation_id[:12]}"
+    )
 
-            validated_segments.append(seg)
+    return version_id
+
+
+async def _enqueue_post_processing(
+    conversation_id: str,
+    user_id: str,
+    client_id: str,
+    version_id: str,
+    end_reason: str,
+) -> None:
+    """Enqueue post-conversation processing jobs (speaker, memory, title, events).
+
+    Checks configuration for always_batch_retranscribe. If enabled, enqueues
+    a batch transcription job first with post-processing depending on it.
+    Otherwise starts post-processing immediately with the streaming transcript.
+    """
+    transcription_cfg = get_backend_config("transcription")
+    batch_retranscribe = False
+    if transcription_cfg:
+        cfg_dict = OmegaConf.to_container(transcription_cfg, resolve=True)
+        batch_retranscribe = cfg_dict.get("always_batch_retranscribe", False)
+
+    if batch_retranscribe:
+        # BATCH PATH: Streaming transcript saved as preview — user sees it immediately
+        # Full post-processing (speaker, memory, title) waits for batch transcript
+        # Lazy import: circular dependency — transcription_jobs imports conversation_jobs.
+        from advanced_omi_backend.workers.transcription_jobs import (
+            transcribe_full_audio_job,
+        )
 
-        logger.info(f"Validated {len(validated_segments)}/{len(segments)} segments")
-        speakers = extract_speakers_from_segments(validated_segments)
+        batch_version_id = f"batch_{conversation_id[:12]}"
+        batch_job = transcription_queue.enqueue(
+            transcribe_full_audio_job,
+            conversation_id,
+            batch_version_id,
+            "always_batch_retranscribe",
+            job_timeout=-1,
+            result_ttl=JOB_RESULT_TTL,
+            job_id=f"batch_retranscribe_{conversation_id[:12]}",
+            description=f"Batch re-transcription for {conversation_id[:8]}",
+            meta={"conversation_id": conversation_id, "client_id": client_id},
+        )
 
-        # Track new speech activity (word count based)
-        new_speech_time, last_word_count = await track_speech_activity(
-            speech_analysis=speech_analysis,
-            last_word_count=last_word_count,
-            conversation_id=conversation_id,
-            redis_client=redis_client,
+        logger.info(
+            f"🔄 Batch re-transcribe enabled: enqueued batch job {batch_job.id} "
+            f"(streaming transcript is preview only)"
         )
-        if new_speech_time:
-            last_meaningful_speech_time = new_speech_time
 
-        # Update job metadata with current progress
-        await update_job_progress_metadata(
-            current_job=current_job,
+        # Run post-processing ONLY after batch completes
+        job_ids = start_post_conversation_jobs(
             conversation_id=conversation_id,
-            session_id=session_id,
+            user_id=user_id,
+            transcript_version_id=batch_version_id,
+            depends_on_job=batch_job,
             client_id=client_id,
-            combined=combined,
-            speech_analysis=speech_analysis,
-            speakers=speakers,
-            last_meaningful_speech_time=last_meaningful_speech_time,
+            end_reason=end_reason,
         )
 
-        # Check inactivity timeout using audio time (not wall-clock time)
-        # Get current audio time from latest transcription
-        current_audio_time = speech_analysis.get("speech_end", 0.0)
+        logger.info(
+            f"📥 Pipeline: batch_retranscribe({batch_job.id}) → "
+            f"speaker({job_ids['speaker_recognition']}) → "
+            f"[memory({job_ids['memory']}) + title({job_ids['title_summary']})] → "
+            f"event({job_ids['event_dispatch']})"
+        )
+    else:
+        # NORMAL PATH: Process streaming transcript immediately (existing behavior)
+        job_ids = start_post_conversation_jobs(
+            conversation_id=conversation_id,
+            user_id=user_id,
+            transcript_version_id=version_id,  # Pass the streaming transcript version ID
+            depends_on_job=None,  # No dependency - streaming already succeeded
+            client_id=client_id,  # Pass client_id for UI tracking
+            end_reason=end_reason,  # Pass the determined end_reason (websocket_disconnect, inactivity_timeout, etc.)
+        )
 
-        # Calculate inactivity based on audio timestamps
-        # Only check if we have valid audio timing data
-        if current_audio_time > 0 and last_meaningful_speech_time > 0:
-            inactivity_duration = current_audio_time - last_meaningful_speech_time
-        else:
-            # Fallback: No audio timestamps available (text-only transcription)
-            # Can't reliably detect inactivity, so skip timeout check this iteration
-            inactivity_duration = 0
-            if speech_analysis.get("fallback", False):
-                logger.debug("⚠️ Skipping inactivity check (no audio timestamps available)")
+        logger.info(
+            f"📥 Pipeline: speaker({job_ids['speaker_recognition']}) → "
+            f"[memory({job_ids['memory']}) + title({job_ids['title_summary']})] → "
+            f"event({job_ids['event_dispatch']})"
+        )
 
-        current_time = time.time()
+    # Wait a moment to ensure jobs are registered in RQ
+    await asyncio.sleep(0.5)
 
-        # Log inactivity every 10 seconds
-        if current_time - last_inactivity_log_time >= 10:
-            logger.info(
-                f"⏱️ Time since last speech: {inactivity_duration:.1f}s (timeout: {inactivity_timeout_seconds:.0f}s)"
-            )
-            last_inactivity_log_time = current_time
+    logger.info(
+        f"✅ Post-conversation pipeline started with event dispatch job (end_reason={end_reason})"
+    )
 
-        if inactivity_duration > inactivity_timeout_seconds:
-            # In test mode, check if there are pending chunks before timing out
-            if wait_for_queue_drain:
-                # Check audio persistence queue length
-                persist_queue_key = f"audio:queue:{session_id}"
-                queue_length = await redis_client.llen(persist_queue_key)
 
-                if queue_length > 0:
-                    logger.info(
-                        f"🧪 Test mode: Inactivity timeout reached but {queue_length} chunks still in queue, "
-                        f"waiting for processing..."
-                    )
-                    await asyncio.sleep(1)
-                    continue
+@async_job(redis=True, beanie=True)
+async def open_conversation_job(
+    session_id: str,
+    user_id: str,
+    client_id: str,
+    speech_detected_at: float,
+    speech_job_id: Optional[str] = None,
+    *,
+    redis_client=None,
+) -> Dict[str, Any]:
+    """
+    Long-running RQ job that creates and continuously updates conversation with transcription results.
 
-            logger.info(
-                f"🕐 Conversation {conversation_id} inactive for "
-                f"{inactivity_duration/60:.1f} minutes (threshold: {inactivity_timeout_minutes} min), "
-                f"auto-closing conversation (session remains active for next conversation)..."
-            )
-            # DON'T set session to finalizing - just close this conversation
-            # Session remains "active" so new conversations can be created
-            # Only user manual stop or WebSocket disconnect should finalize the session
-            timeout_triggered = True
-            finalize_received = True
-            break
-
-        # Track results progress (conversation will get transcript from transcription job)
-        if current_count > last_result_count:
-            logger.info(
-                f"📊 Conversation {conversation_id} progress: "
-                f"{current_count} results, {len(combined['text'])} chars, {len(validated_segments)} segments"
-            )
-            last_result_count = current_count
+    Creates conversation when speech is detected, then monitors and updates until session ends.
 
-            # Trigger transcript-level plugins on new transcript segments
-            try:
-                plugin_router = get_plugin_router()
-                if plugin_router:
-                    # Get the latest transcript text for plugin processing
-                    transcript_text = combined.get("text", "")
-
-                    if transcript_text:
-                        plugin_data = {
-                            "transcript": transcript_text,
-                            "segment_id": f"{session_id}_{current_count}",
-                            "conversation_id": conversation_id,
-                            "segments": validated_segments,
-                            "word_count": speech_analysis.get("word_count", 0),
-                        }
+    Args:
+        session_id: Stream session ID
+        user_id: User ID
+        client_id: Client ID
+        speech_detected_at: Timestamp when speech was first detected
+        speech_job_id: Optional speech detection job ID to update with conversation_id
+        redis_client: Redis client (injected by decorator)
 
-                        logger.info(
-                            f"🔌 DISPATCH: transcript.streaming event "
-                            f"(conversation={conversation_id[:12]}, segment_id={session_id}_{current_count})"
-                        )
+    Returns:
+        Dict with conversation_id, final_result_count, runtime_seconds
 
-                        plugin_results = await plugin_router.dispatch_event(
-                            event=PluginEvent.TRANSCRIPT_STREAMING,
-                            user_id=user_id,
-                            data=plugin_data,
-                            metadata={"client_id": client_id},
-                        )
+    Note: user_email is fetched from the database when needed.
+    """
+    logger.info(
+        f"📝 Creating and opening conversation for session {session_id} (speech detected at {speech_detected_at})"
+    )
 
-                        logger.info(
-                            f"🔌 RESULT: transcript.streaming dispatched to {len(plugin_results) if plugin_results else 0} plugins"
-                        )
+    # Phase 1: Initialize job and conversation
+    current_job = get_current_job()
+    current_job.meta = {}
+    current_job.save_meta()
 
-                        if plugin_results:
-                            logger.info(
-                                f"📌 Triggered {len(plugin_results)} streaming transcript plugins"
-                            )
-                            for result in plugin_results:
-                                if result.message:
-                                    logger.info(f"  Plugin: {result.message}")
+    conversation_id = await _initialize_conversation(
+        session_id=session_id,
+        user_id=user_id,
+        client_id=client_id,
+        speech_job_id=speech_job_id,
+        current_job=current_job,
+        redis_client=redis_client,
+    )
 
-                                # If plugin stopped processing, log it
-                                if not result.should_continue:
-                                    logger.info(f"  Plugin stopped normal processing")
+    # Phase 2: Monitor conversation (polling loop)
+    aggregator = TranscriptionResultsAggregator(redis_client)
+    state = ConversationState(
+        conversation_id=conversation_id,
+        session_id=session_id,
+        user_id=user_id,
+        client_id=client_id,
+        start_time=time.time(),
+    )
 
-            except Exception as e:
-                logger.warning(f"⚠️ Error triggering transcript-level plugins: {e}")
+    await _monitor_conversation_loop(state, aggregator, current_job, redis_client)
 
-        await asyncio.sleep(1)  # Check every second for responsiveness
+    # When the session stays active, rotate ownership before post-processing. The
+    # compare-and-swap has no ownerless interval: producer XADD observes either the
+    # closing conversation or its fresh successor. Every WAL entry therefore keeps
+    # a durable, immutable owner even if this worker crashes during phases 4-7.
+    if state.timeout_triggered:
+        store = SessionStore(redis_client)
+        successor = await rotate_active_session_placeholder(
+            store,
+            session_id=session_id,
+            expected_conversation_id=conversation_id,
+            user_id=user_id,
+            client_id=client_id,
+        )
+        if (
+            successor is None
+            and await store.get_status(session_id) == SessionStatus.ACTIVE
+        ):
+            raise RuntimeError(
+                f"Active session {session_id} could not rotate durable audio owner"
+            )
+        logger.info(f"🔄 Rotated durable audio owner after {conversation_id[:12]}")
 
     logger.info(
         f"✅ Conversation {conversation_id} updates complete, checking for meaningful speech..."
     )
 
-    # Determine end reason based on how we exited the loop
-    # Check session completion_reason from Redis (set atomically with status by finalize_session)
-    completion_reason = await redis_client.hget(session_key, "completion_reason")
-    completion_reason_str = completion_reason.decode() if completion_reason else None
-
-    # Determine end_reason with proper precedence:
-    # 1. completion_reason from Redis (set by WebSocket controller: websocket_disconnect, user_stopped)
-    # 2. close_requested (via API, plugin, or button press)
-    # 3. inactivity_timeout (no speech for SPEECH_INACTIVITY_THRESHOLD_SECONDS)
-    # 4. max_duration (conversation exceeded max runtime)
-    # 5. user_stopped (fallback for any other exit condition)
+    # Phase 3: Determine end reason
+    completion_reason_str = await SessionStore(redis_client).get_completion_reason(
+        session_id
+    )
+
     if completion_reason_str:
-        end_reason = completion_reason_str
-        logger.info(f"📊 Using completion_reason from session: {end_reason}")
-    elif close_requested_reason:
-        end_reason = "close_requested"
-        logger.info(f"📊 Conversation closed by request: {close_requested_reason}")
-    elif timeout_triggered:
-        end_reason = "inactivity_timeout"
-    elif time.time() - start_time > max_runtime:
-        end_reason = "max_duration"
+        state.end_reason = completion_reason_str
+        logger.info(f"📊 Using completion_reason from session: {state.end_reason}")
+    elif state.close_requested_reason:
+        state.end_reason = "close_requested"
+        logger.info(
+            f"📊 Conversation closed by request: {state.close_requested_reason}"
+        )
+    elif state.timeout_triggered:
+        state.end_reason = "inactivity_timeout"
+    elif time.time() - state.start_time > 86400:
+        state.end_reason = "max_duration"
     else:
-        end_reason = "user_stopped"
+        state.end_reason = "user_stopped"
 
-    logger.info(f"📊 Conversation {conversation_id[:12]} end_reason determined: {end_reason}")
+    logger.info(
+        f"📊 Conversation {conversation_id[:12]} end_reason determined: {state.end_reason}"
+    )
 
-    # Wrap all post-processing in try/finally to guarantee handle_end_of_conversation()
-    # is always called, even if an exception occurs during transcript saving, job
-    # enqueuing, etc. Without this, any failure leaves the session in a zombie state
-    # where the WebSocket is open but no new conversation can ever start.
+    # Phase 4-7: Post-processing (wrapped in try/finally for guaranteed cleanup)
     end_of_conversation_handled = False
     try:
-        # FINAL VALIDATION: Check if conversation has meaningful speech before post-processing
-        # This prevents empty/noise-only conversations from being processed and saved
-        # NOTE: Speech was already validated during streaming, so we skip this check
-        # to avoid false negatives from aggregated results lacking proper word-level data
         logger.info(
             "✅ Conversation has meaningful speech (validated during streaming), proceeding with post-processing"
         )
 
-        # Wait for streaming transcription consumer to complete before reading transcript
-        # This fixes the race condition where conversation job reads transcript before
-        # streaming consumer stores all final results (seen as 24+ second delay in logs)
-        completion_key = f"transcription:complete:{session_id}"
-        max_wait_streaming = 30  # seconds
-        waited_streaming = 0.0
-        while waited_streaming < max_wait_streaming:
-            completion_status = await redis_client.get(completion_key)
-            if completion_status:
-                status_str = (
-                    completion_status.decode()
-                    if isinstance(completion_status, bytes)
-                    else completion_status
-                )
-                if status_str == "error":
-                    logger.warning(
-                        f"⚠️ Streaming transcription ended with error for {session_id}, proceeding anyway"
-                    )
-                else:
-                    logger.info(f"✅ Streaming transcription confirmed complete for {session_id}")
-                break
-            await asyncio.sleep(0.5)
-            waited_streaming += 0.5
-
-        if waited_streaming >= max_wait_streaming:
-            logger.warning(
-                f"⚠️ Timed out waiting for streaming completion signal for {session_id} "
-                f"(waited {max_wait_streaming}s), proceeding with available transcript"
+        # Phase 4: Wait for streaming transcription to complete
+        if state.close_requested_reason:
+            logger.info(
+                f"⏩ Skipping transcription:complete wait for close_requested "
+                f"(reason={state.close_requested_reason})"
             )
+        else:
+            completion_key = f"transcription:complete:{session_id}"
+            max_wait_streaming = 30  # seconds
+            waited_streaming = 0.0
+            while waited_streaming < max_wait_streaming:
+                completion_status = await redis_client.get(completion_key)
+                if completion_status:
+                    status_str = (
+                        completion_status.decode()
+                        if isinstance(completion_status, bytes)
+                        else completion_status
+                    )
+                    if status_str == "error":
+                        logger.warning(
+                            f"⚠️ Streaming transcription ended with error for {session_id}, proceeding anyway"
+                        )
+                    else:
+                        logger.info(
+                            f"✅ Streaming transcription confirmed complete for {session_id}"
+                        )
+                    break
+                await asyncio.sleep(0.5)
+                waited_streaming += 0.5
+
+            if waited_streaming >= max_wait_streaming:
+                logger.warning(
+                    f"⚠️ Timed out waiting for streaming completion signal for {session_id} "
+                    f"(waited {max_wait_streaming}s), proceeding with available transcript"
+                )
 
-        # Wait for audio_streaming_persistence_job to complete and write MongoDB chunks
-        from advanced_omi_backend.utils.audio_chunk_utils import wait_for_audio_chunks
-
+        # Phase 5: Wait for audio chunks in MongoDB
         chunks_ready = await wait_for_audio_chunks(
             conversation_id=conversation_id, max_wait_seconds=30, min_chunks=1
         )
 
         if not chunks_ready:
-            # Mark conversation as deleted - has speech but no audio chunks to process
-            await mark_conversation_deleted(
-                conversation_id=conversation_id,
-                deletion_reason="audio_chunks_not_ready",
+            # The audio chunks never landed under this conversation_id. This is
+            # usually a mid-session reconnect that routed the audio to the session's
+            # always_persist placeholder under a different id. Decide salvage-vs-discard
+            # by whether a real transcript exists: losing a real transcript is worse
+            # than keeping an audio-less conversation.
+            salvage_conv = await Conversation.find_one(
+                Conversation.conversation_id == conversation_id
+            )
+            has_transcript = bool(
+                salvage_conv and salvage_conv.has_meaningful_transcript
             )
 
-            # Call shared cleanup/restart logic before returning
+            if should_discard_unbacked_conversation(has_transcript):
+                # Genuinely empty (no transcript, no audio). A websocket_disconnect is a
+                # benign network drop (warning, not an error-level system event); a clean
+                # end with nothing captured is more unexpected (error).
+                if state.end_reason == "websocket_disconnect":
+                    logger.warning(
+                        f"⚠️ No audio and no transcript for conversation "
+                        f"{conversation_id[:12]} (client disconnect) — discarding as "
+                        f"audio_chunks_not_ready (likely a network drop, not a fault)"
+                    )
+                else:
+                    logger.error(
+                        f"❌ Audio chunks not found after 30s for conversation "
+                        f"{conversation_id[:12]} (end_reason={state.end_reason}) — "
+                        f"discarding as audio_chunks_not_ready"
+                    )
+                await mark_conversation_deleted(
+                    conversation_id=conversation_id,
+                    deletion_reason="audio_chunks_not_ready",
+                )
+            else:
+                # Salvage: persist the streaming transcript so it survives as a proper
+                # version, and KEEP the conversation. Skip the audio-dependent
+                # post-conversation chain (batch re-transcribe would raise without audio).
+                logger.warning(
+                    f"🛟 No audio persisted for conversation {conversation_id[:12]} but it "
+                    f"has a real transcript — keeping it (audio likely routed to the "
+                    f"session placeholder on reconnect) instead of discarding"
+                )
+                try:
+                    await _save_streaming_transcript(
+                        session_id=session_id,
+                        conversation_id=conversation_id,
+                        aggregator=aggregator,
+                    )
+                except Exception as e:  # noqa: BLE001 — salvage must not raise
+                    logger.warning(
+                        f"Could not persist streaming transcript for salvaged "
+                        f"conversation {conversation_id[:12]}: {e}"
+                    )
+
             end_of_conversation_handled = True
             return await handle_end_of_conversation(
                 session_id=session_id,
                 conversation_id=conversation_id,
                 client_id=client_id,
                 user_id=user_id,
-                start_time=start_time,
-                last_result_count=last_result_count,
-                timeout_triggered=timeout_triggered,
+                start_time=state.start_time,
+                last_result_count=state.last_result_count,
+                timeout_triggered=state.timeout_triggered,
                 redis_client=redis_client,
-                end_reason=end_reason,
-            )
-
-        logger.info(f"📦 MongoDB audio chunks ready for conversation {conversation_id[:12]}")
-
-        # Get final streaming transcript and save to conversation
-        logger.info(f"📝 Retrieving final streaming transcript for conversation {conversation_id[:12]}")
-        final_transcript = await aggregator.get_combined_results(session_id)
-
-        # Fetch conversation from database to ensure we have latest state
-        conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-        if not conversation:
-            logger.error(f"❌ Conversation {conversation_id} not found in database")
-            raise ValueError(f"Conversation {conversation_id} not found")
-
-        # Create transcript version from streaming results
-        version_id = f"streaming_{session_id[:12]}"
-        transcript_text = final_transcript.get("text", "")
-        words_data = final_transcript.get("words", [])  # All words from aggregator
-
-        # Convert words to Word objects (including per-word speaker labels if present)
-        words = [
-            Conversation.Word(
-                word=w.get("word", ""),
-                start=w.get("start", 0.0),
-                end=w.get("end", 0.0),
-                confidence=w.get("confidence"),
-                speaker=w.get("speaker"),
-                speaker_confidence=w.get("speaker_confidence"),
-            )
-            for w in words_data
-        ]
-
-        # Use provider-supplied segments if available (from streaming diarization),
-        # otherwise leave empty for speaker recognition service to fill later.
-        segments_data = final_transcript.get("segments", [])
-        if segments_data:
-            segments = [
-                Conversation.SpeakerSegment(
-                    start=s.get("start", 0.0),
-                    end=s.get("end", 0.0),
-                    text=s.get("text", ""),
-                    speaker=str(s.get("speaker", "Unknown")),
-                    words=[
-                        Conversation.Word(
-                            word=sw.get("word", ""),
-                            start=sw.get("start", 0.0),
-                            end=sw.get("end", 0.0),
-                            confidence=sw.get("confidence"),
-                            speaker=sw.get("speaker"),
-                            speaker_confidence=sw.get("speaker_confidence"),
-                        )
-                        for sw in s.get("words", [])
-                    ],
-                )
-                for s in segments_data
-            ]
-        else:
-            segments = []
-
-        # Determine provider from streaming results
-        provider = final_transcript.get("provider", "deepgram")
-
-        # Determine diarization source if provider supplied segments
-        diarization_source = "provider" if segments else None
-
-        # Add streaming transcript with words at version level
-        version = conversation.add_transcript_version(
-            version_id=version_id,
-            transcript=transcript_text,
-            words=words,  # Store at version level
-            segments=segments,  # Provider segments or empty (filled by speaker service later)
-            provider=provider,
-            model=provider,  # Provider name as model
-            processing_time_seconds=None,  # Not applicable for streaming
-            metadata={
-                "source": "streaming",
-                "chunk_count": final_transcript.get("chunk_count", 0),
-                "word_count": len(words),
-                "provider_capabilities": {"diarization": bool(segments)},
-            },
-            set_as_active=True,
-        )
-        version.diarization_source = diarization_source
-
-        # Update placeholder conversation if it exists
-        if (
-            getattr(conversation, "always_persist", False)
-            and getattr(conversation, "processing_status", None) == "pending_transcription"
-        ):
-            # Keep placeholder status - will be updated by title_summary_job
-            logger.info(
-                f"📝 Placeholder conversation {conversation_id} has transcript, "
-                f"waiting for title/summary generation"
+                end_reason=state.end_reason,
             )
 
-        # Save conversation with streaming transcript
-        await conversation.save()
-        segment_info = (
-            f"{len(segments)} provider segments (diarization_source={diarization_source})"
-            if segments
-            else "0 segments (pending speaker recognition)"
-        )
         logger.info(
-            f"✅ Saved streaming transcript: {len(transcript_text)} chars, "
-            f"{segment_info}, {len(words)} words "
-            f"for conversation {conversation_id[:12]}"
+            f"📦 MongoDB audio chunks ready for conversation {conversation_id[:12]}"
         )
 
-        # Enqueue post-conversation processing pipeline
-        client_id = conversation.client_id if conversation else None
-
-        # Check if always_batch_retranscribe is enabled
-        from advanced_omi_backend.config_loader import get_backend_config
-
-        transcription_cfg = get_backend_config('transcription')
-        batch_retranscribe = False
-        if transcription_cfg:
-            from omegaconf import OmegaConf
-            cfg_dict = OmegaConf.to_container(transcription_cfg, resolve=True)
-            batch_retranscribe = cfg_dict.get('always_batch_retranscribe', False)
-
-        if batch_retranscribe:
-            # BATCH PATH: Streaming transcript saved as preview — user sees it immediately
-            # Full post-processing (speaker, memory, title) waits for batch transcript
-            from advanced_omi_backend.config import get_transcription_job_timeout
-            from advanced_omi_backend.controllers.queue_controller import (
-                JOB_RESULT_TTL,
-                transcription_queue,
-            )
-            from advanced_omi_backend.workers.transcription_jobs import transcribe_full_audio_job
-
-            batch_version_id = f"batch_{conversation_id[:12]}"
-            batch_job = transcription_queue.enqueue(
-                transcribe_full_audio_job,
-                conversation_id,
-                batch_version_id,
-                "always_batch_retranscribe",
-                job_timeout=get_transcription_job_timeout(),
-                result_ttl=JOB_RESULT_TTL,
-                job_id=f"batch_retranscribe_{conversation_id[:12]}",
-                description=f"Batch re-transcription for {conversation_id[:8]}",
-                meta={'conversation_id': conversation_id, 'client_id': client_id},
-            )
-
-            logger.info(
-                f"🔄 Batch re-transcribe enabled: enqueued batch job {batch_job.id} "
-                f"(streaming transcript is preview only)"
-            )
-
-            # Run post-processing ONLY after batch completes
-            job_ids = start_post_conversation_jobs(
-                conversation_id=conversation_id,
-                user_id=user_id,
-                transcript_version_id=batch_version_id,
-                depends_on_job=batch_job,
-                client_id=client_id,
-                end_reason=end_reason,
-            )
-
-            logger.info(
-                f"📥 Pipeline: batch_retranscribe({batch_job.id}) → "
-                f"speaker({job_ids['speaker_recognition']}) → "
-                f"[memory({job_ids['memory']}) + title({job_ids['title_summary']})] → "
-                f"event({job_ids['event_dispatch']})"
-            )
-        else:
-            # NORMAL PATH: Process streaming transcript immediately (existing behavior)
-            job_ids = start_post_conversation_jobs(
-                conversation_id=conversation_id,
-                user_id=user_id,
-                transcript_version_id=version_id,  # Pass the streaming transcript version ID
-                depends_on_job=None,  # No dependency - streaming already succeeded
-                client_id=client_id,  # Pass client_id for UI tracking
-                end_reason=end_reason,  # Pass the determined end_reason (websocket_disconnect, inactivity_timeout, etc.)
-            )
-
-            logger.info(
-                f"📥 Pipeline: speaker({job_ids['speaker_recognition']}) → "
-                f"[memory({job_ids['memory']}) + title({job_ids['title_summary']})] → "
-                f"event({job_ids['event_dispatch']})"
-            )
+        # Phase 6: Save streaming transcript
+        version_id = await _save_streaming_transcript(
+            session_id=session_id,
+            conversation_id=conversation_id,
+            aggregator=aggregator,
+        )
 
-        # Wait a moment to ensure jobs are registered in RQ
-        await asyncio.sleep(0.5)
+        # Phase 6b: Trim leading silence off the (always_persist) conversation. Shared
+        # with the batch-fallback finalization path — see maybe_trim_leading_silence.
+        await maybe_trim_leading_silence(conversation_id)
 
-        logger.info(
-            f"✅ Post-conversation pipeline started with event dispatch job (end_reason={end_reason})"
+        # Phase 7: Enqueue post-processing pipeline
+        await _enqueue_post_processing(
+            conversation_id=conversation_id,
+            user_id=user_id,
+            client_id=client_id,
+            version_id=version_id,
+            end_reason=state.end_reason,
         )
 
-        # Call shared cleanup/restart logic
+        # Cleanup and session restart
         end_of_conversation_handled = True
         return await handle_end_of_conversation(
             session_id=session_id,
             conversation_id=conversation_id,
             client_id=client_id,
             user_id=user_id,
-            start_time=start_time,
-            last_result_count=last_result_count,
-            timeout_triggered=timeout_triggered,
+            start_time=state.start_time,
+            last_result_count=state.last_result_count,
+            timeout_triggered=state.timeout_triggered,
             redis_client=redis_client,
-            end_reason=end_reason,
+            end_reason=state.end_reason,
         )
     finally:
         if not end_of_conversation_handled:
@@ -937,9 +1873,9 @@ async def open_conversation_job(
                     conversation_id=conversation_id,
                     client_id=client_id,
                     user_id=user_id,
-                    start_time=start_time,
-                    last_result_count=last_result_count,
-                    timeout_triggered=timeout_triggered,
+                    start_time=state.start_time,
+                    last_result_count=state.last_result_count,
+                    timeout_triggered=state.timeout_triggered,
                     redis_client=redis_client,
                     end_reason="error",
                 )
@@ -948,7 +1884,10 @@ async def open_conversation_job(
 
 
 @async_job(redis=True, beanie=True)
-async def generate_title_summary_job(conversation_id: str, *, redis_client=None) -> Dict[str, Any]:
+@traced_job("title_summary", pipeline_stage="title_summary", gen_ai_operation="chat")
+async def generate_title_summary_job(
+    conversation_id: str, *, redis_client=None
+) -> Dict[str, Any]:
     """
     Generate title, short summary, and detailed summary for a conversation using LLM.
 
@@ -965,34 +1904,50 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
     Returns:
         Dict with generated title, summary, and detailed_summary
     """
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.utils.conversation_utils import (
-        generate_detailed_summary,
-        generate_title_and_summary,
+    set_otel_session(conversation_id)
+    logger.info(
+        f"📝 Starting title/summary generation for conversation {conversation_id}"
     )
 
-    logger.info(f"📝 Starting title/summary generation for conversation {conversation_id}")
-
     start_time = time.time()
 
     # Get the conversation
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if not conversation:
         logger.error(f"Conversation {conversation_id} not found")
         return {"success": False, "error": "Conversation not found"}
 
+    if conversation.memory_excluded:
+        logger.info(
+            f"Skipping title/summary generation for memory-excluded conversation {conversation_id[:8]}"
+        )
+        return {
+            "success": True,
+            "skipped": True,
+            "reason": "memory_excluded",
+            "conversation_id": conversation_id,
+        }
+
+    set_span_attrs(user_id=str(conversation.user_id))
+
     # Get transcript and segments (properties return data from active transcript version)
     transcript_text = conversation.transcript or ""
     segments = conversation.segments or []
 
     if not transcript_text and (not segments or len(segments) == 0):
-        logger.warning(f"⚠️ No transcript or segments available for conversation {conversation_id}")
+        logger.warning(
+            f"⚠️ No transcript or segments available for conversation {conversation_id}"
+        )
         return {
             "success": False,
             "error": "No transcript or segments available",
             "conversation_id": conversation_id,
         }
 
+    set_trace_io(input={"transcript": transcript_text})
+
     # Generate title, short summary, and detailed summary using unified utilities
     try:
         logger.info(
@@ -1004,8 +1959,6 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
         # so all key topics/entities in the conversation can find relevant memories
         memory_context = None
         try:
-            from advanced_omi_backend.services.memory import get_memory_service
-
             memory_service = get_memory_service()
             memories = await memory_service.search_memories(
                 transcript_text, conversation.user_id, limit=10
@@ -1018,17 +1971,21 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
             else:
                 logger.info(f"📚 No memories found for context enrichment")
         except Exception as mem_error:
-            logger.warning(f"⚠️ Could not fetch memory context (continuing without): {mem_error}")
+            logger.warning(
+                f"⚠️ Could not fetch memory context (continuing without): {mem_error}"
+            )
 
         # Generate title+summary (one call) and detailed summary in parallel
-        import asyncio
-
         (title, short_summary), detailed_summary = await asyncio.gather(
             generate_title_and_summary(
-                transcript_text, segments=segments, user_id=conversation.user_id
+                transcript_text,
+                segments=segments,
+                user_id=conversation.user_id,
             ),
             generate_detailed_summary(
-                transcript_text, segments=segments, memory_context=memory_context
+                transcript_text,
+                segments=segments,
+                memory_context=memory_context,
             ),
         )
 
@@ -1038,29 +1995,31 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
 
         logger.info(f"✅ Generated title: '{conversation.title}'")
         logger.info(f"✅ Generated summary: '{conversation.summary}'")
-        logger.info(f"✅ Generated detailed summary: {len(conversation.detailed_summary)} chars")
+        logger.info(
+            f"✅ Generated detailed summary: {len(conversation.detailed_summary)} chars"
+        )
 
-        # Update processing status for placeholder/reprocessing conversations
-        if getattr(conversation, "processing_status", None) in ["pending_transcription", "reprocessing"]:
-            conversation.processing_status = "completed"
-            logger.info(
-                f"✅ Updated placeholder conversation {conversation_id} "
-                f"processing_status to 'completed'"
-            )
+        # Status is owned by the finalizer (dispatch_conversation_complete_event_job),
+        # not stamped here. A transcript exists, so it will reconcile to "completed".
 
     except Exception as gen_error:
         logger.error(f"❌ Title/summary generation failed: {gen_error}")
 
-        # Mark placeholder/reprocessing conversation as failed
-        if getattr(conversation, "processing_status", None) in ["pending_transcription", "reprocessing"]:
-            conversation.title = "Audio Recording (Transcription Failed)"
-            conversation.summary = f"Title/summary generation failed: {str(gen_error)}"
-            conversation.processing_status = "transcription_failed"
-            await conversation.save()
-            logger.warning(
-                f"⚠️ Marked placeholder conversation {conversation_id} "
-                f"as transcription_failed (title/summary generation error). Audio is still saved."
-            )
+        # A title/summary failure is NOT a transcription failure — the transcript
+        # exists and is usable. Do not downgrade the status (the old code mislabeled
+        # this as transcription_failed). Record the soft failure stage for visibility
+        # and leave the terminal status to the finalizer (which will mark completed).
+        conversation.failure_stage = "summarization"
+        if not conversation.title or conversation.title in (
+            "Recording...",
+            "Reprocessing...",
+        ):
+            conversation.title = "Audio Recording"
+        await conversation.save()
+        logger.warning(
+            f"⚠️ Title/summary generation failed for {conversation_id}; transcript is "
+            f"intact, leaving status to finalizer (failure_stage=summarization)."
+        )
 
         return {
             "success": False,
@@ -1074,32 +2033,33 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
 
     processing_time = time.time() - start_time
 
-    # Update job metadata
-    from rq import get_current_job
+    publish_sse_event(
+        str(conversation.user_id),
+        "conversation.updated",
+        {
+            "conversation_id": conversation_id,
+            "title": conversation.title,
+            "summary": conversation.summary,
+        },
+    )
 
-    current_job = get_current_job()
-    if current_job:
-        if not current_job.meta:
-            current_job.meta = {}
-        current_job.meta.update(
-            {
-                "conversation_id": conversation_id,
-                "title": conversation.title,
-                "summary": conversation.summary,
-                "detailed_summary_length": (
-                    len(conversation.detailed_summary) if conversation.detailed_summary else 0
-                ),
-                "segment_count": len(segments),
-                "processing_time": processing_time,
-            }
-        )
-        current_job.save_meta()
+    # Update job metadata
+    update_job_meta(
+        conversation_id=conversation_id,
+        title=conversation.title,
+        summary=conversation.summary,
+        detailed_summary_length=(
+            len(conversation.detailed_summary) if conversation.detailed_summary else 0
+        ),
+        segment_count=len(segments),
+        processing_time=processing_time,
+    )
 
     logger.info(
         f"✅ Title/summary generation completed for {conversation_id} in {processing_time:.2f}s"
     )
 
-    return {
+    result = {
         "success": True,
         "conversation_id": conversation_id,
         "title": conversation.title,
@@ -1107,6 +2067,8 @@ async def generate_title_summary_job(conversation_id: str, *, redis_client=None)
         "detailed_summary": conversation.detailed_summary,
         "processing_time_seconds": processing_time,
     }
+    set_trace_io(output=result)
+    return result
 
 
 @async_job(redis=True, beanie=True)
@@ -1136,101 +2098,128 @@ async def dispatch_conversation_complete_event_job(
     Returns:
         Dict with success status and plugin results
     """
-    from advanced_omi_backend.models.conversation import Conversation
-
-    logger.info(f"📌 Dispatching conversation.complete event for conversation {conversation_id}")
+    logger.info(
+        f"📌 Dispatching conversation.complete event for conversation {conversation_id}"
+    )
 
     start_time = time.time()
 
     # Get the conversation to include in event data
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if not conversation:
         logger.error(f"Conversation {conversation_id} not found")
         return {"success": False, "error": "Conversation not found"}
 
-    # Save end_reason and completed_at to database if not already set
-    # This ensures end_reason is persisted before plugins receive conversation.complete event
+    # This is the terminal job of the post-conversation chain, so it OWNS the
+    # conversation's final state: persist end_reason/completed_at and reconcile
+    # processing_status from facts (transcript present => completed; none =>
+    # failed). Intermediate jobs no longer stamp the status, which is what kept
+    # recovered conversations stuck at "failed". end_reason is persisted before
+    # plugins receive the conversation.complete event.
+    needs_save = False
     if end_reason and conversation.end_reason is None:
         try:
             conversation.end_reason = Conversation.EndReason(end_reason)
         except ValueError:
             logger.warning(f"⚠️ Invalid end_reason '{end_reason}', using UNKNOWN")
             conversation.end_reason = Conversation.EndReason.UNKNOWN
+        needs_save = True
 
-        if conversation.completed_at is None:
-            conversation.completed_at = datetime.utcnow()
+    if conversation.completed_at is None:
+        conversation.completed_at = datetime.now(timezone.utc)
+        needs_save = True
 
-        await conversation.save()
+    if conversation.apply_status(settled=True):
         logger.info(
-            f"💾 Saved end_reason={conversation.end_reason} to conversation {conversation_id[:12]} in event dispatch job"
+            f"🏁 Finalized conversation {conversation_id[:12]} "
+            f"status={conversation.processing_status}"
+            + (
+                f" failure_stage={conversation.failure_stage}"
+                if conversation.failure_stage
+                else ""
+            )
         )
+        needs_save = True
 
-    # Get user email for event data
-    from advanced_omi_backend.models.user import User
-
-    user = await User.get(user_id)
-    user_email = user.email if user else ""
+    if needs_save:
+        await conversation.save()
 
-    # Prepare plugin event data (same format as open_conversation_job)
+    # Context collection is purpose-bound: only after a conversation has settled
+    # do we ask connected ScreenPipe companions for this time range.
     try:
-        plugin_router = await ensure_plugin_router()
+        from advanced_omi_backend.services.device_context import (
+            request_conversation_context_jobs,
+        )
 
-        # CRITICAL CHECK: Fail loudly if no router
-        if not plugin_router:
-            error_msg = (
-                f"❌ Plugin router could not be initialized in worker process. "
-                f"conversation.complete event for {conversation_id[:12]} will NOT be dispatched!"
-            )
-            logger.error(error_msg)
+        await request_conversation_context_jobs(conversation)
+    except Exception as exc:
+        logger.warning(
+            "Failed to request device context for conversation %s: %s",
+            conversation_id,
+            exc,
+        )
 
-            return {
-                "success": False,
-                "skipped": True,
-                "reason": "No plugin router",
+    if conversation.memory_excluded:
+        actual_end_reason = end_reason or "file_upload"
+        logger.info(
+            f"Skipping conversation.complete plugins for memory-excluded conversation {conversation_id[:8]}"
+        )
+        publish_sse_event(
+            user_id,
+            "conversation.completed",
+            {
                 "conversation_id": conversation_id,
-                "error": error_msg,
-            }
-
-        plugin_data = {
-            "conversation": {
-                "client_id": client_id,
-                "user_id": user_id,
+                "end_reason": actual_end_reason,
             },
-            "transcript": conversation.transcript if conversation else "",
-            "duration": 0,  # Duration not tracked for file uploads
+        )
+        return {
+            "success": True,
+            "skipped": True,
+            "reason": "memory_excluded",
             "conversation_id": conversation_id,
+            "processing_time_seconds": time.time() - start_time,
         }
 
-        # Use provided end_reason or default to 'file_upload' for backward compatibility
-        actual_end_reason = end_reason or "file_upload"
-
-        logger.info(
-            f"🔌 DISPATCH: conversation.complete event for {conversation_id[:12]} "
-            f"(end_reason={actual_end_reason}, user={user_id}, client={client_id})"
-        )
+    # Get user email for event data
+    user = await User.get(user_id)
+    user_email = user.email if user else ""
 
-        plugin_results = await plugin_router.dispatch_event(
+    # Prepare plugin event data (same format as open_conversation_job)
+    actual_end_reason = end_reason or "file_upload"
+    try:
+        plugin_results = await dispatch_plugin_event(
             event=PluginEvent.CONVERSATION_COMPLETE,
             user_id=user_id,
-            data=plugin_data,
+            data={
+                "conversation": {
+                    "client_id": client_id,
+                    "user_id": user_id,
+                },
+                "transcript": conversation.transcript if conversation else "",
+                "duration": 0,  # Duration not tracked for file uploads
+                "conversation_id": conversation_id,
+            },
             metadata={"end_reason": actual_end_reason},
+            description=f"conversation={conversation_id[:12]}, end_reason={actual_end_reason}",
+            require_router=True,
         )
 
-        logger.info(
-            f"🔌 RESULT: conversation.complete dispatched to {len(plugin_results) if plugin_results else 0} plugins"
-        )
-        if plugin_results:
-            logger.info(f"📌 Triggered {len(plugin_results)} conversation-level plugins")
-            for result in plugin_results:
-                logger.info(f"   Plugin result: success={result.success}, message={result.message}")
-                if result.message:
-                    logger.info(f"  Plugin result: {result.message}")
-
         processing_time = time.time() - start_time
         logger.info(
             f"✅ Conversation complete event dispatched for {conversation_id} in {processing_time:.2f}s"
         )
 
+        publish_sse_event(
+            user_id,
+            "conversation.completed",
+            {
+                "conversation_id": conversation_id,
+                "end_reason": actual_end_reason,
+            },
+        )
+
         return {
             "success": True,
             "conversation_id": conversation_id,
@@ -1238,6 +2227,15 @@ async def dispatch_conversation_complete_event_job(
             "processing_time_seconds": processing_time,
         }
 
+    except RuntimeError as e:
+        logger.error(f"❌ {e}")
+        return {
+            "success": False,
+            "skipped": True,
+            "reason": "No plugin router",
+            "conversation_id": conversation_id,
+            "error": str(e),
+        }
     except Exception as e:
         logger.warning(f"⚠️ Error dispatching conversation complete event: {e}")
         return {
diff --git a/backends/advanced/src/advanced_omi_backend/workers/data_audit_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/data_audit_jobs.py
new file mode 100644
index 00000000..bed4640f
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/data_audit_jobs.py
@@ -0,0 +1,707 @@
+"""
+Data-audit RQ jobs.
+
+Provides:
+- ``analyze_audio_batch_job``: run VAD over each conversation's audio, write
+  frame scores to the chunk documents, and cache a probability histogram on
+  the conversation so the Data Audit UI can filter/sort without re-decoding.
+- ``auto_clean_job``: system-wide sweep that analyzes unanalyzed audio and
+  auto-archives conversations meeting the configured speech-free "level".
+  Enqueued by the ``auto_clean`` cron job (off by default) so the work is
+  visible in the queue/jobs pages.
+- ``export_annotation_dataset_job``: build an annotation dataset zip —
+  speech-region WAV clips + transcript manifest — for selected conversations.
+"""
+
+import json
+import logging
+import time
+import zipfile
+from datetime import datetime, timezone
+from typing import Any, Dict, List, Optional, Tuple
+
+from beanie import PydanticObjectId
+from rq import get_current_job
+
+from advanced_omi_backend.config_loader import get_service_config
+from advanced_omi_backend.controllers.conversation_controller import (
+    archive_conversation_audio_doc,
+)
+from advanced_omi_backend.llm_client import async_generate
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.services.observability.system_events import record_event_sync
+from advanced_omi_backend.users import User
+from advanced_omi_backend.utils.annotation_export import (
+    MANIFEST_NAME,
+    META_NAME,
+    ZIP_NAME,
+    active_segments,
+    build_clip_record,
+    export_dir,
+)
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    audio_cache_duration_matches,
+    reconstruct_audio_segment,
+)
+from advanced_omi_backend.utils.sensitivity_screening import (
+    DEFAULT_SENSITIVITY_POLICY,
+    build_screening_prompt,
+    parse_flagged,
+    screenable_segments,
+)
+from advanced_omi_backend.utils.transcript_slicing import slice_segments
+from advanced_omi_backend.utils.vad_analysis import (
+    analyze_conversation_audio,
+    frame_speech_intervals,
+    merge_speech_regions,
+    subtract_intervals,
+)
+
+logger = logging.getLogger(__name__)
+
+# Conservative fallback level used when config is missing (matches defaults.yml).
+_DEFAULT_AUTO_CLEAN = {
+    "speech_prob_threshold": 0.5,
+    "max_speech_fraction": 0.03,
+    "min_duration": 30.0,
+    "max_archive_per_run": 100,
+}
+
+
+def get_sensitivity_policy() -> str:
+    """Default privacy-screen policy from config (``data_audit.export.sensitivity``)."""
+    cfg = get_service_config("data_audit") or {}
+    sens = (cfg.get("export") or {}).get("sensitivity") or {}
+    policy = (sens.get("policy") or "").strip()
+    return policy or DEFAULT_SENSITIVITY_POLICY
+
+
+async def _analyze_and_store(
+    conv: Conversation,
+) -> Optional["Conversation.VadAnalysis"]:
+    """Run VAD analysis for a conversation and cache the summary. Returns the
+    analysis, or None on failure (logged, never raised)."""
+    try:
+        result = await analyze_conversation_audio(conv.conversation_id)
+        result["analyzed_at"] = datetime.now(timezone.utc)
+        va = Conversation.VadAnalysis(**result)
+        conv.vad_analysis = va
+        # The fresh VAD reflects the actual chunk set. If its implied duration
+        # disagrees with the stored audio_total_duration, the conversation's
+        # audio metadata is internally inconsistent (reconnect-duplication: a
+        # bad recording). Flag it once and surface it on the System Errors page;
+        # the data-audit list then excludes it so it stops perpetually showing
+        # as "needs analysis" (re-analysis can't reconcile corrupt metadata).
+        va_dur = (va.frame_count or 0) * (va.frame_hop_ms or 0) / 1000.0
+        stored_dur = conv.audio_total_duration or 0.0
+        if (
+            not audio_cache_duration_matches(va_dur, stored_dur)
+            and not conv.audio_integrity_error
+        ):
+            reason = (
+                f"audio duration drift: stored {stored_dur:.0f}s / "
+                f"{conv.audio_chunks_count} chunks vs {va_dur:.0f}s from actual audio"
+            )
+            conv.audio_integrity_error = reason
+            record_event_sync(
+                severity="error",
+                category="data_integrity",
+                source="analyze_audio_batch_job",
+                title=f"Corrupt audio metadata: {conv.conversation_id[:8]} (duration drift)",
+                detail=reason,
+                conversation_id=conv.conversation_id,
+                client_id=conv.client_id,
+                user_id=conv.user_id,
+                metadata={
+                    "stored_duration_s": round(stored_dur, 1),
+                    "stored_chunks": conv.audio_chunks_count,
+                    "vad_duration_s": round(va_dur, 1),
+                },
+            )
+            logger.warning(
+                f"Flagged corrupt audio metadata for {conv.conversation_id[:12]}: {reason}"
+            )
+        await conv.save()
+        return va
+    except Exception as e:
+        logger.warning(f"VAD analysis failed for {conv.conversation_id[:12]}: {e}")
+        return None
+
+
+@async_job(redis=False, beanie=True)
+async def analyze_audio_batch_job(
+    user_id: str,
+    conversation_ids: Optional[List[str]] = None,
+    force: bool = False,
+) -> Dict[str, Any]:
+    """Compute and cache VAD analysis for a user's conversations.
+
+    Args:
+        user_id: Owner whose conversations are analyzed (scopes the query).
+        conversation_ids: Optional explicit subset; if omitted, all of the
+            user's non-deleted, non-archived conversations with audio.
+        force: Re-analyze even if a cached result already exists.
+
+    Returns a summary dict (never raises for a single conversation failure).
+    """
+    start = time.time()
+
+    if conversation_ids:
+        query = Conversation.find(
+            {"conversation_id": {"$in": conversation_ids}, "user_id": user_id}
+        )
+    else:
+        query = Conversation.find(
+            {
+                "user_id": user_id,
+                "deleted": {"$ne": True},
+                "audio_archived": {"$ne": True},
+                "audio_chunks_count": {"$gt": 0},
+                # Skip conversations already flagged as corrupt (surfaced on the
+                # System Errors page); an explicit conversation_ids list overrides.
+                "audio_integrity_error": None,
+            }
+        )
+
+    conversations = await query.to_list()
+
+    # One up-front pass: anything already analyzed (or with no audio to
+    # analyze) is skipped immediately, so progress is reported over only the
+    # conversations that actually need work — "2/5 (178 already analyzed)"
+    # rather than ticking 0/183 through cached entries.
+    def _needs_analysis(conv: Conversation) -> bool:
+        if conv.audio_archived or not conv.audio_chunks_count:
+            return False
+        if force or conv.vad_analysis is None:
+            return True
+        # Re-analyze a cached summary that no longer matches the current audio
+        # (chunk set changed in place since it was computed).
+        va = conv.vad_analysis
+        cached = (va.frame_count or 0) * (va.frame_hop_ms or 0) / 1000.0
+        return not audio_cache_duration_matches(
+            cached, conv.audio_total_duration or 0.0
+        )
+
+    pending = [c for c in conversations if _needs_analysis(c)]
+    skipped = len(conversations) - len(pending)
+
+    job = get_current_job()
+    total = len(pending)
+
+    def _progress(done: int) -> None:
+        """Publish per-conversation progress to job.meta for the UI to poll."""
+        if not job:
+            return
+        job.meta["batch_progress"] = {
+            "percent": round(100 * done / total) if total else 100,
+            "message": f"Analyzing {done}/{total} ({skipped} already analyzed, skipped)",
+            "done": done,
+            "total": total,
+        }
+        job.save_meta()
+
+    analyzed = 0
+    failed = 0
+
+    _progress(0)
+    for done, conv in enumerate(pending, start=1):
+        if await _analyze_and_store(conv) is not None:
+            analyzed += 1
+        else:
+            failed += 1
+        _progress(done)
+
+    summary = {
+        "success": True,
+        "analyzed": analyzed,
+        "skipped": skipped,
+        "failed": failed,
+        "total": len(conversations),
+        "processing_time_seconds": round(time.time() - start, 2),
+    }
+    logger.info(f"🧹 analyze_audio_batch_job done: {summary}")
+    return summary
+
+
+@async_job(redis=False, beanie=True, timeout=3600)
+async def auto_clean_job(dry_run: bool = False) -> Dict[str, Any]:
+    """System-wide auto-clean sweep.
+
+    Analyzes any unanalyzed audio, then archives conversations whose speech
+    fraction (at the configured VAD probability threshold) and duration meet
+    the configured "level" (``data_audit.auto_clean`` in config). Archiving
+    hard-deletes audio bytes (a metadata stub is kept), so the run is bounded
+    by ``max_archive_per_run`` as a safety valve.
+
+    Args:
+        dry_run: When True, count would-archive conversations without deleting.
+
+    Returns a summary dict (never raises for a single-conversation failure).
+    """
+    start = time.time()
+
+    cfg = get_service_config("data_audit")
+    ac = cfg.get("auto_clean", {}) or {}
+    threshold = float(
+        ac.get("speech_prob_threshold", _DEFAULT_AUTO_CLEAN["speech_prob_threshold"])
+    )
+    max_speech = float(
+        ac.get("max_speech_fraction", _DEFAULT_AUTO_CLEAN["max_speech_fraction"])
+    )
+    min_dur = float(ac.get("min_duration", _DEFAULT_AUTO_CLEAN["min_duration"]))
+    max_per_run = int(
+        ac.get("max_archive_per_run", _DEFAULT_AUTO_CLEAN["max_archive_per_run"])
+    )
+
+    conversations = await Conversation.find(
+        {
+            "deleted": {"$ne": True},
+            "audio_archived": {"$ne": True},
+            "audio_chunks_count": {"$gt": 0},
+        }
+    ).to_list()
+
+    analyzed = 0
+    matched = 0
+    archived = 0
+    failed = 0
+    cap_hit = False
+
+    for conv in conversations:
+        if archived >= max_per_run:
+            cap_hit = True
+            break
+
+        va = conv.vad_analysis
+        if va is None:
+            va = await _analyze_and_store(conv)
+            if va is None:
+                failed += 1
+                continue
+            analyzed += 1
+
+        duration = conv.audio_total_duration or 0.0
+        if duration < min_dur:
+            continue
+        if va.speech_fraction(threshold) > max_speech:
+            continue
+
+        matched += 1
+        if dry_run:
+            continue
+        try:
+            await archive_conversation_audio_doc(conv, reason="near_silent")
+            archived += 1
+        except Exception as e:
+            failed += 1
+            logger.warning(
+                f"Auto-clean archive failed for {conv.conversation_id[:12]}: {e}"
+            )
+
+    summary = {
+        "success": True,
+        "dry_run": dry_run,
+        "scanned": len(conversations),
+        "analyzed": analyzed,
+        "matched": matched,
+        "archived": archived,
+        "failed": failed,
+        "cap_hit": cap_hit,
+        "level": {
+            "speech_prob_threshold": threshold,
+            "max_speech_fraction": max_speech,
+            "min_duration": min_dur,
+            "max_archive_per_run": max_per_run,
+        },
+        "processing_time_seconds": round(time.time() - start, 2),
+    }
+    if cap_hit:
+        logger.warning(
+            f"🧹 auto_clean_job hit max_archive_per_run={max_per_run}; "
+            f"{matched - archived}+ candidates remain for the next run"
+        )
+    logger.info(f"🧹 auto_clean_job done: {summary}")
+    return summary
+
+
+async def _screen_one_conversation(conv: Conversation, policy: str) -> Dict[str, Any]:
+    """Run the privacy screen over one conversation's active transcript.
+
+    Returns a report with the flagged segments (time range + quote + category +
+    reason). Never raises for a single-conversation LLM failure — records an
+    ``error`` instead so one bad conversation doesn't sink the batch.
+    """
+    segments = active_segments(conv)
+    pairs = screenable_segments(segments)
+    report: Dict[str, Any] = {
+        "conversation_id": conv.conversation_id,
+        "title": conv.title,
+        "client_id": conv.client_id,
+        "segment_count": len(pairs),
+        "flagged": [],
+    }
+    if not pairs:
+        return report
+
+    prompt = build_screening_prompt(policy, pairs)
+    try:
+        raw = await async_generate(prompt, operation="sensitivity_screening")
+        flagged = parse_flagged(raw, {index for index, _ in pairs})
+    except Exception as e:
+        logger.warning(
+            f"Sensitivity screen failed for {conv.conversation_id[:12]}: {e}"
+        )
+        report["error"] = str(e)
+        return report
+
+    seg_by_index = {index: seg for index, seg in pairs}
+    flagged_seconds = 0.0
+    for item in flagged:
+        seg = seg_by_index[item["index"]]
+        item["start"] = round(seg.start, 2)
+        item["end"] = round(seg.end, 2)
+        item["speaker"] = seg.identified_as or seg.speaker
+        item["text"] = seg.text
+        flagged_seconds += max(0.0, seg.end - seg.start)
+    report["flagged"] = flagged
+    report["flagged_seconds"] = round(flagged_seconds, 2)
+    return report
+
+
+@async_job(redis=False, beanie=True, timeout=1800)
+async def screen_conversations_job(
+    user_id: str,
+    conversation_ids: List[str],
+    policy: Optional[str] = None,
+) -> Dict[str, Any]:
+    """Privacy-screen selected conversations against a shareability policy.
+
+    For each conversation, an LLM applies ``policy`` (or the configured
+    default) to the active transcript and flags segments too personal to send
+    to an outside annotator. Returns per-conversation flagged segments with
+    their time ranges; the caller reviews them and passes the confirmed ranges
+    back to the export job as ``excluded_ranges``. This job only screens —
+    nothing is exported or mutated here.
+    """
+    start = time.time()
+    policy = (policy or "").strip() or get_sensitivity_policy()
+
+    user = await User.get(PydanticObjectId(user_id))
+    is_super = bool(user and user.is_superuser)
+
+    job = get_current_job()
+    ids = list(dict.fromkeys(conversation_ids))
+    total = len(ids)
+
+    def _progress(done: int, label: str) -> None:
+        """Publish per-conversation progress to job.meta for the UI to poll."""
+        if not job:
+            return
+        job.meta["batch_progress"] = {
+            "percent": round(100 * done / total) if total else 100,
+            "message": f"Screened {done}/{total}" + (f" · {label}" if label else ""),
+            "done": done,
+            "total": total,
+            "flagged_so_far": flagged_total,
+        }
+        job.save_meta()
+
+    reports: List[Dict[str, Any]] = []
+    flagged_total = 0
+    _progress(0, "starting…")
+    for done, cid in enumerate(ids):
+        conv = await Conversation.find_one(Conversation.conversation_id == cid)
+        if not conv:
+            reports.append({"conversation_id": cid, "skipped_reason": "not found"})
+            _progress(done + 1, "")
+            continue
+        if not is_super and conv.user_id != user_id:
+            reports.append(
+                {"conversation_id": cid, "skipped_reason": "access forbidden"}
+            )
+            _progress(done + 1, "")
+            continue
+        report = await _screen_one_conversation(conv, policy)
+        flagged_total += len(report.get("flagged") or [])
+        reports.append(report)
+        _progress(done + 1, conv.title or cid[:8])
+
+    summary = {
+        "success": True,
+        "policy": policy,
+        "conversations": reports,
+        "totals": {
+            "conversation_count": len(reports),
+            "flagged_segments": flagged_total,
+        },
+        "processing_time_seconds": round(time.time() - start, 2),
+    }
+    logger.info(
+        f"🔏 screen_conversations_job done: {flagged_total} flagged segments "
+        f"across {len(reports)} conversations ({summary['processing_time_seconds']}s)"
+    )
+    return summary
+
+
+async def _collect_raw_intervals(
+    conversation_id: str, threshold: float
+) -> Tuple[Optional[List[List[float]]], float, int]:
+    """Raw speech intervals from cached chunk frame scores (streaming cursor).
+
+    Returns (intervals, last_chunk_end_seconds, sample_rate); intervals is
+    None when any chunk lacks VAD scores (caller should analyze first).
+    """
+    collection = AudioChunkDocument.get_pymongo_collection()
+    cursor = collection.find(
+        {"conversation_id": conversation_id},
+        {
+            "start_time": 1,
+            "end_time": 1,
+            "sample_rate": 1,
+            "vad.scores": 1,
+            "vad.frame_hop_ms": 1,
+        },
+    ).sort("chunk_index", 1)
+
+    intervals: List[List[float]] = []
+    last_end = 0.0
+    sample_rate = 16000
+    first = True
+    async for chunk in cursor:
+        if first:
+            sample_rate = int(chunk.get("sample_rate") or 16000)
+            first = False
+        vad = chunk.get("vad")
+        if not vad or vad.get("scores") is None:
+            return None, 0.0, sample_rate
+        intervals.extend(
+            frame_speech_intervals(
+                vad["scores"],
+                float(vad["frame_hop_ms"]) / 1000.0,
+                float(chunk["start_time"]),
+                threshold=threshold,
+            )
+        )
+        last_end = float(chunk["end_time"])
+    return intervals, last_end, sample_rate
+
+
+async def _export_conversation_clips(
+    zf: zipfile.ZipFile,
+    conv: Conversation,
+    mode: str,
+    pad_seconds: float,
+    speech_threshold: float,
+    merge_gap_seconds: float,
+    excluded_ranges: Optional[List[List[float]]] = None,
+) -> Tuple[List[dict], float, float]:
+    """Write the conversation's WAV clip(s) into the zip; return its manifest
+    records, total clipped seconds, and excluded (withheld) seconds.
+
+    Mode ``clips``: one padded WAV per VAD speech region (silence cropped).
+    Mode ``full``: a single untouched WAV spanning the whole conversation —
+    no VAD needed.
+
+    ``excluded_ranges`` (absolute conversation seconds, from the privacy
+    screen) are carved out of the regions so the withheld audio + its
+    transcript never enter a clip.
+    """
+    cid = conv.conversation_id
+
+    if mode == "full":
+        duration = conv.audio_total_duration or 0.0
+        if duration <= 0:
+            raise ValueError("Conversation has no audio duration")
+        regions = [[0.0, duration]]
+        first = await AudioChunkDocument.find_one(
+            AudioChunkDocument.conversation_id == cid
+        )
+        sample_rate = first.sample_rate if first else 16000
+    else:
+        intervals, last_end, sample_rate = await _collect_raw_intervals(
+            cid, speech_threshold
+        )
+        if intervals is None:
+            # Unanalyzed audio — run VAD inline (idempotent), then retry.
+            if await _analyze_and_store(conv) is None:
+                raise ValueError("VAD analysis failed")
+            intervals, last_end, sample_rate = await _collect_raw_intervals(
+                cid, speech_threshold
+            )
+            if intervals is None:
+                raise ValueError("VAD scores missing after analysis")
+
+        duration = conv.audio_total_duration or last_end
+        # Cached speech_regions are built with the default 0.3s pad — always
+        # re-merge here so the export honors the requested padding.
+        regions = merge_speech_regions(
+            intervals,
+            duration,
+            pad_seconds=pad_seconds,
+            merge_gap_seconds=merge_gap_seconds,
+        )
+
+    # Carve out privacy-screened ranges so withheld audio/transcript is
+    # never written. Done after padding/merge so padding can't re-expose a cut.
+    kept_seconds = sum(t1 - t0 for t0, t1 in regions)
+    if excluded_ranges:
+        regions = subtract_intervals(regions, excluded_ranges)
+    excluded_seconds = kept_seconds - sum(t1 - t0 for t0, t1 in regions)
+
+    segments = active_segments(conv)
+    created_at = conv.created_at.isoformat() if conv.created_at else None
+
+    records: List[dict] = []
+    clip_seconds = 0.0
+    for i, (t0, t1) in enumerate(regions):
+        wav = await reconstruct_audio_segment(cid, t0, t1)
+        record = build_clip_record(
+            conversation_id=cid,
+            conversation_title=conv.title,
+            client_id=conv.client_id,
+            conversation_created_at=created_at,
+            clip_index=i,
+            region_start=t0,
+            region_end=t1,
+            sample_rate=sample_rate,
+            segments=slice_segments(segments, t0, t1),
+        )
+        zf.writestr(record["audio_path"], wav)
+        records.append(record)
+        clip_seconds += t1 - t0
+    return records, clip_seconds, round(max(0.0, excluded_seconds), 2)
+
+
+@async_job(redis=False, beanie=True, timeout=3600)
+async def export_annotation_dataset_job(
+    user_id: str,
+    export_id: str,
+    conversation_ids: List[str],
+    mode: str = "clips",
+    pad_seconds: float = 1.0,
+    speech_threshold: float = 0.5,
+    merge_gap_seconds: float = 3.0,
+    excluded_ranges: Optional[Dict[str, List[List[float]]]] = None,
+    sensitivity_policy: Optional[str] = None,
+) -> Dict[str, Any]:
+    """Build an annotation dataset zip for the selected conversations.
+
+    Mode ``clips`` (default): derive speech regions from chunk VAD scores
+    (running VAD inline for unanalyzed audio) with the requested padding and
+    cut one sample-accurate WAV clip per region. Mode ``full``: export each
+    conversation as a single untouched WAV. Either way each clip is paired
+    with the sliced active transcript in ``manifest.jsonl``; the zip and an
+    ``export.json`` summary land in ``DATA_DIR/exports/{export_id}/`` for
+    the download endpoint.
+
+    ``excluded_ranges`` maps ``conversation_id`` → withheld time ranges (from
+    the privacy screen); those ranges are carved out of each conversation's
+    audio and transcript. ``sensitivity_policy`` is recorded in the metadata
+    for auditability.
+
+    Per-conversation failures are recorded as ``skipped_reason``; the job
+    only raises on export-level failures (e.g. disk errors).
+    """
+    start = time.time()
+    excluded_ranges = excluded_ranges or {}
+    user = await User.get(PydanticObjectId(user_id))
+    is_super = bool(user and user.is_superuser)
+
+    out_dir = export_dir(export_id)
+    out_dir.mkdir(parents=True, exist_ok=True)
+    zip_path = out_dir / ZIP_NAME
+
+    conv_summaries: List[dict] = []
+    manifest_records: List[dict] = []
+    total_clip_seconds = 0.0
+    total_excluded_seconds = 0.0
+
+    with zipfile.ZipFile(zip_path, "w", zipfile.ZIP_DEFLATED) as zf:
+        for cid in dict.fromkeys(conversation_ids):
+            summary: Dict[str, Any] = {
+                "conversation_id": cid,
+                "title": None,
+                "client_id": None,
+            }
+            conv = await Conversation.find_one(Conversation.conversation_id == cid)
+            if conv:
+                summary["title"] = conv.title
+                summary["client_id"] = conv.client_id
+
+            if not conv:
+                summary["skipped_reason"] = "not found"
+            elif not is_super and conv.user_id != user_id:
+                summary["skipped_reason"] = "access forbidden"
+            elif conv.deleted:
+                summary["skipped_reason"] = "deleted"
+            elif conv.audio_archived:
+                summary["skipped_reason"] = "audio archived"
+            elif not conv.audio_chunks_count:
+                summary["skipped_reason"] = "no audio"
+            else:
+                try:
+                    records, clip_seconds, excluded_seconds = (
+                        await _export_conversation_clips(
+                            zf,
+                            conv,
+                            mode,
+                            pad_seconds,
+                            speech_threshold,
+                            merge_gap_seconds,
+                            excluded_ranges.get(cid),
+                        )
+                    )
+                    manifest_records.extend(records)
+                    total_clip_seconds += clip_seconds
+                    total_excluded_seconds += excluded_seconds
+                    summary["clip_count"] = len(records)
+                    summary["clip_seconds"] = round(clip_seconds, 2)
+                    if excluded_seconds > 0:
+                        summary["excluded_seconds"] = excluded_seconds
+                except Exception as e:
+                    logger.exception(f"Export failed for conversation {cid[:12]}")
+                    summary["skipped_reason"] = f"error: {e}"
+            conv_summaries.append(summary)
+
+        exported = [s for s in conv_summaries if "skipped_reason" not in s]
+        meta = {
+            "export_id": export_id,
+            "schema_version": 1,
+            "created_at": datetime.now(timezone.utc).isoformat(),
+            "created_by": user_id,
+            "params": {
+                "mode": mode,
+                "pad_seconds": pad_seconds,
+                "speech_threshold": speech_threshold,
+                "merge_gap_seconds": merge_gap_seconds,
+                "screened": bool(excluded_ranges),
+                "sensitivity_policy": sensitivity_policy if excluded_ranges else None,
+            },
+            "conversations": conv_summaries,
+            "totals": {
+                "conversation_count": len(conv_summaries),
+                "exported_conversations": len(exported),
+                "clip_count": len(manifest_records),
+                "total_clip_seconds": round(total_clip_seconds, 2),
+                "excluded_seconds": round(total_excluded_seconds, 2),
+            },
+        }
+        zf.writestr(
+            MANIFEST_NAME,
+            "".join(json.dumps(r, ensure_ascii=False) + "\n" for r in manifest_records),
+        )
+        zf.writestr(META_NAME, json.dumps(meta, indent=2, ensure_ascii=False))
+
+    meta["totals"]["zip_bytes"] = zip_path.stat().st_size
+    (out_dir / META_NAME).write_text(json.dumps(meta, indent=2, ensure_ascii=False))
+
+    logger.info(
+        f"📦 export_annotation_dataset_job {export_id}: "
+        f"{meta['totals']['clip_count']} clips / "
+        f"{meta['totals']['total_clip_seconds']:.0f}s from "
+        f"{meta['totals']['exported_conversations']}/{len(conv_summaries)} "
+        f"conversations ({time.time() - start:.1f}s)"
+    )
+    return {"success": True, **meta}
diff --git a/backends/advanced/src/advanced_omi_backend/workers/drift_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/drift_jobs.py
new file mode 100644
index 00000000..e7a1e912
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/drift_jobs.py
@@ -0,0 +1,73 @@
+"""RQ jobs for speaker-label drift analysis support."""
+
+from typing import Any, Dict
+
+from rq import get_current_job
+
+from advanced_omi_backend.controllers.drift_controller import (
+    backfill_cluster_embeddings,
+    drift_fingerprint,
+    find_drift_conversations,
+    store_drift_report,
+)
+from advanced_omi_backend.models.job import async_job
+
+
+@async_job(redis=False, beanie=True, timeout=3600)
+async def drift_scan_job() -> Dict[str, Any]:
+    """Scan all conversations for speaker-label drift, reporting progress as it goes.
+
+    The route serves a cached report when nothing relevant changed; this job only
+    runs on a cache miss (or forced re-analyze) and refreshes the cache when done.
+    """
+    job = get_current_job()
+
+    def publish_progress(processed: int, total: int, drifted: int) -> None:
+        if not job:
+            return
+        job.meta["batch_progress"] = {
+            "percent": round(100 * processed / total) if total else 100,
+            "message": f"Scanning {processed}/{total} · {drifted} drifted so far",
+            "done": processed,
+            "total": total,
+        }
+        job.save_meta()
+
+    # Fingerprint BEFORE scanning: if the world changes mid-scan, the stored
+    # fingerprint won't match it and the next open recomputes instead of serving
+    # a report that missed the change.
+    fingerprint = await drift_fingerprint()
+    report = await find_drift_conversations(progress_callback=publish_progress)
+    await store_drift_report(report, fingerprint)
+    return report
+
+
+@async_job(redis=False, beanie=True, timeout=7200)
+async def cluster_embedding_backfill_job() -> Dict[str, Any]:
+    """Populate missing per-cluster embeddings used by the drift report."""
+    job = get_current_job()
+
+    def publish_progress(
+        processed: int,
+        total: int,
+        backfilled: int,
+        skipped: int,
+        failed: int,
+    ) -> None:
+        if not job:
+            return
+        job.meta["batch_progress"] = {
+            "percent": round(100 * processed / total) if total else 100,
+            "message": (
+                f"Scanning {processed}/{total} · {backfilled} backfilled"
+                f" · {skipped} skipped · {failed} failed"
+            ),
+            "done": processed,
+            "total": total,
+        }
+        job.save_meta()
+
+    return await backfill_cluster_embeddings(
+        only_missing=True,
+        progress_callback=publish_progress,
+    )
diff --git a/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
index 9b6691c9..38c47aa6 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/finetuning_jobs.py
@@ -10,21 +10,29 @@
 import io
 import json
 import logging
-import os
 import time
 from datetime import datetime, timezone
 from typing import Optional
 
 import httpx
-import redis.asyncio as aioredis
 
+from advanced_omi_backend.constants import is_non_enrollable_speaker
 from advanced_omi_backend.llm_client import async_generate
+from advanced_omi_backend.model_registry import get_models_registry
+from advanced_omi_backend.models.annotation import Annotation, AnnotationType
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.user import User
 from advanced_omi_backend.prompt_registry import get_prompt_registry
+from advanced_omi_backend.redis_factory import create_async_redis
+from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    reconstruct_audio_segment,
+    reconstruct_wav_from_conversation,
+)
 
 logger = logging.getLogger(__name__)
 
-REDIS_URL = os.getenv("REDIS_URL", "redis://localhost:6379/0")
-
 # TTL for cached jargon: 2 hours (job runs every 30 min, so always refreshed)
 JARGON_CACHE_TTL = 7200
 
@@ -39,17 +47,27 @@
 # Job 1: Speaker Fine-tuning
 # ---------------------------------------------------------------------------
 
+
+async def _record_failure(annotation, reason: str) -> None:
+    """Persist a training failure on an annotation so it can be surfaced/cleared.
+
+    Mirrors ``finetuning_routes._record_training_failure`` for the cron path: a
+    failed annotation records its attempt count + reason instead of being silently
+    re-tried forever, so the Fine-tuning page can show it and offer retry/discard.
+    """
+    annotation.training_attempts = (annotation.training_attempts or 0) + 1
+    annotation.training_error = reason
+    annotation.updated_at = datetime.now(timezone.utc)
+    await annotation.save()
+
+
 async def run_speaker_finetuning_job() -> dict:
     """Process applied diarization annotations and send to speaker recognition service.
 
-    This mirrors the logic in ``finetuning_routes.process_annotations_for_training``
-    but is invocable from the cron scheduler without an HTTP request.
+    Invoked from the cron scheduler (Settings → Automation) to auto-enroll
+    applied diarization relabels without an HTTP request. The deliberate,
+    quality-gated manual path is ``/finetuning/enroll-selected`` (Data Audit).
     """
-    from advanced_omi_backend.models.annotation import Annotation, AnnotationType
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
-    from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
-
     # Find annotations ready for training
     annotations = await Annotation.find(
         Annotation.annotation_type == AnnotationType.DIARIZATION,
@@ -74,8 +92,23 @@ async def run_speaker_finetuning_job() -> dict:
     failed = 0
     cleaned = 0
 
+    skipped = 0
+
     for annotation in ready_for_training:
         try:
+            # Noise and placeholder "Unknown Speaker N" labels are not real people —
+            # never enroll them as voiceprints. Mark trained so they aren't retried.
+            if is_non_enrollable_speaker(annotation.corrected_speaker):
+                annotation.processed_by = (
+                    f"{annotation.processed_by},training"
+                    if annotation.processed_by
+                    else "training"
+                )
+                annotation.updated_at = datetime.now(timezone.utc)
+                await annotation.save()
+                skipped += 1
+                continue
+
             conversation = await Conversation.find_one(
                 Conversation.conversation_id == annotation.conversation_id
             )
@@ -107,6 +140,7 @@ async def run_speaker_finetuning_job() -> dict:
             )
             if not wav_bytes:
                 failed += 1
+                await _record_failure(annotation, "No audio for segment")
                 continue
 
             # Intentional: only single admin user (user_id=1) is supported currently
@@ -121,8 +155,14 @@ async def run_speaker_finetuning_job() -> dict:
                 )
                 if "error" in result:
                     failed += 1
+                    await _record_failure(
+                        annotation, f"Append failed: {result.get('error')}"
+                    )
                     continue
-                appended += 1
+                if result.get("status") == "already_enrolled":
+                    skipped += 1
+                else:
+                    appended += 1
             else:
                 result = await speaker_client.enroll_new_speaker(
                     speaker_name=annotation.corrected_speaker,
@@ -131,26 +171,51 @@ async def run_speaker_finetuning_job() -> dict:
                 )
                 if "error" in result:
                     failed += 1
+                    await _record_failure(
+                        annotation, f"Enroll failed: {result.get('error')}"
+                    )
                     continue
-                enrolled += 1
+                if result.get("status") == "already_enrolled":
+                    skipped += 1
+                else:
+                    enrolled += 1
 
-            # Mark as trained
+            # Mark as trained (clear any prior failure record)
             annotation.processed_by = (
-                f"{annotation.processed_by},training" if annotation.processed_by else "training"
+                f"{annotation.processed_by},training"
+                if annotation.processed_by
+                else "training"
             )
+            annotation.training_error = None
             annotation.updated_at = datetime.now(timezone.utc)
             await annotation.save()
 
         except Exception as e:
-            logger.error(f"Speaker finetuning: error processing annotation {annotation.id}: {e}")
+            logger.error(
+                f"Speaker finetuning: error processing annotation {annotation.id}: {e}"
+            )
             failed += 1
+            try:
+                await _record_failure(annotation, f"Exception: {str(e)[:50]}")
+            except Exception:
+                logger.error(
+                    f"Speaker finetuning: failed to record failure for {annotation.id}"
+                )
 
     total = enrolled + appended
     logger.info(
         f"Speaker finetuning complete: {total} processed "
-        f"({enrolled} new, {appended} appended, {failed} failed, {cleaned} orphaned cleaned)"
+        f"({enrolled} new, {appended} appended, {failed} failed, "
+        f"{skipped} non-enrollable skipped, {cleaned} orphaned cleaned)"
     )
-    return {"enrolled": enrolled, "appended": appended, "failed": failed, "cleaned": cleaned, "processed": total}
+    return {
+        "enrolled": enrolled,
+        "appended": appended,
+        "failed": failed,
+        "skipped": skipped,
+        "cleaned": cleaned,
+        "processed": total,
+    }
 
 
 # ---------------------------------------------------------------------------
@@ -174,12 +239,14 @@ def _build_vibevoice_label(conversation) -> dict:
     segments = []
     for seg in transcript.segments:
         speaker_id = speaker_map.setdefault(seg.speaker, len(speaker_map))
-        segments.append({
-            "speaker": speaker_id,
-            "text": seg.text,
-            "start": round(seg.start, 2),
-            "end": round(seg.end, 2),
-        })
+        segments.append(
+            {
+                "speaker": speaker_id,
+                "text": seg.text,
+                "start": round(seg.start, 2),
+                "end": round(seg.end, 2),
+            }
+        )
 
     return {
         "audio_path": f"{conversation.conversation_id}.wav",
@@ -195,34 +262,45 @@ async def run_asr_finetuning_job() -> dict:
     yet consumed by ASR training. Groups by conversation, reconstructs WAV audio,
     builds VibeVoice training labels, and POSTs to the ASR service's /fine-tune endpoint.
     """
-    from advanced_omi_backend.model_registry import get_models_registry
-    from advanced_omi_backend.models.annotation import Annotation, AnnotationType
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_wav_from_conversation
-
     # Resolve STT service URL from model registry (same URL used for transcription)
     registry = get_models_registry()
     stt_model = registry.get_default("stt") if registry else None
     if not stt_model or not stt_model.model_url:
         logger.warning("ASR finetuning: no STT model configured in registry, skipping")
-        return {"conversations_exported": 0, "annotations_consumed": 0, "message": "No STT model configured"}
+        return {
+            "conversations_exported": 0,
+            "annotations_consumed": 0,
+            "message": "No STT model configured",
+        }
 
-    vibevoice_url = stt_model.model_url.rstrip("/")
+    vibevoice_url = stt_model.resolved_url().rstrip("/")
 
     # Find applied annotations (TRANSCRIPT and DIARIZATION) not yet consumed by ASR training
     annotations = await Annotation.find(
-        {"annotation_type": {"$in": [AnnotationType.TRANSCRIPT.value, AnnotationType.DIARIZATION.value]}},
+        {
+            "annotation_type": {
+                "$in": [
+                    AnnotationType.TRANSCRIPT.value,
+                    AnnotationType.DIARIZATION.value,
+                ]
+            }
+        },
         Annotation.processed == True,
     ).to_list()
 
     ready = [
-        a for a in annotations
+        a
+        for a in annotations
         if not a.processed_by or _ASR_TRAINING_MARKER not in a.processed_by
     ]
 
     if not ready:
         logger.info("ASR finetuning: no annotations ready for export")
-        return {"conversations_exported": 0, "annotations_consumed": 0, "message": "No annotations ready"}
+        return {
+            "conversations_exported": 0,
+            "annotations_consumed": 0,
+            "message": "No annotations ready",
+        }
 
     # Group annotations by conversation_id
     by_conversation: dict[str, list[Annotation]] = {}
@@ -230,89 +308,128 @@ async def run_asr_finetuning_job() -> dict:
         if a.conversation_id:
             by_conversation.setdefault(a.conversation_id, []).append(a)
 
-    exported = 0
-    consumed = 0
     errors = 0
 
+    # Accumulate all conversations into a single batch for one POST
+    all_files = []  # list of ("audio_files", (filename, BytesIO, mime))
+    all_labels = []  # list of label dicts
+    pending_annotations = []  # annotations to mark after success
+
     # Optionally load cached jargon for customized_context
-    redis_client = aioredis.from_url(REDIS_URL, decode_responses=True)
+    redis_client = create_async_redis(decode_responses=True)
 
     try:
-        async with httpx.AsyncClient(timeout=300) as client:
-            for conv_id, conv_annotations in by_conversation.items():
-                try:
-                    conversation = await Conversation.find_one(
-                        Conversation.conversation_id == conv_id
+        for conv_id, conv_annotations in by_conversation.items():
+            try:
+                conversation = await Conversation.find_one(
+                    Conversation.conversation_id == conv_id
+                )
+                if not conversation or not conversation.active_transcript:
+                    logger.warning(
+                        f"ASR finetuning: conversation {conv_id} not found or no transcript"
                     )
-                    if not conversation or not conversation.active_transcript:
-                        logger.warning(f"ASR finetuning: conversation {conv_id} not found or no transcript")
-                        errors += 1
-                        continue
-
-                    if not conversation.active_transcript.segments:
-                        logger.info(f"ASR finetuning: conversation {conv_id} has no segments, skipping")
-                        continue
-
-                    # Reconstruct full WAV audio
-                    wav_data = await reconstruct_wav_from_conversation(conv_id)
-                    if not wav_data:
-                        logger.warning(f"ASR finetuning: no audio for conversation {conv_id}")
-                        errors += 1
-                        continue
-
-                    # Build training label
-                    label = _build_vibevoice_label(conversation)
-                    if not label.get("segments"):
-                        logger.info(f"ASR finetuning: no segments in label for {conv_id}, skipping")
-                        continue
-
-                    # Try to add jargon context from Redis cache
-                    if conversation.user_id:
-                        jargon = await redis_client.get(f"asr:jargon:{conversation.user_id}")
-                        if jargon:
-                            label["customized_context"] = [t.strip() for t in jargon.split(",") if t.strip()]
-
-                    # POST to VibeVoice /fine-tune endpoint
-                    files = {
-                        "audio_files": (f"{conv_id}.wav", io.BytesIO(wav_data), "audio/wav"),
-                    }
-                    data = {"labels": json.dumps([label])}
-
-                    response = await client.post(
-                        f"{vibevoice_url}/fine-tune",
-                        files=files,
-                        data=data,
+                    errors += 1
+                    continue
+
+                if not conversation.active_transcript.segments:
+                    logger.info(
+                        f"ASR finetuning: conversation {conv_id} has no segments, skipping"
                     )
+                    continue
 
-                    if response.status_code == 200:
-                        exported += 1
-                        logger.info(f"ASR finetuning: exported conversation {conv_id}")
-                    else:
-                        logger.error(
-                            f"ASR finetuning: failed to export {conv_id}: "
-                            f"{response.status_code} {response.text[:200]}"
-                        )
-                        errors += 1
-                        continue
-
-                    # Mark annotations as consumed
-                    for ann in conv_annotations:
-                        ann.processed_by = (
-                            f"{ann.processed_by},{_ASR_TRAINING_MARKER}"
-                            if ann.processed_by
-                            else _ASR_TRAINING_MARKER
-                        )
-                        ann.updated_at = datetime.now(timezone.utc)
-                        await ann.save()
-                        consumed += 1
-
-                except Exception as e:
-                    logger.error(f"ASR finetuning: error processing conversation {conv_id}: {e}")
+                # Reconstruct full WAV audio
+                wav_data = await reconstruct_wav_from_conversation(conv_id)
+                if not wav_data:
+                    logger.warning(
+                        f"ASR finetuning: no audio for conversation {conv_id}"
+                    )
                     errors += 1
+                    continue
+
+                # Build training label
+                label = _build_vibevoice_label(conversation)
+                if not label.get("segments"):
+                    logger.info(
+                        f"ASR finetuning: no segments in label for {conv_id}, skipping"
+                    )
+                    continue
+
+                # Try to add jargon context from Redis cache
+                if conversation.user_id:
+                    jargon = await redis_client.get(
+                        f"asr:jargon:{conversation.user_id}"
+                    )
+                    if jargon:
+                        label["customized_context"] = [
+                            t.strip() for t in jargon.split(",") if t.strip()
+                        ]
+
+                all_files.append(
+                    (
+                        "audio_files",
+                        (f"{conv_id}.wav", io.BytesIO(wav_data), "audio/wav"),
+                    )
+                )
+                all_labels.append(label)
+                pending_annotations.extend(conv_annotations)
+
+            except Exception as e:
+                logger.error(
+                    f"ASR finetuning: error processing conversation {conv_id}: {e}"
+                )
+                errors += 1
 
     finally:
         await redis_client.close()
 
+    if not all_files:
+        logger.info("ASR finetuning: no valid conversations to export")
+        return {
+            "conversations_exported": 0,
+            "annotations_consumed": 0,
+            "errors": errors,
+            "message": "No valid conversations to export",
+        }
+
+    # Single POST with all audio files and labels
+    exported = 0
+    consumed = 0
+
+    async with httpx.AsyncClient(timeout=600) as client:
+        try:
+            response = await client.post(
+                f"{vibevoice_url}/fine-tune",
+                files=all_files,
+                data={"labels": json.dumps(all_labels)},
+            )
+
+            if response.status_code == 200:
+                exported = len(all_files)
+                logger.info(
+                    f"ASR finetuning: exported {exported} conversations in single batch"
+                )
+
+                # Mark all annotations as consumed
+                for ann in pending_annotations:
+                    ann.processed_by = (
+                        f"{ann.processed_by},{_ASR_TRAINING_MARKER}"
+                        if ann.processed_by
+                        else _ASR_TRAINING_MARKER
+                    )
+                    ann.updated_at = datetime.now(timezone.utc)
+                    await ann.save()
+                    consumed += 1
+            else:
+                logger.error(
+                    f"ASR finetuning: batch POST failed: "
+                    f"{response.status_code} {response.text[:200]}"
+                )
+                errors += len(all_files)
+
+        except Exception as e:
+            logger.error(f"ASR finetuning: batch POST error: {e}")
+            errors += len(all_files)
+
     logger.info(
         f"ASR finetuning complete: {exported} conversations exported, "
         f"{consumed} annotations consumed, {errors} errors"
@@ -328,23 +445,24 @@ async def run_asr_finetuning_job() -> dict:
 # Job 3: ASR Jargon Extraction
 # ---------------------------------------------------------------------------
 
+
 async def run_asr_jargon_extraction_job() -> dict:
     """Extract jargon from recent memories for all users and cache in Redis."""
-    from advanced_omi_backend.models.user import User
-
     users = await User.find_all().to_list()
     processed = 0
     skipped = 0
     errors = 0
 
-    redis_client = aioredis.from_url(REDIS_URL, decode_responses=True)
+    redis_client = create_async_redis(decode_responses=True)
     try:
         for user in users:
             user_id = str(user.id)
             try:
                 jargon = await _extract_jargon_for_user(user_id)
                 if jargon:
-                    await redis_client.set(f"asr:jargon:{user_id}", jargon, ex=JARGON_CACHE_TTL)
+                    await redis_client.set(
+                        f"asr:jargon:{user_id}", jargon, ex=JARGON_CACHE_TTL
+                    )
                     processed += 1
                     logger.debug(f"Cached jargon for user {user_id}: {jargon[:80]}...")
                 else:
@@ -363,28 +481,16 @@ async def run_asr_jargon_extraction_job() -> dict:
 
 
 async def _extract_jargon_for_user(user_id: str) -> Optional[str]:
-    """Pull recent memories from Qdrant, call LLM to extract jargon terms.
+    """Pull recent memories, call LLM to extract jargon terms.
 
     Returns a comma-separated string of jargon terms, or None if nothing found.
     """
-    from advanced_omi_backend.services.memory import get_memory_service
-    from advanced_omi_backend.services.memory.providers.chronicle import MemoryService
-
     memory_service = get_memory_service()
-
-    # Only works with Chronicle provider (has Qdrant vector store)
-    if not isinstance(memory_service, MemoryService):
-        logger.debug("Jargon extraction requires Chronicle memory provider, skipping")
+    if memory_service is None:
         return None
 
-    if memory_service.vector_store is None:
-        return None
-
-    since_ts = int(time.time()) - MEMORY_LOOKBACK_SECONDS
-
-    memories = await memory_service.vector_store.get_recent_memories(
+    memories = await memory_service.get_all_memories(
         user_id=user_id,
-        since_timestamp=since_ts,
         limit=MAX_RECENT_MEMORIES,
     )
 
@@ -398,7 +504,9 @@ async def _extract_jargon_for_user(user_id: str) -> Optional[str]:
 
     # Use LLM to extract jargon
     registry = get_prompt_registry()
-    prompt_template = await registry.get_prompt("asr.jargon_extraction", memories=memory_text)
+    prompt_template = await registry.get_prompt(
+        "asr.jargon_extraction", memories=memory_text
+    )
 
     result = await async_generate(prompt_template)
 
diff --git a/backends/advanced/src/advanced_omi_backend/workers/job_callbacks.py b/backends/advanced/src/advanced_omi_backend/workers/job_callbacks.py
new file mode 100644
index 00000000..20928894
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/job_callbacks.py
@@ -0,0 +1,117 @@
+"""Failure callback for the post-conversation RQ chain.
+
+This is the *visibility* half of the event-driven recovery design. RQ's
+``StartedJobRegistry.cleanup()`` reaps jobs whose worker died (``AbandonedJobError``)
+and runs each job's ``on_failure`` callback before retrying it or — once retries are
+exhausted — marking it FAILED and promoting its dependents. We hook that callback so
+every chain failure surfaces as a visible ``system_event`` (instead of a job silently
+sitting ``deferred`` forever) and leaves a diagnostic breadcrumb on the conversation.
+
+Two hard constraints dictate how this is written (both were validated against the
+installed RQ source):
+
+1. **It runs in a *sync* context, in an *arbitrary* process.** ``cleanup()`` is called
+   from the RQ worker's maintenance loop *and* from the FastAPI process whenever the
+   Jobs page touches the registry (``len(registry)`` / ``get_job_ids()``). So it must
+   not assume an event loop and must not assume Beanie is initialized — a Beanie call
+   here would raise ``CollectionWasNotInitialized`` in whichever process didn't init
+   it. Hence a standalone, process-agnostic ``pymongo.MongoClient`` and the sync,
+   enqueue-only ``record_event_sync``.
+
+2. **It must never raise.** ``Job.execute_failure_callback`` re-raises, and a throwing
+   callback aborts the rest of the reaper's batch — skipping retry/promotion for every
+   *other* abandoned job in the same sweep. So the whole body is wrapped in
+   ``try/except: pass``.
+
+The breadcrumb written here (``failure_stage``) is advisory only. ``processing_status``
+remains solely owned by ``Conversation.apply_status`` at terminal points: because the
+chain is wired with ``Dependency(allow_failure=True)``, the finalizer
+(``dispatch_conversation_complete_event_job``) still runs after a mid-chain failure and
+reconciles the real status — clearing this breadcrumb when the conversation actually
+completed.
+"""
+
+import logging
+import os
+from typing import Optional
+
+from rq.exceptions import AbandonedJobError
+
+from advanced_omi_backend.services.observability.system_events import record_event_sync
+
+logger = logging.getLogger(__name__)
+
+# Lazily-created standalone sync client — deliberately NOT Beanie/Motor (see module
+# docstring). Created on first failure, reused thereafter, scoped to this process.
+_mongo_client = None
+_conversations_col = None
+
+
+def _get_conversations_col():
+    global _mongo_client, _conversations_col
+    if _conversations_col is None:
+        # Lazy import: intentional standalone sync pymongo client (NOT Beanie/Motor),
+        # created on first failure only — see module docstring for the full rationale.
+        from pymongo import MongoClient
+
+        uri = os.getenv("MONGODB_URI", "mongodb://mongo:27017")
+        db_name = os.getenv("MONGODB_DATABASE", "chronicle")
+        _mongo_client = MongoClient(uri, serverSelectionTimeoutMS=5000)
+        _conversations_col = _mongo_client[db_name]["conversations"]
+    return _conversations_col
+
+
+def on_chain_job_failure(job, connection, exc_type, exc_value, exc_tb) -> None:
+    """RQ ``on_failure`` hook for post-conversation chain jobs.
+
+    Fired by ``execute_failure_callback`` both on a genuine raise inside the job and
+    on abandonment (worker died → reaped by ``cleanup()``). Records a visible system
+    event and writes an advisory ``failure_stage`` breadcrumb. Swallows everything.
+    """
+    try:
+        meta = getattr(job, "meta", None) or {}
+        stage: str = meta.get("failure_stage") or "post_conversation"
+        conversation_id: Optional[str] = meta.get("conversation_id")
+        abandoned = exc_type is not None and issubclass(exc_type, AbandonedJobError)
+
+        # Advisory breadcrumb only — apply_status owns the real (status, stage) pair.
+        if conversation_id:
+            try:
+                _get_conversations_col().update_one(
+                    {"conversation_id": conversation_id},
+                    {"$set": {"failure_stage": stage}},
+                )
+            except Exception:  # noqa: BLE001 — breadcrumb is best-effort
+                pass
+
+        retries_left = getattr(job, "retries_left", None)
+        will_retry = bool(retries_left and retries_left > 0)
+        if abandoned:
+            title = f"{stage} job abandoned (worker died)"
+            severity = "warning"
+        else:
+            title = f"{stage} job failed"
+            severity = "error"
+        if will_retry:
+            title += f" — retrying ({retries_left} left)"
+
+        detail = None
+        if exc_value is not None:
+            detail = f"{getattr(exc_type, '__name__', 'Error')}: {exc_value}"
+
+        record_event_sync(
+            severity=severity,
+            category="pipeline",
+            source=f"rq.{stage}",
+            title=title,
+            detail=detail,
+            conversation_id=conversation_id,
+            metadata={
+                "job_id": getattr(job, "id", None),
+                "stage": stage,
+                "abandoned": abandoned,
+                "retries_left": retries_left,
+            },
+        )
+    except Exception:  # noqa: BLE001 — execute_failure_callback re-raises; never throw
+        pass
diff --git a/backends/advanced/src/advanced_omi_backend/workers/memory_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/memory_jobs.py
index 53f0a103..0d119aec 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/memory_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/memory_jobs.py
@@ -13,21 +13,109 @@
 """
 
 import logging
+import re
 import time
-import uuid
-from typing import Any, Dict, List, Optional
+from typing import Any, Dict, List
+
+from rq import get_current_job
 
 from advanced_omi_backend.controllers.queue_controller import (
     JOB_RESULT_TTL,
     memory_queue,
+    post_conv_enqueue_kwargs,
 )
+from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.models.job import JobPriority, async_job
+from advanced_omi_backend.observability.otel_setup import (
+    set_otel_session,
+    set_span_attrs,
+    set_trace_io,
+    traced_job,
+)
 from advanced_omi_backend.plugins.events import PluginEvent
-from advanced_omi_backend.services.plugin_service import ensure_plugin_router
+from advanced_omi_backend.services.memory import get_memory_service
+from advanced_omi_backend.services.memory.audit import (
+    MemoryCause,
+    UpdateStrategy,
+    memory_provenance,
+)
+from advanced_omi_backend.services.plugin_service import dispatch_plugin_event
+from advanced_omi_backend.services.sse_publisher import publish_sse_event
+from advanced_omi_backend.users import get_user_by_id
 
 logger = logging.getLogger(__name__)
 
 MIN_CONVERSATION_LENGTH = 10
+_OVERLAP_TOKEN = re.compile(r"[^\w']+")
+
+
+def _normalise_overlap_token(token: str) -> str:
+    return _OVERLAP_TOKEN.sub("", token).casefold()
+
+
+def _trim_repeated_prefix(previous: str, current: str) -> str:
+    """Remove a repeated word suffix/prefix caused by overlapping ASR windows."""
+    previous_words = previous.split()
+    current_words = current.split()
+    limit = min(len(previous_words), len(current_words), 80)
+    for size in range(limit, 2, -1):
+        left = [_normalise_overlap_token(word) for word in previous_words[-size:]]
+        right = [_normalise_overlap_token(word) for word in current_words[:size]]
+        if left == right and all(left):
+            return " ".join(current_words[size:]).strip()
+    return current.strip()
+
+
+def build_memory_transcript(
+    segments: list, raw_transcript: str | None
+) -> tuple[str, set[str]]:
+    """Build bounded, speaker-labelled memory input from transcript segments.
+
+    Provider window overlap is trimmed only for temporally adjacent speech segments.
+    If the resulting segment text is still much larger than the durable raw transcript,
+    the raw transcript wins so duplicated windows cannot multiply LLM input and facts.
+    """
+    dialogue_lines: list[str] = []
+    transcript_speakers: set[str] = set()
+    previous_speech_text = ""
+    previous_speech_end: float | None = None
+
+    for segment in sorted(segments or [], key=lambda item: (item.start, item.end)):
+        text = segment.text.strip()
+        speaker = segment.speaker
+        seg_type = getattr(segment, "segment_type", "speech")
+        if not text:
+            continue
+        if seg_type == "event":
+            dialogue_lines.append(f"[{text}]" if not text.startswith("[") else text)
+            continue
+        if seg_type == "note":
+            dialogue_lines.append(f"[Note: {text}]")
+            continue
+
+        if (
+            previous_speech_end is not None
+            and segment.start <= previous_speech_end + 1.5
+        ):
+            text = _trim_repeated_prefix(previous_speech_text, text)
+        if text:
+            dialogue_lines.append(f"{speaker}: {text}")
+        previous_speech_text = segment.text.strip()
+        previous_speech_end = segment.end
+        if speaker and not speaker.casefold().startswith("unknown"):
+            transcript_speakers.add(speaker.strip().lower())
+
+    assembled = "\n".join(dialogue_lines)
+    raw = raw_transcript.strip() if isinstance(raw_transcript, str) else ""
+    if raw and len(assembled) > max(int(len(raw) * 1.75), len(raw) + 1000):
+        logger.warning(
+            "Memory transcript segments amplified source text (%d vs %d chars); "
+            "using raw transcript",
+            len(assembled),
+            len(raw),
+        )
+        return raw, transcript_speakers
+    return assembled, transcript_speakers
 
 
 def compute_speaker_diff(
@@ -110,14 +198,19 @@ def compute_speaker_diff(
 
 
 @async_job(redis=True, beanie=True)
-async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict[str, Any]:
+@traced_job(
+    "memory_extraction", pipeline_stage="memory_extraction", gen_ai_operation="chat"
+)
+async def process_memory_job(
+    conversation_id: str, *, redis_client=None
+) -> Dict[str, Any]:
     """
     RQ job function for memory extraction and processing from conversations.
 
     V2 Architecture:
         1. Extracts memories from conversation transcript
         2. Checks primary speakers filter if configured
-        3. Uses configured memory provider (chronicle or openmemory_mcp)
+        3. Uses the Chronicle memory provider (agentic vault)
         4. Stores memory references in conversation document
 
     Note: Listening jobs are restarted by open_conversation_job (not here).
@@ -131,10 +224,7 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
     Returns:
         Dict with processing results
     """
-    from advanced_omi_backend.models.conversation import Conversation
-    from advanced_omi_backend.services.memory import get_memory_service
-    from advanced_omi_backend.users import get_user_by_id
-
+    set_otel_session(conversation_id)
     start_time = time.time()
     logger.info(f"🔄 Starting memory processing for conversation {conversation_id}")
 
@@ -146,6 +236,20 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
         logger.warning(f"No conversation found for {conversation_id}")
         return {"success": False, "error": "Conversation not found"}
 
+    # This is the final safety boundary. Scheduling paths should avoid enqueueing
+    # memory work for annotation datasets, but a stale or manual job must still be
+    # unable to mutate the user's vault.
+    if conversation_model.memory_excluded:
+        logger.info(
+            f"Skipping memory processing for excluded conversation {conversation_id}"
+        )
+        return {
+            "success": True,
+            "skipped": True,
+            "reason": "memory_excluded",
+            "conversation_id": conversation_id,
+        }
+
     # Get client_id, user_id, and user_email from conversation/user
     client_id = conversation_model.client_id
     user_id = conversation_model.user_id
@@ -157,32 +261,15 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
         logger.warning(f"Could not find user {user_id}")
         user_email = ""
 
+    set_span_attrs(user_id=str(user_id), client_id=client_id)
     logger.info(
         f"🔄 Processing memory for conversation {conversation_id}, client={client_id}, user={user_id}"
     )
 
-    # Extract conversation text and speakers from transcript segments in a single pass
-    dialogue_lines = []
-    transcript_speakers = set()
-    segments = conversation_model.segments
-    if segments:
-        for segment in segments:
-            text = segment.text.strip()
-            speaker = segment.speaker
-            seg_type = getattr(segment, 'segment_type', 'speech')
-            if text:
-                if seg_type == "event":
-                    # Non-speech event: include as context marker without speaker prefix
-                    dialogue_lines.append(f"[{text}]" if not text.startswith("[") else text)
-                elif seg_type == "note":
-                    # User-inserted note: include as distinct context
-                    dialogue_lines.append(f"[Note: {text}]")
-                else:
-                    # Normal speech segment
-                    dialogue_lines.append(f"{speaker}: {text}")
-            if speaker and speaker != "Unknown" and seg_type == "speech":
-                transcript_speakers.add(speaker.strip().lower())
-    full_conversation = "\n".join(dialogue_lines)
+    full_conversation, transcript_speakers = build_memory_transcript(
+        conversation_model.segments,
+        conversation_model.transcript,
+    )
 
     # Fallback: if segments have no text content but transcript exists, use transcript
     # This handles cases where speaker recognition fails/is disabled
@@ -197,54 +284,84 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
         full_conversation = conversation_model.transcript
 
     if len(full_conversation) < MIN_CONVERSATION_LENGTH:
-        logger.warning(f"Conversation too short for memory processing: {conversation_id}")
+        logger.warning(
+            f"Conversation too short for memory processing: {conversation_id}"
+        )
         return {"success": False, "error": "Conversation too short"}
 
+    set_trace_io(input={"transcript": full_conversation})
+
     # Check primary speakers filter (reuse `user` from above — no duplicate DB call)
     if user and user.primary_speakers:
-        primary_speaker_names = {ps["name"].strip().lower() for ps in user.primary_speakers}
+        primary_speaker_names = {
+            ps["name"].strip().lower() for ps in user.primary_speakers
+        }
 
-        if transcript_speakers and not transcript_speakers.intersection(primary_speaker_names):
+        if transcript_speakers and not transcript_speakers.intersection(
+            primary_speaker_names
+        ):
             logger.info(
                 f"Skipping memory - no primary speakers found in conversation {conversation_id}"
             )
             return {"success": True, "skipped": True, "reason": "No primary speakers"}
 
-    # Detect reprocess trigger from RQ job metadata
-    from rq import get_current_job as _get_current_job
-
-    current_rq_job = _get_current_job()
-    trigger = (
-        current_rq_job.meta.get("trigger")
-        if current_rq_job and current_rq_job.meta
-        else None
-    )
+    # Read provenance from RQ job metadata. `cause` is descriptive (recorded on
+    # the ledger); `strategy` is control flow (which update pathway runs). They
+    # are independent — see services/memory/audit.py.
+    current_rq_job = get_current_job()
+    job_meta = current_rq_job.meta if current_rq_job and current_rq_job.meta else {}
+    cause = job_meta.get("cause") or MemoryCause.AUTO_EXTRACTION.value
+    strategy = job_meta.get("strategy") or UpdateStrategy.FULL.value
 
-    # Process memory — choose pathway based on trigger
     memory_service = get_memory_service()
 
-    if trigger == "reprocess_after_speaker":
-        # === Speaker reprocess pathway ===
-        # Compute diff between old and new transcript versions
-        memory_result = await _process_speaker_reprocess(
-            memory_service=memory_service,
-            conversation_model=conversation_model,
-            full_conversation=full_conversation,
-            client_id=client_id,
-            conversation_id=conversation_id,
-            user_id=user_id,
-            user_email=user_email,
-        )
-    else:
-        # === Normal extraction pathway ===
-        memory_result = await memory_service.add_memory(
-            full_conversation,
-            client_id,
-            conversation_id,
-            user_id,
-            user_email,
-            allow_update=True,
+    # Never let an extraction error escape this job. It sits mid-chain
+    # (recognize_speakers → memory → title_summary → event_complete), and under
+    # RQ a raised exception marks the job failed and leaves every dependent job
+    # DEFERRED FOREVER — so the conversation is stuck in "reprocessing" and never
+    # gets a title/summary. Degrade gracefully (log + return failure dict) so the
+    # chain continues. Common trigger: a long transcript exceeding the memory
+    # LLM's context window (provider HTTP 400).
+    try:
+        with memory_provenance(cause, strategy):
+            if strategy == UpdateStrategy.SPEAKER_DIFF:
+                # === Speaker-diff pathway ===
+                # Targeted update from the speaker-label diff between transcript
+                # versions (used by speaker reprocess and diarization-annotation
+                # apply); falls back to a full extraction if no diff is available.
+                memory_result = await _process_speaker_diff_update(
+                    memory_service=memory_service,
+                    conversation_model=conversation_model,
+                    full_conversation=full_conversation,
+                    client_id=client_id,
+                    conversation_id=conversation_id,
+                    user_id=user_id,
+                    user_email=user_email,
+                )
+            else:
+                # === Normal extraction pathway ===
+                memory_result = await memory_service.add_memory(
+                    full_conversation,
+                    client_id,
+                    conversation_id,
+                    user_id,
+                    user_email,
+                    allow_update=True,
+                    source_date=conversation_model.created_at.isoformat(),
+                    source_duration_minutes=(
+                        conversation_model.audio_total_duration / 60
+                        if conversation_model.audio_total_duration is not None
+                        else None
+                    ),
+                    source_title=conversation_model.title,
+                )
+    except Exception as e:
+        logger.error(
+            f"❌ Memory extraction failed for conversation {conversation_id} "
+            f"(continuing chain so title/summary still runs): {e}",
+            exc_info=True,
         )
+        return {"success": False, "error": f"Memory extraction error: {e}"}
 
     if memory_result:
         success, created_memory_ids = memory_result
@@ -255,44 +372,23 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
             # Determine memory provider from memory service
             memory_provider = memory_service.provider_identifier
 
-            # Only create memory version if new memories were created
+            # Vault changes are recorded in the memory_audit ledger by the provider
+            # itself (see services/memory/audit.py); the job just surfaces the result.
             if created_memory_ids:
-                # Add memory version to conversation
-                conversation_model = await Conversation.find_one(
-                    Conversation.conversation_id == conversation_id
+                publish_sse_event(
+                    user_id,
+                    "memory.processed",
+                    {
+                        "conversation_id": conversation_id,
+                        "memory_count": len(created_memory_ids),
+                    },
                 )
-                if conversation_model:
-                    # Get active transcript version for reference
-                    transcript_version_id = (
-                        conversation_model.active_transcript_version or "unknown"
-                    )
-
-                    # Create version ID for this memory extraction
-                    version_id = str(uuid.uuid4())
-
-                    # Add memory version with metadata
-                    conversation_model.add_memory_version(
-                        version_id=version_id,
-                        memory_count=len(created_memory_ids),
-                        transcript_version_id=transcript_version_id,
-                        provider=(
-                            conversation_model.MemoryProvider.OPENMEMORY_MCP
-                            if memory_provider == "openmemory_mcp"
-                            else conversation_model.MemoryProvider.CHRONICLE
-                        ),
-                        processing_time_seconds=processing_time,
-                        metadata={"memory_ids": created_memory_ids},
-                        set_as_active=True,
-                    )
-                    await conversation_model.save()
 
                 logger.info(
                     f"✅ Completed memory processing for conversation {conversation_id} - created {len(created_memory_ids)} memories in {processing_time:.2f}s"
                 )
 
                 # Update job metadata with memory information
-                from rq import get_current_job
-
                 current_job = get_current_job()
                 if current_job:
                     if not current_job.meta:
@@ -301,11 +397,18 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
                     # Fetch memory details to display in UI
                     memory_details = []
                     try:
-                        for memory_id in created_memory_ids[:5]:  # Limit to first 5 for display
-                            memory_entry = await memory_service.get_memory(memory_id, user_id)
+                        for memory_id in created_memory_ids[
+                            :5
+                        ]:  # Limit to first 5 for display
+                            memory_entry = await memory_service.get_memory(
+                                memory_id, user_id
+                            )
                             if memory_entry:
                                 memory_details.append(
-                                    {"memory_id": memory_id, "text": memory_entry.content[:200]}
+                                    {
+                                        "memory_id": memory_id,
+                                        "text": memory_entry.content[:200],
+                                    }
                                 )
                     except Exception as e:
                         logger.warning(f"Failed to fetch memory details for UI: {e}")
@@ -329,49 +432,13 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
             # This allows users to resume talking immediately after conversation closes,
             # without waiting for memory processing to complete.
 
-            # Extract entities and relationships to knowledge graph (if enabled)
-            try:
-                from advanced_omi_backend.model_registry import get_config
-
-                config = get_config()
-                kg_enabled = (
-                    config.get("memory", {}).get("knowledge_graph", {}).get("enabled", False)
-                )
-
-                if kg_enabled:
-                    from advanced_omi_backend.services.knowledge_graph import (
-                        get_knowledge_graph_service,
-                    )
-
-                    kg_service = get_knowledge_graph_service()
-                    kg_result = await kg_service.process_conversation(
-                        conversation_id=conversation_id,
-                        transcript=full_conversation,
-                        user_id=user_id,
-                        conversation_name=(
-                            conversation_model.title
-                            if hasattr(conversation_model, "title")
-                            else None
-                        ),
-                    )
-                    if kg_result.get("entities", 0) > 0:
-                        logger.info(
-                            f"🔗 Knowledge graph: extracted {kg_result.get('entities', 0)} entities, "
-                            f"{kg_result.get('relationships', 0)} relationships, "
-                            f"{kg_result.get('promises', 0)} promises from {conversation_id}"
-                        )
-                else:
-                    logger.debug("Knowledge graph extraction disabled in config")
-            except Exception as e:
-                # Knowledge graph extraction is optional - don't fail the job
-                logger.warning(f"⚠️ Knowledge graph extraction failed (non-fatal): {e}")
-
             # Trigger memory-level plugins (ALWAYS dispatch when success, even with 0 new memories)
+            memory_count = len(created_memory_ids) if created_memory_ids else 0
             try:
-                plugin_router = await ensure_plugin_router()
-
-                if plugin_router:
-                    plugin_data = {
+                await dispatch_plugin_event(
+                    event=PluginEvent.MEMORY_PROCESSED,
+                    user_id=user_id,
+                    data={
                         "memories": created_memory_ids or [],
                         "conversation": {
                             "conversation_id": conversation_id,
@@ -379,43 +446,27 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
                             "user_id": user_id,
                             "user_email": user_email,
                         },
-                        "memory_count": len(created_memory_ids) if created_memory_ids else 0,
+                        "memory_count": memory_count,
                         "conversation_id": conversation_id,
-                    }
-
-                    logger.info(
-                        f"🔌 DISPATCH: memory.processed event "
-                        f"(conversation={conversation_id[:12]}, memories={len(created_memory_ids) if created_memory_ids else 0})"
-                    )
-
-                    plugin_results = await plugin_router.dispatch_event(
-                        event=PluginEvent.MEMORY_PROCESSED,
-                        user_id=user_id,
-                        data=plugin_data,
-                        metadata={
-                            "processing_time": processing_time,
-                            "memory_provider": memory_provider,
-                        },
-                    )
-
-                    logger.info(
-                        f"🔌 RESULT: memory.processed dispatched to {len(plugin_results) if plugin_results else 0} plugins"
-                    )
-
-                    if plugin_results:
-                        logger.info(f"📌 Triggered {len(plugin_results)} memory-level plugins")
-                        for result in plugin_results:
-                            if result.message:
-                                logger.info(f"  Plugin result: {result.message}")
-
+                    },
+                    metadata={
+                        "processing_time": processing_time,
+                        "memory_provider": memory_provider,
+                    },
+                    description=f"conversation={conversation_id[:12]}, memories={memory_count}",
+                )
             except Exception as e:
                 logger.warning(f"⚠️ Error triggering memory-level plugins: {e}")
 
-            return {
+            result = {
                 "success": True,
-                "memories_created": len(created_memory_ids) if created_memory_ids else 0,
+                "memories_created": (
+                    len(created_memory_ids) if created_memory_ids else 0
+                ),
                 "processing_time": processing_time,
             }
+            set_trace_io(output=result)
+            return result
         else:
             # Memory extraction failed
             return {"success": False, "error": "Memory extraction returned failure"}
@@ -423,7 +474,7 @@ async def process_memory_job(conversation_id: str, *, redis_client=None) -> Dict
         return {"success": False, "error": "Memory service returned False"}
 
 
-async def _process_speaker_reprocess(
+async def _process_speaker_diff_update(
     memory_service,
     conversation_model,
     full_conversation: str,
@@ -461,7 +512,11 @@ async def _process_speaker_reprocess(
             f"falling back to normal extraction"
         )
         return await memory_service.add_memory(
-            full_conversation, client_id, conversation_id, user_id, user_email,
+            full_conversation,
+            client_id,
+            conversation_id,
+            user_id,
+            user_email,
             allow_update=True,
         )
 
@@ -474,7 +529,11 @@ async def _process_speaker_reprocess(
             f"for {conversation_id}, falling back to normal extraction"
         )
         return await memory_service.add_memory(
-            full_conversation, client_id, conversation_id, user_id, user_email,
+            full_conversation,
+            client_id,
+            conversation_id,
+            user_id,
+            user_email,
             allow_update=True,
         )
 
@@ -491,7 +550,11 @@ async def _process_speaker_reprocess(
             f"for {conversation_id}, falling back to normal extraction"
         )
         return await memory_service.add_memory(
-            full_conversation, client_id, conversation_id, user_id, user_email,
+            full_conversation,
+            client_id,
+            conversation_id,
+            user_id,
+            user_email,
             allow_update=True,
         )
 
@@ -507,7 +570,11 @@ async def _process_speaker_reprocess(
             f"for {conversation_id}, falling back to normal extraction"
         )
         return await memory_service.add_memory(
-            full_conversation, client_id, conversation_id, user_id, user_email,
+            full_conversation,
+            client_id,
+            conversation_id,
+            user_id,
+            user_email,
             allow_update=True,
         )
 
@@ -539,6 +606,12 @@ async def _process_speaker_reprocess(
 def enqueue_memory_processing(
     conversation_id: str,
     priority: JobPriority = JobPriority.NORMAL,
+    *,
+    cause: MemoryCause = MemoryCause.AUTO_EXTRACTION,
+    strategy: UpdateStrategy = UpdateStrategy.FULL,
+    depends_on=None,
+    job_id: str | None = None,
+    job_timeout: int | None = None,
 ):
     """
     Enqueue a memory processing job.
@@ -546,6 +619,10 @@ def enqueue_memory_processing(
     The job fetches all needed data (client_id, user_id, user_email) from the
     conversation document internally, so only conversation_id is needed.
 
+    ``cause`` records *why* the memory is being (re)processed on the audit ledger;
+    ``strategy`` selects *how* the vault is updated (full re-extraction vs. a
+    targeted speaker-label diff). See services/memory/audit.py.
+
     Returns RQ Job object for tracking.
     """
     timeout_mapping = {
@@ -555,14 +632,30 @@ def enqueue_memory_processing(
         JobPriority.LOW: 900,  # 15 minutes
     }
 
+    # job_id uses [:12] to match the deterministic id the post-conversation chain and
+    # _clear_post_conversation_chain use — so a standalone re-enqueue collides with
+    # (replaces) the chain's memory job rather than creating an orphan twin.
+    resolved_job_id = job_id or f"memory_{conversation_id[:12]}"
+    resolved_timeout = job_timeout or timeout_mapping.get(priority, 1800)
     job = memory_queue.enqueue(
         process_memory_job,
         conversation_id,  # Only argument needed - job fetches conversation data internally
-        job_timeout=timeout_mapping.get(priority, 1800),
+        job_timeout=resolved_timeout,
         result_ttl=JOB_RESULT_TTL,
-        job_id=f"memory_{conversation_id[:8]}",
+        job_id=resolved_job_id,
         description=f"Process memory for conversation {conversation_id[:8]}",
+        **post_conv_enqueue_kwargs(
+            "memory",
+            {
+                "conversation_id": conversation_id,
+                "cause": cause.value,
+                "strategy": strategy.value,
+            },
+            depends_on=depends_on,
+        ),
     )
 
-    logger.info(f"📥 RQ: Enqueued memory job {job.id} for conversation {conversation_id}")
+    logger.info(
+        f"📥 RQ: Enqueued memory job {job.id} for conversation {conversation_id}"
+    )
     return job
diff --git a/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py
deleted file mode 100644
index 8c67616d..00000000
--- a/backends/advanced/src/advanced_omi_backend/workers/obsidian_jobs.py
+++ /dev/null
@@ -1,107 +0,0 @@
-"""
-RQ job definitions for Obsidian ingestion.
-"""
-
-import logging
-import os
-
-from rq import get_current_job
-from rq.job import Job
-
-from advanced_omi_backend.models.job import async_job
-from advanced_omi_backend.services.obsidian_service import obsidian_service
-
-logger = logging.getLogger(__name__)
-
-
-def count_markdown_files(vault_path: str) -> int:
-    """Recursively count markdown files in a vault."""
-    count = 0
-    for root, dirs, files in os.walk(vault_path):
-        dirs[:] = [d for d in dirs if not d.startswith(".")]
-        for filename in files:
-            if filename.endswith(".md"):
-                count += 1
-    return count
-
-
-@async_job(redis=True, beanie=False)
-async def ingest_obsidian_vault_job(job_id: str, vault_path: str, redis_client=None) -> dict: # type: ignore
-    """
-    Long-running ingestion job enqueued on the default RQ queue.
-    """
-    job = get_current_job()
-    logger.info("Starting Obsidian ingestion job %s", job.id)
-
-    # Initialize job meta
-    job.meta["status"] = "started"
-    job.meta["processed"] = 0
-    job.meta["total_files"] = 0
-    job.meta["errors"] = []
-    job.meta["vault_path"] = vault_path
-    job.save_meta()
-
-    try:
-        obsidian_service.setup_database()
-    except Exception as exc:
-        logger.exception("Database setup failed for job %s: %s", job.id, exc)
-        job.meta["status"] = "failed"
-        job.meta["error"] = f"Database setup failed: {exc}"
-        job.save_meta()
-        raise
-
-    if not os.path.exists(vault_path):
-        msg = f"Vault path not found: {vault_path}"
-        logger.error(msg)
-        job.meta["status"] = "failed"
-        job.meta["error"] = msg
-        job.save_meta()
-        return {"status": "failed", "error": msg}
-
-    total = count_markdown_files(vault_path)
-    job.meta["total_files"] = total
-    job.save_meta()
-
-    processed = 0
-    errors = []
-
-    for root, dirs, files in os.walk(vault_path):
-        dirs[:] = [d for d in dirs if not d.startswith(".")]
-        for filename in files:
-            if not filename.endswith(".md"):
-                continue
-
-            # Check for cancellation
-            job.refresh()
-            if job.get_status() == "canceled":
-                logger.info("Obsidian ingestion job %s canceled by user", job.id)
-                job.meta["status"] = "canceled"
-                job.save_meta()
-                return {"status": "canceled"}
-
-            try:
-                note_data = obsidian_service.parse_obsidian_note(root, filename, vault_path)
-                chunks = await obsidian_service.chunking_and_embedding(note_data)
-                if chunks:
-                    obsidian_service.ingest_note_and_chunks(note_data, chunks)
-                
-                processed += 1
-                job.meta["processed"] = processed
-                job.meta["last_file"] = os.path.join(root, filename)
-                job.save_meta()
-                
-            except Exception as exc:
-                logger.error("Processing %s failed: %s", filename, exc)
-                errors.append(f"{filename}: {exc}")
-                job.meta["errors"] = errors
-                job.save_meta()
-
-    job.meta["status"] = "finished"
-    job.save_meta()
-
-    return {
-        "status": "finished",
-        "processed": processed,
-        "total": total,
-        "errors": errors
-    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
index 3cec3810..f9f10613 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/health_monitor.py
@@ -6,6 +6,7 @@
 """
 
 import asyncio
+import json
 import logging
 import time
 from typing import Optional
@@ -13,6 +14,11 @@
 from redis import Redis
 from rq import Worker
 
+from advanced_omi_backend.heartbeat import (
+    FLEET_HEALTH_KEY,
+    FLEET_HEARTBEAT_TTL_SECONDS,
+    is_rq_worker_fresh,
+)
 from advanced_omi_backend.services.plugin_service import WORKER_RESTART_KEY
 
 from .config import OrchestratorConfig, WorkerType
@@ -78,6 +84,11 @@ async def stop(self):
             except asyncio.CancelledError:
                 pass
 
+        try:
+            self.redis.delete(FLEET_HEALTH_KEY)
+        except Exception as e:
+            logger.warning("Failed to clear worker fleet heartbeat: %s", e)
+
         logger.info("Health monitor stopped")
 
     async def _monitor_loop(self):
@@ -87,6 +98,7 @@ async def _monitor_loop(self):
                 # Wait for startup grace period before starting checks
                 elapsed = time.time() - self.start_time
                 if elapsed < self.config.startup_grace_period:
+                    self._publish_fleet_health("starting")
                     remaining = self.config.startup_grace_period - elapsed
                     logger.debug(
                         f"In startup grace period - waiting {remaining:.0f}s before health checks"
@@ -95,7 +107,11 @@ async def _monitor_loop(self):
                     continue
 
                 # Perform health checks
-                await self._check_health()
+                worker_health, rq_health, detail = await self._check_health()
+                self._publish_fleet_health(
+                    "healthy" if worker_health and rq_health else "unhealthy",
+                    detail=detail,
+                )
 
                 # Wait for next check
                 await asyncio.sleep(self.config.check_interval)
@@ -105,16 +121,18 @@ async def _monitor_loop(self):
             raise
         except Exception as e:
             logger.error(f"Health monitor loop error: {e}", exc_info=True)
-            self.running = False  # Mark monitor as stopped so callers know it's not active
+            self.running = (
+                False  # Mark monitor as stopped so callers know it's not active
+            )
             raise  # Re-raise to ensure the monitor task fails properly
 
-    async def _check_health(self):
+    async def _check_health(self) -> tuple[bool, bool, str | None]:
         """Perform all health checks and restart failed workers"""
         try:
             # Check for plugin reload restart signal first
             if self._check_restart_signal():
                 # Workers are restarting — skip normal health checks this iteration
-                return
+                return True, True, "Workers restarting for plugin reload"
 
             # Check individual worker health
             worker_health = self._check_worker_health()
@@ -135,8 +153,38 @@ async def _check_health(self):
                     f"Health check: worker_health={worker_health}, rq_health={rq_health}"
                 )
 
+            detail = None
+            if not worker_health or not rq_health:
+                detail = (
+                    f"child_processes_healthy={worker_health}, "
+                    f"rq_registration_healthy={rq_health}"
+                )
+            return worker_health, rq_health, detail
+
         except Exception as e:
             logger.error(f"Error during health check: {e}", exc_info=True)
+            return False, False, str(e)
+
+    def _publish_fleet_health(self, status: str, detail: str | None = None) -> None:
+        """Publish the supervisor's view of the complete worker fleet."""
+        try:
+            worker_status = self.process_manager.get_status()
+            payload = {
+                "status": status,
+                "timestamp": time.time(),
+                "workers_total": len(worker_status),
+                "workers_alive": sum(
+                    1 for worker in worker_status.values() if worker["is_alive"]
+                ),
+                "detail": detail,
+            }
+            self.redis.set(
+                FLEET_HEALTH_KEY,
+                json.dumps(payload),
+                ex=FLEET_HEARTBEAT_TTL_SECONDS,
+            )
+        except Exception as e:
+            logger.warning("Failed to publish worker fleet heartbeat: %s", e)
 
     def _check_restart_signal(self) -> bool:
         """Check Redis for a plugin-reload restart signal and restart all workers if found.
@@ -234,7 +282,11 @@ def _check_rq_worker_registration(self) -> bool:
             True if RQ worker count is sufficient
         """
         try:
-            workers = Worker.all(connection=self.redis)
+            workers = [
+                worker
+                for worker in Worker.all(connection=self.redis)
+                if is_rq_worker_fresh(worker)
+            ]
             worker_count = len(workers)
 
             if worker_count < self.config.min_rq_workers:
@@ -311,7 +363,9 @@ def _handle_registration_loss(self):
         if success:
             logger.info("✅ Bulk restart completed - workers should re-register soon")
         else:
-            logger.error("❌ Bulk restart encountered errors - check individual worker logs")
+            logger.error(
+                "❌ Bulk restart encountered errors - check individual worker logs"
+            )
 
     def _restart_all_rq_workers(self) -> bool:
         """
@@ -414,7 +468,11 @@ def get_health_status(self) -> dict:
 
         # Check RQ worker registration
         try:
-            rq_workers = Worker.all(connection=self.redis)
+            rq_workers = [
+                worker
+                for worker in Worker.all(connection=self.redis)
+                if is_rq_worker_fresh(worker)
+            ]
             rq_worker_count = len(rq_workers)
         except Exception:
             rq_worker_count = -1  # Error indicator
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
index 5448b96f..909d9b0c 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/process_manager.py
@@ -270,9 +270,7 @@ def restart_worker(self, name: str, timeout: int = 30) -> bool:
             worker.state = WorkerState.FAILED
             return False
 
-        logger.info(
-            f"{name}: Stopped in {stop_duration:.2f}s (timeout was {timeout}s)"
-        )
+        logger.info(f"{name}: Stopped in {stop_duration:.2f}s (timeout was {timeout}s)")
 
         # START phase with timing
         start_start = time.time()
diff --git a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
index 3bbf93cc..4cbbd50a 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/orchestrator/worker_registry.py
@@ -9,24 +9,48 @@
 import os
 from typing import List
 
+import yaml
+
+from advanced_omi_backend.config_loader import get_plugins_yml_path
+from advanced_omi_backend.model_registry import get_models_registry
+
 from .config import WorkerDefinition, WorkerType
 
 logger = logging.getLogger(__name__)
 
 
+def _get_live_segmentation() -> str:
+    """Read the live-segmentation mode from config.yml (defaults.live_segmentation).
+
+    "streaming_stt" (default): the streaming-stt worker produces live transcripts.
+    "windowed_batch": the windowed-batch worker produces transcripts from the batch
+        STT provider in fixed-duration windows (for setups with no streaming ASR).
+
+    Exactly one of the two transcript-producing workers runs, gated on this switch.
+    """
+    try:
+        registry = get_models_registry()
+        if registry and registry.defaults:
+            return registry.defaults.get("live_segmentation", "streaming_stt")
+    except Exception as e:
+        logger.warning(f"Failed to read live_segmentation from config.yml: {e}")
+
+    return "streaming_stt"
+
+
 def has_streaming_stt_configured() -> bool:
     """
-    Check if streaming STT provider is configured in config.yml.
+    Check if the streaming STT worker should run.
 
     Returns:
-        True if defaults.stt_stream is configured, False otherwise
+        True if live_segmentation is "streaming_stt" and defaults.stt_stream is configured.
 
     Note: Batch STT is handled by RQ workers in transcription_jobs.py,
           no separate worker needed.
     """
+    if _get_live_segmentation() != "streaming_stt":
+        return False
     try:
-        from advanced_omi_backend.model_registry import get_models_registry
-
         registry = get_models_registry()
         if registry and registry.defaults:
             stt_stream_model = registry.get_default("stt_stream")
@@ -37,6 +61,60 @@ def has_streaming_stt_configured() -> bool:
     return False
 
 
+def has_windowed_batch_configured() -> bool:
+    """
+    Check if the windowed-batch transcription worker should run.
+
+    Returns:
+        True if live_segmentation is "windowed_batch" and a batch STT provider
+        (defaults.stt) is configured.
+    """
+    if _get_live_segmentation() != "windowed_batch":
+        return False
+    try:
+        registry = get_models_registry()
+        if registry and registry.defaults:
+            return registry.get_default("stt") is not None
+    except Exception as e:
+        logger.warning(f"Failed to read batch STT config from config.yml: {e}")
+
+    return False
+
+
+def has_wakeword_dispatch_enabled() -> bool:
+    """
+    Check if the wake-word dispatch worker should run.
+
+    The dispatcher bridges the standalone wakeword-service's ``wakeword:detections``
+    Redis stream to the plugin router (``wake_word.detected`` event). It must run
+    independently of the live-transcription mode — otherwise switching to
+    ``windowed_batch`` (no streaming-stt worker) silently kills the acoustic
+    wake-word → plugin path.
+
+    Returns:
+        True if any enabled plugin subscribes to the ``wake_word.detected`` event.
+    """
+    try:
+        plugins_yml = get_plugins_yml_path()
+        if not plugins_yml.exists():
+            return False
+        with open(plugins_yml, "r") as f:
+            plugins_config = yaml.safe_load(f) or {}
+        for _plugin_id, orchestration in (plugins_config.get("plugins") or {}).items():
+            if not isinstance(orchestration, dict):
+                continue
+            if not orchestration.get("enabled", False):
+                continue
+            if "wake_word.detected" in (orchestration.get("events") or []):
+                return True
+    except Exception as e:
+        logger.warning(
+            f"Failed to read wake-word dispatch config from plugins.yml: {e}"
+        )
+
+    return False
+
+
 def build_worker_definitions() -> List[WorkerDefinition]:
     """
     Build the complete list of worker definitions.
@@ -46,7 +124,13 @@ def build_worker_definitions() -> List[WorkerDefinition]:
     """
     workers = []
 
-    # 6x RQ Workers - Multi-queue workers (transcription, memory, default)
+    # 6x RQ Workers - Multi-queue workers (transcription, default).
+    # The `memory` queue is deliberately NOT served here — it is handled by a single
+    # dedicated worker below. Memory extraction runs the vault memory-agent, which
+    # surgically edits shared Obsidian notes; two runs at once livelock on stale
+    # optimistic-edit anchors (a run's read is invalidated by another run's write
+    # between tool-call rounds). Serving `memory` on six workers let six runs race;
+    # one dedicated worker serialises them so concurrent vault writes can't happen.
     for i in range(1, 7):
         workers.append(
             WorkerDefinition(
@@ -56,15 +140,36 @@ def build_worker_definitions() -> List[WorkerDefinition]:
                     "-m",
                     "advanced_omi_backend.workers.rq_worker_entry",
                     "transcription",
-                    "memory",
                     "default",
                 ],
                 worker_type=WorkerType.RQ_WORKER,
-                queues=["transcription", "memory", "default"],
+                queues=["transcription", "default"],
                 restart_on_failure=True,
             )
         )
 
+    # 1x dedicated Memory Worker - serves ONLY the `memory` queue. One RQ worker runs
+    # one job at a time, so this serialises ALL memory jobs globally → at most one
+    # memory-agent run touches the vault at any moment, eliminating the concurrent-write
+    # livelock. The title/summary job still `depends_on` its memory job, so FIFO-serial
+    # memory keeps the post-conversation chain intact (title reads freshly-written
+    # memories). Global (not per-user) serialisation is intentional: this is a
+    # single/family deployment, so two users' memory jobs overlapping is a non-issue.
+    workers.append(
+        WorkerDefinition(
+            name="rq-memory-worker",
+            command=[
+                "python",
+                "-m",
+                "advanced_omi_backend.workers.rq_worker_entry",
+                "memory",
+            ],
+            worker_type=WorkerType.RQ_WORKER,
+            queues=["memory"],
+            restart_on_failure=True,
+        )
+    )
+
     # Audio Persistence Workers - Single-queue workers (audio queue)
     # Multiple workers allow concurrent audio persistence for multiple sessions
     for i in range(1, 4):  # 3 audio workers
@@ -100,17 +205,56 @@ def build_worker_definitions() -> List[WorkerDefinition]:
         )
     )
 
+    # Windowed Batch Worker - Conditional (live_segmentation == "windowed_batch").
+    # Mutually exclusive with streaming-stt via the live_segmentation switch. Transcribes
+    # fixed-duration windows with the batch STT provider so continuous/static sources are
+    # transcribed incrementally instead of only on disconnect (no streaming ASR needed).
+    workers.append(
+        WorkerDefinition(
+            name="windowed-batch",
+            command=[
+                "python",
+                "-m",
+                "advanced_omi_backend.workers.windowed_batch_worker",
+            ],
+            worker_type=WorkerType.STREAM_CONSUMER,
+            enabled_check=has_windowed_batch_configured,
+            restart_on_failure=True,
+        )
+    )
+
+    # Wake-word Dispatch Worker - Conditional (any enabled plugin subscribes to
+    # wake_word.detected). Runs independently of the live-transcription mode so the
+    # acoustic wake-word → plugin path keeps working under windowed_batch (where the
+    # streaming-stt worker, which used to host the dispatcher, does not run).
+    workers.append(
+        WorkerDefinition(
+            name="wakeword-dispatch",
+            command=[
+                "python",
+                "-m",
+                "advanced_omi_backend.workers.wakeword_dispatch_worker",
+            ],
+            worker_type=WorkerType.STREAM_CONSUMER,
+            enabled_check=has_wakeword_dispatch_enabled,
+            restart_on_failure=True,
+        )
+    )
+
     # Log worker configuration
     try:
-        from advanced_omi_backend.model_registry import get_models_registry
         registry = get_models_registry()
         if registry:
             stt_stream = registry.get_default("stt_stream")
             stt_batch = registry.get_default("stt")
             if stt_stream:
-                logger.info(f"Streaming STT configured: {stt_stream.name} ({stt_stream.model_provider})")
+                logger.info(
+                    f"Streaming STT configured: {stt_stream.name} ({stt_stream.model_provider})"
+                )
             if stt_batch:
-                logger.info(f"Batch STT configured: {stt_batch.name} ({stt_batch.model_provider}) - handled by RQ workers")
+                logger.info(
+                    f"Batch STT configured: {stt_batch.name} ({stt_batch.model_provider}) - handled by RQ workers"
+                )
     except Exception as e:
         logger.warning(f"Failed to log STT configuration: {e}")
 
@@ -119,9 +263,7 @@ def build_worker_definitions() -> List[WorkerDefinition]:
 
     logger.info(f"Total workers configured: {len(workers)}")
     logger.info(f"Enabled workers: {len(enabled_workers)}")
-    logger.info(
-        f"Enabled worker names: {', '.join([w.name for w in enabled_workers])}"
-    )
+    logger.info(f"Enabled worker names: {', '.join([w.name for w in enabled_workers])}")
 
     if disabled_workers:
         logger.info(
diff --git a/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
index c98285a3..bb15c4d3 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/prompt_optimization_jobs.py
@@ -16,7 +16,13 @@
 from typing import Any, Dict, List
 
 from advanced_omi_backend.llm_client import async_generate
+from advanced_omi_backend.models.annotation import (
+    Annotation,
+    AnnotationStatus,
+    AnnotationType,
+)
 from advanced_omi_backend.prompt_optimizer import ANNOTATION_PROMPT_MAP, get_user_prompt
+from advanced_omi_backend.prompt_registry import get_prompt_registry
 
 logger = logging.getLogger(__name__)
 
@@ -41,20 +47,11 @@ async def run_prompt_optimization_job() -> dict:
     Returns:
         Summary dict with counts of users/annotations processed.
     """
-    from advanced_omi_backend.models.annotation import (
-        Annotation,
-        AnnotationStatus,
-        AnnotationType,
-    )
-    from advanced_omi_backend.prompt_registry import get_prompt_registry
-
     registry = get_prompt_registry()
     langfuse_client = registry._get_client()
 
     if langfuse_client is None:
-        logger.warning(
-            "Prompt optimization: LangFuse not configured — skipping"
-        )
+        logger.warning("Prompt optimization: LangFuse not configured — skipping")
         return {"skipped": True, "reason": "LangFuse not available"}
 
     total_users = 0
@@ -154,9 +151,7 @@ async def run_prompt_optimization_job() -> dict:
                             "optimized_at": datetime.now(timezone.utc).isoformat(),
                         },
                     )
-                    logger.info(
-                        f"Created new LangFuse prompt '{user_prompt_name}'"
-                    )
+                    logger.info(f"Created new LangFuse prompt '{user_prompt_name}'")
                 except Exception as e:
                     err_msg = str(e).lower()
                     if "already exists" in err_msg or "409" in err_msg:
diff --git a/backends/advanced/src/advanced_omi_backend/workers/rq_worker_entry.py b/backends/advanced/src/advanced_omi_backend/workers/rq_worker_entry.py
index d9da1c6a..d23cfae4 100755
--- a/backends/advanced/src/advanced_omi_backend/workers/rq_worker_entry.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/rq_worker_entry.py
@@ -7,47 +7,77 @@
 """
 
 import logging
-import os
 import sys
 
 # Configure logging BEFORE importing any application modules
 logging.basicConfig(
     level=logging.INFO,
     format="%(asctime)s [%(levelname)s] %(name)s: %(message)s",
-    stream=sys.stdout
+    stream=sys.stdout,
 )
 
 logger = logging.getLogger(__name__)
 
+# Catch-all: record every ERROR/CRITICAL log in this worker as a system event
+# (enqueue-only; the FastAPI-process drain persists it).
+try:
+    from advanced_omi_backend.services.observability.log_handler import (
+        install_system_event_log_handler,
+    )
+
+    install_system_event_log_handler()
+except Exception:  # noqa: BLE001 — never block worker startup on observability
+    pass
+
 
 def main():
     """Start RQ worker with proper logging configuration."""
-    from redis import Redis
+    # Initialize OTEL/Galileo if configured (patches OpenAI before any job imports)
+    try:
+        from advanced_omi_backend.observability.otel_setup import init_otel
+
+        init_otel()
+    except Exception:
+        pass  # Optional — don't block workers
+
+    # Kept local (not hoisted): these must load AFTER init_otel() above, which
+    # patches OpenAI/instrumentation before any application module is imported.
     from rq import Worker
 
-    # Get Redis URL from environment
-    redis_url = os.getenv('REDIS_URL', 'redis://localhost:6379/0')
+    from advanced_omi_backend.redis_factory import REDIS_URL, create_sync_redis
 
     # Get queue names from command line arguments
-    queue_names = sys.argv[1:] if len(sys.argv) > 1 else ['transcription', 'memory', 'default']
+    queue_names = (
+        sys.argv[1:] if len(sys.argv) > 1 else ["transcription", "memory", "default"]
+    )
 
     logger.info(f"🚀 Starting RQ worker for queues: {', '.join(queue_names)}")
-    logger.info(f"📡 Redis URL: {redis_url}")
+    logger.info(f"📡 Redis URL: {REDIS_URL}")
 
     # Create Redis connection
-    redis_conn = Redis.from_url(redis_url)
+    redis_conn = create_sync_redis()
 
-    # Create and start worker
+    # Create and start worker.
+    # maintenance_interval (default 600s) is how often the worker reaps abandoned jobs
+    # (worker-died) from StartedJobRegistry → fires their on_failure callback + retries
+    # / promotes dependents. Lowered to 120s so the event-driven recovery of a killed
+    # job kicks in within ~2 min instead of ~10 (any process viewing the Jobs page also
+    # triggers a reap immediately).
     worker = Worker(
         queue_names,
         connection=redis_conn,
-        log_job_description=True
+        log_job_description=True,
+        maintenance_interval=120,
     )
 
     logger.info("✅ RQ worker ready")
 
-    # This blocks until worker is stopped
-    worker.work(logging_level='INFO')
+    # This blocks until worker is stopped.
+    # with_scheduler: required for Retry(interval=...) — retried jobs land in
+    # ScheduledJobRegistry and need a scheduler to promote them back onto the
+    # queue (RQ elects one scheduler per queue via a lock, so this is safe
+    # across multiple worker processes).
+    worker.work(logging_level="INFO", with_scheduler=True)
 
 
 if __name__ == "__main__":
diff --git a/backends/advanced/src/advanced_omi_backend/workers/speaker_benchmark_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/speaker_benchmark_jobs.py
new file mode 100644
index 00000000..f18d56a0
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/speaker_benchmark_jobs.py
@@ -0,0 +1,392 @@
+"""Conversation-grouped cross-validation for human-labeled speaker clips."""
+
+import hashlib
+import math
+from datetime import datetime, timezone
+from typing import Any, Dict, List
+
+import numpy as np
+from rq import get_current_job
+
+from advanced_omi_backend.config import get_diarization_settings
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+
+FOLDS = 5
+FRACTIONS = (0.2, 0.4, 0.6, 0.8, 1.0)
+MIN_SECONDS = 1.5
+
+
+def _unit(values: list) -> np.ndarray:
+    vector = np.asarray(values, dtype=np.float32).reshape(-1)
+    norm = np.linalg.norm(vector)
+    if not vector.size or not np.isfinite(vector).all() or norm == 0:
+        raise ValueError("invalid embedding")
+    return vector / norm
+
+
+def _stable(value: str) -> str:
+    return hashlib.sha256(value.encode()).hexdigest()
+
+
+def _active_segments(doc: dict) -> list:
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    version = next(
+        (item for item in versions if item.get("version_id") == active_id), None
+    )
+    return (version or (versions[-1] if versions else {})).get("segments") or []
+
+
+async def _labeled_clips(user_id: str) -> tuple[List[dict], Dict[str, int]]:
+    db = Conversation.get_pymongo_collection().database
+    clips: List[dict] = []
+    exclusions = {
+        "bad_or_mixed": 0,
+        "missing_bounds": 0,
+        "too_short": 0,
+        "duplicate": 0,
+    }
+
+    async for review in db["enrollment_reviews"].find(
+        {"reviewed_by": user_id},
+        {
+            "conversation_id": 1,
+            "decision": 1,
+            "actual_speaker": 1,
+            "selected_start": 1,
+            "selected_end": 1,
+            "segment_start": 1,
+            "segment_end": 1,
+        },
+    ):
+        if review.get("decision") not in ("accept", "another_speaker"):
+            exclusions["bad_or_mixed"] += 1
+            continue
+        start = review.get("selected_start", review.get("segment_start"))
+        end = review.get("selected_end", review.get("segment_end"))
+        if start is None or end is None:
+            exclusions["missing_bounds"] += 1
+            continue
+        clips.append(
+            {
+                "conversation_id": review["conversation_id"],
+                "start": float(start),
+                "end": float(end),
+                "speaker": review.get("actual_speaker"),
+                "source": "guided_enrollment",
+            }
+        )
+
+    async for annotation in db["annotations"].find(
+        {
+            "user_id": user_id,
+            "annotation_type": "diarization",
+            "status": "accepted",
+            "corrected_speaker": {"$nin": [None, "", "Noise", "Unknown Speaker"]},
+        },
+        {
+            "conversation_id": 1,
+            "segment_index": 1,
+            "segment_start_time": 1,
+            "corrected_speaker": 1,
+        },
+    ):
+        doc = await Conversation.get_pymongo_collection().find_one(
+            {"conversation_id": annotation.get("conversation_id")},
+            {"active_transcript_version": 1, "transcript_versions": 1},
+        )
+        segments = _active_segments(doc or {})
+        index = annotation.get("segment_index")
+        segment = (
+            segments[index]
+            if isinstance(index, int) and 0 <= index < len(segments)
+            else None
+        )
+        if segment is None and annotation.get("segment_start_time") is not None:
+            target = float(annotation["segment_start_time"])
+            segment = min(
+                segments,
+                key=lambda item: abs(float(item.get("start", 0)) - target),
+                default=None,
+            )
+        if not segment:
+            exclusions["missing_bounds"] += 1
+            continue
+        clips.append(
+            {
+                "conversation_id": annotation["conversation_id"],
+                "start": float(segment.get("start", 0)),
+                "end": float(segment.get("end", 0)),
+                "speaker": annotation["corrected_speaker"],
+                "source": "diarization_annotation",
+            }
+        )
+
+    unique = {}
+    for clip in clips:
+        if not clip.get("speaker") or clip["end"] - clip["start"] < MIN_SECONDS:
+            exclusions["too_short"] += 1
+            continue
+        key = f'{clip["conversation_id"]}:{clip["start"]:.3f}:{clip["end"]:.3f}:{clip["speaker"]}'
+        if key in unique:
+            exclusions["duplicate"] += 1
+            continue
+        clip["key"] = key
+        unique[key] = clip
+    return list(unique.values()), exclusions
+
+
+async def _embed_clips(
+    clips: List[dict], user_id: str, embedding_model: str
+) -> tuple[List[dict], int, List[dict]]:
+    db = Conversation.get_pymongo_collection().database
+    cache = db["speaker_evaluation_embeddings"]
+    client = SpeakerRecognitionClient()
+    embedded = []
+    failures = []
+    cache_hits = 0
+    job = get_current_job()
+    for index, clip in enumerate(clips):
+        cached = await cache.find_one(
+            {
+                "user_id": user_id,
+                "clip_key": clip["key"],
+                "embedding_model": embedding_model,
+            }
+        )
+        if cached:
+            result = cached
+            cache_hits += 1
+        else:
+            try:
+                wav = await reconstruct_audio_segment(
+                    clip["conversation_id"], clip["start"], clip["end"]
+                )
+                result = await client.extract_speaker_embedding(wav)
+                if result.get("error"):
+                    raise RuntimeError(str(result))
+                await cache.update_one(
+                    {"user_id": user_id, "clip_key": clip["key"]},
+                    {
+                        "$set": {
+                            **clip,
+                            **result,
+                            "user_id": user_id,
+                            "created_at": datetime.now(timezone.utc),
+                        }
+                    },
+                    upsert=True,
+                )
+            except Exception as exc:
+                failures.append({"clip_key": clip["key"], "error": str(exc)})
+                continue
+        try:
+            embedded.append({**clip, "embedding": _unit(result["embedding"])})
+        except Exception as exc:
+            failures.append({"clip_key": clip["key"], "error": str(exc)})
+        if job and (index % 5 == 0 or index + 1 == len(clips)):
+            job.meta["batch_progress"] = {
+                "current": index + 1,
+                "total": len(clips),
+                "message": f"Embedding labeled clips {index + 1}/{len(clips)}",
+            }
+            job.save_meta()
+    return embedded, cache_hits, failures
+
+
+def _centroids(samples: List[dict]) -> Dict[str, np.ndarray]:
+    grouped: Dict[str, list] = {}
+    for sample in samples:
+        grouped.setdefault(sample["speaker"], []).append(sample["embedding"])
+    return {
+        speaker: _unit(np.mean(vectors, axis=0).tolist())
+        for speaker, vectors in grouped.items()
+    }
+
+
+def _metrics(train: List[dict], test: List[dict], threshold: float) -> dict:
+    centroids = _centroids(train)
+    evaluable = [sample for sample in test if sample["speaker"] in centroids]
+    if not evaluable or len(centroids) < 2:
+        return {
+            "test_clips": len(evaluable),
+            "top1_accuracy": None,
+            "macro_recall": None,
+            "false_accept_rate": None,
+        }
+    correct = 0
+    by_speaker: Dict[str, list] = {}
+    confusion: Dict[str, Dict[str, int]] = {}
+    target_scores = []
+    impostor_scores = []
+    wrong_trials = wrong_accepts = 0
+    for sample in evaluable:
+        scores = {
+            speaker: float(sample["embedding"] @ centroid)
+            for speaker, centroid in centroids.items()
+        }
+        predicted = max(scores, key=scores.get)
+        hit = predicted == sample["speaker"]
+        correct += int(hit)
+        by_speaker.setdefault(sample["speaker"], []).append(int(hit))
+        confusion.setdefault(sample["speaker"], {})[predicted] = (
+            confusion.setdefault(sample["speaker"], {}).get(predicted, 0) + 1
+        )
+        target_scores.append(scores[sample["speaker"]])
+        for speaker, score in scores.items():
+            if speaker != sample["speaker"]:
+                impostor_scores.append(score)
+                wrong_trials += 1
+                wrong_accepts += int(score >= threshold)
+    recalls = [sum(values) / len(values) for values in by_speaker.values()]
+    thresholds = sorted(set(target_scores + impostor_scores))
+    eer = None
+    if target_scores and impostor_scores and thresholds:
+        candidates = []
+        for candidate in thresholds:
+            false_reject = sum(score < candidate for score in target_scores) / len(
+                target_scores
+            )
+            false_accept = sum(score >= candidate for score in impostor_scores) / len(
+                impostor_scores
+            )
+            candidates.append(
+                (abs(false_reject - false_accept), (false_reject + false_accept) / 2)
+            )
+        eer = min(candidates, key=lambda item: item[0])[1]
+    return {
+        "test_clips": len(evaluable),
+        "speakers": len(centroids),
+        "top1_accuracy": round(correct / len(evaluable), 4),
+        "macro_recall": round(sum(recalls) / len(recalls), 4),
+        "false_accept_rate": (
+            round(wrong_accepts / wrong_trials, 4) if wrong_trials else None
+        ),
+        "eer": round(eer, 4) if eer is not None else None,
+        "per_speaker_recall": {
+            speaker: round(sum(values) / len(values), 4)
+            for speaker, values in sorted(by_speaker.items())
+        },
+        "confusion": confusion,
+    }
+
+
+def _evaluate(samples: List[dict], threshold: float) -> dict:
+    groups = sorted({sample["conversation_id"] for sample in samples}, key=_stable)
+    fold_by_group = {group: index % FOLDS for index, group in enumerate(groups)}
+    curves = []
+    fold_results = []
+    for fraction in FRACTIONS:
+        metrics_for_fraction = []
+        for fold in range(FOLDS):
+            test = [
+                sample
+                for sample in samples
+                if fold_by_group[sample["conversation_id"]] == fold
+            ]
+            available = [
+                sample
+                for sample in samples
+                if fold_by_group[sample["conversation_id"]] != fold
+            ]
+            train = []
+            for speaker in sorted({sample["speaker"] for sample in available}):
+                speaker_samples = sorted(
+                    (sample for sample in available if sample["speaker"] == speaker),
+                    key=lambda sample: _stable(sample["key"]),
+                )
+                take = max(1, math.ceil(len(speaker_samples) * fraction))
+                train.extend(speaker_samples[:take])
+            metrics = _metrics(train, test, threshold)
+            metrics["fold"] = fold + 1
+            metrics["train_clips"] = len(train)
+            metrics_for_fraction.append(metrics)
+            if fraction == 1.0:
+                fold_results.append(metrics)
+        valid = [
+            item for item in metrics_for_fraction if item["top1_accuracy"] is not None
+        ]
+        valid_far = [item for item in valid if item["false_accept_rate"] is not None]
+        valid_eer = [item for item in valid if item.get("eer") is not None]
+        curves.append(
+            {
+                "fraction": fraction,
+                "train_clips_mean": round(
+                    sum(item["train_clips"] for item in metrics_for_fraction) / FOLDS, 1
+                ),
+                "top1_accuracy_mean": (
+                    round(sum(item["top1_accuracy"] for item in valid) / len(valid), 4)
+                    if valid
+                    else None
+                ),
+                "macro_recall_mean": (
+                    round(sum(item["macro_recall"] for item in valid) / len(valid), 4)
+                    if valid
+                    else None
+                ),
+                "false_accept_rate_mean": (
+                    round(
+                        sum(item["false_accept_rate"] for item in valid_far)
+                        / len(valid_far),
+                        4,
+                    )
+                    if valid_far
+                    else None
+                ),
+                "eer_mean": (
+                    round(sum(item["eer"] for item in valid_eer) / len(valid_eer), 4)
+                    if valid_eer
+                    else None
+                ),
+            }
+        )
+    return {
+        "learning_curve": curves,
+        "folds": fold_results,
+        "conversation_groups": len(groups),
+        "fold_groups": {
+            str(fold + 1): sorted(
+                group for group, assigned in fold_by_group.items() if assigned == fold
+            )
+            for fold in range(FOLDS)
+        },
+    }
+
+
+@async_job(redis=False, beanie=True, timeout=7200)
+async def run_speaker_benchmark_job(user_id: str) -> Dict[str, Any]:
+    started_at = datetime.now(timezone.utc)
+    clips, exclusions = await _labeled_clips(user_id)
+    client = SpeakerRecognitionClient()
+    embedding_info = await client.get_embedding_info()
+    if embedding_info.get("error") or not embedding_info.get("embedding_model"):
+        raise RuntimeError(f"Cannot determine embedding model: {embedding_info}")
+    embedding_model = embedding_info["embedding_model"]
+    embedded, cache_hits, failures = await _embed_clips(clips, user_id, embedding_model)
+    threshold = float(get_diarization_settings().get("similarity_threshold", 0.5))
+    report = {
+        "user_id": user_id,
+        "created_at": started_at,
+        "protocol": "5-fold conversation-grouped cross-validation",
+        "fractions": list(FRACTIONS),
+        "threshold": threshold,
+        "embedding_model": embedding_model,
+        "dataset": {
+            "labeled_clips": len(clips),
+            "embedded_clips": len(embedded),
+            "speakers": len({sample["speaker"] for sample in embedded}),
+            "cache_hits": cache_hits,
+            "embedding_failures": len(failures),
+            "exclusions": exclusions,
+        },
+        **_evaluate(embedded, threshold),
+        "failures": failures[:20],
+    }
+    db = Conversation.get_pymongo_collection().database
+    await db["speaker_benchmark_runs"].insert_one(report)
+    report.pop("_id", None)
+    report["created_at"] = started_at.isoformat()
+    return report
diff --git a/backends/advanced/src/advanced_omi_backend/workers/speaker_discovery_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/speaker_discovery_jobs.py
new file mode 100644
index 00000000..33fd2484
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/speaker_discovery_jobs.py
@@ -0,0 +1,278 @@
+"""Reusable speech-segment embedding index for speaker corpus discovery."""
+
+import asyncio
+import logging
+import time
+from datetime import datetime, timezone
+from typing import Any
+
+from rq import get_current_job
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+
+MIN_SECONDS = 3.0
+MAX_SECONDS = 30.0
+EMBED_CONCURRENCY = 4
+SCORE_BATCH_SIZE = 500
+PROGRESS_INTERVAL = 100
+
+logger = logging.getLogger(__name__)
+
+
+def _active_segments(doc: dict) -> list:
+    versions = doc.get("transcript_versions") or []
+    active_id = doc.get("active_transcript_version")
+    version = next(
+        (item for item in versions if item.get("version_id") == active_id), None
+    )
+    return (version or (versions[-1] if versions else {})).get("segments") or []
+
+
+async def _speech_clips(
+    user_id: str, include_all_users: bool, include_deleted: bool = False
+) -> list[dict]:
+    query: dict[str, Any] = {
+        "audio_archived": {"$ne": True},
+        "audio_chunks_count": {"$gt": 0},
+    }
+    if not include_deleted:
+        # Soft-deleted conversations keep their audio chunks; opt in to mine them.
+        query["deleted"] = {"$ne": True}
+    if not include_all_users:
+        query["user_id"] = user_id
+    database = Conversation.get_pymongo_collection().database
+    human_labels: dict[str, str] = {}
+    review_query = {} if include_all_users else {"reviewed_by": user_id}
+    async for review in database["enrollment_reviews"].find(
+        review_query,
+        {"conversation_id": 1, "segment_start": 1, "actual_speaker": 1, "enrolled": 1},
+    ):
+        if review.get("enrolled") and review.get("actual_speaker"):
+            key = f'{review["conversation_id"]}:{round(float(review["segment_start"]), 2)}'
+            human_labels[key] = review["actual_speaker"]
+    annotation_query: dict[str, Any] = {
+        "annotation_type": "diarization",
+        "status": "accepted",
+        "corrected_speaker": {"$nin": [None, "", "Noise", "Unknown Speaker"]},
+        "segment_start_time": {"$ne": None},
+    }
+    if not include_all_users:
+        annotation_query["user_id"] = user_id
+    async for annotation in database["annotations"].find(
+        annotation_query,
+        {"conversation_id": 1, "segment_start_time": 1, "corrected_speaker": 1},
+    ):
+        key = (
+            f'{annotation["conversation_id"]}:'
+            f'{round(float(annotation["segment_start_time"]), 2)}'
+        )
+        human_labels[key] = annotation["corrected_speaker"]
+
+    projection = {
+        "conversation_id": 1,
+        "user_id": 1,
+        "title": 1,
+        "created_at": 1,
+        "audio_total_duration": 1,
+        "active_transcript_version": 1,
+        "transcript_versions": 1,
+    }
+    clips = []
+    async for doc in Conversation.get_pymongo_collection().find(query, projection):
+        audio_duration = float(doc.get("audio_total_duration") or 0)
+        for index, segment in enumerate(_active_segments(doc)):
+            if segment.get("segment_type") not in (None, "speech"):
+                continue
+            start = float(segment.get("start") or 0)
+            end = min(float(segment.get("end") or 0), audio_duration or float("inf"))
+            end = min(end, start + MAX_SECONDS)
+            if end - start < MIN_SECONDS:
+                continue
+            clip_key = f'{doc["conversation_id"]}:{start:.3f}:{end:.3f}'
+            review_key = f'{doc["conversation_id"]}:{round(start, 2)}'
+            clips.append(
+                {
+                    "clip_key": clip_key,
+                    "review_key": review_key,
+                    "conversation_id": doc["conversation_id"],
+                    "corpus_user_id": doc.get("user_id"),
+                    "conversation_title": doc.get("title"),
+                    "conversation_date": doc.get("created_at"),
+                    "conversation_duration": audio_duration,
+                    "segment_index": index,
+                    "start": start,
+                    "end": end,
+                    "duration": end - start,
+                    "text": (segment.get("text") or "")[:300],
+                    "current_label": segment.get("identified_as"),
+                    "human_label": human_labels.get(review_key),
+                    "stored_confidence": segment.get("confidence"),
+                }
+            )
+    return clips
+
+
+def _progress(current: int, total: int, message: str) -> None:
+    job = get_current_job()
+    if not job:
+        return
+    job.meta["batch_progress"] = {
+        "current": current,
+        "total": total,
+        "percent": round(current * 100 / total) if total else 100,
+        "message": message,
+    }
+    job.save_meta()
+
+
+@async_job(redis=False, beanie=True, timeout=14400)
+async def discover_speaker_candidates_job(
+    requested_by: str,
+    speaker_id: str,
+    speaker_name: str,
+    include_all_users: bool = False,
+    include_deleted: bool = False,
+) -> dict:
+    started_at = time.perf_counter()
+    timings: dict[str, float] = {}
+    db = Conversation.get_pymongo_collection().database
+    cache = db["speaker_corpus_embeddings"]
+    matches = db["speaker_corpus_matches"]
+    await cache.create_index([("clip_key", 1), ("embedding_model", 1)], unique=True)
+    await matches.create_index(
+        [("requested_by", 1), ("speaker_id", 1), ("review_key", 1)]
+    )
+    client = SpeakerRecognitionClient()
+    info = await client.get_embedding_info()
+    model = info.get("embedding_model")
+    if not model:
+        raise RuntimeError(f"Could not resolve speaker embedding model: {info}")
+
+    phase_started = time.perf_counter()
+    clips = await _speech_clips(requested_by, include_all_users, include_deleted)
+    timings["enumerate_corpus_s"] = time.perf_counter() - phase_started
+    clip_keys = [clip["clip_key"] for clip in clips]
+    phase_started = time.perf_counter()
+    cached_embeddings = {
+        row["clip_key"]: row["embedding"]
+        async for row in cache.find(
+            {"clip_key": {"$in": clip_keys}, "embedding_model": model},
+            {"clip_key": 1, "embedding": 1},
+        )
+        if row.get("embedding")
+    }
+    timings["load_cache_s"] = time.perf_counter() - phase_started
+    sem = asyncio.Semaphore(EMBED_CONCURRENCY)
+    embedded: list[tuple[dict, list[float]]] = [
+        (clip, cached_embeddings[clip["clip_key"]])
+        for clip in clips
+        if clip["clip_key"] in cached_embeddings
+    ]
+    missing = [clip for clip in clips if clip["clip_key"] not in cached_embeddings]
+    failures = 0
+    completed = len(embedded)
+    progress_lock = asyncio.Lock()
+
+    _progress(
+        completed,
+        len(clips),
+        f"Loaded {completed}/{len(clips)} cached corpus vectors",
+    )
+
+    async def embed(clip: dict) -> None:
+        nonlocal completed, failures
+        async with sem:
+            try:
+                wav = await reconstruct_audio_segment(
+                    clip["conversation_id"], clip["start"], clip["end"]
+                )
+                result = await client.extract_speaker_embedding(wav)
+                if result.get("error") or not result.get("embedding"):
+                    raise RuntimeError(str(result))
+                await cache.update_one(
+                    {"clip_key": clip["clip_key"], "embedding_model": model},
+                    {
+                        "$set": {
+                            **clip,
+                            **result,
+                            "indexed_at": datetime.now(timezone.utc),
+                        }
+                    },
+                    upsert=True,
+                )
+                embedded.append((clip, result["embedding"]))
+            except Exception:
+                failures += 1
+            finally:
+                async with progress_lock:
+                    completed += 1
+                    if completed == len(clips) or completed % PROGRESS_INTERVAL == 0:
+                        _progress(
+                            completed,
+                            len(clips),
+                            f"Embedding new corpus speech {completed}/{len(clips)}",
+                        )
+
+    phase_started = time.perf_counter()
+    await asyncio.gather(*(embed(clip) for clip in missing))
+    timings["embed_missing_s"] = time.perf_counter() - phase_started
+    embedded.sort(key=lambda item: item[0]["clip_key"])
+
+    phase_started = time.perf_counter()
+    await matches.delete_many({"requested_by": requested_by, "speaker_id": speaker_id})
+    scored_count = 0
+    for offset in range(0, len(embedded), SCORE_BATCH_SIZE):
+        batch = embedded[offset : offset + SCORE_BATCH_SIZE]
+        response = await client.score_cached_embeddings(
+            speaker_id, [embedding for _clip, embedding in batch]
+        )
+        scores = response.get("scores")
+        if not isinstance(scores, list) or len(scores) != len(batch):
+            raise RuntimeError(f"Speaker-service batch scoring failed: {response}")
+        now = datetime.now(timezone.utc)
+        documents = []
+        for (clip, _embedding), score in zip(batch, scores):
+            if score.get("sim_centroid") is None:
+                continue
+            documents.append(
+                {
+                    **clip,
+                    "requested_by": requested_by,
+                    "speaker_id": speaker_id,
+                    "speaker_name": speaker_name,
+                    "embedding_model": model,
+                    "scores": score,
+                    "scored_at": now,
+                }
+            )
+        if documents:
+            await matches.insert_many(documents, ordered=False)
+            scored_count += len(documents)
+        _progress(
+            min(offset + len(batch), len(embedded)),
+            len(embedded),
+            f"Comparing {speaker_name} with indexed speech",
+        )
+    timings["score_and_store_s"] = time.perf_counter() - phase_started
+    timings["total_s"] = time.perf_counter() - started_at
+    timings = {name: round(seconds, 3) for name, seconds in timings.items()}
+    logger.info(
+        "Speaker corpus discovery timings for %s (%d vectors, %d cached): %s",
+        speaker_name,
+        len(clips),
+        len(cached_embeddings),
+        timings,
+    )
+
+    return {
+        "speaker_name": speaker_name,
+        "speech_clips": len(clips),
+        "embedded": len(embedded),
+        "scored": scored_count,
+        "failures": failures,
+        "embedding_model": model,
+        "timings": timings,
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
index 0a4192fb..2eaa72bb 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/speaker_jobs.py
@@ -7,27 +7,307 @@
 import asyncio
 import logging
 import time
+import traceback
 from typing import Any, Dict
 
 from advanced_omi_backend.auth import generate_jwt_for_user
+from advanced_omi_backend.config import get_diarization_settings, get_misc_settings
+from advanced_omi_backend.constants import (
+    BACKGROUND_SPEECH_LABEL,
+    NOISE_LABEL,
+    UNKNOWN_SPEAKER_PREFIX,
+)
+from advanced_omi_backend.controllers import background_bucket_controller
+from advanced_omi_backend.controllers.drift_controller import compute_cluster_centroids
+from advanced_omi_backend.models.annotation import (
+    Annotation,
+    AnnotationSource,
+    AnnotationStatus,
+    AnnotationType,
+)
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.models.job import async_job
-from advanced_omi_backend.services.audio_stream import (
-    TranscriptionResultsAggregator,
+from advanced_omi_backend.services.audio_stream import TranscriptionResultsAggregator
+from advanced_omi_backend.services.forced_alignment import (
+    synthesize_words_via_alignment,
 )
 from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.users import get_user_by_id
+from advanced_omi_backend.utils.audio_chunk_utils import reconstruct_audio_segment
+from advanced_omi_backend.utils.job_utils import update_job_meta
+from advanced_omi_backend.utils.segment_utils import classify_segment_text
+from advanced_omi_backend.workers import background_suppression
 
 logger = logging.getLogger(__name__)
 
 
+PROPAGATION_MIN_VOTES = 2
+HUMAN_LABEL_START_TOLERANCE_SECONDS = 0.75
+
+
+def _apply_human_speaker_overlays(segments: list, annotations: list) -> list[dict]:
+    """Keep accepted human speaker labels authoritative after reprocessing.
+
+    Reprocessing is still allowed to compute a fresh model label. When it disagrees,
+    preserve that attempted result in the returned audit records, then overlay the
+    human label onto the output segment. Matching is deliberately conservative: an
+    annotation must land on a segment start within 750 ms. Provider reprocessing keeps
+    exact boundaries; the tolerance only absorbs small timestamp movement.
+    """
+    failures = []
+    claimed: set[int] = set()
+    for annotation in sorted(
+        annotations,
+        key=lambda item: float(item.segment_start_time or 0.0),
+    ):
+        if annotation.segment_start_time is None or not annotation.corrected_speaker:
+            continue
+        candidates = [
+            (abs(float(segment.start) - float(annotation.segment_start_time)), index)
+            for index, segment in enumerate(segments)
+            if index not in claimed
+            and getattr(segment, "segment_type", "speech") == "speech"
+        ]
+        if not candidates:
+            continue
+        distance, index = min(candidates)
+        if distance > HUMAN_LABEL_START_TOLERANCE_SECONDS:
+            continue
+        segment = segments[index]
+        claimed.add(index)
+        model_speaker = segment.identified_as
+        model_confidence = segment.confidence
+        if model_speaker != annotation.corrected_speaker:
+            failures.append(
+                {
+                    "annotation_id": str(annotation.id),
+                    "segment_start": float(segment.start),
+                    "human_speaker": annotation.corrected_speaker,
+                    "model_speaker": model_speaker,
+                    "model_confidence": model_confidence,
+                }
+            )
+        segment.speaker = annotation.corrected_speaker
+        segment.identified_as = None
+        segment.confidence = 0.0
+    return failures
+
+
+async def _human_speaker_annotations(conversation_id: str) -> list[Annotation]:
+    annotations = (
+        await Annotation.find(
+            Annotation.conversation_id == conversation_id,
+            Annotation.annotation_type == AnnotationType.DIARIZATION,
+            Annotation.source == AnnotationSource.USER,
+            Annotation.status == AnnotationStatus.ACCEPTED,
+            Annotation.processed == True,
+        )
+        .sort("updated_at")
+        .to_list()
+    )
+    # Later corrections at the same source timestamp supersede earlier ones.
+    latest = {}
+    for annotation in annotations:
+        if annotation.segment_start_time is not None:
+            latest[round(float(annotation.segment_start_time), 3)] = annotation
+    return list(latest.values())
+
+
+def _propagate_cluster_identities(
+    segments: list[dict], excluded_starts: set[float]
+) -> int:
+    """Let each diarization cluster inherit its members' confident IDs.
+
+    Per-segment identification names only the clear utterances; short or partly
+    overlapped ones stay unknown even though pyannote already grouped them with
+    a confidently-identified voice. When every confident vote inside a cluster
+    agrees on one person (and there are at least PROPAGATION_MIN_VOTES votes),
+    the remaining unidentified members inherit that name.
+
+    ``excluded_starts``: segments the background scorer put in a non-foreground
+    zone — media that diarization folded into a human's cluster must not inherit
+    the human's name.
+    """
+    votes: dict[str, list[float]] = {}
+    names_by_cluster: dict[str, set[str]] = {}
+    for seg in segments:
+        identified = seg.get("identified_as")
+        if not identified or identified in (NOISE_LABEL, BACKGROUND_SPEECH_LABEL):
+            continue
+        cluster = seg.get("speaker") or ""
+        if not cluster:
+            continue
+        names_by_cluster.setdefault(cluster, set()).add(identified)
+        votes.setdefault(cluster, []).append(float(seg.get("confidence") or 0.0))
+    propagated = 0
+    for seg in segments:
+        if seg.get("identified_as"):
+            continue
+        cluster = seg.get("speaker") or ""
+        names = names_by_cluster.get(cluster)
+        if not names or len(names) != 1:
+            continue
+        if len(votes[cluster]) < PROPAGATION_MIN_VOTES:
+            continue
+        start_key = background_suppression.segment_key(seg.get("start") or 0.0)
+        if start_key in excluded_starts:
+            continue
+        seg["identified_as"] = next(iter(names))
+        seg["confidence"] = round(sum(votes[cluster]) / len(votes[cluster]), 4)
+        propagated += 1
+    return propagated
+
+
+async def _apply_background_references(
+    conversation_id: str,
+    segments: list[dict],
+    user,
+    speaker_client: SpeakerRecognitionClient,
+) -> set[float]:
+    """Mark segments that match a background exemplar, and disclose it.
+
+    Confident zone relabels the segment (existing behaviour); the unsure band is
+    only recorded. Every non-foreground verdict lands in the suppression ledger
+    so the conversation page can show what was marked and let the user restore
+    or confirm it. Segments the user already ruled on are never re-marked, and a
+    conversation-level "media is the subject" override skips marking entirely.
+
+    Returns the start keys of segments in a non-foreground zone (minus ones the
+    user restored as important speech) — the set cluster propagation must not
+    write names onto.
+    """
+    user_id = str(user.user_id)
+    if await background_suppression.get_subject_override(user_id, conversation_id):
+        logger.info(
+            "Background marking skipped for %s: user override says media is the subject",
+            conversation_id[:8],
+        )
+        return set()
+    sticky = await background_suppression.load_sticky_segments(user_id, conversation_id)
+    # Confirmed segments are background by the user's own verdict — relabel them
+    # up front, before scoring, so a fresh score can never un-mark them (and so
+    # cluster propagation never writes a name onto them).
+    for segment in segments:
+        ruling = sticky.get(background_suppression.segment_key(segment["start"]))
+        if ruling and ruling["status"] == "confirmed":
+            segment["identified_as"] = (
+                NOISE_LABEL
+                if ruling.get("bucket_type") == "noise"
+                else BACKGROUND_SPEECH_LABEL
+            )
+            segment["status"] = "background_reference"
+    semaphore = asyncio.Semaphore(3)
+    ledger_records: list[dict] = []
+
+    async def classify(segment: dict) -> None:
+        duration = float(segment.get("end", 0)) - float(segment.get("start", 0))
+        if duration < 1.0 or duration > 15.0:
+            return
+        async with semaphore:
+            wav = await reconstruct_audio_segment(
+                conversation_id, float(segment["start"]), float(segment["end"])
+            )
+            embedded = await speaker_client.extract_speaker_embedding(wav)
+            if embedded.get("error") or "embedding" not in embedded:
+                return
+            scores = {}
+            for bucket_type in background_bucket_controller.BUCKET_TYPES:
+                matched = await background_bucket_controller.match_embeddings(
+                    user,
+                    [embedded["embedding"]],
+                    bucket_type,
+                    embedded.get("embedding_model"),
+                )
+                results = matched.get("results") or []
+                scores[bucket_type] = (
+                    float(results[0]["bucket_similarity"]) if results else 0.0
+                )
+            best_type, best_score = max(scores.items(), key=lambda pair: pair[1])
+            foreground_score = float(segment.get("confidence") or 0.0)
+            zone = background_suppression.zone_for(best_score, foreground_score)
+            if zone == "foreground":
+                return
+            start_key = background_suppression.segment_key(segment["start"])
+            record = {
+                "segment_start": segment["start"],
+                "segment_end": segment["end"],
+                "text": segment.get("text"),
+                "background_similarity": best_score,
+                "foreground_similarity": foreground_score,
+                "bucket_type": best_type,
+                "zone": zone,
+                "embedding": embedded["embedding"],
+                "previous_identified_as": segment.get("identified_as"),
+                "previous_confidence": segment.get("confidence"),
+            }
+            ledger_records.append(record)
+            if zone == "confident_background" and start_key not in sticky:
+                segment["identified_as"] = (
+                    NOISE_LABEL if best_type == "noise" else BACKGROUND_SPEECH_LABEL
+                )
+                segment["confidence"] = best_score
+                segment["status"] = "background_reference"
+                segment["background_scores"] = scores
+
+    results = await asyncio.gather(
+        *(classify(segment) for segment in segments), return_exceptions=True
+    )
+    failures = sum(isinstance(result, Exception) for result in results)
+    if failures:
+        logger.warning(
+            "Background-reference comparison failed for %d segments", failures
+        )
+    try:
+        await background_suppression.record_conversation_suppressions(
+            conversation_id,
+            user_id,
+            ledger_records,
+            source="speaker_job",
+            # A scan with failed segments is incomplete — don't treat missing
+            # records as "no longer in zone".
+            prune=failures == 0,
+        )
+    except Exception:
+        logger.exception(
+            "Failed to write background suppression ledger for %s",
+            conversation_id[:8],
+        )
+    excluded = set()
+    for record in ledger_records:
+        start_key = background_suppression.segment_key(record["segment_start"])
+        ruling = sticky.get(start_key)
+        if not ruling or ruling["status"] != "restored":
+            excluded.add(start_key)
+    return excluded
+
+
+class SpeakerServiceError(Exception):
+    """The speaker service was reached but failed to process the request.
+
+    Raised (rather than returned as ``{success: False}``) so the post-conversation
+    chain's failure machinery engages honestly: RQ marks the job FAILED instead of
+    "OK", ``Retry`` gets a shot at a transient blip, ``on_chain_job_failure`` records a
+    conversation-linked system event, and ``allow_failure`` dependencies still let the
+    rest of the pipeline (memory, title, events) run. Returning success here is what
+    made a hard HTTP 500 look "OK" all down the chain.
+    """
+
+
+class SpeakerReprocessFailed(SpeakerServiceError):
+    """A manual speaker-reprocess produced no usable result.
+
+    Subclasses :class:`SpeakerServiceError` so it propagates through the same failure
+    machinery (RQ-failed + conversation-linked system event). Raised in *create* mode —
+    where the new transcript version is only created once we have a usable result, the
+    way ``transcribe_full_audio_job`` does it. So a failed reprocess creates NO version,
+    leaves the conversation exactly as it was, and surfaces an error — instead of silently
+    leaving a new version with the old (unimproved) labels and reporting success.
+    """
+
+
 @async_job(redis=True, beanie=True)
 async def check_enrolled_speakers_job(
-    session_id: str,
-    user_id: str,
-    client_id: str,
-    *,
-    redis_client=None
+    session_id: str, user_id: str, client_id: str, *, redis_client=None
 ) -> Dict[str, Any]:
     """
     Check if any enrolled speakers are present in the current audio stream.
@@ -54,19 +334,23 @@ async def check_enrolled_speakers_job(
 
     # Check for enrolled speakers
     speaker_client = SpeakerRecognitionClient()
-    enrolled_present, speaker_result = await speaker_client.check_if_enrolled_speaker_present(
-        redis_client=redis_client,
-        client_id=client_id,
-        session_id=session_id,
-        user_id=user_id,
-        transcription_results=raw_results
+    enrolled_present, speaker_result = (
+        await speaker_client.check_if_enrolled_speaker_present(
+            redis_client=redis_client,
+            client_id=client_id,
+            session_id=session_id,
+            user_id=user_id,
+            transcription_results=raw_results,
+        )
     )
 
     # Check for errors from speaker service
     if speaker_result and speaker_result.get("error"):
         error_type = speaker_result.get("error")
         error_message = speaker_result.get("message", "Unknown error")
-        logger.error(f"🎤 [SPEAKER CHECK] Speaker service error: {error_type} - {error_message}")
+        logger.error(
+            f"🎤 [SPEAKER CHECK] Speaker service error: {error_type} - {error_message}"
+        )
 
         # For connection failures, assume no enrolled speakers but allow conversation to proceed
         # Speaker filtering is optional - if service is down, conversation should still be created
@@ -82,7 +366,7 @@ async def check_enrolled_speakers_job(
                 "enrolled_present": False,
                 "identified_speakers": [],
                 "skip_reason": f"Speaker service unavailable: {error_type}",
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
 
         # For other processing errors, also assume no enrolled speakers
@@ -93,7 +377,7 @@ async def check_enrolled_speakers_job(
             "error_details": error_message,
             "enrolled_present": False,
             "identified_speakers": [],
-            "processing_time_seconds": time.time() - start_time
+            "processing_time_seconds": time.time() - start_time,
         }
 
     # Extract identified speakers
@@ -101,31 +385,31 @@ async def check_enrolled_speakers_job(
     if speaker_result and "segments" in speaker_result:
         for seg in speaker_result["segments"]:
             identified_as = seg.get("identified_as")
-            if identified_as and identified_as != "Unknown" and identified_as not in identified_speakers:
+            if (
+                identified_as
+                and identified_as != "Unknown"
+                and identified_as not in identified_speakers
+            ):
                 identified_speakers.append(identified_as)
 
     processing_time = time.time() - start_time
 
     if enrolled_present:
-        logger.info(f"✅ Enrolled speaker(s) found: {', '.join(identified_speakers)} ({processing_time:.2f}s)")
+        logger.info(
+            f"✅ Enrolled speaker(s) found: {', '.join(identified_speakers)} ({processing_time:.2f}s)"
+        )
     else:
         logger.info(f"⏭️ No enrolled speakers found ({processing_time:.2f}s)")
 
     # Update job metadata for timeline tracking
-    from rq import get_current_job
-    current_job = get_current_job()
-    if current_job:
-        if not current_job.meta:
-            current_job.meta = {}
-        current_job.meta.update({
-            "session_id": session_id,
-            "client_id": client_id,
-            "enrolled_present": enrolled_present,
-            "identified_speakers": identified_speakers,
-            "speaker_count": len(identified_speakers),
-            "processing_time": processing_time
-        })
-        current_job.save_meta()
+    update_job_meta(
+        session_id=session_id,
+        client_id=client_id,
+        enrolled_present=enrolled_present,
+        identified_speakers=identified_speakers,
+        speaker_count=len(identified_speakers),
+        processing_time=processing_time,
+    )
 
     return {
         "success": True,
@@ -133,7 +417,7 @@ async def check_enrolled_speakers_job(
         "enrolled_present": enrolled_present,
         "identified_speakers": identified_speakers,
         "speaker_result": speaker_result,
-        "processing_time_seconds": processing_time
+        "processing_time_seconds": processing_time,
     }
 
 
@@ -142,9 +426,11 @@ async def recognise_speakers_job(
     conversation_id: str,
     version_id: str,
     transcript_text: str = "",
-    words: list = None,
+    words: list | None = None,
+    source_version_id: str | None = None,
+    diarization_source_override: str | None = None,
     *,
-    redis_client=None
+    redis_client=None,
 ) -> Dict[str, Any]:
     """
     RQ job function for identifying speakers in a transcribed conversation.
@@ -154,26 +440,47 @@ async def recognise_speakers_job(
     2. If provider has word timestamps (e.g., Parakeet) → full pyannote diarization + identification
     3. If no word timestamps → cannot run diarization, keep existing segments
 
+    If pyannote re-diarization finds no speaker turns but the source already has
+    segments, it falls back to identifying those existing segments — so a diarization
+    miss still yields labels (identified names, or "Unknown Speaker 1..N").
+
     Speaker identification always runs if enrolled speakers exist, mapping
     generic labels ("Speaker 0") to enrolled speaker names ("Alice").
 
+    Two write modes:
+    - **In-place** (initial post-conversation chain): ``version_id`` refers to an
+      existing version this job refines in place.
+    - **Create-on-success** (manual reprocess, when ``source_version_id`` is given and
+      ``version_id`` does not exist yet): read from the source version and create
+      ``version_id`` ONLY once a usable result exists — the way
+      ``transcribe_full_audio_job`` does it. A failed/empty reprocess then creates no
+      version and raises, instead of leaving a degraded no-op version active.
+
     Args:
         conversation_id: Conversation ID
-        version_id: Transcript version ID to update
+        version_id: Transcript version ID to write (existing in-place, or to create)
         transcript_text: Transcript text from transcription job (optional, reads from DB if empty)
         words: Word-level timing data from transcription job (optional, reads from DB if empty)
+        source_version_id: When set (and version_id doesn't exist), read from this
+            version and create version_id on success (manual-reprocess create mode)
+        diarization_source_override: Per-job engine choice (provider or pyannote).
+            When omitted, use the configured default.
         redis_client: Redis client (injected by decorator)
 
     Returns:
         Dict with processing results
     """
 
-    logger.info(f"🎤 RQ: Starting speaker recognition for conversation {conversation_id}")
+    logger.info(
+        f"🎤 RQ: Starting speaker recognition for conversation {conversation_id}"
+    )
 
     start_time = time.time()
 
     # Get the conversation
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
     if not conversation:
         logger.error(f"Conversation {conversation_id} not found")
         return {"success": False, "error": "Conversation not found"}
@@ -181,16 +488,51 @@ async def recognise_speakers_job(
     # Get user_id from conversation
     user_id = conversation.user_id
 
-    # Find the transcript version to update
-    transcript_version = None
-    for version in conversation.transcript_versions:
-        if version.version_id == version_id:
-            transcript_version = version
-            break
+    # Resolve the SOURCE version (what we read from) and the write mode.
+    #
+    # In-place mode (initial post-conversation chain): version_id is an existing version
+    # this job refines in place; source == target.
+    #
+    # Create mode (manual reprocess): the controller pre-allocated version_id but did NOT
+    # create it (mirrors transcribe_full_audio_job). Read from source_version_id and only
+    # create version_id once we have a usable result — so a failed/empty reprocess creates
+    # no version and surfaces an error instead of leaving a degraded no-op version active.
+    target_version = conversation.get_transcript_version(version_id)
+    create_mode = target_version is None and source_version_id is not None
+    if create_mode:
+        source_version = conversation.get_transcript_version(source_version_id)
+        if not source_version:
+            logger.error(
+                f"Source transcript version {source_version_id} not found for reprocess"
+            )
+            raise SpeakerReprocessFailed(
+                f"source transcript version {source_version_id} not found"
+            )
+        logger.info(
+            f"🎤 Create mode: reading source {source_version_id}, will create "
+            f"version {version_id} on success"
+        )
+    else:
+        source_version = target_version
+        if not source_version:
+            # Upstream declined to create the handed-in version (e.g. an empty batch
+            # re-transcription kept the existing transcript) — refine whatever is active.
+            source_version = conversation.active_transcript
+            if source_version:
+                logger.warning(
+                    f"Transcript version {version_id} not found; falling back to active "
+                    f"version {source_version.version_id} (upstream likely kept the "
+                    f"existing transcript)"
+                )
+                version_id = source_version.version_id
+            else:
+                logger.error(
+                    f"Transcript version {version_id} not found and no active version exists"
+                )
+                return {"success": False, "error": "Transcript version not found"}
 
-    if not transcript_version:
-        logger.error(f"Transcript version {version_id} not found")
-        return {"success": False, "error": "Transcript version not found"}
+    # All reads below use the source version.
+    transcript_version = source_version
 
     # Check if speaker recognition is enabled
     speaker_client = SpeakerRecognitionClient()
@@ -201,7 +543,7 @@ async def recognise_speakers_job(
             "conversation_id": conversation_id,
             "version_id": version_id,
             "speaker_recognition_enabled": False,
-            "processing_time_seconds": 0
+            "processing_time_seconds": 0,
         }
 
     # Get provider capabilities from metadata
@@ -211,8 +553,18 @@ async def recognise_speakers_job(
 
     # Check if provider already did diarization (set by transcription job)
     diarization_source = transcript_version.diarization_source
+    provider_diarized = provider_has_diarization or diarization_source == "provider"
+
+    # Diarization policy from settings:
+    # - "provider": trust provider diarization when available, fall back to pyannote
+    # - "pyannote": always re-diarize with pyannote (when word timestamps allow it)
+    diarization_settings = get_diarization_settings()
+    preferred_source = diarization_source_override or diarization_settings.get(
+        "diarization_source", "provider"
+    )
+    use_provider_diarization = provider_diarized and preferred_source == "provider"
 
-    if provider_has_diarization or diarization_source == "provider":
+    if use_provider_diarization:
         # Provider already did diarization (e.g., VibeVoice, Deepgram batch)
         # Skip pyannote diarization, go straight to speaker identification
         logger.info(
@@ -222,7 +574,9 @@ async def recognise_speakers_job(
 
         # If we have existing segments from provider, proceed to identification
         if transcript_version.segments:
-            logger.info(f"🎤 Using {len(transcript_version.segments)} segments from provider")
+            logger.info(
+                f"🎤 Using {len(transcript_version.segments)} segments from provider"
+            )
             # Continue to speaker identification below (after this block)
         else:
             logger.warning(f"🎤 Provider claimed diarization but no segments found")
@@ -237,32 +591,35 @@ async def recognise_speakers_job(
     if not actual_words and transcript_version.words:
         # Convert Word objects to dicts for speaker service API
         actual_words = [
-            {
-                "word": w.word,
-                "start": w.start,
-                "end": w.end,
-                "confidence": w.confidence
-            }
+            {"word": w.word, "start": w.start, "end": w.end, "confidence": w.confidence}
             for w in transcript_version.words
         ]
-        logger.info(f"🔤 Loaded {len(actual_words)} words from transcript version.words field")
+        logger.info(
+            f"🔤 Loaded {len(actual_words)} words from transcript version.words field"
+        )
     # Backward compatibility: Fall back to metadata if words field is empty (old data)
     elif not actual_words and transcript_version.metadata.get("words"):
         actual_words = transcript_version.metadata.get("words", [])
-        logger.info(f"🔤 Loaded {len(actual_words)} words from transcript version metadata (legacy)")
+        logger.info(
+            f"🔤 Loaded {len(actual_words)} words from transcript version metadata (legacy)"
+        )
     # Backward compatibility: Extract from segments if that's all we have (old streaming data)
     elif not actual_words and transcript_version.segments:
         for segment in transcript_version.segments:
             if segment.words:
                 for w in segment.words:
-                    actual_words.append({
-                        "word": w.word,
-                        "start": w.start,
-                        "end": w.end,
-                        "confidence": w.confidence
-                    })
+                    actual_words.append(
+                        {
+                            "word": w.word,
+                            "start": w.start,
+                            "end": w.end,
+                            "confidence": w.confidence,
+                        }
+                    )
         if actual_words:
-            logger.info(f"🔤 Extracted {len(actual_words)} words from segments (legacy)")
+            logger.info(
+                f"🔤 Extracted {len(actual_words)} words from segments (legacy)"
+            )
 
     if not actual_transcript_text:
         logger.warning(f"🎤 No transcript text found in version {version_id}")
@@ -271,14 +628,39 @@ async def recognise_speakers_job(
             "conversation_id": conversation_id,
             "version_id": version_id,
             "error": "No transcript text available",
-            "processing_time_seconds": 0
+            "processing_time_seconds": 0,
         }
 
+    # If the provider gave segment text but no word timestamps (e.g. VibeVoice),
+    # synthesize word timings via forced alignment so we can run the full pyannote
+    # re-diarization path (Path A) instead of per-segment identification on the
+    # provider's segments. This unifies word-less conversations onto the better path.
+    if (
+        not actual_words
+        and not use_provider_diarization
+        and transcript_version.segments
+    ):
+        speech_for_align = [
+            {"start": s.start, "end": s.end, "text": s.text}
+            for s in transcript_version.segments
+            if getattr(s, "segment_type", "speech") == "speech"
+            and (s.text or "").strip()
+        ]
+        total_dur = max((s.end for s in transcript_version.segments), default=0.0)
+        if speech_for_align and total_dur > 0:
+            logger.info(
+                f"🔤 No word timestamps; forced-aligning {len(speech_for_align)} "
+                f"segments to recover word timing for re-diarization"
+            )
+            actual_words = await synthesize_words_via_alignment(
+                conversation_id, speech_for_align, total_dur
+            )
+
     # Check if we can run pyannote diarization
     # Pyannote requires word timestamps to align speaker segments with text
-    can_run_pyannote = bool(actual_words) and not provider_has_diarization
+    can_run_pyannote = bool(actual_words) and not use_provider_diarization
 
-    if not actual_words and not provider_has_diarization:
+    if not actual_words and not provider_diarized:
         if not transcript_version.segments:
             # No words, no provider diarization, no existing segments - nothing we can do
             logger.warning(
@@ -290,7 +672,7 @@ async def recognise_speakers_job(
                 "conversation_id": conversation_id,
                 "version_id": version_id,
                 "error": "No word timestamps and no segments available",
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
         # Has existing segments - fall through to run identification on them
         logger.info(
@@ -299,31 +681,23 @@ async def recognise_speakers_job(
             f"Running speaker identification on existing segments."
         )
 
-    # Determine speaker identification mode:
-    # 1. Config toggle (per_segment_speaker_id) enables per-segment globally
-    # 2. Manual reprocess trigger also enables per-segment for that run
-    from advanced_omi_backend.config import get_misc_settings
+    # Per-segment identification mode comes solely from settings
     misc_config = get_misc_settings()
-    per_segment_config = misc_config.get("per_segment_speaker_id", False)
-
-    trigger = transcript_version.metadata.get("trigger", "")
-    is_reprocess = trigger == "manual_reprocess"
-
-    use_per_segment = per_segment_config or is_reprocess
+    use_per_segment = misc_config.get("per_segment_speaker_id", False)
     if use_per_segment:
-        reason = []
-        if per_segment_config:
-            reason.append("config toggle enabled")
-        if is_reprocess:
-            reason.append("manual reprocess")
-        logger.info(f"🎤 Per-segment identification mode active ({', '.join(reason)})")
+        logger.info("🎤 Per-segment identification mode active (config toggle enabled)")
 
     try:
+        ran_pyannote_diarization = False
         if transcript_version.segments and not can_run_pyannote:
             # Have existing segments and can't/shouldn't run pyannote - do identification only
             # Covers: provider already diarized, no word timestamps but segments exist, etc.
             # Only send speech segments for identification; skip event/note segments
-            speech_segments = [s for s in transcript_version.segments if getattr(s, 'segment_type', 'speech') == 'speech']
+            speech_segments = [
+                s
+                for s in transcript_version.segments
+                if getattr(s, "segment_type", "speech") == "speech"
+            ]
             logger.info(
                 f"🎤 Using segment-level speaker identification on {len(speech_segments)} speech segments "
                 f"(skipped {len(transcript_version.segments) - len(speech_segments)} non-speech)"
@@ -341,10 +715,8 @@ async def recognise_speakers_job(
             )
         else:
             # Standard path: full diarization + identification via speaker service
-            transcript_data = {
-                "text": actual_transcript_text,
-                "words": actual_words
-            }
+            ran_pyannote_diarization = True
+            transcript_data = {"text": actual_transcript_text, "words": actual_words}
 
             # Generate backend token for speaker service to fetch audio
             try:
@@ -356,38 +728,50 @@ async def recognise_speakers_job(
                         "conversation_id": conversation_id,
                         "version_id": version_id,
                         "error": "User not found",
-                        "processing_time_seconds": time.time() - start_time
+                        "processing_time_seconds": time.time() - start_time,
                     }
 
                 backend_token = generate_jwt_for_user(user_id, user.email)
                 logger.info(f"🔐 Generated backend token for speaker service")
 
             except Exception as token_error:
-                logger.error(f"Failed to generate backend token: {token_error}", exc_info=True)
+                logger.error(
+                    f"Failed to generate backend token: {token_error}", exc_info=True
+                )
                 return {
                     "success": False,
                     "conversation_id": conversation_id,
                     "version_id": version_id,
                     "error": f"Token generation failed: {token_error}",
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
-            logger.info(f"🎤 Calling speaker recognition service with conversation_id...")
+            logger.info(
+                f"🎤 Calling speaker recognition service with conversation_id..."
+            )
             speaker_result = await speaker_client.diarize_identify_match(
                 conversation_id=conversation_id,
                 backend_token=backend_token,
                 transcript_data=transcript_data,
-                user_id=user_id
+                user_id=user_id,
             )
 
         # Check for errors from speaker service
         if speaker_result.get("error"):
             error_type = speaker_result.get("error")
             error_message = speaker_result.get("message", "Unknown error")
-            logger.error(f"🎤 Speaker recognition service error: {error_type} - {error_message}")
+            logger.error(
+                f"🎤 Speaker recognition service error: {error_type} - {error_message}"
+            )
 
-            # Connection/timeout errors → skip gracefully (existing behavior)
+            # Connection/timeout errors → skip gracefully (existing behavior).
+            # Exception: in create mode (manual reprocess) we have nothing to write, so
+            # surface the failure instead of creating an empty/no-op version.
             if error_type in ("connection_failed", "timeout", "client_error"):
+                if create_mode:
+                    raise SpeakerReprocessFailed(
+                        f"speaker service unavailable ({error_type}): {error_message}"
+                    )
                 logger.warning(
                     f"⚠️ Speaker service unavailable ({error_type}), skipping speaker recognition. "
                     f"Downstream jobs (memory, title/summary, events) will proceed normally."
@@ -401,62 +785,107 @@ async def recognise_speakers_job(
                     "identified_speakers": [],
                     "skip_reason": f"Speaker service unavailable: {error_type}",
                     "error_type": error_type,
-                    "processing_time_seconds": time.time() - start_time
+                    "processing_time_seconds": time.time() - start_time,
                 }
 
-            # Validation errors → fail job, don't retry
-            elif error_type == "validation_error":
-                logger.error(f"❌ Speaker service validation error: {error_message}")
-                return {
-                    "success": False,
-                    "conversation_id": conversation_id,
-                    "version_id": version_id,
-                    "error": f"Validation error: {error_message}",
-                    "error_type": error_type,
-                    "retryable": False,  # Don't retry validation errors
-                    "processing_time_seconds": time.time() - start_time
-                }
-
-            # Resource errors → fail job, can retry later
-            elif error_type == "resource_error":
-                logger.error(f"❌ Speaker service resource error: {error_message}")
-                return {
-                    "success": False,
-                    "conversation_id": conversation_id,
-                    "version_id": version_id,
-                    "error": f"Resource error: {error_message}",
-                    "error_type": error_type,
-                    "retryable": True,  # Can retry later when resources available
-                    "processing_time_seconds": time.time() - start_time
-                }
-
-            # Unknown errors → fail job
+            # The service was reached but failed to process (HTTP 500 server_error,
+            # validation_error, resource_error, or anything unknown). RAISE so the
+            # failure is honest: RQ marks the job FAILED (not "OK"), Retry(max=2) gets a
+            # shot at a transient blip, on_chain_job_failure records a conversation-linked
+            # system event, and allow_failure deps still let memory/title/events run.
             else:
-                return {
-                    "success": False,
-                    "conversation_id": conversation_id,
-                    "version_id": version_id,
-                    "error": f"Speaker recognition failed: {error_type}",
-                    "error_details": error_message,
-                    "error_type": error_type,
-                    "processing_time_seconds": time.time() - start_time
-                }
-
-        # Service worked but found no segments (legitimate empty result)
-        if not speaker_result or "segments" not in speaker_result or not speaker_result["segments"]:
+                logger.error(
+                    f"❌ Speaker service {error_type}: {error_message} "
+                    f"(conversation {conversation_id})"
+                )
+                raise SpeakerServiceError(f"{error_type}: {error_message}")
+
+        # Pyannote re-diarization can occasionally find no speaker turns even on clearly
+        # audible speech (a segmentation miss — observed on short code-mixed phone audio).
+        # When that happens but the source already has segments (e.g. provider diarization
+        # we read), fall back to identifying those existing segments instead of giving up.
+        # The fallback result flows through the SAME unknown-label mapping below, so it
+        # yields identified names or "Unknown Speaker 1..N" — never a bare provider label.
+        if ran_pyannote_diarization and not (speaker_result or {}).get("segments"):
+            speech_segments = [
+                s
+                for s in transcript_version.segments
+                if getattr(s, "segment_type", "speech") == "speech"
+            ]
+            if speech_segments:
+                logger.warning(
+                    f"🎤 Re-diarization returned 0 segments; falling back to identifying "
+                    f"{len(speech_segments)} existing source segments"
+                )
+                segments_data = [
+                    {
+                        "start": s.start,
+                        "end": s.end,
+                        "text": s.text,
+                        "speaker": s.speaker,
+                    }
+                    for s in speech_segments
+                ]
+                speaker_result = await speaker_client.identify_provider_segments(
+                    conversation_id=conversation_id,
+                    segments=segments_data,
+                    user_id=user_id,
+                    per_segment=use_per_segment,
+                    min_segment_duration=0.5 if use_per_segment else 1.5,
+                )
+                # Segments now come from existing source labels, not fresh pyannote.
+                ran_pyannote_diarization = False
+
+        # Service worked but found no segments (legitimate empty result, and the fallback
+        # above — if any — also found nothing).
+        if (
+            not speaker_result
+            or "segments" not in speaker_result
+            or not speaker_result["segments"]
+        ):
             logger.warning(f"🎤 Speaker recognition returned no segments")
+            if create_mode:
+                # Nothing usable to put in a new version — don't create one; surface it.
+                raise SpeakerReprocessFailed(
+                    "speaker reprocess produced no segments (diarization and "
+                    "segment-identification fallback both empty)"
+                )
             return {
                 "success": True,
                 "conversation_id": conversation_id,
                 "version_id": version_id,
                 "speaker_recognition_enabled": True,
                 "identified_speakers": [],
-                "processing_time_seconds": time.time() - start_time
+                "processing_time_seconds": time.time() - start_time,
             }
 
         speaker_segments = speaker_result["segments"]
         logger.info(f"🎤 Speaker recognition returned {len(speaker_segments)} segments")
 
+        background_user = await get_user_by_id(user_id)
+        background_starts: set[float] = set()
+        if background_user:
+            background_starts = await _apply_background_references(
+                conversation_id,
+                speaker_segments,
+                background_user,
+                speaker_client,
+            )
+
+        # Per-segment mode names only the clear utterances; propagate agreeing
+        # confident IDs across each diarization cluster so short clips inherit,
+        # while background-flagged segments stay out of the inheritance.
+        propagated_segments = 0
+        if use_per_segment:
+            propagated_segments = _propagate_cluster_identities(
+                speaker_segments, background_starts
+            )
+            if propagated_segments:
+                logger.info(
+                    "🎤 Cluster propagation named %d unidentified segments",
+                    propagated_segments,
+                )
+
         # Build mapping for unknown speakers: diarization_label -> "Unknown Speaker N"
         unknown_label_map = {}
         unknown_counter = 1
@@ -465,7 +894,9 @@ async def recognise_speakers_job(
             if not identified_as:
                 label = seg.get("speaker", "Unknown")
                 if label not in unknown_label_map:
-                    unknown_label_map[label] = f"Unknown Speaker {unknown_counter}"
+                    unknown_label_map[label] = (
+                        f"{UNKNOWN_SPEAKER_PREFIX} {unknown_counter}"
+                    )
                     unknown_counter += 1
 
         if unknown_label_map:
@@ -486,12 +917,16 @@ async def recognise_speakers_job(
                 continue
 
             # Skip segments with invalid structure
-            if not isinstance(seg.get("start"), (int, float)) or not isinstance(seg.get("end"), (int, float)):
+            if not isinstance(seg.get("start"), (int, float)) or not isinstance(
+                seg.get("end"), (int, float)
+            ):
                 empty_segment_count += 1
                 logger.debug(f"Filtered segment with invalid timing: {seg}")
                 continue
 
-            speaker_name = seg.get("identified_as") or unknown_label_map.get(seg.get("speaker", "Unknown"), "Unknown Speaker")
+            speaker_name = seg.get("identified_as") or unknown_label_map.get(
+                seg.get("speaker", "Unknown"), UNKNOWN_SPEAKER_PREFIX
+            )
 
             # Extract words from speaker service response (already matched to this segment)
             words_data = seg.get("words", [])
@@ -500,15 +935,17 @@ async def recognise_speakers_job(
                     word=w.get("word", ""),
                     start=w.get("start", 0.0),
                     end=w.get("end", 0.0),
-                    confidence=w.get("confidence")
+                    confidence=w.get("confidence"),
                 )
                 for w in words_data
             ]
 
-            # Classify segment type from content
-            from advanced_omi_backend.utils.segment_utils import classify_segment_text
-            seg_classification = classify_segment_text(text)
-            seg_type = "event" if seg_classification == "event" else "speech"
+            # Noise is non-speech; background speech remains speech but is not a person.
+            if speaker_name == NOISE_LABEL:
+                seg_type = "event"
+            else:
+                seg_classification = classify_segment_text(text)
+                seg_type = "event" if seg_classification == "event" else "speech"
 
             updated_segments.append(
                 Conversation.SpeakerSegment(
@@ -519,18 +956,31 @@ async def recognise_speakers_job(
                     segment_type=seg_type,
                     identified_as=seg.get("identified_as"),
                     confidence=seg.get("confidence"),
-                    words=segment_words  # Use words from speaker service
+                    words=segment_words,  # Use words from speaker service
                 )
             )
 
         if empty_segment_count > 0:
-            logger.info(f"🔇 Filtered out {empty_segment_count} empty segments from speaker recognition")
+            logger.info(
+                f"🔇 Filtered out {empty_segment_count} empty segments from speaker recognition"
+            )
+
+        human_label_failures = _apply_human_speaker_overlays(
+            updated_segments,
+            await _human_speaker_annotations(conversation_id),
+        )
+        if human_label_failures:
+            logger.info(
+                "🎤 Preserved %d human speaker labels missed by reprocessing",
+                len(human_label_failures),
+            )
 
         # Re-insert non-speech segments (event/note) that were skipped during identification
         # They need to be merged back into position based on timestamps
         non_speech_segments = [
-            s for s in transcript_version.segments
-            if getattr(s, 'segment_type', 'speech') != 'speech'
+            s
+            for s in transcript_version.segments
+            if getattr(s, "segment_type", "speech") != "speech"
         ]
         if non_speech_segments:
             for ns_seg in non_speech_segments:
@@ -541,10 +991,9 @@ async def recognise_speakers_job(
                         insert_pos = i
                         break
                 updated_segments.insert(insert_pos, ns_seg)
-            logger.info(f"🎤 Re-inserted {len(non_speech_segments)} non-speech segments")
-
-        # Update the transcript version
-        transcript_version.segments = updated_segments
+            logger.info(
+                f"🎤 Re-inserted {len(non_speech_segments)} non-speech segments"
+            )
 
         # Extract unique identified speakers for metadata
         identified_speakers = set()
@@ -553,30 +1002,108 @@ async def recognise_speakers_job(
             if identified_as and identified_as != "Unknown":
                 identified_speakers.add(identified_as)
 
-        # Update metadata
-        if not transcript_version.metadata:
-            transcript_version.metadata = {}
-
         sr_metadata = {
             "enabled": True,
-            "identification_mode": "per_segment" if use_per_segment else "majority_vote",
+            "identification_mode": (
+                "per_segment" if use_per_segment else "majority_vote"
+            ),
             "identified_speakers": list(identified_speakers),
             "speaker_count": len(identified_speakers),
             "total_segments": len(speaker_segments),
-            "processing_time_seconds": time.time() - start_time
+            "propagated_segments": propagated_segments,
+            "processing_time_seconds": time.time() - start_time,
         }
         if speaker_result.get("partial_errors"):
             sr_metadata["partial_errors"] = speaker_result["partial_errors"]
-        transcript_version.metadata["speaker_recognition"] = sr_metadata
+        if speaker_result.get("identification_evidence"):
+            sr_metadata["identification_evidence"] = speaker_result[
+                "identification_evidence"
+            ]
+        if human_label_failures:
+            sr_metadata["human_label_recognition_failures"] = human_label_failures
+
+        # Which engine produced these segments: pyannote when it actually returned turns,
+        # otherwise carry the source's (we identified existing/provider segments).
+        diarization_source_value = (
+            "pyannote"
+            if ran_pyannote_diarization
+            else source_version.diarization_source
+        )
 
-        # Set diarization source if pyannote ran (provider didn't do diarization)
-        if not provider_has_diarization and transcript_version.diarization_source != "provider":
-            transcript_version.diarization_source = "pyannote"
+        # Per-diarized-speaker pooled centroids used for identification, so a later
+        # "reprocess impact"/drift check can re-identify against the updated gallery with
+        # pure vector math (no GPU, no re-diarization).
+        # Re-key from raw diar labels (SPEAKER_00) to the FINAL segment labels (name or
+        # "Unknown Speaker N") so each centroid maps 1:1 to its segments' `speaker`.
+        raw_centroids = speaker_result.get("cluster_centroids") or {}
+        if raw_centroids:
+            diar_to_final = {}
+            for seg in speaker_segments:
+                diar = seg.get("speaker")
+                if diar is None:
+                    continue
+                diar_to_final[diar] = seg.get("identified_as") or unknown_label_map.get(
+                    diar, UNKNOWN_SPEAKER_PREFIX
+                )
+            centroids_map = {
+                diar_to_final.get(diar, diar): centroid
+                for diar, centroid in raw_centroids.items()
+            }
+        else:
+            # The provider/segment-identification path (identify_provider_segments)
+            # returns no centroids — compute them here from the final segments (keys are
+            # already display labels) so EVERY new active version carries centroids and
+            # the drift check never goes blind after a reprocess or reingest.
+            centroids_map, _ = await compute_cluster_centroids(
+                conversation_id, updated_segments, speaker_client
+            )
+
+        if create_mode:
+            # Build the new version only now that we have a usable result. Carry the
+            # source's text/words/provider; segments + speaker metadata are the new work.
+            new_metadata = {
+                "reprocessing_type": "speaker_diarization",
+                "source_version_id": source_version.version_id,
+                "trigger": "manual_reprocess",
+                "requested_diarization_source": preferred_source,
+                "provider_capabilities": provider_capabilities,
+                "speaker_recognition": sr_metadata,
+            }
+            if centroids_map:
+                new_metadata["cluster_centroids"] = centroids_map
+            new_version = conversation.add_transcript_version(
+                version_id=version_id,
+                transcript=source_version.transcript,
+                words=source_version.words,
+                segments=updated_segments,
+                provider=source_version.provider,
+                model=source_version.model,
+                metadata=new_metadata,
+                set_as_active=True,
+            )
+            new_version.diarization_source = diarization_source_value
+            conversation.apply_status(settled=True)
+            logger.info(
+                f"🎤 Created reprocess version {version_id} from source "
+                f"{source_version.version_id} with {len(updated_segments)} segments"
+            )
+        else:
+            # In-place: refine the existing version.
+            transcript_version.segments = updated_segments
+            if not transcript_version.metadata:
+                transcript_version.metadata = {}
+            transcript_version.metadata["speaker_recognition"] = sr_metadata
+            if ran_pyannote_diarization:
+                transcript_version.diarization_source = "pyannote"
+            if centroids_map:
+                transcript_version.metadata["cluster_centroids"] = centroids_map
 
         await conversation.save()
 
         processing_time = time.time() - start_time
-        logger.info(f"✅ Speaker recognition completed for {conversation_id} in {processing_time:.2f}s")
+        logger.info(
+            f"✅ Speaker recognition completed for {conversation_id} in {processing_time:.2f}s"
+        )
 
         return {
             "success": True,
@@ -585,22 +1112,23 @@ async def recognise_speakers_job(
             "speaker_recognition_enabled": True,
             "identified_speakers": list(identified_speakers),
             "segment_count": len(updated_segments),
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
 
     except asyncio.TimeoutError as e:
         logger.error(f"❌ Speaker recognition timeout: {e}")
 
         # Add timeout metadata to job
-        from rq import get_current_job
-        current_job = get_current_job()
-        if current_job:
-            current_job.meta.update({
-                "error_type": "timeout",
-                "audio_duration": conversation.audio_total_duration if conversation else None,
-                "timeout_occurred_at": time.time()
-            })
-            current_job.save_meta()
+        update_job_meta(
+            error_type="timeout",
+            audio_duration=conversation.audio_total_duration if conversation else None,
+            timeout_occurred_at=time.time(),
+        )
+
+        # In create mode no version was created — surface the failure rather than
+        # reporting a quiet success:False (which RQ treats as "OK", hiding it).
+        if create_mode:
+            raise SpeakerReprocessFailed("speaker reprocess timed out") from e
 
         return {
             "success": False,
@@ -608,19 +1136,31 @@ async def recognise_speakers_job(
             "version_id": version_id,
             "error": "Speaker recognition timeout",
             "error_type": "timeout",
-            "audio_duration": conversation.audio_total_duration if conversation else None,
-            "processing_time_seconds": time.time() - start_time
+            "audio_duration": (
+                conversation.audio_total_duration if conversation else None
+            ),
+            "processing_time_seconds": time.time() - start_time,
         }
 
+    except SpeakerServiceError:
+        # A genuine service failure — let it propagate so RQ fails the job and the
+        # chain's failure machinery (retry, conversation-linked system event,
+        # allow_failure deps) engages. Don't bury it as a success:False dict.
+        raise
+
     except Exception as speaker_error:
         logger.error(f"❌ Speaker recognition failed: {speaker_error}")
-        import traceback
         logger.debug(traceback.format_exc())
 
+        # Create mode created no version — surface the failure so it isn't a silent
+        # no-op (RQ treats success:False as "OK"). In-place keeps the existing transcript.
+        if create_mode:
+            raise SpeakerReprocessFailed(str(speaker_error)) from speaker_error
+
         return {
             "success": False,
             "conversation_id": conversation_id,
             "version_id": version_id,
             "error": str(speaker_error),
-            "processing_time_seconds": time.time() - start_time
+            "processing_time_seconds": time.time() - start_time,
         }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/speaker_mining_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/speaker_mining_jobs.py
new file mode 100644
index 00000000..3d78d773
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/speaker_mining_jobs.py
@@ -0,0 +1,201 @@
+"""Speaker mining: ingest an unlabelled audio corpus and score it for one speaker.
+
+Backs the "mine more audio" flow on the speaker-enhancement page. Server-side
+audio files (e.g. backup WAVs whose conversations were purged) are ingested
+through the standard upload pipeline as annotation-only conversations — audio
+chunks in Mongo, batch transcription, speaker identification, no memory
+extraction — and a corpus-discovery job is chained behind the transcription
+jobs so the new speech is embedded and scored against the target speaker's
+gallery as soon as it has segments. Mined clips then surface in guided
+enrollment like any other corpus match.
+"""
+
+import json
+import logging
+from datetime import datetime, timezone
+from pathlib import Path
+
+from fastapi.responses import JSONResponse
+from rq import get_current_job
+from rq.job import Dependency
+from starlette.datastructures import UploadFile as StarletteUploadFile
+
+from advanced_omi_backend.controllers.queue_controller import (
+    JOB_RESULT_TTL,
+    default_queue,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.models.user import get_user_by_id
+from advanced_omi_backend.workers.speaker_discovery_jobs import (
+    discover_speaker_candidates_job,
+)
+
+logger = logging.getLogger(__name__)
+
+# Server-side ingest only reads inside the mounted data dir.
+ALLOWED_ROOT = Path("/app/data")
+INGEST_BATCH_SIZE = 8
+MINING_DEVICE_NAME = "speaker-mining"
+
+
+def _progress(current: int, total: int, message: str) -> None:
+    job = get_current_job()
+    if not job:
+        return
+    job.meta["batch_progress"] = {
+        "current": current,
+        "total": total,
+        "percent": round(current * 100 / total) if total else 100,
+        "message": message,
+    }
+    job.save_meta()
+
+
+def _parse_upload_response(result) -> dict:
+    if isinstance(result, JSONResponse):
+        return json.loads(result.body)
+    return result
+
+
+async def enqueue_discovery_after(
+    requested_by: str,
+    speaker_id: str,
+    speaker_name: str,
+    depends_on_job_ids: list[str],
+    include_all_users: bool,
+    include_deleted: bool = False,
+) -> str:
+    """Queue corpus discovery behind the ingest's transcription jobs.
+
+    ``allow_failure`` keeps discovery running even if some files fail to
+    transcribe — partial corpus coverage beats none.
+    """
+    kwargs = dict(
+        requested_by=requested_by,
+        speaker_id=speaker_id,
+        speaker_name=speaker_name,
+        include_all_users=include_all_users,
+        include_deleted=include_deleted,
+        job_timeout=14400,
+        result_ttl=JOB_RESULT_TTL,
+        description=f"Speaker corpus discovery: {speaker_name} (after mining ingest)",
+    )
+    if depends_on_job_ids:
+        kwargs["depends_on"] = Dependency(jobs=depends_on_job_ids, allow_failure=True)
+    job = default_queue.enqueue(discover_speaker_candidates_job, **kwargs)
+    # Record the run so the enhancement page reattaches to it on refresh.
+    database = Conversation.get_pymongo_collection().database
+    await database["speaker_discovery_runs"].update_one(
+        {"requested_by": requested_by, "speaker_id": speaker_id},
+        {
+            "$set": {
+                "speaker_name": speaker_name,
+                "job_id": job.id,
+                "queued_at": datetime.now(timezone.utc),
+            }
+        },
+        upsert=True,
+    )
+    return job.id
+
+
+@async_job(redis=False, beanie=True, timeout=14400)
+async def mine_local_corpus_job(
+    requested_by: str,
+    speaker_id: str,
+    speaker_name: str,
+    paths: list[str],
+    include_all_users: bool = False,
+) -> dict:
+    """Ingest server-side audio files and chain discovery for one speaker."""
+    # Lazy import: audio_controller pulls in the transcription stack, which the
+    # guided-enrollment controller (importing this module's enqueue helper's
+    # sibling) must not load at import time.
+    from advanced_omi_backend.controllers.audio_controller import (
+        upload_and_process_audio_files,
+    )
+
+    user = await get_user_by_id(requested_by)
+    if user is None:
+        raise RuntimeError(f"Unknown user {requested_by}")
+
+    root = ALLOWED_ROOT.resolve()
+    valid: list[Path] = []
+    skipped: list[dict] = []
+    for raw in paths:
+        path = Path(raw).resolve()
+        if not str(path).startswith(str(root) + "/"):
+            skipped.append({"path": raw, "error": "outside the data directory"})
+            continue
+        if not path.is_file():
+            skipped.append({"path": raw, "error": "not a file"})
+            continue
+        valid.append(path)
+
+    transcript_job_ids: list[str] = []
+    conversation_ids: list[str] = []
+    failed: list[dict] = []
+    processed = 0
+    for offset in range(0, len(valid), INGEST_BATCH_SIZE):
+        batch = valid[offset : offset + INGEST_BATCH_SIZE]
+        handles = [path.open("rb") for path in batch]
+        try:
+            uploads = [
+                StarletteUploadFile(file=handle, filename=path.name)
+                for handle, path in zip(handles, batch)
+            ]
+            result = _parse_upload_response(
+                await upload_and_process_audio_files(
+                    user,
+                    uploads,
+                    device_name=MINING_DEVICE_NAME,
+                    annotation_only=True,
+                )
+            )
+        finally:
+            for handle in handles:
+                handle.close()
+        for item in result.get("files", []):
+            if item.get("status") == "started":
+                conversation_ids.append(item.get("conversation_id"))
+                if item.get("transcript_job_id"):
+                    transcript_job_ids.append(item["transcript_job_id"])
+            else:
+                failed.append(
+                    {"path": item.get("filename"), "error": item.get("error")}
+                )
+        processed += len(batch)
+        _progress(
+            processed,
+            len(valid),
+            f"Ingested {processed}/{len(valid)} files for {speaker_name}",
+        )
+
+    discovery_job_id = None
+    if conversation_ids:
+        discovery_job_id = await enqueue_discovery_after(
+            requested_by,
+            speaker_id,
+            speaker_name,
+            transcript_job_ids,
+            include_all_users,
+        )
+
+    if not transcript_job_ids and conversation_ids:
+        logger.warning(
+            "Speaker mining: no transcription provider available; %d conversations "
+            "ingested without transcripts and will not be discoverable until "
+            "transcribed",
+            len(conversation_ids),
+        )
+
+    return {
+        "speaker_name": speaker_name,
+        "requested_files": len(paths),
+        "ingested": len(conversation_ids),
+        "transcription_jobs": len(transcript_job_ids),
+        "discovery_job_id": discovery_job_id,
+        "failed": failed[:20],
+        "skipped": skipped[:20],
+    }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py
index 5d6e592e..1950617a 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/transcription_jobs.py
@@ -10,43 +10,72 @@
 import logging
 import os
 import time
-import uuid
+import traceback
 import wave
-from datetime import datetime
-from pathlib import Path
+from datetime import datetime, timezone
 from typing import Any, Dict
 
 from beanie.operators import In
 from rq import get_current_job
 from rq.exceptions import NoSuchJobError
-from rq.job import Job
+from rq.job import Dependency, Job
 
-from advanced_omi_backend.config import get_backend_config, get_transcription_job_timeout
+from advanced_omi_backend.config import (
+    get_live_segmentation,
+    get_streaming_fallback_timeout,
+)
 from advanced_omi_backend.controllers.queue_controller import (
     JOB_RESULT_TTL,
-    REDIS_URL,
+    enqueue_speech_detection,
     redis_conn,
     start_post_conversation_jobs,
     transcription_queue,
 )
+from advanced_omi_backend.model_registry import get_models_registry
 from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
 from advanced_omi_backend.models.conversation import Conversation
-from advanced_omi_backend.models.job import BaseRQJob, JobPriority, async_job
-from advanced_omi_backend.services.audio_stream import TranscriptionResultsAggregator
+from advanced_omi_backend.models.job import async_job
+from advanced_omi_backend.observability.otel_setup import (
+    set_otel_session,
+    set_span_attrs,
+    set_trace_io,
+    traced_job,
+)
 from advanced_omi_backend.plugins.events import PluginEvent
-from advanced_omi_backend.services.plugin_service import ensure_plugin_router
+from advanced_omi_backend.services.audio_stream import TranscriptionResultsAggregator
+from advanced_omi_backend.services.audio_stream.conversation_lifecycle import (
+    ensure_active_session_placeholder,
+)
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+    SpeakerCheckStatus,
+)
+from advanced_omi_backend.services.plugin_service import dispatch_plugin_event
+from advanced_omi_backend.services.sse_publisher import publish_sse_event_throttled
 from advanced_omi_backend.services.transcription import (
     get_transcription_provider,
     is_transcription_available,
 )
+from advanced_omi_backend.services.transcription.context import (
+    gather_transcription_context,
+    get_asr_context,
+)
+from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
 from advanced_omi_backend.utils.audio_chunk_utils import (
-    convert_audio_to_chunks,
+    reconstruct_audio_segment,
     reconstruct_wav_from_conversation,
 )
 from advanced_omi_backend.utils.conversation_utils import (
     analyze_speech,
     mark_conversation_deleted,
 )
+from advanced_omi_backend.utils.job_utils import check_job_alive, update_job_meta
+from advanced_omi_backend.utils.segment_utils import classify_segment_text
+from advanced_omi_backend.utils.silence_condense import (
+    condense_silence,
+    remap_condensed_result,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -57,7 +86,7 @@ async def apply_speaker_recognition(
     words: list,
     segments: list,
     user_id: str,
-    conversation_id: str = None,
+    conversation_id: str | None = None,
 ) -> list:
     """
     Apply speaker recognition to segments using the speaker recognition service.
@@ -76,13 +105,11 @@ async def apply_speaker_recognition(
         Updated list of segments with identified speakers
     """
     try:
-        from advanced_omi_backend.speaker_recognition_client import (
-            SpeakerRecognitionClient,
-        )
-
         speaker_client = SpeakerRecognitionClient()
         if not speaker_client.enabled:
-            logger.info(f"🎤 Speaker recognition disabled, using original speaker labels")
+            logger.info(
+                f"🎤 Speaker recognition disabled, using original speaker labels"
+            )
             return segments
 
         logger.info(
@@ -123,7 +150,9 @@ def get_speaker_at_time(timestamp: float, speaker_segments: list) -> str:
         updated_count = 0
         for seg in segments:
             seg_mid = (seg.start + seg.end) / 2.0
-            identified_speaker = get_speaker_at_time(seg_mid, speaker_identified_segments)
+            identified_speaker = get_speaker_at_time(
+                seg_mid, speaker_identified_segments
+            )
 
             if identified_speaker and identified_speaker != "Unknown":
                 original_speaker = seg.speaker
@@ -144,235 +173,388 @@ def get_speaker_at_time(timestamp: float, speaker_segments: list) -> str:
     except Exception as speaker_error:
         logger.warning(f"⚠️ Speaker recognition failed: {speaker_error}")
         logger.warning(f"Continuing with original transcription speaker labels")
-        import traceback
-
         logger.debug(traceback.format_exc())
         return segments
 
 
-@async_job(redis=True, beanie=True)
-async def transcribe_full_audio_job(
+BATCH_CHUNK_SECONDS = 3600  # Never send more than 1h to ASR at once
+
+# No-activity watchdog: only treat "zero transcription results" as a provider failure
+# when audio is actually flowing in. A connected-but-quiet device (common right after a
+# conversation ends and speech detection re-arms) produces no audio chunks, so zero
+# results is expected, not a fault. If the last audio chunk arrived more than this many
+# seconds ago the inflow is considered idle and the watchdog stays its hand.
+AUDIO_INFLOW_IDLE_SECONDS = 30
+
+
+def _build_wav(
+    pcm_data: bytes, sample_rate: int, channels: int, sample_width: int
+) -> bytes:
+    """Build a WAV file from raw PCM data."""
+    buf = io.BytesIO()
+    with wave.open(buf, "wb") as wf:
+        wf.setnchannels(channels)
+        wf.setsampwidth(sample_width)
+        wf.setframerate(sample_rate)
+        wf.writeframes(pcm_data)
+    return buf.getvalue()
+
+
+async def transcribe_audio_range(
     conversation_id: str,
-    version_id: str,
-    trigger: str = "reprocess",
-    *,
-    redis_client=None,
-) -> Dict[str, Any]:
+    start_time: float = 0.0,
+    end_time: float | None = None,
+    diarize: bool = True,
+    context_info: str | None = None,
+    progress_callback=None,
+) -> dict:
     """
-    RQ job function for transcribing full audio to text (transcription only, no speaker recognition).
+    Reconstruct audio for a time range and transcribe it.
 
-    This job:
-    1. Reconstructs audio from MongoDB chunks
-    2. Transcribes audio to text with generic speaker labels (Speaker 0, Speaker 1, etc.)
-    3. Generates title and summary
-    4. Saves transcript version to conversation
-    5. Returns results for downstream jobs (speaker recognition, memory)
-
-    Speaker recognition is handled by a separate job (recognise_speakers_job).
+    Pure reconstruction + transcription — no DB writes, no plugins, no speech validation.
+    If the audio exceeds BATCH_CHUNK_SECONDS (1h), it is split internally and merged.
 
     Args:
         conversation_id: Conversation ID
-        version_id: Version ID for new transcript
-        trigger: Trigger source
-        redis_client: Redis client (injected by decorator)
+        start_time: Start time in seconds (default 0.0)
+        end_time: End time in seconds (None = full audio)
+        diarize: Whether to request diarization
+        context_info: ASR context hints
+        progress_callback: Optional callback for batch progress
 
     Returns:
-        Dict with processing results including transcript data for next job
+        Dict with text, segments, words, provider_name, provider_capabilities, wav_size, sample_rate
     """
-    logger.info(
-        f"🔄 RQ: Starting transcript processing for conversation {conversation_id} (trigger: {trigger})"
-    )
-
-    start_time = time.time()
-
-    # Get the conversation
-    conversation = await Conversation.find_one(Conversation.conversation_id == conversation_id)
-    if not conversation:
-        raise ValueError(f"Conversation {conversation_id} not found")
-
-    # Extract user_id and client_id for plugin context
-    user_id = str(conversation.user_id) if conversation.user_id else None
-    client_id = conversation.client_id if hasattr(conversation, "client_id") else None
-
-    # Get the transcription provider
     provider = get_transcription_provider(mode="batch")
     if not provider:
-        raise ValueError("No transcription provider available")
-
-    provider_name = provider.name
-    logger.info(f"Using transcription provider: {provider_name}")
-
-    # Reconstruct audio from MongoDB chunks
-    logger.info(f"📦 Reconstructing audio from MongoDB chunks for conversation {conversation_id}")
+        raise ValueError("No batch transcription provider available")
 
-    try:
-        # Reconstruct WAV from MongoDB chunks (already in memory as bytes)
+    # Reconstruct audio
+    if start_time == 0.0 and end_time is None:
         wav_data = await reconstruct_wav_from_conversation(conversation_id)
-
-        logger.info(
-            f"📦 Reconstructed audio from MongoDB chunks: " f"{len(wav_data) / 1024 / 1024:.2f} MB"
+    else:
+        if end_time is None:
+            # Get total duration from conversation
+            conversation = await Conversation.find_one(
+                Conversation.conversation_id == conversation_id
+            )
+            if not conversation:
+                raise ValueError(f"Conversation {conversation_id} not found")
+            end_time = conversation.audio_total_duration or 0.0
+        wav_data = await reconstruct_audio_segment(
+            conversation_id, start_time, end_time
         )
-    except ValueError as e:
-        # No chunks found for conversation
-        raise FileNotFoundError(f"No audio chunks found for conversation {conversation_id}: {e}")
-    except Exception as e:
-        logger.error(f"Failed to reconstruct audio from MongoDB: {e}", exc_info=True)
-        raise RuntimeError(f"Audio reconstruction failed: {e}")
 
-    # Build ASR context (static hot words + per-user cached jargon)
-    try:
-        from advanced_omi_backend.services.transcription.context import get_asr_context
-
-        context_info = await get_asr_context(user_id=user_id)
-    except Exception as e:
-        logger.warning(f"Failed to build ASR context: {e}")
-        context_info = None
+    logger.info(
+        f"📦 Reconstructed audio [{start_time:.1f}s - {end_time or 'end'}]: "
+        f"{len(wav_data) / 1024 / 1024:.2f} MB"
+    )
 
-    # Read actual sample rate from WAV header
+    # Read WAV header to get audio properties
     try:
         with wave.open(io.BytesIO(wav_data), "rb") as wf:
             actual_sample_rate = wf.getframerate()
+            channels = wf.getnchannels()
+            sample_width = wf.getsampwidth()
+            n_frames = wf.getnframes()
+            pcm_data = wf.readframes(n_frames)
     except Exception:
         actual_sample_rate = 16000
+        channels = 1
+        sample_width = 2
+        # Strip WAV header (44 bytes) as fallback
+        pcm_data = wav_data[44:] if len(wav_data) > 44 else wav_data
+
+    duration = (
+        len(pcm_data) / (actual_sample_rate * sample_width * channels)
+        if (actual_sample_rate * sample_width * channels) > 0
+        else 0
+    )
 
-    try:
-        # Transcribe the audio directly from memory (no disk I/O needed)
-        transcribe_kwargs: Dict[str, Any] = {
+    provider_capabilities = {}
+    if hasattr(provider, "get_capabilities_dict"):
+        provider_capabilities = provider.get_capabilities_dict()
+
+    # Batch providers bill by audio duration, silence included — cut long
+    # silences with the local VAD before sending, and map timestamps back to
+    # the original timeline afterwards (see utils/silence_condense.py).
+    condense_map = None
+    condensed_pcm, mapping, speech_seconds = condense_silence(
+        pcm_data, actual_sample_rate, channels, sample_width
+    )
+    if mapping is not None and not mapping:
+        logger.info(
+            f"🔇 No speech detected in [{start_time:.1f}s - {end_time or 'end'}] "
+            f"of {conversation_id[:8]} — skipping paid transcription entirely"
+        )
+        return {
+            "text": "",
+            "segments": [],
+            "words": [],
+            "provider_name": provider.name,
+            "provider_capabilities": provider_capabilities,
+            "wav_size": 0,
+            "sample_rate": actual_sample_rate,
+        }
+    if mapping is not None:
+        condense_map = mapping
+        pcm_data = condensed_pcm
+        wav_data = _build_wav(pcm_data, actual_sample_rate, channels, sample_width)
+        duration = (
+            len(pcm_data) / (actual_sample_rate * sample_width * channels)
+            if (actual_sample_rate * sample_width * channels) > 0
+            else 0
+        )
+
+    if duration <= BATCH_CHUNK_SECONDS:
+        # Single chunk — transcribe directly
+        transcribe_kwargs: dict = {
             "audio_data": wav_data,
             "sample_rate": actual_sample_rate,
-            "diarize": True,
+            "diarize": diarize,
         }
+        if progress_callback:
+            transcribe_kwargs["progress_callback"] = progress_callback
         if context_info:
             transcribe_kwargs["context_info"] = context_info
-        transcription_result = await provider.transcribe(**transcribe_kwargs)
-    except ConnectionError as e:
-        logger.exception(f"Transcription service unreachable for {conversation_id}")
-        raise RuntimeError(str(e))
-    except RuntimeError:
-        raise
-    except Exception as e:
-        logger.exception(f"Transcription failed for conversation {conversation_id}")
-        raise RuntimeError(f"Transcription failed ({type(e).__name__}): {e}")
 
-    # Extract results
-    transcript_text = transcription_result.get("text", "")
-    segments = transcription_result.get("segments", [])
-    words = transcription_result.get("words", [])
+        try:
+            result = await provider.transcribe(**transcribe_kwargs)
+        except ConnectionError as e:
+            raise RuntimeError(str(e))
+        except RuntimeError:
+            raise
+        except Exception as e:
+            raise RuntimeError(f"Transcription failed ({type(e).__name__}): {e}")
 
-    logger.info(
-        f"📊 Transcription complete: {len(transcript_text)} chars, {len(segments)} segments, {len(words)} words"
+        if condense_map:
+            result = remap_condensed_result(result, condense_map)
+        return {
+            "text": result.get("text", ""),
+            "segments": result.get("segments", []),
+            "words": result.get("words", []),
+            "provider_name": provider.name,
+            "provider_capabilities": provider_capabilities,
+            "wav_size": len(wav_data),
+            "sample_rate": actual_sample_rate,
+        }
+
+    # Multi-chunk: split PCM, create WAV per chunk, transcribe, merge
+    chunk_size_bytes = int(
+        BATCH_CHUNK_SECONDS * actual_sample_rate * sample_width * channels
     )
+    all_text = []
+    all_segments = []
+    all_words = []
+    total_wav_size = 0
+    chunk_num = 0
 
-    # Trigger transcript-level plugins BEFORE speech validation
-    # This ensures wake-word commands execute even if conversation gets deleted
     logger.info(
-        f"🔍 DEBUG: About to trigger plugins - transcript_text exists: {bool(transcript_text)}"
+        f"📦 Audio duration {duration:.0f}s exceeds {BATCH_CHUNK_SECONDS}s, "
+        f"splitting into {BATCH_CHUNK_SECONDS}s chunks"
     )
-    if transcript_text:
+
+    for i in range(0, len(pcm_data), chunk_size_bytes):
+        chunk_pcm = pcm_data[i : i + chunk_size_bytes]
+        chunk_wav = _build_wav(chunk_pcm, actual_sample_rate, channels, sample_width)
+        chunk_start = i / (actual_sample_rate * sample_width * channels)
+        chunk_num += 1
+
+        logger.info(
+            f"📦 Transcribing chunk {chunk_num}: "
+            f"[{chunk_start:.0f}s - {chunk_start + len(chunk_pcm) / (actual_sample_rate * sample_width * channels):.0f}s]"
+        )
+
+        transcribe_kwargs = {
+            "audio_data": chunk_wav,
+            "sample_rate": actual_sample_rate,
+            "diarize": diarize,
+        }
+        if progress_callback:
+            transcribe_kwargs["progress_callback"] = progress_callback
+        if context_info:
+            transcribe_kwargs["context_info"] = context_info
+
         try:
-            plugin_router = await ensure_plugin_router()
+            result = await provider.transcribe(**transcribe_kwargs)
+        except ConnectionError as e:
+            raise RuntimeError(str(e))
+        except RuntimeError:
+            raise
+        except Exception as e:
+            raise RuntimeError(f"Transcription failed ({type(e).__name__}): {e}")
+
+        # Offset timestamps by chunk start time
+        for seg in result.get("segments", []):
+            seg["start"] = seg.get("start", 0.0) + chunk_start
+            seg["end"] = seg.get("end", 0.0) + chunk_start
+        for w in result.get("words", []):
+            w["start"] = w.get("start", 0.0) + chunk_start
+            w["end"] = w.get("end", 0.0) + chunk_start
+
+        all_text.append(result.get("text", ""))
+        all_segments.extend(result.get("segments", []))
+        all_words.extend(result.get("words", []))
+        total_wav_size += len(chunk_wav)
+
+    merged = {
+        "text": " ".join(all_text),
+        "segments": all_segments,
+        "words": all_words,
+        "provider_name": provider.name,
+        "provider_capabilities": provider_capabilities,
+        "wav_size": total_wav_size,
+        "sample_rate": actual_sample_rate,
+    }
+    # Chunk offsets above are condensed-timeline; map back to original time.
+    if condense_map:
+        remap_condensed_result(merged, condense_map)
+    return merged
 
-            if plugin_router:
-                logger.info(
-                    f"🔍 DEBUG: Preparing to trigger transcript plugins for conversation {conversation_id}"
-                )
-                plugin_data = {
+
+async def process_transcription_result(
+    conversation_id: str,
+    version_id: str,
+    trigger: str,
+    transcript_text: str,
+    segments: list,
+    words: list,
+    provider_name: str,
+    provider_capabilities: dict,
+    wav_size: int,
+    processing_time: float,
+    user_id: str | None = None,
+    client_id: str | None = None,
+) -> dict:
+    """
+    Post-transcription processing: plugin dispatch, speech validation, segment processing,
+    transcript version creation, DB save, job metadata update.
+
+    Returns:
+        Dict with processing results including transcript data for downstream jobs
+    """
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        raise ValueError(f"Conversation {conversation_id} not found")
+
+    if user_id is None:
+        user_id = str(conversation.user_id) if conversation.user_id else None
+    if client_id is None:
+        client_id = (
+            conversation.client_id if hasattr(conversation, "client_id") else None
+        )
+
+    # Guard: a batch / re-transcription that comes back without usable structure
+    # (no words AND no segments) must NOT replace a good existing transcript.
+    # nemo batch occasionally returns bare text with no word/segment timing; promoting
+    # it as the active version silently drops diarization and playback alignment from
+    # the streaming version that was already there. Skip instead of clobbering — only
+    # real content (with timing) should become the active version. An actual provider
+    # error is a different path (it raises upstream); an empty result is not an error.
+    new_has_text = bool((transcript_text or "").strip())
+    new_has_structure = bool(words) or bool(segments)
+    existing = conversation.active_transcript
+    existing_is_populated = bool(
+        existing
+        and (existing.words or existing.segments)
+        and (existing.transcript or "").strip()
+    )
+    if (not new_has_text or not new_has_structure) and existing_is_populated:
+        logger.warning(
+            f"⚠️ {provider_name} '{trigger}' for {conversation_id} returned an empty/"
+            f"contentless transcript (text={new_has_text}, words={len(words)}, "
+            f"segments={len(segments)}); keeping existing active version "
+            f"'{existing.version_id}' instead of replacing it."
+        )
+        return {
+            "success": False,
+            "skipped": True,
+            "reason": "empty_or_contentless_transcription",
+            "conversation_id": conversation_id,
+            "version_id": version_id,
+            "kept_active_version": existing.version_id,
+        }
+
+    # Trigger transcript-level plugins BEFORE speech validation
+    if transcript_text and not conversation.memory_excluded:
+        try:
+            await dispatch_plugin_event(
+                event=PluginEvent.TRANSCRIPT_BATCH,
+                user_id=user_id,
+                data={
                     "transcript": transcript_text,
                     "segment_id": f"{conversation_id}_batch",
                     "conversation_id": conversation_id,
                     "segments": segments,
                     "word_count": len(words),
-                }
-
-                logger.info(
-                    f"🔌 DISPATCH: transcript.batch event "
-                    f"(conversation={conversation_id[:12]}, words={len(words)})"
-                )
-
-                plugin_results = await plugin_router.dispatch_event(
-                    event=PluginEvent.TRANSCRIPT_BATCH,
-                    user_id=user_id,
-                    data=plugin_data,
-                    metadata={"client_id": client_id},
-                )
-
-                logger.info(
-                    f"🔌 RESULT: transcript.batch dispatched to {len(plugin_results) if plugin_results else 0} plugins"
-                )
-
-                if plugin_results:
-                    logger.info(
-                        f"✅ Triggered {len(plugin_results)} transcript plugins in batch mode"
-                    )
-                    for result in plugin_results:
-                        if result.message:
-                            logger.info(f"  Plugin: {result.message}")
+                },
+                metadata={"client_id": client_id},
+                description=f"conversation={conversation_id[:12]}, words={len(words)}",
+            )
         except Exception as e:
-            logger.exception(f"⚠️ Error triggering transcript plugins in batch mode: {e}")
-
-    logger.info(f"🔍 DEBUG: Plugin processing complete, moving to speech validation")
+            logger.exception(
+                f"⚠️ Error triggering transcript plugins in batch mode: {e}"
+            )
+    elif transcript_text:
+        logger.info(
+            f"Skipping transcript plugins for memory-excluded conversation {conversation_id[:8]}"
+        )
 
-    # Validate meaningful speech BEFORE any further processing
+    # Validate meaningful speech
     transcript_data = {"text": transcript_text, "words": words}
     speech_analysis = analyze_speech(transcript_data)
 
     if not speech_analysis.get("has_speech", False):
         logger.warning(
-            f"⚠️ Transcription found no meaningful speech for conversation {conversation_id}: "
+            f"⚠️ No meaningful speech for conversation {conversation_id}: "
             f"{speech_analysis.get('reason', 'unknown')}"
         )
-
-        # Mark conversation as deleted
         await mark_conversation_deleted(
             conversation_id=conversation_id,
             deletion_reason="no_meaningful_speech_batch_transcription",
         )
 
-        # Cancel all dependent jobs (cropping, speaker recognition, memory, title/summary)
-        # Note: get_current_job and Job are already imported at module level
+        # Cancel dependent jobs
         current_job = get_current_job()
         if current_job:
-            # Get all jobs that depend on this transcription job
-            from advanced_omi_backend.controllers.queue_controller import redis_conn
-
-            # Find dependent jobs by searching for jobs with this job as dependency
-            try:
-                # Cancel jobs based on conversation_id pattern
-                job_patterns = [
-                    f"crop_{conversation_id[:12]}",
-                    f"speaker_{conversation_id[:12]}",
-                    f"memory_{conversation_id[:12]}",
-                    f"title_summary_{conversation_id[:12]}",
-                ]
-
-                cancelled_jobs = []
-                for job_id in job_patterns:
-                    try:
-                        dependent_job = Job.fetch(job_id, connection=redis_conn)
-                        if dependent_job and dependent_job.get_status() in [
-                            "queued",
-                            "deferred",
-                            "scheduled",
-                        ]:
-                            dependent_job.cancel()
-                            cancelled_jobs.append(job_id)
-                            logger.info(f"✅ Cancelled dependent job: {job_id}")
-                    except Exception as e:
-                        if isinstance(e, NoSuchJobError):
-                            logger.debug(
-                                f"Job {job_id} hash not found (likely already completed or expired)"
-                            )
-                        else:
-                            logger.debug(f"Job {job_id} not found or already completed: {e}")
-
-                if cancelled_jobs:
-                    logger.info(
-                        f"🚫 Cancelled {len(cancelled_jobs)} dependent jobs due to no meaningful speech"
-                    )
-            except Exception as cancel_error:
-                logger.warning(f"Failed to cancel some dependent jobs: {cancel_error}")
+            # Include event_complete: it depends on memory/title_summary, and
+            # cancelling those (enqueue_dependents=False) would otherwise strand the
+            # finalizer in the deferred registry forever. mark_conversation_deleted
+            # already settled the status, so the finalizer is redundant here.
+            job_patterns = [
+                f"crop_{conversation_id[:12]}",
+                f"speaker_{conversation_id[:12]}",
+                f"memory_{conversation_id[:12]}",
+                f"title_summary_{conversation_id[:12]}",
+                f"event_complete_{conversation_id[:12]}",
+            ]
+            cancelled_jobs = []
+            for job_id in job_patterns:
+                try:
+                    dependent_job = Job.fetch(job_id, connection=redis_conn)
+                    if dependent_job and dependent_job.get_status() in [
+                        "queued",
+                        "deferred",
+                        "scheduled",
+                    ]:
+                        dependent_job.cancel()
+                        cancelled_jobs.append(job_id)
+                        logger.info(f"✅ Cancelled dependent job: {job_id}")
+                except Exception as e:
+                    if isinstance(e, NoSuchJobError):
+                        logger.debug(f"Job {job_id} hash not found")
+                    else:
+                        logger.debug(
+                            f"Job {job_id} not found or already completed: {e}"
+                        )
+
+            if cancelled_jobs:
+                logger.info(
+                    f"🚫 Cancelled {len(cancelled_jobs)} dependent jobs due to no meaningful speech"
+                )
 
-        # Return early with failure status
         return {
             "success": False,
             "conversation_id": conversation_id,
@@ -388,34 +570,15 @@ async def transcribe_full_audio_job(
         f"{speech_analysis.get('duration', 0):.1f}s"
     )
 
-    # Calculate processing time (transcription only)
-    processing_time = time.time() - start_time
-
     # Get provider capabilities for downstream processing decisions
-    # Capabilities determine whether pyannote diarization is needed or can be skipped
-    provider_capabilities = {}
-    if hasattr(provider, "get_capabilities_dict"):
-        provider_capabilities = provider.get_capabilities_dict()
-        logger.info(f"📊 Provider capabilities: {list(provider_capabilities.keys())}")
-
-    # Check if provider has diarization capability (e.g., VibeVoice, Deepgram batch)
     provider_has_diarization = provider_capabilities.get("diarization", False)
 
-    # Check speaker recognition configuration
-    from advanced_omi_backend.speaker_recognition_client import SpeakerRecognitionClient
-
-    speaker_client = SpeakerRecognitionClient()
-    speaker_recognition_enabled = speaker_client.enabled
-
-    # Determine how to handle segments based on capabilities and configuration
+    # Build speaker segments
     speaker_segments = []
     diarization_source = None
-    segments_created_by = "speaker_service"  # Default
+    segments_created_by = "speaker_service"
 
     if segments:
-        # Provider returned segments - use them
-        from advanced_omi_backend.utils.segment_utils import classify_segment_text
-
         speaker_segments = []
         for seg in segments:
             raw_speaker = seg.get("speaker")
@@ -426,13 +589,12 @@ async def transcribe_full_audio_job(
             else:
                 speaker = str(raw_speaker)
 
-            # Classify segment as speech/event based on content
             text = seg.get("text", "")
             classification = classify_segment_text(text)
             seg_type = "speech"
             if classification == "event":
                 seg_type = "event"
-                speaker = ""  # No speaker for non-speech events
+                speaker = ""
 
             speaker_segments.append(
                 Conversation.SpeakerSegment(
@@ -445,27 +607,19 @@ async def transcribe_full_audio_job(
             )
 
         if provider_has_diarization:
-            # Provider did diarization (e.g., VibeVoice, Deepgram)
             diarization_source = "provider"
             segments_created_by = "provider_diarization"
-            logger.info(
-                f"✅ Using {len(speaker_segments)} diarized segments from provider "
-                f"(provider has diarization capability)"
-            )
         else:
-            # Provider gave segments but without speaker diarization
             segments_created_by = "provider"
-            logger.info(
-                f"✅ Using {len(speaker_segments)} segments from provider "
-                f"(no diarization, speaker service will add labels)"
-            )
-    elif not speaker_recognition_enabled and words:
-        # No segments from provider AND speaker recognition is disabled
-        # Create a fallback segment with the full transcript
-        # This ensures memory extraction always has segments to work with
+    elif transcript_text and transcript_text.strip():
+        # No provider segments: emit a single Speaker 0 segment spanning the whole
+        # transcript so any non-empty result is always renderable in the UI (mirrors
+        # the streaming path). Use word timings when present, else span 0..end. If
+        # speaker recognition is enabled, recognize_speakers_job refines this later —
+        # but we no longer *rely* on it (a word-less batch result, e.g. nemotron's
+        # prompt-model decode, used to leave the conversation with 0 segments).
         start_time_audio = words[0].get("start", 0.0) if words else 0.0
         end_time_audio = words[-1].get("end", 0.0) if words else 0.0
-
         speaker_segments = [
             Conversation.SpeakerSegment(
                 speaker="Speaker 0",
@@ -475,20 +629,10 @@ async def transcribe_full_audio_job(
             )
         ]
         segments_created_by = "fallback"
-        logger.info(
-            f"📊 Created fallback segment (speaker recognition disabled, no provider segments)"
-        )
-    else:
-        # No segments from provider, but speaker recognition will create them
-        logger.info(
-            f"📊 Transcription complete: {len(words)} words "
-            f"(segments will be created by speaker service)"
-        )
 
     # Add new transcript version
     provider_normalized = provider_name.lower() if provider_name else "unknown"
 
-    # Convert words to Word objects
     word_objects = [
         Conversation.Word(
             word=w.get("word", ""),
@@ -499,94 +643,226 @@ async def transcribe_full_audio_job(
         for w in words
     ]
 
-    # Prepare metadata with provider capabilities for downstream jobs
     metadata = {
         "trigger": trigger,
-        "audio_file_size": len(wav_data),
+        "audio_file_size": wav_size,
         "word_count": len(words),
         "segments_created_by": segments_created_by,
-        "provider_capabilities": provider_capabilities,  # For speaker_jobs.py conditional logic
+        "provider_capabilities": provider_capabilities,
     }
 
-    # Create the transcript version
     new_version = conversation.add_transcript_version(
         version_id=version_id,
         transcript=transcript_text,
         words=word_objects,
         segments=speaker_segments,
         provider=provider_normalized,
-        model=provider.name,
+        model=provider_name,
         processing_time_seconds=processing_time,
         metadata=metadata,
         set_as_active=True,
     )
 
-    # Set diarization source if provider did diarization
     if diarization_source:
         new_version.diarization_source = diarization_source
 
-    # Title/summary left as placeholder — generate_title_summary_job handles this
-    # after speaker recognition populates segments with identified names.
     if not transcript_text or len(transcript_text.strip()) == 0:
         conversation.title = "Empty Conversation"
         conversation.summary = "No speech detected"
 
-    # Save the updated conversation
     await conversation.save()
 
     logger.info(
         f"✅ Transcript processing completed for {conversation_id} in {processing_time:.2f}s"
     )
 
-    # Update job metadata with title and summary for UI display
-    current_job = get_current_job()
-    if current_job:
-        if not current_job.meta:
-            current_job.meta = {}
-        current_job.meta.update(
-            {
-                "conversation_id": conversation_id,
-                "title": conversation.title,
-                "summary": conversation.summary,
-                "transcript_length": len(transcript_text),
-                "word_count": len(words),
-                "processing_time": processing_time,
-            }
-        )
-        current_job.save_meta()
+    update_job_meta(
+        conversation_id=conversation_id,
+        title=conversation.title,
+        summary=conversation.summary,
+        transcript_length=len(transcript_text),
+        word_count=len(words),
+        processing_time=processing_time,
+    )
 
-    return {
+    result = {
         "success": True,
         "conversation_id": conversation_id,
         "version_id": version_id,
-        "audio_source": "mongodb_chunks",  # Audio reconstructed from MongoDB, no permanent file
+        "audio_source": "mongodb_chunks",
         "transcript": transcript_text,
         "segments": [seg.model_dump() for seg in speaker_segments],
-        "words": words,  # Needed by speaker recognition
+        "words": words,
         "provider": provider_name,
-        "provider_capabilities": provider_capabilities,  # For downstream jobs
-        "diarization_source": diarization_source,  # "provider" or None
+        "provider_capabilities": provider_capabilities,
+        "diarization_source": diarization_source,
         "processing_time_seconds": processing_time,
         "trigger": trigger,
     }
+    set_trace_io(
+        output={
+            "transcript": transcript_text,
+            "word_count": len(words),
+            "segment_count": len(speaker_segments),
+            "provider": provider_name,
+        }
+    )
+    return result
 
 
-async def create_audio_only_conversation(
-    session_id: str, user_id: str, client_id: str
-) -> "Conversation":
+@async_job(redis=True, beanie=True)
+@traced_job("transcription", pipeline_stage="transcription")
+async def transcribe_full_audio_job(
+    conversation_id: str,
+    version_id: str,
+    trigger: str = "reprocess",
+    *,
+    redis_client=None,
+) -> Dict[str, Any]:
     """
-    Create or reuse conversation for batch transcription fallback.
+    RQ job function for transcribing full audio to text (transcription only, no speaker recognition).
+
+    This job:
+    1. Reconstructs audio from MongoDB chunks
+    2. Transcribes audio to text with generic speaker labels (Speaker 0, Speaker 1, etc.)
+    3. Generates title and summary
+    4. Saves transcript version to conversation
+    5. Returns results for downstream jobs (speaker recognition, memory)
+
+    Speaker recognition is handled by a separate job (recognise_speakers_job).
+
+    Args:
+        conversation_id: Conversation ID
+        version_id: Version ID for new transcript
+        trigger: Trigger source
+        redis_client: Redis client (injected by decorator)
 
-    Handles two scenarios:
-    1. always_persist=True - Reuses existing placeholder conversation
-    2. always_persist=False - Creates new conversation from audio chunks
+    Returns:
+        Dict with processing results including transcript data for next job
     """
-    # CASE 1: Check if always_persist placeholder conversation exists
-    # The audio_streaming_persistence_job may have created it already
+    set_otel_session(conversation_id)
+    logger.info(
+        f"🔄 RQ: Starting transcript processing for conversation {conversation_id} (trigger: {trigger})"
+    )
+
+    start_time_wall = time.time()
+
+    # Get the conversation for user context
+    conversation = await Conversation.find_one(
+        Conversation.conversation_id == conversation_id
+    )
+    if not conversation:
+        raise ValueError(f"Conversation {conversation_id} not found")
+
+    user_id = str(conversation.user_id) if conversation.user_id else None
+    client_id = conversation.client_id if hasattr(conversation, "client_id") else None
+    set_span_attrs(user_id=user_id, client_id=client_id)
+    set_trace_io(
+        input={
+            "conversation_id": conversation_id,
+            "version_id": version_id,
+            "trigger": trigger,
+        }
+    )
+
+    # Build ASR context
+    context_info = None
+    try:
+        asr_ctx = await gather_transcription_context(user_id=user_id)
+        context_info = asr_ctx.combined
+
+        # Log ASR context as span attributes
+        set_span_attrs(
+            asr_hot_words=asr_ctx.hot_words[:200] if asr_ctx.hot_words else "",
+            asr_user_jargon=asr_ctx.user_jargon[:200] if asr_ctx.user_jargon else "",
+            asr_context_length=len(context_info),
+        )
+    except Exception as e:
+        logger.warning(f"Failed to build ASR context: {e}")
+
+    # Progress callback for RQ job metadata.
+    # RQ job_timeout=-1 disables the parent-side kill, so the job runs as long
+    # as the ASR service keeps sending progress. Application-level staleness is
+    # handled by httpx read_timeout on the NDJSON stream (no progress → socket
+    # timeout → exception → job fails naturally).
+    last_progress_time = [start_time_wall]  # mutable ref for closure
+
+    def _on_batch_progress(event: dict) -> None:
+        last_progress_time[0] = time.time()
+        job = get_current_job()
+        if job:
+            current = event.get("current", 0)
+            total = event.get("total", 0)
+            batch_progress = {
+                "current": current,
+                "total": total,
+                "percent": int(current / total * 100) if total else 0,
+                "message": f"Transcribing segment {current} of {total}",
+            }
+            job.meta["batch_progress"] = batch_progress
+            job.save_meta()
+
+            # Push batch progress to frontend via SSE (throttled to every 3s)
+            if user_id:
+                publish_sse_event_throttled(
+                    user_id,
+                    "job.progress",
+                    {
+                        "conversation_id": conversation_id,
+                        "job_type": "transcribe_full_audio_job",
+                        "batch_progress": batch_progress,
+                    },
+                )
+
+    # Transcribe full audio
+    try:
+        result = await transcribe_audio_range(
+            conversation_id=conversation_id,
+            diarize=True,
+            context_info=context_info,
+            progress_callback=_on_batch_progress,
+        )
+    except ValueError as e:
+        raise FileNotFoundError(
+            f"No audio chunks found for conversation {conversation_id}: {e}"
+        )
+    except Exception as e:
+        logger.error(f"Transcription failed for {conversation_id}: {e}", exc_info=True)
+        raise
+
+    processing_time = time.time() - start_time_wall
+
+    return await process_transcription_result(
+        conversation_id=conversation_id,
+        version_id=version_id,
+        trigger=trigger,
+        transcript_text=result["text"],
+        segments=result["segments"],
+        words=result["words"],
+        provider_name=result["provider_name"],
+        provider_capabilities=result["provider_capabilities"],
+        wav_size=result["wav_size"],
+        processing_time=processing_time,
+        user_id=user_id,
+        client_id=client_id,
+    )
+
+
+async def create_audio_only_conversation(
+    session_id: str, user_id: str, client_id: str
+) -> "Conversation":
+    """Resolve the session's required durable owner for batch transcription."""
     placeholder_conversation = await Conversation.find_one(
-        Conversation.client_id == session_id,
+        Conversation.source_session_id == session_id,
         Conversation.always_persist == True,
-        In(Conversation.processing_status, ["pending_transcription", "transcription_failed"]),
+        In(
+            Conversation.processing_status,
+            # active = in-flight placeholder, failed = prior failure to retry/attach
+            [
+                Conversation.ConversationStatus.ACTIVE.value,
+                Conversation.ConversationStatus.FAILED.value,
+            ],
+        ),
     )
 
     if placeholder_conversation:
@@ -594,43 +870,35 @@ async def create_audio_only_conversation(
             f"✅ Found always_persist placeholder conversation {placeholder_conversation.conversation_id[:12]} "
             f"for session {session_id[:12]}, reusing for batch transcription"
         )
-        # Update status to show batch transcription is starting
-        placeholder_conversation.processing_status = "batch_transcription"
+        # In-flight; the finalizer/reconciler owns the terminal status.
+        placeholder_conversation.processing_status = (
+            Conversation.ConversationStatus.ACTIVE.value
+        )
         placeholder_conversation.title = "Audio Recording (Batch Transcription...)"
-        placeholder_conversation.summary = "Processing audio with offline transcription..."
+        placeholder_conversation.summary = (
+            "Processing audio with offline transcription..."
+        )
         await placeholder_conversation.save()
 
         # Audio chunks are already linked to this conversation_id
         # (stored by audio_streaming_persistence_job)
         return placeholder_conversation
 
-    # CASE 2: No placeholder exists - create new conversation using session_id
-    # This happens when always_persist=False or audio_persistence_job didn't run
-    # We reuse session_id as conversation_id to avoid unnecessary UUID generation
-    logger.info(
-        f"✅ No placeholder found, creating new conversation for session {session_id[:12]} "
-        f"using session_id as conversation_id"
+    raise RuntimeError(
+        f"Session {session_id} has no durable conversation owner; refusing to "
+        "invent an alternate batch owner"
     )
 
-    conversation = Conversation(
-        conversation_id=session_id,
-        user_id=user_id,
-        client_id=client_id,
-        title="Audio Recording (Batch Transcription...)",
-        summary="Processing audio with offline transcription...",
-        processing_status="batch_transcription",
-        always_persist=False,  # Mark as False since this is fallback
-        created_at=datetime.utcnow(),
-    )
-    await conversation.insert()
-
-    logger.info(f"✅ Created batch transcription conversation {session_id[:12]} for fallback")
-    return conversation
-
 
 @async_job(redis=True, beanie=True)
 async def transcription_fallback_check_job(
-    session_id: str, user_id: str, client_id: str, timeout_seconds: int = None, *, redis_client=None
+    session_id: str,
+    user_id: str,
+    client_id: str,
+    conversation_id: str | None = None,
+    timeout_seconds: int | None = None,
+    *,
+    redis_client=None,
 ) -> Dict[str, Any]:
     """
     Check if streaming transcription succeeded, fallback to batch if needed.
@@ -643,19 +911,36 @@ async def transcription_fallback_check_job(
         session_id: Stream session ID
         user_id: User ID
         client_id: Client ID
-        timeout_seconds: Max wait time for batch transcription (default 15 minutes)
+        conversation_id: Specific conversation ID to check (avoids matching old conversations)
+        timeout_seconds: Max wait time for batch transcription (default 2 minutes)
         redis_client: Redis client (injected by decorator)
 
     Returns:
         Dict with status (pass_through or batch_fallback_completed) and conversation details
     """
     if timeout_seconds is None:
-        timeout_seconds = get_transcription_job_timeout()
+        timeout_seconds = get_streaming_fallback_timeout()
 
     logger.info(f"🔍 Checking transcription status for session {session_id[:12]}")
 
-    # Find conversation by session_id (client_id for streaming sessions)
-    conversation = await Conversation.find_one(Conversation.client_id == session_id)
+    # Find the exact conversation if known, otherwise resolve by immutable session.
+    if conversation_id:
+        conversation = await Conversation.find_one(
+            Conversation.conversation_id == conversation_id
+        )
+    else:
+        conversation = await Conversation.find_one(
+            Conversation.source_session_id == session_id,
+            Conversation.always_persist == True,
+            In(
+                Conversation.processing_status,
+                # active = in-flight placeholder, failed = prior failure to retry/attach
+                [
+                    Conversation.ConversationStatus.ACTIVE.value,
+                    Conversation.ConversationStatus.FAILED.value,
+                ],
+            ),
+        )
 
     # Check if transcript exists (streaming succeeded)
     if conversation and conversation.active_transcript and conversation.transcript:
@@ -682,189 +967,208 @@ async def transcription_fallback_check_job(
             "Configure a batch STT provider (e.g., Parakeet) or fix streaming provider."
         )
 
-    # If no conversation exists, check if we have audio chunks to transcribe
+    # Ensure a conversation exists to attach the batch transcript to.
     if not conversation:
-        chunks_count = await AudioChunkDocument.find(
-            AudioChunkDocument.conversation_id == session_id
-        ).count()
-
-        if chunks_count == 0:
-            # No MongoDB chunks - check if Redis stream has unprocessed audio
-            logger.info(
-                f"📦 No MongoDB chunks found for session {session_id[:12]}, "
-                f"checking Redis stream for unprocessed audio..."
-            )
-
-            stream_name = f"audio:stream:{client_id}"
-
-            # Check if stream exists and has messages
-            try:
-                stream_length = await redis_client.xlen(stream_name)
-
-                if stream_length == 0:
-                    logger.info(
-                        f"ℹ️ No audio found in Redis stream {stream_name}. "
-                        f"Session ended without audio capture. Skipping fallback."
-                    )
-                    return {
-                        "status": "skipped",
-                        "reason": "no_audio",
-                        "message": "No audio was captured for this session",
-                        "session_id": session_id,
-                    }
-
-                logger.info(
-                    f"📡 Found {stream_length} messages in Redis stream {stream_name}, "
-                    f"extracting audio for batch transcription..."
-                )
-
-                # Read all audio messages from stream
-                messages = await redis_client.xrange(stream_name)
-
-                # Collect PCM audio chunks in order
-                audio_chunks = {}  # {chunk_num: audio_data}
+        conversation = await create_audio_only_conversation(
+            session_id, user_id, client_id
+        )
 
-                for msg_id, fields in messages:
-                    # Check if this message belongs to our session
-                    msg_session_id = fields.get(b"session_id", b"").decode()
-                    if msg_session_id != session_id:
-                        continue
+    conv_id = conversation.conversation_id
 
-                    # Get chunk ID
-                    msg_chunk_id = fields.get(b"chunk_id", b"").decode()
-                    if not msg_chunk_id or msg_chunk_id == "END":
-                        continue
+    # Ensure audio chunks exist for THIS conversation before transcribing. The
+    # streaming persistence job stores chunks under the conversation_id as audio
+    # arrives, so by the time we get here they should be in MongoDB. Zero chunks
+    # means no audio was captured for this conversation — skip gracefully instead of
+    # crashing on "No audio chunks found" (which would fail the RQ job and leave its
+    # dependents deferred forever).
+    chunks_count = await AudioChunkDocument.find(
+        AudioChunkDocument.conversation_id == conv_id
+    ).count()
 
-                    try:
-                        chunk_num = int(msg_chunk_id)
-                    except ValueError:
-                        continue
+    if chunks_count == 0:
+        logger.info(
+            f"ℹ️ No audio chunks for conversation {conv_id[:12]} "
+            f"(session {session_id[:12]}). Session ended without usable audio. "
+            f"Skipping batch fallback."
+        )
+        # Terminal dead-end: no audio and no transcript will ever exist. This is the
+        # one place no post-conversation chain (and thus no finalizer) runs, so settle
+        # the status here.
+        if conversation.apply_status(settled=True):
+            await conversation.save()
+        return {
+            "status": "skipped",
+            "reason": "no_audio",
+            "message": "No audio available for batch transcription",
+            "session_id": session_id,
+            "conversation_id": conv_id,
+        }
 
-                    # Get PCM audio data
-                    audio_data = fields.get(b"audio_data", b"")
-                    if audio_data:
-                        audio_chunks[chunk_num] = audio_data
+    logger.info(
+        f"✅ Found {chunks_count} MongoDB chunks for conversation {conv_id[:12]}, "
+        f"proceeding with batch transcription"
+    )
 
-                if not audio_chunks:
-                    logger.warning(
-                        f"⚠️ Redis stream has {stream_length} messages but no audio chunks "
-                        f"matched session {session_id[:12]}. Skipping fallback."
-                    )
-                    return {
-                        "status": "skipped",
-                        "reason": "no_matching_audio",
-                        "message": "No audio matched this session in Redis stream",
-                        "session_id": session_id,
-                    }
-
-                # Combine audio chunks in order
-                sorted_chunks = sorted(audio_chunks.items())
-                combined_audio = b"".join(data for _, data in sorted_chunks)
-
-                # Read audio format from Redis session metadata
-                sample_rate, channels, sample_width = 16000, 1, 2
-                session_key = f"audio:session:{session_id}"
-                try:
-                    audio_format_raw = await redis_client.hget(session_key, "audio_format")
-                    if audio_format_raw:
-                        audio_format = json.loads(audio_format_raw)
-                        sample_rate = int(audio_format.get("rate", 16000))
-                        channels = int(audio_format.get("channels", 1))
-                        sample_width = int(audio_format.get("width", 2))
-                except Exception as e:
-                    logger.warning(f"Failed to read audio_format from Redis for {session_id}: {e}")
+    # Transcribe directly — transcribe_audio_range handles chunking internally
+    version_id = f"batch_fallback_{session_id[:12]}"
 
-                bytes_per_second = sample_rate * channels * sample_width
-                logger.info(
-                    f"✅ Extracted {len(sorted_chunks)} audio chunks from Redis stream "
-                    f"({len(combined_audio)} bytes, ~{len(combined_audio)/bytes_per_second:.1f}s)"
-                )
+    # Build ASR context
+    context_info = None
+    try:
+        context_info = await get_asr_context(user_id=user_id)
+    except Exception as e:
+        logger.warning(f"Failed to build ASR context: {e}")
 
-                # Create conversation placeholder
-                conversation = await create_audio_only_conversation(session_id, user_id, client_id)
+    start_time_wall = time.time()
 
-                # Save audio to MongoDB chunks for batch transcription
-                num_chunks = await convert_audio_to_chunks(
-                    conversation_id=conversation.conversation_id,
-                    audio_data=combined_audio,
-                    sample_rate=sample_rate,
-                    channels=channels,
-                    sample_width=sample_width,
-                )
+    result = await transcribe_audio_range(
+        conv_id, diarize=True, context_info=context_info
+    )
 
-                logger.info(
-                    f"💾 Persisted {num_chunks} MongoDB chunks for batch transcription "
-                    f"(conversation {conversation.conversation_id[:12]})"
-                )
+    processing_time = time.time() - start_time_wall
 
-            except Exception as e:
-                logger.error(f"❌ Failed to extract audio from Redis stream: {e}", exc_info=True)
-                raise
-        else:
-            logger.info(
-                f"✅ Found {chunks_count} MongoDB chunks for session {session_id[:12]}, "
-                f"creating conversation placeholder"
-            )
+    processing_result = await process_transcription_result(
+        conversation_id=conv_id,
+        version_id=version_id,
+        trigger="batch_fallback",
+        transcript_text=result["text"],
+        segments=result["segments"],
+        words=result["words"],
+        provider_name=result["provider_name"],
+        provider_capabilities=result["provider_capabilities"],
+        wav_size=result["wav_size"],
+        processing_time=processing_time,
+        user_id=user_id,
+        client_id=client_id,
+    )
 
-            # Create conversation placeholder for batch transcription
-            conversation = await create_audio_only_conversation(session_id, user_id, client_id)
+    # If no meaningful speech, conversation was marked deleted — skip post-processing
+    if processing_result.get("deleted"):
+        logger.info(
+            f"🗑️ Batch fallback found no meaningful speech for {conv_id[:12]}, "
+            f"skipping post-conversation jobs"
+        )
+        return {
+            "status": "batch_fallback_no_speech",
+            "transcript_source": "batch",
+            "conversation_id": conv_id,
+            "reason": processing_result.get("reason"),
+        }
 
-    # Enqueue batch transcription job
-    version_id = f"batch_fallback_{session_id[:12]}"
-    batch_job = transcription_queue.enqueue(
-        transcribe_full_audio_job,
-        conversation.conversation_id,
-        version_id,
-        "batch_fallback",
-        job_timeout=get_transcription_job_timeout(),
-        job_id=f"transcribe_{conversation.conversation_id[:12]}",
-        description=f"Batch transcription fallback for {session_id[:8]}",
-        meta={"session_id": session_id, "client_id": client_id},
+    # Trim leading silence before post-processing. This is the batch-fallback
+    # finalization path (no streaming speech was detected mid-session, so
+    # open_conversation_job's Phase 6b never ran); the same trim must happen here so an
+    # always_persist conversation that recorded a long pause before speech still gets
+    # the silence split off. Best-effort — never blocks the chain.
+    # Lazy import: circular dependency — conversation_jobs imports transcription_jobs.
+    from advanced_omi_backend.workers.conversation_jobs import (
+        maybe_trim_leading_silence,
     )
 
-    logger.info(f"🔄 Enqueued batch transcription fallback job {batch_job.id}")
-
-    # Wait for batch transcription to complete
-    max_wait = timeout_seconds
-    waited = 0
-    while waited < max_wait:
-        batch_job.refresh()
-        # Check is_failed BEFORE is_finished - a failed job is also "finished"
-        if batch_job.is_failed:
-            raise RuntimeError(f"Batch transcription failed: {batch_job.exc_info}")
-        if batch_job.is_finished:
-            logger.info("✅ Batch transcription completed successfully")
-            break
-        await asyncio.sleep(2)
-        waited += 2
-
-    if waited >= max_wait:
-        raise TimeoutError(f"Batch transcription timed out after {max_wait}s")
+    await maybe_trim_leading_silence(conv_id)
 
-    # Enqueue post-conversation jobs (same as file upload flow)
+    # Enqueue post-conversation jobs
     post_jobs = start_post_conversation_jobs(
-        conversation_id=conversation.conversation_id,
+        conversation_id=conv_id,
         user_id=user_id,
         transcript_version_id=version_id,
-        depends_on_job=None,  # Batch already completed (we waited for it)
+        depends_on_job=None,
         client_id=client_id,
-        end_reason="batch_fallback",
+        end_reason="websocket_disconnect",
     )
 
     logger.info(
         f"📋 Enqueued {len(post_jobs)} post-conversation jobs for "
-        f"batch fallback conversation {conversation.conversation_id[:12]}"
+        f"batch fallback conversation {conv_id[:12]}"
     )
 
     return {
         "status": "batch_fallback_completed",
         "transcript_source": "batch",
-        "conversation_id": conversation.conversation_id,
-        "batch_job_id": batch_job.id,
+        "conversation_id": conv_id,
         "post_job_ids": post_jobs,
     }
 
 
+async def _transcription_failure_context(
+    store: "SessionStore",
+    aggregator: "TranscriptionResultsAggregator",
+    session_id: str,
+    client_id: str,
+) -> str:
+    """Gather actionable diagnostics for a transcription-failure system event.
+
+    The bare failure logs (e.g. "no transcription activity") are symptoms; the real
+    cause usually lives in the streaming consumer's ``transcription_error`` flag (the
+    provider exception), or — when the provider connected but produced nothing — in
+    the configured provider name and chunk count. Returning all of it as a multi-line
+    block means the System Errors page row carries the cause, not just the symptom.
+    """
+    lines: list[str] = []
+
+    # The real upstream exception, if the streaming consumer recorded one.
+    try:
+        upstream = await store.get_transcription_error(session_id)
+    except Exception:  # noqa: BLE001 — diagnostics must never raise
+        upstream = None
+    if upstream:
+        lines.append(f"   Provider error: {upstream}")
+
+    # Which streaming provider was configured (so it's clear what to check).
+    try:
+        registry = get_models_registry()
+        stream_model = registry.get_default("stt_stream") if registry else None
+        provider_name = stream_model.name if stream_model else "none configured"
+    except Exception:  # noqa: BLE001
+        provider_name = "unknown"
+    lines.append(f"   Streaming provider: {provider_name}")
+
+    # Whether any audio was actually transcribed.
+    try:
+        combined = await aggregator.get_combined_results(session_id)
+        chunk_count = combined.get("chunk_count", 0)
+    except Exception:  # noqa: BLE001
+        chunk_count = "unknown"
+    lines.append(f"   Transcribed chunks: {chunk_count}")
+
+    try:
+        view = await store.read(session_id)
+    except Exception:  # noqa: BLE001
+        view = None
+    if view:
+        lines.append(
+            f"   Provider connection: {view.transcription_provider_status or 'unknown'}"
+        )
+        lines.append(
+            f"   Last audio sent: {view.transcription_last_audio_sent_at or 'never'}"
+        )
+        lines.append(
+            f"   Last provider message: {view.transcription_last_message_at or 'never'}"
+        )
+
+    lines.append(f"   session={session_id} client={client_id}")
+    return "\n".join(lines)
+
+
+async def _session_ended_by_disconnect(store: "SessionStore", session_id: str) -> bool:
+    """True when a zero-transcription session ended because the client dropped its
+    WebSocket (e.g. the device walked out of network range) rather than because the
+    transcription provider failed.
+
+    A provider exception recorded on the session always wins — that is a genuine
+    service fault regardless of how the socket closed. Only a clean
+    ``websocket_disconnect`` with no recorded provider error is treated as benign, so
+    it is logged at WARNING (not ERROR) and never raises a system-error event — a user
+    walking through a dead zone shouldn't fill the System Errors page.
+    """
+    try:
+        if await store.get_transcription_error(session_id):
+            return False
+        return (await store.get_completion_reason(session_id)) == "websocket_disconnect"
+    except Exception:  # noqa: BLE001 — diagnostics must never raise
+        return False
+
+
 @async_job(redis=True, beanie=True)
 async def stream_speech_detection_job(
     session_id: str, user_id: str, client_id: str, *, redis_client=None
@@ -891,39 +1195,43 @@ async def stream_speech_detection_job(
     """
     from .conversation_jobs import open_conversation_job
 
+    set_otel_session(session_id)
     logger.info(f"🔍 Starting speech detection for session {session_id[:12]}")
 
     # Setup
     aggregator = TranscriptionResultsAggregator(redis_client)
     current_job = get_current_job()
-    session_key = f"audio:session:{session_id}"
+    store = SessionStore(redis_client)
     start_time = time.time()
-    max_runtime = 86340  # 24 hours - 60 seconds (graceful exit before RQ timeout)
+    max_runtime = 7200  # 2 hours — sufficient gap between conversations; fresh job re-enqueued after each
 
     # Get conversation count
-    conversation_count_key = f"session:conversation_count:{session_id}"
-    conversation_count_bytes = await redis_client.get(conversation_count_key)
-    conversation_count = int(conversation_count_bytes) if conversation_count_bytes else 0
+    conversation_count = await store.get_conversation_count(session_id)
 
     # Check if speaker filtering is enabled
-    speaker_filter_enabled = os.getenv("RECORD_ONLY_ENROLLED_SPEAKERS", "false").lower() == "true"
+    speaker_filter_enabled = (
+        os.getenv("RECORD_ONLY_ENROLLED_SPEAKERS", "false").lower() == "true"
+    )
     logger.info(
         f"📊 Conversation #{conversation_count + 1}, Speaker filter: {'enabled' if speaker_filter_enabled else 'disabled'}"
     )
 
     # Update job metadata to show status
-    if current_job:
-        if not current_job.meta:
-            current_job.meta = {}
-        current_job.meta.update(
-            {
-                "status": "listening_for_speech",
-                "session_id": session_id,
-                "client_id": client_id,
-                "session_level": True,  # Mark as session-level job
-            }
-        )
-        current_job.save_meta()
+    update_job_meta(
+        status="listening_for_speech",
+        session_id=session_id,
+        client_id=client_id,
+        session_level=True,  # Mark as session-level job
+    )
+
+    # Live-transcription mode. In "off" mode there is no streaming/windowed worker
+    # filling the aggregator, so zero results is the expected steady state — not a
+    # failure. The final transcript is produced by batch transcription when the
+    # session ends (the "session ended without speech" path enqueues the fallback
+    # on the full audio). Disable the no-activity watchdog in that case so it does
+    # not abort a still-recording session at the 60s mark.
+    live_segmentation = get_live_segmentation()
+    expects_live_results = live_segmentation != "off"
 
     # Track when session closes for graceful shutdown
     session_closed_at = None
@@ -931,18 +1239,62 @@ async def stream_speech_detection_job(
         15  # Wait up to 15 seconds for final transcription after session closes
     )
     last_speech_analysis = None  # Track last analysis for detailed logging
+    max_runtime_reached = False  # Distinguish the max-runtime exit from session close
+    no_activity_warning_logged = False
 
     # Main loop: Listen for speech
     while True:
         # Check if job still exists in Redis (detect zombie state)
-        from advanced_omi_backend.utils.job_utils import check_job_alive
-
         if not await check_job_alive(redis_client, current_job, session_id):
             break
 
+        # Early transcription failure detection — check every iteration, not just grace period
+        error_status = await store.get_transcription_error(session_id)
+        if error_status:
+            logger.error(f"❌ Transcription error detected: {error_status}")
+            break
+
+        # No-activity watchdog: if 60s elapsed with zero transcription results, the
+        # live provider is down. Only meaningful when we actually expect live results
+        # — in "off" mode nothing fills the aggregator by design, so skip it and let
+        # the loop run until the session closes (full-audio batch fallback then runs).
+        elapsed = time.time() - start_time
+        if (
+            expects_live_results
+            and elapsed > 60
+            and not session_closed_at
+            and not no_activity_warning_logged
+        ):
+            watchdog_combined = await aggregator.get_combined_results(session_id)
+            if not watchdog_combined.get("chunk_count", 0):
+                # Only a real provider fault when audio is flowing in but the streaming
+                # consumer produces nothing. A connected-but-quiet device (e.g. speech
+                # detection just re-armed after a conversation ended and the user hasn't
+                # spoken again) sends no audio, so zero results is expected — firing here
+                # mislabels idle as "transcription service did not respond". When idle,
+                # fall through and keep listening until audio resumes or the session
+                # closes (the grace-period / disconnect handling below then applies).
+                last_chunk_at = await store.get_last_chunk_at(session_id)
+                audio_idle = (
+                    last_chunk_at is None
+                    or (time.time() - last_chunk_at) > AUDIO_INFLOW_IDLE_SECONDS
+                )
+                if not audio_idle:
+                    diag = await _transcription_failure_context(
+                        store, aggregator, session_id, client_id
+                    )
+                    logger.warning(
+                        f"⚠️ No transcription activity after {elapsed:.0f}s — "
+                        f"provider may be connected and awaiting recognizable speech\n"
+                        f"{diag}"
+                    )
+                    no_activity_warning_logged = True
+
         # Check if session has closed
-        session_status = await redis_client.hget(session_key, "status")
-        session_closed = session_status and session_status.decode() in ["finalizing", "finished"]
+        session_closed = await store.get_status(session_id) in (
+            SessionStatus.FINALIZING,
+            SessionStatus.FINISHED,
+        )
 
         if session_closed and session_closed_at is None:
             # Session just closed - start grace period for final transcription
@@ -952,12 +1304,25 @@ async def stream_speech_detection_job(
             )
 
         # Exit if grace period expired without speech
-        if session_closed_at and (time.time() - session_closed_at) > final_check_grace_period:
+        if (
+            session_closed_at
+            and (time.time() - session_closed_at) > final_check_grace_period
+        ):
             logger.info(f"✅ Session ended without speech (grace period expired)")
             break
 
+        # Consume any stale conversation close request (defensive — shouldn't normally
+        # appear since services.py gates on conversation:current, but handles race conditions)
+        close_reason_str = await store.take_close_request(session_id)
+        if close_reason_str:
+            logger.info(
+                f"🔒 Conversation close requested ({close_reason_str}) during speech detection — "
+                f"no open conversation to close, flag consumed"
+            )
+
         if time.time() - start_time > max_runtime:
             logger.warning(f"⏱️ Max runtime reached, exiting")
+            max_runtime_reached = True
             break
 
         # Get transcription results
@@ -966,21 +1331,43 @@ async def stream_speech_detection_job(
             # Health check: detect transcription errors early during grace period
             if session_closed_at:
                 # Check for streaming consumer errors in session metadata
-                error_status = await redis_client.hget(session_key, "transcription_error")
+                error_status = await store.get_transcription_error(session_id)
                 if error_status:
-                    error_msg = error_status.decode()
+                    error_msg = error_status
                     logger.error(f"❌ Transcription service error: {error_msg}")
-                    logger.error(f"❌ Session failed - transcription service unavailable")
+                    logger.error(
+                        f"❌ Session failed - transcription service unavailable"
+                    )
                     break
 
-                # Check if we've been waiting too long with no results at all
+                # Check if we've been waiting too long with no results at all.
+                # Only an error when we expect live results — in "off" mode no live
+                # activity is expected, so fall through to the normal grace-period
+                # exit and let the batch fallback transcribe the full audio.
                 grace_elapsed = time.time() - session_closed_at
-                if grace_elapsed > 5 and not combined.get("chunk_count", 0):
-                    # 5+ seconds with no transcription activity at all - likely API key issue
-                    logger.error(
-                        f"❌ No transcription activity after {grace_elapsed:.1f}s - possible API key or connectivity issue"
+                if (
+                    expects_live_results
+                    and grace_elapsed > 5
+                    and not combined.get("chunk_count", 0)
+                ):
+                    # A healthy provider may legitimately produce no messages for
+                    # silence/noise, so lack of transcript alone is not a service error.
+                    diag = await _transcription_failure_context(
+                        store, aggregator, session_id, client_id
                     )
-                    logger.error(f"❌ Session failed - check transcription service configuration")
+                    if await _session_ended_by_disconnect(store, session_id):
+                        logger.warning(
+                            f"⚠️ Session ended by client disconnect before any "
+                            f"transcription (after {grace_elapsed:.1f}s) — likely a "
+                            f"network drop, not a service fault\n{diag}"
+                        )
+                    else:
+                        logger.warning(
+                            f"⚠️ Session ended without transcription\n"
+                            f"   No transcription activity after {grace_elapsed:.1f}s "
+                            f"of finalization grace\n"
+                            f"{diag}"
+                        )
                     break
 
             await asyncio.sleep(2)
@@ -1013,12 +1400,8 @@ async def stream_speech_detection_job(
         logger.info(f"💬 Meaningful speech detected!")
 
         # Add session event for speech detected
-        from datetime import datetime
-
-        await redis_client.hset(
-            session_key, "last_event", f"speech_detected:{datetime.utcnow().isoformat()}"
-        )
-        await redis_client.hset(session_key, "speech_detected_at", datetime.utcnow().isoformat())
+        await store.record_event(session_id, "speech_detected")
+        await store.set_speech_detected_at(session_id)
 
         # Step 2: If speaker filter enabled, check for enrolled speakers
         identified_speakers = []
@@ -1027,10 +1410,8 @@ async def stream_speech_detection_job(
             logger.info(f"🎤 Enqueuing speaker check job...")
 
             # Add session event for speaker check starting
-            await redis_client.hset(
-                session_key, "last_event", f"speaker_check_starting:{datetime.utcnow().isoformat()}"
-            )
-            await redis_client.hset(session_key, "speaker_check_status", "checking")
+            await store.record_event(session_id, "speaker_check_starting")
+            await store.set_speaker_check(session_id, SpeakerCheckStatus.CHECKING)
             from .speaker_jobs import check_enrolled_speakers_job
 
             # Enqueue speaker check as a separate trackable job
@@ -1041,7 +1422,7 @@ async def stream_speech_detection_job(
                 client_id,
                 job_timeout=300,  # 5 minutes for speaker recognition
                 result_ttl=600,
-                job_id=f"speaker-check_{session_id[:12]}_{conversation_count}",
+                job_id=f"speaker-check_{session_id}_{conversation_count}",
                 description=f"Speaker check for conversation #{conversation_count+1}",
                 meta={"client_id": client_id},
             )
@@ -1068,34 +1449,31 @@ async def stream_speech_detection_job(
                     result = speaker_check_job.result
                     enrolled_present = result.get("enrolled_present", False)
                     identified_speakers = result.get("identified_speakers", [])
-                    logger.info(f"✅ Speaker check completed: enrolled={enrolled_present}")
+                    logger.info(
+                        f"✅ Speaker check completed: enrolled={enrolled_present}"
+                    )
 
                     # Update session event for speaker check complete
-                    await redis_client.hset(
-                        session_key,
-                        "last_event",
-                        f"speaker_check_complete:{datetime.utcnow().isoformat()}",
-                    )
-                    await redis_client.hset(
-                        session_key,
-                        "speaker_check_status",
-                        "enrolled" if enrolled_present else "not_enrolled",
+                    await store.record_event(session_id, "speaker_check_complete")
+                    await store.set_speaker_check(
+                        session_id,
+                        (
+                            SpeakerCheckStatus.ENROLLED
+                            if enrolled_present
+                            else SpeakerCheckStatus.NOT_ENROLLED
+                        ),
                     )
                     if identified_speakers:
-                        await redis_client.hset(
-                            session_key, "identified_speakers", ",".join(identified_speakers)
+                        await store.set_identified_speakers(
+                            session_id, identified_speakers
                         )
                     break
                 elif speaker_check_job.is_failed:
                     logger.warning(f"⚠️ Speaker check job failed, assuming not enrolled")
 
                     # Update session event for speaker check failed
-                    await redis_client.hset(
-                        session_key,
-                        "last_event",
-                        f"speaker_check_failed:{datetime.utcnow().isoformat()}",
-                    )
-                    await redis_client.hset(session_key, "speaker_check_status", "failed")
+                    await store.record_event(session_id, "speaker_check_failed")
+                    await store.set_speaker_check(session_id, SpeakerCheckStatus.FAILED)
                     break
                 await asyncio.sleep(poll_interval)
                 waited += poll_interval
@@ -1107,12 +1485,8 @@ async def stream_speech_detection_job(
                 enrolled_present = False
 
                 # Update session event for speaker check timeout
-                await redis_client.hset(
-                    session_key,
-                    "last_event",
-                    f"speaker_check_timeout:{datetime.utcnow().isoformat()}",
-                )
-                await redis_client.hset(session_key, "speaker_check_status", "timeout")
+                await store.record_event(session_id, "speaker_check_timeout")
+                await store.set_speaker_check(session_id, SpeakerCheckStatus.TIMEOUT)
 
             # Log speaker check result but proceed with conversation regardless
             if enrolled_present:
@@ -1126,11 +1500,8 @@ async def stream_speech_detection_job(
 
         # Step 3: Start conversation and EXIT
         speech_detected_at = time.time()
-        open_job_key = f"open_conversation:session:{session_id}"
 
         # Enqueue conversation job with speech detection job ID
-        from datetime import datetime
-
         speech_job_id = current_job.id if current_job else None
 
         open_job = transcription_queue.enqueue(
@@ -1142,14 +1513,11 @@ async def stream_speech_detection_job(
             speech_job_id,  # Pass speech detection job ID
             job_timeout=10800,  # 3 hours to match max_runtime in open_conversation_job
             result_ttl=JOB_RESULT_TTL,  # Use configured TTL (24 hours) instead of 10 minutes
-            job_id=f"open-conv_{session_id[:12]}_{conversation_count}",
-            description=f"Conversation #{conversation_count+1} for {session_id[:12]}",
+            job_id=f"open-conv_{session_id}_{conversation_count}",
+            description=f"Conversation #{conversation_count+1} for {session_id}",
             meta={"client_id": client_id},
         )
 
-        # Track the job
-        await redis_client.set(open_job_key, open_job.id, ex=10800)  # 3 hours to match job timeout
-
         # Store metadata in speech detection job
         if current_job:
             if not current_job.meta:
@@ -1161,74 +1529,144 @@ async def stream_speech_detection_job(
             current_job.meta.update(
                 {
                     "conversation_job_id": open_job.id,
-                    "speaker_check_job_id": speaker_check_job.id if speaker_check_job else None,
+                    "speaker_check_job_id": (
+                        speaker_check_job.id if speaker_check_job else None
+                    ),
                     "detected_speakers": identified_speakers,
-                    "speech_detected_at": datetime.fromtimestamp(speech_detected_at).isoformat(),
+                    "speech_detected_at": datetime.fromtimestamp(
+                        speech_detected_at
+                    ).isoformat(),
                     "session_id": session_id,
                     "client_id": client_id,  # For job grouping
                 }
             )
             current_job.save_meta()
 
-        logger.info(f"✅ Started conversation job {open_job.id}, exiting speech detection")
+        logger.info(
+            f"✅ Started conversation job {open_job.id}, exiting speech detection"
+        )
 
         return {
             "session_id": session_id,
             "user_id": user_id,
             "client_id": client_id,
             "conversation_job_id": open_job.id,
-            "speech_detected_at": datetime.fromtimestamp(speech_detected_at).isoformat(),
+            "speech_detected_at": datetime.fromtimestamp(
+                speech_detected_at
+            ).isoformat(),
             "runtime_seconds": time.time() - start_time,
         }
 
     # Session ended without speech
-    reason = (
-        last_speech_analysis.get("reason", "No transcription received")
-        if last_speech_analysis
-        else "No transcription received"
-    )
+    if last_speech_analysis:
+        reason = last_speech_analysis.get("reason", "No transcription received")
+    elif not expects_live_results:
+        # "off" mode: no live transcription by design — the batch fallback below
+        # transcribes the full audio. This is the normal path, not a failure.
+        reason = "Live transcription disabled (off mode) — batch transcription pending"
+    else:
+        reason = "No transcription received"
 
-    # Distinguish between transcription failures (error) vs legitimate no speech (info)
+    # No transcript is not itself a provider failure: streaming APIs may emit no
+    # messages for silence/noise. Only an explicit transport/provider error is ERROR.
     if reason == "No transcription received":
-        logger.error(
-            f"❌ Session failed - transcription service did not respond\n"
-            f"   Reason: {reason}\n"
-            f"   Runtime: {time.time() - start_time:.1f}s"
+        diag = await _transcription_failure_context(
+            store, aggregator, session_id, client_id
         )
+        provider_error = await store.get_transcription_error(session_id)
+        if provider_error:
+            logger.error(
+                f"❌ Session failed - transcription provider error\n"
+                f"   Reason: {provider_error}\n"
+                f"   Runtime: {time.time() - start_time:.1f}s\n"
+                f"{diag}"
+            )
+        elif await _session_ended_by_disconnect(store, session_id):
+            logger.warning(
+                f"⚠️ Session ended by client disconnect with no transcription "
+                f"(runtime {time.time() - start_time:.1f}s) — likely a network drop, "
+                f"not a service fault\n{diag}"
+            )
+        else:
+            logger.warning(
+                f"⚠️ Session ended without transcription\n"
+                f"   Reason: {reason}\n"
+                f"   Runtime: {time.time() - start_time:.1f}s\n"
+                f"{diag}"
+            )
     else:
         logger.info(
-            f"✅ Session ended without meaningful speech\n"
+            f"✅ Session ended, deferring to batch transcription\n"
             f"   Reason: {reason}\n"
             f"   Runtime: {time.time() - start_time:.1f}s"
         )
 
+    # Guard: never fail a conversation that is still being recorded.
+    #
+    # If we reached this exit while the session is still ACTIVE (e.g. the
+    # no-activity watchdog or a transcription-error break fired mid-session, or a
+    # duplicate/stale detector lost the race), the always_persist placeholder
+    # found below may be the *currently-recording* conversation. Marking it
+    # transcription_failed here — and batch-transcribing only the partial audio
+    # captured so far — orphans the rest of the audio that is still streaming in.
+    # This was the root cause of conversations being marked failed ~2 minutes in
+    # while 10+ more minutes of audio kept arriving.
+    #
+    # Instead, leave the placeholder untouched and re-arm a single listener
+    # (single-flight). When the session genuinely closes, the listener exits via
+    # the session-closed path (status FINALIZING/FINISHED) and the failure +
+    # full-audio batch fallback below run correctly on the complete recording.
+    #
+    # Off-mode (expects_live_results=False) is excluded: it has no live worker, so
+    # zero results is normal and its window-rotation logic below must still run.
+    if expects_live_results and not max_runtime_reached:
+        session_status = await store.get_status(session_id)
+        if session_status == SessionStatus.ACTIVE:
+            logger.warning(
+                f"⚠️ Speech detection for {session_id[:12]} exited while session "
+                f"still ACTIVE (reason: {reason}). Not failing the live placeholder; "
+                f"re-arming listener and deferring to session-close handling."
+            )
+            # Brief backoff so a persistent provider error can't spin a tight
+            # re-arm loop; single-flight keeps this to one listener regardless.
+            await asyncio.sleep(5)
+            enqueue_speech_detection(
+                session_id, user_id, client_id, reason="active_rearm"
+            )
+            return {
+                "session_id": session_id,
+                "user_id": user_id,
+                "client_id": client_id,
+                "status": "rearmed_session_active",
+                "reason": reason,
+                "runtime_seconds": time.time() - start_time,
+            }
+
     # Check if this is an always_persist conversation that needs to be marked as failed
     # NOTE: We check MongoDB directly because the conversation:current Redis key might have been
     # deleted by the audio persistence job cleanup (which runs in parallel).
-    logger.info(f"🔍 Checking MongoDB for always_persist conversation with client_id: {client_id}")
+    logger.info(
+        f"🔍 Checking MongoDB for always_persist conversation with client_id: {client_id}"
+    )
 
-    # Find conversation by client_id that matches this session
-    # session_id == client_id for streaming sessions (set in _initialize_streaming_session)
+    # Resolve by immutable capture session, never by device id. A reconnect can
+    # have an older session draining while a new session for the same client runs.
     conversation = await Conversation.find_one(
-        Conversation.client_id == session_id,
+        Conversation.source_session_id == session_id,
         Conversation.always_persist == True,
-        Conversation.processing_status == "pending_transcription",
+        Conversation.processing_status == Conversation.ConversationStatus.ACTIVE.value,
     )
 
     if conversation:
+        # Do NOT mark failed here: the batch fallback enqueued below may still
+        # recover a transcript. Stamping "failed" pre-emptively is exactly the bug
+        # that left recovered conversations stuck. The status is owned by the
+        # finalizer (post-conv chain) and the fallback's no-audio dead-end; both
+        # call apply_status(), so a real failure still settles to "failed".
         logger.info(
-            f"🔴 Found always_persist placeholder conversation {conversation.conversation_id} for failed session {session_id[:12]}"
-        )
-
-        # Update conversation with failure status
-        conversation.processing_status = "transcription_failed"
-        conversation.title = "Audio Recording (Transcription Failed)"
-        conversation.summary = f"Transcription failed: {reason}"
-
-        await conversation.save()
-
-        logger.warning(
-            f"🔴 Marked conversation {conversation.conversation_id} as transcription_failed"
+            f"🔎 Found always_persist placeholder {conversation.conversation_id} for "
+            f"session {session_id[:12]} with no live transcript; deferring status to "
+            f"batch fallback (reason so far: {reason})"
         )
     else:
         logger.info(
@@ -1237,15 +1675,58 @@ async def stream_speech_detection_job(
 
     # Enqueue fallback check job for failed streaming sessions
     # This will attempt batch transcription as a fallback
-    config_timeout = get_transcription_job_timeout()
+    config_timeout = get_streaming_fallback_timeout()
+    conversation_id = conversation.conversation_id if conversation else None
+
+    # The fallback reads audio chunks the audio-persistence job writes to MongoDB.
+    # Those are separate jobs reacting to session-end independently, so the fallback
+    # can race ahead and read 0 chunks before persistence has flushed them. Make the
+    # ordering explicit via the RQ dependency graph instead of a tuned wait: the
+    # fallback cannot start until the persistence job reaches a terminal state (its
+    # final flush is durable). allow_failure=True so a persistence failure degrades to
+    # the fallback's graceful "no audio → skip" path rather than deferring forever.
+    #
+    # Two guards:
+    #   - Only depend on the persistence job while it's still live. If it already
+    #     finished (or its key expired), the chunks are durable — depending on a
+    #     missing job id would defer the fallback forever.
+    #   - Skip the dependency in the off-mode rotation path (below), where the
+    #     persistence job keeps running for the next window and would block for hours.
+    fallback_depends_on = None
+    is_rotation = max_runtime_reached and not expects_live_results
+    if not is_rotation:
+        try:
+            persistence_job = Job.fetch(
+                f"audio-persist_{session_id}",
+                connection=transcription_queue.connection,
+            )
+            if persistence_job.get_status(refresh=True) not in (
+                "finished",
+                "failed",
+                "stopped",
+                "canceled",
+            ):
+                fallback_depends_on = Dependency(
+                    jobs=[persistence_job], allow_failure=True
+                )
+        except NoSuchJobError:
+            fallback_depends_on = None  # persistence done & expired — chunks durable
+
     fallback_job = transcription_queue.enqueue(
         transcription_fallback_check_job,
         session_id,
         user_id,
         client_id,
+        conversation_id=conversation_id,
         timeout_seconds=config_timeout,
-        job_timeout=config_timeout + 300,  # Extra 5 min overhead for fallback check
-        job_id=f"fallback_check_{session_id[:12]}",
+        job_timeout=config_timeout + 120,  # 2 min overhead for fallback check
+        # Key the job per-conversation, not per-session. A shared
+        # fallback_check_{session_id} id meant that when several conversations in
+        # one session ended close together, RQ kept only one and silently dropped
+        # the rest — so most failed placeholders never got a batch-transcription
+        # fallback. Per-conversation ids let every conversation get its own.
+        job_id=f"fallback_check_{conversation_id or session_id}",
+        depends_on=fallback_depends_on,
         description=f"Transcription fallback check for {session_id[:8]} (no speech)",
         meta={"session_id": session_id, "client_id": client_id, "no_speech": True},
     )
@@ -1261,12 +1742,75 @@ async def stream_speech_detection_job(
     # 3. Wait for batch completion and enqueue post-conversation jobs
     # 4. If no placeholder or no audio chunks, fail gracefully with clear error
 
+    # Off-mode long-session rotation. We exited on the 2h max-runtime cap (not session
+    # close), and "off" mode has no live worker to rotate conversations the way
+    # streaming/windowed modes do. The fallback above transcribes the window we just
+    # closed; if the session is still active, rotate to a fresh placeholder and
+    # re-enqueue speech detection so the next window is transcribed too (otherwise
+    # everything past 2h would never be transcribed).
+    rotated_job_id = None
+    if max_runtime_reached and not expects_live_results:
+        status = await store.get_status(session_id)
+        if status == SessionStatus.ACTIVE:
+            next_count = await store.increment_conversation_count(session_id)
+
+            # Rotate through the lifecycle module. Persistence no longer creates
+            # Mongo conversations in response to an absent pointer; it waits for a
+            # deliberate assignment so every placeholder has a finalization owner.
+            async with store.conversation_create_lock(session_id):
+                await store.clear_current_conversation(
+                    session_id, expected_id=conversation_id
+                )
+            assignment = await ensure_active_session_placeholder(
+                store,
+                session_id=session_id,
+                user_id=user_id,
+                client_id=client_id,
+            )
+            if assignment is None:
+                logger.info(
+                    f"⏱️ off-mode rotation for {session_id[:12]} was overtaken by "
+                    "session finalization — not re-enqueueing"
+                )
+                return {
+                    "session_id": session_id,
+                    "user_id": user_id,
+                    "client_id": client_id,
+                    "no_speech_detected": True,
+                    "fallback_job_id": fallback_job.id,
+                    "rotated_speech_detection_job_id": None,
+                    "reason": reason,
+                    "runtime_seconds": time.time() - start_time,
+                }
+
+            # replaces_current=True: this job IS the tracked live detector and is
+            # deliberately handing off to its successor, so skip the single-flight
+            # liveness check (which would otherwise see this still-running job).
+            rotated_job_id = enqueue_speech_detection(
+                session_id,
+                user_id,
+                client_id,
+                reason=f"offmode_rotation_window_{next_count + 1}",
+                replaces_current=True,
+            )
+            logger.info(
+                f"🔄 off-mode: hit {max_runtime}s cap — rotated placeholder and "
+                f"re-enqueued speech detection {rotated_job_id} for active session "
+                f"{session_id[:12]} (window #{next_count + 1})"
+            )
+        else:
+            logger.info(
+                f"⏱️ off-mode: hit {max_runtime}s cap but session "
+                f"status={status.value if status else None} — not re-enqueueing"
+            )
+
     return {
         "session_id": session_id,
         "user_id": user_id,
         "client_id": client_id,
         "no_speech_detected": True,
         "fallback_job_id": fallback_job.id,
+        "rotated_speech_detection_job_id": rotated_job_id,
         "reason": reason,
         "runtime_seconds": time.time() - start_time,
     }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/wakeword_dispatch_worker.py b/backends/advanced/src/advanced_omi_backend/workers/wakeword_dispatch_worker.py
new file mode 100644
index 00000000..13e8030d
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/wakeword_dispatch_worker.py
@@ -0,0 +1,128 @@
+#!/usr/bin/env python3
+"""
+Wake-word dispatch worker.
+
+Runs whenever an enabled plugin subscribes to ``wake_word.detected`` (see
+``has_wakeword_dispatch_enabled`` in the worker registry). Consumes the standalone
+wakeword-service's ``wakeword:detections`` Redis stream, batch-transcribes each
+captured wake→turn-end audio window, and dispatches ``WAKE_WORD_DETECTED`` to the
+plugin router.
+
+This is intentionally decoupled from the live-transcription workers: the dispatcher
+used to live inside the streaming-stt worker, so switching to windowed_batch (which
+disables streaming-stt) silently broke the acoustic wake-word → plugin path. Running
+it as its own worker keeps the acoustic path alive in every live-segmentation mode.
+"""
+
+import asyncio
+import logging
+import os
+import signal
+import sys
+
+from beanie import init_beanie
+from motor.motor_asyncio import AsyncIOMotorClient
+
+from advanced_omi_backend.client_manager import initialize_redis_for_client_manager
+from advanced_omi_backend.models.user import User
+from advanced_omi_backend.redis_factory import REDIS_URL, create_async_redis
+from advanced_omi_backend.services.plugin_service import (
+    init_plugin_router,
+    initialize_plugins,
+    run_plugin_recovery,
+)
+from advanced_omi_backend.services.wakeword import WakeWordDispatcher
+
+MONGODB_URI = os.getenv("MONGODB_URI", "mongodb://mongo:27017")
+
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+)
+
+logger = logging.getLogger(__name__)
+
+try:
+    from advanced_omi_backend.services.observability.log_handler import (
+        install_system_event_log_handler,
+    )
+
+    install_system_event_log_handler()
+except Exception:  # noqa: BLE001 — never block worker startup on observability
+    pass
+
+
+async def main():
+    """Main worker entry point."""
+    logger.info("🚀 Starting wake-word dispatch worker")
+
+    try:
+        redis_client = create_async_redis(decode_responses=False)
+        logger.info(f"✅ Connected to Redis: {REDIS_URL}")
+
+        # ClientManager Redis for cross-container client→user mapping (used by plugins).
+        initialize_redis_for_client_manager()
+    except Exception as e:
+        logger.error(f"Failed to connect to Redis: {e}", exc_info=True)
+        sys.exit(1)
+
+    # MongoDB (Beanie) for the per-user wake-word speaker gate, which reads the
+    # User document. This worker is otherwise Redis-only.
+    try:
+        mongo_client = AsyncIOMotorClient(MONGODB_URI)
+        await init_beanie(database=mongo_client.chronicle, document_models=[User])
+        logger.info("✅ Database (Beanie) initialized for speaker gate")
+    except Exception as e:
+        logger.error(f"Failed to initialize database: {e}", exc_info=True)
+        sys.exit(1)
+
+    # Initialize the plugin router so wake_word.detected reaches the plugins.
+    try:
+        plugin_router = init_plugin_router()
+        if not plugin_router:
+            logger.error(
+                "No plugin router available — wake-word detections cannot be "
+                "dispatched. Exiting."
+            )
+            await redis_client.aclose()
+            sys.exit(1)
+
+        logger.info(
+            f"✅ Plugin router initialized with {len(plugin_router.plugins)} plugins"
+        )
+        await initialize_plugins(plugin_router)
+    except Exception as e:
+        logger.error(f"Failed to initialize plugin router: {e}", exc_info=True)
+        await redis_client.aclose()
+        sys.exit(1)
+
+    # Background recovery for plugins whose external dependency was unreachable
+    # at boot (e.g. Home Assistant on a server that's still off).
+    recovery_task = asyncio.create_task(run_plugin_recovery(plugin_router))
+
+    dispatcher = WakeWordDispatcher(
+        redis_client=redis_client, plugin_router=plugin_router
+    )
+
+    def signal_handler(signum, frame):
+        logger.info(f"Received signal {signum}, shutting down...")
+        asyncio.create_task(dispatcher.stop())
+
+    signal.signal(signal.SIGINT, signal_handler)
+    signal.signal(signal.SIGTERM, signal_handler)
+
+    try:
+        logger.info("🔔 Listening for wake-word detections on wakeword:detections")
+        await dispatcher.run()
+    except KeyboardInterrupt:
+        logger.info("Keyboard interrupt received, shutting down...")
+    except Exception as e:
+        logger.error(f"Worker error: {e}", exc_info=True)
+        sys.exit(1)
+    finally:
+        recovery_task.cancel()
+        await redis_client.aclose()
+        logger.info("👋 Wake-word dispatch worker stopped")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py b/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
index f58387cd..838b45ef 100644
--- a/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
+++ b/backends/advanced/src/advanced_omi_backend/workers/waveform_jobs.py
@@ -4,15 +4,110 @@
 This module provides async functions to generate waveform data from
 audio chunks stored in MongoDB. Waveforms are computed on-demand
 and cached for subsequent requests.
+
+Audio is processed in 5-minute batches (30 x 10s chunks) to bound memory usage.
 """
 
 import logging
 import struct
 import time
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Optional
+
+from advanced_omi_backend.models.waveform import WaveformData
+from advanced_omi_backend.utils.audio_chunk_utils import (
+    decode_opus_to_pcm,
+    retrieve_audio_chunks,
+)
 
 logger = logging.getLogger(__name__)
 
+# 5 minutes of 10s chunks
+BATCH_SIZE = 30
+BYTES_PER_SAMPLE = 2  # 16-bit PCM
+
+
+def _pcm_to_peaks(pcm_data: bytes, bytes_per_window: int) -> List[float]:
+    """Extract normalized peak amplitudes from PCM data at the given window size."""
+    peaks: List[float] = []
+    offset = 0
+
+    while offset < len(pcm_data):
+        window_bytes = pcm_data[offset : offset + bytes_per_window]
+        if not window_bytes:
+            break
+
+        n_samples = len(window_bytes) // BYTES_PER_SAMPLE
+        try:
+            samples = struct.unpack(f"{n_samples}h", window_bytes)
+        except struct.error:
+            offset += bytes_per_window
+            continue
+
+        if samples:
+            peaks.append(max(abs(s) for s in samples) / 32768.0)
+
+        offset += bytes_per_window
+
+    return peaks
+
+
+async def _process_batch(
+    conversation_id: str,
+    batch_index: int,
+    sample_rate: int,
+    pcm_sample_rate: Optional[int],
+    channels: Optional[int],
+) -> tuple[List[float], float, int, int, int, float, float]:
+    """
+    Fetch and process one batch of chunks.
+
+    Returns (peaks, duration, chunk_count, pcm_sample_rate, channels, fetch_dt, decode_dt).
+    """
+    start_index = batch_index * BATCH_SIZE
+
+    fetch_start = time.time()
+    chunks = await retrieve_audio_chunks(
+        conversation_id=conversation_id,
+        start_index=start_index,
+        limit=BATCH_SIZE,
+    )
+    fetch_dt = time.time() - fetch_start
+
+    if not chunks:
+        return [], 0.0, 0, pcm_sample_rate or 0, channels or 0, fetch_dt, 0.0
+
+    # Derive format from first chunk if not yet known
+    if pcm_sample_rate is None:
+        pcm_sample_rate = chunks[0].sample_rate
+        channels = chunks[0].channels
+
+    window_bytes = (pcm_sample_rate // sample_rate) * BYTES_PER_SAMPLE * channels
+    batch_peaks: List[float] = []
+    batch_duration = 0.0
+    decode_dt = 0.0
+
+    for chunk in chunks:
+        t0 = time.time()
+        pcm_data = await decode_opus_to_pcm(
+            opus_data=chunk.audio_data,
+            sample_rate=pcm_sample_rate,
+            channels=channels,
+        )
+        decode_dt += time.time() - t0
+
+        batch_peaks.extend(_pcm_to_peaks(pcm_data, window_bytes))
+        batch_duration += chunk.duration
+
+    return (
+        batch_peaks,
+        batch_duration,
+        len(chunks),
+        pcm_sample_rate,
+        channels,
+        fetch_dt,
+        decode_dt,
+    )
+
 
 async def generate_waveform_data(
     conversation_id: str,
@@ -21,170 +116,94 @@ async def generate_waveform_data(
     """
     Generate waveform visualization data from conversation audio chunks.
 
-    This function:
-    1. Retrieves Opus-compressed audio chunks from MongoDB
-    2. Decodes each chunk to PCM
-    3. Downsamples PCM to target sample rate (e.g., 10 samples/sec)
-    4. Calculates amplitude peaks for each sample window
-    5. Normalizes to [-1.0, 1.0] range
-    6. Stores in WaveformData collection
-
-    Args:
-        conversation_id: Conversation ID to generate waveform for
-        sample_rate: Samples per second for waveform (default: 10)
-
-    Returns:
-        Dict with:
-            - success: bool
-            - samples: List[float] (if successful)
-            - sample_rate: int (if successful)
-            - duration_seconds: float (if successful)
-            - error: str (if failed)
-    """
-    from advanced_omi_backend.models.waveform import WaveformData
-    from advanced_omi_backend.utils.audio_chunk_utils import (
-        decode_opus_to_pcm,
-        retrieve_audio_chunks,
-    )
+    Processes chunks in 5-minute batches (30 x 10s chunks) to keep memory bounded.
+    Each batch is fetched, decoded, downsampled to `sample_rate` peaks/sec,
+    and the results are concatenated into the final waveform.
 
+    Returns dict with success/samples/sample_rate/duration_seconds or success/error.
+    """
     start_time = time.time()
-    fetch_time = 0.0
-    decode_time = 0.0
-    waveform_gen_time = 0.0
+    total_fetch = 0.0
+    total_decode = 0.0
 
     try:
-        logger.info(f"🎵 Generating waveform for conversation {conversation_id[:12]}... (sample_rate={sample_rate} samples/sec)")
-
-        # Retrieve all audio chunks for conversation
-        fetch_start = time.time()
-        chunks = await retrieve_audio_chunks(conversation_id=conversation_id)
-        fetch_time = time.time() - fetch_start
-
-        logger.info(f"📦 Fetched {len(chunks) if chunks else 0} chunks from MongoDB in {fetch_time:.2f}s")
-
-        if not chunks:
-            logger.warning(f"No audio chunks found for conversation {conversation_id}")
-            return {
-                "success": False,
-                "error": "No audio chunks found for this conversation"
-            }
-
-        # Get audio format from first chunk
-        pcm_sample_rate = chunks[0].sample_rate  # Usually 16000 Hz
-        channels = chunks[0].channels  # Usually 1 (mono)
-        bytes_per_sample = 2  # 16-bit PCM
+        logger.info(
+            f"Generating waveform for {conversation_id[:12]}... ({sample_rate} samples/sec)"
+        )
 
-        # Calculate total duration
-        total_duration = sum(chunk.duration for chunk in chunks)
+        all_peaks: List[float] = []
+        total_duration = 0.0
+        total_chunks = 0
+        pcm_sr: Optional[int] = None
+        ch: Optional[int] = None
+        batch_idx = 0
+
+        while True:
+            peaks, dur, n, pcm_sr, ch, f_dt, d_dt = await _process_batch(
+                conversation_id,
+                batch_idx,
+                sample_rate,
+                pcm_sr,
+                ch,
+            )
+            total_fetch += f_dt
+            total_decode += d_dt
 
-        # Calculate window size for downsampling
-        # e.g., 16000 samples/sec ÷ 10 waveform_samples/sec = 1600 PCM samples per waveform point
-        window_size_samples = pcm_sample_rate // sample_rate
-        bytes_per_window = window_size_samples * bytes_per_sample * channels
+            if not peaks and batch_idx == 0:
+                logger.warning(
+                    f"No audio chunks found for conversation {conversation_id}"
+                )
+                return {
+                    "success": False,
+                    "error": "No audio chunks found for this conversation",
+                }
 
-        logger.info(
-            f"Processing {len(chunks)} chunks, "
-            f"total duration: {total_duration:.1f}s, "
-            f"window size: {window_size_samples} samples"
-        )
+            if not peaks:
+                break
 
-        # Process chunks and extract amplitude peaks
-        waveform_samples: List[float] = []
+            all_peaks.extend(peaks)
+            total_duration += dur
+            total_chunks += n
 
-        for chunk_idx, chunk in enumerate(chunks):
-            # Decode Opus to PCM
-            decode_start = time.time()
-            pcm_data = await decode_opus_to_pcm(
-                opus_data=chunk.audio_data,
-                sample_rate=pcm_sample_rate,
-                channels=channels,
+            logger.info(
+                f"Batch {batch_idx}: {n} chunks, {dur:.0f}s, {len(peaks)} peaks"
             )
-            decode_time += time.time() - decode_start
-
-            # Process PCM data in windows
-            waveform_gen_start = time.time()
-            offset = 0
-            while offset < len(pcm_data):
-                # Extract window
-                window_end = min(offset + bytes_per_window, len(pcm_data))
-                window_bytes = pcm_data[offset:window_end]
-
-                if len(window_bytes) == 0:
-                    break
-
-                # Convert bytes to signed 16-bit integers
-                num_samples_in_window = len(window_bytes) // bytes_per_sample
-                format_str = f"{num_samples_in_window}h"  # 'h' = signed short (16-bit)
-
-                try:
-                    pcm_samples = struct.unpack(format_str, window_bytes)
-                except struct.error as e:
-                    logger.warning(f"Struct unpack error: {e}, skipping window")
-                    offset += bytes_per_window
-                    continue
-
-                # Calculate peak amplitude in this window
-                # Normalize from 16-bit range (-32768 to 32767) to [-1.0, 1.0]
-                if pcm_samples:
-                    max_abs_amplitude = max(abs(s) for s in pcm_samples)
-                    normalized_amplitude = max_abs_amplitude / 32768.0
-                    waveform_samples.append(normalized_amplitude)
-
-                offset += bytes_per_window
-
-            waveform_gen_time += time.time() - waveform_gen_start
-
-            # Log progress for long conversations
-            if (chunk_idx + 1) % 20 == 0:
-                logger.info(
-                    f"Processed {chunk_idx + 1}/{len(chunks)} chunks "
-                    f"({len(waveform_samples)} waveform samples so far)"
-                )
+            batch_idx += 1
 
-        processing_time = time.time() - start_time
-        other_time = processing_time - (fetch_time + decode_time + waveform_gen_time)
+            if n < BATCH_SIZE:
+                break
 
+        processing_time = time.time() - start_time
         logger.info(
-            f"✅ Generated waveform: {len(waveform_samples)} samples "
-            f"for {total_duration:.1f}s audio in {processing_time:.2f}s total"
-        )
-        logger.info(
-            f"   ⏱️  Timing breakdown: "
-            f"Fetch={fetch_time:.2f}s, "
-            f"Decode={decode_time:.2f}s, "
-            f"Waveform={waveform_gen_time:.2f}s, "
-            f"Other={other_time:.2f}s"
+            f"Waveform done: {len(all_peaks)} samples, {total_duration:.0f}s audio, "
+            f"{total_chunks} chunks in {batch_idx} batches ({processing_time:.2f}s) "
+            f"[fetch={total_fetch:.2f}s decode={total_decode:.2f}s]"
         )
 
-        # Store in MongoDB
         waveform_doc = WaveformData(
             conversation_id=conversation_id,
-            samples=waveform_samples,
+            samples=all_peaks,
             sample_rate=sample_rate,
             duration_seconds=total_duration,
-            processing_time_seconds=processing_time
+            processing_time_seconds=processing_time,
         )
-
         await waveform_doc.insert()
 
-        logger.info(f"💾 Saved waveform to MongoDB for conversation {conversation_id[:12]}")
-
         return {
             "success": True,
-            "samples": waveform_samples,
+            "samples": all_peaks,
             "sample_rate": sample_rate,
             "duration_seconds": total_duration,
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
 
     except Exception as e:
         processing_time = time.time() - start_time
         logger.error(
-            f"❌ Waveform generation failed for {conversation_id}: {e}",
-            exc_info=True
+            f"Waveform generation failed for {conversation_id}: {e}", exc_info=True
         )
         return {
             "success": False,
             "error": str(e),
-            "processing_time_seconds": processing_time
+            "processing_time_seconds": processing_time,
         }
diff --git a/backends/advanced/src/advanced_omi_backend/workers/windowed_batch_worker.py b/backends/advanced/src/advanced_omi_backend/workers/windowed_batch_worker.py
new file mode 100644
index 00000000..e836b7a2
--- /dev/null
+++ b/backends/advanced/src/advanced_omi_backend/workers/windowed_batch_worker.py
@@ -0,0 +1,95 @@
+#!/usr/bin/env python3
+"""
+Windowed batch transcription worker.
+
+Runs when defaults.live_segmentation == "windowed_batch" (set when no streaming ASR is
+configured). Consumes audio:stream:*, buffers fixed-duration windows, batch-transcribes
+each window with the configured batch STT provider, and writes results to
+transcription:results:{session_id} — so long/continuous sources are transcribed
+incrementally instead of only on disconnect.
+"""
+
+import asyncio
+import logging
+import signal
+import sys
+
+from advanced_omi_backend.config_loader import get_backend_config
+from advanced_omi_backend.redis_factory import REDIS_URL, create_async_redis
+from advanced_omi_backend.services.audio_stream.windowed_batch_consumer import (
+    WindowedBatchConsumer,
+)
+
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+)
+
+logger = logging.getLogger(__name__)
+
+try:
+    from advanced_omi_backend.services.observability.log_handler import (
+        install_system_event_log_handler,
+    )
+
+    install_system_event_log_handler()
+except Exception:  # noqa: BLE001 — never block worker startup on observability
+    pass
+
+
+async def main():
+    """Main worker entry point."""
+    logger.info("🚀 Starting windowed batch transcription worker")
+
+    try:
+        redis_client = create_async_redis(decode_responses=False)
+        logger.info(f"✅ Connected to Redis: {REDIS_URL}")
+    except Exception as e:
+        logger.error(f"Failed to connect to Redis: {e}", exc_info=True)
+        sys.exit(1)
+
+    # Window size from config.yml (backend.transcription.windowed_batch_seconds)
+    try:
+        transcription_cfg = get_backend_config("transcription")
+        window_seconds = float(transcription_cfg.get("windowed_batch_seconds", 30.0))
+    except Exception as e:
+        logger.warning(f"Failed to read windowed_batch_seconds, using 30s: {e}")
+        window_seconds = 30.0
+
+    try:
+        consumer = WindowedBatchConsumer(
+            redis_client=redis_client, window_seconds=window_seconds
+        )
+    except Exception as e:
+        logger.error(f"Failed to create windowed batch consumer: {e}", exc_info=True)
+        logger.error("Ensure config.yml has defaults.stt (batch provider) configured")
+        await redis_client.aclose()
+        sys.exit(1)
+
+    def signal_handler(signum, frame):
+        logger.info(f"Received signal {signum}, shutting down...")
+        asyncio.create_task(consumer.stop())
+
+    signal.signal(signal.SIGINT, signal_handler)
+    signal.signal(signal.SIGTERM, signal_handler)
+
+    try:
+        logger.info(f"✅ Windowed batch worker ready (window={window_seconds:.0f}s)")
+        logger.info("📡 Listening for audio streams on audio:stream:* pattern")
+        logger.info("💾 Publishing results to transcription:results:{session_id}")
+
+        # This blocks until the consumer is stopped.
+        # heartbeat_name lets the workers healthcheck detect a wedged loop.
+        await consumer.start_consuming(heartbeat_name="windowed-batch")
+
+    except KeyboardInterrupt:
+        logger.info("Keyboard interrupt received, shutting down...")
+    except Exception as e:
+        logger.error(f"Worker error: {e}", exc_info=True)
+        sys.exit(1)
+    finally:
+        await redis_client.aclose()
+        logger.info("👋 Windowed batch worker stopped")
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/backends/advanced/src/scripts/chronicle_data.py b/backends/advanced/src/scripts/chronicle_data.py
new file mode 100644
index 00000000..a8b1d206
--- /dev/null
+++ b/backends/advanced/src/scripts/chronicle_data.py
@@ -0,0 +1,308 @@
+#!/usr/bin/env python3
+"""Administrative CLI for Chronicle data archives and memory reconstruction."""
+
+from __future__ import annotations
+
+import argparse
+import asyncio
+import sys
+from datetime import datetime, timezone
+from pathlib import Path
+
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Confirm
+from rich.table import Table
+
+from advanced_omi_backend.database import get_database
+from advanced_omi_backend.services.data_archive import (
+    ARCHIVE_SUFFIX,
+    ArchiveError,
+    create_data_archive,
+    import_data_archive,
+    verify_data_archive,
+)
+from advanced_omi_backend.services.memory.rebuild import (
+    MemoryRebuildError,
+    RebuildStage,
+    build_rebuild_plan,
+    execute_memory_rebuild,
+)
+
+console = Console()
+DATA_DIR = Path("/app/data")
+
+
+def _human_size(value: int) -> str:
+    size = float(value)
+    for unit in ("B", "KiB", "MiB", "GiB", "TiB"):
+        if size < 1024 or unit == "TiB":
+            return f"{size:.1f} {unit}"
+        size /= 1024
+    raise AssertionError("unreachable")
+
+
+def _default_archive_path() -> Path:
+    timestamp = datetime.now(timezone.utc).strftime("%Y%m%d_%H%M%S")
+    return DATA_DIR / "backups" / f"chronicle_{timestamp}{ARCHIVE_SUFFIX}"
+
+
+def _manifest_table(manifest: dict) -> Table:
+    table = Table(title="Archive contents")
+    table.add_column("Collection")
+    table.add_column("Documents", justify="right")
+    for name, metadata in manifest["collections"].items():
+        table.add_row(name, str(metadata["documents"]))
+    data_files = sum(
+        metadata.get("kind") == "data_file" for metadata in manifest["files"].values()
+    )
+    table.add_section()
+    table.add_row("Filesystem files", str(data_files))
+    return table
+
+
+def _require_confirmation(message: str, force: bool) -> None:
+    if force:
+        return
+    console.print(Panel(message, title="Destructive operation", border_style="red"))
+    if not Confirm.ask("Proceed?", default=False):
+        raise KeyboardInterrupt
+
+
+async def _connect_database():
+    database = get_database()
+    await database.command("ping")
+    return database
+
+
+async def _run_export(args: argparse.Namespace) -> None:
+    database = await _connect_database()
+    output = args.output or _default_archive_path()
+    with console.status("Exporting Chronicle data..."):
+        summary = await create_data_archive(
+            database,
+            output,
+            data_dir=args.data_dir,
+            overwrite=args.overwrite,
+        )
+    console.print(
+        Panel(
+            f"[green]Archive created[/green]\n"
+            f"Path: {summary.path}\n"
+            f"Collections: {summary.collections}\n"
+            f"Documents: {summary.documents}\n"
+            f"Filesystem files: {summary.files}\n"
+            f"Archive size: {_human_size(summary.bytes_written)}",
+            border_style="green",
+        )
+    )
+
+
+async def _run_verify(args: argparse.Namespace) -> None:
+    with console.status("Verifying archive checksums..."):
+        manifest = verify_data_archive(args.archive)
+    console.print(_manifest_table(manifest))
+    console.print("[green]Archive verification passed.[/green]")
+
+
+async def _rebuild(database, args: argparse.Namespace):
+    from_stage = RebuildStage(args.rebuild_from)
+    plan = await build_rebuild_plan(
+        database,
+        args.user_id,
+        from_stage=from_stage,
+    )
+    console.print(
+        f"Rebuild plan from {from_stage.value}: {plan.speaker_count} speaker inputs, "
+        f"{plan.memory_count} memory inputs across {len(plan.user_ids)} users."
+    )
+    if from_stage is RebuildStage.SPEAKERS:
+        skipped_count = plan.count - plan.speaker_count
+        if skipped_count:
+            console.print(
+                f"[yellow]Speaker stage will skip {skipped_count} transcript-only "
+                "conversations with no stored audio.[/yellow]"
+            )
+    if getattr(args, "dry_run", False):
+        return None
+    _require_confirmation(
+        "This deletes the selected users' current Markdown memory vaults and memory "
+        "audit history, then recreates them from active transcripts. Syncthing "
+        "pairing markers are retained.",
+        args.force,
+    )
+    backup_dir = None if args.no_vault_backup else args.data_dir / "backups"
+    result = await execute_memory_rebuild(
+        database,
+        plan,
+        data_dir=args.data_dir,
+        backup_dir=backup_dir,
+        from_stage=from_stage,
+    )
+    backup_text = str(result.vault_backup) if result.vault_backup else "not needed"
+    console.print(
+        Panel(
+            f"[green]Memory rebuild queued[/green]\n"
+            f"Run ID: {result.run_id}\n"
+            f"Speaker jobs: {len(result.speaker_jobs)}\n"
+            f"Speaker skipped (no audio): "
+            f"{len(result.skipped_speaker_conversations)}\n"
+            f"Memory jobs: {len(result.memory_jobs)}\n"
+            f"Users: {len(result.user_ids)}\n"
+            f"Deleted vault files: {result.deleted_vault_files}\n"
+            f"Deleted audit entries: {result.deleted_audit_entries}\n"
+            f"Previous vault backup: {backup_text}\n\n"
+            "Stages run chronologically within each user; different users may "
+            "rebuild in parallel.",
+            border_style="green",
+        )
+    )
+    return result
+
+
+async def _run_import(args: argparse.Namespace) -> None:
+    if args.rebuild_from and args.user_id:
+        raise ArchiveError(
+            "--user-id cannot be combined with --rebuild-from import because the "
+            "archive contains all users. Import first, then run rebuild-memory "
+            "--user-id for a selective rebuild."
+        )
+    with console.status("Verifying archive before import..."):
+        manifest = verify_data_archive(args.archive)
+    console.print(_manifest_table(manifest))
+    destructive = args.replace or args.rebuild_from
+    if destructive:
+        _require_confirmation(
+            "Replace mode clears each archived Mongo collection before restore. Fresh "
+            "rebuild mode also deletes current derived vault and audit state.",
+            args.force,
+        )
+        # One confirmation covers the complete import + derived-data rebuild.
+        if args.rebuild_from:
+            args.force = True
+
+    database = await _connect_database()
+    restore_files = not args.database_only and not args.rebuild_from
+    with console.status("Importing verified Chronicle archive..."):
+        summary = await import_data_archive(
+            database,
+            args.archive,
+            data_dir=args.data_dir,
+            replace=args.replace,
+            restore_files=restore_files,
+            fresh_memory=bool(args.rebuild_from),
+        )
+    console.print(
+        f"[green]Imported {summary.documents} documents from "
+        f"{summary.collections} collections and {summary.files} files.[/green]"
+    )
+    if summary.skipped_collections:
+        console.print(
+            "Skipped derived collections: " + ", ".join(summary.skipped_collections)
+        )
+    for warning in summary.duplicate_audio_warnings:
+        console.print(
+            "[yellow]Duplicate audio skipped:[/yellow] conversation "
+            f"{warning.skipped_conversation_id} matches {warning.kept_source} "
+            f"conversation {warning.kept_conversation_id}; kept the first copy."
+        )
+    for warning in summary.duplicate_chunk_warnings:
+        console.print(
+            "[yellow]Duplicate audio chunk skipped:[/yellow] conversation "
+            f"{warning.conversation_id}, chunk {warning.chunk_index}; kept "
+            f"{warning.kept_source} chunk {warning.kept_chunk_id}."
+        )
+    if args.rebuild_from:
+        await _rebuild(database, args)
+
+
+async def _run_rebuild(args: argparse.Namespace) -> None:
+    database = await _connect_database()
+    await _rebuild(database, args)
+
+
+def _add_common_data_dir(parser: argparse.ArgumentParser) -> None:
+    parser.add_argument(
+        "--data-dir",
+        type=Path,
+        default=DATA_DIR,
+        help="Chronicle data directory inside the container (default: /app/data)",
+    )
+
+
+def build_parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(
+        description="Export, import, and reconstruct Chronicle's durable data"
+    )
+    subparsers = parser.add_subparsers(dest="command", required=True)
+
+    export_parser = subparsers.add_parser("export", help="Create a full data archive")
+    export_parser.add_argument("output", nargs="?", type=Path)
+    export_parser.add_argument("--overwrite", action="store_true")
+    _add_common_data_dir(export_parser)
+    export_parser.set_defaults(handler=_run_export)
+
+    verify_parser = subparsers.add_parser(
+        "verify", help="Verify archive structure and checksums"
+    )
+    verify_parser.add_argument("archive", type=Path)
+    verify_parser.set_defaults(handler=_run_verify)
+
+    import_parser = subparsers.add_parser("import", help="Import a data archive")
+    import_parser.add_argument("archive", type=Path)
+    import_parser.add_argument(
+        "--replace",
+        action="store_true",
+        help="Clear each archived collection before restoring it",
+    )
+    import_parser.add_argument(
+        "--database-only",
+        action="store_true",
+        help="Do not restore vault or legacy audio files",
+    )
+    import_parser.add_argument(
+        "--rebuild-from",
+        choices=[stage.value for stage in RebuildStage],
+        help=(
+            "Skip archived derived memory and rebuild from this stage; "
+            "'speakers' runs speaker recognition before memory"
+        ),
+    )
+    import_parser.add_argument("--user-id", action="append")
+    import_parser.add_argument("--no-vault-backup", action="store_true")
+    import_parser.add_argument("--force", action="store_true")
+    _add_common_data_dir(import_parser)
+    import_parser.set_defaults(handler=_run_import, dry_run=False)
+
+    rebuild_parser = subparsers.add_parser(
+        "rebuild-memory", help="Recreate Markdown memories from active transcripts"
+    )
+    rebuild_parser.add_argument("--user-id", action="append")
+    rebuild_parser.add_argument(
+        "--rebuild-from",
+        choices=[stage.value for stage in RebuildStage],
+        default=RebuildStage.MEMORY.value,
+        help="Earliest stage to rerun (default: memory)",
+    )
+    rebuild_parser.add_argument("--dry-run", action="store_true")
+    rebuild_parser.add_argument("--no-vault-backup", action="store_true")
+    rebuild_parser.add_argument("--force", action="store_true")
+    _add_common_data_dir(rebuild_parser)
+    rebuild_parser.set_defaults(handler=_run_rebuild)
+    return parser
+
+
+async def main() -> None:
+    args = build_parser().parse_args()
+    await args.handler(args)
+
+
+if __name__ == "__main__":
+    try:
+        asyncio.run(main())
+    except KeyboardInterrupt:
+        console.print("[yellow]Cancelled.[/yellow]")
+        sys.exit(130)
+    except (ArchiveError, MemoryRebuildError, OSError) as exc:
+        console.print(f"[bold red]Error:[/bold red] {exc}")
+        sys.exit(1)
diff --git a/backends/advanced/src/scripts/cleanup_state.py b/backends/advanced/src/scripts/cleanup_state.py
index 49bfd332..a11b7791 100644
--- a/backends/advanced/src/scripts/cleanup_state.py
+++ b/backends/advanced/src/scripts/cleanup_state.py
@@ -8,7 +8,8 @@
 - Strict backup verification before cleanup proceeds
 - Conversation-filtered audio export (only conversations with transcripts)
 - Comprehensive backup manifest with checksums
-- MongoDB, Qdrant, Neo4j, Redis cleanup
+- Per-user vault backup (conversation_docs + memory_md tarred into vault.tar.gz)
+- MongoDB, Redis, and vault cleanup (Syncthing markers preserved)
 """
 
 import argparse
@@ -17,8 +18,12 @@
 import json
 import logging
 import os
+import re
+import shutil
 import struct
 import sys
+import tarfile
+import wave
 from datetime import datetime
 from pathlib import Path
 from typing import Any, Optional
@@ -30,12 +35,15 @@
     import redis
     from beanie import init_beanie
     from motor.motor_asyncio import AsyncIOMotorClient
-    from neo4j import GraphDatabase
-    from qdrant_client import AsyncQdrantClient
-    from qdrant_client.models import Distance, VectorParams
     from rich.console import Console
     from rich.panel import Panel
-    from rich.progress import BarColumn, Progress, SpinnerColumn, TextColumn, TimeElapsedColumn
+    from rich.progress import (
+        BarColumn,
+        Progress,
+        SpinnerColumn,
+        TextColumn,
+        TimeElapsedColumn,
+    )
     from rich.prompt import Confirm
     from rich.table import Table
     from rich.text import Text
@@ -46,7 +54,7 @@
     from advanced_omi_backend.models.conversation import Conversation
     from advanced_omi_backend.models.user import User
     from advanced_omi_backend.models.waveform import WaveformData
-    from advanced_omi_backend.services.memory.config import build_memory_config_from_env
+    from advanced_omi_backend.utils.audio_chunk_utils import decode_opus_to_pcm
 except ImportError as e:
     print(f"Error: Missing required dependency: {e}")
     print("This script must be run inside the chronicle-backend container")
@@ -62,16 +70,6 @@
 # Helpers
 # ---------------------------------------------------------------------------
 
-def get_qdrant_collection_name() -> str:
-    """Get Qdrant collection name from memory service configuration."""
-    try:
-        memory_config = build_memory_config_from_env()
-        if hasattr(memory_config, "vector_store_config") and memory_config.vector_store_config:
-            return memory_config.vector_store_config.get("collection_name", "chronicle_memories")
-    except Exception:
-        pass
-    return "chronicle_memories"
-
 
 def _file_sha256(path: Path) -> str:
     h = hashlib.sha256()
@@ -89,10 +87,46 @@ def _human_size(nbytes: int) -> str:
     return f"{nbytes:.1f} TB"
 
 
+# Per-user markdown vaults on disk. Dirs are named by the user's 24-hex
+# Mongo ObjectId; anything else (bench-*, agenttest, ...) is test data
+# that backup/cleanup must not touch.
+DATA_DIR = Path(os.getenv("DATA_DIR", "/app/data"))
+VAULT_BASE_DIRS = ("conversation_docs", "memory_md")
+_USER_ID_RE = re.compile(r"^[0-9a-f]{24}$")
+# Syncthing folder markers — deleting these breaks the sync pairing
+_SYNCTHING_MARKERS = (".stfolder", ".stignore")
+
+
+def _iter_user_vaults():
+    """Yield per-user vault directories under conversation_docs/ and memory_md/."""
+    for base_name in VAULT_BASE_DIRS:
+        base = DATA_DIR / base_name
+        if not base.is_dir():
+            continue
+        for d in sorted(base.iterdir()):
+            if d.is_dir() and _USER_ID_RE.fullmatch(d.name):
+                yield d
+
+
+def _count_vault_files() -> int:
+    """Count vault content files, excluding Syncthing markers."""
+    count = 0
+    for vault in _iter_user_vaults():
+        for f in vault.rglob("*"):
+            if not f.is_file():
+                continue
+            rel_top = f.relative_to(vault).parts[0]
+            if rel_top in _SYNCTHING_MARKERS:
+                continue
+            count += 1
+    return count
+
+
 # ---------------------------------------------------------------------------
 # Stats
 # ---------------------------------------------------------------------------
 
+
 class Stats:
     """Track counts across the system."""
 
@@ -104,12 +138,9 @@ def __init__(self):
         self.chat_sessions = 0
         self.chat_messages = 0
         self.annotations = 0
-        self.memories = 0
-        self.neo4j_nodes = 0
-        self.neo4j_relationships = 0
-        self.neo4j_promises = 0
         self.redis_jobs = 0
         self.legacy_wav = 0
+        self.vault_files = 0
         self.users = 0
         self.langfuse_prompts = 0
 
@@ -117,8 +148,6 @@ def __init__(self):
 async def gather_stats(
     mongo_db: Any,
     redis_conn: Any,
-    qdrant_client: Optional[AsyncQdrantClient],
-    neo4j_driver: Any = None,
     langfuse_client: Any = None,
 ) -> Stats:
     """Gather current system statistics."""
@@ -136,27 +165,6 @@ async def gather_stats(
     s.annotations = await Annotation.find_all().count()
     s.users = await User.find_all().count()
 
-    # Qdrant
-    if qdrant_client:
-        try:
-            info = await qdrant_client.get_collection(get_qdrant_collection_name())
-            s.memories = info.points_count
-        except Exception:
-            pass
-
-    # Neo4j
-    if neo4j_driver:
-        try:
-            with neo4j_driver.session() as session:
-                r = session.run("MATCH (n) RETURN count(n) AS c").single()
-                s.neo4j_nodes = r["c"] if r else 0
-                r = session.run("MATCH ()-[r]->() RETURN count(r) AS c").single()
-                s.neo4j_relationships = r["c"] if r else 0
-                r = session.run("MATCH (p:Promise) RETURN count(p) AS c").single()
-                s.neo4j_promises = r["c"] if r else 0
-        except Exception:
-            pass
-
     # Redis
     try:
         for qname in ("transcription", "memory", "audio", "default"):
@@ -176,8 +184,10 @@ async def gather_stats(
     # LangFuse prompts
     if langfuse_client:
         try:
-            prompts_response = langfuse_client.prompts.list(limit=100)
-            s.langfuse_prompts = len(prompts_response.data) if hasattr(prompts_response, "data") else 0
+            prompts_response = langfuse_client.api.prompts.list(limit=100)
+            s.langfuse_prompts = (
+                len(prompts_response.data) if hasattr(prompts_response, "data") else 0
+            )
         except Exception:
             pass
 
@@ -186,6 +196,9 @@ async def gather_stats(
     if wav_dir.exists():
         s.legacy_wav = len(list(wav_dir.glob("*.wav")))
 
+    # Vault (per-user markdown)
+    s.vault_files = _count_vault_files()
+
     return s
 
 
@@ -205,26 +218,53 @@ def render_stats_table(stats: Stats, title: str = "Current State") -> Table:
     def row(label, value, style="white"):
         table.add_row(label, f"[{style}]{value}[/{style}]")
 
-    row("Conversations", str(stats.conversations), "green" if stats.conversations else "dim")
+    row(
+        "Conversations",
+        str(stats.conversations),
+        "green" if stats.conversations else "dim",
+    )
     row(
         "  with transcripts",
         str(stats.conversations_with_transcript),
         "green" if stats.conversations_with_transcript else "dim",
     )
-    row("Audio Chunks", str(stats.audio_chunks), "green" if stats.audio_chunks else "dim")
+    row(
+        "Audio Chunks",
+        str(stats.audio_chunks),
+        "green" if stats.audio_chunks else "dim",
+    )
     row("Waveforms", str(stats.waveforms), "dim")
     row("Chat Sessions", str(stats.chat_sessions), "dim")
     row("Chat Messages", str(stats.chat_messages), "dim")
     row("Annotations", str(stats.annotations), "green" if stats.annotations else "dim")
     table.add_section()
-    row("Memories (Qdrant)", str(stats.memories), "yellow" if stats.memories else "dim")
-    row("Neo4j Nodes", str(stats.neo4j_nodes), "dim")
-    row("Neo4j Relationships", str(stats.neo4j_relationships), "dim")
-    row("LangFuse Prompts", str(stats.langfuse_prompts), "yellow" if stats.langfuse_prompts else "dim")
+    row(
+        "LangFuse Prompts",
+        str(stats.langfuse_prompts),
+        "yellow" if stats.langfuse_prompts else "dim",
+    )
+    """table.add_section()       #then 
+    row("Redis Jobs", str(stats.redis_jobs), "dim")
+    row("Legacy WAV Files", str(stats.legacy_wav), "dim")
+    row("Vault Files", str(stats.vault_files), "green" if stats.vault_files else "dim")
+    table.add_section()
+    row("Users", str(stats.users), "cyan")
+
+    return table"""
+    #now
     table.add_section()
     row("Redis Jobs", str(stats.redis_jobs), "dim")
     row("Legacy WAV Files", str(stats.legacy_wav), "dim")
+    row("Vault Files", str(stats.vault_files), "green" if stats.vault_files else "dim")
     table.add_section()
+    
+    # ----------------------------------------------------
+    # Custom Extension: Disk Storage Metric
+    # Added by Omer Said Bayhan (https://github.com/omer-said-bayhan)
+    # ----------------------------------------------------
+    disk_free = shutil.disk_usage(DATA_DIR).free if DATA_DIR.exists() else 0
+    row("Available Disk Space", _human_size(disk_free), "bold cyan")
+
     row("Users", str(stats.users), "cyan")
 
     return table
@@ -234,6 +274,7 @@ def row(label, value, style="white"):
 # Backup
 # ---------------------------------------------------------------------------
 
+
 class BackupResult:
     """Track which backup exports succeeded or failed."""
 
@@ -241,10 +282,22 @@ def __init__(self):
         self.exports: dict[str, dict] = {}  # name -> {ok, path, size, sha256, error}
 
     def record(self, name: str, path: Optional[Path], ok: bool, error: str = ""):
-        entry = {"ok": ok, "error": error, "path": str(path) if path else None, "size": 0, "sha256": ""}
+        entry = {
+            "ok": ok,
+            "error": error,
+            "path": str(path) if path else None,
+            "size": 0,
+            "sha256": "",
+        }
         if ok and path and path.exists():
-            entry["size"] = path.stat().st_size
-            entry["sha256"] = _file_sha256(path)
+            if path.is_dir():
+                # Directory export (e.g. audio WAVs): total size, no checksum
+                entry["size"] = sum(
+                    f.stat().st_size for f in path.rglob("*") if f.is_file()
+                )
+            else:
+                entry["size"] = path.stat().st_size
+                entry["sha256"] = _file_sha256(path)
         self.exports[name] = entry
 
     @property
@@ -253,12 +306,18 @@ def all_ok(self) -> bool:
 
     @property
     def critical_ok(self) -> bool:
-        """conversations, audio_metadata, and annotations are critical."""
-        critical = ("conversations", "audio_metadata", "annotations")
-        return all(self.exports.get(n, {}).get("ok", False) for n in critical if n in self.exports)
+        """conversations, audio_metadata, annotations, and vault are critical."""
+        critical = ("conversations", "audio_metadata", "annotations", "vault")
+        return all(
+            self.exports.get(n, {}).get("ok", False)
+            for n in critical
+            if n in self.exports
+        )
 
     def render_table(self) -> Table:
-        table = Table(title="Backup Verification", border_style="dim", title_style="bold white")
+        table = Table(
+            title="Backup Verification", border_style="dim", title_style="bold white"
+        )
         table.add_column("Export", style="white", min_width=24)
         table.add_column("Status", justify="center", min_width=8)
         table.add_column("Size", justify="right", min_width=10)
@@ -285,18 +344,24 @@ def total_size(self) -> int:
 class BackupManager:
     """Export data to a timestamped backup directory."""
 
-    def __init__(self, backup_dir: str, export_audio: bool, mongo_db: Any, neo4j_driver: Any = None, langfuse_client: Any = None):
+    def __init__(
+        self,
+        backup_dir: str,
+        export_audio: bool,
+        mongo_db: Any,
+        langfuse_client: Any = None,
+        skip_existing_audio: bool = False,
+    ):
         self.backup_dir = Path(backup_dir)
         self.export_audio = export_audio
+        self.skip_existing_audio = skip_existing_audio
         self.mongo_db = mongo_db
-        self.neo4j_driver = neo4j_driver
         self.langfuse_client = langfuse_client
         self.timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         self.backup_path = self.backup_dir / f"backup_{self.timestamp}"
 
     async def run(
         self,
-        qdrant_client: Optional[AsyncQdrantClient],
         stats: Stats,
     ) -> BackupResult:
         """Run all backup exports, return a BackupResult for verification."""
@@ -317,17 +382,12 @@ async def run(
                 ("chat_sessions", self._export_chat_sessions),
                 ("chat_messages", self._export_chat_messages),
                 ("annotations", self._export_annotations),
+                ("vault", self._export_vault),
             ]
 
             if self.export_audio:
                 steps.append(("audio_wav", self._export_audio_wav))
 
-            if qdrant_client:
-                steps.append(("memories", lambda r: self._export_memories(qdrant_client, r)))
-
-            if self.neo4j_driver:
-                steps.append(("neo4j_graph", self._export_neo4j))
-
             if self.langfuse_client:
                 steps.append(("langfuse_prompts", self._export_langfuse_prompts))
 
@@ -336,7 +396,8 @@ async def run(
             for name, func in steps:
                 progress.update(task, description=f"Exporting {name}...")
                 try:
-                    path = await func(result) if asyncio.iscoroutinefunction(func) else func(result)
+                    ret = func(result)
+                    path = await ret if asyncio.iscoroutine(ret) else ret
                     if not result.exports.get(name):
                         # func didn't record itself - record success
                         result.record(name, path, True)
@@ -357,7 +418,7 @@ async def run(
                 "conversations_with_transcript": stats.conversations_with_transcript,
                 "audio_chunks": stats.audio_chunks,
                 "annotations": stats.annotations,
-                "memories": stats.memories,
+                "vault_files": stats.vault_files,
                 "langfuse_prompts": stats.langfuse_prompts,
                 "users": stats.users,
             },
@@ -384,19 +445,21 @@ async def _export_audio_metadata(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for chunk in cursor:
-            data.append({
-                "conversation_id": chunk.get("conversation_id"),
-                "chunk_index": chunk.get("chunk_index"),
-                "start_time": chunk.get("start_time"),
-                "end_time": chunk.get("end_time"),
-                "duration": chunk.get("duration"),
-                "original_size": chunk.get("original_size"),
-                "compressed_size": chunk.get("compressed_size"),
-                "sample_rate": chunk.get("sample_rate", 16000),
-                "channels": chunk.get("channels", 1),
-                "has_speech": chunk.get("has_speech"),
-                "created_at": str(chunk.get("created_at", "")),
-            })
+            data.append(
+                {
+                    "conversation_id": chunk.get("conversation_id"),
+                    "chunk_index": chunk.get("chunk_index"),
+                    "start_time": chunk.get("start_time"),
+                    "end_time": chunk.get("end_time"),
+                    "duration": chunk.get("duration"),
+                    "original_size": chunk.get("original_size"),
+                    "compressed_size": chunk.get("compressed_size"),
+                    "sample_rate": chunk.get("sample_rate", 16000),
+                    "channels": chunk.get("channels", 1),
+                    "has_speech": chunk.get("has_speech"),
+                    "created_at": str(chunk.get("created_at", "")),
+                }
+            )
         path = self.backup_path / "audio_chunks_metadata.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -417,14 +480,16 @@ async def _export_chat_sessions(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for session in cursor:
-            data.append({
-                "session_id": session.get("session_id"),
-                "user_id": session.get("user_id"),
-                "title": session.get("title"),
-                "created_at": str(session.get("created_at", "")),
-                "updated_at": str(session.get("updated_at", "")),
-                "metadata": session.get("metadata", {}),
-            })
+            data.append(
+                {
+                    "session_id": session.get("session_id"),
+                    "user_id": session.get("user_id"),
+                    "title": session.get("title"),
+                    "created_at": str(session.get("created_at", "")),
+                    "updated_at": str(session.get("updated_at", "")),
+                    "metadata": session.get("metadata", {}),
+                }
+            )
         path = self.backup_path / "chat_sessions.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -436,16 +501,18 @@ async def _export_chat_messages(self, result: BackupResult) -> Path:
         cursor = collection.find({})
         data = []
         async for msg in cursor:
-            data.append({
-                "message_id": msg.get("message_id"),
-                "session_id": msg.get("session_id"),
-                "user_id": msg.get("user_id"),
-                "role": msg.get("role"),
-                "content": msg.get("content"),
-                "timestamp": str(msg.get("timestamp", "")),
-                "memories_used": msg.get("memories_used", []),
-                "metadata": msg.get("metadata", {}),
-            })
+            data.append(
+                {
+                    "message_id": msg.get("message_id"),
+                    "session_id": msg.get("session_id"),
+                    "user_id": msg.get("user_id"),
+                    "role": msg.get("role"),
+                    "content": msg.get("content"),
+                    "timestamp": str(msg.get("timestamp", "")),
+                    "memories_used": msg.get("memories_used", []),
+                    "metadata": msg.get("metadata", {}),
+                }
+            )
         path = self.backup_path / "chat_messages.json"
         with open(path, "w") as f:
             json.dump(data, f, indent=2, default=str)
@@ -461,6 +528,27 @@ async def _export_annotations(self, result: BackupResult) -> Path:
         result.record("annotations", path, True)
         return path
 
+    def _export_vault(self, result: BackupResult) -> Path:
+        """Tar per-user markdown vaults (conversation_docs + memory_md)."""
+        path = self.backup_path / "vault.tar.gz"
+        with tarfile.open(path, "w:gz") as tar:
+            for vault in _iter_user_vaults():
+                tar.add(vault, arcname=str(vault.relative_to(DATA_DIR)))
+        result.record("vault", path, True)
+        return path
+
+    def _find_previously_exported_audio(self) -> set[str]:
+        """Conversation IDs whose audio already exists in a prior backup dir."""
+        existing: set[str] = set()
+        for conv_dir in self.backup_dir.glob("backup_*/audio/*"):
+            if (
+                conv_dir.is_dir()
+                and conv_dir.parent.parent != self.backup_path
+                and any(conv_dir.glob("*.wav"))
+            ):
+                existing.add(conv_dir.name)
+        return existing
+
     async def _export_audio_wav(self, result: BackupResult) -> Optional[Path]:
         """Export audio WAV files for conversations that have transcripts."""
         # Only export audio for conversations with actual transcripts
@@ -472,142 +560,106 @@ async def _export_audio_wav(self, result: BackupResult) -> Optional[Path]:
             result.record("audio_wav", None, True)
             return None
 
+        skip_ids: set[str] = set()
+        if self.skip_existing_audio:
+            skip_ids = self._find_previously_exported_audio()
+
         audio_dir = self.backup_path / "audio"
         audio_dir.mkdir(parents=True, exist_ok=True)
         exported = 0
+        skipped = 0
         failed = 0
 
         for conv in conversations:
+            if conv.conversation_id in skip_ids:
+                skipped += 1
+                continue
             try:
-                ok = await self._export_conversation_audio(conv.conversation_id, audio_dir)
+                ok = await self._export_conversation_audio(
+                    conv.conversation_id, audio_dir
+                )
                 if ok:
                     exported += 1
             except Exception as e:
                 logger.warning(f"Audio export failed for {conv.conversation_id}: {e}")
                 failed += 1
 
-        ok = exported > 0 or (len(conversations) == 0)
-        error = f"{failed} failed" if failed else ""
-        result.record("audio_wav", audio_dir, ok, error)
+        ok = exported > 0 or skipped > 0 or (len(conversations) == 0)
+        notes = []
+        if skipped:
+            notes.append(f"{skipped} skipped (in prior backups)")
+        if failed:
+            notes.append(f"{failed} failed")
+        result.record("audio_wav", audio_dir, ok, ", ".join(notes))
         return audio_dir
 
-    async def _export_conversation_audio(self, conversation_id: str, audio_dir: Path) -> bool:
-        """Decode Opus chunks to WAV for a single conversation. Returns True if audio was exported."""
-        chunks = await AudioChunkDocument.find(
-            AudioChunkDocument.conversation_id == conversation_id
-        ).sort("+chunk_index").to_list()
-
-        if not chunks:
-            return False
-
-        conv_dir = audio_dir / conversation_id
-        conv_dir.mkdir(parents=True, exist_ok=True)
-
-        sample_rate = chunks[0].sample_rate
-        channels = chunks[0].channels
-
-        # Try opuslib, fall back gracefully
-        try:
-            import opuslib
-
-            decoder = opuslib.Decoder(sample_rate, channels)
-            pcm_parts = []
-            for chunk in chunks:
-                frame_size = int(sample_rate * chunk.duration / channels)
-                decoded = decoder.decode(bytes(chunk.audio_data), frame_size)
-                pcm_parts.append(decoded)
-        except ImportError:
-            logger.warning("opuslib not available, skipping audio export")
-            return False
-        except Exception as e:
-            logger.warning(f"Opus decode error for {conversation_id}: {e}")
-            return False
-
-        all_pcm = b"".join(pcm_parts)
-        samples = struct.unpack(f"<{len(all_pcm) // 2}h", all_pcm)
-
-        # Split into 1-minute WAV files
-        samples_per_minute = sample_rate * 60 * channels
-        import wave
+    async def _export_conversation_audio(
+        self, conversation_id: str, audio_dir: Path
+    ) -> bool:
+        """Decode Opus chunks to 1-minute WAV files for a single conversation.
 
+        Streams chunk-by-chunk so memory stays bounded (one opus chunk plus at
+        most one minute of PCM), even for multi-hour conversations.
+        Returns True if audio was exported.
+        """
+        cursor = AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conversation_id
+        ).sort("+chunk_index")
+
+        final_dir = audio_dir / conversation_id
+        # Write into a temp dir and rename on completion, so an interrupted
+        # export never leaves a partial dir that --skip-existing-audio would skip
+        conv_dir = audio_dir / f"{conversation_id}.partial"
+        sample_rate = None
+        channels = None
+        bytes_per_minute = 0
+        pcm_buffer = bytearray()
         chunk_num = 1
-        for start in range(0, len(samples), samples_per_minute):
+
+        def _write_segment(segment_pcm: bytes):
+            nonlocal chunk_num
             wav_path = conv_dir / f"chunk_{chunk_num:03d}.wav"
-            segment = samples[start : start + samples_per_minute]
             with wave.open(str(wav_path), "wb") as wf:
                 wf.setnchannels(channels)
                 wf.setsampwidth(2)
                 wf.setframerate(sample_rate)
-                wf.writeframes(struct.pack(f"<{len(segment)}h", *segment))
+                wf.writeframes(segment_pcm)
             chunk_num += 1
 
-        return True
-
-    async def _export_memories(self, qdrant_client: AsyncQdrantClient, result: BackupResult) -> Path:
-        collection_name = get_qdrant_collection_name()
-        collections = await qdrant_client.get_collections()
-        exists = any(c.name == collection_name for c in collections.collections)
-
-        path = self.backup_path / "memories.json"
-        if not exists:
-            with open(path, "w") as f:
-                json.dump([], f)
-            result.record("memories", path, True)
-            return path
-
-        data = []
-        offset = None
-        while True:
-            points, next_offset = await qdrant_client.scroll(
-                collection_name=collection_name,
-                limit=100,
-                offset=offset,
-                with_payload=True,
-                with_vectors=True,
-            )
-            if not points:
-                break
-            for pt in points:
-                data.append({"id": str(pt.id), "vector": pt.vector, "payload": pt.payload})
-            if next_offset is None:
-                break
-            offset = next_offset
+        async for chunk in cursor:
+            if sample_rate is None:
+                sample_rate = chunk.sample_rate
+                channels = chunk.channels
+                bytes_per_minute = (
+                    sample_rate * channels * 2 * 60
+                )  # 16-bit = 2 bytes per sample
+                conv_dir.mkdir(parents=True, exist_ok=True)
+            try:
+                pcm_data = await decode_opus_to_pcm(
+                    opus_data=bytes(chunk.audio_data),
+                    sample_rate=sample_rate,
+                    channels=channels,
+                )
+                pcm_buffer.extend(pcm_data)
+            except Exception as e:
+                logger.warning(
+                    f"Opus decode error for {conversation_id} chunk {chunk.chunk_index}: {e}"
+                )
+                continue
 
-        with open(path, "w") as f:
-            json.dump(data, f, indent=2)
-        result.record("memories", path, True)
-        return path
+            while len(pcm_buffer) >= bytes_per_minute:
+                _write_segment(bytes(pcm_buffer[:bytes_per_minute]))
+                del pcm_buffer[:bytes_per_minute]
 
-    def _export_neo4j(self, result: BackupResult) -> Path:
-        path = self.backup_path / "neo4j_graph.json"
-        try:
-            with self.neo4j_driver.session() as session:
-                nodes_data = []
-                for record in session.run("MATCH (n) RETURN n, labels(n) AS labels, elementId(n) AS eid"):
-                    node = dict(record["n"])
-                    node["_labels"] = record["labels"]
-                    node["_element_id"] = record["eid"]
-                    nodes_data.append(node)
-
-                rels_data = []
-                for record in session.run(
-                    "MATCH (a)-[r]->(b) RETURN elementId(a) AS src, type(r) AS rel_type, "
-                    "properties(r) AS props, elementId(b) AS dst"
-                ):
-                    rels_data.append({
-                        "source": record["src"],
-                        "type": record["rel_type"],
-                        "properties": dict(record["props"]) if record["props"] else {},
-                        "target": record["dst"],
-                    })
-
-            with open(path, "w") as f:
-                json.dump({"nodes": nodes_data, "relationships": rels_data}, f, indent=2, default=str)
-            result.record("neo4j_graph", path, True)
-        except Exception as e:
-            result.record("neo4j_graph", None, False, str(e))
+        if pcm_buffer:
+            _write_segment(bytes(pcm_buffer))
 
-        return path
+        if chunk_num > 1:
+            conv_dir.rename(final_dir)
+            return True
+        if conv_dir.exists():
+            conv_dir.rmdir()
+        return False
 
     def _export_langfuse_prompts(self, result: BackupResult) -> Path:
         """Export all LangFuse prompts (production versions) including admin edits."""
@@ -617,7 +669,7 @@ def _export_langfuse_prompts(self, result: BackupResult) -> Path:
         try:
             # Discover all prompt names via list API
             prompt_names = []
-            prompts_response = self.langfuse_client.prompts.list(limit=100)
+            prompts_response = self.langfuse_client.api.prompts.list(limit=100)
             if hasattr(prompts_response, "data"):
                 for p in prompts_response.data:
                     prompt_names.append(p.name)
@@ -654,6 +706,7 @@ def _export_langfuse_prompts(self, result: BackupResult) -> Path:
 # Cleanup
 # ---------------------------------------------------------------------------
 
+
 class CleanupManager:
     """Delete data across all services."""
 
@@ -661,28 +714,21 @@ def __init__(
         self,
         mongo_db: Any,
         redis_conn: Any,
-        qdrant_client: Optional[AsyncQdrantClient],
         include_wav: bool,
         delete_users: bool,
-        neo4j_driver: Any = None,
     ):
         self.mongo_db = mongo_db
         self.redis_conn = redis_conn
-        self.qdrant_client = qdrant_client
         self.include_wav = include_wav
         self.delete_users = delete_users
-        self.neo4j_driver = neo4j_driver
 
     async def run(self, stats: Stats) -> bool:
         """Perform cleanup with progress display."""
         steps = [
             ("MongoDB collections", self._cleanup_mongodb),
         ]
-        if self.qdrant_client:
-            steps.append(("Qdrant memories", self._cleanup_qdrant))
-        if self.neo4j_driver:
-            steps.append(("Neo4j graph", self._cleanup_neo4j))
         steps.append(("Redis queues", self._cleanup_redis))
+        steps.append(("Vault markdown", self._cleanup_vault))
         if self.include_wav:
             steps.append(("Legacy WAV files", self._cleanup_legacy_wav))
 
@@ -719,25 +765,6 @@ async def _cleanup_mongodb(self, stats: Stats):
         if self.delete_users:
             await User.find_all().delete()
 
-    async def _cleanup_qdrant(self, stats: Stats):
-        collection_name = get_qdrant_collection_name()
-        collections = await self.qdrant_client.get_collections()
-        exists = any(c.name == collection_name for c in collections.collections)
-        if not exists:
-            return
-        await self.qdrant_client.delete_collection(collection_name)
-        await self.qdrant_client.create_collection(
-            collection_name=collection_name,
-            vectors_config=VectorParams(size=1536, distance=Distance.COSINE),
-        )
-
-    def _cleanup_neo4j(self, stats: Stats):
-        try:
-            with self.neo4j_driver.session() as session:
-                session.run("MATCH (n) DETACH DELETE n")
-        except Exception as e:
-            logger.warning(f"Neo4j cleanup failed: {e}")
-
     def _cleanup_redis(self, stats: Stats):
         for qname in ("transcription", "memory", "audio", "default"):
             try:
@@ -756,6 +783,21 @@ def _cleanup_redis(self, stats: Stats):
             except Exception as e:
                 logger.warning(f"Redis queue {qname} cleanup failed: {e}")
 
+    def _cleanup_vault(self, stats: Stats):
+        """Clear per-user vault contents, preserving Syncthing markers.
+
+        Keeping .stfolder/.stignore keeps the Syncthing pairing intact;
+        the deletions propagate to paired remote vaults (e.g. Obsidian).
+        """
+        for vault in _iter_user_vaults():
+            for entry in vault.iterdir():
+                if entry.name in _SYNCTHING_MARKERS:
+                    continue
+                if entry.is_dir():
+                    shutil.rmtree(entry)
+                else:
+                    entry.unlink()
+
     def _cleanup_legacy_wav(self, stats: Stats):
         wav_dir = Path("/app/data/audio_chunks")
         if not wav_dir.exists():
@@ -768,8 +810,9 @@ def _cleanup_legacy_wav(self, stats: Stats):
 # Connection setup
 # ---------------------------------------------------------------------------
 
+
 async def connect_services():
-    """Initialize all service connections. Returns (mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)."""
+    """Initialize all service connections. Returns (mongo_db, redis_conn, langfuse_client)."""
     # MongoDB
     mongodb_uri = os.getenv("MONGODB_URI", "mongodb://mongo:27017")
     mongodb_database = os.getenv("MONGODB_DATABASE", "chronicle")
@@ -777,36 +820,19 @@ async def connect_services():
     mongo_db = mongo_client[mongodb_database]
     await init_beanie(
         database=mongo_db,
-        document_models=[Conversation, AudioChunkDocument, WaveformData, User, Annotation],
+        document_models=[
+            Conversation,
+            AudioChunkDocument,
+            WaveformData,
+            User,
+            Annotation,
+        ],
     )
 
     # Redis
     redis_url = os.getenv("REDIS_URL", "redis://redis:6379/0")
     redis_conn = redis.from_url(redis_url)
 
-    # Qdrant
-    qdrant_client = None
-    try:
-        qdrant_host = os.getenv("QDRANT_BASE_URL", "qdrant")
-        qdrant_port = int(os.getenv("QDRANT_PORT", "6333"))
-        qdrant_client = AsyncQdrantClient(host=qdrant_host, port=qdrant_port)
-    except Exception:
-        pass
-
-    # Neo4j
-    neo4j_driver = None
-    neo4j_host = os.getenv("NEO4J_HOST")
-    if neo4j_host:
-        try:
-            neo4j_user = os.getenv("NEO4J_USER", "neo4j")
-            neo4j_password = os.getenv("NEO4J_PASSWORD", "password")
-            neo4j_driver = GraphDatabase.driver(
-                f"bolt://{neo4j_host}:7687", auth=(neo4j_user, neo4j_password)
-            )
-            neo4j_driver.verify_connectivity()
-        except Exception:
-            neo4j_driver = None
-
     # LangFuse
     langfuse_client = None
     langfuse_host = os.getenv("LANGFUSE_HOST")
@@ -820,13 +846,14 @@ async def connect_services():
         except Exception:
             langfuse_client = None
 
-    return mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client
+    return mongo_db, redis_conn, langfuse_client
 
 
 # ---------------------------------------------------------------------------
 # Display helpers
 # ---------------------------------------------------------------------------
 
+
 def print_header():
     console.print()
     console.print(
@@ -841,11 +868,19 @@ def print_header():
 
 def print_dry_run(stats: Stats, args):
     console.print()
-    console.print(Panel("[bold yellow]DRY-RUN MODE[/bold yellow] - no changes will be made", border_style="yellow"))
+    console.print(
+        Panel(
+            "[bold yellow]DRY-RUN MODE[/bold yellow] - no changes will be made",
+            border_style="yellow",
+        )
+    )
     console.print()
 
     if args.backup or args.backup_only:
-        console.print("[cyan]Would create backup at:[/cyan]", str(Path(args.backup_dir) / f"backup_..."))
+        console.print(
+            "[cyan]Would create backup at:[/cyan]",
+            str(Path(args.backup_dir) / f"backup_..."),
+        )
         if args.export_audio:
             audio_note = f"(from {stats.conversations_with_transcript} conversations with transcripts)"
             console.print(f"[cyan]Would export audio WAV files[/cyan] {audio_note}")
@@ -862,11 +897,8 @@ def print_dry_run(stats: Stats, args):
         table.add_row("Chat Sessions", str(stats.chat_sessions))
         table.add_row("Chat Messages", str(stats.chat_messages))
         table.add_row("Annotations", str(stats.annotations))
-        table.add_row("Memories (Qdrant)", str(stats.memories))
-        if stats.neo4j_nodes:
-            table.add_row("Neo4j Nodes", str(stats.neo4j_nodes))
-            table.add_row("Neo4j Relationships", str(stats.neo4j_relationships))
         table.add_row("Redis Jobs", str(stats.redis_jobs))
+        table.add_row("Vault Files", str(stats.vault_files))
         if args.include_wav:
             table.add_row("Legacy WAV Files", str(stats.legacy_wav))
         if args.delete_users:
@@ -887,18 +919,26 @@ def print_confirmation(stats: Stats, args) -> bool:
     console.print()
 
     if args.backup or args.backup_only:
-        console.print(Panel(
-            f"[green]Backup will be created at:[/green] {args.backup_dir}\n"
-            + ("[green]Audio WAV export included[/green]" if args.export_audio else "[dim]Audio WAV export: off[/dim]"),
-            title="Backup",
-            border_style="green",
-        ))
+        console.print(
+            Panel(
+                f"[green]Backup will be created at:[/green] {args.backup_dir}\n"
+                + (
+                    "[green]Audio WAV export included[/green]"
+                    if args.export_audio
+                    else "[dim]Audio WAV export: off[/dim]"
+                ),
+                title="Backup",
+                border_style="green",
+            )
+        )
     elif not args.backup_only:
-        console.print(Panel(
-            "[bold red]No backup will be created![/bold red]\nData will be permanently lost.",
-            title="Warning",
-            border_style="red",
-        ))
+        console.print(
+            Panel(
+                "[bold red]No backup will be created![/bold red]\nData will be permanently lost.",
+                title="Warning",
+                border_style="red",
+            )
+        )
 
     if not args.backup_only:
         items = [
@@ -908,21 +948,23 @@ def print_confirmation(stats: Stats, args) -> bool:
             f"  {stats.chat_sessions} chat sessions",
             f"  {stats.chat_messages} chat messages",
             f"  {stats.annotations} annotations",
-            f"  {stats.memories} memories",
         ]
-        if stats.neo4j_nodes:
-            items.append(f"  {stats.neo4j_nodes} Neo4j nodes + {stats.neo4j_relationships} relationships")
         items.append(f"  {stats.redis_jobs} Redis jobs")
+        items.append(
+            f"  {stats.vault_files} vault files (deletions sync to paired Obsidian vaults)"
+        )
         if args.include_wav:
             items.append(f"  {stats.legacy_wav} legacy WAV files")
         if args.delete_users:
             items.append(f"  [bold red]{stats.users} users (DANGEROUS)[/bold red]")
 
-        console.print(Panel(
-            "\n".join(items),
-            title="[bold red]Will Delete[/bold red]",
-            border_style="red",
-        ))
+        console.print(
+            Panel(
+                "\n".join(items),
+                title="[bold red]Will Delete[/bold red]",
+                border_style="red",
+            )
+        )
 
     console.print()
     return Confirm.ask("[bold]Proceed?[/bold]", default=False)
@@ -932,6 +974,7 @@ def print_confirmation(stats: Stats, args) -> bool:
 # Main
 # ---------------------------------------------------------------------------
 
+
 async def main():
     parser = argparse.ArgumentParser(
         description="Chronicle Cleanup & Backup Tool",
@@ -947,14 +990,42 @@ async def main():
         """,
     )
 
-    parser.add_argument("--backup", action="store_true", help="Create backup before cleaning")
-    parser.add_argument("--backup-only", action="store_true", help="Create backup WITHOUT cleaning (safe)")
-    parser.add_argument("--export-audio", action="store_true", help="Include audio WAV export in backup (conversations with transcripts only)")
-    parser.add_argument("--include-wav", action="store_true", help="Include legacy WAV file cleanup")
-    parser.add_argument("--dry-run", action="store_true", help="Preview without making changes")
+    parser.add_argument(
+        "--backup", action="store_true", help="Create backup before cleaning"
+    )
+    parser.add_argument(
+        "--backup-only",
+        action="store_true",
+        help="Create backup WITHOUT cleaning (safe)",
+    )
+    parser.add_argument(
+        "--export-audio",
+        action="store_true",
+        help="Include audio WAV export in backup (conversations with transcripts only)",
+    )
+    parser.add_argument(
+        "--skip-existing-audio",
+        action="store_true",
+        help="Skip audio export for conversations already present in prior backups",
+    )
+    parser.add_argument(
+        "--include-wav", action="store_true", help="Include legacy WAV file cleanup"
+    )
+    parser.add_argument(
+        "--dry-run", action="store_true", help="Preview without making changes"
+    )
     parser.add_argument("--force", action="store_true", help="Skip confirmation prompt")
-    parser.add_argument("--backup-dir", type=str, default="/app/data/backups", help="Backup directory (default: /app/data/backups)")
-    parser.add_argument("--delete-users", action="store_true", help="DANGEROUS: Also delete user accounts")
+    parser.add_argument(
+        "--backup-dir",
+        type=str,
+        default="/app/data/backups",
+        help="Backup directory (default: /app/data/backups)",
+    )
+    parser.add_argument(
+        "--delete-users",
+        action="store_true",
+        help="DANGEROUS: Also delete user accounts",
+    )
 
     args = parser.parse_args()
 
@@ -968,11 +1039,11 @@ async def main():
 
     # Connect
     with console.status("[bold cyan]Connecting to services...", spinner="dots"):
-        mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client = await connect_services()
+        mongo_db, redis_conn, langfuse_client = await connect_services()
 
     # Gather stats
     with console.status("[bold cyan]Gathering statistics...", spinner="dots"):
-        stats = await gather_stats(mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)
+        stats = await gather_stats(mongo_db, redis_conn, langfuse_client)
 
     console.print()
     console.print(render_stats_table(stats, "Current Backend State"))
@@ -993,8 +1064,14 @@ async def main():
     do_backup = args.backup or args.backup_only
     if do_backup:
         console.print()
-        backup_mgr = BackupManager(args.backup_dir, args.export_audio, mongo_db, neo4j_driver, langfuse_client)
-        result = await backup_mgr.run(qdrant_client, stats)
+        backup_mgr = BackupManager(
+            args.backup_dir,
+            args.export_audio,
+            mongo_db,
+            langfuse_client,
+            skip_existing_audio=args.skip_existing_audio,
+        )
+        result = await backup_mgr.run(stats)
 
         console.print()
         console.print(result.render_table())
@@ -1006,44 +1083,57 @@ async def main():
 
         if not result.critical_ok:
             console.print()
-            console.print(Panel(
-                "[bold red]Critical backup exports failed![/bold red]\n"
-                "Conversations or audio metadata could not be exported.\n"
-                "Cleanup will NOT proceed to protect your data.",
-                title="Backup Verification Failed",
-                border_style="red",
-            ))
+            console.print(
+                Panel(
+                    "[bold red]Critical backup exports failed![/bold red]\n"
+                    "Conversations or audio metadata could not be exported.\n"
+                    "Cleanup will NOT proceed to protect your data.",
+                    title="Backup Verification Failed",
+                    border_style="red",
+                )
+            )
             sys.exit(1)
 
         if not result.all_ok:
             console.print()
-            console.print("[yellow]Some non-critical exports failed (see table above).[/yellow]")
+            console.print(
+                "[yellow]Some non-critical exports failed (see table above).[/yellow]"
+            )
 
     # If backup-only, we're done
     if args.backup_only:
         console.print()
-        console.print(Panel(
-            "[bold green]Backup completed successfully![/bold green]\n"
-            "No data was deleted.",
-            border_style="green",
-        ))
+        console.print(
+            Panel(
+                "[bold green]Backup completed successfully![/bold green]\n"
+                "No data was deleted.",
+                border_style="green",
+            )
+        )
         return
 
     # Cleanup
     console.print()
     cleanup_mgr = CleanupManager(
-        mongo_db, redis_conn, qdrant_client, args.include_wav, args.delete_users, neo4j_driver
+        mongo_db,
+        redis_conn,
+        args.include_wav,
+        args.delete_users,
     )
     success = await cleanup_mgr.run(stats)
 
     if not success:
-        console.print(Panel("[bold red]Cleanup encountered errors![/bold red]", border_style="red"))
+        console.print(
+            Panel(
+                "[bold red]Cleanup encountered errors![/bold red]", border_style="red"
+            )
+        )
         sys.exit(1)
 
     # Verify
     console.print()
     with console.status("[bold cyan]Verifying cleanup...", spinner="dots"):
-        final_stats = await gather_stats(mongo_db, redis_conn, qdrant_client, neo4j_driver, langfuse_client)
+        final_stats = await gather_stats(mongo_db, redis_conn, langfuse_client)
 
     console.print(render_stats_table(final_stats, "After Cleanup"))
 
@@ -1053,10 +1143,6 @@ async def main():
         msg += f"\n[green]Backup saved to:[/green] {backup_mgr.backup_path}"
     console.print(Panel(msg, border_style="green"))
 
-    # Cleanup Neo4j driver
-    if neo4j_driver:
-        neo4j_driver.close()
-
 
 if __name__ == "__main__":
     try:
diff --git a/backends/advanced/ssl/generate-ssl.sh b/backends/advanced/ssl/generate-ssl.sh
deleted file mode 100755
index b0fd4b3d..00000000
--- a/backends/advanced/ssl/generate-ssl.sh
+++ /dev/null
@@ -1,89 +0,0 @@
-#!/bin/bash
-set -e
-
-# Generate self-signed SSL certificate for Chronicle Advanced Backend
-# Supports localhost, IP addresses, and domain names
-
-SERVER_ADDRESS="$1"
-
-if [ -z "$SERVER_ADDRESS" ]; then
-    echo "Usage: $0 <ip-or-domain>"
-    echo "Example: $0 100.83.66.30"
-    echo "Example: $0 myserver.tailxxxxx.ts.net"
-    exit 1
-fi
-
-# Detect if it's an IP address or domain name
-if echo "$SERVER_ADDRESS" | grep -E '^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$' > /dev/null; then
-    IS_IP=true
-    echo "🔐 Generating SSL certificate for localhost and IP: $SERVER_ADDRESS"
-else
-    IS_IP=false
-    echo "🔐 Generating SSL certificate for localhost and domain: $SERVER_ADDRESS"
-fi
-
-# Determine the output directory - we should be in backends/advanced when running
-SSL_DIR="ssl"
-if [ -d "$SSL_DIR" ]; then
-    # We're in the parent directory
-    OUTPUT_DIR="$SSL_DIR"
-else
-    # We're already in the ssl directory
-    OUTPUT_DIR="."
-fi
-
-# Create certificate configuration with Subject Alternative Names
-cat > $OUTPUT_DIR/server.conf << EOF
-[req]
-distinguished_name = req_distinguished_name
-req_extensions = v3_req
-prompt = no
-
-[req_distinguished_name]
-C = US
-ST = CA
-L = SF
-O = Dev
-CN = localhost
-
-[v3_req]
-keyUsage = critical, digitalSignature, keyEncipherment
-extendedKeyUsage = serverAuth, clientAuth
-subjectAltName = @alt_names
-
-[alt_names]
-DNS.1 = localhost
-DNS.2 = *.localhost
-IP.1 = 127.0.0.1
-EOF
-
-# Add custom address as either IP or DNS
-if [ "$IS_IP" = true ]; then
-    echo "IP.2 = $SERVER_ADDRESS" >> $OUTPUT_DIR/server.conf
-else
-    echo "DNS.3 = $SERVER_ADDRESS" >> $OUTPUT_DIR/server.conf
-fi
-
-# Generate private key
-openssl genrsa -out $OUTPUT_DIR/server.key 2048
-
-# Generate certificate signing request
-openssl req -new -key $OUTPUT_DIR/server.key -out $OUTPUT_DIR/server.csr -config $OUTPUT_DIR/server.conf
-
-# Generate self-signed certificate
-openssl x509 -req -in $OUTPUT_DIR/server.csr -signkey $OUTPUT_DIR/server.key -out $OUTPUT_DIR/server.crt -days 365 -extensions v3_req -extfile $OUTPUT_DIR/server.conf
-
-# Clean up
-rm $OUTPUT_DIR/server.csr $OUTPUT_DIR/server.conf
-
-# Set appropriate permissions
-chmod 600 $OUTPUT_DIR/server.key
-chmod 644 $OUTPUT_DIR/server.crt
-
-echo "✅ SSL certificate generated successfully"
-echo "   - Certificate: $OUTPUT_DIR/server.crt"
-echo "   - Private key: $OUTPUT_DIR/server.key"
-echo "   - Valid for: localhost, *.localhost, 127.0.0.1, $SERVER_ADDRESS"
-echo ""
-echo "Certificate Details:"
-openssl x509 -in $OUTPUT_DIR/server.crt -text -noout | grep -A 1 "Subject Alternative Name" || echo "   (Certificate generated successfully)"
\ No newline at end of file
diff --git a/backends/advanced/start-k8s.sh b/backends/advanced/start-k8s.sh
index 847e3a6e..2274ed99 100755
--- a/backends/advanced/start-k8s.sh
+++ b/backends/advanced/start-k8s.sh
@@ -289,4 +289,4 @@ echo "⚠️  One service exited, stopping all services..."
 wait
 
 echo "🔄 All services stopped"
-exit 1
\ No newline at end of file
+exit 1
diff --git a/backends/advanced/start.sh b/backends/advanced/start.sh
index b5eaa2a0..cb679465 100755
--- a/backends/advanced/start.sh
+++ b/backends/advanced/start.sh
@@ -8,6 +8,11 @@ set -e
 
 echo "🚀 Starting Chronicle Backend..."
 
+# Use project virtualenv when available.
+if [ -f "/app/.venv/bin/activate" ]; then
+    . /app/.venv/bin/activate
+fi
+
 # Function to handle shutdown
 shutdown() {
     echo "🛑 Shutting down services..."
@@ -70,4 +75,4 @@ echo "⚠️  One service exited, stopping all services..."
 wait
 
 echo "🔄 All services stopped"
-exit 1
\ No newline at end of file
+exit 1
diff --git a/backends/advanced/tests/assets/expected_memories.json b/backends/advanced/tests/assets/expected_memories.json
index 6621c2d6..6d5e7e22 100644
--- a/backends/advanced/tests/assets/expected_memories.json
+++ b/backends/advanced/tests/assets/expected_memories.json
@@ -8,4 +8,4 @@
   "Gravity is used as a tool in glass blowing",
   "Nick did most of the turning during the demonstration",
   "The video is sponsored by Squarespace."
-]
\ No newline at end of file
+]
diff --git a/backends/advanced/tests/assets/expected_memories_tiny.json b/backends/advanced/tests/assets/expected_memories_tiny.json
index 4ab93990..8bbc6d9b 100644
--- a/backends/advanced/tests/assets/expected_memories_tiny.json
+++ b/backends/advanced/tests/assets/expected_memories_tiny.json
@@ -1,3 +1,3 @@
 [
   "Discussion about a pumpkin that will last forever"
-]
\ No newline at end of file
+]
diff --git a/backends/advanced/tests/assets/test_transcript.txt b/backends/advanced/tests/assets/test_transcript.txt
index 1a6f09ce..6055fade 100644
--- a/backends/advanced/tests/assets/test_transcript.txt
+++ b/backends/advanced/tests/assets/test_transcript.txt
@@ -60,4 +60,4 @@ all the
 time. Wow. Okay. So grab the pipe blumi behind one on top, one on bottom, keep it rotating. Set it down lightly.
 
 Rotate it
-towards yourself. To be completely honest, I don't know if it came across in video, but Nick was doing 90% of the turning.
\ No newline at end of file
+towards yourself. To be completely honest, I don't know if it came across in video, but Nick was doing 90% of the turning.
diff --git a/backends/advanced/tests/assets/test_transcript_tiny.txt b/backends/advanced/tests/assets/test_transcript_tiny.txt
index 4c126b6d..82c99758 100644
--- a/backends/advanced/tests/assets/test_transcript_tiny.txt
+++ b/backends/advanced/tests/assets/test_transcript_tiny.txt
@@ -1 +1 @@
-The pumpkin that'll last for forever. Pumpkin that'll count.
\ No newline at end of file
+The pumpkin that'll last for forever. Pumpkin that'll count.
diff --git a/backends/advanced/tests/conftest.py b/backends/advanced/tests/conftest.py
new file mode 100644
index 00000000..6abb1cc0
--- /dev/null
+++ b/backends/advanced/tests/conftest.py
@@ -0,0 +1,18 @@
+"""Shared pytest fixtures and test environment defaults.
+
+Several backend modules (notably ``advanced_omi_backend.auth``) validate that
+required secrets are configured at *import* time. In CI there is no ``.env``
+file, so importing the app during test collection would raise
+``ValueError: <VAR> is not set``. We provide deterministic test defaults here so
+collection succeeds without depending on a developer's local ``.env``.
+
+``setdefault`` is used so a real environment (CI secrets or a local ``.env``
+already exported) always wins over these placeholders.
+"""
+
+import os
+
+# Import-time required secrets (see advanced_omi_backend.auth).
+os.environ.setdefault("AUTH_SECRET_KEY", "test-auth-secret-key")
+os.environ.setdefault("ADMIN_PASSWORD", "test-admin-password")
+os.environ.setdefault("ADMIN_EMAIL", "admin@example.com")
diff --git a/backends/advanced/tests/test_annotation_export.py b/backends/advanced/tests/test_annotation_export.py
new file mode 100644
index 00000000..d2e1c43a
--- /dev/null
+++ b/backends/advanced/tests/test_annotation_export.py
@@ -0,0 +1,78 @@
+"""Unit tests for annotation-export helpers (utils/annotation_export.py)."""
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.utils.annotation_export import (
+    build_clip_record,
+    new_export_id,
+    validate_export_id,
+)
+from advanced_omi_backend.utils.transcript_slicing import slice_segments
+
+
+def _segment(start: float, end: float, text: str, speaker: str = "speaker_0"):
+    return Conversation.SpeakerSegment(start=start, end=end, text=text, speaker=speaker)
+
+
+class TestExportId:
+    def test_new_export_id_is_valid(self):
+        export_id = new_export_id()
+        assert validate_export_id(export_id)
+
+    def test_rejects_path_traversal(self):
+        assert not validate_export_id("../etc")
+        assert not validate_export_id("annotation_20260611_120000_ab12/../x")
+        assert not validate_export_id("annotation_20260611_120000_AB12")  # uppercase
+        assert not validate_export_id("other_20260611_120000_ab12")
+
+    def test_ids_are_unique(self):
+        assert new_export_id() != new_export_id()
+
+
+class TestBuildClipRecord:
+    def _record(self, segments, t0=100.0, t1=130.0, idx=2):
+        return build_clip_record(
+            conversation_id="conv-abc",
+            conversation_title="Morning chat",
+            client_id="user01-phone",
+            conversation_created_at="2026-06-11T08:00:00+00:00",
+            clip_index=idx,
+            region_start=t0,
+            region_end=t1,
+            sample_rate=16000,
+            segments=slice_segments(segments, t0, t1),
+        )
+
+    def test_basic_record(self):
+        segments = [
+            _segment(90.0, 99.0, "before the clip"),
+            _segment(101.0, 105.0, "hello there"),
+            _segment(110.0, 120.0, "how are you", speaker="speaker_1"),
+            _segment(140.0, 150.0, "after the clip"),
+        ]
+        rec = self._record(segments)
+
+        assert rec["clip_id"] == "conv-abc_002"
+        assert rec["audio_path"] == "audio/conv-abc_002.wav"
+        assert rec["source_start_seconds"] == 100.0
+        assert rec["source_end_seconds"] == 130.0
+        assert rec["duration_seconds"] == 30.0
+        # Only the two in-clip segments survive, shifted to clip-relative time.
+        assert [s["text"] for s in rec["segments"]] == ["hello there", "how are you"]
+        assert rec["segments"][0]["start"] == 1.0
+        assert rec["segments"][0]["end"] == 5.0
+        assert rec["segments"][1]["speaker"] == "speaker_1"
+        assert rec["text"] == "hello there how are you"
+        # Annotation block present and empty (the annotator's contract).
+        assert rec["annotation"] == {"text": None, "segments": None, "notes": None}
+
+    def test_clip_without_transcript(self):
+        rec = self._record([_segment(0.0, 5.0, "far away")])
+        assert rec["text"] == ""
+        assert rec["segments"] == []
+
+    def test_segment_straddling_clip_start_is_clamped(self):
+        # Midpoint (101.5) inside [100, 130) → kept, clamped to clip start.
+        rec = self._record([_segment(98.0, 105.0, "straddler")])
+        assert len(rec["segments"]) == 1
+        assert rec["segments"][0]["start"] == 0.0
+        assert rec["segments"][0]["end"] == 5.0
diff --git a/backends/advanced/tests/test_annotation_import.py b/backends/advanced/tests/test_annotation_import.py
new file mode 100644
index 00000000..1a975172
--- /dev/null
+++ b/backends/advanced/tests/test_annotation_import.py
@@ -0,0 +1,107 @@
+"""Regression tests for annotation-dataset ZIP import."""
+
+import io
+import json
+import zipfile
+
+import pytest
+
+from advanced_omi_backend.utils.annotation_import import (
+    AnnotationDatasetError,
+    parse_annotation_dataset,
+)
+
+
+def _dataset_zip(
+    record: dict, *, export_id: str = "annotation_20260628_180119_adaf"
+) -> bytes:
+    buffer = io.BytesIO()
+    with zipfile.ZipFile(buffer, "w") as archive:
+        archive.writestr(
+            "export.json",
+            json.dumps({"export_id": export_id, "schema_version": 1}),
+        )
+        archive.writestr("manifest.jsonl", json.dumps(record) + "\n")
+        archive.writestr(record["audio_path"], b"RIFF-test-wav")
+    return buffer.getvalue()
+
+
+def _record() -> dict:
+    return {
+        "clip_id": "conv-abc_000",
+        "audio_path": "audio/conv-abc_000.wav",
+        "conversation_id": "conv-abc",
+        "conversation_title": "Morning chat",
+        "client_id": "user01-phone",
+        "duration_seconds": 12.5,
+        "sample_rate": 16000,
+        "text": "machine transcript",
+        "segments": [
+            {
+                "start": 0.2,
+                "end": 3.0,
+                "speaker": "speaker_0",
+                "identified_as": None,
+                "text": "machine transcript",
+            }
+        ],
+        "annotation": {
+            "text": "human transcript",
+            "segments": [
+                {
+                    "start": 0.2,
+                    "end": 3.0,
+                    "speaker": "ankush",
+                    "identified_as": "ankush",
+                    "text": "human transcript",
+                }
+            ],
+            "notes": "checked",
+        },
+    }
+
+
+def test_parse_export_uses_human_annotation_as_active_transcript():
+    dataset = parse_annotation_dataset(_dataset_zip(_record()))
+
+    assert dataset.dataset_id == "annotation_20260628_180119_adaf"
+    assert len(dataset.clips) == 1
+    clip = dataset.clips[0]
+    assert clip.transcript == "human transcript"
+    assert clip.transcript_source == "human_annotation"
+    assert clip.segments[0]["speaker"] == "ankush"
+    assert clip.audio_bytes == b"RIFF-test-wav"
+
+
+def test_parse_existing_export_without_schema_version():
+    record = _record()
+    buffer = io.BytesIO()
+    with zipfile.ZipFile(buffer, "w") as archive:
+        archive.writestr(
+            "export.json",
+            json.dumps({"export_id": "annotation_20260628_180119_adaf"}),
+        )
+        archive.writestr("manifest.jsonl", json.dumps(record))
+        archive.writestr(record["audio_path"], b"RIFF-test-wav")
+
+    dataset = parse_annotation_dataset(buffer.getvalue())
+
+    assert dataset.schema_version == 1
+
+
+def test_parse_rejects_audio_path_traversal():
+    record = _record()
+    record["audio_path"] = "../outside.wav"
+
+    with pytest.raises(AnnotationDatasetError, match="Unsafe"):
+        parse_annotation_dataset(_dataset_zip(record))
+
+
+def test_parse_rejects_manifest_without_audio():
+    record = _record()
+    buffer = io.BytesIO()
+    with zipfile.ZipFile(buffer, "w") as archive:
+        archive.writestr("manifest.jsonl", json.dumps(record))
+
+    with pytest.raises(AnnotationDatasetError, match="missing audio"):
+        parse_annotation_dataset(buffer.getvalue())
diff --git a/backends/advanced/tests/test_audio_durability.py b/backends/advanced/tests/test_audio_durability.py
new file mode 100644
index 00000000..1aaff1da
--- /dev/null
+++ b/backends/advanced/tests/test_audio_durability.py
@@ -0,0 +1,601 @@
+"""Durability invariants from Redis acceptance through Mongo persistence."""
+
+import time
+from types import SimpleNamespace
+from unittest.mock import AsyncMock
+
+import pytest
+
+from advanced_omi_backend.services.audio_stream.durability import (
+    PersistenceOutcome,
+    PersistenceRuntimeState,
+    ReadPhase,
+    SessionPhase,
+)
+from advanced_omi_backend.services.audio_stream.producer import (
+    AudioStreamProducer,
+    SessionBuffer,
+)
+from advanced_omi_backend.services.audio_stream.session_store import SessionStatus
+from advanced_omi_backend.services.transcription.streaming_consumer import (
+    StreamingTranscriptionConsumer,
+)
+from advanced_omi_backend.workers import audio_jobs, transcription_jobs
+
+pytestmark = pytest.mark.unit
+
+
+class _QueryField:
+    def __eq__(self, value):
+        return value
+
+
+class _DurabilityStore:
+    def __init__(self, redis_client):
+        self._statuses = iter(redis_client.statuses)
+
+    async def get_current_conversation_id(self, session_id):
+        return "conversation-1"
+
+    async def get_audio_format(self, session_id):
+        return 16000, 1, 2
+
+    async def get_last_chunk_at(self, session_id):
+        return time.time()
+
+    async def is_websocket_connected(self, session_id):
+        return True
+
+    async def get_status(self, session_id):
+        return next(self._statuses, SessionStatus.FINISHED)
+
+
+class _DurabilityRedis:
+    def __init__(self, *, statuses, pending_message=None, new_message=None):
+        self.statuses = statuses
+        self.pending_message = pending_message
+        self.new_message = new_message
+        self.pending_delivered = False
+        self.new_delivered = False
+        self.read_cursors = []
+        self.acked = []
+        self.delivered_count = 0
+
+    async def xgroup_create(self, *args, **kwargs):
+        return True
+
+    async def xreadgroup(self, group, consumer, streams, **kwargs):
+        cursor = next(iter(streams.values()))
+        self.read_cursors.append(cursor)
+        stream = b"audio:stream:session-1"
+
+        if cursor != ">" and self.pending_message and not self.pending_delivered:
+            self.pending_delivered = True
+            delivered = (
+                self.pending_message
+                if isinstance(self.pending_message, list)
+                else [self.pending_message]
+            )
+            self.delivered_count += len(delivered)
+            return [(stream, delivered)]
+        if cursor == ">" and self.new_message and not self.new_delivered:
+            self.new_delivered = True
+            delivered = (
+                self.new_message
+                if isinstance(self.new_message, list)
+                else [self.new_message]
+            )
+            self.delivered_count += len(delivered)
+            return [(stream, delivered)]
+        # redis-py/Redis returns a truthy stream envelope with an empty entry list
+        # for a pending cursor that has nothing owned by this consumer.
+        return [(stream, [])]
+
+    async def xack(self, stream, group, *message_ids):
+        self.acked.extend(message_ids)
+        return len(message_ids)
+
+    async def execute_command(self, *args):
+        pending = max(0, self.delivered_count - len(self.acked))
+        return [
+            [
+                b"name",
+                b"audio_persistence",
+                b"pending",
+                pending,
+                b"lag",
+                0,
+            ]
+        ]
+
+    async def delete(self, *keys):
+        return len(keys)
+
+
+class _PersistedConversation:
+    source_session_id = "session-1"
+    audio_chunks_count = 0
+    audio_total_duration = 0.0
+    audio_compression_ratio = None
+
+    async def save(self):
+        return None
+
+
+def _audio_message(message_id=b"1-0"):
+    return (
+        message_id,
+        {
+            b"audio_data": b"\x00\x01" * 160000,
+            b"chunk_id": b"00001",
+            b"conversation_id": b"conversation-1",
+        },
+    )
+
+
+def _patch_persistence_dependencies(monkeypatch, audio_chunk_model):
+    class FakeConversation:
+        conversation_id = _QueryField()
+        find_one = AsyncMock(return_value=_PersistedConversation())
+
+    monkeypatch.setattr(audio_jobs, "SessionStore", _DurabilityStore)
+    monkeypatch.setattr(audio_jobs, "AudioChunkDocument", audio_chunk_model)
+    monkeypatch.setattr(audio_jobs, "Conversation", FakeConversation)
+    monkeypatch.setattr(audio_jobs, "get_current_job", lambda: object())
+    monkeypatch.setattr(audio_jobs, "check_job_alive", AsyncMock(return_value=True))
+    monkeypatch.setattr(
+        audio_jobs, "get_resume_position", AsyncMock(return_value=(0, 0.0))
+    )
+    monkeypatch.setattr(
+        audio_jobs, "encode_pcm_to_opus", AsyncMock(return_value=b"opus")
+    )
+
+
+@pytest.mark.asyncio
+async def test_mongo_failure_never_acks_redis_audio(monkeypatch):
+    class FailingAudioChunk:
+        source_stream = _QueryField()
+        source_first_message_id = _QueryField()
+        find_one = AsyncMock(return_value=None)
+
+        def __init__(self, **kwargs):
+            self.__dict__.update(kwargs)
+
+        async def insert(self):
+            raise RuntimeError("mongo unavailable")
+
+    _patch_persistence_dependencies(monkeypatch, FailingAudioChunk)
+    redis = _DurabilityRedis(
+        statuses=[SessionStatus.ACTIVE, SessionStatus.FINISHED],
+        new_message=_audio_message(),
+    )
+
+    with pytest.raises(RuntimeError, match="mongo unavailable"):
+        await audio_jobs.audio_streaming_persistence_job.__wrapped__(
+            "session-1",
+            "user-1",
+            "client-1",
+            redis_client=redis,
+        )
+
+    assert redis.acked == [], "audio must stay pending until Mongo commits it"
+
+
+@pytest.mark.asyncio
+async def test_restarted_worker_replays_pending_audio_before_new_entries(monkeypatch):
+    inserted = AsyncMock()
+
+    class SuccessfulAudioChunk:
+        source_stream = _QueryField()
+        source_first_message_id = _QueryField()
+        find_one = AsyncMock(return_value=None)
+
+        def __init__(self, **kwargs):
+            self.__dict__.update(kwargs)
+
+        async def insert(self):
+            await inserted()
+
+    _patch_persistence_dependencies(monkeypatch, SuccessfulAudioChunk)
+    redis = _DurabilityRedis(
+        statuses=[SessionStatus.ACTIVE, SessionStatus.FINISHED],
+        pending_message=_audio_message(b"pending-1"),
+    )
+
+    await audio_jobs.audio_streaming_persistence_job.__wrapped__(
+        "session-1",
+        "user-1",
+        "client-1",
+        redis_client=redis,
+    )
+
+    assert redis.read_cursors[0] != ">", "pending entries must be replayed first"
+    inserted.assert_awaited_once()
+    assert redis.acked == [b"pending-1"]
+
+
+@pytest.mark.asyncio
+async def test_wal_owner_rotation_never_merges_conversations(monkeypatch):
+    inserted = []
+
+    class OwnedAudioChunk:
+        source_stream = _QueryField()
+        source_first_message_id = _QueryField()
+        find_one = AsyncMock(return_value=None)
+
+        def __init__(self, **kwargs):
+            self.__dict__.update(kwargs)
+
+        async def insert(self):
+            inserted.append(self)
+
+    _patch_persistence_dependencies(monkeypatch, OwnedAudioChunk)
+    first = _audio_message(b"1-0")
+    second_id, second_fields = _audio_message(b"2-0")
+    second_fields[b"conversation_id"] = b"conversation-2"
+    redis = _DurabilityRedis(
+        statuses=[SessionStatus.ACTIVE, SessionStatus.FINISHED],
+        new_message=[first, (second_id, second_fields)],
+    )
+
+    await audio_jobs.audio_streaming_persistence_job.__wrapped__(
+        "session-1",
+        "user-1",
+        "client-1",
+        redis_client=redis,
+    )
+
+    assert [chunk.conversation_id for chunk in inserted] == [
+        "conversation-1",
+        "conversation-2",
+    ]
+    assert [chunk.source_message_ids for chunk in inserted] == [["1-0"], ["2-0"]]
+    assert redis.acked == [b"1-0", b"2-0"]
+
+
+class _ProducerPipeline:
+    def __init__(self, redis):
+        self.redis = redis
+        self.pending_xadd = None
+
+    async def __aenter__(self):
+        return self
+
+    async def __aexit__(self, *args):
+        return None
+
+    async def watch(self, *keys):
+        return None
+
+    async def get(self, key):
+        return self.redis.owner
+
+    async def hget(self, key, field):
+        return self.redis.status
+
+    async def unwatch(self):
+        return None
+
+    def multi(self):
+        return None
+
+    def xadd(self, stream, fields):
+        self.pending_xadd = (stream, fields)
+
+    async def execute(self):
+        stream, fields = self.pending_xadd
+        return [await self.redis.xadd(stream, fields)]
+
+
+class _ProducerRedis:
+    def __init__(self, error=None, owner=b"conversation-1", status=b"active"):
+        self.error = error
+        self.owner = owner
+        self.status = status
+        self.calls = []
+
+    def pipeline(self, transaction=True):
+        return _ProducerPipeline(self)
+
+    async def xadd(self, stream, fields, **kwargs):
+        self.calls.append((stream, fields, kwargs))
+        if self.error:
+            raise self.error
+        return b"1-0"
+
+
+@pytest.mark.asyncio
+async def test_xadd_failure_keeps_audio_in_producer_buffer():
+    redis = _ProducerRedis(RuntimeError("redis unavailable"))
+    producer = AudioStreamProducer(redis)
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+    )
+    audio = b"\x00\x01" * 4000  # exactly one 250 ms producer chunk
+
+    with pytest.raises(RuntimeError, match="redis unavailable"):
+        await producer.add_audio_chunk(
+            audio,
+            "session-1",
+            "user-1",
+            "client-1",
+            sample_rate=16000,
+            channels=1,
+            sample_width=2,
+        )
+
+    buffer = producer.session_buffers["session-1"]
+    assert buffer.buffer == audio
+    assert buffer.chunk_count == 0
+
+
+@pytest.mark.asyncio
+async def test_audio_stream_publish_does_not_trim_unpersisted_entries():
+    redis = _ProducerRedis()
+    producer = AudioStreamProducer(redis)
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+    )
+
+    await producer.add_audio_chunk(
+        b"\x00\x01" * 4000,
+        "session-1",
+        "user-1",
+        "client-1",
+        sample_rate=16000,
+        channels=1,
+        sample_width=2,
+    )
+
+    assert "maxlen" not in redis.calls[0][2]
+    assert redis.calls[0][1][b"conversation_id"] == b"conversation-1"
+
+
+@pytest.mark.asyncio
+async def test_ownerless_session_rejects_xadd_without_discarding_audio():
+    redis = _ProducerRedis(owner=None)
+    producer = AudioStreamProducer(redis)
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+    )
+    audio = b"\x00\x01" * 4000
+
+    with pytest.raises(RuntimeError, match="has no conversation owner"):
+        await producer.add_audio_chunk(
+            audio,
+            "session-1",
+            "user-1",
+            "client-1",
+            sample_rate=16000,
+            channels=1,
+            sample_width=2,
+        )
+
+    assert producer.session_buffers["session-1"].buffer == audio
+    assert redis.calls == []
+
+
+@pytest.mark.asyncio
+async def test_terminal_session_rejects_late_audio_without_xadd():
+    redis = _ProducerRedis(status=b"finished")
+    producer = AudioStreamProducer(redis)
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+    )
+    audio = b"\x00\x01" * 4000
+
+    with pytest.raises(RuntimeError, match="is not active"):
+        await producer.add_audio_chunk(
+            audio,
+            "session-1",
+            "user-1",
+            "client-1",
+            sample_rate=16000,
+            channels=1,
+            sample_width=2,
+        )
+
+    assert producer.session_buffers["session-1"].buffer == audio
+    assert redis.calls == []
+
+
+@pytest.mark.asyncio
+async def test_batch_transcription_refuses_to_invent_missing_durable_owner(monkeypatch):
+    class MissingOwnerConversation:
+        source_session_id = _QueryField()
+        always_persist = _QueryField()
+        processing_status = _QueryField()
+        ConversationStatus = transcription_jobs.Conversation.ConversationStatus
+        find_one = AsyncMock(return_value=None)
+
+    monkeypatch.setattr(transcription_jobs, "Conversation", MissingOwnerConversation)
+
+    with pytest.raises(RuntimeError, match="refusing to invent"):
+        await transcription_jobs.create_audio_only_conversation(
+            "session-1", "user-1", "client-1"
+        )
+
+
+@pytest.mark.asyncio
+async def test_batch_transcription_reuses_session_durable_owner(monkeypatch):
+    placeholder = SimpleNamespace(
+        conversation_id="conversation-1",
+        processing_status="failed",
+        title="old",
+        summary="old",
+        save=AsyncMock(),
+    )
+
+    class DurableOwnerConversation:
+        source_session_id = _QueryField()
+        always_persist = _QueryField()
+        processing_status = _QueryField()
+        ConversationStatus = transcription_jobs.Conversation.ConversationStatus
+        find_one = AsyncMock(return_value=placeholder)
+
+    monkeypatch.setattr(transcription_jobs, "Conversation", DurableOwnerConversation)
+
+    resolved = await transcription_jobs.create_audio_only_conversation(
+        "session-1", "user-1", "client-1"
+    )
+
+    assert resolved is placeholder
+    assert placeholder.processing_status == "active"
+    placeholder.save.assert_awaited_once()
+
+
+class _LaggingStreamRedis:
+    def __init__(self):
+        self.deleted = []
+
+    async def exists(self, stream_name):
+        return True
+
+    async def hget(self, key, field):
+        return b"finished"
+
+    async def execute_command(self, *args):
+        return [
+            [
+                b"name",
+                b"streaming-transcription",
+                b"pending",
+                0,
+                b"lag",
+                0,
+            ],
+            [b"name", b"audio_persistence", b"pending", 0, b"lag", 4],
+        ]
+
+    async def delete(self, stream_name):
+        self.deleted.append(stream_name)
+
+
+@pytest.mark.asyncio
+async def test_stream_with_unconsumed_persistence_lag_is_not_deleted():
+    redis = _LaggingStreamRedis()
+    consumer = object.__new__(StreamingTranscriptionConsumer)
+    consumer.redis_client = redis
+    consumer.group_name = "streaming-transcription"
+
+    await consumer._try_delete_finished_stream("audio:stream:client-1")
+
+    assert redis.deleted == []
+
+
+def test_persistence_runtime_state_has_only_explicit_forward_transitions():
+    state = PersistenceRuntimeState()
+    assert state.session is SessionPhase.ACTIVE
+    assert state.reader is ReadPhase.RECOVERING_PENDING
+    assert state.outcome is PersistenceOutcome.RUNNING
+
+    with pytest.raises(RuntimeError, match="while the session is active"):
+        state.complete()
+
+    state.pending_recovered()
+    state.begin_draining()
+    state.complete()
+    assert state.outcome is PersistenceOutcome.COMPLETE
+
+    with pytest.raises(RuntimeError, match="already complete"):
+        state.fail()
+
+
+@pytest.mark.asyncio
+async def test_replay_after_mongo_commit_before_xack_is_idempotent(monkeypatch):
+    source_ids = ["pending-1"]
+    existing = SimpleNamespace(
+        conversation_id="conversation-1",
+        chunk_index=0,
+        original_size=320000,
+        compressed_size=4,
+        end_time=10.0,
+        source_message_ids=source_ids,
+    )
+    inserted = AsyncMock()
+
+    class IdempotentAudioChunk:
+        source_stream = _QueryField()
+        source_first_message_id = _QueryField()
+        find_one = AsyncMock(return_value=existing)
+
+        def __init__(self, **kwargs):
+            self.__dict__.update(kwargs)
+
+        async def insert(self):
+            await inserted()
+
+    _patch_persistence_dependencies(monkeypatch, IdempotentAudioChunk)
+    redis = _DurabilityRedis(
+        statuses=[SessionStatus.ACTIVE, SessionStatus.FINISHED],
+        pending_message=_audio_message(b"pending-1"),
+    )
+
+    await audio_jobs.audio_streaming_persistence_job.__wrapped__(
+        "session-1",
+        "user-1",
+        "client-1",
+        redis_client=redis,
+    )
+
+    inserted.assert_not_awaited()
+    assert redis.acked == [b"pending-1"]
+
+
+@pytest.mark.asyncio
+async def test_finalization_flushes_residual_audio_before_terminal_state():
+    redis = _ProducerRedis()
+    producer = AudioStreamProducer(redis)
+    producer.store = SimpleNamespace(
+        get_audio_format=AsyncMock(return_value=(16000, 1, 2)),
+        mark_finalizing=AsyncMock(),
+    )
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+        buffer=b"residual-pcm",
+    )
+
+    await producer.finalize_session("session-1", "websocket_disconnect")
+
+    assert redis.calls[0][1][b"audio_data"] == b"residual-pcm"
+    assert redis.calls[1][1][b"chunk_id"] == b"END"
+    producer.store.mark_finalizing.assert_awaited_once()
+    assert "session-1" not in producer.session_buffers
+
+
+@pytest.mark.asyncio
+async def test_finalization_append_error_does_not_advance_or_discard_buffer():
+    redis = _ProducerRedis(RuntimeError("redis unavailable"))
+    producer = AudioStreamProducer(redis)
+    producer.store = SimpleNamespace(
+        get_audio_format=AsyncMock(return_value=(16000, 1, 2)),
+        mark_finalizing=AsyncMock(),
+    )
+    producer.update_session_chunk_count = AsyncMock()
+    producer.session_buffers["session-1"] = SessionBuffer(
+        user_id="user-1",
+        client_id="client-1",
+        stream_name="audio:stream:session-1",
+        buffer=b"residual-pcm",
+    )
+
+    with pytest.raises(RuntimeError, match="redis unavailable"):
+        await producer.finalize_session("session-1", "websocket_disconnect")
+
+    producer.store.mark_finalizing.assert_not_awaited()
+    assert producer.session_buffers["session-1"].buffer == b"residual-pcm"
diff --git a/backends/advanced/tests/test_audio_persistence_lifecycle.py b/backends/advanced/tests/test_audio_persistence_lifecycle.py
new file mode 100644
index 00000000..e0870446
--- /dev/null
+++ b/backends/advanced/tests/test_audio_persistence_lifecycle.py
@@ -0,0 +1,178 @@
+"""Lifecycle invariants for the session-scoped audio persistence worker."""
+
+import time
+from unittest.mock import AsyncMock
+
+import pytest
+
+from advanced_omi_backend.services.audio_stream.session_store import SessionStatus
+from advanced_omi_backend.workers import audio_jobs
+
+pytestmark = pytest.mark.unit
+
+
+class _RaceRedis:
+    """Minimal Redis adapter for the close/finalize race seen in production."""
+
+    def __init__(self):
+        # Startup sees the real conversation, the first loop keeps it, then the
+        # conversation worker clears the pointer just before session finalization.
+        self._conversation_reads = iter(
+            (b"real-conversation", b"real-conversation", None)
+        )
+        self._stream_reads = iter(
+            (
+                [
+                    (
+                        b"audio:stream:session-1",
+                        [
+                            (
+                                b"1-0",
+                                {
+                                    b"audio_data": b"\x00\x01" * 160,
+                                    b"chunk_id": b"1",
+                                    b"conversation_id": b"real-conversation",
+                                },
+                            )
+                        ],
+                    )
+                ],
+                [],
+            )
+        )
+        self.set_calls = []
+
+    async def xgroup_create(self, *args, **kwargs):
+        return True
+
+    async def get(self, key):
+        if key == "conversation:current:session-1":
+            return next(self._conversation_reads)
+        return None
+
+    async def set(self, key, value, **kwargs):
+        self.set_calls.append((key, value, kwargs))
+        return True
+
+    async def delete(self, *keys):
+        return len(keys)
+
+    async def xreadgroup(self, *args, **kwargs):
+        return next(self._stream_reads, [])
+
+    async def xack(self, *args, **kwargs):
+        return 1
+
+    async def execute_command(self, *args):
+        return [
+            [
+                b"name",
+                b"audio_persistence",
+                b"pending",
+                0,
+                b"lag",
+                0,
+            ]
+        ]
+
+
+class _RaceSessionStore:
+    def __init__(self, redis_client):
+        self._statuses = iter(
+            (SessionStatus.ACTIVE, SessionStatus.ACTIVE, SessionStatus.FINALIZING)
+        )
+        self._conversation_reads = iter(
+            ("real-conversation", "real-conversation", None)
+        )
+
+    async def get_audio_format(self, session_id):
+        return 16000, 1, 2
+
+    async def get_last_chunk_at(self, session_id):
+        return time.time()
+
+    async def is_websocket_connected(self, session_id):
+        return True
+
+    async def get_status(self, session_id):
+        return next(self._statuses, SessionStatus.FINALIZING)
+
+    async def get_current_conversation_id(self, session_id):
+        raise AssertionError("persistence must use the immutable WAL owner")
+
+
+class _PersistedConversation:
+    source_session_id = "session-1"
+    audio_chunks_count = 0
+    audio_total_duration = 0.0
+    audio_compression_ratio = None
+
+    async def save(self):
+        return None
+
+
+class _QueryField:
+    def __eq__(self, value):
+        return value
+
+
+@pytest.mark.asyncio
+async def test_pointer_clear_immediately_before_finalization_does_not_create_phantom(
+    monkeypatch,
+):
+    """A closing conversation must not be replaced before a terminal session state lands.
+
+    This is the production sequence that created ``dcadedf5``: the conversation
+    worker deleted ``conversation:current``; persistence observed the session as
+    active for one last iteration and eagerly inserted a new placeholder; the
+    finalizing state arrived on the next iteration, leaving that placeholder active
+    forever with zero audio.
+    """
+
+    redis = _RaceRedis()
+    inserted_conversations = AsyncMock()
+
+    class FakeConversation:
+        conversation_id = _QueryField()
+        ConversationStatus = audio_jobs.Conversation.ConversationStatus
+        find_one = AsyncMock(return_value=_PersistedConversation())
+
+        def __init__(self, **kwargs):
+            self.conversation_id = "phantom-conversation"
+
+        async def insert(self):
+            await inserted_conversations()
+
+    class FakeAudioChunk:
+        source_stream = _QueryField()
+        source_first_message_id = _QueryField()
+        find_one = AsyncMock(return_value=None)
+
+        def __init__(self, **kwargs):
+            self.__dict__.update(kwargs)
+
+        async def insert(self):
+            return None
+
+    monkeypatch.setattr(audio_jobs, "SessionStore", _RaceSessionStore)
+    monkeypatch.setattr(audio_jobs, "Conversation", FakeConversation)
+    monkeypatch.setattr(audio_jobs, "AudioChunkDocument", FakeAudioChunk)
+    monkeypatch.setattr(audio_jobs, "get_current_job", lambda: object())
+    monkeypatch.setattr(audio_jobs, "check_job_alive", AsyncMock(return_value=True))
+    monkeypatch.setattr(
+        audio_jobs, "get_resume_position", AsyncMock(return_value=(0, 0.0))
+    )
+    monkeypatch.setattr(
+        audio_jobs, "encode_pcm_to_opus", AsyncMock(return_value=b"opus")
+    )
+
+    result = await audio_jobs.audio_streaming_persistence_job.__wrapped__(
+        "session-1",
+        "user-1",
+        "client-1",
+        redis_client=redis,
+    )
+
+    assert result["total_mongo_chunks"] == 1
+    inserted_conversations.assert_not_awaited()
+    assert redis.set_calls == []
diff --git a/backends/advanced/tests/test_audio_persistence_mongodb.py b/backends/advanced/tests/test_audio_persistence_mongodb.py
index 30b5212e..0b6bbe0a 100644
--- a/backends/advanced/tests/test_audio_persistence_mongodb.py
+++ b/backends/advanced/tests/test_audio_persistence_mongodb.py
@@ -7,7 +7,6 @@
 Run with: pytest tests/test_audio_persistence_mongodb.py --mongodb-url=mongodb://localhost:27017
 """
 
-import asyncio
 import io
 import os
 import struct
@@ -15,26 +14,28 @@
 from pathlib import Path
 
 import pytest
+import pytest_asyncio
+from beanie import init_beanie
 from bson import Binary
 from motor.motor_asyncio import AsyncIOMotorClient
-from beanie import init_beanie
+from pymongo.errors import DuplicateKeyError
 
 from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.utils.audio_chunk_utils import (
-    encode_pcm_to_opus,
-    decode_opus_to_pcm,
     build_wav_from_pcm,
-    retrieve_audio_chunks,
     concatenate_chunks_to_pcm,
-    reconstruct_wav_from_conversation,
     convert_wav_to_chunks,
+    decode_opus_to_pcm,
+    encode_pcm_to_opus,
+    reconstruct_wav_from_conversation,
+    retrieve_audio_chunks,
     wait_for_audio_chunks,
 )
 
-
 # Test configuration
 
+
 def get_mongodb_url():
     """Get MongoDB URL from environment or pytest args."""
     return os.getenv("MONGODB_URI", "mongodb://localhost:27018")
@@ -45,15 +46,7 @@ def get_test_db_name():
     return os.getenv("TEST_DB_NAME", "test_audio_chunks_db")
 
 
-@pytest.fixture(scope="session")
-def event_loop():
-    """Create event loop for async tests."""
-    loop = asyncio.get_event_loop_policy().new_event_loop()
-    yield loop
-    loop.close()
-
-
-@pytest.fixture(scope="session")
+@pytest_asyncio.fixture(scope="session", loop_scope="session")
 async def mongodb_client():
     """Create MongoDB client for tests."""
     client = AsyncIOMotorClient(get_mongodb_url())
@@ -61,15 +54,12 @@ async def mongodb_client():
     client.close()
 
 
-@pytest.fixture(scope="session")
+@pytest_asyncio.fixture(scope="session", loop_scope="session")
 async def init_db(mongodb_client):
     """Initialize Beanie with test database."""
     db = mongodb_client[get_test_db_name()]
 
-    await init_beanie(
-        database=db,
-        document_models=[AudioChunkDocument, Conversation]
-    )
+    await init_beanie(database=db, document_models=[AudioChunkDocument, Conversation])
 
     yield db
 
@@ -77,7 +67,7 @@ async def init_db(mongodb_client):
     await mongodb_client.drop_database(get_test_db_name())
 
 
-@pytest.fixture
+@pytest_asyncio.fixture(loop_scope="session")
 async def clean_db(init_db):
     """Clean database before each test."""
     # Drop all collections
@@ -88,6 +78,7 @@ async def clean_db(init_db):
 
 # Test data generators
 
+
 def generate_pcm_data(duration_seconds=1, sample_rate=16000):
     """Generate sample PCM audio data."""
     num_samples = int(sample_rate * duration_seconds)
@@ -112,7 +103,8 @@ def create_wav_file(pcm_data, output_path, sample_rate=16000):
 
 # Integration Tests
 
-@pytest.mark.asyncio
+
+@pytest.mark.asyncio(loop_scope="session")
 class TestOpusCodecIntegration:
     """Test Opus encoding/decoding with real data."""
 
@@ -152,7 +144,7 @@ async def test_build_wav_from_pcm(self, clean_db):
             assert len(frames) == len(pcm_data)
 
 
-@pytest.mark.asyncio
+@pytest.mark.asyncio(loop_scope="session")
 class TestMongoDBChunkStorage:
     """Test MongoDB chunk storage and retrieval."""
 
@@ -239,19 +231,42 @@ async def test_retrieve_chunks_with_pagination(self, clean_db):
             await chunk.insert()
 
         # Retrieve chunks 5-7 (3 chunks starting at index 5)
-        chunks = await retrieve_audio_chunks(
-            conversation_id,
-            start_index=5,
-            limit=3
-        )
+        chunks = await retrieve_audio_chunks(conversation_id, start_index=5, limit=3)
 
         assert len(chunks) == 3
         assert chunks[0].chunk_index == 5
         assert chunks[1].chunk_index == 6
         assert chunks[2].chunk_index == 7
 
+    async def test_redis_source_id_is_an_idempotent_commit_key(self, clean_db):
+        """A replay after insert-before-XACK cannot create duplicate audio."""
+        common = {
+            "audio_data": Binary(b"opus"),
+            "original_size": 320,
+            "compressed_size": 4,
+            "start_time": 0.0,
+            "end_time": 0.01,
+            "duration": 0.01,
+            "source_stream": "audio:stream:test-client",
+            "source_first_message_id": "1-0",
+            "source_last_message_id": "1-0",
+            "source_message_ids": ["1-0"],
+        }
+        await AudioChunkDocument(
+            conversation_id="test-conv-idempotent",
+            chunk_index=0,
+            **common,
+        ).insert()
+
+        with pytest.raises(DuplicateKeyError):
+            await AudioChunkDocument(
+                conversation_id="test-conv-idempotent",
+                chunk_index=1,
+                **common,
+            ).insert()
 
-@pytest.mark.asyncio
+
+@pytest.mark.asyncio(loop_scope="session")
 class TestWAVReconstruction:
     """Test complete WAV reconstruction from MongoDB chunks."""
 
@@ -323,7 +338,7 @@ async def test_reconstruct_no_chunks_raises_error(self, clean_db):
             await reconstruct_wav_from_conversation("nonexistent-conv")
 
 
-@pytest.mark.asyncio
+@pytest.mark.asyncio(loop_scope="session")
 class TestWAVConversion:
     """Test WAV file to MongoDB chunk conversion."""
 
@@ -341,7 +356,7 @@ async def test_convert_wav_to_chunks(self, clean_db, tmp_path):
             conversation_id=conversation_id,
             audio_uuid="test-audio-001",
             user_id="test-user",
-            client_id="test-client"
+            client_id="test-client",
         )
         await conversation.insert()
 
@@ -376,7 +391,7 @@ async def test_convert_long_wav_creates_multiple_chunks(self, clean_db, tmp_path
             conversation_id=conversation_id,
             audio_uuid="test-audio-002",
             user_id="test-user",
-            client_id="test-client"
+            client_id="test-client",
         )
         await conversation.insert()
 
@@ -390,7 +405,7 @@ async def test_convert_long_wav_creates_multiple_chunks(self, clean_db, tmp_path
         assert len(chunks) == 3
 
 
-@pytest.mark.asyncio
+@pytest.mark.asyncio(loop_scope="session")
 class TestChunkWaiting:
     """Test waiting for MongoDB chunks to become available."""
 
@@ -419,10 +434,7 @@ async def test_wait_for_chunks_immediate_success(self, clean_db):
 
     async def test_wait_for_chunks_timeout(self, clean_db):
         """Test wait times out when chunks don't exist."""
-        result = await wait_for_audio_chunks(
-            "nonexistent-conv",
-            max_wait_seconds=1
-        )
+        result = await wait_for_audio_chunks("nonexistent-conv", max_wait_seconds=1)
         assert result is False
 
 
diff --git a/backends/advanced/tests/test_audio_persistence_singleflight.py b/backends/advanced/tests/test_audio_persistence_singleflight.py
new file mode 100644
index 00000000..a8c43ae4
--- /dev/null
+++ b/backends/advanced/tests/test_audio_persistence_singleflight.py
@@ -0,0 +1,77 @@
+"""Single-flight guarantee for the per-session audio-persistence job.
+
+A WebSocket reconnect mid-session re-runs ``start_streaming_jobs``. The audio
+persistence job MUST be single-flight per session: re-enqueuing while one is
+already live (i.e. a reconnect) must reuse the live job, never start a second
+consumer.
+
+Why this matters (the bug this guards against): two persistence jobs for one
+session share the SAME Redis consumer name (``persistence-{session_id[:8]}``),
+so the audio stream gets SPLIT between them — each new message goes to only one
+consumer. The speech-detected conversations created after the reconnect then
+find no audio chunks under their id and get deleted as ``audio_chunks_not_ready``
+while their transcripts are stranded on a different conversation document.
+"""
+
+import pytest
+from fakeredis import FakeStrictRedis
+from rq import Queue
+
+pytestmark = pytest.mark.unit
+
+
+@pytest.fixture
+def qc(monkeypatch):
+    """queue_controller with its Redis + audio queue pointed at fakeredis."""
+    fake = FakeStrictRedis()
+    from advanced_omi_backend.controllers import queue_controller as module
+
+    monkeypatch.setattr(module, "redis_conn", fake)
+    monkeypatch.setattr(module, "audio_queue", Queue("audio", connection=fake))
+    return module
+
+
+def test_reconnect_reuses_live_persistence_job(qc):
+    """A second enqueue for the same session (a reconnect) reuses the live job."""
+    first = qc.enqueue_audio_persistence("sess-1", "user-1", "sess-1")
+    second = qc.enqueue_audio_persistence("sess-1", "user-1", "sess-1")
+
+    assert first == second, "reconnect must reuse the live persistence job id"
+    assert qc.audio_queue.count == 1, "must not enqueue a second persistence consumer"
+
+
+def test_distinct_sessions_get_distinct_jobs(qc):
+    """Single-flight is per-session: different sessions each get their own job."""
+    a = qc.enqueue_audio_persistence("sess-A", "user-1", "sess-A")
+    b = qc.enqueue_audio_persistence("sess-B", "user-1", "sess-B")
+
+    assert a != b
+    assert qc.audio_queue.count == 2
+
+
+def test_ended_job_allows_a_fresh_enqueue(qc):
+    """After the persistence job terminates, a new session may enqueue again.
+
+    Single-flight must gate on LIVENESS, not merely on the id ever having existed —
+    otherwise a clean session end would permanently block the next session.
+    """
+    from rq.job import Job, JobStatus
+
+    first = qc.enqueue_audio_persistence("sess-1", "user-1", "sess-1")
+    # Simulate the job terminating (worker finished/abandoned it).
+    job = Job.fetch(first, connection=qc.redis_conn)
+    job.set_status(JobStatus.FINISHED)
+
+    second = qc.enqueue_audio_persistence("sess-1", "user-1", "sess-1")
+    assert qc._job_is_live(
+        second
+    ), "a fresh persistence job must be live after re-enqueue"
+
+
+def test_ensure_audio_persistence_rejects_non_live_job(qc, monkeypatch):
+    """Startup must fail closed if enqueue returns an id with no live consumer."""
+    monkeypatch.setattr(qc, "enqueue_audio_persistence", lambda *args, **kwargs: "dead")
+    monkeypatch.setattr(qc, "_job_is_live", lambda job_id: False)
+
+    with pytest.raises(RuntimeError, match="is not live"):
+        qc.ensure_audio_persistence("sess-1", "user-1", "sess-1")
diff --git a/backends/advanced/tests/test_background_buckets.py b/backends/advanced/tests/test_background_buckets.py
new file mode 100644
index 00000000..1565295c
--- /dev/null
+++ b/backends/advanced/tests/test_background_buckets.py
@@ -0,0 +1,480 @@
+import numpy as np
+import pytest
+
+from advanced_omi_backend.constants import is_non_enrollable_speaker
+from advanced_omi_backend.controllers.background_bucket_controller import (
+    _background_likelihood,
+    _cluster_rows,
+    _content_signature,
+    _foreground_matches,
+    _gap_windows,
+    _harvest_groups,
+    _is_known_foreground,
+    _max_similarity,
+    _novelty_groups,
+    _representatives,
+    _reference_scores,
+    _review_samples,
+    _queue_summary,
+    SURFACE_PROFILES,
+)
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.routers.modules.annotation_routes import (
+    _apply_diarization_label,
+)
+from advanced_omi_backend.workers import speaker_jobs
+from advanced_omi_backend.workers import background_index_jobs
+from advanced_omi_backend.workers.background_cleanup_jobs import _score_rows
+from advanced_omi_backend.workers.background_benchmark import evaluate_reviews
+
+
+def test_gap_windows_sample_audio_without_transcript_segments():
+    segments = [
+        {"start": 3.0, "end": 6.0},
+        {"start": 10.0, "end": 12.0},
+    ]
+
+    assert _gap_windows(segments, 16.0) == [
+        (0.0, 3.0),
+        (6.0, 10.0),
+        (12.0, 16.0),
+    ]
+
+
+def test_gap_windows_split_long_undeciphered_regions_into_listenable_samples():
+    assert _gap_windows([], 18.0) == [(0.0, 8.0), (8.0, 16.0), (16.0, 18.0)]
+
+
+def test_noise_and_background_speech_are_not_enrollable_people():
+    assert is_non_enrollable_speaker("Noise")
+    assert is_non_enrollable_speaker("Background Speech")
+
+
+def test_background_speech_stays_speech_while_noise_becomes_an_event():
+    background_speech = Conversation.SpeakerSegment(
+        start=0, end=2, text="News from the television", speaker="Speaker 1"
+    )
+    noise = Conversation.SpeakerSegment(
+        start=2, end=4, text="[fan noise]", speaker="Speaker 2"
+    )
+
+    _apply_diarization_label(background_speech, "Background Speech")
+    _apply_diarization_label(noise, "Noise")
+
+    assert background_speech.segment_type == "speech"
+    assert background_speech.speaker == "Background Speech"
+    assert noise.segment_type == "event"
+    assert noise.speaker == "Noise"
+
+
+def test_each_bucket_uses_nearest_exemplar_not_a_single_centroid():
+    candidates = np.asarray([[1.0, 0.0], [0.0, 1.0]], dtype=np.float32)
+    bucket = np.asarray([[1.0, 0.0], [-1.0, 0.0]], dtype=np.float32)
+
+    similarities, indices = _max_similarity(candidates, bucket)
+
+    assert similarities.tolist() == [1.0, 0.0]
+    assert indices.tolist() == [0, 0]
+
+
+def test_low_snr_strengthens_background_likelihood():
+    assert _background_likelihood(0.5, 0.0) > _background_likelihood(0.5, 30.0)
+
+
+def test_similar_clips_form_a_review_cluster_while_distinct_audio_does_not():
+    rows = [
+        {"embedding": [1.0, 0.0]},
+        {"embedding": [0.98, 0.02]},
+        {"embedding": [0.96, 0.04]},
+        {"embedding": [0.0, 1.0]},
+    ]
+
+    assert _cluster_rows(rows) == [[0, 1, 2], [3]]
+
+
+def test_cluster_review_returns_at_most_five_central_samples():
+    rows = [{"embedding": [1.0, index / 100]} for index in range(8)]
+
+    samples = _representatives(rows, list(range(8)), 5)
+
+    assert len(samples) == 5
+    assert rows[3] in samples or rows[4] in samples
+
+
+def test_cluster_review_includes_typical_and_edge_cases():
+    rows = [
+        {"embedding": [1.0, 0.00]},
+        {"embedding": [1.0, 0.02]},
+        {"embedding": [1.0, 0.04]},
+        {"embedding": [0.9, 0.35]},
+        {"embedding": [0.8, 0.55]},
+    ]
+
+    samples = _review_samples(rows, list(range(5)), 5)
+
+    assert [role for _, role in samples].count("typical") == 3
+    assert [role for _, role in samples].count("edge") == 2
+    assert rows[4] in [row for row, role in samples if role == "edge"]
+
+
+def test_labelled_foreground_references_rank_matching_speech_as_familiar():
+    rows = [
+        {"clip_key": "familiar", "embedding": [1.0, 0.0]},
+        {"clip_key": "novel", "embedding": [0.0, 1.0]},
+    ]
+    references = [{"embedding": [0.99, 0.01]}]
+
+    scores = _reference_scores(rows, references)
+
+    assert scores["familiar"] > 0.99
+    assert scores["novel"] < 0.02
+
+
+def test_duplicate_imports_share_a_content_signature():
+    first = {
+        "conversation_id": "one",
+        "candidate_type": "background_speech",
+        "start": 10.001,
+        "end": 14.999,
+        "text": "  The SAME transcript  ",
+    }
+    duplicate = {**first, "conversation_id": "two", "text": "the same transcript"}
+
+    assert _content_signature(first) == _content_signature(duplicate)
+
+
+def test_known_people_are_excluded_from_bulk_background_review():
+    assert _is_known_foreground({"current_label": "Ankush"})
+    assert not _is_known_foreground({"current_label": "Speaker 3"})
+    assert not _is_known_foreground({"current_label": "Unknown Speaker 5"})
+    assert not _is_known_foreground({"current_label": None})
+
+
+def test_not_background_examples_suppress_similar_speech_but_not_noise():
+    rows = [
+        {
+            "clip_key": "same-voice",
+            "candidate_type": "background_speech",
+            "embedding": [1.0, 0.0],
+        },
+        {
+            "clip_key": "different-voice",
+            "candidate_type": "background_speech",
+            "embedding": [0.0, 1.0],
+        },
+        {"clip_key": "noise", "candidate_type": "noise", "embedding": [1.0, 0.0]},
+    ]
+
+    matches = _foreground_matches(rows, [{"embedding": [0.99, 0.01]}])
+
+    assert matches == {"same-voice"}
+
+
+def test_confirmed_background_mines_similar_clips_for_batch_harvest():
+    rows = [
+        {"clip_key": "a", "conversation_id": "one", "candidate_type": "background_speech"},
+        {"clip_key": "b", "conversation_id": "one", "candidate_type": "background_speech"},
+        {"clip_key": "c", "conversation_id": "two", "candidate_type": "background_speech"},
+        {"clip_key": "d", "conversation_id": "one", "candidate_type": "noise"},
+    ]
+    background = {"a": 0.9, "b": 0.6, "c": 0.4, "d": 0.9}
+    foreground = {"a": 0.2, "b": 0.2, "c": 0.2, "d": 0.2}
+
+    groups = _harvest_groups(rows, background, foreground)
+
+    # "c" is below HARVEST_SIMILARITY and "d" is noise, not speech
+    assert [[row["clip_key"] for row in group] for group in groups] == [["a", "b"]]
+
+
+def test_harvest_requires_background_to_beat_foreground_by_margin():
+    rows = [
+        {"clip_key": "a", "conversation_id": "one", "candidate_type": "background_speech"},
+    ]
+
+    # familiar foreground voice that also happens to resemble the bucket
+    assert _harvest_groups(rows, {"a": 0.7}, {"a": 0.6}) == []
+
+
+def test_queue_summary_splits_sign_offs_from_genuine_unknowns():
+    clusters = [
+        # harvest lane: quick confirm regardless of mean scores
+        {"mined": "harvest", "mean_background_similarity": 0.5, "mean_foreground_similarity": 0.4},
+        # confident zone (>=0.45 and margin >=0.20): quick confirm
+        {"mined": None, "mean_background_similarity": 0.6, "mean_foreground_similarity": 0.3},
+        # unsure band: genuinely uncertain
+        {"mined": None, "mean_background_similarity": 0.45, "mean_foreground_similarity": 0.35},
+        # novelty (low similarity to everything): genuinely uncertain
+        {"mined": "novel", "mean_background_similarity": 0.1, "mean_foreground_similarity": 0.1},
+    ]
+
+    assert _queue_summary(clusters) == {
+        "unreviewed": 4,
+        "quick_confirms": 2,
+        "uncertain": 2,
+    }
+
+
+def test_surface_dial_widens_and_narrows_the_harvest_lane():
+    rows = [
+        {"clip_key": "a", "conversation_id": "one", "candidate_type": "background_speech"},
+    ]
+    # borderline clip: below the default 0.55 floor, above the "more" 0.45 one
+    background = {"a": 0.50}
+    foreground = {"a": 0.30}
+
+    assert _harvest_groups(rows, background, foreground) == []
+    assert _harvest_groups(
+        rows, background, foreground, SURFACE_PROFILES["more"]
+    ) == [[rows[0]]]
+    # "less" tightens past a clip the default would accept
+    assert _harvest_groups(
+        rows, {"a": 0.58}, {"a": 0.30}, SURFACE_PROFILES["less"]
+    ) == []
+
+
+def test_novelty_lane_surfaces_clips_unlike_any_labelled_reference():
+    rows = [
+        {"clip_key": f"tv{i}", "conversation_id": "tv-conv", "candidate_type": "background_speech"}
+        for i in range(5)
+    ] + [
+        {"clip_key": "familiar", "conversation_id": "tv-conv", "candidate_type": "background_speech"},
+        {"clip_key": "lone", "conversation_id": "small-conv", "candidate_type": "background_speech"},
+    ]
+    background = {key: 0.1 for key in ("tv0", "tv1", "tv2", "tv3", "tv4", "familiar", "lone")}
+    foreground = {key: 0.1 for key in background} | {"familiar": 0.8}
+
+    groups = _novelty_groups(rows, background, foreground, consumed={"tv4"})
+
+    # tv4 was already clustered elsewhere; "familiar" matches a labelled voice;
+    # "small-conv" has too few clips to be worth a review round
+    assert [[row["clip_key"] for row in group] for group in groups] == [
+        ["tv0", "tv1", "tv2", "tv3"]
+    ]
+
+
+def test_cleanup_only_proposes_background_when_it_beats_foreground_by_margin():
+    rows = [
+        {
+            "clip_key": "background",
+            "conversation_id": "one",
+            "start": 0,
+            "end": 3,
+            "embedding": [1.0, 0.0],
+            "candidate_type": "background_speech",
+            "stored_confidence": 0.2,
+        },
+        {
+            "clip_key": "foreground",
+            "conversation_id": "one",
+            "start": 3,
+            "end": 6,
+            "embedding": [0.0, 1.0],
+            "candidate_type": "background_speech",
+            "stored_confidence": 0.9,
+        },
+    ]
+    buckets = {
+        "noise": [],
+        "background_speech": [{"embedding": [1.0, 0.0]}],
+    }
+
+    scored = _score_rows(rows, buckets, [{"embedding": [0.0, 1.0]}])
+
+    assert [(item["clip_key"], item["tier"]) for item in scored] == [
+        ("background", "high")
+    ]
+
+
+def test_noise_references_never_relabel_transcribed_speech():
+    rows = [
+        {
+            "clip_key": "speech",
+            "conversation_id": "one",
+            "start": 0,
+            "end": 3,
+            "embedding": [1.0, 0.0],
+            "candidate_type": "background_speech",
+        }
+    ]
+
+    scored = _score_rows(
+        rows,
+        {"noise": [{"embedding": [1.0, 0.0]}], "background_speech": []},
+        [],
+    )
+
+    assert scored == []
+
+
+def test_fg_bg_benchmark_reports_f1_improvement_without_training_on_test_cluster():
+    reviews = []
+    for cluster_id, is_background, embedding in (
+        ("bg-1", True, [1.0, 0.0]),
+        ("bg-2", True, [0.99, 0.01]),
+        ("fg-1", False, [0.0, 1.0]),
+        ("fg-2", False, [0.01, 0.99]),
+    ):
+        reviews.append(
+            {
+                "cluster_id": cluster_id,
+                "examples": [
+                    {
+                        "clip_key": cluster_id,
+                        "candidate_type": "background_speech",
+                        "embedding": embedding,
+                        "content_signature": cluster_id,
+                        "is_background": is_background,
+                        "decision": (
+                            "background_speech" if is_background else "not_background"
+                        ),
+                    }
+                ],
+            }
+        )
+
+    report = evaluate_reviews(reviews)
+
+    assert report["baseline"]["f1"] == 0.0
+    assert report["adapted"]["f1"] == 1.0
+    assert report["f1_change"] == 1.0
+
+
+@pytest.mark.asyncio
+async def test_corpus_index_waits_for_speaker_service_to_become_ready(monkeypatch):
+    responses = iter(
+        [
+            {"error": "connection_failed"},
+            {"embedding_model": "wespeaker-test"},
+        ]
+    )
+
+    class Client:
+        async def get_embedding_info(self):
+            return next(responses)
+
+    async def no_wait(_seconds):
+        return None
+
+    monkeypatch.setattr(background_index_jobs.asyncio, "sleep", no_wait)
+
+    assert (
+        await background_index_jobs._wait_for_embedding_model(Client())
+        == "wespeaker-test"
+    )
+
+
+@pytest.mark.asyncio
+class _StubUser:
+    user_id = "test-user"
+
+
+def _stub_suppression_ledger(monkeypatch):
+    """No-DB stand-ins for the suppression ledger; returns captured records."""
+    captured: list[dict] = []
+
+    async def no_override(_user_id, _conversation_id):
+        return None
+
+    async def no_sticky(_user_id, _conversation_id):
+        return {}
+
+    async def record(_conversation_id, _user_id, records, source, prune=True):
+        captured.extend({**r, "source": source} for r in records)
+        return len(records)
+
+    suppression = speaker_jobs.background_suppression
+    monkeypatch.setattr(suppression, "get_subject_override", no_override)
+    monkeypatch.setattr(suppression, "load_sticky_segments", no_sticky)
+    monkeypatch.setattr(suppression, "record_conversation_suppressions", record)
+    return captured
+
+
+async def test_background_reference_overrides_weaker_foreground_match(monkeypatch):
+    # A solid identification (0.55 is a strong wespeaker match) is never
+    # silently overridden: strong background similarity sends it to the unsure
+    # queue for review instead. Only a weak identification loses outright.
+    segments = [
+        {
+            "start": 0.0,
+            "end": 3.0,
+            "identified_as": "Ankush",
+            "confidence": 0.55,
+        },
+        {
+            "start": 4.0,
+            "end": 7.0,
+            "identified_as": "Ankush",
+            "confidence": 0.30,
+        },
+    ]
+
+    async def reconstruct(*_args):
+        return b"wav"
+
+    class SpeakerClient:
+        async def extract_speaker_embedding(self, _wav):
+            return {"embedding": [1.0, 0.0], "embedding_model": "test-model"}
+
+    async def match(_user, _embeddings, bucket_type, _model):
+        similarity = 0.72 if bucket_type == "background_speech" else 0.2
+        return {"results": [{"bucket_similarity": similarity}]}
+
+    monkeypatch.setattr(speaker_jobs, "reconstruct_audio_segment", reconstruct)
+    monkeypatch.setattr(
+        speaker_jobs.background_bucket_controller, "match_embeddings", match
+    )
+    ledger = _stub_suppression_ledger(monkeypatch)
+
+    await speaker_jobs._apply_background_references(
+        "conversation", segments, _StubUser(), SpeakerClient()
+    )
+
+    # Strong identification survives; the conflict is queued for review.
+    assert segments[0]["identified_as"] == "Ankush"
+    assert "status" not in segments[0]
+    # Weak identification is overridden outright.
+    assert segments[1]["identified_as"] == "Background Speech"
+    assert segments[1]["status"] == "background_reference"
+    # Both verdicts are disclosed, remembering the identification each replaced
+    # (or challenged) so a restore can put it back.
+    records = sorted(ledger, key=lambda r: r["segment_start"])
+    assert [r["zone"] for r in records] == ["unsure", "confident_background"]
+    assert all(r["previous_identified_as"] == "Ankush" for r in records)
+
+
+@pytest.mark.asyncio
+async def test_background_reference_does_not_override_stronger_foreground(monkeypatch):
+    segments = [
+        {
+            "start": 0.0,
+            "end": 3.0,
+            "identified_as": "Ankush",
+            "confidence": 0.8,
+        }
+    ]
+
+    async def reconstruct(*_args):
+        return b"wav"
+
+    class SpeakerClient:
+        async def extract_speaker_embedding(self, _wav):
+            return {"embedding": [1.0, 0.0], "embedding_model": "test-model"}
+
+    async def match(_user, _embeddings, bucket_type, _model):
+        similarity = 0.74 if bucket_type == "background_speech" else 0.2
+        return {"results": [{"bucket_similarity": similarity}]}
+
+    monkeypatch.setattr(speaker_jobs, "reconstruct_audio_segment", reconstruct)
+    monkeypatch.setattr(
+        speaker_jobs.background_bucket_controller, "match_embeddings", match
+    )
+    ledger = _stub_suppression_ledger(monkeypatch)
+
+    await speaker_jobs._apply_background_references(
+        "conversation", segments, _StubUser(), SpeakerClient()
+    )
+
+    assert segments[0]["identified_as"] == "Ankush"
+    # The foreground identification wins outright — nothing recorded, not even
+    # as unsure: a familiar voice beating the bucket is not a close call.
+    assert ledger == []
diff --git a/backends/advanced/tests/test_background_suppression.py b/backends/advanced/tests/test_background_suppression.py
new file mode 100644
index 00000000..d096e2c6
--- /dev/null
+++ b/backends/advanced/tests/test_background_suppression.py
@@ -0,0 +1,54 @@
+from advanced_omi_backend.workers.background_suppression import (
+    assign_cluster_signatures,
+    zone_for,
+)
+
+
+def test_confident_zone_needs_a_clear_margin_over_foreground():
+    assert zone_for(0.70, 0.10) == "confident_background"
+    # At the similarity floor a wide margin is still enough.
+    assert zone_for(0.45, 0.20) == "confident_background"
+
+
+def test_close_calls_are_queued_not_acted_on():
+    # Strong bucket match that doesn't clearly beat the foreground match.
+    assert zone_for(0.60, 0.45) == "unsure"
+    # Low-similarity band: plausible but the bucket barely knows this source.
+    assert zone_for(0.41, 0.25) == "unsure"
+
+
+def test_weak_or_outmatched_clips_stay_foreground():
+    assert zone_for(0.39, 0.10) == "foreground"
+    # Margin too thin even with a decent bucket match.
+    assert zone_for(0.55, 0.50) == "foreground"
+    # A familiar foreground voice wins outright.
+    assert zone_for(0.55, 0.60) == "foreground"
+
+
+def _record(start, text, embedding):
+    return {
+        "segment_start": start,
+        "segment_end": start + 2.0,
+        "text": text,
+        "embedding": embedding,
+    }
+
+
+def test_same_source_segments_share_a_cluster_signature():
+    records = [
+        _record(10.0, "game commentary one", [1.0, 0.0]),
+        _record(20.0, "game commentary two", [0.99, 0.01]),
+        _record(30.0, "a different voice", [0.0, 1.0]),
+    ]
+    assign_cluster_signatures(records)
+    assert records[0]["cluster_signature"] == records[1]["cluster_signature"]
+    assert records[0]["cluster_signature"] != records[2]["cluster_signature"]
+
+
+def test_cluster_signatures_are_stable_across_rescoring():
+    embeddings = [[1.0, 0.0], [0.98, 0.02]]
+    first = [_record(10.0, "line one", embeddings[0]), _record(20.0, "line two", embeddings[1])]
+    second = [_record(10.0, "line one", embeddings[0]), _record(20.0, "line two", embeddings[1])]
+    assign_cluster_signatures(first)
+    assign_cluster_signatures(second)
+    assert first[0]["cluster_signature"] == second[0]["cluster_signature"]
diff --git a/backends/advanced/tests/test_chat_memory_kg_dispatch.py b/backends/advanced/tests/test_chat_memory_kg_dispatch.py
new file mode 100644
index 00000000..d1ad4f5d
--- /dev/null
+++ b/backends/advanced/tests/test_chat_memory_kg_dispatch.py
@@ -0,0 +1,245 @@
+"""Unit tests for chat memory plugin dispatch.
+
+Verifies that ChatService.extract_memories_from_session triggers
+MEMORY_PROCESSED plugin dispatch on the success branch.
+
+LLM-independent: the memory_service.add_memory call is mocked to return
+success without actually contacting an LLM.
+"""
+
+from datetime import datetime, timezone
+from unittest.mock import AsyncMock, patch
+
+import pytest
+
+from advanced_omi_backend.chat_service import ChatMessage, ChatService
+
+
+@pytest.mark.asyncio
+async def test_extract_memories_triggers_plugin_dispatch():
+    """Success branch must dispatch the memory-processed plugin event."""
+    cs = ChatService()
+
+    # Stub _initialized to skip real init; provide collection mocks for the methods we hit.
+    cs._initialized = True
+    cs.sessions_collection = AsyncMock()
+    cs.sessions_collection.find_one = AsyncMock(
+        return_value={
+            "session_id": "sess-x",
+            "user_id": "user-x",
+            "user_email": "user-x@example.com",
+            "title": "smoke",
+        }
+    )
+
+    fake_messages = [
+        ChatMessage(
+            message_id="m1",
+            session_id="sess-x",
+            user_id="user-x",
+            role="user",
+            content="I had lunch with Aru at Blue Tokai.",
+            timestamp=datetime.now(timezone.utc),
+        ),
+        ChatMessage(
+            message_id="m2",
+            session_id="sess-x",
+            user_id="user-x",
+            role="assistant",
+            content="Sounds nice.",
+            timestamp=datetime.now(timezone.utc),
+        ),
+    ]
+    cs.get_session_messages = AsyncMock(return_value=fake_messages)
+
+    cs.memory_service = AsyncMock()
+    cs.memory_service.add_memory = AsyncMock(return_value=(True, ["mem-1", "mem-2"]))
+    cs.memory_service.provider_identifier = "chronicle"
+
+    with (
+        patch(
+            "advanced_omi_backend.chat_service.get_user_by_id",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch(
+            "advanced_omi_backend.chat_service.dispatch_plugin_event",
+            new_callable=AsyncMock,
+        ) as fake_dispatch,
+    ):
+        ok, ids, count = await cs.extract_memories_from_session(
+            session_id="sess-x", user_id="user-x"
+        )
+
+    assert ok is True
+    assert ids == ["mem-1", "mem-2"]
+    assert count == 2
+
+    fake_dispatch.assert_awaited_once()
+    dispatch_kwargs = fake_dispatch.await_args.kwargs
+    assert dispatch_kwargs["event"].name == "MEMORY_PROCESSED"
+    assert dispatch_kwargs["user_id"] == "user-x"
+    assert dispatch_kwargs["data"]["memory_count"] == 2
+    assert dispatch_kwargs["data"]["conversation_id"] == "chat_sess-x"
+    assert dispatch_kwargs["data"]["conversation"]["client_id"] == "chat_interface"
+    assert dispatch_kwargs["metadata"]["memory_provider"] == "chronicle"
+
+
+@pytest.mark.asyncio
+async def test_no_memories_still_dispatches_success():
+    """Successful extraction with no new IDs should still dispatch."""
+    cs = ChatService()
+    cs._initialized = True
+    cs.sessions_collection = AsyncMock()
+    cs.sessions_collection.find_one = AsyncMock(
+        return_value={"session_id": "sess-x", "user_id": "user-x"}
+    )
+    cs.get_session_messages = AsyncMock(
+        return_value=[
+            ChatMessage(
+                message_id="m1",
+                session_id="sess-x",
+                user_id="user-x",
+                role="user",
+                content="hello",
+                timestamp=datetime.now(timezone.utc),
+            ),
+            ChatMessage(
+                message_id="m2",
+                session_id="sess-x",
+                user_id="user-x",
+                role="assistant",
+                content="hi",
+                timestamp=datetime.now(timezone.utc),
+            ),
+        ]
+    )
+    cs.memory_service = AsyncMock()
+    cs.memory_service.add_memory = AsyncMock(return_value=(True, []))
+    cs.memory_service.provider_identifier = "chronicle"
+
+    with (
+        patch(
+            "advanced_omi_backend.chat_service.get_user_by_id",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch(
+            "advanced_omi_backend.chat_service.dispatch_plugin_event",
+            new_callable=AsyncMock,
+        ) as fake_dispatch,
+    ):
+        ok, ids, count = await cs.extract_memories_from_session(
+            session_id="sess-x", user_id="user-x"
+        )
+
+    assert ok is True
+    assert ids == []
+    assert count == 0
+
+    fake_dispatch.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_dispatch_failure_is_non_fatal():
+    """If plugin dispatch raises, extract_memories_from_session must still return success."""
+    cs = ChatService()
+    cs._initialized = True
+    cs.sessions_collection = AsyncMock()
+    cs.sessions_collection.find_one = AsyncMock(
+        return_value={"session_id": "sess-x", "user_id": "user-x"}
+    )
+    cs.get_session_messages = AsyncMock(
+        return_value=[
+            ChatMessage(
+                message_id="m1",
+                session_id="sess-x",
+                user_id="user-x",
+                role="user",
+                content="hello",
+                timestamp=datetime.now(timezone.utc),
+            ),
+            ChatMessage(
+                message_id="m2",
+                session_id="sess-x",
+                user_id="user-x",
+                role="assistant",
+                content="hi",
+                timestamp=datetime.now(timezone.utc),
+            ),
+        ]
+    )
+    cs.memory_service = AsyncMock()
+    cs.memory_service.add_memory = AsyncMock(return_value=(True, ["m"]))
+    cs.memory_service.provider_identifier = "chronicle"
+
+    with (
+        patch(
+            "advanced_omi_backend.chat_service.get_user_by_id",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch(
+            "advanced_omi_backend.chat_service.dispatch_plugin_event",
+            new_callable=AsyncMock,
+            side_effect=RuntimeError("plugin router down"),
+        ),
+    ):
+        ok, _ids, count = await cs.extract_memories_from_session(
+            session_id="sess-x", user_id="user-x"
+        )
+
+    assert ok is True
+    assert count == 1
+
+
+@pytest.mark.asyncio
+async def test_failed_extraction_does_not_dispatch():
+    """If memory_service.add_memory returns False, neither KG nor dispatch must fire."""
+    cs = ChatService()
+    cs._initialized = True
+    cs.sessions_collection = AsyncMock()
+    cs.sessions_collection.find_one = AsyncMock(
+        return_value={"session_id": "sess-x", "user_id": "user-x"}
+    )
+    cs.get_session_messages = AsyncMock(
+        return_value=[
+            ChatMessage(
+                message_id="m1",
+                session_id="sess-x",
+                user_id="user-x",
+                role="user",
+                content="hello",
+                timestamp=datetime.now(timezone.utc),
+            ),
+            ChatMessage(
+                message_id="m2",
+                session_id="sess-x",
+                user_id="user-x",
+                role="assistant",
+                content="hi",
+                timestamp=datetime.now(timezone.utc),
+            ),
+        ]
+    )
+    cs.memory_service = AsyncMock()
+    cs.memory_service.add_memory = AsyncMock(return_value=(False, []))
+
+    with (
+        patch(
+            "advanced_omi_backend.chat_service.get_user_by_id",
+            new_callable=AsyncMock,
+            return_value=None,
+        ),
+        patch(
+            "advanced_omi_backend.chat_service.dispatch_plugin_event",
+            new_callable=AsyncMock,
+        ) as fake_dispatch,
+    ):
+        ok, _ids, _count = await cs.extract_memories_from_session(
+            session_id="sess-x", user_id="user-x"
+        )
+
+    assert ok is False
+    cs.memory_service.add_memory.assert_awaited_once()
+    fake_dispatch.assert_not_awaited()
diff --git a/backends/advanced/tests/test_client_lifecycle.py b/backends/advanced/tests/test_client_lifecycle.py
new file mode 100644
index 00000000..e350d7f1
--- /dev/null
+++ b/backends/advanced/tests/test_client_lifecycle.py
@@ -0,0 +1,56 @@
+"""Unit tests for the in-memory client lifecycle.
+
+Covers the invariants the WebSocket evict-on-reconnect and idle-timeout/reaper
+paths rely on:
+  - a freshly created client is present, connected, and freshly stamped
+  - touch() advances last_activity (drives the reaper + honest "connected")
+  - remove_client_with_cleanup() is the single removal path and flips connected
+  - create_client() rejects a duplicate id (the evict path must clean up first)
+
+These are pure in-memory — no Redis, Mongo, or API keys required.
+"""
+
+import time
+
+import pytest
+
+from advanced_omi_backend.client import ClientState
+from advanced_omi_backend.client_manager import ClientManager
+
+
+def test_new_client_is_present_connected_and_fresh():
+    mgr = ClientManager()
+    before = time.time()
+    state = mgr.create_client("u1-phone", "u1", "u1@example.com")
+
+    assert mgr.has_client("u1-phone")
+    assert state.connected is True
+    assert state.last_activity >= before
+
+
+def test_touch_advances_last_activity():
+    state = ClientState("u1-phone", "u1", "u1@example.com")
+    original = state.last_activity = time.time() - 100  # pretend it's been idle
+    state.touch()
+    assert state.last_activity > original
+
+
+@pytest.mark.asyncio
+async def test_remove_with_cleanup_disconnects_and_removes():
+    mgr = ClientManager()
+    state = mgr.create_client("u1-phone", "u1", "u1@example.com")
+
+    removed = await mgr.remove_client_with_cleanup("u1-phone")
+
+    assert removed is True
+    assert not mgr.has_client("u1-phone")
+    assert state.connected is False
+    # Removing a now-absent client is a graceful no-op (idempotent reaper/evict).
+    assert await mgr.remove_client_with_cleanup("u1-phone") is False
+
+
+def test_create_duplicate_raises_so_evict_must_run_first():
+    mgr = ClientManager()
+    mgr.create_client("u1-phone", "u1", "u1@example.com")
+    with pytest.raises(ValueError):
+        mgr.create_client("u1-phone", "u1", "u1@example.com")
diff --git a/backends/advanced/tests/test_codex_executor.py b/backends/advanced/tests/test_codex_executor.py
new file mode 100644
index 00000000..26eb8e9d
--- /dev/null
+++ b/backends/advanced/tests/test_codex_executor.py
@@ -0,0 +1,174 @@
+"""Codex CLI memory-agent executor: selection, filesystem-diff auditing, failure paths."""
+
+import contextlib
+import subprocess
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.services.memory.agent import codex_agent, memory_agent
+from advanced_omi_backend.services.memory.agent.codex_agent import CodexMemoryAgent
+from advanced_omi_backend.services.memory.agent.memory_agent import (
+    MemoryAgent,
+    MemoryAgentResult,
+)
+from advanced_omi_backend.services.memory.config import MemoryConfig
+from advanced_omi_backend.services.memory.providers.chronicle import MemoryService
+
+
+@contextlib.contextmanager
+def _no_lock(_user_id, ttl_seconds=0):
+    yield
+
+
+@pytest.fixture
+def unlocked(monkeypatch):
+    monkeypatch.setattr(
+        "advanced_omi_backend.services.memory.vault_lock.vault_run_lock", _no_lock
+    )
+
+
+# ---------------------------------------------------------------------------
+# Executor selection (chronicle._agent_class)
+# ---------------------------------------------------------------------------
+
+
+def test_agent_class_defaults_to_direct():
+    service = MemoryService(MemoryConfig())
+    assert service._agent_class() is MemoryAgent
+
+
+def test_agent_class_uses_codex_when_available(monkeypatch):
+    monkeypatch.setattr(
+        codex_agent, "codex_executor_available", lambda: (True, "/usr/bin/codex")
+    )
+    service = MemoryService(MemoryConfig(agent_executor="codex"))
+    assert service._agent_class() is CodexMemoryAgent
+
+
+def test_agent_class_falls_back_when_codex_unavailable(monkeypatch):
+    monkeypatch.setattr(
+        codex_agent, "codex_executor_available", lambda: (False, "no binary")
+    )
+    service = MemoryService(MemoryConfig(agent_executor="codex"))
+    assert service._agent_class() is MemoryAgent
+
+
+# ---------------------------------------------------------------------------
+# CodexMemoryAgent.run
+# ---------------------------------------------------------------------------
+
+
+def _fake_codex_run(vault_root, *, summary="Recorded the conversation.", returncode=0):
+    """A subprocess.run stand-in that mimics one codex exec editing the vault."""
+
+    def fake_run(cmd, **kwargs):
+        # Simulate the agent's edits: create the conversation note, update a
+        # person note, retire a topic note.
+        (vault_root / "Conversations").mkdir(exist_ok=True)
+        (vault_root / "Conversations" / "conv1.md").write_text("recorded")
+        (vault_root / "People" / "Old.md").write_text("updated content")
+        (vault_root / "Topics" / "Gone.md").unlink()
+        last_msg = cmd[cmd.index("--output-last-message") + 1]
+        with open(last_msg, "w") as f:
+            f.write(summary)
+        stdout = (
+            '{"type":"item.completed","item":{"item_type":"command_execution"}}\n'
+            '{"type":"turn.completed"}\n'
+        )
+        return SimpleNamespace(returncode=returncode, stdout=stdout, stderr="")
+
+    return fake_run
+
+
+def _seed_vault(tmp_path):
+    root = tmp_path / "user1"
+    (root / "People").mkdir(parents=True)
+    (root / "Topics").mkdir()
+    (root / "People" / "Old.md").write_text("original content")
+    (root / "Topics" / "Gone.md").write_text("doomed note")
+    return root
+
+
+@pytest.mark.asyncio
+async def test_run_derives_touched_and_removed_from_fs_diff(
+    tmp_path, monkeypatch, unlocked
+):
+    root = _seed_vault(tmp_path)
+    monkeypatch.setattr(
+        codex_agent, "codex_executor_available", lambda: (True, "/usr/bin/codex")
+    )
+    monkeypatch.setattr(subprocess, "run", _fake_codex_run(root))
+
+    result = await CodexMemoryAgent(root).run("a real transcript", "conv1")
+
+    assert result.touched == ["Conversations/conv1.md", "People/Old.md"]
+    assert result.removed == [
+        {"old_path": "Topics/Gone.md", "new_path": "", "before": "doomed note"}
+    ]
+    assert result.summary == "Recorded the conversation."
+    assert result.tool_calls == 1
+    assert result.rounds == 1
+    assert not result.truncated
+    assert result.errors == []
+
+
+@pytest.mark.asyncio
+async def test_run_failure_is_truncated_with_errors(tmp_path, monkeypatch, unlocked):
+    root = _seed_vault(tmp_path)
+    monkeypatch.setattr(
+        codex_agent, "codex_executor_available", lambda: (True, "/usr/bin/codex")
+    )
+
+    def failing_run(cmd, **kwargs):
+        raise subprocess.TimeoutExpired(cmd, 5)
+
+    monkeypatch.setattr(subprocess, "run", failing_run)
+
+    result = await CodexMemoryAgent(root).run("a real transcript", "conv1")
+
+    assert result.truncated
+    assert any("timed out" in e for e in result.errors)
+    assert result.touched == []  # nothing was written
+
+
+@pytest.mark.asyncio
+async def test_run_unavailable_executor_returns_truncated(tmp_path, monkeypatch):
+    root = _seed_vault(tmp_path)
+    monkeypatch.setattr(
+        codex_agent, "codex_executor_available", lambda: (False, "no auth")
+    )
+
+    result = await CodexMemoryAgent(root).run("a real transcript", "conv1")
+
+    assert result.truncated
+    assert result.errors == ["codex executor unavailable: no auth"]
+
+
+@pytest.mark.asyncio
+async def test_force_fallback_delegates_to_direct_agent(tmp_path, monkeypatch):
+    root = _seed_vault(tmp_path)
+    seen = {}
+
+    class FakeDirectAgent:
+        def __init__(
+            self, vault_root, operation="memory_agent", *, force_fallback=False
+        ):
+            seen["force_fallback"] = force_fallback
+
+        async def run(self, transcript, conversation_id, **kwargs):
+            return MemoryAgentResult(
+                conversation_id=conversation_id,
+                rounds=1,
+                touched=["Conversations/conv1.md"],
+                summary="fallback ran",
+            )
+
+    monkeypatch.setattr(memory_agent, "MemoryAgent", FakeDirectAgent)
+
+    result = await CodexMemoryAgent(root, force_fallback=True).run(
+        "a real transcript", "conv1"
+    )
+
+    assert seen["force_fallback"] is True
+    assert result.summary == "fallback ran"
diff --git a/backends/advanced/tests/test_conversation_audio_salvage.py b/backends/advanced/tests/test_conversation_audio_salvage.py
new file mode 100644
index 00000000..692b6965
--- /dev/null
+++ b/backends/advanced/tests/test_conversation_audio_salvage.py
@@ -0,0 +1,27 @@
+"""The no-data-loss guard for conversations whose audio never persisted.
+
+When a conversation's audio chunks are missing at finalize (e.g. a mid-session
+reconnect routed the audio to the session's always_persist placeholder under a
+different conversation_id), the conversation must NOT be discarded if it carries a
+real transcript — losing a real transcript is worse than keeping an audio-less
+conversation. Only a genuinely empty conversation (no meaningful transcript) is
+discarded.
+"""
+
+import pytest
+
+from advanced_omi_backend.workers.conversation_jobs import (
+    should_discard_unbacked_conversation,
+)
+
+pytestmark = pytest.mark.unit
+
+
+def test_empty_conversation_is_discarded():
+    # No transcript and no audio → nothing worth keeping.
+    assert should_discard_unbacked_conversation(has_meaningful_transcript=False) is True
+
+
+def test_transcript_bearing_conversation_is_kept():
+    # Real transcript but missing audio → keep it (don't lose the transcript).
+    assert should_discard_unbacked_conversation(has_meaningful_transcript=True) is False
diff --git a/backends/advanced/tests/test_conversation_lifecycle.py b/backends/advanced/tests/test_conversation_lifecycle.py
new file mode 100644
index 00000000..d5948bcb
--- /dev/null
+++ b/backends/advanced/tests/test_conversation_lifecycle.py
@@ -0,0 +1,318 @@
+"""Tests for the streaming-session conversation-assignment module."""
+
+from contextlib import asynccontextmanager
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, Mock
+
+import pytest
+
+from advanced_omi_backend.services.audio_stream import conversation_lifecycle
+from advanced_omi_backend.services.audio_stream.session_store import SessionStatus
+from advanced_omi_backend.workers import conversation_jobs
+
+pytestmark = pytest.mark.unit
+
+
+class _QueryField:
+    def __eq__(self, value):
+        return value
+
+
+class _Store:
+    def __init__(self, statuses, current_id=None):
+        self._statuses = iter(statuses)
+        self.current_id = current_id
+        self.assignments = []
+        self.clears = []
+
+    @asynccontextmanager
+    async def conversation_create_lock(self, session_id):
+        yield True
+
+    async def get_status(self, session_id):
+        return next(self._statuses, SessionStatus.ACTIVE)
+
+    async def get_current_conversation_id(self, session_id):
+        return self.current_id
+
+    async def clear_current_conversation(self, session_id, *, expected_id=None):
+        self.clears.append((session_id, expected_id))
+        if expected_id is None or self.current_id == expected_id:
+            self.current_id = None
+            return True
+        return False
+
+    async def set_current_conversation(self, session_id, conversation_id, *, ttl=86400):
+        self.current_id = conversation_id
+        self.assignments.append((session_id, conversation_id, ttl))
+
+    async def assign_current_conversation_if_active(
+        self, session_id, conversation_id, *, ttl=86400
+    ):
+        if (
+            await self.get_status(session_id) != SessionStatus.ACTIVE
+            or self.current_id is not None
+        ):
+            return False
+        await self.set_current_conversation(session_id, conversation_id, ttl=ttl)
+        return True
+
+    async def replace_current_conversation_if_active(
+        self, session_id, expected_id, replacement_id, *, ttl=86400
+    ):
+        if (
+            await self.get_status(session_id) != SessionStatus.ACTIVE
+            or self.current_id != expected_id
+        ):
+            return False
+        await self.set_current_conversation(session_id, replacement_id, ttl=ttl)
+        return True
+
+
+def _conversation_model(existing=None):
+    class FakeConversation:
+        conversation_id = _QueryField()
+        ConversationStatus = conversation_lifecycle.Conversation.ConversationStatus
+        find_one_result = existing
+        inserted = []
+        deleted_candidates = []
+
+        def __init__(self, **kwargs):
+            self.conversation_id = "placeholder-1"
+            self.processing_status = kwargs["processing_status"]
+            self.deleted = False
+
+        @classmethod
+        async def find_one(cls, query):
+            return cls.find_one_result
+
+        async def insert(self):
+            type(self).inserted.append(self.conversation_id)
+
+        async def delete(self):
+            type(self).deleted_candidates.append(self.conversation_id)
+
+    return FakeConversation
+
+
+@pytest.mark.asyncio
+async def test_terminal_session_never_gets_a_placeholder(monkeypatch):
+    model = _conversation_model()
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+    store = _Store([SessionStatus.FINALIZING])
+
+    assignment = await conversation_lifecycle.ensure_active_session_placeholder(
+        store,
+        session_id="session-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment is None
+    assert model.inserted == []
+    assert store.assignments == []
+
+
+@pytest.mark.asyncio
+async def test_active_session_creation_publishes_one_assignment(monkeypatch):
+    model = _conversation_model()
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+    store = _Store([SessionStatus.ACTIVE, SessionStatus.ACTIVE])
+
+    assignment = await conversation_lifecycle.ensure_active_session_placeholder(
+        store,
+        session_id="session-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment.conversation_id == "placeholder-1"
+    assert assignment.created is True
+    assert model.inserted == ["placeholder-1"]
+    assert store.assignments == [("session-1", "placeholder-1", None)]
+
+
+@pytest.mark.asyncio
+async def test_finalization_during_mongo_insert_rolls_back_candidate(monkeypatch):
+    model = _conversation_model()
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+    store = _Store([SessionStatus.ACTIVE, SessionStatus.FINALIZING])
+
+    assignment = await conversation_lifecycle.ensure_active_session_placeholder(
+        store,
+        session_id="session-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment is None
+    assert model.deleted_candidates == ["placeholder-1"]
+    assert store.assignments == []
+
+
+@pytest.mark.asyncio
+async def test_finalization_after_lost_claim_does_not_return_competing_pointer(
+    monkeypatch,
+):
+    existing = SimpleNamespace(
+        processing_status="active",
+        deleted=False,
+        always_persist=True,
+        has_meaningful_transcript=False,
+    )
+    model = _conversation_model(existing=existing)
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+
+    class FinalizingStore(_Store):
+        async def assign_current_conversation_if_active(
+            self, session_id, conversation_id, *, ttl=86400
+        ):
+            self.current_id = "late-pointer"
+            return False
+
+    store = FinalizingStore(
+        [SessionStatus.ACTIVE, SessionStatus.FINALIZING], current_id=None
+    )
+
+    assignment = await conversation_lifecycle.ensure_active_session_placeholder(
+        store,
+        session_id="session-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment is None
+    assert model.deleted_candidates == ["placeholder-1"]
+
+
+@pytest.mark.asyncio
+async def test_active_rotation_swaps_owner_without_unassigned_gap(monkeypatch):
+    model = _conversation_model()
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+    store = _Store(
+        [SessionStatus.ACTIVE, SessionStatus.ACTIVE],
+        current_id="conversation-1",
+    )
+
+    assignment = await conversation_lifecycle.rotate_active_session_placeholder(
+        store,
+        session_id="session-1",
+        expected_conversation_id="conversation-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment.conversation_id == "placeholder-1"
+    assert assignment.created is True
+    assert store.current_id == "placeholder-1"
+    assert store.clears == []
+    assert store.assignments == [("session-1", "placeholder-1", None)]
+
+
+@pytest.mark.asyncio
+async def test_terminal_rotation_does_not_create_successor(monkeypatch):
+    model = _conversation_model()
+    monkeypatch.setattr(conversation_lifecycle, "Conversation", model)
+    store = _Store([SessionStatus.FINALIZING], current_id="conversation-1")
+
+    assignment = await conversation_lifecycle.rotate_active_session_placeholder(
+        store,
+        session_id="session-1",
+        expected_conversation_id="conversation-1",
+        user_id="user-1",
+        client_id="client-1",
+    )
+
+    assert assignment is None
+    assert model.inserted == []
+    assert store.current_id == "conversation-1"
+
+
+class _EndRedis:
+    def __init__(self):
+        self.deleted = []
+
+    async def delete(self, *keys):
+        self.deleted.extend(keys)
+        return len(keys)
+
+
+class _EndStore:
+    status = SessionStatus.ACTIVE
+
+    def __init__(self, redis_client):
+        self.expired = False
+        self.persisted = False
+
+    @asynccontextmanager
+    async def conversation_create_lock(self, session_id):
+        yield True
+
+    async def clear_current_conversation(self, session_id, *, expected_id=None):
+        return True
+
+    async def increment_conversation_count(self, session_id):
+        return 1
+
+    async def get_status_ws_reason(self, session_id):
+        return self.status, self.status == SessionStatus.ACTIVE, ""
+
+    async def persist_session(self, session_id):
+        self.persisted = True
+
+    async def expire_session(self, session_id, ttl):
+        self.expired = True
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("status", "expects_placeholder", "expects_restart"),
+    (
+        (SessionStatus.ACTIVE, True, True),
+        (SessionStatus.FINALIZING, False, False),
+    ),
+)
+async def test_conversation_end_assigns_successor_only_for_active_session(
+    monkeypatch, status, expects_placeholder, expects_restart
+):
+    class FakeConversationModel:
+        conversation_id = _QueryField()
+        EndReason = conversation_jobs.Conversation.EndReason
+
+        @classmethod
+        async def find_one(cls, query):
+            return SimpleNamespace(
+                always_persist=True,
+                end_reason=None,
+                completed_at=None,
+                save=AsyncMock(),
+            )
+
+    _EndStore.status = status
+    ensure_placeholder = AsyncMock(
+        return_value=SimpleNamespace(conversation_id="next-placeholder")
+    )
+    enqueue_speech = Mock()
+
+    monkeypatch.setattr(conversation_jobs, "SessionStore", _EndStore)
+    monkeypatch.setattr(conversation_jobs, "Conversation", FakeConversationModel)
+    monkeypatch.setattr(
+        conversation_jobs, "ensure_active_session_placeholder", ensure_placeholder
+    )
+    monkeypatch.setattr(conversation_jobs, "enqueue_speech_detection", enqueue_speech)
+    monkeypatch.setattr(conversation_jobs, "publish_sse_event", lambda *args: None)
+
+    await conversation_jobs.handle_end_of_conversation(
+        session_id="session-1",
+        conversation_id="conversation-1",
+        client_id="client-1",
+        user_id="user-1",
+        start_time=0.0,
+        last_result_count=1,
+        timeout_triggered=True,
+        redis_client=_EndRedis(),
+        end_reason="inactivity_timeout",
+    )
+
+    assert ensure_placeholder.await_count == int(expects_placeholder)
+    assert enqueue_speech.call_count == int(expects_restart)
diff --git a/backends/advanced/tests/test_conversation_models.py b/backends/advanced/tests/test_conversation_models.py
index 4652e14a..f46788ce 100644
--- a/backends/advanced/tests/test_conversation_models.py
+++ b/backends/advanced/tests/test_conversation_models.py
@@ -19,7 +19,7 @@ def test_speaker_segment_model(self):
             end=15.8,
             text="Hello, how are you today?",
             speaker="Speaker A",
-            confidence=0.95
+            confidence=0.95,
         )
 
         assert segment.start == 10.5
@@ -31,8 +31,12 @@ def test_speaker_segment_model(self):
     def test_transcript_version_model(self):
         """Test TranscriptVersion model."""
         segments = [
-            Conversation.SpeakerSegment(start=0.0, end=5.0, text="Hello", speaker="Speaker A"),
-            Conversation.SpeakerSegment(start=5.1, end=10.0, text="Hi there", speaker="Speaker B")
+            Conversation.SpeakerSegment(
+                start=0.0, end=5.0, text="Hello", speaker="Speaker A"
+            ),
+            Conversation.SpeakerSegment(
+                start=5.1, end=10.0, text="Hi there", speaker="Speaker B"
+            ),
         ]
 
         version = Conversation.TranscriptVersion(
@@ -43,7 +47,7 @@ def test_transcript_version_model(self):
             model="nova-3",
             created_at=datetime.now(),
             processing_time_seconds=12.5,
-            metadata={"confidence": 0.9}
+            metadata={"confidence": 0.9},
         )
 
         assert version.version_id == "trans-v1"
@@ -54,40 +58,9 @@ def test_transcript_version_model(self):
         assert version.processing_time_seconds == 12.5
         assert version.metadata["confidence"] == 0.9
 
-    def test_memory_version_model(self):
-        """Test MemoryVersion model."""
-        version = Conversation.MemoryVersion(
-            version_id="mem-v1",
-            memory_count=5,
-            transcript_version_id="trans-v1",
-            provider=Conversation.MemoryProvider.CHRONICLE,
-            model="gpt-4o-mini",
-            created_at=datetime.now(),
-            processing_time_seconds=45.2,
-            metadata={"extraction_quality": "high"}
-        )
-
-        assert version.version_id == "mem-v1"
-        assert version.memory_count == 5
-        assert version.transcript_version_id == "trans-v1"
-        assert version.provider == Conversation.MemoryProvider.CHRONICLE
-        assert version.model == "gpt-4o-mini"
-        assert version.processing_time_seconds == 45.2
-        assert version.metadata["extraction_quality"] == "high"
-
-    def test_provider_enums(self):
-        """Test that provider enums work correctly."""
-        assert Conversation.MemoryProvider.CHRONICLE == "chronicle"
-        assert Conversation.MemoryProvider.OPENMEMORY_MCP == "openmemory_mcp"
-
     def test_word_model(self):
         """Test Word model."""
-        word = Conversation.Word(
-            word="hello",
-            start=0.0,
-            end=0.5,
-            confidence=0.98
-        )
+        word = Conversation.Word(word="hello", start=0.0, end=0.5, confidence=0.98)
         assert word.word == "hello"
         assert word.start == 0.0
         assert word.end == 0.5
@@ -96,10 +69,7 @@ def test_word_model(self):
     def test_speaker_segment_defaults(self):
         """Test SpeakerSegment default values."""
         segment = Conversation.SpeakerSegment(
-            start=0.0,
-            end=1.0,
-            text="Test",
-            speaker="Speaker 0"
+            start=0.0, end=1.0, text="Test", speaker="Speaker 0"
         )
         assert segment.confidence is None
         assert segment.identified_as is None
@@ -118,3 +88,338 @@ def test_transcript_version_defaults(self):
         assert version.model is None
         assert version.processing_time_seconds is None
         assert version.metadata == {}
+
+
+class TestAnnotationApplyMetadataPropagation:
+    """Test that annotation apply correctly propagates provider metadata.
+
+    The annotation apply endpoints create new transcript versions. They must
+    carry over provider_capabilities and diarization_source from the source
+    version so downstream processing knows provider capabilities.
+
+    Uses TranscriptVersion directly (no DB) since the propagation logic
+    operates on version objects, not the Conversation document.
+    """
+
+    def _make_source_version(
+        self,
+        provider_capabilities=None,
+        diarization_source=None,
+    ):
+        """Helper: create a source TranscriptVersion."""
+        metadata = {"some_key": "some_value"}
+        if provider_capabilities is not None:
+            metadata["provider_capabilities"] = provider_capabilities
+
+        version = Conversation.TranscriptVersion(
+            version_id="v1",
+            transcript="Hello world",
+            segments=[
+                Conversation.SpeakerSegment(
+                    start=0.0, end=5.0, text="Hello world", speaker="Speaker 0"
+                )
+            ],
+            provider="vibevoice",
+            model="microsoft/VibeVoice-ASR-HF",
+            created_at=datetime.now(),
+            metadata=metadata,
+            diarization_source=diarization_source,
+        )
+        return version
+
+    def _simulate_annotation_apply(self, source):
+        """Reproduce the exact metadata propagation logic from annotation routes."""
+        source_capabilities = source.metadata.get("provider_capabilities", {})
+        new_version = Conversation.TranscriptVersion(
+            version_id="v2",
+            transcript=source.transcript,
+            segments=[s.model_copy() for s in source.segments],
+            provider=source.provider,
+            model=source.model,
+            created_at=datetime.now(),
+            metadata={
+                "reprocessing_type": "diarization_annotations",
+                "source_version_id": source.version_id,
+                "provider_capabilities": source_capabilities,
+            },
+        )
+        if source.diarization_source:
+            new_version.diarization_source = source.diarization_source
+        return new_version
+
+    def test_capabilities_and_diarization_source_propagated(self):
+        """Both provider_capabilities and diarization_source carry through."""
+        source = self._make_source_version(
+            provider_capabilities={"segments": True, "diarization": True},
+            diarization_source="provider",
+        )
+        new_version = self._simulate_annotation_apply(source)
+
+        assert new_version.metadata["provider_capabilities"] == {
+            "segments": True,
+            "diarization": True,
+        }
+        assert new_version.diarization_source == "provider"
+
+    def test_no_provider_capabilities_in_source(self):
+        """Source version has no provider_capabilities → new version gets {}."""
+        source = self._make_source_version(
+            provider_capabilities=None,  # not in metadata at all
+        )
+        new_version = self._simulate_annotation_apply(source)
+
+        assert new_version.metadata["provider_capabilities"] == {}
+        assert new_version.diarization_source is None
+
+    def test_empty_provider_capabilities(self):
+        """Source version has empty provider_capabilities → preserved as {}."""
+        source = self._make_source_version(provider_capabilities={})
+        new_version = self._simulate_annotation_apply(source)
+
+        assert new_version.metadata["provider_capabilities"] == {}
+
+    def test_diarization_source_none_not_propagated(self):
+        """Source with diarization_source=None → new version stays None."""
+        source = self._make_source_version(
+            provider_capabilities={"segments": True},
+            diarization_source=None,
+        )
+        new_version = self._simulate_annotation_apply(source)
+
+        assert new_version.diarization_source is None
+
+    def test_pyannote_diarization_source_propagated(self):
+        """diarization_source='pyannote' carries through correctly."""
+        source = self._make_source_version(
+            provider_capabilities={"segments": True, "word_timestamps": True},
+            diarization_source="pyannote",
+        )
+        new_version = self._simulate_annotation_apply(source)
+
+        assert new_version.diarization_source == "pyannote"
+
+    def test_chained_applies_preserve_metadata(self):
+        """Apply v1→v2, then v2→v3: capabilities survive both hops."""
+        v1 = self._make_source_version(
+            provider_capabilities={"segments": True, "diarization": True},
+            diarization_source="provider",
+        )
+        v2 = self._simulate_annotation_apply(v1)
+
+        # Second apply: v2 → v3
+        source_capabilities = v2.metadata.get("provider_capabilities", {})
+        v3 = Conversation.TranscriptVersion(
+            version_id="v3",
+            transcript=v2.transcript,
+            segments=[s.model_copy() for s in v2.segments],
+            provider=v2.provider,
+            model=v2.model,
+            created_at=datetime.now(),
+            metadata={
+                "reprocessing_type": "unified_annotations",
+                "source_version_id": v2.version_id,
+                "provider_capabilities": source_capabilities,
+            },
+        )
+        if v2.diarization_source:
+            v3.diarization_source = v2.diarization_source
+
+        assert v3.metadata["provider_capabilities"] == {
+            "segments": True,
+            "diarization": True,
+        }
+        assert v3.diarization_source == "provider"
+
+    def test_segments_copied_not_shared(self):
+        """Apply creates independent segment copies (model_copy)."""
+        source = self._make_source_version(
+            provider_capabilities={"segments": True},
+            diarization_source="provider",
+        )
+        new_version = self._simulate_annotation_apply(source)
+
+        # Mutating new version's segment shouldn't affect source
+        new_version.segments[0].speaker = "CHANGED"
+        assert source.segments[0].speaker == "Speaker 0"
+
+    def test_diarization_correction_applied_to_segments(self):
+        """Simulate the actual diarization apply: correct speaker on segment copy."""
+        source = self._make_source_version(
+            provider_capabilities={"segments": True, "diarization": True},
+            diarization_source="provider",
+        )
+        # Simulate annotation apply with speaker correction
+        corrected_segments = []
+        for seg in source.segments:
+            corrected = seg.model_copy()
+            corrected.speaker = "Alice"  # Correction from annotation
+            corrected_segments.append(corrected)
+
+        source_capabilities = source.metadata.get("provider_capabilities", {})
+        new_version = Conversation.TranscriptVersion(
+            version_id="v2",
+            transcript=source.transcript,
+            segments=corrected_segments,
+            words=source.words,
+            provider=source.provider,
+            model=source.model,
+            created_at=datetime.now(),
+            metadata={
+                "reprocessing_type": "diarization_annotations",
+                "source_version_id": source.version_id,
+                "provider_capabilities": source_capabilities,
+            },
+        )
+        if source.diarization_source:
+            new_version.diarization_source = source.diarization_source
+
+        # Speaker corrected
+        assert new_version.segments[0].speaker == "Alice"
+        # Source unchanged
+        assert source.segments[0].speaker == "Speaker 0"
+        # Metadata propagated
+        assert new_version.metadata["provider_capabilities"] == {
+            "segments": True,
+            "diarization": True,
+        }
+        assert new_version.diarization_source == "provider"
+
+
+class TestAnnotationApplyTimingPreservation:
+    """Test that annotation apply never corrupts segment start/end timing.
+
+    The apply endpoints use model_copy() and only mutate speaker/text.
+    Segment timestamps must pass through unchanged.
+    """
+
+    def _make_segments(self):
+        """Multi-segment source with realistic timing."""
+        return [
+            Conversation.SpeakerSegment(
+                start=0.0, end=5.5, text="Hello everyone", speaker="Speaker 0"
+            ),
+            Conversation.SpeakerSegment(
+                start=5.5, end=12.3, text="Welcome to the show", speaker="Speaker 1"
+            ),
+            Conversation.SpeakerSegment(
+                start=12.3, end=18.9, text="Thanks for having me", speaker="Speaker 0"
+            ),
+        ]
+
+    def test_diarization_apply_preserves_timing(self):
+        """Diarization corrections only touch speaker, timing unchanged."""
+        segments = self._make_segments()
+        original_times = [(s.start, s.end) for s in segments]
+
+        corrected = []
+        for seg in segments:
+            c = seg.model_copy()
+            c.speaker = "Alice"
+            corrected.append(c)
+
+        for i, seg in enumerate(corrected):
+            assert seg.start == original_times[i][0]
+            assert seg.end == original_times[i][1]
+
+    def test_transcript_apply_preserves_timing(self):
+        """Transcript text corrections only touch text, timing unchanged."""
+        segments = self._make_segments()
+        original_times = [(s.start, s.end) for s in segments]
+
+        corrected = []
+        for seg in segments:
+            c = seg.model_copy()
+            c.text = "CORRECTED TEXT"
+            corrected.append(c)
+
+        for i, seg in enumerate(corrected):
+            assert seg.start == original_times[i][0]
+            assert seg.end == original_times[i][1]
+
+    def test_combined_diarization_and_text_preserves_timing(self):
+        """Both speaker + text changes applied, timing still unchanged."""
+        segments = self._make_segments()
+        original_times = [(s.start, s.end) for s in segments]
+
+        corrected = []
+        for seg in segments:
+            c = seg.model_copy()
+            c.speaker = "Bob"
+            c.text = "Different text"
+            corrected.append(c)
+
+        for i, seg in enumerate(corrected):
+            assert seg.start == original_times[i][0]
+            assert seg.end == original_times[i][1]
+
+    def test_unannotated_segments_pass_through_unchanged(self):
+        """Segments without annotations keep all fields identical."""
+        segments = self._make_segments()
+
+        corrected = [seg.model_copy() for seg in segments]
+
+        for orig, copy in zip(segments, corrected):
+            assert copy.start == orig.start
+            assert copy.end == orig.end
+            assert copy.text == orig.text
+            assert copy.speaker == orig.speaker
+
+    def test_insert_annotation_creates_zero_duration_segment(self):
+        """Insert annotations create zero-duration event markers, not real segments."""
+        segments = self._make_segments()
+
+        # Simulate insert after segment 1 (index 1)
+        insert_pos = 2  # after index 1
+        boundary_time = segments[insert_pos - 1].end  # 12.3
+
+        inserted = Conversation.SpeakerSegment(
+            start=boundary_time,
+            end=boundary_time,
+            text="[applause]",
+            speaker="",
+            segment_type="event",
+        )
+
+        result = list(segments)
+        result.insert(insert_pos, inserted)
+
+        # Original segments untouched
+        assert result[0].start == 0.0
+        assert result[0].end == 5.5
+        assert result[1].start == 5.5
+        assert result[1].end == 12.3
+        # Inserted segment is zero-duration at boundary
+        assert result[2].start == 12.3
+        assert result[2].end == 12.3
+        assert result[2].text == "[applause]"
+        # Following segment timing unchanged
+        assert result[3].start == 12.3
+        assert result[3].end == 18.9
+
+    def test_partial_annotation_only_affects_targeted_segments(self):
+        """When only segment 1 has annotation, segments 0 and 2 are untouched."""
+        segments = self._make_segments()
+        original_times = [(s.start, s.end, s.text, s.speaker) for s in segments]
+
+        corrected = []
+        for i, seg in enumerate(segments):
+            c = seg.model_copy()
+            if i == 1:
+                c.speaker = "Bob"
+            corrected.append(c)
+
+        # Segment 0: fully unchanged
+        assert corrected[0].start == original_times[0][0]
+        assert corrected[0].end == original_times[0][1]
+        assert corrected[0].text == original_times[0][2]
+        assert corrected[0].speaker == original_times[0][3]
+        # Segment 1: only speaker changed, timing preserved
+        assert corrected[1].start == original_times[1][0]
+        assert corrected[1].end == original_times[1][1]
+        assert corrected[1].text == original_times[1][2]
+        assert corrected[1].speaker == "Bob"
+        # Segment 2: fully unchanged
+        assert corrected[2].start == original_times[2][0]
+        assert corrected[2].end == original_times[2][1]
+        assert corrected[2].text == original_times[2][2]
+        assert corrected[2].speaker == original_times[2][3]
diff --git a/backends/advanced/tests/test_conversation_search.py b/backends/advanced/tests/test_conversation_search.py
new file mode 100644
index 00000000..6f1e7ccb
--- /dev/null
+++ b/backends/advanced/tests/test_conversation_search.py
@@ -0,0 +1,72 @@
+from advanced_omi_backend.controllers.conversation_controller import (
+    _LIST_PROJECTION,
+    _raw_doc_to_list_dict,
+    _search_fields,
+    _search_query_stages,
+)
+
+
+def test_everything_search_includes_all_three_categories():
+    fields = _search_fields(["title", "summary", "speakers"])
+
+    assert "title" in fields
+    assert "summary" in fields
+    assert "detailed_summary" in fields
+    assert "_search_active_version.segments.speaker" in fields
+    assert "_search_active_version.segments.identified_as" not in fields
+
+
+def test_search_categories_are_independent():
+    assert _search_fields(["title"]) == ["title"]
+    assert _search_fields(["summary"]) == ["summary", "detailed_summary"]
+    assert _search_fields(["speakers"]) == ["_search_active_version.segments.speaker"]
+
+
+def test_speaker_search_resolves_only_the_active_transcript_version():
+    fields = _search_fields(["speakers"])
+    stages = _search_query_stages("unshull", fields)
+
+    assert stages[0]["$set"]["_search_active_version"]["$arrayElemAt"][0]["$filter"][
+        "cond"
+    ] == {"$eq": ["$$version.version_id", "$active_transcript_version"]}
+    clauses = stages[1]["$match"]["$or"]
+    assert clauses == [
+        {
+            "_search_active_version.segments.speaker": {
+                "$regex": "unshull",
+                "$options": "i",
+            }
+        }
+    ]
+
+
+def test_list_projection_excludes_full_transcript_segments():
+    assert _LIST_PROJECTION["transcript_versions.segments.speaker"] == 1
+    assert "transcript_versions.segments" not in _LIST_PROJECTION
+    assert "transcript_versions.segments.text" not in _LIST_PROJECTION
+    assert "transcript_versions.segments.words" not in _LIST_PROJECTION
+    assert "transcript_versions.transcript" not in _LIST_PROJECTION
+
+
+def test_list_conversion_uses_lightweight_speaker_projection():
+    result = _raw_doc_to_list_dict(
+        {
+            "active_transcript_version": "version-2",
+            "transcript_versions": [
+                {"version_id": "version-1", "segments": [{"speaker": "Speaker 0"}]},
+                {
+                    "version_id": "version-2",
+                    "segments": [
+                        {"speaker": "Alice"},
+                        {"speaker": "Alice"},
+                        {"speaker": "Bob"},
+                    ],
+                },
+            ],
+        }
+    )
+
+    assert result["segment_count"] == 3
+    assert result["speakers"] == ["Alice", "Bob"]
+    assert result["transcript_version_count"] == 2
+    assert result["active_transcript_version_number"] == 2
diff --git a/backends/advanced/tests/test_data_archive.py b/backends/advanced/tests/test_data_archive.py
new file mode 100644
index 00000000..ba4ef0b9
--- /dev/null
+++ b/backends/advanced/tests/test_data_archive.py
@@ -0,0 +1,389 @@
+"""Tests for portable Chronicle data archives."""
+
+import zipfile
+from datetime import datetime, timezone
+from pathlib import Path
+from types import SimpleNamespace
+
+import pytest
+from bson import ObjectId
+
+from advanced_omi_backend.services import data_archive
+from advanced_omi_backend.services.data_archive import (
+    ArchiveError,
+    clear_vault_contents,
+    create_data_archive,
+    import_data_archive,
+    verify_data_archive,
+)
+
+
+class AsyncCursor:
+    def __init__(self, documents):
+        self.documents = list(documents)
+
+    def __aiter__(self):
+        self.iterator = iter(self.documents)
+        return self
+
+    async def __anext__(self):
+        try:
+            return next(self.iterator)
+        except StopIteration as exc:
+            raise StopAsyncIteration from exc
+
+    def sort(self, _fields):
+        return self
+
+
+class FakeCollection:
+    def __init__(self, documents=()):
+        self.documents = {document["_id"]: document for document in documents}
+        self.delete_calls = 0
+
+    def find(self, _query, projection=None):
+        return AsyncCursor(self.documents.values())
+
+    async def delete_many(self, _query):
+        deleted = len(self.documents)
+        self.documents.clear()
+        self.delete_calls += 1
+        return SimpleNamespace(deleted_count=deleted)
+
+    async def bulk_write(self, operations, ordered):
+        assert ordered is False
+        for operation in operations:
+            self.documents[operation._filter["_id"]] = operation._doc
+
+
+class FakeDatabase:
+    name = "chronicle_test"
+
+    def __init__(self, collections):
+        self.collections = {
+            name: FakeCollection(documents) for name, documents in collections.items()
+        }
+
+    async def list_collection_names(self):
+        return list(self.collections)
+
+    def __getitem__(self, name):
+        self.collections.setdefault(name, FakeCollection())
+        return self.collections[name]
+
+
+@pytest.mark.asyncio
+async def test_archive_round_trips_bson_audio_and_files(tmp_path: Path):
+    created_at = datetime(2026, 7, 15, 12, 30, tzinfo=timezone.utc)
+    conversation_id = "conversation-1"
+    source = FakeDatabase(
+        {
+            "conversations": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": conversation_id,
+                    "created_at": created_at,
+                    "transcript_versions": [
+                        {"version_id": "v1", "transcript": "Exact transcript"}
+                    ],
+                }
+            ],
+            "audio_chunks": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": conversation_id,
+                    "chunk_index": 0,
+                    "audio_data": b"\x00opus\xffbytes",
+                    "created_at": created_at,
+                }
+            ],
+            "memory_audit": [{"_id": ObjectId(), "user_id": "user-1"}],
+        }
+    )
+    source_data = tmp_path / "source-data"
+    note = source_data / "conversation_docs" / "user-1" / "People" / "Ada.md"
+    note.parent.mkdir(parents=True)
+    note.write_text("# Ada\n", encoding="utf-8")
+    legacy_audio = source_data / "audio_chunks" / "legacy.wav"
+    legacy_audio.parent.mkdir(parents=True)
+    legacy_audio.write_bytes(b"RIFF-audio")
+
+    archive_path = tmp_path / "backup.chronicle"
+    summary = await create_data_archive(source, archive_path, data_dir=source_data)
+
+    assert summary.documents == 3
+    assert summary.files == 2
+    manifest = verify_data_archive(archive_path)
+    assert manifest["collections"]["audio_chunks"]["documents"] == 1
+
+    target = FakeDatabase({"conversations": [{"_id": ObjectId(), "old": True}]})
+    target_data = tmp_path / "target-data"
+    stale_note = target_data / "conversation_docs" / "user-1" / "stale.md"
+    stale_note.parent.mkdir(parents=True)
+    stale_note.write_text("stale", encoding="utf-8")
+    imported = await import_data_archive(
+        target,
+        archive_path,
+        data_dir=target_data,
+        replace=True,
+    )
+
+    assert imported.documents == 3
+    assert imported.files == 2
+    assert len(target["conversations"].documents) == 1
+    restored_audio = next(iter(target["audio_chunks"].documents.values()))
+    assert restored_audio["audio_data"] == b"\x00opus\xffbytes"
+    # BSON stores UTC milliseconds; the default Mongo codec returns a naive UTC value.
+    assert restored_audio["created_at"] == created_at.replace(tzinfo=None)
+    assert not stale_note.exists()
+    assert (
+        target_data / "conversation_docs/user-1/People/Ada.md"
+    ).read_text() == "# Ada\n"
+    assert (target_data / "audio_chunks/legacy.wav").read_bytes() == b"RIFF-audio"
+
+
+@pytest.mark.asyncio
+async def test_fresh_memory_skips_derived_collection_and_files(tmp_path: Path):
+    source = FakeDatabase(
+        {
+            "conversations": [{"_id": ObjectId(), "conversation_id": "conv"}],
+            "memory_audit": [{"_id": ObjectId(), "user_id": "user"}],
+        }
+    )
+    source_data = tmp_path / "source"
+    note = source_data / "conversation_docs/user/People/Old.md"
+    note.parent.mkdir(parents=True)
+    note.write_text("old", encoding="utf-8")
+    archive_path = tmp_path / "fresh.chronicle"
+    await create_data_archive(source, archive_path, data_dir=source_data)
+
+    existing_audit = {"_id": ObjectId(), "user_id": "existing"}
+    target = FakeDatabase({"memory_audit": [existing_audit]})
+    target_data = tmp_path / "target"
+    result = await import_data_archive(
+        target,
+        archive_path,
+        data_dir=target_data,
+        fresh_memory=True,
+        restore_files=False,
+    )
+
+    assert result.skipped_collections == ("memory_audit",)
+    assert list(target["memory_audit"].documents.values()) == [existing_audit]
+    assert not target_data.exists()
+
+
+def test_verify_rejects_duplicate_or_tampered_members(tmp_path: Path):
+    archive_path = tmp_path / "invalid.chronicle"
+    with zipfile.ZipFile(archive_path, mode="w") as archive:
+        archive.writestr("manifest.json", "{}")
+        archive.writestr("manifest.json", "{}")
+
+    with pytest.raises(ArchiveError, match="duplicate member"):
+        verify_data_archive(archive_path)
+
+
+def test_clear_vault_preserves_syncthing_markers(tmp_path: Path):
+    user_root = tmp_path / "user"
+    (user_root / ".stfolder").mkdir(parents=True)
+    (user_root / ".stignore").write_text("ignore", encoding="utf-8")
+    (user_root / "People").mkdir()
+    (user_root / "People" / "Ada.md").write_text("memory", encoding="utf-8")
+
+    deleted = clear_vault_contents(user_root)
+
+    assert deleted == 1
+    assert (user_root / ".stfolder").is_dir()
+    assert (user_root / ".stignore").is_file()
+    assert not (user_root / "People").exists()
+
+
+@pytest.mark.asyncio
+async def test_import_keeps_earliest_conversation_for_duplicate_audio(
+    tmp_path: Path, caplog, monkeypatch
+):
+    async def decode_as_pcm(opus_data, _sample_rate, _channels):
+        return b"decoded-identical-pcm"
+
+    monkeypatch.setattr(data_archive, "decode_opus_to_pcm", decode_as_pcm)
+    first_id = "first-conversation"
+    duplicate_id = "duplicate-conversation"
+    source = FakeDatabase(
+        {
+            "conversations": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": duplicate_id,
+                    "created_at": datetime(2026, 7, 16, tzinfo=timezone.utc),
+                    "transcript_versions": [{"transcript": "second version"}],
+                },
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": first_id,
+                    "created_at": datetime(2026, 7, 15, tzinfo=timezone.utc),
+                    "transcript_versions": [{"transcript": "first version"}],
+                },
+            ],
+            "audio_chunks": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": duplicate_id,
+                    "chunk_index": 0,
+                    "audio_data": b"opus-encoding-b",
+                },
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": first_id,
+                    "chunk_index": 0,
+                    "audio_data": b"opus-encoding-a",
+                },
+            ],
+            "annotations": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": duplicate_id,
+                    "value": "skip me",
+                },
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": first_id,
+                    "value": "keep me",
+                },
+            ],
+        }
+    )
+    archive_path = tmp_path / "duplicates.chronicle"
+    await create_data_archive(source, archive_path, data_dir=tmp_path / "source")
+
+    target = FakeDatabase({})
+    result = await import_data_archive(
+        target,
+        archive_path,
+        data_dir=tmp_path / "target",
+        replace=True,
+    )
+
+    conversations = list(target["conversations"].documents.values())
+    assert [conversation["conversation_id"] for conversation in conversations] == [
+        first_id
+    ]
+    assert conversations[0]["transcript_versions"] == [{"transcript": "first version"}]
+    assert len(target["audio_chunks"].documents) == 1
+    assert [item["value"] for item in target["annotations"].documents.values()] == [
+        "keep me"
+    ]
+    assert result.documents == 3
+    assert len(result.duplicate_audio_warnings) == 1
+    warning = result.duplicate_audio_warnings[0]
+    assert warning.kept_conversation_id == first_id
+    assert warning.skipped_conversation_id == duplicate_id
+    assert warning.kept_source == "archive"
+    assert "Duplicate audio skipped during import" in caplog.text
+
+
+@pytest.mark.asyncio
+async def test_merge_import_does_not_duplicate_audio_already_in_database(
+    tmp_path: Path, monkeypatch
+):
+    async def decode_as_pcm(opus_data, _sample_rate, _channels):
+        return b"decoded-identical-pcm"
+
+    monkeypatch.setattr(data_archive, "decode_opus_to_pcm", decode_as_pcm)
+    existing_id = "existing-conversation"
+    imported_id = "imported-conversation"
+    source = FakeDatabase(
+        {
+            "conversations": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": imported_id,
+                    "created_at": datetime(2026, 7, 16, tzinfo=timezone.utc),
+                }
+            ],
+            "audio_chunks": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": imported_id,
+                    "chunk_index": 0,
+                    "audio_data": b"new-opus-encoding",
+                }
+            ],
+        }
+    )
+    archive_path = tmp_path / "merge.chronicle"
+    await create_data_archive(source, archive_path, data_dir=tmp_path / "source")
+    target = FakeDatabase(
+        {
+            "conversations": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": existing_id,
+                    "created_at": datetime(2026, 7, 14, tzinfo=timezone.utc),
+                }
+            ],
+            "audio_chunks": [
+                {
+                    "_id": ObjectId(),
+                    "conversation_id": existing_id,
+                    "chunk_index": 0,
+                    "audio_data": b"existing-opus-encoding",
+                }
+            ],
+        }
+    )
+
+    result = await import_data_archive(
+        target,
+        archive_path,
+        data_dir=tmp_path / "target",
+    )
+
+    assert len(target["conversations"].documents) == 1
+    assert len(target["audio_chunks"].documents) == 1
+    warning = result.duplicate_audio_warnings[0]
+    assert warning.kept_conversation_id == existing_id
+    assert warning.skipped_conversation_id == imported_id
+    assert warning.kept_source == "existing_database"
+
+
+@pytest.mark.asyncio
+async def test_import_keeps_first_duplicate_chunk_and_warns(tmp_path: Path):
+    conversation_id = "conversation-1"
+    first_id = ObjectId()
+    duplicate_id = ObjectId()
+    source = FakeDatabase(
+        {
+            "conversations": [{"_id": ObjectId(), "conversation_id": conversation_id}],
+            "audio_chunks": [
+                {
+                    "_id": first_id,
+                    "conversation_id": conversation_id,
+                    "chunk_index": 0,
+                    "audio_data": b"first",
+                    "created_at": datetime(2026, 7, 15, tzinfo=timezone.utc),
+                },
+                {
+                    "_id": duplicate_id,
+                    "conversation_id": conversation_id,
+                    "chunk_index": 0,
+                    "audio_data": b"second",
+                    "created_at": datetime(2026, 7, 16, tzinfo=timezone.utc),
+                },
+            ],
+        }
+    )
+    archive_path = tmp_path / "duplicate-chunk.chronicle"
+    await create_data_archive(source, archive_path, data_dir=tmp_path / "source")
+
+    target = FakeDatabase({})
+    result = await import_data_archive(
+        target, archive_path, data_dir=tmp_path / "target", replace=True
+    )
+
+    chunks = list(target["audio_chunks"].documents.values())
+    assert len(chunks) == 1
+    assert chunks[0]["_id"] == first_id
+    assert len(result.duplicate_chunk_warnings) == 1
+    warning = result.duplicate_chunk_warnings[0]
+    assert warning.kept_chunk_id == str(first_id)
+    assert warning.skipped_chunk_id == str(duplicate_id)
diff --git a/backends/advanced/tests/test_data_audit_dataset_filter.py b/backends/advanced/tests/test_data_audit_dataset_filter.py
new file mode 100644
index 00000000..9204c250
--- /dev/null
+++ b/backends/advanced/tests/test_data_audit_dataset_filter.py
@@ -0,0 +1,59 @@
+"""Dataset-scoping regressions for the Data Audit listing."""
+
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.controllers import data_audit_controller
+from advanced_omi_backend.models.conversation import Conversation
+
+
+class _Cursor:
+    def __init__(self, docs):
+        self.docs = docs
+
+    def sort(self, *_args):
+        return self
+
+    def limit(self, *_args):
+        return self
+
+    async def to_list(self, *, length):
+        return self.docs[:length]
+
+
+class _Collection:
+    def __init__(self):
+        self.queries = []
+
+    def find(self, query, projection):
+        self.queries.append((query, projection))
+        call = len(self.queries)
+        if call == 2:
+            return _Cursor(
+                [
+                    {"external_source_id": "dataset-new:clip-2"},
+                    {"external_source_id": "dataset-new:clip-1"},
+                    {"external_source_id": "dataset-old:clip-1"},
+                ]
+            )
+        return _Cursor([])
+
+
+@pytest.mark.asyncio
+async def test_list_for_audit_scopes_and_lists_annotation_datasets(monkeypatch):
+    collection = _Collection()
+    monkeypatch.setattr(Conversation, "get_pymongo_collection", lambda: collection)
+    user = SimpleNamespace(is_superuser=False, user_id="user-1")
+
+    result = await data_audit_controller.list_for_audit(
+        user,
+        dataset_id="dataset.+(selected)",
+    )
+
+    listing_query = collection.queries[0][0]
+    assert listing_query["external_source_type"] == "annotation_dataset"
+    assert listing_query["external_source_id"] == {
+        "$regex": r"^dataset\.\+\(selected\):"
+    }
+    assert result["datasets"] == ["dataset-new", "dataset-old"]
diff --git a/backends/advanced/tests/test_device_audio_ingest.py b/backends/advanced/tests/test_device_audio_ingest.py
new file mode 100644
index 00000000..3222b502
--- /dev/null
+++ b/backends/advanced/tests/test_device_audio_ingest.py
@@ -0,0 +1,74 @@
+from datetime import datetime, timedelta, timezone
+from types import SimpleNamespace
+
+from advanced_omi_backend.services.device_audio_ingest import (
+    audio_stream_key,
+    group_audio_sessions,
+)
+
+
+def item(identifier: str, start: datetime, duration: float = 30):
+    return SimpleNamespace(
+        source_item_id=identifier,
+        captured_at=start,
+        ended_at=start + timedelta(seconds=duration),
+    )
+
+
+def test_audio_stream_key_separates_microphone_from_system_output():
+    microphone = SimpleNamespace(
+        user_id="user", source_id="rainbow", metadata={"direction": "input"}
+    )
+    system = SimpleNamespace(
+        user_id="user", source_id="rainbow", metadata={"direction": "output"}
+    )
+
+    assert audio_stream_key(microphone) != audio_stream_key(system)
+
+
+def test_audio_chunks_group_across_input_and_output_devices():
+    start = datetime(2026, 7, 22, tzinfo=timezone.utc)
+    sessions = group_audio_sessions(
+        [
+            item("input-1", start),
+            item("output-1", start),
+            item("input-2", start + timedelta(seconds=30)),
+        ]
+    )
+    assert len(sessions) == 1
+    assert len(sessions[0]) == 3
+
+
+def test_audio_session_closes_after_meaningful_gap():
+    start = datetime(2026, 7, 22, tzinfo=timezone.utc)
+    sessions = group_audio_sessions(
+        [
+            item("one", start),
+            item("two", start + timedelta(minutes=3)),
+        ]
+    )
+    assert [[row.source_item_id for row in session] for session in sessions] == [
+        ["one"],
+        ["two"],
+    ]
+
+
+def test_continuous_capture_is_bounded_into_processing_windows():
+    start = datetime(2026, 7, 22, tzinfo=timezone.utc)
+    rows = [item(str(index), start + timedelta(minutes=index)) for index in range(32)]
+    sessions = group_audio_sessions(rows)
+    assert [len(session) for session in sessions] == [30, 2]
+
+
+def test_mongo_naive_and_aware_timestamps_group_together():
+    naive = datetime(2026, 7, 22, 10, 0)
+    aware = datetime(2026, 7, 22, 10, 0, 30, tzinfo=timezone.utc)
+    sessions = group_audio_sessions(
+        [
+            item("mongo-naive", naive),
+            item("api-aware", aware),
+        ]
+    )
+    assert [[row.source_item_id for row in session] for session in sessions] == [
+        ["mongo-naive", "api-aware"]
+    ]
diff --git a/backends/advanced/tests/test_finetuning_insert_candidates.py b/backends/advanced/tests/test_finetuning_insert_candidates.py
new file mode 100644
index 00000000..aa69b768
--- /dev/null
+++ b/backends/advanced/tests/test_finetuning_insert_candidates.py
@@ -0,0 +1,47 @@
+from types import SimpleNamespace
+
+from advanced_omi_backend.models.annotation import AnnotationType
+from advanced_omi_backend.routers.modules.finetuning_routes import (
+    _resolve_inserted_segment,
+)
+
+
+def test_processed_speech_insert_resolves_to_active_segment_after_apply_sort():
+    segments = [
+        SimpleNamespace(start=8.0, end=11.0, speaker="ankush", text="before"),
+        SimpleNamespace(
+            start=12.367411915438822,
+            end=13.597392696989111,
+            speaker="jit bahadur",
+            text="thoda thoda dalna padega bhaiya",
+        ),
+        SimpleNamespace(start=19.0, end=22.0, speaker="ankush", text="after"),
+    ]
+    annotation = SimpleNamespace(
+        annotation_type=AnnotationType.INSERT,
+        insert_after_index=2,
+        insert_segment_type="speech",
+        insert_speaker="jit bahadur",
+        insert_text="thoda thoda dalna padega bhaiya",
+        insert_start=12.367411915438822,
+        insert_end=13.597392696989111,
+        processed=True,
+        processed_by="apply",
+    )
+
+    assert _resolve_inserted_segment(segments, annotation) == 1
+
+
+def test_event_insert_is_not_an_enrollment_candidate():
+    segment = SimpleNamespace(
+        start=12.0, end=16.0, speaker="jit bahadur", text="[laughter]"
+    )
+    annotation = SimpleNamespace(
+        insert_segment_type="event",
+        insert_speaker="jit bahadur",
+        insert_text="[laughter]",
+        insert_start=12.0,
+        insert_end=16.0,
+    )
+
+    assert _resolve_inserted_segment([segment], annotation) is None
diff --git a/backends/advanced/tests/test_guided_enrollment_pool.py b/backends/advanced/tests/test_guided_enrollment_pool.py
new file mode 100644
index 00000000..c2bca3ca
--- /dev/null
+++ b/backends/advanced/tests/test_guided_enrollment_pool.py
@@ -0,0 +1,48 @@
+"""Candidate-pool attribution: both labelling paths must count.
+
+The pipeline writes ``identified_as``; manual annotation apply writes only
+``segment.speaker``. Hand-labelled clips must reach the guided-enrollment pool
+and must not be dropped by the plausibility gate (their low similarity is the
+reason to enroll them).
+"""
+
+from advanced_omi_backend.controllers.guided_enrollment_controller import (
+    _effective_label,
+    _information_score,
+    _is_manual_label,
+)
+
+
+def test_pipeline_identification_wins_over_speaker_field():
+    seg = {"identified_as": "ankush", "speaker": "daksh"}
+    assert _effective_label(seg) == "ankush"
+    assert not _is_manual_label(seg)
+
+
+def test_manual_annotation_counts_as_attribution():
+    seg = {"identified_as": None, "speaker": "daksh"}
+    assert _effective_label(seg) == "daksh"
+    assert _is_manual_label(seg)
+
+
+def test_placeholder_labels_are_not_attribution():
+    for name in ("Unknown Speaker 1", "Noise", "Background Speech", "", None):
+        seg = {"identified_as": None, "speaker": name}
+        assert _effective_label(seg) is None
+        assert not _is_manual_label(seg)
+
+
+def _clip(sim, manually_labeled):
+    return {
+        "scores": {"sim_centroid": sim, "max_clip_sim": 0.4, "best_other": {"score": 0.1}},
+        "duration": 6.0,
+        "current_label": "daksh",
+        "manually_labeled": manually_labeled,
+    }
+
+
+def test_low_similarity_manual_clip_survives_plausibility_gate():
+    assert _information_score(_clip(0.20, manually_labeled=False), 0.5) is None
+    scored = _information_score(_clip(0.20, manually_labeled=True), 0.5)
+    assert scored is not None
+    assert any("manually annotated" in reason for reason in scored["reasons"])
diff --git a/backends/advanced/tests/test_immich_discovery.py b/backends/advanced/tests/test_immich_discovery.py
new file mode 100644
index 00000000..c9e7c580
--- /dev/null
+++ b/backends/advanced/tests/test_immich_discovery.py
@@ -0,0 +1,31 @@
+from datetime import datetime, timedelta, timezone
+
+from advanced_omi_backend.services.immich_discovery import select_candidates
+
+
+def asset(identifier: str, when: datetime, name: str = "photo.jpg"):
+    return {
+        "id": identifier,
+        "type": "IMAGE",
+        "localDateTime": when.isoformat(),
+        "originalFileName": name,
+    }
+
+
+def test_candidate_selection_excludes_screenshots_and_collapses_bursts():
+    start = datetime(2026, 7, 22, tzinfo=timezone.utc)
+    result = select_candidates(
+        [
+            asset("one", start),
+            asset("burst", start + timedelta(minutes=2)),
+            asset("screen", start + timedelta(hours=1), "Screenshot_1.png"),
+            asset("two", start + timedelta(hours=2)),
+        ]
+    )
+    assert [row["id"] for row in result] == ["one", "two"]
+
+
+def test_candidate_selection_honors_analysis_budget():
+    start = datetime(2026, 7, 22, tzinfo=timezone.utc)
+    rows = [asset(str(i), start + timedelta(hours=i)) for i in range(20)]
+    assert len(select_candidates(rows)) == 12
diff --git a/backends/advanced/tests/test_job_beanie_initialization.py b/backends/advanced/tests/test_job_beanie_initialization.py
new file mode 100644
index 00000000..e6de6d97
--- /dev/null
+++ b/backends/advanced/tests/test_job_beanie_initialization.py
@@ -0,0 +1,14 @@
+from pathlib import Path
+
+
+def test_rq_beanie_initialization_registers_annotations():
+    """Speaker reprocessing queries annotations from an RQ worker process."""
+    source = (
+        Path(__file__).parents[1]
+        / "src/advanced_omi_backend/models/job.py"
+    ).read_text()
+
+    assert "from advanced_omi_backend.models.annotation import Annotation" in source
+    assert "document_models=[" in source
+    document_models = source.split("document_models=[", 1)[1].split("]", 1)[0]
+    assert "Annotation," in document_models
diff --git a/backends/advanced/tests/test_leading_silence_trim.py b/backends/advanced/tests/test_leading_silence_trim.py
new file mode 100644
index 00000000..0717bcea
--- /dev/null
+++ b/backends/advanced/tests/test_leading_silence_trim.py
@@ -0,0 +1,53 @@
+"""Computing where to trim leading silence off a conversation.
+
+With always_persist on, a session's placeholder accumulates audio from session
+start — so a long pause before the user speaks ends up as leading silence on the
+conversation. At finalize we split that leading silence off into a soft-deleted
+remnant so the visible conversation begins at the first speech (the audio is kept
+in Mongo on the remnant, just hidden).
+
+``leading_silence_trim_index`` is the pure decision at the heart of that: given the
+chunk timeline and when speech first starts, which chunk_index should become the
+first chunk of the trimmed conversation — or None when there isn't enough leading
+silence to bother (so we never churn conversations over a few seconds of pre-roll).
+"""
+
+import pytest
+
+from advanced_omi_backend.workers.conversation_jobs import leading_silence_trim_index
+
+pytestmark = pytest.mark.unit
+
+
+def _ten_second_chunks(count):
+    return [
+        {"chunk_index": i, "start_time": i * 10.0, "end_time": (i + 1) * 10.0}
+        for i in range(count)
+    ]
+
+
+def test_long_leading_silence_returns_speech_boundary_chunk():
+    # 1300s of audio in 10s chunks; speech first appears at 1200s (chunk 120).
+    chunks = _ten_second_chunks(130)
+    idx = leading_silence_trim_index(
+        chunks, speech_start_time=1200.0, min_trim_seconds=30.0
+    )
+    assert idx == 120
+
+
+def test_short_leading_silence_is_not_trimmed():
+    # A few seconds of pre-roll is fine — don't churn the conversation for it.
+    chunks = _ten_second_chunks(10)
+    idx = leading_silence_trim_index(
+        chunks, speech_start_time=8.0, min_trim_seconds=30.0
+    )
+    assert idx is None
+
+
+def test_speech_in_first_chunk_is_not_trimmed():
+    # Even past the min threshold, if speech lands in chunk 0 there's nothing to trim.
+    chunks = _ten_second_chunks(10)
+    idx = leading_silence_trim_index(
+        chunks, speech_start_time=0.0, min_trim_seconds=30.0
+    )
+    assert idx is None
diff --git a/backends/advanced/tests/test_leading_silence_trim_db.py b/backends/advanced/tests/test_leading_silence_trim_db.py
new file mode 100644
index 00000000..098db494
--- /dev/null
+++ b/backends/advanced/tests/test_leading_silence_trim_db.py
@@ -0,0 +1,129 @@
+"""The leading-silence trim operation (real MongoDB).
+
+Verifies that ``trim_leading_silence`` moves the pre-speech chunks onto a
+soft-deleted remnant (audio kept in Mongo, just hidden), re-bases the surviving
+chunks in place so the visible conversation starts at the first speech, and loses
+no audio in the process. Run against a real Mongo:
+
+    MONGODB_URI=mongodb://localhost:27017 uv run pytest tests/test_leading_silence_trim_db.py
+"""
+
+import os
+
+import pytest
+import pytest_asyncio
+from beanie import init_beanie
+from motor.motor_asyncio import AsyncIOMotorClient
+
+from advanced_omi_backend.models.audio_chunk import AudioChunkDocument
+from advanced_omi_backend.models.conversation import Conversation, create_conversation
+from advanced_omi_backend.workers.conversation_jobs import trim_leading_silence
+
+pytestmark = pytest.mark.asyncio(loop_scope="session")
+
+
+def _mongo_url():
+    return os.getenv("MONGODB_URI", "mongodb://localhost:27018")
+
+
+def _db_name():
+    return os.getenv("TEST_DB_NAME", "test_silence_trim_db")
+
+
+@pytest_asyncio.fixture(scope="session", loop_scope="session")
+async def init_db():
+    client = AsyncIOMotorClient(_mongo_url())
+    await init_beanie(
+        database=client[_db_name()],
+        document_models=[AudioChunkDocument, Conversation],
+    )
+    yield
+    await client.drop_database(_db_name())
+    client.close()
+
+
+@pytest_asyncio.fixture(loop_scope="session")
+async def clean_db(init_db):
+    await AudioChunkDocument.delete_all()
+    await Conversation.delete_all()
+    yield
+
+
+async def _make_conversation_with_chunks(n_chunks):
+    """A visible conversation with ``n_chunks`` 10s chunks (0..n*10s)."""
+    conv = create_conversation(user_id="u1", client_id="u1-phone", title="Recording...")
+    conv.audio_chunks_count = n_chunks
+    conv.audio_total_duration = n_chunks * 10.0
+    await conv.insert()
+    for i in range(n_chunks):
+        await AudioChunkDocument(
+            conversation_id=conv.conversation_id,
+            chunk_index=i,
+            audio_data=b"x",
+            original_size=1,
+            compressed_size=1,
+            start_time=i * 10.0,
+            end_time=(i + 1) * 10.0,
+            duration=10.0,
+        ).insert()
+    return conv
+
+
+async def test_leading_silence_is_moved_to_a_soft_deleted_remnant(clean_db):
+    # 1300s total: 1200s of leading silence (120 chunks) then 100s of speech (10 chunks).
+    conv = await _make_conversation_with_chunks(130)
+
+    trimmed = await trim_leading_silence(
+        conv.conversation_id, speech_start_time=1200.0, min_trim_seconds=30.0
+    )
+    assert trimmed is True
+
+    # Visible conversation now begins at the speech: 10 chunks, re-indexed from 0,
+    # times re-based so it starts at 0.
+    refreshed = await Conversation.find_one(
+        Conversation.conversation_id == conv.conversation_id
+    )
+    assert refreshed.deleted is False
+    assert refreshed.audio_chunks_count == 10
+    assert refreshed.audio_total_duration == 100.0
+
+    survivors = (
+        await AudioChunkDocument.find(
+            AudioChunkDocument.conversation_id == conv.conversation_id
+        )
+        .sort("+chunk_index")
+        .to_list()
+    )
+    assert [c.chunk_index for c in survivors] == list(range(10))
+    assert survivors[0].start_time == 0.0
+    assert survivors[-1].end_time == 100.0
+
+    # The leading silence lives on a soft-deleted remnant — hidden, but its audio is kept.
+    remnant = await Conversation.find_one(
+        Conversation.deletion_reason == "leading_silence"
+    )
+    assert remnant is not None
+    assert remnant.deleted is True
+    assert remnant.audio_chunks_count == 120
+    remnant_chunks = await AudioChunkDocument.find(
+        AudioChunkDocument.conversation_id == remnant.conversation_id
+    ).to_list()
+    assert len(remnant_chunks) == 120
+
+    # No audio lost: every original chunk still exists somewhere.
+    assert await AudioChunkDocument.count() == 130
+
+
+async def test_short_leading_silence_is_left_untouched(clean_db):
+    conv = await _make_conversation_with_chunks(5)  # 50s total
+
+    trimmed = await trim_leading_silence(
+        conv.conversation_id, speech_start_time=8.0, min_trim_seconds=30.0
+    )
+    assert trimmed is False
+
+    refreshed = await Conversation.find_one(
+        Conversation.conversation_id == conv.conversation_id
+    )
+    assert refreshed.audio_chunks_count == 5
+    assert await AudioChunkDocument.count() == 5
diff --git a/backends/advanced/tests/test_memory_agent_completion.py b/backends/advanced/tests/test_memory_agent_completion.py
new file mode 100644
index 00000000..33f316b7
--- /dev/null
+++ b/backends/advanced/tests/test_memory_agent_completion.py
@@ -0,0 +1,257 @@
+"""Completion guarantees for the agentic memory provider."""
+
+from types import SimpleNamespace
+
+import httpx
+import openai
+import pytest
+
+from advanced_omi_backend import llm_client
+from advanced_omi_backend.services.memory.agent.memory_agent import MemoryAgentResult
+from advanced_omi_backend.services.memory.conversation_note import (
+    ConversationNoteError,
+    canonicalize_conversation_note,
+    write_source_fallback_conversation_note,
+)
+from advanced_omi_backend.services.memory.providers import chronicle
+
+
+class _Completions:
+    def __init__(self, result=None, error=None):
+        self.result = result
+        self.error = error
+        self.calls = 0
+
+    async def create(self, **_kwargs):
+        self.calls += 1
+        if self.error:
+            raise self.error
+        return self.result
+
+
+class _Operation:
+    def __init__(self, completions, name):
+        self.model_name = name
+        self._client = SimpleNamespace(chat=SimpleNamespace(completions=completions))
+
+    def get_client(self, is_async=False):
+        assert is_async is True
+        return self._client
+
+    def to_api_params(self):
+        return {"model": self.model_name}
+
+
+@pytest.mark.asyncio
+async def test_tool_chat_uses_configured_fallback_on_context_overflow(monkeypatch):
+    request = httpx.Request("POST", "http://local.test/v1/chat/completions")
+    response = httpx.Response(400, request=request)
+    error = openai.BadRequestError(
+        "context overflow",
+        response=response,
+        body={
+            "error": {
+                "code": 400,
+                "type": "exceed_context_size_error",
+                "message": "request exceeds the available context size",
+            }
+        },
+    )
+    primary_calls = _Completions(error=error)
+    expected = SimpleNamespace(choices=[])
+    fallback_calls = _Completions(result=expected)
+    primary = _Operation(primary_calls, "local")
+    fallback = _Operation(fallback_calls, "fallback")
+    registry = SimpleNamespace(
+        get_llm_operation=lambda _name: primary,
+        get_fallback_llm_operation=lambda _name, primary: fallback,
+    )
+    monkeypatch.setattr(llm_client, "get_models_registry", lambda: registry)
+
+    result = await llm_client.async_chat_with_tools(
+        [{"role": "user", "content": "long transcript"}],
+        operation="memory_agent",
+    )
+
+    assert result is expected
+    assert primary_calls.calls == 1
+    assert fallback_calls.calls == 1
+
+
+@pytest.mark.asyncio
+async def test_memory_provider_retries_fallback_when_conversation_note_is_missing(
+    monkeypatch, tmp_path
+):
+    user_root = tmp_path / "user"
+    service = chronicle.MemoryService(SimpleNamespace())
+    monkeypatch.setattr(service.vault, "user_root", lambda _user_id: user_root)
+    monkeypatch.setattr(chronicle, "seed_vault_scaffold", lambda _root: None)
+
+    recorded = []
+
+    async def fake_record(*args, **kwargs):
+        recorded.append((args, kwargs))
+
+    monkeypatch.setattr(service, "_record_agent_touches", fake_record)
+    calls = []
+
+    class FakeMemoryAgent:
+        def __init__(self, vault_root, force_fallback=False):
+            self.vault_root = vault_root
+            self.force_fallback = force_fallback
+
+        async def run(self, _transcript, conversation_id, **_kwargs):
+            calls.append(self.force_fallback)
+            touched = []
+            if self.force_fallback:
+                note = self.vault_root / "Conversations" / f"{conversation_id}.md"
+                note.parent.mkdir(parents=True, exist_ok=True)
+                note.write_text(
+                    """---
+categories:
+  - "[[Conversations]]"
+conversation_id: conversation-1
+date: 2026-07-15T12:00:00+00:00
+people: []
+topics: []
+duration_minutes: 2.5
+---
+## A useful conversation
+
+### Summary
+The speakers discussed a concrete plan for the project.
+
+### Key Facts
+- The project plan was reviewed.
+
+### Action Items
+- [ ] Follow up on the project plan.
+""",
+                    encoding="utf-8",
+                )
+                touched.append(f"Conversations/{conversation_id}.md")
+            return MemoryAgentResult(
+                conversation_id=conversation_id,
+                rounds=1,
+                touched=touched,
+                summary="done",
+            )
+
+    import advanced_omi_backend.services.memory.agent as agent_module
+
+    monkeypatch.setattr(agent_module, "MemoryAgent", FakeMemoryAgent)
+
+    success, touched = await service._add_memory_agent(
+        "Speaker: enough transcript text",
+        "conversation-1",
+        "user-1",
+        source_date="2026-07-15T12:00:00+00:00",
+        source_duration_minutes=2.5,
+        source_title="A useful conversation",
+    )
+
+    assert success is True
+    assert calls == [False, True]
+    assert touched == ["Conversations/conversation-1.md"]
+    assert len(recorded) == 1
+
+
+def test_conversation_note_canonicalization_rejects_placeholder_content(tmp_path):
+    note = tmp_path / "conversation.md"
+    note.write_text(
+        """---
+categories: ["[[Conversations]]"]
+conversation_id: wrong-id
+date: 2026-07-16
+people: []
+topics: []
+duration_minutes: 0
+---
+## Untitled
+
+### Summary
+
+### Key Facts
+-
+
+### Action Items
+- [ ]
+""",
+        encoding="utf-8",
+    )
+
+    with pytest.raises(ConversationNoteError):
+        canonicalize_conversation_note(
+            note,
+            conversation_id="conversation-1",
+            date="2026-07-15T12:00:00+00:00",
+            duration_minutes=2.5,
+            title="Source title",
+        )
+
+
+def test_conversation_note_canonicalization_uses_trusted_metadata(tmp_path):
+    note = tmp_path / "conversation.md"
+    note.write_text(
+        """## Model supplied title
+---
+categories: ["[[Conversations]]"]
+conversation_id: hallucinated
+date: 2026-07-16
+people: ["[[Ankush]]", "[[Unknown Speaker 4]]", "[[Hermes]]"]
+topics: ["[[Memory systems]]"]
+duration_minutes: 999
+---
+
+### Summary
+The conversation covered a reliable memory rebuild process.
+
+### Key Facts
+- The rebuild must preserve source metadata.
+- The rebuild must preserve source metadata.
+
+### Action Items
+- [ ] Run a canary before the full rebuild.
+""",
+        encoding="utf-8",
+    )
+
+    canonicalize_conversation_note(
+        note,
+        conversation_id="conversation-1",
+        date="2026-07-15T12:00:00+00:00",
+        duration_minutes=2.5,
+        title="Trusted source title",
+    )
+
+    content = note.read_text(encoding="utf-8")
+    assert content.startswith("---\n")
+    assert 'conversation_id: "conversation-1"' in content
+    assert 'date: "2026-07-15T12:00:00+00:00"' in content
+    assert "duration_minutes: 2.5" in content
+    assert "## Model supplied title" in content
+    assert "Unknown Speaker" not in content
+    assert 'people:\n  - "[[Ankush]]"' in content
+    assert '  - "[[Hermes]]"' in content
+    assert content.count("- The rebuild must preserve source metadata.") == 1
+
+
+def test_source_fallback_preserves_short_transcript(tmp_path):
+    note = tmp_path / "conversation.md"
+    write_source_fallback_conversation_note(
+        note,
+        transcript="Hey Hermes, why does it only work during the demo?",
+        conversation_id="conversation-1",
+        date="2026-07-15T12:00:00+00:00",
+        duration_minutes=0.2,
+        title="Hermes Discussion",
+    )
+
+    canonicalize_conversation_note(
+        note,
+        conversation_id="conversation-1",
+        date="2026-07-15T12:00:00+00:00",
+        duration_minutes=0.2,
+        title="Hermes Discussion",
+    )
+    assert "why does it only work during the demo" in note.read_text(encoding="utf-8")
diff --git a/backends/advanced/tests/test_memory_entry.py b/backends/advanced/tests/test_memory_entry.py
index fc8ae223..af46d969 100644
--- a/backends/advanced/tests/test_memory_entry.py
+++ b/backends/advanced/tests/test_memory_entry.py
@@ -4,6 +4,7 @@
 """
 
 import time
+
 from advanced_omi_backend.services.memory.base import MemoryEntry
 
 
@@ -14,10 +15,7 @@ def test_memory_entry_auto_initializes_timestamps(self):
         """Test that MemoryEntry auto-initializes created_at and updated_at when not provided."""
         before_creation = int(time.time())
 
-        entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content"
-        )
+        entry = MemoryEntry(id="test-123", content="Test memory content")
 
         after_creation = int(time.time())
 
@@ -34,24 +32,32 @@ def test_memory_entry_auto_initializes_timestamps(self):
         updated_timestamp = int(entry.updated_at)
 
         # Timestamps should be within reasonable range (during test execution)
-        assert before_creation <= created_timestamp <= after_creation, "created_at should be within test execution time"
-        assert before_creation <= updated_timestamp <= after_creation, "updated_at should be within test execution time"
+        assert (
+            before_creation <= created_timestamp <= after_creation
+        ), "created_at should be within test execution time"
+        assert (
+            before_creation <= updated_timestamp <= after_creation
+        ), "updated_at should be within test execution time"
 
         # Both should be equal since they're created at the same time
-        assert entry.created_at == entry.updated_at, "created_at and updated_at should be equal for new entries"
+        assert (
+            entry.created_at == entry.updated_at
+        ), "created_at and updated_at should be equal for new entries"
 
     def test_memory_entry_with_created_at_only(self):
         """Test that updated_at defaults to created_at when only created_at is provided."""
         custom_timestamp = "1234567890"
 
         entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content",
-            created_at=custom_timestamp
+            id="test-123", content="Test memory content", created_at=custom_timestamp
         )
 
-        assert entry.created_at == custom_timestamp, "created_at should match provided value"
-        assert entry.updated_at == custom_timestamp, "updated_at should default to created_at"
+        assert (
+            entry.created_at == custom_timestamp
+        ), "created_at should match provided value"
+        assert (
+            entry.updated_at == custom_timestamp
+        ), "updated_at should default to created_at"
 
     def test_memory_entry_with_both_timestamps(self):
         """Test that both timestamps are preserved when explicitly provided."""
@@ -62,19 +68,25 @@ def test_memory_entry_with_both_timestamps(self):
             id="test-123",
             content="Test memory content",
             created_at=created_timestamp,
-            updated_at=updated_timestamp
+            updated_at=updated_timestamp,
         )
 
-        assert entry.created_at == created_timestamp, "created_at should match provided value"
-        assert entry.updated_at == updated_timestamp, "updated_at should match provided value"
-        assert entry.created_at != entry.updated_at, "timestamps should be different when explicitly set"
+        assert (
+            entry.created_at == created_timestamp
+        ), "created_at should match provided value"
+        assert (
+            entry.updated_at == updated_timestamp
+        ), "updated_at should match provided value"
+        assert (
+            entry.created_at != entry.updated_at
+        ), "timestamps should be different when explicitly set"
 
     def test_memory_entry_to_dict_includes_timestamps(self):
         """Test that to_dict() serialization includes both timestamp fields."""
         entry = MemoryEntry(
             id="test-123",
             content="Test memory content",
-            metadata={"user_id": "user-456"}
+            metadata={"user_id": "user-456"},
         )
 
         entry_dict = entry.to_dict()
@@ -86,15 +98,25 @@ def test_memory_entry_to_dict_includes_timestamps(self):
         assert "created_at" in entry_dict, "Dict should contain 'created_at'"
         assert "updated_at" in entry_dict, "Dict should contain 'updated_at'"
         assert "metadata" in entry_dict, "Dict should contain 'metadata'"
-        assert "user_id" in entry_dict, "Dict should contain 'user_id' (extracted from metadata)"
+        assert (
+            "user_id" in entry_dict
+        ), "Dict should contain 'user_id' (extracted from metadata)"
 
         # Verify timestamp values are present and correct
-        assert entry_dict["created_at"] == entry.created_at, "Serialized created_at should match entry"
-        assert entry_dict["updated_at"] == entry.updated_at, "Serialized updated_at should match entry"
+        assert (
+            entry_dict["created_at"] == entry.created_at
+        ), "Serialized created_at should match entry"
+        assert (
+            entry_dict["updated_at"] == entry.updated_at
+        ), "Serialized updated_at should match entry"
 
         # Verify frontend compatibility
-        assert entry_dict["memory"] == entry.content, "memory field should match content for frontend"
-        assert entry_dict["content"] == entry.content, "content field should match content"
+        assert (
+            entry_dict["memory"] == entry.content
+        ), "memory field should match content for frontend"
+        assert (
+            entry_dict["content"] == entry.content
+        ), "content field should match content"
 
     def test_memory_entry_with_none_timestamps(self):
         """Test that None timestamps are properly initialized."""
@@ -102,13 +124,19 @@ def test_memory_entry_with_none_timestamps(self):
             id="test-123",
             content="Test memory content",
             created_at=None,
-            updated_at=None
+            updated_at=None,
         )
 
         # Both should be auto-initialized even when explicitly set to None
-        assert entry.created_at is not None, "created_at should be auto-initialized from None"
-        assert entry.updated_at is not None, "updated_at should be auto-initialized from None"
-        assert entry.created_at == entry.updated_at, "Both timestamps should be equal when auto-initialized"
+        assert (
+            entry.created_at is not None
+        ), "created_at should be auto-initialized from None"
+        assert (
+            entry.updated_at is not None
+        ), "updated_at should be auto-initialized from None"
+        assert (
+            entry.created_at == entry.updated_at
+        ), "Both timestamps should be equal when auto-initialized"
 
     def test_memory_entry_with_all_fields(self):
         """Test MemoryEntry with all fields populated."""
@@ -119,7 +147,7 @@ def test_memory_entry_with_all_fields(self):
             embedding=[0.1, 0.2, 0.3],
             score=0.95,
             created_at="1234567890",
-            updated_at="1234567900"
+            updated_at="1234567900",
         )
 
         # Verify all fields are preserved
@@ -138,10 +166,7 @@ def test_memory_entry_with_all_fields(self):
 
     def test_memory_entry_timestamp_format(self):
         """Test that timestamps are in the expected format (Unix timestamp strings)."""
-        entry = MemoryEntry(
-            id="test-123",
-            content="Test memory content"
-        )
+        entry = MemoryEntry(id="test-123", content="Test memory content")
 
         # Timestamps should be strings representing Unix timestamps
         assert entry.created_at.isdigit(), "created_at should be a numeric string"
diff --git a/backends/advanced/tests/test_memory_exclusion.py b/backends/advanced/tests/test_memory_exclusion.py
new file mode 100644
index 00000000..696c525f
--- /dev/null
+++ b/backends/advanced/tests/test_memory_exclusion.py
@@ -0,0 +1,32 @@
+"""Regression coverage for conversations excluded from user memory."""
+
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, Mock
+
+import pytest
+
+from advanced_omi_backend.workers import memory_jobs
+
+
+@pytest.mark.asyncio
+async def test_memory_worker_refuses_excluded_conversation(monkeypatch):
+    conversation = SimpleNamespace(memory_excluded=True)
+    find_one = AsyncMock(return_value=conversation)
+    get_memory_service = Mock()
+    conversation_model = SimpleNamespace(
+        conversation_id=object(),
+        find_one=find_one,
+    )
+    monkeypatch.setattr(memory_jobs, "Conversation", conversation_model)
+    monkeypatch.setattr(memory_jobs, "get_memory_service", get_memory_service)
+
+    undecorated_job = memory_jobs.process_memory_job.__wrapped__.__wrapped__
+    result = await undecorated_job("excluded-conversation", redis_client=None)
+
+    assert result == {
+        "success": True,
+        "skipped": True,
+        "reason": "memory_excluded",
+        "conversation_id": "excluded-conversation",
+    }
+    get_memory_service.assert_not_called()
diff --git a/backends/advanced/tests/test_memory_providers.py b/backends/advanced/tests/test_memory_providers.py
deleted file mode 100644
index 945d4eb9..00000000
--- a/backends/advanced/tests/test_memory_providers.py
+++ /dev/null
@@ -1,146 +0,0 @@
-"""Unit tests for memory provider timestamp handling.
-
-Tests that all providers properly handle created_at and updated_at fields
-when converting their native formats to MemoryEntry objects.
-"""
-
-import time
-from advanced_omi_backend.services.memory.providers.openmemory_mcp import OpenMemoryMCPService
-from advanced_omi_backend.services.memory.base import MemoryEntry
-
-
-class TestOpenMemoryMCPProviderTimestamps:
-    """Test OpenMemory MCP provider timestamp handling."""
-
-    def test_mcp_result_to_memory_entry_with_both_timestamps(self):
-        """Test that OpenMemory MCP provider extracts both timestamps."""
-        # Create OpenMemory MCP service instance
-        service = OpenMemoryMCPService()
-        service.client_name = "test-client"
-        service.server_url = "http://localhost:8765"
-
-        # Mock MCP API response
-        mcp_result = {
-            "id": "mem-123",
-            "content": "Test memory content",
-            "created_at": "1704067200",  # 2024-01-01 00:00:00 UTC
-            "updated_at": "1704153600",  # 2024-01-02 00:00:00 UTC
-            "metadata": {"source": "test"}
-        }
-
-        # Convert to MemoryEntry
-        entry = service._mcp_result_to_memory_entry(mcp_result, user_id="user-123")
-
-        # Verify both timestamps are extracted
-        assert entry is not None, "MemoryEntry should be created"
-        assert entry.created_at is not None, "created_at should be extracted"
-        assert entry.updated_at is not None, "updated_at should be extracted"
-
-        # Verify timestamps match the source
-        assert entry.created_at == "1704067200", "created_at should match MCP response"
-        assert entry.updated_at == "1704153600", "updated_at should match MCP response"
-
-        # Verify timestamps are different
-        assert entry.created_at != entry.updated_at, "Timestamps should be different"
-
-    def test_mcp_result_to_memory_entry_with_missing_updated_at(self):
-        """Test that OpenMemory MCP provider defaults updated_at to created_at when missing."""
-        service = OpenMemoryMCPService()
-        service.client_name = "test-client"
-        service.server_url = "http://localhost:8765"
-
-        # Mock MCP response without updated_at
-        mcp_result = {
-            "id": "mem-123",
-            "content": "Test memory content",
-            "created_at": "1704067200",
-            # updated_at is missing
-        }
-
-        # Convert to MemoryEntry
-        entry = service._mcp_result_to_memory_entry(mcp_result, user_id="user-123")
-
-        # Verify updated_at defaults to created_at
-        assert entry is not None, "MemoryEntry should be created"
-        assert entry.created_at is not None, "created_at should be present"
-        assert entry.updated_at is not None, "updated_at should default to created_at"
-        assert entry.created_at == entry.updated_at, "updated_at should equal created_at when missing"
-
-    def test_mcp_result_to_memory_entry_with_alternate_timestamp_fields(self):
-        """Test that OpenMemory MCP provider handles alternate timestamp field names."""
-        service = OpenMemoryMCPService()
-        service.client_name = "test-client"
-        service.server_url = "http://localhost:8765"
-
-        # Mock MCP response with alternate field names
-        mcp_result = {
-            "id": "mem-123",
-            "memory": "Test memory content",  # Alternate content field
-            "timestamp": "1704067200",  # Alternate created_at field
-            "modified_at": "1704153600",  # Alternate updated_at field
-        }
-
-        # Convert to MemoryEntry
-        entry = service._mcp_result_to_memory_entry(mcp_result, user_id="user-123")
-
-        # Verify conversion handles alternate field names
-        assert entry is not None, "MemoryEntry should be created"
-        assert entry.content == "Test memory content", "Should extract from 'memory' field"
-        assert entry.created_at == "1704067200", "Should extract from 'timestamp' field"
-        assert entry.updated_at == "1704153600", "Should extract from 'modified_at' field"
-
-    def test_mcp_result_with_no_timestamps(self):
-        """Test that OpenMemory MCP provider generates timestamps when none provided."""
-        service = OpenMemoryMCPService()
-        service.client_name = "test-client"
-        service.server_url = "http://localhost:8765"
-
-        before_conversion = int(time.time())
-
-        # Mock MCP response without any timestamp fields
-        mcp_result = {
-            "id": "mem-123",
-            "content": "Test memory content",
-        }
-
-        # Convert to MemoryEntry
-        entry = service._mcp_result_to_memory_entry(mcp_result, user_id="user-123")
-
-        after_conversion = int(time.time())
-
-        # Verify timestamps are auto-generated
-        assert entry is not None, "MemoryEntry should be created"
-        assert entry.created_at is not None, "created_at should be auto-generated"
-        assert entry.updated_at is not None, "updated_at should be auto-generated"
-
-        # Verify timestamps are current (within test execution window)
-        created_int = int(entry.created_at)
-        updated_int = int(entry.updated_at)
-        assert before_conversion <= created_int <= after_conversion, "Timestamp should be current"
-        assert before_conversion <= updated_int <= after_conversion, "Timestamp should be current"
-
-
-class TestProviderTimestampConsistency:
-    """Test that all providers handle timestamps consistently."""
-
-    def test_all_providers_return_memory_entry_with_timestamps(self):
-        """Test that all providers return MemoryEntry objects with both timestamp fields."""
-        # OpenMemory MCP
-        mcp_service = OpenMemoryMCPService()
-        mcp_service.client_name = "test"
-        mcp_service.server_url = "http://localhost:8765"
-        mcp_result = {
-            "id": "mem-123",
-            "content": "Content",
-            "created_at": "1704067200",
-            "updated_at": "1704153600",
-        }
-        mcp_entry = mcp_service._mcp_result_to_memory_entry(mcp_result, "user-123")
-
-        # Verify all return MemoryEntry instances with both timestamp fields
-        for entry, provider_name in [(mcp_entry, "OpenMemory MCP")]:
-            assert isinstance(entry, MemoryEntry), f"{provider_name} should return MemoryEntry"
-            assert hasattr(entry, "created_at"), f"{provider_name} entry should have created_at"
-            assert hasattr(entry, "updated_at"), f"{provider_name} entry should have updated_at"
-            assert entry.created_at is not None, f"{provider_name} created_at should not be None"
-            assert entry.updated_at is not None, f"{provider_name} updated_at should not be None"
diff --git a/backends/advanced/tests/test_memory_rebuild.py b/backends/advanced/tests/test_memory_rebuild.py
new file mode 100644
index 00000000..1142d875
--- /dev/null
+++ b/backends/advanced/tests/test_memory_rebuild.py
@@ -0,0 +1,345 @@
+"""Tests for clean, ordered Markdown-vault reconstruction."""
+
+from datetime import datetime, timezone
+from pathlib import Path
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.services.memory import rebuild
+from advanced_omi_backend.services.memory.rebuild import (
+    RebuildConversation,
+    RebuildPlan,
+    RebuildStage,
+    build_rebuild_plan,
+    execute_memory_rebuild,
+)
+
+
+class AuditCollection:
+    def __init__(self, deleted_count):
+        self.deleted_count = deleted_count
+        self.query = None
+
+    async def delete_many(self, query):
+        self.query = query
+        return SimpleNamespace(deleted_count=self.deleted_count)
+
+
+class FakeDatabase:
+    def __init__(self, audit):
+        self.audit = audit
+
+    def __getitem__(self, name):
+        assert name == "memory_audit"
+        return self.audit
+
+
+class PlanCursor:
+    def __init__(self, documents):
+        self.documents = documents
+
+    def sort(self, _fields):
+        return self
+
+    def __aiter__(self):
+        self.iterator = iter(self.documents)
+        return self
+
+    async def __anext__(self):
+        try:
+            return next(self.iterator)
+        except StopIteration as exc:
+            raise StopAsyncIteration from exc
+
+
+class ConversationCollection:
+    def __init__(self, documents):
+        self.documents = documents
+        self.query = None
+
+    def find(self, query, projection):
+        self.query = query
+        return PlanCursor(self.documents)
+
+
+class AudioCollection:
+    def __init__(self, conversation_ids):
+        self.conversation_ids = conversation_ids
+        self.query = None
+
+    async def distinct(self, field, query):
+        assert field == "conversation_id"
+        self.query = query
+        return self.conversation_ids
+
+
+@pytest.mark.asyncio
+async def test_build_rebuild_plan_collects_async_cursor():
+    collection = ConversationCollection(
+        [
+            {
+                "conversation_id": "conversation-1",
+                "user_id": "user-1",
+                "created_at": datetime(2026, 7, 15, tzinfo=timezone.utc),
+                "active_transcript_version": "version-1",
+                "transcript_versions": [],
+            }
+        ]
+    )
+    database = {"conversations": collection}
+
+    plan = await build_rebuild_plan(database)
+
+    assert plan.count == 1
+    assert plan.user_ids == ("user-1",)
+    assert plan.conversations[0].conversation_id == "conversation-1"
+    assert plan.conversations[0].transcript_version_id == "version-1"
+
+
+@pytest.mark.asyncio
+async def test_speaker_plan_includes_memory_excluded_conversations():
+    collection = ConversationCollection(
+        [
+            {
+                "conversation_id": "excluded-conversation",
+                "user_id": "user-1",
+                "created_at": datetime(2026, 7, 15, tzinfo=timezone.utc),
+                "active_transcript_version": "version-1",
+                "transcript_versions": [],
+                "memory_excluded": True,
+            }
+        ]
+    )
+
+    audio = AudioCollection([])
+    plan = await build_rebuild_plan(
+        {"conversations": collection, "audio_chunks": audio},
+        from_stage=RebuildStage.SPEAKERS,
+    )
+
+    assert plan.count == 1
+    assert plan.speaker_count == 0
+    assert plan.memory_count == 0
+    assert plan.conversations[0].memory_excluded is True
+    assert plan.conversations[0].has_audio is False
+    assert "memory_excluded" not in collection.query
+    assert audio.query == {
+        "conversation_id": {"$in": ["excluded-conversation"]},
+        "deleted": {"$ne": True},
+    }
+
+
+@pytest.mark.asyncio
+async def test_speaker_plan_unwraps_previous_speaker_version():
+    collection = ConversationCollection(
+        [
+            {
+                "conversation_id": "conversation-1",
+                "user_id": "user-1",
+                "created_at": datetime(2026, 7, 15, tzinfo=timezone.utc),
+                "active_transcript_version": "speaker-version",
+                "transcript_versions": [
+                    {"version_id": "source-version", "metadata": {}},
+                    {
+                        "version_id": "speaker-version",
+                        "metadata": {
+                            "reprocessing_type": "speaker_diarization",
+                            "source_version_id": "source-version",
+                        },
+                    },
+                ],
+            }
+        ]
+    )
+
+    plan = await build_rebuild_plan(
+        {
+            "conversations": collection,
+            "audio_chunks": AudioCollection(["conversation-1"]),
+        },
+        from_stage=RebuildStage.SPEAKERS,
+    )
+
+    item = plan.conversations[0]
+    assert item.transcript_version_id == "source-version"
+    assert item.active_transcript_version_id == "speaker-version"
+
+
+@pytest.mark.asyncio
+async def test_execute_rebuild_chains_each_user_chronologically(
+    monkeypatch, tmp_path: Path
+):
+    created = datetime(2026, 7, 15, tzinfo=timezone.utc)
+    plan = RebuildPlan(
+        conversations=(
+            RebuildConversation("a-first", "user-a", created, "version-a1"),
+            RebuildConversation("a-second", "user-a", created, "version-a2"),
+            RebuildConversation("b-first", "user-b", created, "version-b1"),
+        ),
+        user_ids=("user-a", "user-b"),
+    )
+    for user_id in plan.user_ids:
+        root = tmp_path / "conversation_docs" / user_id
+        root.mkdir(parents=True)
+        (root / "old.md").write_text("old", encoding="utf-8")
+        (root / ".stignore").write_text("sync", encoding="utf-8")
+
+    monkeypatch.setattr(rebuild, "_active_rebuild_jobs", lambda _ids: [])
+    enqueued = []
+
+    def fake_enqueue(conversation_id, **kwargs):
+        job = SimpleNamespace(id=kwargs["job_id"])
+        enqueued.append((conversation_id, kwargs, job))
+        return job
+
+    monkeypatch.setattr(rebuild, "enqueue_memory_processing", fake_enqueue)
+    audit = AuditCollection(deleted_count=7)
+
+    result = await execute_memory_rebuild(
+        FakeDatabase(audit),
+        plan,
+        data_dir=tmp_path,
+        backup_dir=None,
+    )
+
+    assert [item[0] for item in enqueued] == ["a-first", "a-second", "b-first"]
+    assert enqueued[0][1]["depends_on"] is None
+    assert enqueued[1][1]["depends_on"] is enqueued[0][2]
+    assert enqueued[2][1]["depends_on"] is None
+    assert all(item[1]["cause"].value == "memory_rebuild" for item in enqueued)
+    assert all(
+        item[1]["job_timeout"] == rebuild.MEMORY_REBUILD_JOB_TIMEOUT
+        for item in enqueued
+    )
+    assert result.deleted_vault_files == 2
+    assert result.deleted_audit_entries == 7
+    assert audit.query == {"user_id": {"$in": ["user-a", "user-b"]}}
+    for user_id in plan.user_ids:
+        assert (tmp_path / "conversation_docs" / user_id / ".stignore").exists()
+        assert not (tmp_path / "conversation_docs" / user_id / "old.md").exists()
+
+
+@pytest.mark.asyncio
+async def test_execute_rebuild_from_speakers_continues_after_failed_speaker(
+    monkeypatch, tmp_path: Path
+):
+    created = datetime(2026, 7, 15, tzinfo=timezone.utc)
+    plan = RebuildPlan(
+        conversations=(
+            RebuildConversation("first", "user-a", created, "version-1"),
+            RebuildConversation("second", "user-a", created, "version-2"),
+        ),
+        user_ids=("user-a",),
+    )
+    speaker_calls = []
+    memory_calls = []
+
+    def fake_speaker(item, *, run_id, sequence, depends_on):
+        job = SimpleNamespace(id=f"speaker-{sequence}")
+        speaker_calls.append((item, run_id, sequence, depends_on, job))
+        return job
+
+    def fake_memory(conversation_id, **kwargs):
+        job = SimpleNamespace(id=f"memory-{conversation_id}")
+        memory_calls.append((conversation_id, kwargs, job))
+        return job
+
+    monkeypatch.setattr(rebuild, "_active_rebuild_jobs", lambda _ids: [])
+    monkeypatch.setattr(rebuild, "_enqueue_speaker_rebuild", fake_speaker)
+    monkeypatch.setattr(rebuild, "enqueue_memory_processing", fake_memory)
+
+    result = await execute_memory_rebuild(
+        FakeDatabase(AuditCollection(deleted_count=0)),
+        plan,
+        data_dir=tmp_path,
+        backup_dir=None,
+        from_stage=RebuildStage.SPEAKERS,
+    )
+
+    assert [call[0].conversation_id for call in speaker_calls] == ["first", "second"]
+    assert speaker_calls[0][3] is None
+    assert speaker_calls[1][3] == "speaker-1"
+    assert [call[0] for call in memory_calls] == ["first", "second"]
+    first_dependency = memory_calls[0][1]["depends_on"]
+    assert first_dependency.dependencies == ["speaker-2"]
+    assert first_dependency.allow_failure is True
+    assert memory_calls[1][1]["depends_on"] is memory_calls[0][2]
+    assert result.from_stage is RebuildStage.SPEAKERS
+    assert result.speaker_jobs == ("speaker-1", "speaker-2")
+
+
+def test_speaker_rebuild_dependency_allows_previous_failure(monkeypatch):
+    captured = {}
+
+    def fake_enqueue(*args, **kwargs):
+        captured.update(kwargs)
+        return SimpleNamespace(id=kwargs["job_id"])
+
+    def fake_enqueue_kwargs(_stage, _meta, depends_on=None):
+        return {"depends_on": depends_on}
+
+    monkeypatch.setattr(
+        rebuild, "transcription_queue", SimpleNamespace(enqueue=fake_enqueue)
+    )
+    monkeypatch.setattr(rebuild, "post_conv_enqueue_kwargs", fake_enqueue_kwargs)
+    item = RebuildConversation(
+        "conversation-1",
+        "user-1",
+        datetime(2026, 7, 15, tzinfo=timezone.utc),
+        "version-1",
+    )
+
+    rebuild._enqueue_speaker_rebuild(
+        item,
+        run_id="run-id",
+        sequence=2,
+        depends_on="previous-speaker-job",
+    )
+
+    dependency = captured["depends_on"]
+    assert dependency.dependencies == ["previous-speaker-job"]
+    assert dependency.allow_failure is True
+
+
+@pytest.mark.asyncio
+async def test_speaker_rebuild_skips_conversation_without_audio_but_rebuilds_memory(
+    monkeypatch, tmp_path: Path
+):
+    plan = RebuildPlan(
+        conversations=(
+            RebuildConversation(
+                "transcript-only",
+                "user-a",
+                datetime(2026, 7, 15, tzinfo=timezone.utc),
+                "version-1",
+                has_audio=False,
+            ),
+        ),
+        user_ids=("user-a",),
+    )
+    memory_calls = []
+
+    monkeypatch.setattr(rebuild, "_active_rebuild_jobs", lambda _ids: [])
+    monkeypatch.setattr(
+        rebuild,
+        "_enqueue_speaker_rebuild",
+        lambda *args, **kwargs: pytest.fail("speaker job should not be enqueued"),
+    )
+
+    def fake_memory(conversation_id, **kwargs):
+        memory_calls.append(conversation_id)
+        return SimpleNamespace(id="memory-job")
+
+    monkeypatch.setattr(rebuild, "enqueue_memory_processing", fake_memory)
+
+    result = await execute_memory_rebuild(
+        FakeDatabase(AuditCollection(deleted_count=0)),
+        plan,
+        data_dir=tmp_path,
+        from_stage=RebuildStage.SPEAKERS,
+    )
+
+    assert memory_calls == ["transcript-only"]
+    assert result.speaker_jobs == ()
+    assert result.skipped_speaker_conversations == ("transcript-only",)
diff --git a/backends/advanced/tests/test_memory_transcript_input.py b/backends/advanced/tests/test_memory_transcript_input.py
new file mode 100644
index 00000000..2bccaba7
--- /dev/null
+++ b/backends/advanced/tests/test_memory_transcript_input.py
@@ -0,0 +1,52 @@
+"""Memory extraction input must not amplify overlapping transcript windows."""
+
+from types import SimpleNamespace
+
+from advanced_omi_backend.workers.memory_jobs import build_memory_transcript
+
+
+def _segment(start, end, text, speaker="Speaker 0", segment_type="speech"):
+    return SimpleNamespace(
+        start=start,
+        end=end,
+        text=text,
+        speaker=speaker,
+        segment_type=segment_type,
+    )
+
+
+def test_build_memory_transcript_trims_overlapping_word_prefix():
+    segments = [
+        _segment(0, 30, "one two three four five"),
+        _segment(25, 55, "three four five six seven", "Speaker 1"),
+    ]
+
+    transcript, speakers = build_memory_transcript(segments, raw_transcript=None)
+
+    assert transcript == "Speaker 0: one two three four five\nSpeaker 1: six seven"
+    assert speakers == {"speaker 0", "speaker 1"}
+
+
+def test_build_memory_transcript_falls_back_when_segments_amplify_raw_text():
+    segments = [
+        _segment(0, 100, "duplicated window text " * 100),
+        _segment(50, 150, "different duplicated text " * 100),
+    ]
+    raw = "This is the durable raw transcript and it should be used instead."
+
+    transcript, speakers = build_memory_transcript(segments, raw_transcript=raw)
+
+    assert transcript == raw
+    assert speakers == {"speaker 0"}
+
+
+def test_build_memory_transcript_preserves_events_and_notes():
+    segments = [
+        _segment(0, 1, "music", segment_type="event"),
+        _segment(1, 2, "Remember this", segment_type="note"),
+    ]
+
+    transcript, speakers = build_memory_transcript(segments, raw_transcript=None)
+
+    assert transcript == "[music]\n[Note: Remember this]"
+    assert speakers == set()
diff --git a/backends/advanced/tests/test_model_registry_reasoning.py b/backends/advanced/tests/test_model_registry_reasoning.py
new file mode 100644
index 00000000..b0b5d53d
--- /dev/null
+++ b/backends/advanced/tests/test_model_registry_reasoning.py
@@ -0,0 +1,26 @@
+"""Reasoning parameter compatibility for versioned GPT-5 models."""
+
+from advanced_omi_backend.model_registry import ModelDef, ResolvedLLMOperation
+
+
+def _operation(model_name: str) -> ResolvedLLMOperation:
+    return ResolvedLLMOperation(
+        model_def=ModelDef(
+            name="test",
+            model_name=model_name,
+            model_type="llm",
+            model_provider="openai",
+            model_url="https://api.openai.com/v1",
+        ),
+        temperature=0.2,
+        max_tokens=100,
+        reasoning_effort="none",
+    )
+
+
+def test_gpt_5_4_preserves_none_reasoning_effort():
+    assert _operation("gpt-5.4-mini").to_api_params()["reasoning_effort"] == "none"
+
+
+def test_unversioned_gpt_5_uses_minimal_reasoning_effort():
+    assert _operation("gpt-5-mini").to_api_params()["reasoning_effort"] == "minimal"
diff --git a/backends/advanced/tests/test_observation_curation.py b/backends/advanced/tests/test_observation_curation.py
new file mode 100644
index 00000000..4ab99043
--- /dev/null
+++ b/backends/advanced/tests/test_observation_curation.py
@@ -0,0 +1,95 @@
+from datetime import datetime, timezone
+
+import pytest
+
+from advanced_omi_backend.models.device_input import DeviceInputItem
+from advanced_omi_backend.routers.modules.device_input_routes import (
+    ObservationSample,
+    _append_observation_sample,
+    _merge_frame_candidates,
+)
+from advanced_omi_backend.services.observation_curation import (
+    _append_vault_observation,
+    observation_revision,
+    safe_note_path,
+)
+
+
+def observation(**overrides):
+    values = {
+        "user_id": "user-1",
+        "source_id": "screenpipe-1",
+        "kind": "observation",
+        "source_item_id": "observation:10",
+        "captured_at": datetime(2026, 7, 23, 10, 0, tzinfo=timezone.utc),
+        "metadata": {"app_name": "Code", "window_name": "collector.py"},
+        "lifecycle": "open",
+        "curation": "pending",
+    }
+    values.update(overrides)
+    return DeviceInputItem.model_construct(**values)
+
+
+def sample(when: str, fingerprint: str = "a" * 64):
+    return ObservationSample(
+        captured_at=when,
+        elapsed_seconds=10,
+        capture_trigger="typing_pause",
+        text="implemented the observation lifecycle",
+        content_fingerprint=fingerprint,
+        frame_id=10,
+    )
+
+
+def test_samples_are_idempotent_by_fingerprint_and_timestamp():
+    item = observation()
+    assert _append_observation_sample(item, sample("2026-07-23T10:00:10Z"))
+    assert not _append_observation_sample(item, sample("2026-07-23T10:00:10Z"))
+    assert _append_observation_sample(item, sample("2026-07-23T10:03:00Z"))
+    assert len(item.samples) == 2
+
+
+def test_frame_candidates_are_ranked_deduplicated_and_bounded():
+    result = _merge_frame_candidates(
+        [{"frame_id": 1, "score": 0.5}, {"frame_id": 2, "score": 0.8}],
+        [
+            {"frame_id": 1, "score": 0.9},
+            {"frame_id": 3, "score": 0.7},
+            {"frame_id": 4, "score": 0.1},
+        ],
+    )
+    assert [candidate["frame_id"] for candidate in result] == [1, 2, 3]
+
+
+def test_revision_changes_for_new_sample_and_close():
+    item = observation()
+    first = observation_revision(item)
+    _append_observation_sample(item, sample("2026-07-23T10:00:10Z"))
+    second = observation_revision(item)
+    item.lifecycle = "closed"
+    third = observation_revision(item)
+    assert len({first, second, third}) == 3
+
+
+def test_note_path_rejects_traversal_and_conversation_notes(tmp_path):
+    with pytest.raises(ValueError):
+        safe_note_path(tmp_path, "../outside.md", datetime.now(timezone.utc))
+    with pytest.raises(ValueError):
+        safe_note_path(tmp_path, "Conversations/fake.md", datetime.now(timezone.utc))
+
+
+def test_vault_append_is_revision_idempotent(tmp_path):
+    item = observation(
+        related_conversation_ids=["conversation-1"],
+    )
+    decision = {
+        "decision": "text_update",
+        "title": "Chronicle implementation",
+        "summary": "Implemented event-driven screen observations.",
+        "facts": ["Short meaningful app switches are retained."],
+    }
+    path = _append_vault_observation(item, decision, "revision-1", tmp_path, None)
+    _append_vault_observation(item, decision, "revision-1", tmp_path, None)
+    content = (tmp_path / path).read_text(encoding="utf-8")
+    assert content.count("<!-- observation:") == 1
+    assert "[[Conversations/conversation-1]]" in content
diff --git a/backends/advanced/tests/test_obsidian_service.py b/backends/advanced/tests/test_obsidian_service.py
deleted file mode 100644
index 0daafc1a..00000000
--- a/backends/advanced/tests/test_obsidian_service.py
+++ /dev/null
@@ -1,204 +0,0 @@
-import unittest
-import asyncio
-from unittest.mock import MagicMock, patch, AsyncMock
-import sys
-import os
-
-sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '../src')))
-
-from advanced_omi_backend.services.obsidian_service import (
-    ObsidianService,
-    ObsidianSearchError,
-)
-
-class TestObsidianService(unittest.TestCase):
-
-    def setUp(self):
-        # Patch load_root_config
-        self.config_patcher = patch('advanced_omi_backend.services.obsidian_service.load_root_config')
-        self.mock_load_config = self.config_patcher.start()
-        self.mock_load_config.return_value = {
-            'defaults': {'llm': 'gpt-4', 'embedding': 'text-embedding-3-small'},
-            'models': [
-                {'name': 'gpt-4', 'model_url': 'https://api.openai.com/v1', 'api_key': 'sk-test'},
-                {'name': 'text-embedding-3-small', 'model_name': 'text-embedding-3-small', 'embedding_dimensions': 1536, 'model_url': 'https://api.openai.com/v1', 'api_key': 'sk-test'}
-            ]
-        }
-        self.addCleanup(self.config_patcher.stop)
-
-        # Patch embedding helper
-        self.embedding_patcher = patch(
-            'advanced_omi_backend.services.obsidian_service.generate_openai_embeddings',
-            new_callable=AsyncMock
-        )
-        self.mock_generate_embeddings = self.embedding_patcher.start()
-        self.addCleanup(self.embedding_patcher.stop)
-
-        # Patch GraphDatabase
-        self.graph_db_patcher = patch('advanced_omi_backend.services.neo4j_client.GraphDatabase')
-        self.mock_graph_db = self.graph_db_patcher.start()
-        self.mock_driver = MagicMock()
-        self.mock_session = MagicMock()
-        self.mock_graph_db.driver.return_value = self.mock_driver
-        self.mock_driver.session.return_value.__enter__.return_value = self.mock_session
-        self.addCleanup(self.graph_db_patcher.stop)
-
-        # Patch environment variables
-        self.env_patcher = patch.dict(os.environ, {
-            "NEO4J_HOST": "localhost",
-            "NEO4J_USER": "neo4j",
-            "NEO4J_PASSWORD": "password"
-        })
-        self.env_patcher.start()
-        self.addCleanup(self.env_patcher.stop)
-        
-        # Initialize Service
-        self.service = ObsidianService()
-
-    def test_search_obsidian_success(self):
-        # Setup mock embedding response
-        mock_embedding = [0.1, 0.2, 0.3]
-        self.mock_generate_embeddings.return_value = [mock_embedding]
-        
-        # Setup mock Neo4j results
-        mock_record1 = {
-            'source': 'Note1',
-            'content': 'Content of chunk 1',
-            'tags': ['tag1', 'tag2'],
-            'outgoing_links': ['Note2'],
-            'score': 0.95
-        }
-        mock_record2 = {
-            'source': 'Note2',
-            'content': 'Content of chunk 2',
-            'tags': [],
-            'outgoing_links': [],
-            'score': 0.90
-        }
-        
-        # The session.run returns an iterable of records
-        self.mock_session.run.return_value = [mock_record1, mock_record2]
-        
-        # Execute search
-        response = asyncio.run(self.service.search_obsidian("test query", limit=2))
-        
-        # Assertions
-        # 1. Check embedding call
-        self.mock_generate_embeddings.assert_awaited_once()
-        
-        # 2. Check Neo4j query execution
-        self.mock_session.run.assert_called_once()
-        args, kwargs = self.mock_session.run.call_args
-        self.assertIn("CALL db.index.vector.queryNodes", args[0])
-        self.assertEqual(kwargs['vector'], mock_embedding)
-        self.assertEqual(kwargs['limit'], 2)
-        
-        # 3. Check results formatting
-        self.assertEqual(len(response['results']), 2)
-        
-        # Check first result format
-        first_entry = response['results'][0]
-        self.assertIn("SOURCE: Note1", first_entry)
-        self.assertIn("TAGS: tag1, tag2", first_entry)
-        self.assertIn("RELATED NOTES: Note2", first_entry)
-        self.assertIn("CONTENT: Content of chunk 1", first_entry)
-
-    def test_setup_database(self):
-        self.service.setup_database()
-        
-        # Verify constraints and index creation calls
-        self.assertTrue(self.mock_session.run.called)
-        # It should run at least 3 queries: Note constraint, Chunk constraint, Vector Index
-        self.assertGreaterEqual(self.mock_session.run.call_count, 3)
-        
-        calls = [call[0][0] for call in self.mock_session.run.call_args_list]
-        self.assertTrue(any("CREATE CONSTRAINT note_path" in c for c in calls))
-        self.assertTrue(any("CREATE CONSTRAINT chunk_id" in c for c in calls))
-        self.assertTrue(any("CREATE VECTOR INDEX chunk_embeddings" in c for c in calls))
-
-    @patch('advanced_omi_backend.services.obsidian_service.chunk_text_with_spacy')
-    def test_chunking_and_embedding_uses_shared_chunker(self, mock_chunker):
-        mock_chunker.return_value = ["part1"]
-        self.mock_generate_embeddings.return_value = [[0.1, 0.2]]
-        note_data = {
-            "path": "x",
-            "name": "n",
-            "folder": "f",
-            "content": "sample",
-            "wordcount": 1,
-            "links": [],
-            "tags": [],
-        }
-        chunks = asyncio.run(self.service.chunking_and_embedding(note_data))
-        mock_chunker.assert_called_once_with("sample", max_tokens=self.service.chunk_word_limit)
-        self.mock_generate_embeddings.assert_awaited_once()
-        self.assertEqual(len(chunks), 1)
-
-    def test_ingest_note_and_chunks(self):
-        note_data = {
-            "path": "test/note.md",
-            "name": "note",
-            "folder": "test",
-            "content": "some content",
-            "wordcount": 2,
-            "links": ["OtherNote"],
-            "tags": ["tag1"]
-        }
-        chunks = [
-            {"text": "chunk1", "embedding": [0.1, 0.2]}
-        ]
-        
-        self.service.ingest_note_and_chunks(note_data, chunks)
-        
-        # Verify DB calls
-        # 1. Note + Folder merge
-        # 2. Chunk merge
-        # 3. Tag merge
-        # 4. Link merge
-        self.assertGreaterEqual(self.mock_session.run.call_count, 4)
-        
-        calls = [call[0][0] for call in self.mock_session.run.call_args_list]
-        self.assertTrue(any("MERGE (f:Folder" in c for c in calls))
-        self.assertTrue(any("MERGE (c:Chunk" in c for c in calls))
-        self.assertTrue(any("MERGE (t:Tag" in c for c in calls))
-        self.assertTrue(any("MATCH (source:Note" in c for c in calls))
-
-    def test_search_obsidian_embedding_fail(self):
-        # Mock embedding failure (raises exception)
-        self.mock_generate_embeddings.side_effect = Exception("API Error")
-        
-        with self.assertRaises(ObsidianSearchError) as ctx:
-            asyncio.run(self.service.search_obsidian("test query"))
-        
-        self.assertEqual(ctx.exception.stage, "embedding")
-        self.assertIn("API Error", str(ctx.exception))
-        self.mock_session.run.assert_not_called()
-
-    def test_search_obsidian_db_fail(self):
-        # Setup mock embedding
-        mock_embedding = [0.1]
-        self.mock_generate_embeddings.return_value = [mock_embedding]
-        
-        # Mock DB failure
-        self.mock_session.run.side_effect = Exception("DB Connection Failed")
-        
-        with self.assertRaises(ObsidianSearchError) as ctx:
-            asyncio.run(self.service.search_obsidian("test query"))
-        
-        self.assertEqual(ctx.exception.stage, "database")
-        self.assertIn("DB Connection Failed", str(ctx.exception))
-
-    def test_search_obsidian_empty_results(self):
-        # Setup mock embedding
-        mock_embedding = [0.1]
-        self.mock_generate_embeddings.return_value = [mock_embedding]
-        
-        # Mock empty DB results
-        self.mock_session.run.return_value = []
-        
-        response = asyncio.run(self.service.search_obsidian("test query"))
-        
-        self.assertEqual(response['results'], [])
-
-if __name__ == '__main__':
-    unittest.main()
diff --git a/backends/advanced/tests/test_openai_compat_routes.py b/backends/advanced/tests/test_openai_compat_routes.py
new file mode 100644
index 00000000..76418b6f
--- /dev/null
+++ b/backends/advanced/tests/test_openai_compat_routes.py
@@ -0,0 +1,36 @@
+import pytest
+
+from advanced_omi_backend.model_registry import ModelDef
+from advanced_omi_backend.routers.modules import openai_compat_routes as routes
+
+
+@pytest.fixture(autouse=True)
+def clear_unavailable_models():
+    routes._unavailable_models.clear()
+    yield
+    routes._unavailable_models.clear()
+
+
+def test_unavailable_model_is_bypassed_until_cooldown_expires(monkeypatch):
+    now = 1_000.0
+    monkeypatch.setattr(routes.time, "monotonic", lambda: now)
+
+    routes._mark_model_unavailable("llamacpp-llm")
+
+    assert routes._model_is_unavailable("llamacpp-llm")
+
+    now += routes._UPSTREAM_FAILURE_COOLDOWN_SECONDS + 0.1
+    assert not routes._model_is_unavailable("llamacpp-llm")
+
+
+@pytest.mark.asyncio
+async def test_proxy_skips_a_model_with_an_open_circuit():
+    model = ModelDef(
+        name="llamacpp-llm",
+        model_type="llm",
+        model_url="http://unreachable.example/v1",
+    )
+    routes._mark_model_unavailable(model.name)
+
+    with pytest.raises(routes._UpstreamTransportError, match="cooldown active"):
+        await routes._proxy_chat_completion(model, {"messages": []}, stream=False)
diff --git a/backends/advanced/tests/test_session_store.py b/backends/advanced/tests/test_session_store.py
new file mode 100644
index 00000000..05b84f55
--- /dev/null
+++ b/backends/advanced/tests/test_session_store.py
@@ -0,0 +1,582 @@
+"""Unit tests for the SessionStore facade and SessionView read-model.
+
+Covers the two things the facade exists to guarantee:
+1. Decoding is identical whether the redis client returns bytes or str.
+2. Lifecycle writes are atomic (single hset) and the signal publish follows the
+   hash write.
+"""
+
+import asyncio
+import json
+
+import pytest
+from fakeredis import aioredis as fake_aioredis
+
+from advanced_omi_backend.services.audio_stream.session_store import (
+    SessionStatus,
+    SessionStore,
+    SessionView,
+    SpeakerCheckStatus,
+)
+
+pytestmark = pytest.mark.unit
+
+
+def _fake_redis(decode_responses=False):
+    return fake_aioredis.FakeRedis(decode_responses=decode_responses)
+
+
+# --------------------------------------------------------------------------- #
+# SessionView.from_hash
+# --------------------------------------------------------------------------- #
+
+
+def _sample_str_hash():
+    return {
+        "user_id": "507f1f77bcf86cd799439011",
+        "client_id": "a39011-phone",
+        "status": "finalizing",
+        "websocket_connected": "true",
+        "chunks_published": "42",
+        "started_at": "1704067200.5",
+        "last_chunk_at": "1704067260.0",
+        "finalized_at": "1704067300.0",
+        "speaker_check_status": "enrolled",
+        "audio_format": json.dumps({"rate": 48000, "channels": 2, "width": 2}),
+        "markers": json.dumps([{"type": "button_event"}]),
+        "identified_speakers": "Alice,Bob",
+        "speech_detected_at": "2026-01-01T00:00:00+00:00",
+        "completion_reason": "user_stopped",
+    }
+
+
+def test_from_hash_bytes_and_str_are_identical():
+    str_hash = _sample_str_hash()
+    bytes_hash = {k.encode(): v.encode() for k, v in str_hash.items()}
+
+    view_from_str = SessionView.from_hash("sess-1", str_hash)
+    view_from_bytes = SessionView.from_hash("sess-1", bytes_hash)
+
+    assert view_from_str == view_from_bytes
+
+
+def test_from_hash_coercions():
+    view = SessionView.from_hash("sess-1", _sample_str_hash())
+
+    assert view.status is SessionStatus.FINALIZING
+    assert view.speaker_check_status is SpeakerCheckStatus.ENROLLED
+    assert view.websocket_connected is True
+    assert view.chunks_published == 42
+    assert view.started_at == 1704067200.5
+    assert view.finalized_at == 1704067300.0
+    assert view.completed_at is None  # missing -> None (not 0.0)
+    assert view.audio_format == {"rate": 48000, "channels": 2, "width": 2}
+    assert view.audio_format_tuple == (48000, 2, 2)
+    assert view.markers == [{"type": "button_event"}]
+    assert view.identified_speakers == ["Alice", "Bob"]
+    assert view.speech_detected_at == "2026-01-01T00:00:00+00:00"
+
+
+def test_from_hash_unknown_enum_and_empty_defaults():
+    view = SessionView.from_hash(
+        "sess-1",
+        {"status": "bogus", "chunks_published": "", "websocket_connected": "false"},
+    )
+    assert view.status is None  # unknown enum value -> None, not a raise
+    assert view.chunks_published == 0
+    assert view.websocket_connected is False
+    assert view.started_at == 0.0
+    assert view.audio_format is None
+    assert view.markers == []
+    assert view.identified_speakers == []
+
+
+def test_from_hash_malformed_audio_format_falls_back():
+    view = SessionView.from_hash("sess-1", {"audio_format": "not-json"})
+    assert view.audio_format is None
+    assert view.audio_format_tuple == (16000, 1, 2)
+
+
+# --------------------------------------------------------------------------- #
+# SessionStore lifecycle writes
+# --------------------------------------------------------------------------- #
+
+
+@pytest.mark.parametrize("decode_responses", [False, True])
+async def test_init_session_writes_expected_mapping(decode_responses):
+    client = _fake_redis(decode_responses)
+    store = SessionStore(client)
+
+    await store.init_session(
+        "sess-1",
+        user_id="u1",
+        client_id="c1",
+        stream_name="audio:stream:c1",
+        user_email="e@x.com",
+        mode="streaming",
+        provider="deepgram",
+    )
+
+    view = await store.read("sess-1")
+    assert view is not None
+    assert view.user_id == "u1"
+    assert view.client_id == "c1"
+    assert view.stream_name == "audio:stream:c1"
+    assert view.user_email == "e@x.com"
+    assert view.provider == "deepgram"
+    assert view.mode == "streaming"
+    assert view.status is SessionStatus.ACTIVE
+    assert view.websocket_connected is True
+    assert view.chunks_published == 0
+    assert view.started_at > 0
+
+
+async def test_mark_finalizing_sets_status_and_publishes_signal():
+    client = _fake_redis()
+    store = SessionStore(client)
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+
+    pubsub = client.pubsub()
+    await pubsub.subscribe("session:signal:sess-1")
+    await pubsub.get_message(timeout=1)  # consume subscribe ack
+
+    await store.mark_finalizing("sess-1", "websocket_disconnect")
+
+    view = await store.read("sess-1")
+    assert view.status is SessionStatus.FINALIZING
+    assert view.finalized_at is not None
+    assert view.completion_reason == "websocket_disconnect"
+    assert view.websocket_connected is False  # set on websocket_disconnect
+
+    msg = await pubsub.get_message(ignore_subscribe_messages=True, timeout=1)
+    assert msg is not None
+    payload = json.loads(msg["data"])
+    assert payload == {"type": "finalize", "reason": "websocket_disconnect"}
+
+
+async def test_mark_complete_atomic_hset_then_publish():
+    """status + completed_at + completion_reason in one hset, publish after."""
+
+    class Recorder:
+        def __init__(self, inner):
+            self._inner = inner
+            self.calls = []
+
+        def __getattr__(self, name):
+            attr = getattr(self._inner, name)
+            if name in ("hset", "publish"):
+
+                async def wrapper(*a, **k):
+                    self.calls.append(name)
+                    return await attr(*a, **k)
+
+                return wrapper
+            return attr
+
+    rec = Recorder(_fake_redis())
+    store = SessionStore(rec)
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    rec.calls.clear()
+
+    await store.mark_complete("sess-1", "user_stopped")
+
+    # exactly one hset, then the publish
+    assert rec.calls == ["hset", "publish"]
+    view = await store.read("sess-1")
+    assert view.status is SessionStatus.FINISHED
+    assert view.completion_reason == "user_stopped"
+    assert view.completed_at is not None
+
+
+async def test_take_close_request_returns_then_clears():
+    client = _fake_redis()
+    store = SessionStore(client)
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    assert await store.request_close("sess-1", "user_requested") is True
+
+    assert await store.take_close_request("sess-1") == "user_requested"
+    assert await store.take_close_request("sess-1") is None  # consumed
+
+
+async def test_request_close_returns_false_when_missing():
+    store = SessionStore(_fake_redis())
+    assert await store.request_close("nope", "user_requested") is False
+
+
+async def test_get_audio_format_fallback_on_missing_and_garbage():
+    client = _fake_redis()
+    store = SessionStore(client)
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+
+    assert await store.get_audio_format("sess-1") == (16000, 1, 2)  # not set yet
+
+    await client.hset("audio:session:sess-1", "audio_format", "not-json")
+    assert await store.get_audio_format("sess-1") == (16000, 1, 2)  # garbage -> default
+
+    await store.set_audio_format("sess-1", {"rate": 8000, "channels": 1, "width": 2})
+    assert await store.get_audio_format("sess-1") == (8000, 1, 2)
+
+
+async def test_bump_chunk_count_increments():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    await store.bump_chunk_count("sess-1")
+    await store.bump_chunk_count("sess-1")
+    view = await store.read("sess-1")
+    assert view.chunks_published == 2
+    assert view.last_chunk_at > 0
+
+
+async def test_transcription_provider_health_lifecycle():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+
+    initial = await store.read("sess-1")
+    assert initial.transcription_provider_status == "disconnected"
+
+    await store.mark_transcription_provider_connected("sess-1")
+    await store.mark_transcription_audio_sent("sess-1")
+    await store.mark_transcription_provider_message("sess-1")
+
+    connected = await store.read("sess-1")
+    assert connected.transcription_provider_status == "connected"
+    assert connected.transcription_provider_connected_at > 0
+    assert connected.transcription_last_audio_sent_at > 0
+    assert connected.transcription_last_message_at > 0
+
+    await store.set_transcription_error("sess-1", "socket closed")
+    failed = await store.read("sess-1")
+    assert failed.transcription_provider_status == "error"
+    assert failed.transcription_error == "socket closed"
+
+    await store.mark_transcription_provider_disconnected("sess-1")
+    still_failed = await store.read("sess-1")
+    assert still_failed.transcription_provider_status == "error"
+
+    await store.mark_transcription_provider_connected("sess-1")
+    await store.mark_transcription_provider_disconnected("sess-1")
+    disconnected = await store.read("sess-1")
+    assert disconnected.transcription_provider_status == "disconnected"
+
+
+async def test_get_status_ws_reason_batched():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    await store.mark_complete("sess-1", "inactivity_timeout")
+    status, ws, reason = await store.get_status_ws_reason("sess-1")
+    assert status is SessionStatus.FINISHED
+    # inactivity_timeout does NOT clear websocket_connected (only websocket_disconnect does)
+    assert ws is True
+    assert reason == "inactivity_timeout"
+
+
+async def test_iter_views_strips_prefix_and_skips_empty():
+    client = _fake_redis()
+    store = SessionStore(client)
+    await store.init_session(
+        "alpha", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    await store.init_session(
+        "beta", user_id="u2", client_id="c2", stream_name="audio:stream:c2"
+    )
+    # an empty hash key (e.g. fully hdel'd) should be skipped by iter_views
+    await client.hset("audio:session:ghost", "x", "1")
+    await client.hdel("audio:session:ghost", "x")
+
+    ids = sorted([sid async for sid in store.scan_session_ids()])
+    assert "alpha" in ids and "beta" in ids
+
+    views = {v.session_id: v async for v in store.iter_views()}
+    assert set(views) == {"alpha", "beta"}  # ghost skipped
+    assert views["alpha"].user_id == "u1"
+
+
+async def test_increment_conversation_count_sets_ttl():
+    client = _fake_redis()
+    store = SessionStore(client)
+    assert await store.get_conversation_count("sess-1") == 0
+    assert await store.increment_conversation_count("sess-1") == 1
+    assert await store.increment_conversation_count("sess-1") == 2
+    assert await store.get_conversation_count("sess-1") == 2
+    ttl = await client.ttl("session:conversation_count:sess-1")
+    assert 0 < ttl <= 3600
+
+
+async def test_record_event_and_speaker_check():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    await store.record_event("sess-1", "speech_detected")
+    await store.set_speaker_check("sess-1", SpeakerCheckStatus.ENROLLED)
+    await store.set_identified_speakers("sess-1", ["Alice", "Bob"])
+
+    view = await store.read("sess-1")
+    assert view.last_event.startswith("speech_detected:")
+    assert view.speaker_check_status is SpeakerCheckStatus.ENROLLED
+    assert view.identified_speakers == ["Alice", "Bob"]
+
+
+# --------------------------------------------------------------------------- #
+# Conversation pointer (conversation:current)
+#
+# The pointer has per-caller TTLs that used to be passed inline at ~11 sites
+# (86400 rotation / none for the always_persist placeholder / 3600 disconnect
+# backstop). These tests pin that behaviour now that it lives on the facade.
+# --------------------------------------------------------------------------- #
+
+
+@pytest.mark.parametrize("decode_responses", [False, True])
+async def test_set_current_conversation_default_ttl(decode_responses):
+    client = _fake_redis(decode_responses)
+    store = SessionStore(client)
+
+    await store.set_current_conversation("sess-1", "conv-A")
+
+    assert await store.get_current_conversation_id("sess-1") == "conv-A"
+    ttl = await client.ttl("conversation:current:sess-1")
+    assert 0 < ttl <= 86400  # rotation pointer carries the 24h TTL
+
+
+async def test_set_current_conversation_no_ttl_for_placeholder():
+    client = _fake_redis()
+    store = SessionStore(client)
+
+    await store.set_current_conversation("sess-1", "conv-A", ttl=None)
+
+    assert await store.get_current_conversation_id("sess-1") == "conv-A"
+    assert await client.ttl("conversation:current:sess-1") == -1  # persistent
+
+
+async def test_set_current_conversation_overwrites_on_rotation():
+    store = SessionStore(_fake_redis())
+    await store.set_current_conversation("sess-1", "conv-A")
+    await store.set_current_conversation("sess-1", "conv-B")
+    assert await store.get_current_conversation_id("sess-1") == "conv-B"
+
+
+async def test_assign_current_conversation_requires_active_unassigned_session():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+
+    assert (
+        await store.assign_current_conversation_if_active("sess-1", "conv-A", ttl=None)
+        is True
+    )
+    assert (
+        await store.assign_current_conversation_if_active("sess-1", "conv-B", ttl=None)
+        is False
+    )
+    assert await store.get_current_conversation_id("sess-1") == "conv-A"
+
+
+async def test_assign_current_conversation_rejects_finalizing_session():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:c1"
+    )
+    await store.mark_finalizing("sess-1", "websocket_disconnect")
+
+    assert (
+        await store.assign_current_conversation_if_active("sess-1", "conv-A", ttl=None)
+        is False
+    )
+    assert await store.get_current_conversation_id("sess-1") is None
+
+
+async def test_replace_current_conversation_is_atomic_for_active_session():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:sess-1"
+    )
+    await store.set_current_conversation("sess-1", "conv-A", ttl=None)
+
+    replaced = await store.replace_current_conversation_if_active(
+        "sess-1", "conv-A", "conv-B", ttl=None
+    )
+
+    assert replaced is True
+    assert await store.get_current_conversation_id("sess-1") == "conv-B"
+    assert await store._redis.ttl("conversation:current:sess-1") == -1
+
+
+async def test_replace_current_conversation_rejects_wrong_owner_or_terminal_session():
+    store = SessionStore(_fake_redis())
+    await store.init_session(
+        "sess-1", user_id="u1", client_id="c1", stream_name="audio:stream:sess-1"
+    )
+    await store.set_current_conversation("sess-1", "conv-A", ttl=None)
+
+    assert (
+        await store.replace_current_conversation_if_active(
+            "sess-1", "other", "conv-B", ttl=None
+        )
+        is False
+    )
+    await store.mark_finalizing("sess-1", "websocket_disconnect")
+    assert (
+        await store.replace_current_conversation_if_active(
+            "sess-1", "conv-A", "conv-B", ttl=None
+        )
+        is False
+    )
+    assert await store.get_current_conversation_id("sess-1") == "conv-A"
+
+
+async def test_get_current_conversation_none_when_absent():
+    store = SessionStore(_fake_redis())
+    assert await store.get_current_conversation_id("sess-1") is None
+
+
+async def test_clear_current_conversation_is_noop_when_absent():
+    store = SessionStore(_fake_redis())
+    await store.clear_current_conversation("sess-1")  # must not raise
+    await store.set_current_conversation("sess-1", "conv-A")
+    await store.clear_current_conversation("sess-1")
+    assert await store.get_current_conversation_id("sess-1") is None
+
+
+async def test_clear_current_conversation_preserves_newer_assignment():
+    store = SessionStore(_fake_redis())
+    await store.set_current_conversation("sess-1", "conv-B")
+
+    cleared = await store.clear_current_conversation("sess-1", expected_id="conv-A")
+
+    assert cleared is False
+    assert await store.get_current_conversation_id("sess-1") == "conv-B"
+
+
+async def test_clear_current_conversation_removes_expected_assignment():
+    store = SessionStore(_fake_redis())
+    await store.set_current_conversation("sess-1", "conv-A")
+
+    cleared = await store.clear_current_conversation("sess-1", expected_id="conv-A")
+
+    assert cleared is True
+    assert await store.get_current_conversation_id("sess-1") is None
+
+
+async def test_expire_current_conversation_only_when_present():
+    client = _fake_redis()
+    store = SessionStore(client)
+
+    assert await store.expire_current_conversation("sess-1", 3600) is False
+
+    await store.set_current_conversation("sess-1", "conv-A", ttl=None)
+    assert await store.expire_current_conversation("sess-1", 3600) is True
+    ttl = await client.ttl("conversation:current:sess-1")
+    assert 0 < ttl <= 3600
+
+
+# --------------------------------------------------------------------------- #
+# conversation_create_lock — the dual-creation guarantee
+#
+# This lock is the entire reason one streaming session can't produce two
+# conversations (the persistence job and open_conversation_job both run a
+# get→create→set on the pointer). These are its permanent regression tests.
+# --------------------------------------------------------------------------- #
+
+
+async def test_conversation_create_lock_is_mutually_exclusive():
+    """Two concurrent holders of the same session lock never overlap."""
+    store = SessionStore(_fake_redis())
+    inside = 0
+    max_concurrent = 0
+    order = []
+
+    async def worker(tag):
+        nonlocal inside, max_concurrent
+        async with store.conversation_create_lock("sess-1") as acquired:
+            assert acquired is True
+            inside += 1
+            max_concurrent = max(max_concurrent, inside)
+            order.append(f"enter-{tag}")
+            await asyncio.sleep(0.05)  # hold long enough for the other to contend
+            order.append(f"exit-{tag}")
+            inside -= 1
+
+    await asyncio.gather(worker("a"), worker("b"))
+
+    assert max_concurrent == 1  # serialized — never both inside the section
+    # whichever wins fully completes before the other enters (no interleave)
+    assert order in (
+        ["enter-a", "exit-a", "enter-b", "exit-b"],
+        ["enter-b", "exit-b", "enter-a", "exit-a"],
+    )
+
+
+async def test_conversation_create_lock_different_sessions_run_concurrently():
+    store = SessionStore(_fake_redis())
+    inside = 0
+    max_concurrent = 0
+
+    async def worker(sid):
+        nonlocal inside, max_concurrent
+        async with store.conversation_create_lock(sid):
+            inside += 1
+            max_concurrent = max(max_concurrent, inside)
+            await asyncio.sleep(0.05)
+            inside -= 1
+
+    await asyncio.gather(worker("sess-1"), worker("sess-2"))
+
+    assert max_concurrent == 2  # independent sessions don't block each other
+
+
+async def test_conversation_create_lock_fails_open_on_timeout():
+    """If the lock can't be acquired in time, the body still runs (yields False)."""
+    client = _fake_redis()
+    store = SessionStore(client)
+    # Pre-hold the lock so the contender can never acquire within wait_timeout.
+    await client.set("conversation:create_lock:sess-1", "1", ex=30)
+
+    ran = False
+    async with store.conversation_create_lock(
+        "sess-1", wait_timeout=0.2, poll=0.02
+    ) as acquired:
+        ran = True
+        assert acquired is False  # degraded to unlocked, not deadlocked
+
+    assert ran is True
+    # we never acquired, so the pre-existing lock is left untouched
+    assert await client.get("conversation:create_lock:sess-1") is not None
+
+
+async def test_conversation_create_lock_timeout_does_not_suppress_caller_error():
+    client = _fake_redis()
+    store = SessionStore(client)
+    await client.set("conversation:create_lock:sess-1", "1", ex=30)
+
+    with pytest.raises(RuntimeError, match="creation failed"):
+        async with store.conversation_create_lock(
+            "sess-1", wait_timeout=0.01, poll=0.001
+        ) as acquired:
+            assert acquired is False
+            raise RuntimeError("creation failed")
+
+
+async def test_conversation_create_lock_releases_on_exit():
+    client = _fake_redis()
+    store = SessionStore(client)
+
+    async with store.conversation_create_lock("sess-1") as acquired:
+        assert acquired is True
+        assert await client.get("conversation:create_lock:sess-1") is not None
+
+    assert await client.get("conversation:create_lock:sess-1") is None  # released
diff --git a/backends/advanced/tests/test_smallest_diarization_config.py b/backends/advanced/tests/test_smallest_diarization_config.py
new file mode 100644
index 00000000..06057a4d
--- /dev/null
+++ b/backends/advanced/tests/test_smallest_diarization_config.py
@@ -0,0 +1,26 @@
+from pathlib import Path
+
+import yaml
+
+ROOT = Path(__file__).resolve().parents[3]
+
+
+def _smallest_batch_model(config_path: Path) -> dict:
+    config = yaml.safe_load(config_path.read_text())
+    return next(model for model in config["models"] if model["name"] == "stt-smallest")
+
+
+def test_smallest_batch_enables_advertised_diarization():
+    model = _smallest_batch_model(ROOT / "config" / "defaults.yml")
+
+    assert "diarization" in model["capabilities"]
+    query = model["operations"]["stt_transcribe"]["query"]
+    assert query["diarize"] == "true"
+
+
+def test_smallest_template_enables_advertised_diarization():
+    model = _smallest_batch_model(ROOT / "config" / "config.yml.template")
+
+    assert "diarization" in model["capabilities"]
+    query = model["operations"]["stt_transcribe"]["query"]
+    assert query["diarize"] == "true"
diff --git a/backends/advanced/tests/test_speaker_benchmark.py b/backends/advanced/tests/test_speaker_benchmark.py
new file mode 100644
index 00000000..6c64a1f6
--- /dev/null
+++ b/backends/advanced/tests/test_speaker_benchmark.py
@@ -0,0 +1,30 @@
+import numpy as np
+
+from advanced_omi_backend.workers.speaker_benchmark_jobs import FRACTIONS, _evaluate
+
+
+def test_learning_curve_uses_disjoint_conversation_folds():
+    samples = []
+    for speaker, base in (
+        ("ankush", np.array([1.0, 0.0])),
+        ("janhavi", np.array([0.0, 1.0])),
+    ):
+        for conversation in range(10):
+            vector = base + np.array([conversation * 0.001, -conversation * 0.001])
+            vector = vector / np.linalg.norm(vector)
+            samples.append(
+                {
+                    "key": f"{speaker}-{conversation}",
+                    "speaker": speaker,
+                    "conversation_id": f"conversation-{conversation}",
+                    "embedding": vector,
+                }
+            )
+
+    report = _evaluate(samples, threshold=0.5)
+
+    assert [point["fraction"] for point in report["learning_curve"]] == list(FRACTIONS)
+    assert report["learning_curve"][-1]["top1_accuracy_mean"] == 1.0
+    assigned = [group for groups in report["fold_groups"].values() for group in groups]
+    assert sorted(assigned) == sorted({sample["conversation_id"] for sample in samples})
+    assert len(assigned) == len(set(assigned))
diff --git a/backends/advanced/tests/test_speaker_discovery.py b/backends/advanced/tests/test_speaker_discovery.py
new file mode 100644
index 00000000..79139a7b
--- /dev/null
+++ b/backends/advanced/tests/test_speaker_discovery.py
@@ -0,0 +1,61 @@
+from advanced_omi_backend.controllers.guided_enrollment_controller import (
+    _information_score,
+)
+from advanced_omi_backend.workers.speaker_discovery_jobs import (
+    _active_segments,
+    discover_speaker_candidates_job,
+)
+
+
+def test_discovery_job_is_rq_importable():
+    assert discover_speaker_candidates_job.__module__ == (
+        "advanced_omi_backend.workers.speaker_discovery_jobs"
+    )
+    assert discover_speaker_candidates_job.__name__ == "discover_speaker_candidates_job"
+
+
+def test_active_segments_prefers_active_version():
+    document = {
+        "active_transcript_version": "active",
+        "transcript_versions": [
+            {"version_id": "old", "segments": [{"text": "old"}]},
+            {"version_id": "active", "segments": [{"text": "current"}]},
+        ],
+    }
+
+    assert _active_segments(document) == [{"text": "current"}]
+
+
+def test_automatic_label_disagreement_remains_reviewable():
+    candidate = {
+        "conversation_id": "conversation-1",
+        "start": 10.0,
+        "duration": 8.0,
+        "current_label": "anushpa",
+        "speaker_name": "Janhavi",
+        "scores": {
+            "sim_centroid": 0.52,
+            "max_clip_sim": 0.35,
+            "best_other": {"name": "anushpa", "score": 0.49},
+        },
+    }
+
+    scored = _information_score(candidate, threshold=0.5)
+
+    assert scored is not None
+    assert "currently labeled anushpa — possible mismatch" in scored["reasons"]
+
+
+def test_clear_other_speaker_is_gated_out():
+    candidate = {
+        "duration": 8.0,
+        "current_label": "anushpa",
+        "speaker_name": "Janhavi",
+        "scores": {
+            "sim_centroid": 0.40,
+            "max_clip_sim": 0.35,
+            "best_other": {"name": "anushpa", "score": 0.55},
+        },
+    }
+
+    assert _information_score(candidate, threshold=0.5) is None
diff --git a/backends/advanced/tests/test_speaker_identification_policy.py b/backends/advanced/tests/test_speaker_identification_policy.py
new file mode 100644
index 00000000..d2cebc3c
--- /dev/null
+++ b/backends/advanced/tests/test_speaker_identification_policy.py
@@ -0,0 +1,134 @@
+"""Conservative label-level speaker identification policy."""
+
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.speaker_recognition_client import _select_label_mappings
+
+
+def test_single_low_confidence_clip_does_not_name_speaker():
+    mappings = _select_label_mappings(
+        {"Speaker 0": [("Ankush", 0.55)]}, similarity_threshold=0.5
+    )
+    assert mappings == {}
+
+
+def test_two_agreeing_clips_name_speaker():
+    mappings = _select_label_mappings(
+        {"Speaker 0": [("Ankush", 0.56), ("Ankush", 0.61)]},
+        similarity_threshold=0.5,
+    )
+    assert mappings["Speaker 0"][0] == "Ankush"
+
+
+def test_one_identity_cannot_be_assigned_to_two_labels():
+    mappings = _select_label_mappings(
+        {
+            "Speaker 0": [("Ankush", 0.75), ("Ankush", 0.72)],
+            "Speaker 1": [("Ankush", 0.61), ("Ankush", 0.60)],
+        },
+        similarity_threshold=0.5,
+    )
+    assert mappings == {"Speaker 0": ("Ankush", pytest.approx(0.735))}
+
+
+# ---------------------------------------------------------------------------
+# Cluster propagation: unidentified segments inherit their diarization
+# cluster's agreeing confident IDs, except background-flagged segments.
+# ---------------------------------------------------------------------------
+
+from advanced_omi_backend.workers.speaker_jobs import (
+    _apply_human_speaker_overlays,
+    _propagate_cluster_identities,
+)
+
+
+def _seg(cluster, start, identified=None, confidence=None):
+    return {
+        "speaker": cluster,
+        "start": start,
+        "identified_as": identified,
+        "confidence": confidence,
+    }
+
+
+def test_cluster_inherits_from_two_agreeing_votes():
+    segments = [
+        _seg("SPEAKER_00", 1.0, "ankush", 0.53),
+        _seg("SPEAKER_00", 5.0, "ankush", 0.57),
+        _seg("SPEAKER_00", 9.0),
+    ]
+    assert _propagate_cluster_identities(segments, set()) == 1
+    assert segments[2]["identified_as"] == "ankush"
+    assert segments[2]["confidence"] == pytest.approx(0.55)
+
+
+def test_single_vote_does_not_propagate():
+    segments = [_seg("SPEAKER_00", 1.0, "ankush", 0.6), _seg("SPEAKER_00", 5.0)]
+    assert _propagate_cluster_identities(segments, set()) == 0
+    assert segments[1]["identified_as"] is None
+
+
+def test_conflicting_votes_do_not_propagate():
+    segments = [
+        _seg("SPEAKER_00", 1.0, "ankush", 0.6),
+        _seg("SPEAKER_00", 5.0, "daksh", 0.55),
+        _seg("SPEAKER_00", 9.0),
+    ]
+    assert _propagate_cluster_identities(segments, set()) == 0
+
+
+def test_background_flagged_segments_do_not_inherit():
+    segments = [
+        _seg("SPEAKER_00", 1.0, "daksh", 0.55),
+        _seg("SPEAKER_00", 5.0, "daksh", 0.59),
+        _seg("SPEAKER_00", 217.6),  # TV audio diarization folded into the cluster
+    ]
+    assert _propagate_cluster_identities(segments, {217.6}) == 0
+    assert segments[2]["identified_as"] is None
+
+
+def test_noise_labels_neither_vote_nor_inherit():
+    segments = [
+        _seg("SPEAKER_00", 1.0, "Noise", 0.62),
+        _seg("SPEAKER_00", 3.0, "Noise", 0.58),
+        _seg("SPEAKER_00", 5.0),
+    ]
+    assert _propagate_cluster_identities(segments, set()) == 0
+    assert segments[2]["identified_as"] is None
+
+
+def test_human_speaker_label_survives_reprocess_and_records_model_miss():
+    segments = [
+        Conversation.SpeakerSegment(
+            start=99.625,
+            end=105.005,
+            text="annotated utterance",
+            speaker="Unknown Speaker 3",
+            identified_as=None,
+            confidence=0.0,
+        )
+    ]
+    annotations = [
+        SimpleNamespace(
+            id="annotation-1",
+            segment_start_time=99.625,
+            corrected_speaker="anshul tib",
+        )
+    ]
+
+    failures = _apply_human_speaker_overlays(segments, annotations)
+
+    assert segments[0].speaker == "anshul tib"
+    assert segments[0].identified_as is None
+    assert failures == [
+        {
+            "annotation_id": "annotation-1",
+            "segment_start": 99.625,
+            "human_speaker": "anshul tib",
+            "model_speaker": None,
+            "model_confidence": 0.0,
+        }
+    ]
diff --git a/backends/advanced/tests/test_streaming_clock_offset.py b/backends/advanced/tests/test_streaming_clock_offset.py
new file mode 100644
index 00000000..8eb86f54
--- /dev/null
+++ b/backends/advanced/tests/test_streaming_clock_offset.py
@@ -0,0 +1,180 @@
+"""Regression tests for the streaming-transcription session-relative clock.
+
+Streaming providers stamp word timestamps relative to their own WebSocket
+session. When the provider connection drops mid-session and a new stream is
+opened, the provider clock restarts at 0. Without offsetting, late audio gets
+timestamps that collide with the start of the conversation and downstream
+segment-building interleaves the two timelines (observed in production:
+conversation e3c1dabd, 2026-06-12 — smallest.ai Pulse dropped the WS at
+~20.5 min; everything transcribed after reconnect was stamped from 0 and got
+bucketed into the first ~10 minutes of diarized segments).
+
+These tests cover the consumer-level seam: chunks flow through
+process_audio_chunk, the connection dies, _reconnect_session re-opens the
+provider stream, and all stored results must stay on one monotonic timeline.
+"""
+
+import json
+
+import pytest
+from fakeredis import aioredis as fake_aioredis
+
+import advanced_omi_backend.services.transcription.streaming_consumer as sc_module
+from advanced_omi_backend.services.transcription.streaming_consumer import (
+    StreamingTranscriptionConsumer,
+    _apply_time_offset,
+)
+
+pytestmark = pytest.mark.unit
+
+SAMPLE_RATE = 16000
+BYTES_PER_SECOND = SAMPLE_RATE * 2  # PCM 16-bit mono
+
+
+# --------------------------------------------------------------------------- #
+# _apply_time_offset
+# --------------------------------------------------------------------------- #
+
+
+def test_apply_time_offset_shifts_words_and_segments():
+    result = {
+        "words": [{"word": "hi", "start": 0.5, "end": 1.0}],
+        "segments": [
+            {
+                "start": 0.5,
+                "end": 1.0,
+                "text": "hi",
+                "words": [{"word": "hi", "start": 0.5, "end": 1.0}],
+            }
+        ],
+    }
+    _apply_time_offset(result, 100.0)
+
+    assert result["words"][0]["start"] == pytest.approx(100.5)
+    assert result["words"][0]["end"] == pytest.approx(101.0)
+    assert result["segments"][0]["start"] == pytest.approx(100.5)
+    assert result["segments"][0]["end"] == pytest.approx(101.0)
+    assert result["segments"][0]["words"][0]["start"] == pytest.approx(100.5)
+
+
+def test_apply_time_offset_zero_is_noop_and_tolerates_missing_fields():
+    result = {"words": [{"word": "hi", "start": 0.5, "end": 1.0}, {"word": "x"}]}
+    _apply_time_offset(result, 0.0)
+    assert result["words"][0]["start"] == pytest.approx(0.5)
+
+    # Words without timestamps must not raise
+    _apply_time_offset(result, 10.0)
+    assert result["words"][0]["start"] == pytest.approx(10.5)
+    assert "start" not in result["words"][1]
+
+
+# --------------------------------------------------------------------------- #
+# Consumer seam: provider clock reset across reconnect
+# --------------------------------------------------------------------------- #
+
+
+class FakeStreamingProvider:
+    """Minimal provider whose word clock is relative to each start_stream call,
+    mirroring real streaming providers (Pulse, Deepgram)."""
+
+    capabilities: set = set()
+
+    def __init__(self):
+        self.clock = 0.0
+        self.sessions_started = 0
+        self.dead = False
+
+    async def start_stream(self, client_id, sample_rate=16000, diarize=False):
+        self.sessions_started += 1
+        self.clock = 0.0  # the bug trigger: every new WS session restarts at 0
+        self.dead = False
+
+    async def process_audio_chunk(self, client_id, audio_chunk):
+        if self.dead:
+            raise ConnectionError("provider socket closed")
+        secs = len(audio_chunk) / BYTES_PER_SECOND
+        start = self.clock
+        self.clock += secs
+        return {
+            "text": "word",
+            "words": [
+                {"word": "word", "start": start, "end": self.clock, "confidence": 1.0}
+            ],
+            "segments": [],
+            "is_final": True,
+            "confidence": 1.0,
+        }
+
+    async def end_stream(self, client_id):
+        if self.dead:
+            raise ConnectionError("provider socket closed")
+        return {"text": "", "words": [], "segments": []}
+
+
+@pytest.fixture
+def consumer(monkeypatch):
+    redis = fake_aioredis.FakeRedis()
+    provider = FakeStreamingProvider()
+    monkeypatch.setattr(sc_module, "get_transcription_provider", lambda mode: provider)
+    c = StreamingTranscriptionConsumer(redis_client=redis)
+    return c, provider, redis
+
+
+async def _stored_word_starts(redis, session_id):
+    entries = await redis.xrange(f"transcription:results:{session_id}")
+    words = []
+    for _, fields in entries:
+        words.extend(json.loads(fields[b"words"]))
+    return [w["start"] for w in words]
+
+
+async def test_timestamps_stay_monotonic_across_reconnect(consumer):
+    c, provider, redis = consumer
+    session_id = "a421c9-havpe-test"
+    one_second_chunk = b"\x00" * BYTES_PER_SECOND
+
+    await c.start_session_stream(session_id, sample_rate=SAMPLE_RATE)
+    for i in range(3):
+        await c.process_audio_chunk(session_id, one_second_chunk, f"pre-{i}")
+
+    # Provider kills the connection (e.g. max WS session duration)
+    provider.dead = True
+    with pytest.raises(ConnectionError):
+        await c.process_audio_chunk(session_id, one_second_chunk, "dying")
+
+    assert await c._reconnect_session(session_id)
+    assert provider.sessions_started == 2  # fresh provider session, clock back at 0
+
+    for i in range(2):
+        await c.process_audio_chunk(session_id, one_second_chunk, f"post-{i}")
+
+    starts = await _stored_word_starts(redis, session_id)
+    assert starts == sorted(starts), "word timeline must stay monotonic"
+    # 3s sent before the drop (the dying chunk never reached the provider),
+    # so the post-reconnect words must continue at +3s — not restart at 0.
+    assert starts[3] == pytest.approx(3.0)
+    assert starts[4] == pytest.approx(4.0)
+
+
+async def test_clock_survives_consumer_restart_via_session_store(consumer, monkeypatch):
+    """The offset also resumes from the session hash when the consumer process
+    itself restarts (in-memory counter lost)."""
+    c, provider, redis = consumer
+    session_id = "a421c9-havpe-test2"
+    one_second_chunk = b"\x00" * BYTES_PER_SECOND
+
+    await c.start_session_stream(session_id, sample_rate=SAMPLE_RATE)
+    for i in range(3):
+        await c.process_audio_chunk(session_id, one_second_chunk, f"pre-{i}")
+    # end_session_stream persists the clock to the session hash
+    await c.end_session_stream(session_id)
+    assert session_id not in c._session_audio_seconds
+
+    # New consumer instance (same Redis) — e.g. workers container restart
+    monkeypatch.setattr(sc_module, "get_transcription_provider", lambda mode: provider)
+    c2 = StreamingTranscriptionConsumer(redis_client=redis)
+    await c2.start_session_stream(session_id, sample_rate=SAMPLE_RATE)
+    await c2.process_audio_chunk(session_id, one_second_chunk, "post-0")
+
+    starts = await _stored_word_starts(redis, session_id)
+    assert starts[-1] == pytest.approx(3.0)
diff --git a/backends/advanced/tests/test_streaming_persistence_invariant.py b/backends/advanced/tests/test_streaming_persistence_invariant.py
new file mode 100644
index 00000000..38ff489e
--- /dev/null
+++ b/backends/advanced/tests/test_streaming_persistence_invariant.py
@@ -0,0 +1,299 @@
+"""Streaming audio must never outlive its durable-persistence consumer."""
+
+from types import SimpleNamespace
+from unittest.mock import AsyncMock
+
+import pytest
+
+from advanced_omi_backend.client import ClientState
+from advanced_omi_backend.controllers import websocket_controller
+
+pytestmark = pytest.mark.unit
+
+
+class FailingFinalizeProducer:
+    async def finalize_session(self, *args, **kwargs):
+        raise RuntimeError("flush failed")
+
+
+@pytest.mark.asyncio
+async def test_finalize_failure_retains_session_for_explicit_retry():
+    state = ClientState("client-1", "user-1")
+    state.stream_session_id = "session-1"
+    state.last_persistence_healthcheck = 123.0
+
+    with pytest.raises(RuntimeError, match="flush failed"):
+        await websocket_controller._finalize_streaming_session(
+            state,
+            FailingFinalizeProducer(),
+            "user-1",
+            "user@example.com",
+            "client-1",
+        )
+
+    assert state.stream_session_id == "session-1"
+    assert state.last_persistence_healthcheck == 123.0
+
+
+@pytest.mark.asyncio
+async def test_disconnect_finalize_error_does_not_remove_client_state(monkeypatch):
+    state = ClientState("client-1", "user-1")
+    state.stream_session_id = "session-1"
+    remove_client = AsyncMock()
+    manager = SimpleNamespace(
+        get_client=lambda client_id: state,
+        remove_client_with_cleanup=remove_client,
+    )
+    redis = SimpleNamespace(aclose=AsyncMock())
+    view = SimpleNamespace(
+        session_id="session-1",
+        client_id="client-1",
+        user_id="user-1",
+        status=websocket_controller.SessionStatus.ACTIVE,
+        stream_name="audio:stream:session-1",
+    )
+
+    class Store:
+        def __init__(self, redis_client):
+            pass
+
+        async def read(self, session_id):
+            return view
+
+    monkeypatch.setattr(websocket_controller, "get_client_manager", lambda: manager)
+    monkeypatch.setattr(
+        websocket_controller, "create_async_redis", lambda **kwargs: redis
+    )
+    monkeypatch.setattr(websocket_controller, "SessionStore", Store)
+    monkeypatch.setattr(
+        websocket_controller,
+        "get_audio_stream_producer",
+        lambda: FailingFinalizeProducer(),
+    )
+
+    with pytest.raises(RuntimeError, match="flush failed"):
+        await websocket_controller.cleanup_client_state("client-1")
+
+    remove_client.assert_not_awaited()
+    assert state.stream_session_id == "session-1"
+    redis.aclose.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_stop_transitions_after_wal_terminal_commit(monkeypatch):
+    transitions = []
+
+    class Store:
+        async def mark_complete(self, session_id, reason):
+            transitions.append(("producer_finished", session_id, reason))
+
+    class Producer:
+        store = Store()
+
+        async def finalize_session(self, session_id, completion_reason):
+            transitions.append(("wal_terminal", session_id, completion_reason))
+
+    state = ClientState("client-1", "user-1")
+    state.stream_session_id = "session-1"
+    monkeypatch.setattr(websocket_controller, "publish_sse_event", lambda *a, **k: None)
+
+    await websocket_controller._finalize_streaming_session(
+        state,
+        Producer(),
+        "user-1",
+        "user@example.com",
+        "client-1",
+    )
+
+    assert transitions == [
+        ("wal_terminal", "session-1", "user_stopped"),
+        ("producer_finished", "session-1", "user_stopped"),
+    ]
+    assert state.stream_session_id is None
+
+
+@pytest.mark.asyncio
+async def test_active_stream_periodically_ensures_persistence(monkeypatch):
+    state = ClientState("client-1", "user-1")
+    state.stream_session_id = "session-1"
+    state.last_persistence_healthcheck = 0.0
+    producer = AsyncMock()
+    ensured = []
+    monkeypatch.setattr(
+        websocket_controller,
+        "ensure_audio_persistence",
+        lambda session_id, user_id, client_id: ensured.append(
+            (session_id, user_id, client_id)
+        )
+        or "audio-persist_session-1",
+    )
+    monkeypatch.setattr(websocket_controller.time, "monotonic", lambda: 10.0)
+
+    await websocket_controller._handle_streaming_mode_audio(
+        state,
+        producer,
+        b"audio",
+        {"rate": 16000, "channels": 1, "width": 2},
+        "user-1",
+        "user@example.com",
+        "client-1",
+    )
+
+    assert ensured == [("session-1", "user-1", "client-1")]
+    producer.add_audio_chunk.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_stream_fails_closed_before_publish_when_persistence_is_unavailable(
+    monkeypatch,
+):
+    state = ClientState("client-1", "user-1")
+    state.stream_session_id = "session-1"
+    producer = AsyncMock()
+    monkeypatch.setattr(websocket_controller.time, "monotonic", lambda: 10.0)
+    monkeypatch.setattr(
+        websocket_controller,
+        "ensure_audio_persistence",
+        lambda *args: (_ for _ in ()).throw(RuntimeError("persistence unavailable")),
+    )
+
+    with pytest.raises(RuntimeError, match="persistence unavailable"):
+        await websocket_controller._handle_streaming_mode_audio(
+            state,
+            producer,
+            b"audio",
+            {"rate": 16000, "channels": 1, "width": 2},
+            "user-1",
+            "user@example.com",
+            "client-1",
+        )
+
+    producer.add_audio_chunk.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_connect_assigns_durable_owner_before_enqueuing_workers(monkeypatch):
+    state = ClientState("client-1", "user-1")
+    state.client_id = "client-1"
+    producer = AsyncMock()
+    transitions = []
+
+    async def assign_owner(*args, **kwargs):
+        transitions.append("owner_assigned")
+        return SimpleNamespace(conversation_id="conversation-1")
+
+    def start_jobs(**kwargs):
+        transitions.append("workers_live")
+        return {"speech_detection": "speech-1", "audio_persistence": "persist-1"}
+
+    model = SimpleNamespace(model_provider="deepgram", name="stt")
+    registry = SimpleNamespace(get_default=lambda model_type: model)
+    monkeypatch.setattr(websocket_controller, "get_models_registry", lambda: registry)
+    monkeypatch.setattr(
+        websocket_controller, "ensure_active_session_placeholder", assign_owner
+    )
+    monkeypatch.setattr(websocket_controller, "start_streaming_jobs", start_jobs)
+    monkeypatch.setattr(websocket_controller, "publish_sse_event", lambda *a, **k: None)
+    monkeypatch.setattr(
+        websocket_controller.uuid,
+        "uuid4",
+        lambda: SimpleNamespace(hex="capture1"),
+    )
+
+    await websocket_controller._initialize_streaming_session(
+        state,
+        producer,
+        "user-1",
+        "user@example.com",
+        "client-1",
+        {"rate": 16000, "channels": 1, "width": 2},
+    )
+
+    assert transitions == ["owner_assigned", "workers_live"]
+    producer.update_session_job_ids.assert_awaited_once_with(
+        session_id="client-1-capture1",
+        speech_detection_job_id="speech-1",
+        audio_persistence_job_id="persist-1",
+    )
+
+
+@pytest.mark.asyncio
+async def test_connect_rejects_ingress_when_owner_assignment_fails(monkeypatch):
+    state = ClientState("client-1", "user-1")
+    state.client_id = "client-1"
+    producer = AsyncMock()
+    started = AsyncMock()
+    model = SimpleNamespace(model_provider="deepgram", name="stt")
+    registry = SimpleNamespace(get_default=lambda model_type: model)
+    monkeypatch.setattr(websocket_controller, "get_models_registry", lambda: registry)
+    monkeypatch.setattr(
+        websocket_controller,
+        "ensure_active_session_placeholder",
+        AsyncMock(return_value=None),
+    )
+    monkeypatch.setattr(websocket_controller, "start_streaming_jobs", started)
+
+    with pytest.raises(RuntimeError, match="durable audio owner"):
+        await websocket_controller._initialize_streaming_session(
+            state,
+            producer,
+            "user-1",
+            "user@example.com",
+            "client-1",
+            {"rate": 16000, "channels": 1, "width": 2},
+        )
+
+    started.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_reconnect_uses_a_distinct_capture_session_and_wal(monkeypatch):
+    ids = iter(("capture1", "capture2"))
+    monkeypatch.setattr(
+        websocket_controller.uuid,
+        "uuid4",
+        lambda: SimpleNamespace(hex=next(ids)),
+    )
+    model = SimpleNamespace(model_provider="deepgram", name="stt")
+    registry = SimpleNamespace(get_default=lambda model_type: model)
+    monkeypatch.setattr(websocket_controller, "get_models_registry", lambda: registry)
+    monkeypatch.setattr(
+        websocket_controller,
+        "ensure_active_session_placeholder",
+        AsyncMock(return_value=SimpleNamespace(conversation_id="conversation-1")),
+    )
+    monkeypatch.setattr(
+        websocket_controller,
+        "start_streaming_jobs",
+        lambda **kwargs: {
+            "speech_detection": "speech-1",
+            "audio_persistence": "persist-1",
+        },
+    )
+    monkeypatch.setattr(websocket_controller, "publish_sse_event", lambda *a, **k: None)
+
+    first = ClientState("client-1", "user-1")
+    second = ClientState("client-1", "user-1")
+    first_producer = AsyncMock()
+    second_producer = AsyncMock()
+
+    await websocket_controller._initialize_streaming_session(
+        first,
+        first_producer,
+        "user-1",
+        "user@example.com",
+        "client-1",
+        {"rate": 16000, "channels": 1, "width": 2},
+    )
+    await websocket_controller._initialize_streaming_session(
+        second,
+        second_producer,
+        "user-1",
+        "user@example.com",
+        "client-1",
+        {"rate": 16000, "channels": 1, "width": 2},
+    )
+
+    assert first.stream_session_id == "client-1-capture1"
+    assert second.stream_session_id == "client-1-capture2"
+    assert first.stream_session_id != second.stream_session_id
diff --git a/backends/advanced/tests/test_streaming_provider_health.py b/backends/advanced/tests/test_streaming_provider_health.py
new file mode 100644
index 00000000..21278a01
--- /dev/null
+++ b/backends/advanced/tests/test_streaming_provider_health.py
@@ -0,0 +1,37 @@
+"""Transport-health regression tests for registry streaming transcription."""
+
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.services.transcription import (
+    RegistryStreamingTranscriptionProvider,
+)
+
+pytestmark = pytest.mark.unit
+
+
+class FailingReceiveWebSocket:
+    async def send(self, _payload):
+        return None
+
+    async def recv(self):
+        raise OSError("provider transport closed")
+
+
+async def test_process_audio_chunk_propagates_transport_failure():
+    provider = RegistryStreamingTranscriptionProvider.__new__(
+        RegistryStreamingTranscriptionProvider
+    )
+    provider.model = SimpleNamespace(operations={"expect": {}})
+    provider._streams = {
+        "session-1": {
+            "ws": FailingReceiveWebSocket(),
+            "sample_rate": 16000,
+            "final": None,
+            "interim": [],
+        }
+    }
+
+    with pytest.raises(OSError, match="provider transport closed"):
+        await provider.process_audio_chunk("session-1", b"\x00\x00")
diff --git a/backends/advanced/tests/test_text_chunking.py b/backends/advanced/tests/test_text_chunking.py
new file mode 100644
index 00000000..62a32c6f
--- /dev/null
+++ b/backends/advanced/tests/test_text_chunking.py
@@ -0,0 +1,376 @@
+"""Unit tests for semantic text chunking."""
+
+import asyncio
+import math
+import os
+import sys
+import unittest
+from unittest.mock import AsyncMock
+
+import numpy as np
+
+sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), "../src")))
+
+from advanced_omi_backend.utils.text_chunking import (
+    _build_buffered_sentences,
+    _cosine_distances,
+    _enforce_max_chunk_words,
+    _find_breakpoints,
+    semantic_chunk_text,
+    split_sentences,
+)
+
+
+class TestSplitSentences(unittest.TestCase):
+    def test_basic_splitting(self):
+        text = "Hello world. How are you? I am fine!"
+        result = split_sentences(text)
+        self.assertEqual(result, ["Hello world.", "How are you?", "I am fine!"])
+
+    def test_single_sentence(self):
+        self.assertEqual(split_sentences("Just one sentence."), ["Just one sentence."])
+
+    def test_empty_string(self):
+        self.assertEqual(split_sentences(""), [])
+        self.assertEqual(split_sentences("   "), [])
+
+    def test_no_terminal_punctuation(self):
+        result = split_sentences("No punctuation here")
+        self.assertEqual(result, ["No punctuation here"])
+
+    def test_multiple_spaces(self):
+        result = split_sentences("First sentence.   Second sentence.")
+        self.assertEqual(len(result), 2)
+
+    def test_newlines_split_sentences(self):
+        result = split_sentences("Hello world.\nNew line here.")
+        # Newline after punctuation splits into separate sentences
+        self.assertEqual(len(result), 2)
+
+    def test_preserves_sentence_content(self):
+        text = "The temperature is 3.5 degrees. It is cold."
+        result = split_sentences(text)
+        self.assertEqual(len(result), 2)
+
+
+class TestBuildBufferedSentences(unittest.TestCase):
+    def test_buffer_size_zero(self):
+        sentences = ["A.", "B.", "C."]
+        result = _build_buffered_sentences(sentences, buffer_size=0)
+        self.assertEqual(result, ["A.", "B.", "C."])
+
+    def test_buffer_size_one(self):
+        sentences = ["A.", "B.", "C.", "D."]
+        result = _build_buffered_sentences(sentences, buffer_size=1)
+        self.assertEqual(result[0], "A. B.")  # [0:2]
+        self.assertEqual(result[1], "A. B. C.")  # [0:3]
+        self.assertEqual(result[2], "B. C. D.")  # [1:4]
+        self.assertEqual(result[3], "C. D.")  # [2:4]
+
+    def test_single_sentence(self):
+        result = _build_buffered_sentences(["Only one."], buffer_size=1)
+        self.assertEqual(result, ["Only one."])
+
+
+class TestCosineDistances(unittest.TestCase):
+    def test_identical_vectors(self):
+        embeddings = [[1.0, 0.0], [1.0, 0.0], [1.0, 0.0]]
+        distances = _cosine_distances(embeddings)
+        self.assertEqual(len(distances), 2)
+        for d in distances:
+            self.assertAlmostEqual(d, 0.0, places=6)
+
+    def test_orthogonal_vectors(self):
+        embeddings = [[1.0, 0.0], [0.0, 1.0]]
+        distances = _cosine_distances(embeddings)
+        self.assertAlmostEqual(distances[0], 1.0, places=6)
+
+    def test_opposite_vectors(self):
+        embeddings = [[1.0, 0.0], [-1.0, 0.0]]
+        distances = _cosine_distances(embeddings)
+        self.assertAlmostEqual(distances[0], 2.0, places=6)
+
+    def test_known_values(self):
+        # Two similar, then one different
+        embeddings = [[1.0, 0.0], [0.95, 0.05], [0.0, 1.0]]
+        distances = _cosine_distances(embeddings)
+        self.assertEqual(len(distances), 2)
+        # First pair should be close (small distance)
+        self.assertLess(distances[0], 0.1)
+        # Second pair should be far (large distance)
+        self.assertGreater(distances[1], 0.5)
+
+    def test_zero_vector_handling(self):
+        embeddings = [[0.0, 0.0], [1.0, 0.0]]
+        distances = _cosine_distances(embeddings)
+        # Zero vector gets norm=1 (no division by zero)
+        self.assertEqual(len(distances), 1)
+
+
+class TestFindBreakpoints(unittest.TestCase):
+    def test_clear_breakpoint(self):
+        # Low distances except one spike
+        distances = [0.01, 0.02, 0.01, 0.9, 0.01, 0.02]
+        breakpoints = _find_breakpoints(distances, 90.0)
+        self.assertIn(3, breakpoints)
+
+    def test_no_breakpoints_uniform(self):
+        distances = [0.1, 0.1, 0.1, 0.1]
+        breakpoints = _find_breakpoints(distances, 95.0)
+        # With all equal distances, the 95th percentile = 0.1, and we need > threshold
+        self.assertEqual(breakpoints, [])
+
+    def test_empty_distances(self):
+        self.assertEqual(_find_breakpoints([], 95.0), [])
+
+    def test_single_distance(self):
+        breakpoints = _find_breakpoints([0.5], 50.0)
+        # 50th percentile of [0.5] = 0.5; nothing is > 0.5
+        self.assertEqual(breakpoints, [])
+
+
+class TestEnforceMaxChunkWords(unittest.TestCase):
+    def test_no_split_needed(self):
+        chunks = ["short chunk", "another one"]
+        result = _enforce_max_chunk_words(chunks, max_words=10)
+        self.assertEqual(result, chunks)
+
+    def test_split_long_chunk(self):
+        long_chunk = " ".join(f"word{i}" for i in range(20))
+        result = _enforce_max_chunk_words([long_chunk], max_words=10)
+        self.assertEqual(len(result), 2)
+        self.assertEqual(len(result[0].split()), 10)
+        self.assertEqual(len(result[1].split()), 10)
+
+    def test_empty_chunks(self):
+        self.assertEqual(_enforce_max_chunk_words([], max_words=10), [])
+
+
+class TestSemanticChunkText(unittest.TestCase):
+    def test_empty_text(self):
+        embed_fn = AsyncMock()
+        result = asyncio.run(semantic_chunk_text("", embed_fn))
+        self.assertEqual(result, [])
+        embed_fn.assert_not_awaited()
+
+    def test_single_sentence_returns_whole_text(self):
+        embed_fn = AsyncMock()
+        result = asyncio.run(semantic_chunk_text("Just one sentence.", embed_fn))
+        self.assertEqual(result, ["Just one sentence."])
+        embed_fn.assert_not_awaited()
+
+    def test_two_sentences_returns_whole_text(self):
+        embed_fn = AsyncMock()
+        text = "First sentence. Second sentence."
+        result = asyncio.run(semantic_chunk_text(text, embed_fn))
+        self.assertEqual(result, [text])
+        embed_fn.assert_not_awaited()
+
+    def test_topic_transition_detected(self):
+        """Three sentences: first two similar, third different. Should split."""
+
+        async def mock_embed(texts):
+            embeddings = []
+            for t in texts:
+                if "weather" in t.lower():
+                    embeddings.append([1.0, 0.0, 0.0])
+                else:
+                    embeddings.append([0.0, 0.0, 1.0])
+            return embeddings
+
+        text = (
+            "The weather is nice. It is sunny today. Python is a programming language."
+        )
+        result = asyncio.run(
+            semantic_chunk_text(text, mock_embed, breakpoint_percentile_threshold=50.0)
+        )
+        # Should detect the topic transition
+        self.assertGreater(len(result), 1)
+
+    def test_uniform_topic_single_chunk(self):
+        """All sentences on the same topic should stay together."""
+
+        async def mock_embed(texts):
+            return [[1.0, 0.0, 0.0]] * len(texts)
+
+        text = "Dogs are great. Dogs are loyal. Dogs are friendly."
+        result = asyncio.run(semantic_chunk_text(text, mock_embed))
+        self.assertEqual(len(result), 1)
+
+    def test_embed_fn_failure_returns_single_chunk(self):
+        """If embedding fails, fall back to returning text as single chunk."""
+
+        async def failing_embed(texts):
+            raise RuntimeError("API error")
+
+        text = "First sentence. Second sentence. Third sentence."
+        result = asyncio.run(semantic_chunk_text(text, failing_embed))
+        self.assertEqual(result, [text])
+
+    def test_max_chunk_words_applied(self):
+        """Long uniform text should still be split by max_chunk_words."""
+        words = " ".join(f"word{i}." for i in range(100))
+
+        async def mock_embed(texts):
+            return [[1.0, 0.0]] * len(texts)
+
+        result = asyncio.run(semantic_chunk_text(words, mock_embed, max_chunk_words=30))
+        for chunk in result:
+            self.assertLessEqual(len(chunk.split()), 30)
+
+    def test_wrong_embedding_count_returns_single_chunk(self):
+        """If embed_fn returns wrong number of embeddings, fall back gracefully."""
+
+        async def wrong_count_embed(texts):
+            return [[1.0, 0.0]]  # Always returns 1 regardless of input
+
+        text = "First sentence. Second sentence. Third sentence."
+        result = asyncio.run(semantic_chunk_text(text, wrong_count_embed))
+        self.assertEqual(result, [text])
+
+
+class TestSemanticChunkTextWithSentences(unittest.TestCase):
+    """Tests for the `sentences` and `join_str` parameters."""
+
+    def test_sentences_param_skips_split(self):
+        """Pre-split units should be used directly, not regex-split."""
+        call_count = {"n": 0}
+
+        async def mock_embed(texts):
+            call_count["n"] += 1
+            # Return distinct embeddings so we can verify units are passed through
+            embeddings = []
+            for i, _ in enumerate(texts):
+                vec = [0.0] * 3
+                vec[i % 3] = 1.0
+                embeddings.append(vec)
+            return embeddings
+
+        # These dialogue turns have no sentence-ending punctuation — regex
+        # split_sentences would return them as a single unit.
+        turns = [
+            "Alice: Hey how are you",
+            "Bob: I'm good thanks",
+            "Alice: Want to grab lunch",
+            "Bob: Sure let's go",
+        ]
+        text = "\n".join(turns)
+        result = asyncio.run(
+            semantic_chunk_text(
+                text, mock_embed, sentences=turns, breakpoint_percentile_threshold=50.0
+            )
+        )
+        # embed_fn should have been called (4 units > 2 threshold)
+        self.assertEqual(call_count["n"], 1)
+        # Result should contain all turns (possibly grouped)
+        joined = " ".join(result)
+        for turn in turns:
+            self.assertIn(turn, joined)
+
+    def test_join_str_newline_preserves_dialogue(self):
+        """With join_str='\\n', chunks should keep speaker labels on separate lines."""
+
+        async def same_topic_embed(texts):
+            return [[1.0, 0.0, 0.0]] * len(texts)
+
+        turns = [
+            "Alice: The project is on track",
+            "Bob: Great to hear",
+            "Alice: We should ship next week",
+        ]
+        text = "\n".join(turns)
+        result = asyncio.run(
+            semantic_chunk_text(text, same_topic_embed, sentences=turns, join_str="\n")
+        )
+        # All same topic → single chunk with newlines
+        self.assertEqual(len(result), 1)
+        self.assertIn("\n", result[0])
+        # Each turn should be on its own line
+        lines = result[0].split("\n")
+        self.assertEqual(len(lines), 3)
+
+    def test_single_turn_returns_whole_text(self):
+        """A single dialogue turn should return the full text."""
+        embed_fn = AsyncMock()
+        turns = ["Alice: Hello"]
+        text = "Alice: Hello"
+        result = asyncio.run(semantic_chunk_text(text, embed_fn, sentences=turns))
+        self.assertEqual(result, [text])
+        embed_fn.assert_not_awaited()
+
+    def test_two_turns_returns_whole_text(self):
+        """Two dialogue turns should return the full text (below threshold)."""
+        embed_fn = AsyncMock()
+        turns = ["Alice: Hello", "Bob: Hi"]
+        text = "\n".join(turns)
+        result = asyncio.run(semantic_chunk_text(text, embed_fn, sentences=turns))
+        self.assertEqual(result, [text])
+        embed_fn.assert_not_awaited()
+
+    def test_topic_transition_with_dialogue(self):
+        """Dialogue that switches topics should be split into separate chunks."""
+
+        async def mock_embed(texts):
+            embeddings = []
+            for t in texts:
+                if "weather" in t.lower() or "sunny" in t.lower():
+                    embeddings.append([1.0, 0.0, 0.0])
+                else:
+                    embeddings.append([0.0, 0.0, 1.0])
+            return embeddings
+
+        turns = [
+            "Alice: The weather is beautiful today",
+            "Bob: Yes it's very sunny outside",
+            "Alice: By the way I started learning Python",
+            "Bob: Oh that's a great programming language",
+        ]
+        text = "\n".join(turns)
+        result = asyncio.run(
+            semantic_chunk_text(
+                text,
+                mock_embed,
+                sentences=turns,
+                join_str="\n",
+                breakpoint_percentile_threshold=50.0,
+            )
+        )
+        self.assertGreater(len(result), 1)
+
+    def test_empty_turns_filtered(self):
+        """Empty strings in sentences list should be filtered out."""
+        embed_fn = AsyncMock()
+        turns = ["Alice: Hello", "", "  ", "Bob: Hi"]
+        text = "Alice: Hello\nBob: Hi"
+        result = asyncio.run(semantic_chunk_text(text, embed_fn, sentences=turns))
+        # After filtering: 2 units → returns whole text
+        self.assertEqual(result, [text])
+        embed_fn.assert_not_awaited()
+
+    def test_max_chunk_words_still_applied(self):
+        """The max_chunk_words safety valve should apply to dialogue chunks."""
+
+        async def same_topic(texts):
+            return [[1.0, 0.0]] * len(texts)
+
+        # Each turn has ~10 words; 5 turns = ~50 words
+        turns = [
+            f"Speaker: word {i} " + " ".join(f"w{j}" for j in range(8))
+            for i in range(5)
+        ]
+        text = "\n".join(turns)
+        result = asyncio.run(
+            semantic_chunk_text(
+                text,
+                same_topic,
+                sentences=turns,
+                join_str="\n",
+                max_chunk_words=20,
+            )
+        )
+        for chunk in result:
+            self.assertLessEqual(len(chunk.split()), 20)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/backends/advanced/tests/test_transcript_slicing.py b/backends/advanced/tests/test_transcript_slicing.py
new file mode 100644
index 00000000..2c77d621
--- /dev/null
+++ b/backends/advanced/tests/test_transcript_slicing.py
@@ -0,0 +1,112 @@
+"""Unit tests for transcript slicing/shifting used by conversation split/merge."""
+
+from advanced_omi_backend.models.conversation import Conversation
+from advanced_omi_backend.utils.transcript_slicing import (
+    build_transcript_text,
+    shift_segments,
+    shift_words,
+    slice_segments,
+    slice_words,
+)
+
+
+def word(text, start, end):
+    return Conversation.Word(word=text, start=start, end=end)
+
+
+def segment(text, start, end, speaker="Speaker 1", segment_type="speech", words=None):
+    return Conversation.SpeakerSegment(
+        start=start,
+        end=end,
+        text=text,
+        speaker=speaker,
+        segment_type=segment_type,
+        words=words or [],
+    )
+
+
+class TestSliceWords:
+    def test_membership_and_shift(self):
+        words = [word("a", 5.0, 5.5), word("b", 10.0, 10.5), word("c", 20.0, 20.5)]
+        sliced = slice_words(words, 10.0, 20.0)
+        assert [w.word for w in sliced] == ["b"]
+        assert sliced[0].start == 0.0
+        assert sliced[0].end == 0.5
+
+    def test_end_clamped_to_range(self):
+        words = [word("a", 19.5, 21.0)]
+        sliced = slice_words(words, 10.0, 20.0)
+        assert sliced[0].start == 9.5
+        assert sliced[0].end == 10.0
+
+
+class TestSliceSegments:
+    def test_midpoint_membership(self):
+        segments = [
+            segment("before", 0.0, 8.0),
+            segment("inside", 12.0, 18.0),
+            segment("after", 22.0, 30.0),
+        ]
+        sliced = slice_segments(segments, 10.0, 20.0)
+        assert [s.text for s in sliced] == ["inside"]
+        assert sliced[0].start == 2.0
+        assert sliced[0].end == 8.0
+
+    def test_clamps_overhanging_segment(self):
+        # Midpoint at 15 → included; start before range start gets clamped
+        segments = [segment("overhang", 8.0, 22.0)]
+        sliced = slice_segments(segments, 10.0, 20.0)
+        assert sliced[0].start == 0.0
+        assert sliced[0].end == 10.0
+
+    def test_nested_words_sliced_and_shifted(self):
+        words = [word("in", 12.0, 12.5), word("out", 25.0, 25.5)]
+        segments = [segment("seg", 11.0, 19.0, words=words)]
+        sliced = slice_segments(segments, 10.0, 20.0)
+        assert len(sliced[0].words) == 1
+        assert sliced[0].words[0].word == "in"
+        assert sliced[0].words[0].start == 2.0
+
+    def test_speaker_labels_preserved(self):
+        segments = [segment("hello", 12.0, 14.0, speaker="Speaker 2")]
+        sliced = slice_segments(segments, 10.0, 20.0)
+        assert sliced[0].speaker == "Speaker 2"
+
+
+class TestShift:
+    def test_shift_segments_with_words(self):
+        segments = [segment("s", 0.0, 5.0, words=[word("w", 1.0, 1.5)])]
+        shifted = shift_segments(segments, 100.0)
+        assert shifted[0].start == 100.0
+        assert shifted[0].end == 105.0
+        assert shifted[0].words[0].start == 101.0
+
+    def test_shift_words(self):
+        shifted = shift_words([word("w", 1.0, 1.5)], 10.0)
+        assert shifted[0].start == 11.0
+        assert shifted[0].end == 11.5
+
+    def test_originals_not_mutated(self):
+        seg = segment("s", 0.0, 5.0)
+        shift_segments([seg], 100.0)
+        assert seg.start == 0.0
+
+
+class TestBuildTranscriptText:
+    def test_joins_speech_skips_notes_and_events(self):
+        segments = [
+            segment("Hello there.", 0.0, 2.0),
+            segment(
+                "[merged: 20 min gap elided]",
+                2.0,
+                2.0,
+                speaker="system",
+                segment_type="note",
+            ),
+            segment("[laughter]", 3.0, 4.0, segment_type="event"),
+            segment("Bye.", 5.0, 6.0),
+        ]
+        assert build_transcript_text(segments) == "Hello there. Bye."
+
+    def test_empty(self):
+        assert build_transcript_text([]) == ""
diff --git a/backends/advanced/tests/test_vad_analysis.py b/backends/advanced/tests/test_vad_analysis.py
new file mode 100644
index 00000000..8fa54f77
--- /dev/null
+++ b/backends/advanced/tests/test_vad_analysis.py
@@ -0,0 +1,165 @@
+"""Unit tests for VAD gap detection and speech-fraction derivation."""
+
+from advanced_omi_backend.utils.vad_analysis import (
+    HISTOGRAM_BIN_WIDTH,
+    detect_silence_gaps,
+    speech_fraction_from_histogram,
+)
+
+
+class TestDetectSilenceGaps:
+    @staticmethod
+    def chunk(index, start, end, score):
+        return {
+            "chunk_index": index,
+            "start_time": start,
+            "end_time": end,
+            "vad": {"max_score": score},
+        }
+
+    def test_single_gap(self):
+        chunks = [
+            self.chunk(0, 0.0, 20.0, 0.9),
+            self.chunk(1, 20.0, 1020.0, 0.1),
+            self.chunk(2, 1020.0, 1040.0, 0.9),
+        ]
+        gaps = detect_silence_gaps(chunks, min_gap_seconds=900)
+        assert len(gaps) == 1
+        gap = gaps[0]
+        assert gap["start_seconds"] == 20.0
+        assert gap["end_seconds"] == 1020.0
+        assert gap["duration_seconds"] == 1000.0
+        # split where speech resumes
+        assert gap["split_point_seconds"] == 1020.0
+
+    def test_multiple_gaps(self):
+        chunks = [
+            self.chunk(0, 0.0, 10.0, 0.9),
+            self.chunk(1, 10.0, 960.0, 0.1),
+            self.chunk(2, 960.0, 970.0, 0.9),
+            self.chunk(3, 970.0, 1920.0, 0.1),
+            self.chunk(4, 1920.0, 1930.0, 0.9),
+        ]
+        gaps = detect_silence_gaps(chunks, min_gap_seconds=900)
+        assert len(gaps) == 2
+        assert gaps[0]["start_seconds"] == 10.0
+        assert gaps[1]["end_seconds"] == 1920.0
+
+    def test_gap_shorter_than_min_excluded(self):
+        chunks = [
+            self.chunk(0, 0.0, 10.0, 0.9),
+            self.chunk(1, 10.0, 810.0, 0.1),
+            self.chunk(2, 810.0, 820.0, 0.9),
+        ]
+        assert detect_silence_gaps(chunks, min_gap_seconds=900) == []
+
+    def test_leading_and_trailing_excluded(self):
+        leading = [
+            self.chunk(0, 0.0, 1000.0, 0.1),
+            self.chunk(1, 1000.0, 1010.0, 0.9),
+        ]
+        trailing = [
+            self.chunk(0, 0.0, 10.0, 0.9),
+            self.chunk(1, 10.0, 1010.0, 0.1),
+        ]
+        assert detect_silence_gaps(leading, min_gap_seconds=900) == []
+        assert detect_silence_gaps(trailing, min_gap_seconds=900) == []
+
+    def test_empty(self):
+        assert detect_silence_gaps([], min_gap_seconds=900) == []
+
+    def test_empty_input(self):
+        assert detect_silence_gaps([]) == []
+
+
+class TestSpeechFraction:
+    def test_all_silent(self):
+        histogram = [100] + [0] * 19  # all frames in the lowest prob bin
+        assert (
+            speech_fraction_from_histogram(histogram, 100, HISTOGRAM_BIN_WIDTH, 0.5)
+            == 0.0
+        )
+
+    def test_all_speech(self):
+        histogram = [0] * 19 + [100]
+        assert (
+            speech_fraction_from_histogram(histogram, 100, HISTOGRAM_BIN_WIDTH, 0.5)
+            == 1.0
+        )
+
+    def test_half_speech(self):
+        histogram = [50] + [0] * 18 + [50]
+        assert (
+            speech_fraction_from_histogram(histogram, 100, HISTOGRAM_BIN_WIDTH, 0.5)
+            == 0.5
+        )
+
+    def test_threshold_moves_boundary(self):
+        # 100 frames in bin [0.45, 0.5) — below 0.5, above 0.4
+        histogram = [0] * 9 + [100] + [0] * 10
+        assert (
+            speech_fraction_from_histogram(histogram, 100, HISTOGRAM_BIN_WIDTH, 0.5)
+            == 0.0
+        )
+        assert (
+            speech_fraction_from_histogram(histogram, 100, HISTOGRAM_BIN_WIDTH, 0.45)
+            == 1.0
+        )
+
+    def test_empty(self):
+        assert speech_fraction_from_histogram([], 0, HISTOGRAM_BIN_WIDTH, 0.5) == 0.0
+
+
+class TestSpeechRegions:
+    def test_frame_intervals_basic(self):
+        from advanced_omi_backend.utils.vad_analysis import frame_speech_intervals
+
+        # 10 frames at 0.1s hop, speech in frames 2-4 and 7-9, offset 100s
+        scores = [0.1, 0.1, 0.9, 0.9, 0.9, 0.1, 0.1, 0.8, 0.8, 0.8]
+        intervals = frame_speech_intervals(scores, 0.1, 100.0)
+        assert intervals == [[100.2, 100.5], [100.7, 101.0]]
+
+    def test_frame_intervals_run_to_end(self):
+        from advanced_omi_backend.utils.vad_analysis import frame_speech_intervals
+
+        intervals = frame_speech_intervals([0.9, 0.9], 0.5, 0.0)
+        assert intervals == [[0.0, 1.0]]
+
+    def test_merge_pads_and_merges(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        # Two 1s intervals 2s apart → padded by 0.3 → gap 1.4s < 3s → one region
+        regions = merge_speech_regions([[10.0, 11.0], [13.0, 14.0]], 100.0)
+        assert regions == [[9.7, 14.3]]
+
+    def test_merge_keeps_distant_regions_separate(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        regions = merge_speech_regions([[10.0, 11.0], [30.0, 31.0]], 100.0)
+        assert len(regions) == 2
+
+    def test_merge_drops_blips(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        # 0.2s blip < 0.4s min → dropped
+        assert merge_speech_regions([[10.0, 10.2]], 100.0) == []
+
+    def test_merge_clamps_to_bounds(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        regions = merge_speech_regions([[0.1, 1.0], [98.8, 99.9]], 100.0)
+        assert regions[0][0] == 0.0
+        assert regions[-1][1] == 100.0
+
+    def test_merge_caps_region_count(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        # 1000 intervals 10s apart — beyond the cap, merge gap doubles until it fits
+        intervals = [[i * 10.0, i * 10.0 + 1.0] for i in range(1000)]
+        regions = merge_speech_regions(intervals, 10010.0, max_count=100)
+        assert len(regions) <= 100
+
+    def test_merge_empty(self):
+        from advanced_omi_backend.utils.vad_analysis import merge_speech_regions
+
+        assert merge_speech_regions([], 100.0) == []
diff --git a/backends/advanced/tests/test_vault_rename_person.py b/backends/advanced/tests/test_vault_rename_person.py
new file mode 100644
index 00000000..f63c19eb
--- /dev/null
+++ b/backends/advanced/tests/test_vault_rename_person.py
@@ -0,0 +1,115 @@
+"""Unit tests for ``VaultTools.rename_person``.
+
+Regression cover for the audit blind spot and the lossy merge that made a renamed
+note vanish from the ledger (it re-appeared later as an unexplained ``create``):
+
+- a rename/merge must be *recorded* in ``VaultTools.removed`` so the provider can
+  emit a ``rename`` audit-ledger entry, and
+- a merge must migrate the retiring note's facts into the target *before* deleting
+  it — never rely on a follow-up ``edit_note`` that may never come.
+"""
+
+import pytest
+
+from advanced_omi_backend.services.memory.agent.vault_tools import (
+    VaultToolError,
+    VaultTools,
+)
+
+PERSON_TEMPLATE = """---
+categories:
+  - "[[People]]"
+created: 2026-06-13
+updated: 2026-06-15
+---
+## About
+{about}
+
+## Conversations
+![[Conversations.base#Person]]
+
+## Mentions
+{mentions}
+"""
+
+
+def _person(about: str, mentions: str) -> str:
+    return PERSON_TEMPLATE.format(about=about, mentions=mentions)
+
+
+def test_unknown_speaker_person_note_is_rejected(tmp_path):
+    tools = VaultTools(tmp_path)
+    with pytest.raises(VaultToolError, match="diarization placeholders"):
+        tools.write_note("People/Unknown Speaker 4.md", _person("- x", "- y"))
+
+
+def test_hermes_person_note_is_rejected(tmp_path):
+    tools = VaultTools(tmp_path)
+    with pytest.raises(VaultToolError, match="Hermes assistant"):
+        tools.write_note("People/Hermes.md", _person("- x", "- y"))
+
+
+class TestRenamePersonMerge:
+    def test_merge_migrates_facts_before_deleting_old(self, tmp_path):
+        tools = VaultTools(tmp_path)
+        (tmp_path / "People").mkdir(parents=True, exist_ok=True)
+        (tmp_path / "People" / "kenneth.md").write_text(
+            _person(
+                about="- Talked about API usage.",
+                mentions="- 2026-06-13 — commented on non-technical people.",
+            ),
+            encoding="utf-8",
+        )
+        (tmp_path / "People" / "Naren.md").write_text(
+            _person(about="- Interested in agents.", mentions="- 2026-06-29 — spoke."),
+            encoding="utf-8",
+        )
+
+        msg = tools.rename_person("kenneth", "Naren")
+
+        # Old note is gone; target absorbed the retiring note's facts.
+        assert not (tmp_path / "People" / "kenneth.md").exists()
+        naren = (tmp_path / "People" / "Naren.md").read_text(encoding="utf-8")
+        assert "API usage" in naren
+        assert "non-technical people" in naren
+        # No facts were dropped and no orphan section was needed (both headings exist).
+        assert "## Merged from" not in naren
+        assert "migrated 2 fact bullet(s)" in msg
+
+    def test_merge_records_removal_for_audit(self, tmp_path):
+        tools = VaultTools(tmp_path)
+        (tmp_path / "People").mkdir(parents=True, exist_ok=True)
+        (tmp_path / "People" / "kenneth.md").write_text(
+            _person(about="- x.", mentions="- y."), encoding="utf-8"
+        )
+        (tmp_path / "People" / "Naren.md").write_text(
+            _person(about="- a.", mentions="- b."), encoding="utf-8"
+        )
+
+        tools.rename_person("kenneth", "Naren")
+
+        assert len(tools.removed) == 1
+        rec = tools.removed[0]
+        assert rec["old_path"] == "People/kenneth.md"
+        assert rec["new_path"] == "People/Naren.md"
+        assert "- x." in rec["before"]  # pre-removal content captured for the ledger
+        # The vanished path must not linger in `touched` (nothing to re-read there).
+        assert "People/kenneth.md" not in tools.touched
+        assert "People/Naren.md" in tools.touched
+
+
+class TestRenamePersonMove:
+    def test_plain_rename_records_removal(self, tmp_path):
+        tools = VaultTools(tmp_path)
+        (tmp_path / "People").mkdir(parents=True, exist_ok=True)
+        (tmp_path / "People" / "kenneth.md").write_text(
+            _person(about="- fact.", mentions="- m."), encoding="utf-8"
+        )
+
+        tools.rename_person("kenneth", "Kenneth Long")
+
+        assert not (tmp_path / "People" / "kenneth.md").exists()
+        assert (tmp_path / "People" / "Kenneth Long.md").exists()
+        assert [r["old_path"] for r in tools.removed] == ["People/kenneth.md"]
+        assert tools.removed[0]["new_path"] == "People/Kenneth Long.md"
+        assert "People/kenneth.md" not in tools.touched
diff --git a/backends/advanced/tests/test_vault_scaffold.py b/backends/advanced/tests/test_vault_scaffold.py
new file mode 100644
index 00000000..876533d2
--- /dev/null
+++ b/backends/advanced/tests/test_vault_scaffold.py
@@ -0,0 +1,97 @@
+"""Unit tests for the Kepano-style vault scaffold.
+
+Covers the spine layout (templates under Templates/, bases under Templates/Bases/, hubs at
+root), the enumeration guard that keeps scaffolding out of captured memories, and organic
+category creation.
+"""
+
+from advanced_omi_backend.services.memory.vault_scaffold import (
+    BASES_DIR,
+    TEMPLATES_DIR,
+    build_category_files,
+    is_scaffold_note,
+    seed_vault_scaffold,
+    write_category,
+)
+from advanced_omi_backend.services.memory.vault_templates import SPINE_TEMPLATES
+
+
+class TestSeedVaultScaffold:
+    def test_spine_layout(self, tmp_path):
+        created = set(seed_vault_scaffold(tmp_path))
+        # Templates live under Templates/, bases under Templates/Bases/, hubs at root.
+        for name in SPINE_TEMPLATES:
+            assert f"{TEMPLATES_DIR}/{name}" in created
+        for base in ("People.base", "Conversations.base", "Topics.base"):
+            assert f"{BASES_DIR}/{base}" in created
+            assert (tmp_path / BASES_DIR / base).exists()
+        for hub in ("People.md", "Conversations.md", "Topics.md"):
+            assert hub in created
+            assert (tmp_path / hub).exists()
+
+    def test_idempotent(self, tmp_path):
+        seed_vault_scaffold(tmp_path)
+        # A user edit must not be clobbered on re-seed.
+        hub = tmp_path / "People.md"
+        hub.write_text("my own notes", encoding="utf-8")
+        assert seed_vault_scaffold(tmp_path) == []
+        assert hub.read_text(encoding="utf-8") == "my own notes"
+
+    def test_person_template_embeds_base_view(self, tmp_path):
+        seed_vault_scaffold(tmp_path)
+        person = (tmp_path / TEMPLATES_DIR / "Person Template.md").read_text(
+            encoding="utf-8"
+        )
+        assert "![[Conversations.base#Person]]" in person
+        assert 'categories:\n  - "[[People]]"' in person
+
+
+class TestIsScaffoldNote:
+    def test_excludes_templates_and_hubs_keeps_real_notes(self, tmp_path):
+        seed_vault_scaffold(tmp_path)
+        (tmp_path / "People").mkdir(exist_ok=True)
+        real = tmp_path / "People" / "Alice.md"
+        real.write_text("x", encoding="utf-8")
+
+        assert is_scaffold_note(tmp_path / "People.md", tmp_path) is True
+        assert (
+            is_scaffold_note(tmp_path / TEMPLATES_DIR / "Person Template.md", tmp_path)
+            is True
+        )
+        assert is_scaffold_note(real, tmp_path) is False
+
+        enumerated = [
+            p.relative_to(tmp_path).as_posix()
+            for p in tmp_path.rglob("*.md")
+            if not is_scaffold_note(p, tmp_path)
+        ]
+        assert enumerated == ["People/Alice.md"]
+
+
+class TestOrganicCategory:
+    def test_build_category_files_shape(self):
+        files = build_category_files("Places", ["location", "type"])
+        assert set(files) == {
+            f"{TEMPLATES_DIR}/Places Template.md",
+            f"{BASES_DIR}/Places.base",
+            "Places.md",
+        }
+        template = files[f"{TEMPLATES_DIR}/Places Template.md"]
+        assert 'categories:\n  - "[[Places]]"' in template
+        assert "location:" in template and "type:" in template
+        assert (
+            'categories.contains(link("Places"))' in files[f"{BASES_DIR}/Places.base"]
+        )
+
+    def test_invalid_property_names_dropped(self):
+        # Only lowercase identifier-style keys are emitted (no spaces/uppercase/wikilinks).
+        template = build_category_files("Books", ["author", "Bad Key", "[[x]]"])[
+            f"{TEMPLATES_DIR}/Books Template.md"
+        ]
+        assert "author:" in template
+        assert "Bad Key" not in template and "[[x]]" not in template
+
+    def test_write_category_idempotent(self, tmp_path):
+        first = write_category(tmp_path, "Projects", ["status"])
+        assert f"{TEMPLATES_DIR}/Projects Template.md" in first
+        assert write_category(tmp_path, "Projects", ["status"]) == []
diff --git a/backends/advanced/tests/test_vault_sync_routes.py b/backends/advanced/tests/test_vault_sync_routes.py
new file mode 100644
index 00000000..8154589f
--- /dev/null
+++ b/backends/advanced/tests/test_vault_sync_routes.py
@@ -0,0 +1,26 @@
+import pytest
+from pydantic import ValidationError
+
+from advanced_omi_backend.models.vault_sync import PairRequest
+
+VALID_DEVICE_ID = "S7UKX27-GI7ZTXS-GC6RKUA-7AJGZ44-C6NAYEB-HSKTJQK-KJHU2NO-CWV7EQW"
+
+
+def test_pair_request_accepts_canonical_syncthing_device_id():
+    request = PairRequest(device_id=VALID_DEVICE_ID)
+
+    assert request.device_id == VALID_DEVICE_ID
+
+
+@pytest.mark.parametrize(
+    "device_id",
+    [
+        "../../rest/system/shutdown",
+        f"{VALID_DEVICE_ID}?ignored=true",
+        VALID_DEVICE_ID.replace("-", ""),
+        "not-a-device-id",
+    ],
+)
+def test_pair_request_rejects_noncanonical_device_id(device_id):
+    with pytest.raises(ValidationError, match="device_id"):
+        PairRequest(device_id=device_id)
diff --git a/backends/advanced/tests/test_worker_fleet_health.py b/backends/advanced/tests/test_worker_fleet_health.py
new file mode 100644
index 00000000..3cbfa2aa
--- /dev/null
+++ b/backends/advanced/tests/test_worker_fleet_health.py
@@ -0,0 +1,175 @@
+import json
+from datetime import datetime, timezone
+from types import SimpleNamespace
+
+import pytest
+
+from advanced_omi_backend.heartbeat import (
+    FLEET_HEALTH_KEY,
+    evaluate_fleet_health,
+    is_rq_worker_fresh,
+)
+from advanced_omi_backend.routers.modules import health_routes
+from advanced_omi_backend.services.observability import health_poller
+from advanced_omi_backend.workers.orchestrator.health_monitor import HealthMonitor
+
+
+class FakeAsyncRedis:
+    def __init__(self, values=None):
+        self.values = dict(values or {})
+        self.hashes = {}
+
+    async def get(self, key):
+        return self.values.get(key)
+
+    async def hget(self, key, field):
+        return self.hashes.get(key, {}).get(field)
+
+    async def hset(self, key, field, value):
+        self.hashes.setdefault(key, {})[field] = value
+
+
+class FakeMongoAdmin:
+    async def command(self, _command):
+        return {"ok": 1}
+
+
+class FakeMongoClient:
+    admin = FakeMongoAdmin()
+
+
+class FakeSyncRedis:
+    def __init__(self, heartbeat=None):
+        self.heartbeat = heartbeat
+
+    def ping(self):
+        return True
+
+    def get(self, key):
+        assert key == FLEET_HEALTH_KEY
+        return self.heartbeat
+
+
+class FakeFleetRedis:
+    def __init__(self):
+        self.writes = []
+
+    def set(self, key, value, ex):
+        self.writes.append((key, json.loads(value), ex))
+
+
+class FakeProcessManager:
+    def get_status(self):
+        return {
+            "rq-1": {"is_alive": True},
+            "streaming-stt": {"is_alive": True},
+            "audio-persistence": {"is_alive": False},
+        }
+
+
+def test_evaluate_worker_fleet_rejects_missing_and_stale_heartbeats():
+    missing = evaluate_fleet_health(None, now=1_000)
+    assert missing["healthy"] is False
+    assert missing["status"] == "missing"
+
+    stale = evaluate_fleet_health(
+        json.dumps({"status": "healthy", "timestamp": 900, "workers_total": 12}),
+        now=1_000,
+        max_age_seconds=30,
+    )
+    assert stale["healthy"] is False
+    assert stale["status"] == "stale"
+    assert stale["age_seconds"] == pytest.approx(100)
+
+
+def test_evaluate_worker_fleet_accepts_fresh_healthy_heartbeat():
+    result = evaluate_fleet_health(
+        json.dumps({"status": "healthy", "timestamp": 995, "workers_total": 12}),
+        now=1_000,
+        max_age_seconds=30,
+    )
+    assert result["healthy"] is True
+    assert result["status"] == "healthy"
+    assert result["workers_total"] == 12
+
+
+def test_rq_worker_freshness_rejects_stale_redis_registrations():
+    fresh = SimpleNamespace(
+        last_heartbeat=datetime.fromtimestamp(990, tz=timezone.utc), worker_ttl=60
+    )
+    stale = SimpleNamespace(
+        last_heartbeat=datetime.fromtimestamp(900, tz=timezone.utc), worker_ttl=60
+    )
+
+    assert is_rq_worker_fresh(fresh, now=1_000) is True
+    assert is_rq_worker_fresh(stale, now=1_000) is False
+
+
+def test_health_monitor_publishes_actual_child_process_counts(monkeypatch):
+    redis = FakeFleetRedis()
+    monitor = HealthMonitor(FakeProcessManager(), SimpleNamespace(), redis)
+    monkeypatch.setattr(
+        "advanced_omi_backend.workers.orchestrator.health_monitor.time.time",
+        lambda: 1_000,
+    )
+
+    monitor._publish_fleet_health("unhealthy", "one child is down")
+
+    key, payload, ttl = redis.writes[0]
+    assert key == FLEET_HEALTH_KEY
+    assert ttl > 30
+    assert payload == {
+        "status": "unhealthy",
+        "timestamp": 1_000,
+        "workers_total": 3,
+        "workers_alive": 2,
+        "detail": "one child is down",
+    }
+
+
+@pytest.mark.asyncio
+async def test_worker_fleet_poller_records_outage_once_then_recovery(monkeypatch):
+    redis = FakeAsyncRedis()
+    recorded = []
+
+    async def capture_event(**event):
+        recorded.append(event)
+
+    monkeypatch.setattr(health_poller, "record_event", capture_event)
+
+    await health_poller._poll_worker_fleet(redis, now=1_000)
+    await health_poller._poll_worker_fleet(redis, now=1_015)
+
+    assert len(recorded) == 1
+    assert recorded[0]["severity"] == "critical"
+    assert recorded[0]["category"] == "service"
+    assert recorded[0]["source"] == "workers"
+    assert recorded[0]["metadata"]["health"] == "missing"
+
+    redis.values[FLEET_HEALTH_KEY] = json.dumps(
+        {"status": "healthy", "timestamp": 1_020, "workers_total": 12}
+    )
+    await health_poller._poll_worker_fleet(redis, now=1_025)
+
+    assert len(recorded) == 2
+    assert recorded[1]["severity"] == "info"
+    assert "recovered" in recorded[1]["title"].lower()
+
+
+@pytest.mark.asyncio
+async def test_readiness_requires_fresh_worker_fleet_heartbeat(monkeypatch):
+    monkeypatch.setattr(health_routes, "mongo_client", FakeMongoClient())
+
+    monkeypatch.setattr(health_routes, "redis_conn", FakeSyncRedis())
+    unavailable = await health_routes.readiness_check()
+    assert unavailable.status_code == 503
+    assert json.loads(unavailable.body)["status"] == "not_ready"
+
+    heartbeat = json.dumps(
+        {"status": "healthy", "timestamp": 1_000, "workers_total": 12}
+    )
+    monkeypatch.setattr(health_routes.time, "time", lambda: 1_005)
+    monkeypatch.setattr(health_routes, "redis_conn", FakeSyncRedis(heartbeat))
+    ready = await health_routes.readiness_check()
+    assert ready.status_code == 200
+    assert json.loads(ready.body)["status"] == "ready"
diff --git a/backends/advanced/upload_files.py b/backends/advanced/upload_files.py
index 77a001f3..bc5cbdc6 100755
--- a/backends/advanced/upload_files.py
+++ b/backends/advanced/upload_files.py
@@ -13,38 +13,42 @@
 from typing import Optional
 
 import requests
+from dotenv import get_key as dotenv_get_key
 
 
 # Configure colored logging
 class ColoredFormatter(logging.Formatter):
     """Custom formatter with colors for different log levels."""
-    
+
     # ANSI color codes
     COLORS = {
-        'DEBUG': '\033[36m',    # Cyan
-        'INFO': '\033[32m',     # Green
-        'WARNING': '\033[33m',  # Yellow
-        'ERROR': '\033[31m',    # Red
-        'CRITICAL': '\033[35m', # Magenta
+        "DEBUG": "\033[36m",  # Cyan
+        "INFO": "\033[32m",  # Green
+        "WARNING": "\033[33m",  # Yellow
+        "ERROR": "\033[31m",  # Red
+        "CRITICAL": "\033[35m",  # Magenta
     }
-    RESET = '\033[0m'  # Reset color
-    
+    RESET = "\033[0m"  # Reset color
+
     def format(self, record):
         # Add color to the log level
         if record.levelname in self.COLORS:
-            record.levelname = f"{self.COLORS[record.levelname]}{record.levelname}{self.RESET}"
+            record.levelname = (
+                f"{self.COLORS[record.levelname]}{record.levelname}{self.RESET}"
+            )
         return super().format(record)
 
+
 # Configure logging with colors
 logging.basicConfig(
-    level=logging.INFO, 
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[logging.StreamHandler()]
+    level=logging.INFO,
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.StreamHandler()],
 )
 
 # Apply colored formatter
 for handler in logging.getLogger().handlers:
-    handler.setFormatter(ColoredFormatter('%(asctime)s - %(levelname)s - %(message)s'))
+    handler.setFormatter(ColoredFormatter("%(asctime)s - %(levelname)s - %(message)s"))
 
 logger = logging.getLogger(__name__)
 
@@ -55,46 +59,37 @@ def load_env_variables() -> Optional[str]:
     if not env_file.exists():
         logger.error(".env file not found. Please create it with ADMIN_PASSWORD.")
         return None
-    
-    admin_password = None
-    with open(env_file, 'r') as f:
-        for line in f:
-            line = line.strip()
-            if line.startswith('ADMIN_PASSWORD='):
-                admin_password = line.split('=', 1)[1].strip('"\'')
-                break
-    
+
+    admin_password = dotenv_get_key(str(env_file), "ADMIN_PASSWORD")
+
     if not admin_password:
         logger.error("ADMIN_PASSWORD not found in .env file.")
         return None
-    
+
     return admin_password
 
 
-def get_admin_token(password: str, base_url: str = "http://localhost:8000") -> Optional[str]:
+def get_admin_token(
+    password: str, base_url: str = "http://localhost:8000"
+) -> Optional[str]:
     """Authenticate and get admin token."""
     logger.info("Requesting admin token...")
-    
+
     auth_url = f"{base_url}/auth/jwt/login"
-    
+
     try:
         response = requests.post(
             auth_url,
-            data={
-                'username': 'admin@example.com',
-                'password': password
-            },
-            headers={
-                'Content-Type': 'application/x-www-form-urlencoded'
-            },
-            timeout=10
+            data={"username": "admin@example.com", "password": password},
+            headers={"Content-Type": "application/x-www-form-urlencoded"},
+            timeout=10,
         )
-        
+
         logger.info(f"Auth response status: {response.status_code}")
-        
+
         if response.status_code == 200:
             data = response.json()
-            token = data.get('access_token')
+            token = data.get("access_token")
             if token:
                 logger.info("Admin token obtained.")
                 return token
@@ -111,7 +106,7 @@ def get_admin_token(password: str, base_url: str = "http://localhost:8000") -> O
                 logger.error(f"Failed to parse error response as JSON: {json_error}")
                 logger.error(f"Response text: {response.text}")
             return None
-            
+
     except requests.exceptions.RequestException as e:
         logger.error(f"Request failed: {e}")
         return None
@@ -132,7 +127,7 @@ def get_audio_duration(file_path: str) -> float:
 
 def validate_audio_format(file_path: str) -> tuple[bool, str]:
     """Validate that audio file is 16kHz, 16-bit mono format.
-    
+
     Returns:
         tuple: (is_valid, error_message)
     """
@@ -141,42 +136,44 @@ def validate_audio_format(file_path: str) -> tuple[bool, str]:
             channels = wav_file.getnchannels()
             sample_rate = wav_file.getframerate()
             sample_width = wav_file.getsampwidth()
-            
+
             errors = []
-            
+
             if channels != 1:
                 errors.append(f"Expected mono (1 channel), got {channels} channels")
-            
+
             if sample_rate != 16000:
                 errors.append(f"Expected 16kHz sample rate, got {sample_rate}Hz")
-            
+
             if sample_width != 2:  # 2 bytes = 16 bits
                 errors.append(f"Expected 16-bit audio, got {sample_width * 8}-bit")
-            
+
             if errors:
                 return False, "; ".join(errors)
-            
+
             return True, ""
-            
+
     except Exception as e:
         return False, f"Error reading WAV file: {e}"
 
 
-def collect_wav_files(audio_dir: str, filter_list: Optional[list[str]] = None) -> list[str]:
+def collect_wav_files(
+    audio_dir: str, filter_list: Optional[list[str]] = None
+) -> list[str]:
     """Collect all .wav files from the specified directory with duration checking."""
     logger.info(f"Collecting .wav files from {audio_dir} ...")
-    
+
     audio_path = Path(audio_dir).expanduser()
     if not audio_path.exists():
         logger.error(f"Directory {audio_path} does not exist.")
         return []
-    
+
     wav_files = list(audio_path.glob("*.wav"))
-    
+
     if not wav_files:
         logger.warning(f"No .wav files found in {audio_path}")
         return []
-    
+
     # Filter files if filter_list is provided, otherwise accept all
     if filter_list is None:
         candidate_files = wav_files
@@ -187,45 +184,57 @@ def collect_wav_files(audio_dir: str, filter_list: Optional[list[str]] = None) -
                 candidate_files.append(f)
             else:
                 logger.info(f"Skipping file (not in filter): {f.name}")
-    
+
     # Check duration and filter out files over 20 minutes
     selected_files = []
     total_duration = 0.0
-    
+
     for file_path in candidate_files:
         # First validate audio format
         is_valid, format_error = validate_audio_format(str(file_path))
         if not is_valid:
-            logger.error(f"🔴 SKIPPING: {file_path.name} - Invalid format: {format_error}")
+            logger.error(
+                f"🔴 SKIPPING: {file_path.name} - Invalid format: {format_error}"
+            )
             continue
-        
+
         duration = get_audio_duration(str(file_path))
         duration_minutes = duration / 60.0
-        
-        
+
         selected_files.append(file_path)
         total_duration += duration
-        logger.info(f"✅ Added file: {file_path.name} (duration: {duration_minutes:.1f} minutes)")
-    
+        logger.info(
+            f"✅ Added file: {file_path.name} (duration: {duration_minutes:.1f} minutes)"
+        )
+
     total_minutes = total_duration / 60.0
-    logger.info(f"📊 Total files to upload: {len(selected_files)} (total duration: {total_minutes:.1f} minutes)")
-    
+    logger.info(
+        f"📊 Total files to upload: {len(selected_files)} (total duration: {total_minutes:.1f} minutes)"
+    )
+
     return [str(f) for f in selected_files]
 
 
-def upload_files_async(files: list[str], token: str, base_url: str = "http://localhost:8000") -> bool:
+def upload_files_async(
+    files: list[str], token: str, base_url: str = "http://localhost:8000"
+) -> bool:
     """Upload files to the backend for async processing with real-time progress tracking."""
     if not files:
         logger.error("No files to upload.")
         return False
-    
+
     logger.info(f"🚀 Starting async upload to {base_url}/api/audio/upload ...")
 
     # Prepare files for upload
     files_data = []
     for file_path in files:
         try:
-            files_data.append(('files', (os.path.basename(file_path), open(file_path, 'rb'), 'audio/wav')))
+            files_data.append(
+                (
+                    "files",
+                    (os.path.basename(file_path), open(file_path, "rb"), "audio/wav"),
+                )
+            )
         except IOError as e:
             logger.error(f"Error opening file {file_path}: {e}")
             continue
@@ -239,17 +248,15 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
         response = requests.post(
             f"{base_url}/api/audio/upload",
             files=files_data,
-            data={'device_name': 'file_upload_batch'},
-            headers={
-                'Authorization': f'Bearer {token}'
-            },
-            timeout=60  # Short timeout for job submission
+            data={"device_name": "file_upload_batch"},
+            headers={"Authorization": f"Bearer {token}"},
+            timeout=60,  # Short timeout for job submission
         )
-        
+
         # Close all file handles
         for _, file_tuple in files_data:
             file_tuple[1].close()
-        
+
         if response.status_code != 200:
             logger.error(f"Failed to start async processing: {response.status_code}")
             try:
@@ -258,19 +265,19 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
             except:
                 logger.error(f"Response text: {response.text}")
             return False
-        
+
         # Get job ID
         job_data = response.json()
         job_id = job_data.get("job_id")
         total_files = job_data.get("total_files", 0)
-        
+
         logger.info(f"✅ Job started successfully: {job_id}")
         logger.info(f"📊 Processing {total_files} files...")
         logger.info(f"🔗 Status URL: {job_data.get('status_url', 'N/A')}")
-        
+
         # Poll for job completion
         return poll_job_status(job_id, token, base_url, total_files)
-            
+
     except requests.exceptions.Timeout:
         logger.error("Job submission timed out.")
         return False
@@ -289,38 +296,42 @@ def upload_files_async(files: list[str], token: str, base_url: str = "http://loc
 def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) -> bool:
     """Poll job status until completion with progress updates."""
     status_url = f"{base_url}/api/queue/jobs/{job_id}"
-    headers = {'Authorization': f'Bearer {token}'}
-    
+    headers = {"Authorization": f"Bearer {token}"}
+
     start_time = time.time()
     last_progress = -1
     last_current_file = None
-    
+
     logger.info("🔄 Polling job status...")
-    
+
     while True:
         try:
             response = requests.get(status_url, headers=headers, timeout=30)
-            
+
             if response.status_code != 200:
                 logger.error(f"Failed to get job status: {response.status_code}")
                 return False
-            
+
             job_status = response.json()
             status = job_status.get("status")
             progress = job_status.get("progress_percent", 0)
             current_file = job_status.get("current_file")
             processed_files = job_status.get("processed_files", 0)
-            
+
             # Show progress updates
             if progress != last_progress or current_file != last_current_file:
                 elapsed = time.time() - start_time
                 if current_file:
-                    logger.info(f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) - Processing: {current_file} (elapsed: {elapsed:.0f}s)")
+                    logger.info(
+                        f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) - Processing: {current_file} (elapsed: {elapsed:.0f}s)"
+                    )
                 else:
-                    logger.info(f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) (elapsed: {elapsed:.0f}s)")
+                    logger.info(
+                        f"📈 Progress: {progress:.1f}% ({processed_files}/{total_files}) (elapsed: {elapsed:.0f}s)"
+                    )
                 last_progress = progress
                 last_current_file = current_file
-            
+
             # Check completion status (RQ standard: "finished")
             if status == "finished":
                 elapsed = time.time() - start_time
@@ -331,14 +342,14 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                 completed = len([f for f in files if f.get("status") == "finished"])
                 failed = len([f for f in files if f.get("status") == "failed"])
                 skipped = len([f for f in files if f.get("status") == "skipped"])
-                
+
                 logger.info(f"📊 Final Summary:")
                 logger.info(f"   ✅ Completed: {completed}")
                 if failed > 0:
                     logger.error(f"   ❌ Failed: {failed}")
                 if skipped > 0:
                     logger.warning(f"   ⏭️  Skipped: {skipped}")
-                
+
                 # Show failed files
                 for file_info in files:
                     if file_info.get("status") == "failed":
@@ -346,16 +357,18 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                         logger.error(f"   ❌ {file_info.get('filename')}: {error_msg}")
                     elif file_info.get("status") == "skipped":
                         error_msg = file_info.get("error_message", "Skipped")
-                        logger.warning(f"   ⏭️  {file_info.get('filename')}: {error_msg}")
-                
+                        logger.warning(
+                            f"   ⏭️  {file_info.get('filename')}: {error_msg}"
+                        )
+
                 return completed > 0  # Success if at least one file completed
-                
+
             elif status == "failed":
                 elapsed = time.time() - start_time
                 error_msg = job_status.get("error_message", "Unknown error")
                 logger.error(f"💥 Job failed after {elapsed:.0f}s: {error_msg}")
                 return False
-                
+
             elif status in ["queued", "processing"]:
                 # Continue polling
                 time.sleep(5)  # Poll every 5 seconds
@@ -364,7 +377,7 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
                 logger.warning(f"Unknown job status: {status}")
                 time.sleep(5)
                 continue
-                
+
         except requests.exceptions.RequestException as e:
             logger.error(f"Error polling job status: {e}")
             time.sleep(10)  # Wait longer on error
@@ -376,16 +389,18 @@ def poll_job_status(job_id: str, token: str, base_url: str, total_files: int) ->
 
 def parse_args():
     """Parse command line arguments."""
-    parser = argparse.ArgumentParser(description="Upload audio files to Chronicle backend")
+    parser = argparse.ArgumentParser(
+        description="Upload audio files to Chronicle backend"
+    )
     parser.add_argument(
         "files",
         nargs="*",
-        help="Audio files to upload. If none provided, uses default test file."
+        help="Audio files to upload. If none provided, uses default test file.",
     )
     parser.add_argument(
         "--base-url",
         default="http://localhost:8000",
-        help="Backend base URL (default: http://localhost:8000)"
+        help="Backend base URL (default: http://localhost:8000)",
     )
     return parser.parse_args()
 
@@ -393,20 +408,20 @@ def parse_args():
 def main():
     """Main function to orchestrate the upload process."""
     args = parse_args()
-    
+
     logger.info("Chronicle Audio File Upload Tool")
     logger.info("=" * 40)
-    
+
     # Load environment variables
     admin_password = load_env_variables()
     if not admin_password:
         sys.exit(1)
-    
+
     # Get admin token
     token = get_admin_token(admin_password, args.base_url)
     if not token:
         sys.exit(1)
-    
+
     # Determine files to upload
     if args.files:
         # Use provided files
@@ -422,26 +437,33 @@ def main():
     else:
         # Use default test file (committed to git, used in tests)
         project_root = Path(__file__).parent.parent.parent
-        specific_file = project_root / "extras" / "test-audios" / "DIY Experts Glass Blowing_16khz_mono_4min.wav"
-        
+        specific_file = (
+            project_root
+            / "extras"
+            / "test-audios"
+            / "DIY Experts Glass Blowing_16khz_mono_4min.wav"
+        )
+
         if specific_file.exists():
             wav_files = [str(specific_file)]
             logger.info(f"Using default test file: {specific_file}")
         else:
             logger.error(f"Default test file not found: {specific_file}")
-            logger.info("Please provide file paths as arguments or ensure test file exists")
+            logger.info(
+                "Please provide file paths as arguments or ensure test file exists"
+            )
             sys.exit(1)
-    
+
     if not wav_files:
         logger.error("No files to upload")
         sys.exit(1)
-    
+
     logger.info(f"Uploading {len(wav_files)} files:")
     for f in wav_files:
         logger.info(f"- {os.path.basename(f)}")
-    
+
     success = upload_files_async(wav_files, token, args.base_url)
-    
+
     if success:
         logger.info("🎉 Upload process completed successfully!")
         sys.exit(0)
@@ -451,4 +473,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main() 
\ No newline at end of file
+    main()
diff --git a/backends/advanced/uv.lock b/backends/advanced/uv.lock
index 2e615f34..cdb3bae7 100644
--- a/backends/advanced/uv.lock
+++ b/backends/advanced/uv.lock
@@ -2,9 +2,15 @@ version = 1
 revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.14'",
-    "python_full_version == '3.13.*'",
-    "python_full_version < '3.13'",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [[package]]
@@ -24,13 +30,14 @@ dependencies = [
     { name = "google-auth-httplib2" },
     { name = "google-auth-oauthlib" },
     { name = "httpx" },
-    { name = "langchain-neo4j" },
     { name = "langfuse" },
-    { name = "mem0ai" },
+    { name = "minidisc-python" },
     { name = "motor" },
-    { name = "neo4j" },
     { name = "ollama" },
     { name = "omegaconf" },
+    { name = "openinference-instrumentation-openai" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-sdk" },
     { name = "python-dotenv" },
     { name = "pyyaml" },
     { name = "redis" },
@@ -39,15 +46,24 @@ dependencies = [
     { name = "ruamel-yaml" },
     { name = "soundfile" },
     { name = "spacy" },
+    { name = "ten-vad" },
     { name = "uvicorn" },
     { name = "websockets" },
     { name = "wyoming" },
 ]
 
 [package.optional-dependencies]
+benchmark = [
+    { name = "huggingface-hub" },
+    { name = "ijson" },
+]
 deepgram = [
     { name = "deepgram-sdk" },
 ]
+galileo = [
+    { name = "galileo" },
+    { name = "opentelemetry-exporter-otlp" },
+]
 local-audio = [
     { name = "easy-audio-interfaces", extra = ["local-audio"] },
 ]
@@ -84,17 +100,22 @@ requires-dist = [
     { name = "fastapi-users", extras = ["beanie"], specifier = ">=14.0.1" },
     { name = "fastmcp", specifier = ">=0.5.0" },
     { name = "friend-lite-sdk" },
+    { name = "galileo", marker = "extra == 'galileo'", specifier = ">=1.0" },
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diff --git a/backends/advanced/webui/.dockerignore b/backends/advanced/webui/.dockerignore
index abc87381..d5418bdc 100644
--- a/backends/advanced/webui/.dockerignore
+++ b/backends/advanced/webui/.dockerignore
@@ -6,4 +6,4 @@ README.md
 .env
 .nyc_output
 coverage
-.dist
\ No newline at end of file
+.dist
diff --git a/backends/advanced/webui/.env.example b/backends/advanced/webui/.env.example
index f872dc47..ccbe7646 100644
--- a/backends/advanced/webui/.env.example
+++ b/backends/advanced/webui/.env.example
@@ -1,2 +1,2 @@
 # Backend API URL
-VITE_BACKEND_URL=http://localhost:8000
\ No newline at end of file
+VITE_BACKEND_URL=http://localhost:8000
diff --git a/backends/advanced/webui/.eslintrc.cjs b/backends/advanced/webui/.eslintrc.cjs
index 91b7663a..d6c95379 100644
--- a/backends/advanced/webui/.eslintrc.cjs
+++ b/backends/advanced/webui/.eslintrc.cjs
@@ -3,7 +3,7 @@ module.exports = {
   env: { browser: true, es2020: true },
   extends: [
     'eslint:recommended',
-    '@typescript-eslint/recommended',
+    'plugin:@typescript-eslint/recommended',
     'plugin:react-hooks/recommended',
   ],
   ignorePatterns: ['dist', '.eslintrc.cjs'],
@@ -15,4 +15,4 @@ module.exports = {
       { allowConstantExport: true },
     ],
   },
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/Dockerfile b/backends/advanced/webui/Dockerfile
deleted file mode 100644
index 3b2f28d8..00000000
--- a/backends/advanced/webui/Dockerfile
+++ /dev/null
@@ -1,39 +0,0 @@
-# Multi-stage build for React app
-FROM node:18-alpine AS build
-
-# Set working directory
-WORKDIR /app
-
-# Copy package files
-COPY package.json package-lock.json ./
-
-# Install dependencies
-RUN npm ci
-
-# Copy source code
-COPY . .
-
-# Accept build arguments
-ARG VITE_ALLOWED_HOSTS
-ENV VITE_ALLOWED_HOSTS=${VITE_ALLOWED_HOSTS}
-
-ARG VITE_BACKEND_URL
-ENV VITE_BACKEND_URL=${VITE_BACKEND_URL}
-
-# Build the application
-RUN npm run build
-
-# Production stage with nginx
-FROM nginx:alpine AS production
-
-# Copy nginx configuration
-COPY nginx.conf /etc/nginx/conf.d/default.conf
-
-# Copy built app from build stage
-COPY --from=build /app/dist /usr/share/nginx/html
-
-# Expose port
-EXPOSE 80
-
-# Start nginx
-CMD ["nginx", "-g", "daemon off;"]
\ No newline at end of file
diff --git a/backends/advanced/webui/Dockerfile.dev b/backends/advanced/webui/Dockerfile.dev
index c7a11575..b4aad80b 100644
--- a/backends/advanced/webui/Dockerfile.dev
+++ b/backends/advanced/webui/Dockerfile.dev
@@ -16,4 +16,4 @@ COPY . .
 EXPOSE 5173
 
 # Start development server
-CMD ["npm", "run", "dev"]
\ No newline at end of file
+CMD ["npm", "run", "dev"]
diff --git a/backends/advanced/webui/README.md b/backends/advanced/webui/README.md
index 9642eb7e..7166715c 100644
--- a/backends/advanced/webui/README.md
+++ b/backends/advanced/webui/README.md
@@ -18,7 +18,7 @@ A modern React-based web interface for the Chronicle AI-powered personal audio s
 ### Public Pages
 - **Login** (`/login`) - Authentication page
 
-### Authenticated Pages  
+### Authenticated Pages
 - **Conversations** (`/conversations`) - View and manage conversations with audio playback
 - **Memories** (`/memories`) - Search and manage extracted memories
 - **User Management** (`/users`) - View user accounts (admin: full CRUD)
@@ -51,43 +51,40 @@ A modern React-based web interface for the Chronicle AI-powered personal audio s
    ```bash
    npm run dev
    ```
-   
+
    The app will be available at http://localhost:5173
 
 4. **Start backend services:**
    ```bash
    cd ../
-   docker compose up chronicle-backend mongo qdrant
+   docker compose up chronicle-backend mongo falkordb redis
    ```
 
 ### Docker Development
 
-Use the development profile to run both frontend and backend in Docker:
+Run frontend and backend in Docker (the webui-dev service starts by default):
 
 ```bash
 cd backends/advanced
-docker compose --profile dev up
+docker compose up
 ```
 
 This starts:
-- Backend services (chronicle-backend, mongo, qdrant)
+- Backend services (chronicle-backend, mongo, falkordb, redis)
 - React dev server with hot reload (http://localhost:5173)
 
-## Production Deployment
-
-### Docker Compose (Recommended)
-
-```bash
-cd backends/advanced
-docker compose up webui chronicle-backend mongo qdrant
-```
+## Deployment
 
-The production build will be available at http://localhost:3000
+This project runs the Vite dev server (`webui-dev`) as the only webui — there is
+no separate static/nginx production build. The standard stack (`./start.sh`)
+starts it on http://localhost:5173, and Caddy fronts it for HTTPS (microphone
+access, remote/Tailscale). Source is volume-mounted, so changes hot-reload with
+no rebuild.
 
-### Manual Build
+### Manual Build (optional)
 
 ```bash
-cd backends/advanced/webui-react
+cd backends/advanced/webui
 npm install
 npm run build
 # Serve the dist/ folder with any web server
@@ -101,8 +98,7 @@ npm run build
 
 ### Docker Compose Variables
 
-- `WEBUI_PORT` - Production webui port (default: 3000)  
-- `WEBUI_DEV_PORT` - Development webui port (default: 5173)
+- `WEBUI_DEV_PORT` - Webui (Vite dev server) port (default: 5173)
 - `HOST_IP` - Your host IP for external access
 - `BACKEND_PUBLIC_PORT` - Backend port accessible from browser
 
@@ -110,7 +106,7 @@ npm run build
 
 ### Frontend Stack
 - **React 18** - UI framework with hooks and concurrent features
-- **TypeScript** - Type safety and better developer experience  
+- **TypeScript** - Type safety and better developer experience
 - **Vite** - Fast build tool with HMR
 - **TailwindCSS** - Utility-first CSS framework
 - **React Router** - Client-side routing
@@ -153,9 +149,7 @@ webui-react/
 │   ├── App.tsx            # Root component
 │   ├── main.tsx           # Entry point
 │   └── index.css          # Global styles
-├── Dockerfile             # Production build
-├── Dockerfile.dev         # Development build
-├── nginx.conf             # Nginx configuration
+├── Dockerfile.dev         # Vite dev-server image (the only webui)
 └── package.json
 ```
 
@@ -167,7 +161,7 @@ The frontend integrates with these backend endpoints:
 - `POST /auth/jwt/login` - User login
 - `GET /auth/me` - Get current user info
 
-### Conversations  
+### Conversations
 - `GET /api/conversations` - List conversations
 - `GET /api/conversations/{id}` - Get conversation details
 - `DELETE /api/conversations/{id}` - Delete conversation
@@ -180,7 +174,7 @@ The frontend integrates with these backend endpoints:
 ### Users (Admin)
 - `GET /api/users` - List all users
 - `POST /api/users` - Create user
-- `PUT /api/users/{id}` - Update user  
+- `PUT /api/users/{id}` - Update user
 - `DELETE /api/users/{id}` - Delete user
 
 ### System (Admin)
@@ -212,7 +206,7 @@ The frontend integrates with these backend endpoints:
 ### Common Issues
 
 1. **CORS Errors**: Ensure backend CORS settings allow your frontend domain
-2. **Authentication Issues**: Check JWT token validity and backend auth endpoints  
+2. **Authentication Issues**: Check JWT token validity and backend auth endpoints
 3. **API Connection**: Verify `VITE_BACKEND_URL` matches your backend location
 4. **Docker Build Issues**: Clear Docker cache and rebuild from scratch
 
@@ -220,4 +214,4 @@ The frontend integrates with these backend endpoints:
 - Use browser dev tools to inspect network requests
 - Check console for React/TypeScript errors
 - Use Docker logs to debug backend connectivity
-- Verify environment variables are loaded correctly
\ No newline at end of file
+- Verify environment variables are loaded correctly
diff --git a/backends/advanced/webui/chronicle-espresso-preset.js b/backends/advanced/webui/chronicle-espresso-preset.js
new file mode 100644
index 00000000..9f2456a8
--- /dev/null
+++ b/backends/advanced/webui/chronicle-espresso-preset.js
@@ -0,0 +1,107 @@
+/**
+ * Chronicle "Espresso" design-system preset (Tailwind v3).
+ *
+ * Source of truth: the Chronicle Design System project (claude.ai/design),
+ * tokens/*.css. Warm espresso neutrals + a terracotta brand ramp + a
+ * forest-green status family. Dark is the default surface.
+ *
+ * Applied by REMAPPING Tailwind's default color NAMES to the Espresso ramps,
+ * so the thousands of existing `bg-gray-800 / text-blue-600 / dark:*` utilities
+ * reskin with no per-component edits. Light->dark ordering is preserved, so
+ * every hand-paired `x-50 dark:x-900` keeps working.
+ *
+ *   gray  -> espresso neutrals        blue   -> terracotta (brand accent)
+ *   green -> forest (success/verifier) red   -> danger      amber/yellow -> warning
+ *   purple-> suggest                  orange -> clay        sky/cyan     -> info-blue
+ *   aliases: emerald/teal/lime->forest, zinc/slate/neutral/stone->espresso,
+ *            indigo/violet->purple, pink/rose->red
+ *
+ * IMPORTANT: keep this file identical to the copy in
+ * extras/speaker-recognition/webui/chronicle-espresso-preset.js.
+ * The two web UIs build in separate Docker contexts, so the preset is
+ * duplicated rather than shared via a package.
+ */
+
+// warm espresso neutrals (DS gray scale, extended to 950)
+const espresso = {
+  50: '#f7f3ea', 100: '#f2ece2', 200: '#ddd5c6', 300: '#c9bfae', 400: '#948976',
+  500: '#6b5f4f', 600: '#42392f', 700: '#2c251d', 800: '#211b15', 900: '#191410', 950: '#120d0a',
+}
+
+// brand terracotta (DS terracotta ramp; 50/100/200/800/950 interpolated)
+const terracotta = {
+  50: '#fbeee7', 100: '#f7dccd', 200: '#f0c3ac', 300: '#ecab93', 400: '#e07856',
+  500: '#d2694a', 600: '#c2551f', 700: '#a8471f', 800: '#7c351a', 900: '#3a1f14', 950: '#241009',
+}
+
+// forest green — positive / verifier / secondary (part of the palette)
+const forest = {
+  50: '#eaf3ec', 100: '#d1e7d5', 200: '#a9cfb0', 300: '#8fc79a', 400: '#6f9a5f',
+  500: '#4f7d54', 600: '#3f6b47', 700: '#34614a', 800: '#294a39', 900: '#1f3729', 950: '#132218',
+}
+
+// danger red (DS red ramp)
+const danger = {
+  50: '#fbeae7', 100: '#f7d5cf', 200: '#f0b3a8', 300: '#eda093', 400: '#e8735f',
+  500: '#dc4a3a', 600: '#c53a2b', 700: '#a32d20', 800: '#7d2419', 900: '#5a1a12', 950: '#360e09',
+}
+
+// warning amber (DS amber ramp) — shared by both `amber` and `yellow`
+const amber = {
+  50: '#fcf4e1', 100: '#f8e7bb', 200: '#f2d488', 300: '#f0c674', 400: '#e6ad3f',
+  500: '#d99521', 600: '#b8781a', 700: '#925c15', 800: '#6d4513', 900: '#4a2f0f', 950: '#2b1b08',
+}
+
+// warm clay (DS clay/apricot/ochre) — for `orange`
+const clay = {
+  50: '#fbeee4', 100: '#f6dcc6', 200: '#efc39c', 300: '#e5a86f', 400: '#e59b52',
+  500: '#d9822f', 600: '#c26a20', 700: '#9c521c', 800: '#743e18', 900: '#4c2911', 950: '#2c170a',
+}
+
+// suggest purple (DS purple)
+const suggest = {
+  50: '#f4eef8', 100: '#e7d9ef', 200: '#d4bce2', 300: '#c2a0d4', 400: '#a986c4',
+  500: '#9169b0', 600: '#775394', 700: '#5f4278', 800: '#48335c', 900: '#312340', 950: '#1d1526',
+}
+
+// muted info-blue (DS --info-fg family) — keeps a real "info" hue distinct from the brand
+const info = {
+  50: '#eef3f7', 100: '#d7e3ec', 200: '#b5cbdd', 300: '#8fb0c9', 400: '#6b93b0',
+  500: '#4f7896', 600: '#3f6079', 700: '#344e61', 800: '#2a3d4b', 900: '#1f2c37', 950: '#141d24',
+}
+
+/** @type {import('tailwindcss').Config} */
+export default {
+  theme: {
+    extend: {
+      colors: {
+        // neutrals
+        gray: espresso, zinc: espresso, slate: espresso, neutral: espresso, stone: espresso,
+        // brand
+        blue: terracotta, terracotta,
+        // status
+        green: forest, emerald: forest, teal: forest, lime: forest, forest,
+        red: danger, rose: danger, pink: danger,
+        amber, yellow: amber,
+        orange: clay, clay,
+        purple: suggest, violet: suggest, indigo: suggest,
+        sky: info, cyan: info, info,
+      },
+      fontFamily: {
+        sans: ['system-ui', '-apple-system', '"Segoe UI"', 'Roboto', 'Helvetica', 'Arial', 'sans-serif'],
+        mono: ['ui-monospace', 'SFMono-Regular', 'Menlo', 'Consolas', '"Liberation Mono"', 'monospace'],
+      },
+      borderRadius: {
+        sm: '0.25rem', // DS chips (4px)
+      },
+      boxShadow: {
+        // warm-tinted ambient elevation for the espresso surfaces
+        sm: '0 1px 2px 0 rgba(20,12,6,.40)',
+        DEFAULT: '0 2px 4px -1px rgba(20,12,6,.45)',
+        md: '0 6px 14px -4px rgba(20,12,6,.50)',
+        lg: '0 12px 28px -6px rgba(20,12,6,.55), 0 4px 10px -4px rgba(20,12,6,.45)',
+        xl: '0 14px 36px rgba(20,12,6,.60)',
+      },
+    },
+  },
+}
diff --git a/backends/advanced/webui/index.html b/backends/advanced/webui/index.html
index 9949e6e5..fcae7e9a 100644
--- a/backends/advanced/webui/index.html
+++ b/backends/advanced/webui/index.html
@@ -4,10 +4,10 @@
     <meta charset="UTF-8" />
     <link rel="icon" type="image/svg+xml" href="/vite.svg" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Friend-Lite Dashboard</title>
+    <title>Chronicle Dashboard</title>
   </head>
   <body>
     <div id="root"></div>
     <script type="module" src="/src/main.tsx"></script>
   </body>
-</html>
\ No newline at end of file
+</html>
diff --git a/backends/advanced/webui/nginx.conf b/backends/advanced/webui/nginx.conf
deleted file mode 100644
index eee76bad..00000000
--- a/backends/advanced/webui/nginx.conf
+++ /dev/null
@@ -1,47 +0,0 @@
-server {
-    listen 80;
-    server_name localhost;
-    root /usr/share/nginx/html;
-    index index.html index.htm;
-
-    # Basic settings
-    client_max_body_size 100M;
-    
-    # Gzip compression
-    gzip on;
-    gzip_vary on;
-    gzip_min_length 10240;
-    gzip_proxied any;
-    gzip_types
-        text/plain
-        text/css
-        text/xml
-        text/javascript
-        application/javascript
-        application/json
-        application/xml+rss;
-
-    # Prevent stale index.html after deployments
-    location = /index.html {
-        add_header Cache-Control "no-cache, no-store, must-revalidate";
-        try_files $uri =404;
-    }
-
-    # Handle React Router (SPA)
-    location / {
-        try_files $uri $uri/ /index.html;
-    }
-
-    # Cache static assets
-    location ~* \.(js|css|png|jpg|jpeg|gif|ico|svg|woff|woff2|ttf|eot)$ {
-        expires 1y;
-        add_header Cache-Control "public, immutable";
-        try_files $uri =404;
-    }
-
-    # Security headers
-    add_header X-Frame-Options DENY;
-    add_header X-Content-Type-Options nosniff;
-    add_header X-XSS-Protection "1; mode=block";
-    add_header Referrer-Policy "strict-origin-when-cross-origin";
-}
\ No newline at end of file
diff --git a/backends/advanced/webui/package-lock.json b/backends/advanced/webui/package-lock.json
index 54ca06ae..c27b17f1 100644
--- a/backends/advanced/webui/package-lock.json
+++ b/backends/advanced/webui/package-lock.json
@@ -9,7 +9,7 @@
       "version": "0.1.0",
       "dependencies": {
         "@tanstack/react-query": "^5.90.20",
-        "axios": "^1.6.2",
+        "axios": "^1.18.1",
         "clsx": "^2.0.0",
         "cronstrue": "^2.50.0",
         "d3-array": "^3.2.4",
@@ -18,10 +18,12 @@
         "d3-selection": "^3.0.0",
         "d3-time-format": "^4.1.0",
         "d3-zoom": "^3.0.0",
+        "framer-motion": "^11.0.0",
         "lucide-react": "^0.294.0",
+        "qrcode.react": "^4.2.0",
         "react": "^18.2.0",
         "react-dom": "^18.2.0",
-        "react-router-dom": "^6.20.0"
+        "react-router-dom": "^6.30.4"
       },
       "devDependencies": {
         "@types/d3-array": "^3.2.2",
@@ -1368,9 +1370,9 @@
       }
     },
     "node_modules/@remix-run/router": {
-      "version": "1.23.0",
-      "resolved": "https://registry.npmjs.org/@remix-run/router/-/router-1.23.0.tgz",
-      "integrity": "sha512-O3rHJzAQKamUz1fvE0Qaw0xSFqsA/yafi2iqeE0pvdFtCO1viYx8QL6f3Ln/aCCTLxs68SLf0KPM9eSeM8yBnA==",
+      "version": "1.23.3",
+      "resolved": "https://registry.npmjs.org/@remix-run/router/-/router-1.23.3.tgz",
+      "integrity": "sha512-4An71tdz9X8+3sI4Qqqd2LWd9vS39J7sqd9EU4Scw7TJE/qB10Flv/UuqbPVgfQV9XoK8Np6jNquZitnZq5i+Q==",
       "license": "MIT",
       "engines": {
         "node": ">=14.0.0"
@@ -2108,6 +2110,18 @@
         "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
       }
     },
+    "node_modules/agent-base": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
+      "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
+      "license": "MIT",
+      "dependencies": {
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6.0.0"
+      }
+    },
     "node_modules/ajv": {
       "version": "6.12.6",
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.12.6.tgz",
@@ -2241,14 +2255,15 @@
       }
     },
     "node_modules/axios": {
-      "version": "1.11.0",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-1.11.0.tgz",
-      "integrity": "sha512-1Lx3WLFQWm3ooKDYZD1eXmoGO9fxYQjrycfHFC8P0sCfQVXyROp0p9PFWBehewBOdCwHc+f/b8I0fMto5eSfwA==",
+      "version": "1.18.1",
+      "resolved": "https://registry.npmjs.org/axios/-/axios-1.18.1.tgz",
+      "integrity": "sha512-3nTvFlvpn9Zu/RkHUqtc7/+al4UpRW5az71ap5zccp6e8RAYEzhMTecX8Dz1wWDYrPpUoB1HAQEGEAEvUr7S9g==",
       "license": "MIT",
       "dependencies": {
-        "follow-redirects": "^1.15.6",
-        "form-data": "^4.0.4",
-        "proxy-from-env": "^1.1.0"
+        "follow-redirects": "^1.16.0",
+        "form-data": "^4.0.5",
+        "https-proxy-agent": "^5.0.1",
+        "proxy-from-env": "^2.1.0"
       }
     },
     "node_modules/balanced-match": {
@@ -2738,7 +2753,6 @@
       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/debug/-/debug-4.4.1.tgz",
       "integrity": "sha512-KcKCqiftBJcZr++7ykoDIEwSa3XWowTfNPo92BYxjXiyYEVrUQh2aLyhxBCwww+heortUFxEJYcRzosstTEBYQ==",
-      "dev": true,
       "license": "MIT",
       "dependencies": {
         "ms": "^2.1.3"
@@ -2876,9 +2890,9 @@
       }
     },
     "node_modules/es-object-atoms": {
-      "version": "1.1.1",
-      "resolved": "https://registry.npmjs.org/es-object-atoms/-/es-object-atoms-1.1.1.tgz",
-      "integrity": "sha512-FGgH2h8zKNim9ljj7dankFPcICIK9Cp5bm+c2gQSYePhpaG5+esrLODihIorn+Pe6FGJzWhXQotPv73jTaldXA==",
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/es-object-atoms/-/es-object-atoms-1.1.2.tgz",
+      "integrity": "sha512-HWcBoN6NileqtSydK2FqHbS/LoDd2pqrnQHLyJzBj4kOp/ky2MWMN694xOfkK8/SnUsW2DH7EfyVlydKCsm1Zw==",
       "license": "MIT",
       "dependencies": {
         "es-errors": "^1.3.0"
@@ -3289,9 +3303,9 @@
       "license": "ISC"
     },
     "node_modules/follow-redirects": {
-      "version": "1.15.11",
-      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.15.11.tgz",
-      "integrity": "sha512-deG2P0JfjrTxl50XGCDyfI97ZGVCxIpfKYmfyrQ54n5FO/0gfIES8C/Psl6kWVDolizcaaxZJnTS0QSMxvnsBQ==",
+      "version": "1.16.0",
+      "resolved": "https://registry.npmjs.org/follow-redirects/-/follow-redirects-1.16.0.tgz",
+      "integrity": "sha512-y5rN/uOsadFT/JfYwhxRS5R7Qce+g3zG97+JrtFZlC9klX/W5hD7iiLzScI4nZqUS7DNUdhPgw4xI8W2LuXlUw==",
       "funding": [
         {
           "type": "individual",
@@ -3326,16 +3340,16 @@
       }
     },
     "node_modules/form-data": {
-      "version": "4.0.4",
-      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.4.tgz",
-      "integrity": "sha512-KrGhL9Q4zjj0kiUt5OO4Mr/A/jlI2jDYs5eHBpYHPcBEVSiipAvn2Ko2HnPe20rmcuuvMHNdZFp+4IlGTMF0Ow==",
+      "version": "4.0.6",
+      "resolved": "https://registry.npmjs.org/form-data/-/form-data-4.0.6.tgz",
+      "integrity": "sha512-vKatAh4SlVfgbv+YtmhiRjhEMJsYpsG1Y2rMQtR+SVSbytsSD1YGzDIcrAJmdFec88u/+VoGmxnl+80gL1tRCQ==",
       "license": "MIT",
       "dependencies": {
         "asynckit": "^0.4.0",
         "combined-stream": "^1.0.8",
         "es-set-tostringtag": "^2.1.0",
-        "hasown": "^2.0.2",
-        "mime-types": "^2.1.12"
+        "hasown": "^2.0.4",
+        "mime-types": "^2.1.35"
       },
       "engines": {
         "node": ">= 6"
@@ -3355,6 +3369,33 @@
         "url": "https://github.com/sponsors/rawify"
       }
     },
+    "node_modules/framer-motion": {
+      "version": "11.18.2",
+      "resolved": "https://registry.npmjs.org/framer-motion/-/framer-motion-11.18.2.tgz",
+      "integrity": "sha512-5F5Och7wrvtLVElIpclDT0CBzMVg3dL22B64aZwHtsIY8RB4mXICLrkajK4G9R+ieSAGcgrLeae2SeUTg2pr6w==",
+      "license": "MIT",
+      "dependencies": {
+        "motion-dom": "^11.18.1",
+        "motion-utils": "^11.18.1",
+        "tslib": "^2.4.0"
+      },
+      "peerDependencies": {
+        "@emotion/is-prop-valid": "*",
+        "react": "^18.0.0 || ^19.0.0",
+        "react-dom": "^18.0.0 || ^19.0.0"
+      },
+      "peerDependenciesMeta": {
+        "@emotion/is-prop-valid": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        },
+        "react-dom": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/fs.realpath": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/fs.realpath/-/fs.realpath-1.0.0.tgz",
@@ -3586,9 +3627,9 @@
       }
     },
     "node_modules/hasown": {
-      "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.2.tgz",
-      "integrity": "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==",
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.4.tgz",
+      "integrity": "sha512-T2UbfbBEF32wiepXIsMlTW9+dDYC6wMh/t/vYA4tuOMKqWz/n3vr1NFSxQiyP+zk2mXsoMA/i/7qV6LKut1t1A==",
       "license": "MIT",
       "dependencies": {
         "function-bind": "^1.1.2"
@@ -3597,6 +3638,19 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/https-proxy-agent": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz",
+      "integrity": "sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==",
+      "license": "MIT",
+      "dependencies": {
+        "agent-base": "6",
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/ignore": {
       "version": "5.3.2",
       "resolved": "https://registry.npmjs.org/ignore/-/ignore-5.3.2.tgz",
@@ -4028,11 +4082,25 @@
         "node": ">=16 || 14 >=14.17"
       }
     },
+    "node_modules/motion-dom": {
+      "version": "11.18.1",
+      "resolved": "https://registry.npmjs.org/motion-dom/-/motion-dom-11.18.1.tgz",
+      "integrity": "sha512-g76KvA001z+atjfxczdRtw/RXOM3OMSdd1f4DL77qCTF/+avrRJiawSG4yDibEQ215sr9kpinSlX2pCTJ9zbhw==",
+      "license": "MIT",
+      "dependencies": {
+        "motion-utils": "^11.18.1"
+      }
+    },
+    "node_modules/motion-utils": {
+      "version": "11.18.1",
+      "resolved": "https://registry.npmjs.org/motion-utils/-/motion-utils-11.18.1.tgz",
+      "integrity": "sha512-49Kt+HKjtbJKLtgO/LKj9Ld+6vw9BjH5d9sc40R/kVyH8GLAXgT42M2NnuPcJNuA3s9ZfZBUcwIgpmZWGEE+hA==",
+      "license": "MIT"
+    },
     "node_modules/ms": {
       "version": "2.1.3",
       "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
       "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==",
-      "dev": true,
       "license": "MIT"
     },
     "node_modules/mz": {
@@ -4480,10 +4548,13 @@
       }
     },
     "node_modules/proxy-from-env": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-1.1.0.tgz",
-      "integrity": "sha512-D+zkORCbA9f1tdWRK0RaCR3GPv50cMxcrz4X8k5LTSUD1Dkw47mKJEZQNunItRTkWwgtaUSo1RVFRIG9ZXiFYg==",
-      "license": "MIT"
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-2.1.0.tgz",
+      "integrity": "sha512-cJ+oHTW1VAEa8cJslgmUZrc+sjRKgAKl3Zyse6+PV38hZe/V6Z14TbCuXcan9F9ghlz4QrFr2c92TNF82UkYHA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      }
     },
     "node_modules/punycode": {
       "version": "2.3.1",
@@ -4495,6 +4566,15 @@
         "node": ">=6"
       }
     },
+    "node_modules/qrcode.react": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/qrcode.react/-/qrcode.react-4.2.0.tgz",
+      "integrity": "sha512-QpgqWi8rD9DsS9EP3z7BT+5lY5SFhsqGjpgW5DY/i3mK4M9DTBNz3ErMi8BWYEfI3L0d8GIbGmcdFAS1uIRGjA==",
+      "license": "ISC",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
     "node_modules/queue-microtask": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/queue-microtask/-/queue-microtask-1.2.3.tgz",
@@ -4552,12 +4632,12 @@
       }
     },
     "node_modules/react-router": {
-      "version": "6.30.1",
-      "resolved": "https://registry.npmjs.org/react-router/-/react-router-6.30.1.tgz",
-      "integrity": "sha512-X1m21aEmxGXqENEPG3T6u0Th7g0aS4ZmoNynhbs+Cn+q+QGTLt+d5IQ2bHAXKzKcxGJjxACpVbnYQSCRcfxHlQ==",
+      "version": "6.30.4",
+      "resolved": "https://registry.npmjs.org/react-router/-/react-router-6.30.4.tgz",
+      "integrity": "sha512-SVUsDe+DybHM/WmYKIVYhZh1o5Dcuf16yM6WjG02Q9XVFMZIJyHYhwrr6bFBXZkVP6z69kNkMyBCujt8FaFLJA==",
       "license": "MIT",
       "dependencies": {
-        "@remix-run/router": "1.23.0"
+        "@remix-run/router": "1.23.3"
       },
       "engines": {
         "node": ">=14.0.0"
@@ -4567,13 +4647,13 @@
       }
     },
     "node_modules/react-router-dom": {
-      "version": "6.30.1",
-      "resolved": "https://registry.npmjs.org/react-router-dom/-/react-router-dom-6.30.1.tgz",
-      "integrity": "sha512-llKsgOkZdbPU1Eg3zK8lCn+sjD9wMRZZPuzmdWWX5SUs8OFkN5HnFVC0u5KMeMaC9aoancFI/KoLuKPqN+hxHw==",
+      "version": "6.30.4",
+      "resolved": "https://registry.npmjs.org/react-router-dom/-/react-router-dom-6.30.4.tgz",
+      "integrity": "sha512-q4HvNl+mmDdkS0g+MqiBZNteQJCuimWoOyHMy4T/RQLAn9Z29+E91QXRaxOujeMl2HTzRSS0KFPd7lxX3PjV0Q==",
       "license": "MIT",
       "dependencies": {
-        "@remix-run/router": "1.23.0",
-        "react-router": "6.30.1"
+        "@remix-run/router": "1.23.3",
+        "react-router": "6.30.4"
       },
       "engines": {
         "node": ">=14.0.0"
@@ -5560,7 +5640,6 @@
       "version": "2.8.1",
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
       "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
-      "dev": true,
       "license": "0BSD"
     },
     "node_modules/type-check": {
diff --git a/backends/advanced/webui/package.json b/backends/advanced/webui/package.json
index ca2c77a5..cb1d6a48 100644
--- a/backends/advanced/webui/package.json
+++ b/backends/advanced/webui/package.json
@@ -11,7 +11,7 @@
   },
   "dependencies": {
     "@tanstack/react-query": "^5.90.20",
-    "axios": "^1.6.2",
+    "axios": "^1.18.1",
     "clsx": "^2.0.0",
     "cronstrue": "^2.50.0",
     "d3-array": "^3.2.4",
@@ -20,10 +20,12 @@
     "d3-selection": "^3.0.0",
     "d3-time-format": "^4.1.0",
     "d3-zoom": "^3.0.0",
+    "framer-motion": "^11.0.0",
     "lucide-react": "^0.294.0",
+    "qrcode.react": "^4.2.0",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
-    "react-router-dom": "^6.20.0"
+    "react-router-dom": "^6.30.4"
   },
   "devDependencies": {
     "@types/d3-array": "^3.2.2",
diff --git a/backends/advanced/webui/postcss.config.js b/backends/advanced/webui/postcss.config.js
index e99ebc2c..2e7af2b7 100644
--- a/backends/advanced/webui/postcss.config.js
+++ b/backends/advanced/webui/postcss.config.js
@@ -3,4 +3,4 @@ export default {
     tailwindcss: {},
     autoprefixer: {},
   },
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/App-backup.tsx b/backends/advanced/webui/src/App-backup.tsx
deleted file mode 100644
index 18129427..00000000
--- a/backends/advanced/webui/src/App-backup.tsx
+++ /dev/null
@@ -1,66 +0,0 @@
-import { BrowserRouter as Router, Routes, Route } from 'react-router-dom'
-import { AuthProvider } from './contexts/AuthContext'
-import { ThemeProvider } from './contexts/ThemeContext'
-import Layout from './components/layout/Layout'
-import LoginPage from './pages/LoginPage'
-import Conversations from './pages/Conversations'
-import Memories from './pages/Memories'
-import Users from './pages/Users'
-import System from './pages/System'
-import Upload from './pages/Upload'
-import ProtectedRoute from './components/auth/ProtectedRoute'
-import { ErrorBoundary, PageErrorBoundary } from './components/ErrorBoundary'
-
-function App() {
-  return (
-    <ErrorBoundary>
-      <ThemeProvider>
-        <AuthProvider>
-          <Router future={{ v7_startTransition: true, v7_relativeSplatPath: true }}>
-            <Routes>
-              <Route path="/login" element={<LoginPage />} />
-              <Route path="/" element={
-                <ProtectedRoute>
-                  <Layout />
-                </ProtectedRoute>
-              }>
-                <Route index element={
-                  <PageErrorBoundary>
-                    <Conversations />
-                  </PageErrorBoundary>
-                } />
-                <Route path="conversations" element={
-                  <PageErrorBoundary>
-                    <Conversations />
-                  </PageErrorBoundary>
-                } />
-                <Route path="memories" element={
-                  <PageErrorBoundary>
-                    <Memories />
-                  </PageErrorBoundary>
-                } />
-                <Route path="users" element={
-                  <PageErrorBoundary>
-                    <Users />
-                  </PageErrorBoundary>
-                } />
-                <Route path="system" element={
-                  <PageErrorBoundary>
-                    <System />
-                  </PageErrorBoundary>
-                } />
-                <Route path="upload" element={
-                  <PageErrorBoundary>
-                    <Upload />
-                  </PageErrorBoundary>
-                } />
-              </Route>
-            </Routes>
-          </Router>
-        </AuthProvider>
-      </ThemeProvider>
-    </ErrorBoundary>
-  )
-}
-
-export default App
\ No newline at end of file
diff --git a/backends/advanced/webui/src/App.tsx b/backends/advanced/webui/src/App.tsx
index e660311f..c1c56f01 100644
--- a/backends/advanced/webui/src/App.tsx
+++ b/backends/advanced/webui/src/App.tsx
@@ -12,9 +12,7 @@ import { ErrorBoundary, PageErrorBoundary } from './components/ErrorBoundary'
 // Lazy-loaded page components (code-split into separate chunks)
 const Chat = lazy(() => import('./pages/Chat'))
 const ConversationsRouter = lazy(() => import('./pages/ConversationsRouter'))
-const MemoriesRouter = lazy(() => import('./pages/MemoriesRouter'))
 const ConversationDetail = lazy(() => import('./pages/ConversationDetail'))
-const MemoryDetail = lazy(() => import('./pages/MemoryDetail'))
 const Users = lazy(() => import('./pages/Users'))
 const System = lazy(() => import('./pages/System'))
 const Settings = lazy(() => import('./pages/Settings'))
@@ -23,6 +21,13 @@ const Queue = lazy(() => import('./pages/Queue'))
 const LiveRecord = lazy(() => import('./pages/LiveRecord'))
 const Plugins = lazy(() => import('./pages/Plugins'))
 const Finetuning = lazy(() => import('./pages/Finetuning'))
+const Network = lazy(() => import('./pages/Network'))
+const DataAudit = lazy(() => import('./pages/DataAudit'))
+const WakeWordLab = lazy(() => import('./pages/WakeWordLab'))
+const MemoryLedger = lazy(() => import('./pages/MemoryLedger'))
+const SystemEvents = lazy(() => import('./pages/SystemEvents'))
+const Timeline = lazy(() => import('./pages/Timeline'))
+
 
 function PageSkeleton() {
   return (
@@ -96,17 +101,15 @@ function App() {
                     </Suspense>
                   </PageErrorBoundary>
                 } />
-                <Route path="memories/:id" element={
+                <Route path="timeline" element={
                   <PageErrorBoundary>
-                    <Suspense fallback={<PageSkeleton />}>
-                      <MemoryDetail />
-                    </Suspense>
+                    <Suspense fallback={<PageSkeleton />}><Timeline /></Suspense>
                   </PageErrorBoundary>
                 } />
-                <Route path="memories" element={
+                <Route path="memory-ledger" element={
                   <PageErrorBoundary>
                     <Suspense fallback={<PageSkeleton />}>
-                      <MemoriesRouter />
+                      <MemoryLedger />
                     </Suspense>
                   </PageErrorBoundary>
                 } />
@@ -124,6 +127,13 @@ function App() {
                     </Suspense>
                   </PageErrorBoundary>
                 } />
+                <Route path="system-errors" element={
+                  <PageErrorBoundary>
+                    <Suspense fallback={<PageSkeleton />}>
+                      <SystemEvents />
+                    </Suspense>
+                  </PageErrorBoundary>
+                } />
                 <Route path="settings" element={
                   <PageErrorBoundary>
                     <Suspense fallback={<PageSkeleton />}>
@@ -159,6 +169,28 @@ function App() {
                     </Suspense>
                   </PageErrorBoundary>
                 } />
+                <Route path="network" element={
+                  <PageErrorBoundary>
+                    <Suspense fallback={<PageSkeleton />}>
+                      <Network />
+                    </Suspense>
+                  </PageErrorBoundary>
+                } />
+                <Route path="data-audit" element={
+                  <PageErrorBoundary>
+                    <Suspense fallback={<PageSkeleton />}>
+                      <DataAudit />
+                    </Suspense>
+                  </PageErrorBoundary>
+                } />
+                <Route path="wakeword-lab" element={
+                  <PageErrorBoundary>
+                    <Suspense fallback={<PageSkeleton />}>
+                      <WakeWordLab />
+                    </Suspense>
+                  </PageErrorBoundary>
+                } />
+
               </Route>
             </Routes>
             </Router>
diff --git a/backends/advanced/webui/src/components/AsrContextSettings.tsx b/backends/advanced/webui/src/components/AsrContextSettings.tsx
new file mode 100644
index 00000000..a37855b1
--- /dev/null
+++ b/backends/advanced/webui/src/components/AsrContextSettings.tsx
@@ -0,0 +1,164 @@
+import { useEffect, useState } from 'react'
+import { Mic, Save, Sparkles, Tag } from 'lucide-react'
+import { systemApi } from '../services/api'
+import { Button, Card, StateBadge, Textarea } from './ui'
+
+interface AsrModelInfo {
+  name: string
+  provider: string
+  description: string | null
+  capabilities: string[]
+  hint_type: 'keyword_boosting' | 'context_prompt' | 'none'
+  context: string
+}
+
+interface AsrContextData {
+  batch: AsrModelInfo | null
+  stream: AsrModelInfo | null
+}
+
+function HintTypeBadge({ hintType }: { hintType: AsrModelInfo['hint_type'] }) {
+  if (hintType === 'context_prompt') {
+    return (
+      <StateBadge tone="suggest" className="inline-flex items-center gap-1">
+        <Sparkles className="h-3 w-3" /> Context prompt (LLM)
+      </StateBadge>
+    )
+  }
+  if (hintType === 'keyword_boosting') {
+    return (
+      <StateBadge tone="info" className="inline-flex items-center gap-1">
+        <Tag className="h-3 w-3" /> Keyword boosting (acoustic)
+      </StateBadge>
+    )
+  }
+  return <StateBadge tone="neutral">No recognition hints</StateBadge>
+}
+
+function ProviderRow({ label, model, onSaved }: {
+  label: string
+  model: AsrModelInfo
+  onSaved: () => void
+}) {
+  const [context, setContext] = useState(model.context)
+  const [saving, setSaving] = useState(false)
+  const [savedAt, setSavedAt] = useState<number | null>(null)
+  const [error, setError] = useState<string | null>(null)
+
+  // Keep the textarea in sync if the active provider/context changes underneath us.
+  useEffect(() => { setContext(model.context) }, [model.name, model.context])
+
+  const dirty = context !== model.context
+
+  const save = async () => {
+    setSaving(true)
+    setError(null)
+    try {
+      await systemApi.saveAsrContext(model.name, context)
+      setSavedAt(Date.now())
+      onSaved()
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  return (
+    <div className="p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
+      <div className="flex items-center justify-between flex-wrap gap-2">
+        <div className="min-w-0">
+          <div className="font-medium text-gray-900 dark:text-gray-100">
+            {label}
+            <span className="ml-2 text-xs text-gray-500 dark:text-gray-400">{model.provider}</span>
+          </div>
+          {model.description && (
+            <div className="text-sm text-gray-600 dark:text-gray-400 truncate">{model.description}</div>
+          )}
+        </div>
+        <HintTypeBadge hintType={model.hint_type} />
+      </div>
+
+      {model.hint_type === 'context_prompt' ? (
+        <div className="mt-3">
+          <label className="block text-xs text-gray-500 dark:text-gray-400 mb-1">
+            Context — describe the domain, names, or jargon to help this LLM-based model.
+            It informs recognition but is never transcribed.
+          </label>
+          <Textarea
+            value={context}
+            onChange={e => setContext(e.target.value)}
+            rows={2}
+            placeholder="e.g. A tech podcast about ASR, wearables, and the Chronicle app. Speakers: Ankush, Hermes."
+          />
+          <div className="mt-2 flex items-center gap-3">
+            <Button
+              variant="primary"
+              onClick={save}
+              disabled={!dirty || saving}
+              icon={<Save className="h-3.5 w-3.5" />}
+            >
+              {saving ? 'Saving…' : 'Save context'}
+            </Button>
+            {savedAt && !dirty && (
+              <span className="text-xs text-green-600 dark:text-green-400">Saved — applies on next transcription.</span>
+            )}
+            {error && <span className="text-xs text-red-600 dark:text-red-400">{error}</span>}
+          </div>
+        </div>
+      ) : model.hint_type === 'keyword_boosting' ? (
+        <p className="mt-2 text-xs text-gray-500 dark:text-gray-400">
+          Uses acoustic keyword boosting: wake-words and keywords from enabled plugins (plus the
+          <code className="px-1 mx-1 bg-gray-100 dark:bg-gray-700 rounded">asr.hot_words</code> prompt)
+          bias recognition without appearing in the transcript. No context to configure here.
+        </p>
+      ) : (
+        <p className="mt-2 text-xs text-gray-500 dark:text-gray-400">
+          This provider does not accept recognition hints.
+        </p>
+      )}
+    </div>
+  )
+}
+
+export default function AsrContextSettings({ isAdmin }: { isAdmin: boolean }) {
+  const [data, setData] = useState<AsrContextData | null>(null)
+  const [loaded, setLoaded] = useState(false)
+
+  const load = async () => {
+    try {
+      const res = await systemApi.getAsrContext()
+      setData({ batch: res.data.batch, stream: res.data.stream })
+    } catch {
+      setData(null)
+    } finally {
+      setLoaded(true)
+    }
+  }
+
+  useEffect(() => { if (isAdmin) load() }, [isAdmin])
+
+  if (!isAdmin || !loaded || !data) return null
+
+  // Show the streaming provider only when it differs from the batch one.
+  const showStream = data.stream && data.stream.name !== data.batch?.name
+
+  return (
+    <Card raised padded={false} className="p-6">
+      <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-1 flex items-center">
+        <Mic className="h-5 w-5 mr-2 text-blue-600" />
+        ASR Recognition Hints
+      </h3>
+      <p className="text-sm text-gray-500 dark:text-gray-400 mb-4">
+        How the active transcription provider takes recognition hints. Keyword-boosting models use
+        wake-words as an acoustic bias; LLM-based models take a free-form context you author here.
+      </p>
+      <div className="space-y-3">
+        {data.batch && <ProviderRow label="Batch transcription" model={data.batch} onSaved={load} />}
+        {showStream && data.stream && (
+          <ProviderRow label="Streaming transcription" model={data.stream} onSaved={load} />
+        )}
+      </div>
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/AutomationSettings.tsx b/backends/advanced/webui/src/components/AutomationSettings.tsx
new file mode 100644
index 00000000..01ec3ad5
--- /dev/null
+++ b/backends/advanced/webui/src/components/AutomationSettings.tsx
@@ -0,0 +1,208 @@
+import { useEffect, useState } from 'react'
+import { Clock, ToggleLeft, ToggleRight, Edit3, Check, X, Play, RefreshCw, Eye } from 'lucide-react'
+import cronstrue from 'cronstrue'
+import { useCronJobs, useToggleCronJob, useUpdateCronSchedule, useRunCronJob } from '../hooks/useFinetuning'
+import { Alert, Button, Card, IconButton, StateBadge, StateTone } from './ui'
+
+// Human-friendly names + what kind of automation each job is. Trigger-now lives
+// on the Training page; this card owns only "should it run / when".
+const JOB_DISPLAY_NAMES: Record<string, string> = {
+  speaker_finetuning: 'Speaker enrollment (auto)',
+  asr_finetuning: 'ASR fine-tuning export',
+  prompt_optimization: 'Prompt optimization',
+  asr_jargon_extraction: 'ASR jargon extraction',
+  annotation_suggestions: 'Transcript suggestion detection',
+  auto_clean: 'Auto-archive speech-free audio',
+}
+
+const JOB_KIND: Record<string, { label: string; tone: StateTone }> = {
+  speaker_finetuning: { label: 'Training', tone: 'info' },
+  asr_finetuning: { label: 'Training', tone: 'info' },
+  prompt_optimization: { label: 'Training', tone: 'info' },
+  asr_jargon_extraction: { label: 'Suggestions', tone: 'suggest' },
+  annotation_suggestions: { label: 'Suggestions', tone: 'suggest' },
+  auto_clean: { label: 'Maintenance', tone: 'neutral' },
+}
+
+function humanCron(expr: string): string {
+  try {
+    return cronstrue.toString(expr)
+  } catch {
+    return expr
+  }
+}
+
+function formatTs(iso: string | null): string {
+  if (!iso) return 'Never'
+  return new Date(iso).toLocaleString()
+}
+
+export default function AutomationSettings({ isAdmin }: { isAdmin: boolean }) {
+  const { data: jobs = [], isLoading, refetch } = useCronJobs()
+  const toggleJob = useToggleCronJob()
+  const updateSchedule = useUpdateCronSchedule()
+  const runJob = useRunCronJob()
+
+  const [editing, setEditing] = useState<string | null>(null)
+  const [scheduleInput, setScheduleInput] = useState('')
+  const [error, setError] = useState<string | null>(null)
+  const [runningJob, setRunningJob] = useState<string | null>(null)
+  // AI-suggestion review auto-open preference (shared key with UserLoopModal).
+  const [autoShow, setAutoShow] = useState(() => {
+    try { return localStorage.getItem('userloop-auto-show') === 'true' } catch { return false }
+  })
+  useEffect(() => {
+    try { localStorage.setItem('userloop-auto-show', String(autoShow)) } catch {}
+  }, [autoShow])
+
+  if (!isAdmin) return null
+
+  const handleRun = async (jobId: string) => {
+    setError(null)
+    setRunningJob(jobId)
+    try {
+      await runJob.mutateAsync(jobId)
+      refetch()
+    } catch (err: any) {
+      setError(err.response?.data?.detail || err.message || 'Failed to run job')
+    } finally {
+      setRunningJob(null)
+    }
+  }
+
+  const handleToggle = async (jobId: string, enabled: boolean) => {
+    setError(null)
+    try {
+      await toggleJob.mutateAsync({ jobId, enabled: !enabled })
+    } catch (err: any) {
+      setError(err.response?.data?.detail || err.message || 'Failed to update job')
+    }
+  }
+
+  const handleSave = async (jobId: string) => {
+    setError(null)
+    try {
+      await updateSchedule.mutateAsync({ jobId, schedule: scheduleInput })
+      setEditing(null)
+    } catch (err: any) {
+      setError(err.response?.data?.detail || err.message || 'Invalid cron expression')
+    }
+  }
+
+  return (
+    <Card raised padded={false} className="p-6 lg:col-span-2">
+      <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-1 flex items-center">
+        <Clock className="h-5 w-5 mr-2 text-blue-600" />
+        Automation &amp; Schedules
+      </h3>
+      <p className="text-xs text-gray-500 dark:text-gray-400 mb-4">
+        Whether each background job runs, and when. Trigger any of them on demand with Run; model training also has a run button on the Training page.
+      </p>
+
+      {error && (
+        <Alert tone="danger" className="mb-3">{error}</Alert>
+      )}
+
+      {isLoading ? (
+        <p className="text-sm text-gray-500">Loading…</p>
+      ) : (
+        <div className="divide-y divide-gray-100 dark:divide-gray-700">
+          {jobs.map((job: any) => {
+            const kind = JOB_KIND[job.job_id]
+            return (
+              <div key={job.job_id} className="py-3 flex items-start justify-between gap-4">
+                <div className="min-w-0 flex-1">
+                  <div className="flex items-center gap-2">
+                    <span className="font-medium text-gray-900 dark:text-gray-100">
+                      {JOB_DISPLAY_NAMES[job.job_id] || job.job_id}
+                    </span>
+                    {kind && <StateBadge tone={kind.tone}>{kind.label}</StateBadge>}
+                  </div>
+                  <p className="text-xs text-gray-500 dark:text-gray-400 mt-0.5">{job.description}</p>
+
+                  <div className="mt-1.5 flex items-center gap-2 text-xs">
+                    <Clock className="h-3.5 w-3.5 text-gray-400 flex-shrink-0" />
+                    {editing === job.job_id ? (
+                      <div className="flex items-center gap-1">
+                        <input
+                          type="text"
+                          value={scheduleInput}
+                          onChange={(e) => setScheduleInput(e.target.value)}
+                          onKeyDown={(e) => {
+                            if (e.key === 'Enter') handleSave(job.job_id)
+                            if (e.key === 'Escape') setEditing(null)
+                          }}
+                          className="font-mono px-2 py-0.5 border border-gray-300 dark:border-gray-600 rounded bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100"
+                          autoFocus
+                        />
+                        <IconButton label="Save schedule" onClick={() => handleSave(job.job_id)}><Check className="h-4 w-4 text-green-500" /></IconButton>
+                        <IconButton label="Cancel" onClick={() => setEditing(null)}><X className="h-4 w-4 text-gray-400" /></IconButton>
+                      </div>
+                    ) : (
+                      <>
+                        <span className="text-gray-700 dark:text-gray-300">{humanCron(job.schedule)}</span>
+                        <span className="font-mono text-gray-400">({job.schedule})</span>
+                        <IconButton
+                          label="Edit schedule"
+                          onClick={() => { setEditing(job.job_id); setScheduleInput(job.schedule) }}
+                        >
+                          <Edit3 className="h-3.5 w-3.5 text-gray-400 hover:text-gray-600" />
+                        </IconButton>
+                      </>
+                    )}
+                  </div>
+                  <div className="mt-1 text-[11px] text-gray-400">
+                    Last: {formatTs(job.last_run)} · Next: {job.enabled ? formatTs(job.next_run) : 'paused'}
+                    {job.last_error && <span className="text-red-500"> · error: {String(job.last_error).slice(0, 60)}</span>}
+                  </div>
+
+                  {/* Suggestion-review controls (this job produces AI suggestions to review). */}
+                  {job.job_id === 'annotation_suggestions' && (
+                    <div className="mt-2 flex flex-wrap items-center gap-2">
+                      <button
+                        onClick={() => window.dispatchEvent(new Event('open-swipe-ui'))}
+                        className="inline-flex items-center gap-1.5 px-2.5 py-1 rounded-md bg-purple-600 text-white text-xs font-medium hover:bg-purple-700"
+                      >
+                        <Eye className="h-3.5 w-3.5" /> Review suggestions
+                      </button>
+                      <Button
+                        variant="ghost"
+                        onClick={() => setAutoShow((v) => !v)}
+                        title={autoShow ? 'Auto-opens the review when suggestions exist' : 'Use Review to open manually'}
+                        icon={autoShow ? <ToggleRight className="h-4 w-4 text-purple-500" /> : <ToggleLeft className="h-4 w-4 text-gray-400" />}
+                      >
+                        Auto-open
+                      </Button>
+                    </div>
+                  )}
+                </div>
+
+                <div className="flex-shrink-0 flex items-center gap-2 mt-0.5">
+                  <Button
+                    variant="secondary"
+                    onClick={() => handleRun(job.job_id)}
+                    disabled={runningJob === job.job_id || job.running}
+                    title="Run now"
+                    icon={runningJob === job.job_id || job.running
+                      ? <RefreshCw className="h-3.5 w-3.5 animate-spin" />
+                      : <Play className="h-3.5 w-3.5" />}
+                  >
+                    Run
+                  </Button>
+                  <IconButton
+                    label={job.enabled ? 'Disable' : 'Enable'}
+                    onClick={() => handleToggle(job.job_id, job.enabled)}
+                  >
+                    {job.enabled
+                      ? <ToggleRight className="h-6 w-6 text-green-500" />
+                      : <ToggleLeft className="h-6 w-6 text-gray-400" />}
+                  </IconButton>
+                </div>
+              </div>
+            )
+          })}
+        </div>
+      )}
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/BackgroundSuppressionCard.tsx b/backends/advanced/webui/src/components/BackgroundSuppressionCard.tsx
new file mode 100644
index 00000000..140499aa
--- /dev/null
+++ b/backends/advanced/webui/src/components/BackgroundSuppressionCard.tsx
@@ -0,0 +1,242 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import { ChevronDown, ChevronRight, Loader2, Play, Pause, VolumeX } from 'lucide-react'
+import {
+  BACKEND_URL,
+  BackgroundSuppressionCluster,
+  BackgroundSuppressionSegment,
+  BackgroundSuppressionsResponse,
+  dataAuditApi,
+} from '../services/api'
+import { getStorageKey } from '../utils/storage'
+import { IconButton, MetadataChip } from './ui'
+
+interface Props {
+  conversationId: string
+  onChanged?: () => void
+}
+
+// Fragmented sources (a long video drifts across many small clusters) can
+// produce dozens of rows; show the biggest first and let the user opt into
+// the tail rather than flooding the page.
+const CLUSTERS_SHOWN = 8
+
+const ZONE_LABEL: Record<string, string> = {
+  confident_background: 'background',
+  unsure: 'unsure',
+}
+
+const STATUS_LABEL: Record<string, string> = {
+  applied: 'marked background',
+  shadow: 'would be marked',
+  queued: 'needs review',
+  restored: 'restored by you',
+  confirmed: 'confirmed by you',
+}
+
+/**
+ * "We marked these segments as background — review if you want."
+ *
+ * Discloses the background-suppression ledger for one conversation, grouped by
+ * acoustic cluster (one media source ≈ one cluster). Restore puts the original
+ * labels back and exempts the cluster; Confirm feeds exemplars to the bucket.
+ * Shadow entries come from backfill and never touched the transcript.
+ */
+export default function BackgroundSuppressionCard({ conversationId, onChanged }: Props) {
+  const [data, setData] = useState<BackgroundSuppressionsResponse | null>(null)
+  const [expanded, setExpanded] = useState(false)
+  const [showAllClusters, setShowAllClusters] = useState(false)
+  const [deciding, setDeciding] = useState<string | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [playingKey, setPlayingKey] = useState<string | null>(null)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+
+  const token = () => localStorage.getItem(getStorageKey('token')) || ''
+
+  const stopAudio = useCallback(() => {
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingKey(null)
+  }, [])
+
+  useEffect(() => () => stopAudio(), [stopAudio])
+
+  const load = useCallback(async () => {
+    try {
+      const res = await dataAuditApi.backgroundSuppressions(conversationId)
+      setData(res.data)
+    } catch {
+      // Ledger endpoint failing should never break the conversation page.
+      setData(null)
+    }
+  }, [conversationId])
+
+  useEffect(() => {
+    load()
+  }, [load])
+
+  if (!data || data.total === 0) return null
+
+  const play = (segment: BackgroundSuppressionSegment) => {
+    const key = `${segment.segment_start}`
+    if (playingKey === key) {
+      stopAudio()
+      return
+    }
+    stopAudio()
+    const url =
+      `${BACKEND_URL}/api/audio/chunks/${conversationId}` +
+      `?start_time=${segment.segment_start.toFixed(2)}&end_time=${segment.segment_end.toFixed(2)}` +
+      `&format=wav&token=${token()}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingKey(key)
+    audio.addEventListener('ended', () => stopAudio())
+    audio.addEventListener('error', () => stopAudio())
+    audio.play().catch(() => stopAudio())
+  }
+
+  const decide = async (cluster: BackgroundSuppressionCluster, decision: 'restore' | 'confirm') => {
+    setDeciding(cluster.cluster_signature)
+    setError(null)
+    try {
+      await dataAuditApi.backgroundSuppressionDecide(
+        conversationId,
+        cluster.cluster_signature,
+        decision
+      )
+      await load()
+      onChanged?.()
+    } catch {
+      setError('Could not save the decision — try again')
+    } finally {
+      setDeciding(null)
+    }
+  }
+
+  const activeCounts = data.status_counts
+  const marked = (activeCounts['applied'] || 0) + (activeCounts['shadow'] || 0)
+  const queued = activeCounts['queued'] || 0
+  const summaryParts: string[] = []
+  if (marked) summaryParts.push(`${marked} marked background`)
+  if (queued) summaryParts.push(`${queued} unsure`)
+
+  return (
+    <div className="rounded-lg border border-amber-200 bg-amber-50/50 dark:border-amber-900/50 dark:bg-amber-950/20">
+      <button
+        onClick={() => setExpanded((v) => !v)}
+        className="flex w-full items-center gap-2 px-4 py-3 text-left"
+      >
+        {expanded ? (
+          <ChevronDown className="h-4 w-4 shrink-0 text-amber-600" />
+        ) : (
+          <ChevronRight className="h-4 w-4 shrink-0 text-amber-600" />
+        )}
+        <VolumeX className="h-4 w-4 shrink-0 text-amber-600" />
+        <span className="text-sm font-medium text-gray-800 dark:text-gray-100">
+          Background audio
+        </span>
+        <span className="text-sm text-gray-500 dark:text-gray-400">
+          {summaryParts.join(' · ') || `${data.total} reviewed`} — review if you want
+        </span>
+      </button>
+      {expanded && (
+        <div className="space-y-3 border-t border-amber-200/70 px-4 py-3 dark:border-amber-900/40">
+          {data.subject_override && (
+            <p className="text-xs text-gray-500 dark:text-gray-400">
+              You marked this conversation's media as important — new segments are not
+              auto-marked here.
+            </p>
+          )}
+          {error && <p className="text-xs text-red-600">{error}</p>}
+          {(showAllClusters ? data.clusters : data.clusters.slice(0, CLUSTERS_SHOWN)).map((cluster) => {
+            const undecided = cluster.segments.filter(
+              (s) => s.status !== 'restored' && s.status !== 'confirmed'
+            )
+            const settled = undecided.length === 0
+            return (
+              <div
+                key={cluster.cluster_signature}
+                className="rounded border border-gray-200 bg-white p-3 dark:border-gray-700 dark:bg-gray-900"
+              >
+                <div className="mb-2 flex flex-wrap items-center gap-2 text-xs text-gray-500 dark:text-gray-400">
+                  <span>
+                    {cluster.segments.length} segment{cluster.segments.length === 1 ? '' : 's'}
+                  </span>
+                  <span>· sim {cluster.max_background_similarity.toFixed(2)}</span>
+                  {Object.entries(cluster.statuses).map(([status, count]) => (
+                    <MetadataChip key={status}>
+                      {count} {STATUS_LABEL[status] || status}
+                    </MetadataChip>
+                  ))}
+                </div>
+                <ul className="space-y-1.5">
+                  {cluster.segments.slice(0, 5).map((segment) => (
+                    <li
+                      key={segment.segment_start}
+                      className="flex items-start gap-2 text-sm text-gray-700 dark:text-gray-200"
+                    >
+                      <IconButton
+                        onClick={() => play(segment)}
+                        className="mt-0.5 shrink-0"
+                        label="Play clip"
+                      >
+                        {playingKey === `${segment.segment_start}` ? (
+                          <Pause className="h-3.5 w-3.5" />
+                        ) : (
+                          <Play className="h-3.5 w-3.5" />
+                        )}
+                      </IconButton>
+                      <span className="text-xs text-gray-400">
+                        {segment.segment_start.toFixed(0)}s
+                      </span>
+                      <span className="min-w-0 flex-1 truncate">
+                        {segment.text || <em className="text-gray-400">no transcript</em>}
+                      </span>
+                      <span className="shrink-0 text-xs text-gray-400">
+                        {ZONE_LABEL[segment.zone] || segment.zone}
+                      </span>
+                    </li>
+                  ))}
+                  {cluster.segments.length > 5 && (
+                    <li className="text-xs text-gray-400">
+                      … and {cluster.segments.length - 5} more
+                    </li>
+                  )}
+                </ul>
+                {!settled && (
+                  <div className="mt-2 flex gap-2">
+                    <button
+                      disabled={deciding === cluster.cluster_signature}
+                      onClick={() => decide(cluster, 'restore')}
+                      className="rounded border border-gray-300 px-2.5 py-1 text-xs text-gray-700 hover:bg-gray-50 disabled:opacity-50 dark:border-gray-600 dark:text-gray-200 dark:hover:bg-gray-800"
+                    >
+                      Important speech — restore
+                    </button>
+                    <button
+                      disabled={deciding === cluster.cluster_signature}
+                      onClick={() => decide(cluster, 'confirm')}
+                      className="rounded bg-gray-900 px-2.5 py-1 text-xs text-white disabled:opacity-50 dark:bg-gray-700 dark:text-gray-100"
+                    >
+                      Confirm background
+                    </button>
+                    {deciding === cluster.cluster_signature && (
+                      <Loader2 className="h-4 w-4 animate-spin text-gray-400" />
+                    )}
+                  </div>
+                )}
+              </div>
+            )
+          })}
+          {!showAllClusters && data.clusters.length > CLUSTERS_SHOWN && (
+            <button
+              onClick={() => setShowAllClusters(true)}
+              className="text-xs text-gray-500 underline hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200"
+            >
+              Show {data.clusters.length - CLUSTERS_SHOWN} more clusters
+            </button>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ConversationContextLens.tsx b/backends/advanced/webui/src/components/ConversationContextLens.tsx
new file mode 100644
index 00000000..89c247cc
--- /dev/null
+++ b/backends/advanced/webui/src/components/ConversationContextLens.tsx
@@ -0,0 +1,88 @@
+import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query'
+import { AppWindow, Image, Loader2, RefreshCw, Save, Trash2 } from 'lucide-react'
+import { deviceInputApi, DeviceInputItem } from '../services/api'
+import { Button, Card, IconButton } from './ui'
+
+function label(item: DeviceInputItem) {
+  return item.metadata.app_name || item.metadata.window_name || item.metadata.text || item.kind
+}
+
+export default function ConversationContextLens({ conversationId }: { conversationId: string }) {
+  const queryClient = useQueryClient()
+  const query = useQuery({
+    queryKey: ['conversation-context', conversationId],
+    queryFn: async () => (await deviceInputApi.getConversationContext(conversationId)).data.items,
+    refetchInterval: 10_000,
+  })
+  const request = useMutation({
+    mutationFn: () => deviceInputApi.requestConversationContext(conversationId),
+    onSuccess: () => setTimeout(() => queryClient.invalidateQueries({ queryKey: ['conversation-context', conversationId] }), 1500),
+  })
+  const clear = useMutation({
+    mutationFn: () => deviceInputApi.clearConversationContext(conversationId),
+    onSuccess: () => queryClient.invalidateQueries({ queryKey: ['conversation-context', conversationId] }),
+  })
+  const promote = useMutation({
+    mutationFn: (itemId: string) => deviceInputApi.promoteItem(itemId),
+    onSuccess: () => queryClient.invalidateQueries({ queryKey: ['conversation-context', conversationId] }),
+  })
+  const items = query.data || []
+
+  return (
+    <Card raised padded={false} className="p-6">
+      <div className="flex items-center justify-between gap-3 mb-4">
+        <div>
+          <h2 className="font-medium text-gray-900 dark:text-gray-100">Conversation Lens</h2>
+          <p className="text-xs text-gray-500 dark:text-gray-400 mt-1">Screen and photo context from the same time window.</p>
+        </div>
+        <div className="flex gap-2">
+          {items.length > 0 && (
+            <IconButton onClick={() => clear.mutate()} disabled={clear.isPending} label="Clear non-vault context">
+              <Trash2 className="w-4 h-4" />
+            </IconButton>
+          )}
+          <Button
+            variant="primary"
+            onClick={() => request.mutate()}
+            disabled={request.isPending}
+            icon={request.isPending ? <Loader2 className="w-4 h-4 animate-spin" /> : <RefreshCw className="w-4 h-4" />}
+          >
+            Find context
+          </Button>
+        </div>
+      </div>
+      {query.isLoading ? (
+        <div className="text-sm text-gray-500">Loading context…</div>
+      ) : items.length === 0 ? (
+        <div className="border border-dashed border-gray-300 dark:border-gray-600 rounded-lg p-5 text-sm text-gray-500 dark:text-gray-400">
+          No linked context yet. Chronicle will ask connected sources only for this conversation's bounded time range.
+        </div>
+      ) : (
+        <div className="space-y-2">
+          {items.map(item => (
+            <div key={item.id} className="flex items-start gap-3 rounded-lg bg-gray-50 dark:bg-gray-900/40 p-3">
+              {item.kind === 'immich_memory' ? <Image className="w-4 h-4 mt-0.5 text-purple-500" /> : <AppWindow className="w-4 h-4 mt-0.5 text-blue-500" />}
+              <div className="min-w-0 flex-1">
+                <div className="text-sm font-medium text-gray-900 dark:text-gray-100 truncate">{label(item)}</div>
+                <div className="text-xs text-gray-500">{new Date(item.captured_at).toLocaleString()} · {item.source_id}</div>
+                {item.metadata.text && <p className="text-xs text-gray-600 dark:text-gray-300 mt-1 line-clamp-3">{item.metadata.text}</p>}
+              </div>
+              {item.kind === 'immich_memory' && item.state !== 'promoted' && (
+                <Button
+                  variant="secondary"
+                  onClick={() => promote.mutate(item.id)}
+                  disabled={promote.isPending}
+                  title="Copy this photo into the vault"
+                  icon={<Save className="w-3.5 h-3.5" />}
+                >
+                  Vault
+                </Button>
+              )}
+              {item.state === 'promoted' && <span className="text-xs text-green-600">In vault</span>}
+            </div>
+          ))}
+        </div>
+      )}
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx b/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
index ed21f69c..af1065d4 100644
--- a/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
+++ b/backends/advanced/webui/src/components/ConversationVersionDropdown.tsx
@@ -1,6 +1,7 @@
 import { useState, useEffect } from 'react'
 import { ChevronDown, CheckCircle, Loader2 } from 'lucide-react'
 import { conversationsApi } from '../services/api'
+import { MetadataChip } from './ui'
 
 interface TranscriptVersion {
   version_id: string
@@ -10,36 +11,23 @@ interface TranscriptVersion {
   model?: string
   created_at: string
   processing_time_seconds?: number
-  metadata?: any
-}
-
-interface MemoryVersion {
-  version_id: string
-  memory_count: number
-  transcript_version_id: string
-  provider: string
-  model?: string
-  created_at: string
-  processing_time_seconds?: number
+  // How speaker labels were produced: "provider" (ASR self-diarized),
+  // "pyannote" (speaker-recognition service), or null/undefined (no diarization).
+  diarization_source?: string | null
   metadata?: any
 }
 
 interface VersionHistory {
   transcript_versions: TranscriptVersion[]
-  memory_versions: MemoryVersion[]
   active_transcript_version: string
-  active_memory_version: string
 }
 
 interface ConversationVersionDropdownProps {
   conversationId: string
   versionInfo?: {
     transcript_count: number
-    memory_count: number
     active_transcript_version?: string
-    active_memory_version?: string
     active_transcript_version_number?: number
-    active_memory_version_number?: number
   }
   onVersionChange: () => void
 }
@@ -51,15 +39,13 @@ export default function ConversationVersionDropdown({
 }: ConversationVersionDropdownProps) {
   const [versionHistory, setVersionHistory] = useState<VersionHistory | null>(null)
   const [loading, setLoading] = useState(false)
-  const [activating, setActivating] = useState<{ type: 'transcript' | 'memory', versionId: string } | null>(null)
+  const [activating, setActivating] = useState<string | null>(null)
   const [showTranscriptDropdown, setShowTranscriptDropdown] = useState(false)
-  const [showMemoryDropdown, setShowMemoryDropdown] = useState(false)
 
   // Close dropdowns when clicking outside
   useEffect(() => {
     const handleClickOutside = () => {
       setShowTranscriptDropdown(false)
-      setShowMemoryDropdown(false)
     }
     document.addEventListener('click', handleClickOutside)
     return () => document.removeEventListener('click', handleClickOutside)
@@ -80,32 +66,25 @@ export default function ConversationVersionDropdown({
   // Don't auto-load version history - only load when dropdown is opened
   // This prevents API spam when rendering many conversations in a list
 
-  const handleActivateVersion = async (type: 'transcript' | 'memory', versionId: string) => {
+  const handleActivateVersion = async (versionId: string) => {
     try {
-      setActivating({ type, versionId })
-
-      if (type === 'transcript') {
-        await conversationsApi.activateTranscriptVersion(conversationId, versionId)
-        setShowTranscriptDropdown(false)
-      } else {
-        await conversationsApi.activateMemoryVersion(conversationId, versionId)
-        setShowMemoryDropdown(false)
-      }
+      setActivating(versionId)
+      await conversationsApi.activateTranscriptVersion(conversationId, versionId)
+      setShowTranscriptDropdown(false)
 
       // Reload version history to update active version
       await loadVersionHistory()
 
       // Notify parent component to refresh conversation data
       onVersionChange()
-
     } catch (err: any) {
-      console.error(`Failed to activate ${type} version:`, err)
+      console.error('Failed to activate transcript version:', err)
     } finally {
       setActivating(null)
     }
   }
 
-  const formatVersionLabel = (version: TranscriptVersion | MemoryVersion, index: number) => {
+  const formatVersionLabel = (version: TranscriptVersion, index: number) => {
     return `v${index + 1} (${version.provider}${version.model ? ` ${version.model}` : ''})`
   }
 
@@ -113,136 +92,86 @@ export default function ConversationVersionDropdown({
     return new Date(dateString).toLocaleDateString()
   }
 
-  // Don't show anything if there are no multiple versions
-  if (!versionInfo || ((versionInfo.transcript_count || 0) <= 1 && (versionInfo.memory_count || 0) <= 1)) {
+  // Human label for where speaker labels came from (descriptive metadata).
+  const diarizationLabel = (source?: string | null) => {
+    switch (source) {
+      case 'provider':
+        return 'diarized: ASR provider'
+      case 'pyannote':
+        return 'diarized: speaker-recognition'
+      default:
+        return 'no diarization'
+    }
+  }
+
+  // Don't show anything unless there are multiple transcript versions
+  if (!versionInfo || (versionInfo.transcript_count || 0) <= 1) {
     return null
   }
 
   return (
     <div className="flex items-center space-x-4 text-sm">
       {/* Transcript Version Dropdown */}
-      {(versionInfo.transcript_count || 0) > 1 && (
-        <div className="relative">
-          <button
-            onClick={(e) => {
-              e.stopPropagation()
-              const isOpening = !showTranscriptDropdown
-              setShowTranscriptDropdown(isOpening)
-              setShowMemoryDropdown(false)
-              // Load version history on first click
-              if (isOpening && !versionHistory) {
-                loadVersionHistory()
-              }
-            }}
-            className="flex items-center space-x-1 px-3 py-1 bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-600 rounded text-blue-700 dark:text-blue-300 hover:bg-blue-100 dark:hover:bg-blue-900/30"
+      <div className="relative">
+        <button
+          onClick={(e) => {
+            e.stopPropagation()
+            const isOpening = !showTranscriptDropdown
+            setShowTranscriptDropdown(isOpening)
+            // Load version history on first click
+            if (isOpening && !versionHistory) {
+              loadVersionHistory()
+            }
+          }}
+          className="inline-flex items-center gap-0.5 text-xs text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 transition-colors"
+        >
+          <span>
+            Transcript {versionHistory ?
+              `v${versionHistory.transcript_versions.findIndex(v => v.version_id === versionHistory.active_transcript_version) + 1}` :
+              (versionInfo?.active_transcript_version_number ? `v${versionInfo.active_transcript_version_number}` : '-')
+            }
+          </span>
+          <ChevronDown className="h-3 w-3" />
+        </button>
+
+        {showTranscriptDropdown && versionHistory && (
+          <div
+            className="absolute top-full left-0 mt-1 w-64 bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-600 rounded-lg shadow-lg z-10"
+            onClick={(e) => e.stopPropagation()}
           >
-            <span>
-              Transcript: {versionHistory ?
-                `v${versionHistory.transcript_versions.findIndex(v => v.version_id === versionHistory.active_transcript_version) + 1}` :
-                (versionInfo?.active_transcript_version_number ? `v${versionInfo.active_transcript_version_number}` : '-')
-              }
-            </span>
-            <ChevronDown className="h-3 w-3" />
-          </button>
-
-          {showTranscriptDropdown && versionHistory && (
-            <div
-              className="absolute top-full left-0 mt-1 w-64 bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-600 rounded-lg shadow-lg z-10"
-              onClick={(e) => e.stopPropagation()}
-            >
-              <div className="py-1">
-                {versionHistory.transcript_versions.map((version, index) => (
-                  <button
-                    key={version.version_id}
-                    onClick={() => handleActivateVersion('transcript', version.version_id)}
-                    disabled={activating?.type === 'transcript' && activating?.versionId === version.version_id}
-                    className={`w-full text-left px-3 py-2 text-sm flex items-center justify-between hover:bg-gray-100 dark:hover:bg-gray-700 disabled:opacity-50 ${
-                      version.version_id === versionHistory.active_transcript_version ? 'bg-blue-50 dark:bg-blue-900/20' : ''
-                    }`}
-                  >
-                    <div className="flex-1">
-                      <div className="flex items-center space-x-2">
-                        {version.version_id === versionHistory.active_transcript_version && (
-                          <CheckCircle className="h-3 w-3 text-blue-600 dark:text-blue-400" />
-                        )}
-                        <span className="font-medium">{formatVersionLabel(version, index)}</span>
-                      </div>
-                      <div className="text-xs text-gray-500 dark:text-gray-400 mt-1">
-                        {formatDate(version.created_at)} • {version.segments?.length || 0} segments
-                      </div>
+            <div className="py-1">
+              {versionHistory.transcript_versions.map((version, index) => (
+                <button
+                  key={version.version_id}
+                  onClick={() => handleActivateVersion(version.version_id)}
+                  disabled={activating === version.version_id}
+                  className={`w-full text-left px-3 py-2 text-sm flex items-center justify-between hover:bg-gray-100 dark:hover:bg-gray-700 disabled:opacity-50 ${
+                    version.version_id === versionHistory.active_transcript_version ? 'bg-blue-50 dark:bg-blue-900/20' : ''
+                  }`}
+                >
+                  <div className="flex-1">
+                    <div className="flex items-center space-x-2">
+                      {version.version_id === versionHistory.active_transcript_version && (
+                        <CheckCircle className="h-3 w-3 text-blue-600 dark:text-blue-400" />
+                      )}
+                      <span className="font-medium">{formatVersionLabel(version, index)}</span>
                     </div>
-                    {activating?.type === 'transcript' && activating?.versionId === version.version_id && (
-                      <Loader2 className="h-3 w-3 animate-spin" />
-                    )}
-                  </button>
-                ))}
-              </div>
-            </div>
-          )}
-        </div>
-      )}
-
-      {/* Memory Version Dropdown */}
-      {(versionInfo.memory_count || 0) > 1 && (
-        <div className="relative">
-          <button
-            onClick={(e) => {
-              e.stopPropagation()
-              const isOpening = !showMemoryDropdown
-              setShowMemoryDropdown(isOpening)
-              setShowTranscriptDropdown(false)
-              // Load version history on first click
-              if (isOpening && !versionHistory) {
-                loadVersionHistory()
-              }
-            }}
-            className="flex items-center space-x-1 px-3 py-1 bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-600 rounded text-green-700 dark:text-green-300 hover:bg-green-100 dark:hover:bg-green-900/30"
-          >
-            <span>
-              Memory: {versionHistory ?
-                `v${versionHistory.memory_versions.findIndex(v => v.version_id === versionHistory.active_memory_version) + 1}` :
-                (versionInfo?.active_memory_version_number ? `v${versionInfo.active_memory_version_number}` : '-')
-              }
-            </span>
-            <ChevronDown className="h-3 w-3" />
-          </button>
-
-          {showMemoryDropdown && versionHistory && (
-            <div
-              className="absolute top-full left-0 mt-1 w-64 bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-600 rounded-lg shadow-lg z-10"
-              onClick={(e) => e.stopPropagation()}
-            >
-              <div className="py-1">
-                {versionHistory.memory_versions.map((version, index) => (
-                  <button
-                    key={version.version_id}
-                    onClick={() => handleActivateVersion('memory', version.version_id)}
-                    disabled={activating?.type === 'memory' && activating?.versionId === version.version_id}
-                    className={`w-full text-left px-3 py-2 text-sm flex items-center justify-between hover:bg-gray-100 dark:hover:bg-gray-700 disabled:opacity-50 ${
-                      version.version_id === versionHistory.active_memory_version ? 'bg-green-50 dark:bg-green-900/20' : ''
-                    }`}
-                  >
-                    <div className="flex-1">
-                      <div className="flex items-center space-x-2">
-                        {version.version_id === versionHistory.active_memory_version && (
-                          <CheckCircle className="h-3 w-3 text-green-600 dark:text-green-400" />
-                        )}
-                        <span className="font-medium">{formatVersionLabel(version, index)}</span>
-                      </div>
-                      <div className="text-xs text-gray-500 dark:text-gray-400 mt-1">
-                        {formatDate(version.created_at)} • {version.memory_count} memories
-                      </div>
+                    <div className="text-xs text-gray-500 dark:text-gray-400 mt-1 flex items-center flex-wrap gap-1">
+                      <span>{formatDate(version.created_at)} • {version.segments?.length || 0} segments</span>
+                      <MetadataChip className="text-[10px]">
+                        {diarizationLabel(version.diarization_source)}
+                      </MetadataChip>
                     </div>
-                    {activating?.type === 'memory' && activating?.versionId === version.version_id && (
-                      <Loader2 className="h-3 w-3 animate-spin" />
-                    )}
-                  </button>
-                ))}
-              </div>
+                  </div>
+                  {activating === version.version_id && (
+                    <Loader2 className="h-3 w-3 animate-spin" />
+                  )}
+                </button>
+              ))}
             </div>
-          )}
-        </div>
-      )}
+          </div>
+        )}
+      </div>
 
       {loading && (
         <div className="flex items-center space-x-1 text-gray-500 dark:text-gray-400">
@@ -252,4 +181,4 @@ export default function ConversationVersionDropdown({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/ConversationVersionHeader.tsx b/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
index 55627c4f..597465de 100644
--- a/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
+++ b/backends/advanced/webui/src/components/ConversationVersionHeader.tsx
@@ -1,113 +1,26 @@
-import { useState } from 'react';
-import { RotateCcw } from 'lucide-react';
-import { conversationsApi } from '../services/api';
 import ConversationVersionDropdown from './ConversationVersionDropdown';
 
 interface ConversationVersionHeaderProps {
   conversationId: string;
   versionInfo?: {
     transcript_count: number;
-    memory_count: number;
     active_transcript_version?: string;
-    active_memory_version?: string;
     active_transcript_version_number?: number;
-    active_memory_version_number?: number;
   };
   onVersionChange?: () => void;
 }
 
 export default function ConversationVersionHeader({ conversationId, versionInfo, onVersionChange }: ConversationVersionHeaderProps) {
-  const [loading, setLoading] = useState(false);
-  const [error, setError] = useState<string | null>(null);
-
-  const handleReprocessTranscript = async (event: React.MouseEvent) => {
-    event.preventDefault();
-    event.stopPropagation();
-
-    try {
-      setLoading(true);
-      await conversationsApi.reprocessTranscript(conversationId);
-      onVersionChange?.();
-    } catch (err) {
-      console.error('Failed to reprocess transcript:', err);
-      setError('Failed to reprocess transcript');
-    } finally {
-      setLoading(false);
-    }
-  };
-
   // If no version info provided, don't show anything
   if (!versionInfo) return null;
 
-  // Only show if there are multiple versions or reprocessing capability
-  if (versionInfo.transcript_count <= 1 && versionInfo.memory_count <= 1) {
-    return (
-      <div className="bg-gradient-to-r from-blue-50 to-indigo-50 border border-blue-200 rounded-lg p-3 mb-4">
-        <div className="flex items-center justify-between">
-          <div className="text-sm text-gray-600">
-            {versionInfo.transcript_count} transcript version, {versionInfo.memory_count} memory version
-          </div>
-          <button
-            type="button"
-            onClick={handleReprocessTranscript}
-            disabled={loading}
-            className="inline-flex items-center px-2 py-1 border border-transparent text-xs font-medium rounded text-blue-700 bg-blue-100 hover:bg-blue-200 focus:outline-none focus:ring-1 focus:ring-offset-1 focus:ring-blue-500 disabled:opacity-50"
-          >
-            {loading ? (
-              <>
-                <RotateCcw className="h-3 w-3 animate-spin mr-1" />
-                Processing...
-              </>
-            ) : (
-              <>
-                <RotateCcw className="h-3 w-3 mr-1" />
-                Reprocess
-              </>
-            )}
-          </button>
-        </div>
-      </div>
-    );
-  }
+  if (versionInfo.transcript_count <= 1) return null;
 
-  // Show multiple version info with reprocess option and version selector
   return (
-    <div className="bg-gradient-to-r from-blue-50 to-indigo-50 border border-blue-200 rounded-lg p-3 mb-4">
-      <div className="flex items-center justify-between">
-        <div className="flex items-center space-x-4">
-          <div className="text-sm text-gray-700">
-            <span className="font-medium">{versionInfo.transcript_count}</span> transcript versions,
-            <span className="font-medium ml-1">{versionInfo.memory_count}</span> memory versions
-            {error && <div className="text-red-600 text-xs mt-1">{error}</div>}
-          </div>
-
-          {/* Version Selector Dropdowns */}
-          <ConversationVersionDropdown
-            conversationId={conversationId}
-            versionInfo={versionInfo}
-            onVersionChange={onVersionChange || (() => {})}
-          />
-        </div>
-
-        <button
-          type="button"
-          onClick={handleReprocessTranscript}
-          disabled={loading}
-          className="inline-flex items-center px-2 py-1 border border-transparent text-xs font-medium rounded text-blue-700 bg-blue-100 hover:bg-blue-200 focus:outline-none focus:ring-1 focus:ring-offset-1 focus:ring-blue-500 disabled:opacity-50"
-        >
-          {loading ? (
-            <>
-              <RotateCcw className="h-3 w-3 animate-spin mr-1" />
-              Processing...
-            </>
-          ) : (
-            <>
-              <RotateCcw className="h-3 w-3 mr-1" />
-              Reprocess
-            </>
-          )}
-        </button>
-      </div>
-    </div>
+    <ConversationVersionDropdown
+      conversationId={conversationId}
+      versionInfo={versionInfo}
+      onVersionChange={onVersionChange || (() => {})}
+    />
   );
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/ErrorBoundary.tsx b/backends/advanced/webui/src/components/ErrorBoundary.tsx
index 1b73a871..befaa403 100644
--- a/backends/advanced/webui/src/components/ErrorBoundary.tsx
+++ b/backends/advanced/webui/src/components/ErrorBoundary.tsx
@@ -27,7 +27,7 @@ export class ErrorBoundary extends Component<Props, State> {
     console.error('❌ ErrorBoundary caught an error:', error)
     console.error('📍 Component stack:', errorInfo.componentStack)
     console.error('📝 Error stack:', error.stack)
-    
+
     this.setState({
       error,
       errorInfo
@@ -54,11 +54,11 @@ export class ErrorBoundary extends Component<Props, State> {
             <div className="flex justify-center mb-4">
               <AlertTriangle className="h-12 w-12 text-red-500" />
             </div>
-            
+
             <h2 className="text-xl font-semibold text-gray-900 dark:text-gray-100 mb-2">
               Something went wrong
             </h2>
-            
+
             <p className="text-gray-600 dark:text-gray-400 mb-6">
               An unexpected error occurred. You can try refreshing the page or go back to the dashboard.
             </p>
@@ -94,7 +94,7 @@ export class ErrorBoundary extends Component<Props, State> {
                 <RefreshCw className="h-4 w-4" />
                 <span>Try Again</span>
               </button>
-              
+
               <button
                 onClick={this.handleGoHome}
                 className="flex items-center space-x-2 px-4 py-2 bg-gray-600 text-white rounded-lg hover:bg-gray-700 transition-colors"
@@ -112,7 +112,7 @@ export class ErrorBoundary extends Component<Props, State> {
   }
 }
 
-// Lightweight error boundary for individual components  
+// Lightweight error boundary for individual components
 export const PageErrorBoundary: React.FC<{ children: ReactNode }> = ({ children }) => (
   <ErrorBoundary
     fallback={
@@ -135,4 +135,4 @@ export const PageErrorBoundary: React.FC<{ children: ReactNode }> = ({ children
   >
     {children}
   </ErrorBoundary>
-)
\ No newline at end of file
+)
diff --git a/backends/advanced/webui/src/components/ExternalServices.tsx b/backends/advanced/webui/src/components/ExternalServices.tsx
new file mode 100644
index 00000000..f7dd7cfb
--- /dev/null
+++ b/backends/advanced/webui/src/components/ExternalServices.tsx
@@ -0,0 +1,638 @@
+import { useEffect, useState } from 'react'
+import { useQueryClient } from '@tanstack/react-query'
+import { AlertCircle, ArrowUpCircle, Check, CheckCircle, Circle, ExternalLink, Play, RefreshCw, RotateCcw, Server, Square, Wrench, XCircle } from 'lucide-react'
+import { systemApi } from '../services/api'
+import { useExternalServices, ExternalService, ServiceOperation, UpdateCheckResult } from '../hooks/useSystem'
+import { Alert, Button, Card, Checkbox, IconButton, MetadataChip } from './ui'
+
+type Lane = 'batch' | 'streaming'
+
+const ACTION_LABELS: Record<string, string> = {
+  start: 'Starting',
+  stop: 'Stopping',
+  restart: 'Restarting',
+}
+
+function operationLabel(op: ServiceOperation): string {
+  if (op.action.startsWith('provider:')) {
+    return `Switching ${op.service} to ${op.action.split(':')[1]}`
+  }
+  return `${ACTION_LABELS[op.action] ?? op.action} ${op.service}`
+}
+
+// Per-node code-version + update control (lifecycle mode only). Checks the node's
+// git state against a target ref (default from the backend), then offers to run the
+// update. The resulting operation is polled by the shared operation banner via
+// `onStarted` → the parent's setActiveOp, so progress (`phase`) shows live.
+function NodeUpdateControl({
+  node,
+  isHubNode,
+  busy,
+  onStarted,
+}: {
+  node: string | null
+  isHubNode: boolean
+  busy: boolean
+  onStarted: (op: ServiceOperation) => void
+}) {
+  const [checking, setChecking] = useState(false)
+  const [result, setResult] = useState<UpdateCheckResult | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [starting, setStarting] = useState(false)
+
+  const check = async () => {
+    setChecking(true)
+    setError(null)
+    try {
+      const response = await systemApi.checkNodeUpdate(node)
+      setResult(response.data)
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    } finally {
+      setChecking(false)
+    }
+  }
+
+  const startUpdate = async () => {
+    const message = isHubNode
+      ? 'Update the hub node?\n\nThis restarts the backend — the WebUI will briefly disconnect and the page may need a reload.'
+      : `Update node ${node ?? ''}?\n\nThis restarts the node agent and backend on that host.`
+    if (!window.confirm(message)) return
+    setStarting(true)
+    setError(null)
+    try {
+      const response = await systemApi.startNodeUpdate({ node: node ?? undefined })
+      onStarted(response.data.operation)
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    } finally {
+      setStarting(false)
+    }
+  }
+
+  // Check not run yet — offer the check action.
+  if (!result && !checking && !error) {
+    return (
+      <div className="px-1">
+        <button
+          onClick={check}
+          disabled={busy}
+          className="flex items-center gap-1.5 text-xs text-blue-600 dark:text-blue-400 hover:underline disabled:opacity-50"
+        >
+          <ArrowUpCircle className="h-3.5 w-3.5" />
+          <span>Check for updates</span>
+        </button>
+      </div>
+    )
+  }
+
+  if (checking) {
+    return (
+      <div className="flex items-center gap-1.5 px-1 text-xs text-gray-500 dark:text-gray-400">
+        <RefreshCw className="h-3.5 w-3.5 text-blue-500 animate-spin" />
+        <span>Checking for updates… (this can take up to a minute)</span>
+      </div>
+    )
+  }
+
+  // Network / request failure on the check itself.
+  if (error && !result) {
+    return (
+      <div className="flex items-center gap-2 px-1 text-xs">
+        <span className="text-red-600 dark:text-red-400">Update check failed: {error}</span>
+        <button onClick={check} className="text-blue-600 dark:text-blue-400 hover:underline">
+          Retry
+        </button>
+      </div>
+    )
+  }
+
+  if (!result) return null
+
+  // Update mechanism not available on this node (e.g. not a git checkout).
+  if (!result.available) {
+    return (
+      <div className="px-1 text-xs text-gray-400 dark:text-gray-500">
+        Updates unavailable{result.reason ? `: ${result.reason}` : ''}
+        {result.detail ? ` (${result.detail})` : ''}
+      </div>
+    )
+  }
+
+  const current = result.current
+  const target = result.target
+  const updateAvailable = Boolean(result.update_available && target)
+
+  return (
+    <div className="flex flex-wrap items-center gap-2 px-1 text-xs">
+      {updateAvailable && target ? (
+        <>
+          <span className="text-amber-600 dark:text-amber-400 font-medium">Update available:</span>
+          <span className="font-mono text-gray-600 dark:text-gray-300">
+            {current?.describe ?? '?'} → {target.ref} ({target.commit.slice(0, 7)})
+          </span>
+          <Button
+            variant="primary"
+            onClick={startUpdate}
+            disabled={busy || starting}
+            icon={<ArrowUpCircle className="h-3.5 w-3.5" />}
+          >
+            Update node
+          </Button>
+        </>
+      ) : (
+        <>
+          <CheckCircle className="h-3.5 w-3.5 text-green-500" />
+          <span className="text-gray-500 dark:text-gray-400">
+            Up to date{current?.describe ? ` (${current.describe})` : ''}
+          </span>
+          <button onClick={check} disabled={busy} className="text-blue-600 dark:text-blue-400 hover:underline disabled:opacity-50">
+            Re-check
+          </button>
+        </>
+      )}
+      {result.error && (
+        <span className="text-red-600 dark:text-red-400">— {result.error}</span>
+      )}
+      {error && (
+        <span className="text-red-600 dark:text-red-400">— {error}</span>
+      )}
+    </div>
+  )
+}
+
+function HealthBadge({ service }: { service: ExternalService }) {
+  switch (service.health) {
+    case 'healthy':
+      return <CheckCircle className="h-5 w-5 text-green-500 flex-shrink-0" />
+    case 'starting':
+      return <RefreshCw className="h-5 w-5 text-blue-500 animate-spin flex-shrink-0" />
+    case 'partial':
+      return <AlertCircle className="h-5 w-5 text-yellow-500 flex-shrink-0" />
+    case 'unhealthy':
+      return <XCircle className="h-5 w-5 text-red-500 flex-shrink-0" />
+    default:
+      return <Circle className="h-5 w-5 text-gray-400 flex-shrink-0" />
+  }
+}
+
+// 'lifecycle' (System page) shows health + start/stop/restart buttons.
+// 'providers' (Settings page) shows the batch/streaming ASR/TTS provider dropdowns.
+// Both share the /admin/services data + operation polling; only the right-hand
+// controls differ. The two are never mounted at the same time.
+type ExternalServicesMode = 'lifecycle' | 'providers'
+
+export default function ExternalServices({
+  isAdmin,
+  mode = 'lifecycle',
+}: {
+  isAdmin: boolean
+  mode?: ExternalServicesMode
+}) {
+  const title = mode === 'providers' ? 'ASR / TTS Providers' : 'External Services'
+  const queryClient = useQueryClient()
+  const [activeOp, setActiveOp] = useState<ServiceOperation | null>(null)
+  const [lastFailedOp, setLastFailedOp] = useState<ServiceOperation | null>(null)
+  const [buildImages, setBuildImages] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  // Staged provider selections (keyed by node:service:lane). A change is held here
+  // until the user clicks Apply — a switch can be heavy (start/stop a container,
+  // sometimes a model download), so we don't fire it on every dropdown change.
+  const [pending, setPending] = useState<Record<string, string>>({})
+
+  const busy = activeOp?.status === 'running'
+  const { data, isLoading, isFetching } = useExternalServices(isAdmin, busy)
+
+  // Adopt an operation already running on the agent (e.g. started in another tab)
+  useEffect(() => {
+    if (!activeOp && data?.operation && data.operation.status === 'running') {
+      setActiveOp(data.operation)
+    }
+  }, [data?.operation, activeOp])
+
+  // Poll the active operation until it finishes
+  useEffect(() => {
+    if (!activeOp || activeOp.status !== 'running') return
+    const timer = setInterval(async () => {
+      try {
+        const response = await systemApi.getExternalServiceOperation(activeOp.id, activeOp.node)
+        const op: ServiceOperation = response.data
+        if (op.status !== 'running') {
+          setActiveOp(null)
+          if (op.status === 'failed') setLastFailedOp(op)
+          queryClient.invalidateQueries({ queryKey: ['system'] })
+        } else {
+          setActiveOp(op)
+        }
+      } catch {
+        // Backend briefly unreachable (e.g. backend restart) — keep polling
+      }
+    }, 2000)
+    return () => clearInterval(timer)
+  }, [activeOp, queryClient])
+
+  const runAction = async (service: ExternalService, action: 'start' | 'stop' | 'restart') => {
+    setError(null)
+    setLastFailedOp(null)
+    if (service.name === 'backend' && action !== 'start') {
+      const confirmed = window.confirm(
+        'Stopping the backend takes down this dashboard — you will need ./start.sh on the host to bring it back. Continue?'
+      )
+      if (!confirmed) return
+    }
+    try {
+      const response = await systemApi.externalServiceAction(service.name, action, {
+        build: buildImages,
+        force: service.name === 'backend',
+        node: service.node,
+      })
+      setActiveOp(response.data.operation)
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    }
+  }
+
+  const switchProvider = async (
+    service: ExternalService,
+    provider: string,
+    lane: 'batch' | 'streaming' = 'batch',
+  ) => {
+    const current = lane === 'streaming' ? service.provider?.streaming_current : service.provider?.current
+    if (!provider || provider === current) return
+    setError(null)
+    setLastFailedOp(null)
+    try {
+      const response = await systemApi.setExternalServiceProvider(service.name, provider, buildImages, lane, service.node)
+      setActiveOp(response.data.operation)
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    }
+  }
+
+  // ── Staged provider selection (apply on demand, not on select) ──────────────
+  const provKey = (service: ExternalService, lane: Lane) =>
+    `${service.node ?? 'local'}:${service.name}:${lane}`
+
+  const laneCurrent = (service: ExternalService, lane: Lane) =>
+    (lane === 'streaming' ? service.provider?.streaming_current : service.provider?.current) ?? ''
+
+  const laneOptions = (service: ExternalService, lane: Lane) =>
+    (lane === 'streaming' ? service.provider?.streaming_available : service.provider?.available) ?? []
+
+  const stagedValue = (service: ExternalService, lane: Lane) =>
+    pending[provKey(service, lane)] ?? laneCurrent(service, lane)
+
+  const hasPending = (service: ExternalService, lane: Lane) => {
+    const v = pending[provKey(service, lane)]
+    return v != null && v !== laneCurrent(service, lane)
+  }
+
+  // Heavy = a local container is started/stopped (and may need a model download).
+  // Only a move between two cloud providers is config-only.
+  const pendingIsHeavy = (service: ExternalService, lane: Lane) => {
+    const opts = laneOptions(service, lane)
+    const next = opts.find(o => o.key === pending[provKey(service, lane)])
+    const cur = opts.find(o => o.key === laneCurrent(service, lane))
+    return Boolean(next?.local) || Boolean(cur?.local)
+  }
+
+  const stageProvider = (service: ExternalService, lane: Lane, value: string) =>
+    setPending(p => ({ ...p, [provKey(service, lane)]: value }))
+
+  const cancelPending = (service: ExternalService, lane: Lane) =>
+    setPending(p => {
+      const next = { ...p }
+      delete next[provKey(service, lane)]
+      return next
+    })
+
+  const applyProvider = async (service: ExternalService, lane: Lane) => {
+    const provider = pending[provKey(service, lane)]
+    if (provider == null) return
+    await switchProvider(service, provider, lane)
+    cancelPending(service, lane)
+  }
+
+  // Apply / discard controls shown inline once a lane has a pending change.
+  const renderApply = (service: ExternalService, lane: Lane) => {
+    if (!hasPending(service, lane)) return null
+    const heavy = pendingIsHeavy(service, lane)
+    return (
+      <span className="flex items-center gap-1.5">
+        <Button
+          variant="primary"
+          onClick={() => applyProvider(service, lane)}
+          disabled={busy}
+          title={heavy
+            ? 'Apply: stops the current container and starts the new provider — model load/download can take minutes'
+            : 'Apply: config change only — no container restart'}
+          icon={<Check className="h-3 w-3" />}
+        >
+          Apply
+        </Button>
+        <span className={`text-[10px] whitespace-nowrap ${heavy ? 'text-amber-600 dark:text-amber-400' : 'text-green-600 dark:text-green-400'}`}>
+          {heavy ? 'restarts service' : 'config only'}
+        </span>
+        <IconButton
+          onClick={() => cancelPending(service, lane)}
+          disabled={busy}
+          label="Discard pending change"
+        >
+          <XCircle className="h-3.5 w-3.5" />
+        </IconButton>
+      </span>
+    )
+  }
+
+  if (!isAdmin) return null
+
+  // Initial load — show a skeleton card so it's clear status is being fetched
+  // (the node-agent / cluster discovery can take a few seconds), rather than a
+  // blank space where the section will appear.
+  if (isLoading) {
+    return (
+      <Card raised padded={false} className="p-6">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
+          <Wrench className="h-5 w-5 mr-2 text-blue-600" />
+          {title}
+        </h3>
+        <div className="flex items-center gap-2 text-sm text-gray-500 dark:text-gray-400">
+          <RefreshCw className="h-4 w-4 text-blue-500 animate-spin" />
+          <span>Loading services…</span>
+        </div>
+      </Card>
+    )
+  }
+
+  if (!data?.available) {
+    if (data?.reason === 'unreachable') {
+      return (
+        <Card raised padded={false} className="p-6">
+          <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-2 flex items-center">
+            <Wrench className="h-5 w-5 mr-2 text-blue-600" />
+            {title}
+          </h3>
+          <p className="text-sm text-gray-500 dark:text-gray-400">
+            Service manager agent is not reachable. Start it on the host with{' '}
+            <code className="px-1 bg-gray-100 dark:bg-gray-700 rounded">./start.sh</code> or{' '}
+            <code className="px-1 bg-gray-100 dark:bg-gray-700 rounded">uv run python services.py manager start</code>.
+          </p>
+        </Card>
+      )
+    }
+    // Not configured at all — hide the section
+    return null
+  }
+
+  // 'providers' mode lists every service that exposes provider switching (ASR/TTS),
+  // even when disabled — the dropdown is the only way to switch to a local provider
+  // (which re-enables it), so hiding a disabled service would strand it on whatever
+  // cloud provider is selected with no UI path to change it.
+  // 'lifecycle' mode lists enabled services (those that have start/stop/restart).
+  const visibleServices = (data.services ?? []).filter(s =>
+    mode === 'providers'
+      ? s.provider != null && s.provider.available.length > 0
+      : s.enabled
+  )
+  // Group services by node. With only the local node this is a single flat
+  // group (no header, unchanged look); in a cluster, each node gets its own header.
+  const byNode = new Map<string, ExternalService[]>()
+  for (const s of visibleServices) {
+    const key = s.node ?? 'local'
+    const list = byNode.get(key) ?? []
+    list.push(s)
+    byNode.set(key, list)
+  }
+  // Local node first, then remote nodes alphabetically.
+  const serviceGroups = Array.from(byNode.entries()).sort(([, a], [, b]) => {
+    const ar = a[0]?.remote ? 1 : 0
+    const br = b[0]?.remote ? 1 : 0
+    if (ar !== br) return ar - br
+    return (a[0]?.node ?? '').localeCompare(b[0]?.node ?? '')
+  })
+  const showNodeHeaders = serviceGroups.length > 1 || visibleServices.some(s => s.remote)
+
+  return (
+    <Card raised padded={false} className="p-6">
+      <div className="flex items-center justify-between mb-4">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 flex items-center">
+          <Wrench className="h-5 w-5 mr-2 text-blue-600" />
+          {title}
+          {/* Background poll in flight (e.g. waiting for a 'starting' service to
+              come up, or the periodic refetch) — subtle hint that status is live. */}
+          {isFetching && (
+            <span className="ml-2 flex items-center gap-1 text-xs font-normal text-gray-400 dark:text-gray-500">
+              <RefreshCw className="h-3 w-3 animate-spin" />
+              refreshing…
+            </span>
+          )}
+        </h3>
+        <Checkbox
+          checked={buildImages}
+          onChange={e => setBuildImages(e.target.checked)}
+          label="Build images"
+        />
+      </div>
+
+      {/* Active operation banner */}
+      {busy && activeOp && (
+        <Alert tone="info" icon={<RefreshCw className="h-4 w-4 animate-spin" />} className="mb-4">
+          {operationLabel(activeOp)}
+          {activeOp.phase ? ` — ${activeOp.phase}` : '… this can take a few minutes.'}
+        </Alert>
+      )}
+
+      {/* Failure detail */}
+      {lastFailedOp && (
+        <div className="mb-4 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-3">
+          <div className="flex items-center justify-between">
+            <span className="text-sm text-red-700 dark:text-red-300">
+              {operationLabel(lastFailedOp)} failed.
+            </span>
+            <button onClick={() => setLastFailedOp(null)} className="text-red-500 hover:text-red-700">
+              <XCircle className="h-4 w-4" />
+            </button>
+          </div>
+          {lastFailedOp.log && (
+            <details className="mt-2">
+              <summary className="text-xs text-red-600 dark:text-red-400 cursor-pointer">Show log</summary>
+              <pre className="mt-1 p-2 bg-red-100 dark:bg-red-900/40 rounded text-xs overflow-x-auto max-h-48 text-red-800 dark:text-red-200">
+                {lastFailedOp.log}
+              </pre>
+            </details>
+          )}
+        </div>
+      )}
+
+      {error && <Alert tone="danger" className="mb-4">{error}</Alert>}
+
+      <div className="space-y-4">
+        {serviceGroups.map(([nodeKey, groupServices]) => (
+          <div key={nodeKey} className="space-y-2">
+            {showNodeHeaders && (
+              <div className="flex items-center gap-2 px-1">
+                <Server className="h-4 w-4 text-gray-500 dark:text-gray-400" />
+                <span className="font-mono text-sm font-medium text-gray-700 dark:text-gray-300">
+                  {groupServices[0]?.node ?? nodeKey}
+                </span>
+                <MetadataChip>{groupServices[0]?.remote ? 'remote node' : 'hub'}</MetadataChip>
+              </div>
+            )}
+            {mode === 'lifecycle' && (
+              <NodeUpdateControl
+                node={groupServices[0]?.node ?? null}
+                isHubNode={
+                  groupServices.some(s => s.name === 'backend' && s.remote === false) ||
+                  !groupServices[0]?.remote
+                }
+                busy={busy}
+                onStarted={op => {
+                  setError(null)
+                  setLastFailedOp(null)
+                  setActiveOp(op)
+                }}
+              />
+            )}
+            {groupServices.map(service => {
+          const stopped = service.health === 'stopped'
+          const starting = service.health === 'starting'
+          return (
+            <div key={service.name} className="p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
+              <div className="flex items-center justify-between flex-wrap gap-2">
+                <div className="flex items-center space-x-3 min-w-0">
+                  <HealthBadge service={service} />
+                  <div className="min-w-0">
+                    <div className="font-medium text-gray-900 dark:text-gray-100">
+                      {service.name}
+                      <span className="ml-2 text-xs text-gray-500 dark:text-gray-400">
+                        :{service.ports.join(', :')}
+                      </span>
+                    </div>
+                    <div className="text-sm text-gray-600 dark:text-gray-400 truncate">
+                      {service.description}
+                      {starting ? (
+                        <span className="text-blue-600 dark:text-blue-400"> — starting (model loading can take minutes)</span>
+                      ) : service.health_detail ? (
+                        <span className="text-yellow-600 dark:text-yellow-400"> — {service.health_detail}</span>
+                      ) : null}
+                    </div>
+                    {service.ui_url && (
+                      <a
+                        href={service.ui_url}
+                        target="_blank"
+                        rel="noreferrer"
+                        className="mt-1 inline-flex max-w-full items-center gap-1 text-xs font-mono text-blue-600 dark:text-blue-400 hover:underline focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 focus-visible:ring-offset-2 dark:focus-visible:ring-offset-gray-700 rounded-sm"
+                        title={`Open ${service.name} UI in a new tab`}
+                      >
+                        <span className="truncate">{service.ui_url}</span>
+                        <ExternalLink className="h-3 w-3 shrink-0" aria-hidden="true" />
+                        <span className="sr-only">(opens in a new tab)</span>
+                      </a>
+                    )}
+                  </div>
+                </div>
+
+                <div className="flex items-center space-x-2">
+                  {mode === 'providers' && service.provider && service.provider.available.length > 0 && (
+                    <div className="flex flex-col gap-1">
+                      <label className="flex items-center gap-1.5 text-xs text-gray-500 dark:text-gray-400">
+                        {service.provider.streaming_available?.length ? <span className="w-14 shrink-0">Batch</span> : null}
+                        <select
+                          value={stagedValue(service, 'batch')}
+                          onChange={e => stageProvider(service, 'batch', e.target.value)}
+                          disabled={busy}
+                          className="text-sm px-2 py-1.5 rounded-md border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 disabled:opacity-50"
+                          title="Active batch (file/full-audio) provider — choose, then click Apply to switch"
+                        >
+                          {!service.provider.current && <option value="">(no provider set)</option>}
+                          {service.provider.available.map(p => (
+                            <option key={p.key} value={p.key}>{p.label}</option>
+                          ))}
+                        </select>
+                        {renderApply(service, 'batch')}
+                      </label>
+                      {service.provider.streaming_available && service.provider.streaming_available.length > 0 && (
+                        <label className="flex items-center gap-1.5 text-xs text-gray-500 dark:text-gray-400">
+                          <span className="w-14 shrink-0">Streaming</span>
+                          <select
+                            value={stagedValue(service, 'streaming')}
+                            onChange={e => stageProvider(service, 'streaming', e.target.value)}
+                            disabled={busy}
+                            className="text-sm px-2 py-1.5 rounded-md border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 disabled:opacity-50"
+                            title="Active streaming (live transcription) provider — choose, then click Apply to switch"
+                          >
+                            {!service.provider.streaming_current && <option value="">(no provider set)</option>}
+                            {service.provider.streaming_available.map(p => (
+                              <option key={p.key} value={p.key}>{p.label}</option>
+                            ))}
+                          </select>
+                          {renderApply(service, 'streaming')}
+                        </label>
+                      )}
+                    </div>
+                  )}
+
+                  {mode === 'providers' ? (
+                    // Provider-config surface: no lifecycle buttons here. When a
+                    // service is disabled in config.yml, selecting a local provider
+                    // above re-enables it — guide the user there.
+                    !service.enabled ? (
+                      <span className="text-xs text-gray-500 dark:text-gray-400 italic">
+                        not in startup set — pick a local provider to enable
+                      </span>
+                    ) : null
+                  ) : stopped ? (
+                    <button
+                      onClick={() => runAction(service, 'start')}
+                      disabled={busy}
+                      className="flex items-center space-x-1 px-3 py-1.5 text-sm bg-green-600 text-white rounded-md hover:bg-green-700 transition-colors disabled:opacity-50"
+                    >
+                      <Play className="h-3.5 w-3.5" />
+                      <span>Start</span>
+                    </button>
+                  ) : starting ? (
+                    <Button
+                      variant="danger"
+                      onClick={() => runAction(service, 'stop')}
+                      disabled={busy}
+                      icon={<Square className="h-3.5 w-3.5" />}
+                    >
+                      Stop
+                    </Button>
+                  ) : (
+                    <>
+                      <Button
+                        variant="primary"
+                        onClick={() => runAction(service, 'restart')}
+                        disabled={busy}
+                        icon={<RotateCcw className="h-3.5 w-3.5" />}
+                      >
+                        Restart
+                      </Button>
+                      <Button
+                        variant="danger"
+                        onClick={() => runAction(service, 'stop')}
+                        disabled={busy}
+                        icon={<Square className="h-3.5 w-3.5" />}
+                      >
+                        Stop
+                      </Button>
+                    </>
+                  )}
+                </div>
+              </div>
+            </div>
+          )
+            })}
+          </div>
+        ))}
+      </div>
+
+      <p className="mt-3 text-xs text-gray-500 dark:text-gray-400">
+        {mode === 'providers'
+          ? 'Provider changes stop the old container before starting the new one; GPU models may take a few minutes to load after start. This switches the running service and its model together — use Settings → Active Models to repoint a role at a model without a container.'
+          : 'Managed by the host service-manager agent. Start/stop/restart the container stack here.'}
+      </p>
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/MemoryAuditCard.tsx b/backends/advanced/webui/src/components/MemoryAuditCard.tsx
new file mode 100644
index 00000000..d64da965
--- /dev/null
+++ b/backends/advanced/webui/src/components/MemoryAuditCard.tsx
@@ -0,0 +1,104 @@
+import { useEffect, useState } from 'react'
+import { ArrowUp, Loader2 } from 'lucide-react'
+import { conversationsApi } from '../services/api'
+import { Card, MetadataChip, StateBadge } from './ui'
+
+interface MemoryAuditEntry {
+  id: string
+  operation: string
+  note_path?: string | null
+  // Backend-classified provenance label (see services/memory/audit.py).
+  source_label?: string | null
+  agent_mode?: boolean
+  summary?: string | null
+  created_at?: string | null
+}
+
+// Deletions keep a restrained danger tint in this audit list; other operations
+// are plain metadata (mirrors MemoryLedger).
+const isDestructiveOp = (op: string) => op === 'delete' || op === 'delete_all'
+
+function formatTime(value?: string | null): string {
+  if (!value) return ''
+  const d = new Date(value)
+  return `${d.toLocaleDateString()} ${d.toLocaleTimeString([], { hour: '2-digit', minute: '2-digit' })}`
+}
+
+export default function MemoryAuditCard({ conversationId }: { conversationId: string }) {
+  const [entries, setEntries] = useState<MemoryAuditEntry[]>([])
+  const [loading, setLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+
+  useEffect(() => {
+    let cancelled = false
+    const load = async () => {
+      try {
+        setLoading(true)
+        const response = await conversationsApi.getMemoryAudit(conversationId)
+        if (!cancelled) setEntries(response.data?.entries || [])
+      } catch (err: any) {
+        if (!cancelled) setError('Failed to load memory history')
+        console.error('Failed to load memory audit:', err)
+      } finally {
+        if (!cancelled) setLoading(false)
+      }
+    }
+    load()
+    return () => {
+      cancelled = true
+    }
+  }, [conversationId])
+
+  // Nothing recorded and no error: stay quiet rather than show an empty card.
+  if (!loading && !error && entries.length === 0) return null
+
+  return (
+    <Card id="memory-history" className="bg-gray-50 dark:bg-gray-800/50 scroll-mt-6">
+      <div className="mb-3 flex items-center justify-between gap-3">
+        <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase">
+          Memory History
+        </h3>
+        <a href="#transcript" className="inline-flex items-center gap-1 text-xs font-medium text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200">
+          <ArrowUp className="h-3.5 w-3.5" /> Back to transcript
+        </a>
+      </div>
+
+      {loading && (
+        <div className="flex items-center space-x-2 text-sm text-gray-500 dark:text-gray-400">
+          <Loader2 className="h-4 w-4 animate-spin" />
+          <span>Loading…</span>
+        </div>
+      )}
+
+      {error && <div className="text-sm text-red-600 dark:text-red-400">{error}</div>}
+
+      {!loading && !error && (
+        <ul className="grid grid-cols-1 xl:grid-cols-2 gap-x-8 gap-y-3 text-sm">
+          {entries.map((entry) => (
+            <li key={entry.id} className="flex items-start justify-between gap-3">
+              <div className="min-w-0">
+                <div className="flex items-center gap-2">
+                  {isDestructiveOp(entry.operation) ? (
+                    <StateBadge tone="danger">{entry.operation}</StateBadge>
+                  ) : (
+                    <MetadataChip>{entry.operation}</MetadataChip>
+                  )}
+                  <span className="text-gray-900 dark:text-gray-100 break-all">
+                    {entry.note_path || '(whole vault)'}
+                  </span>
+                </div>
+                <div className="text-xs text-gray-500 dark:text-gray-400 mt-0.5">
+                  {entry.source_label || 'system'}
+                  {entry.summary ? ` • ${entry.summary}` : ''}
+                </div>
+              </div>
+              <span className="shrink-0 text-xs text-gray-400 dark:text-gray-500">
+                {formatTime(entry.created_at)}
+              </span>
+            </li>
+          ))}
+        </ul>
+      )}
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/PluginSettings.tsx b/backends/advanced/webui/src/components/PluginSettings.tsx
index 05576120..57ee7d7a 100644
--- a/backends/advanced/webui/src/components/PluginSettings.tsx
+++ b/backends/advanced/webui/src/components/PluginSettings.tsx
@@ -2,6 +2,7 @@ import { useState, useEffect } from 'react'
 import { Puzzle, RefreshCw, CheckCircle, Save, RotateCcw, AlertCircle } from 'lucide-react'
 import { systemApi } from '../services/api'
 import { useAuth } from '../contexts/AuthContext'
+import { Alert, Button, Card, Textarea } from './ui'
 
 interface PluginSettingsProps {
   className?: string
@@ -100,7 +101,7 @@ export default function PluginSettings({ className }: PluginSettingsProps) {
 
   return (
     <div className={className}>
-      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
+      <Card raised padded={false} className="p-6">
         {/* Header */}
         <div className="flex items-center justify-between mb-4">
           <div className="flex items-center space-x-2">
@@ -110,47 +111,45 @@ export default function PluginSettings({ className }: PluginSettingsProps) {
             </h3>
           </div>
           <div className="flex items-center space-x-2">
-            <button
+            <Button
+              variant="ghost"
               onClick={resetConfig}
               disabled={loading || saving}
-              className="flex items-center space-x-1 px-3 py-1.5 text-sm text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200 disabled:opacity-50"
+              icon={<RotateCcw className="h-4 w-4" />}
             >
-              <RotateCcw className="h-4 w-4" />
-              <span>Reset</span>
-            </button>
-            <button
+              Reset
+            </Button>
+            <Button
+              variant="ghost"
               onClick={loadPluginsConfig}
               disabled={loading || saving}
-              className="flex items-center space-x-1 px-3 py-1.5 text-sm text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200 disabled:opacity-50"
+              icon={<RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />}
             >
-              <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
-              <span>Reload</span>
-            </button>
+              Reload
+            </Button>
           </div>
         </div>
 
         {/* Messages */}
         {message && (
-          <div className="mb-4 p-3 bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-800 rounded-md flex items-start space-x-2">
-            <CheckCircle className="h-5 w-5 text-green-600 dark:text-green-400 mt-0.5" />
-            <p className="text-sm text-green-700 dark:text-green-300">{message}</p>
-          </div>
+          <Alert tone="success" icon={<CheckCircle className="h-5 w-5" />} className="mb-4">
+            {message}
+          </Alert>
         )}
 
         {error && (
-          <div className="mb-4 p-3 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md flex items-start space-x-2">
-            <AlertCircle className="h-5 w-5 text-red-600 dark:text-red-400 mt-0.5" />
-            <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-          </div>
+          <Alert tone="danger" icon={<AlertCircle className="h-5 w-5" />} className="mb-4">
+            {error}
+          </Alert>
         )}
 
         {/* Editor */}
         <div className="mb-4">
-          <textarea
+          <Textarea
             value={configYaml}
             onChange={(e) => setConfigYaml(e.target.value)}
             disabled={loading || saving}
-            className="w-full h-96 p-4 font-mono text-sm bg-gray-50 dark:bg-gray-900 border border-gray-300 dark:border-gray-600 rounded-md focus:ring-2 focus:ring-blue-500 focus:border-transparent resize-y"
+            className="h-96 p-4 font-mono bg-gray-50 dark:bg-gray-900"
             placeholder="Loading configuration..."
             spellCheck={false}
           />
@@ -158,23 +157,25 @@ export default function PluginSettings({ className }: PluginSettingsProps) {
 
         {/* Actions */}
         <div className="flex space-x-3">
-          <button
+          <Button
+            variant="secondary"
+            size="md"
             onClick={validateConfig}
             disabled={loading || validating || saving}
-            className="flex items-center space-x-2 px-4 py-2 text-sm font-medium text-gray-700 dark:text-gray-200 bg-white dark:bg-gray-700 border border-gray-300 dark:border-gray-600 rounded-md hover:bg-gray-50 dark:hover:bg-gray-600 disabled:opacity-50"
+            icon={<CheckCircle className="h-4 w-4" />}
           >
-            <CheckCircle className="h-4 w-4" />
-            <span>{validating ? 'Validating...' : 'Validate'}</span>
-          </button>
+            {validating ? 'Validating...' : 'Validate'}
+          </Button>
 
-          <button
+          <Button
+            variant="primary"
+            size="md"
             onClick={saveConfig}
             disabled={loading || saving || validating}
-            className="flex items-center space-x-2 px-4 py-2 text-sm font-medium text-white bg-blue-600 rounded-md hover:bg-blue-700 disabled:opacity-50"
+            icon={<Save className="h-4 w-4" />}
           >
-            <Save className="h-4 w-4" />
-            <span>{saving ? 'Saving...' : 'Save Changes'}</span>
-          </button>
+            {saving ? 'Saving...' : 'Save Changes'}
+          </Button>
         </div>
 
         {/* Help text */}
@@ -189,7 +190,7 @@ export default function PluginSettings({ className }: PluginSettingsProps) {
             <li>Changes require backend restart to take effect</li>
           </ul>
         </div>
-      </div>
+      </Card>
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/components/PluginSettingsForm.tsx b/backends/advanced/webui/src/components/PluginSettingsForm.tsx
index 718ade20..7b98975f 100644
--- a/backends/advanced/webui/src/components/PluginSettingsForm.tsx
+++ b/backends/advanced/webui/src/components/PluginSettingsForm.tsx
@@ -3,6 +3,7 @@ import { RefreshCw, AlertCircle } from 'lucide-react'
 import { systemApi } from '../services/api'
 import PluginListSidebar from './plugins/PluginListSidebar'
 import PluginConfigPanel from './plugins/PluginConfigPanel'
+import { Alert, Card } from './ui'
 
 interface PluginMetadata {
   plugin_id: string
@@ -15,8 +16,10 @@ interface PluginMetadata {
     enabled: boolean
     events: string[]
     condition: {
-      type: 'always' | 'wake_word'
+      type: 'always' | 'wake_word' | 'keyword_anywhere' | 'acoustic_wake_word'
       wake_words?: string[]
+      keywords?: string[]
+      threshold?: number
     }
   }
   config_schema: {
@@ -30,8 +33,10 @@ interface PluginConfig {
     enabled: boolean
     events: string[]
     condition: {
-      type: 'always' | 'wake_word'
+      type: 'always' | 'wake_word' | 'keyword_anywhere' | 'acoustic_wake_word'
       wake_words?: string[]
+      keywords?: string[]
+      threshold?: number
     }
   }
   settings: Record<string, any>
@@ -255,7 +260,7 @@ export default function PluginSettingsForm({ className }: PluginSettingsFormProp
 
   return (
     <div className={className}>
-      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
+      <Card raised padded={false} className="overflow-hidden">
         {/* Header */}
         <div className="flex items-center justify-between p-6 border-b border-gray-200 dark:border-gray-700">
           <div>
@@ -278,18 +283,13 @@ export default function PluginSettingsForm({ className }: PluginSettingsFormProp
 
         {/* Status Messages */}
         {message && (
-          <div className="mx-6 mt-4 p-3 bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-800 rounded-md">
-            <p className="text-sm text-green-700 dark:text-green-300">{message}</p>
-          </div>
+          <Alert tone="success" className="mx-6 mt-4">{message}</Alert>
         )}
 
         {error && (
-          <div className="mx-6 mt-4 p-3 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md">
-            <div className="flex">
-              <AlertCircle className="h-5 w-5 text-red-400 mr-2 flex-shrink-0" />
-              <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-            </div>
-          </div>
+          <Alert tone="danger" icon={<AlertCircle className="h-5 w-5" />} className="mx-6 mt-4">
+            {error}
+          </Alert>
         )}
 
         {/* Main Content */}
@@ -329,7 +329,7 @@ export default function PluginSettingsForm({ className }: PluginSettingsFormProp
             )}
           </div>
         </div>
-      </div>
+      </Card>
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/components/RemoteControl.tsx b/backends/advanced/webui/src/components/RemoteControl.tsx
new file mode 100644
index 00000000..4e9b5d6a
--- /dev/null
+++ b/backends/advanced/webui/src/components/RemoteControl.tsx
@@ -0,0 +1,143 @@
+import { useEffect, useState } from 'react'
+import { CheckCircle, Circle, Play, RefreshCw, Smartphone, Square } from 'lucide-react'
+import { systemApi } from '../services/api'
+import { Button, Card, MetadataChip } from './ui'
+
+interface RemoteControlData {
+  available: boolean
+  reason?: string
+  detail?: string
+  running?: boolean
+  managed?: boolean
+  session?: string
+  dir?: string
+  name?: string
+  tmux_available?: boolean
+  claude_available?: boolean
+}
+
+export default function RemoteControl({ isAdmin }: { isAdmin: boolean }) {
+  const [data, setData] = useState<RemoteControlData | null>(null)
+  const [loaded, setLoaded] = useState(false)
+  const [busy, setBusy] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+
+  const load = async () => {
+    try {
+      const res = await systemApi.getRemoteControl()
+      setData(res.data)
+    } catch {
+      setData(null)
+    } finally {
+      setLoaded(true)
+    }
+  }
+
+  useEffect(() => { if (isAdmin) load() }, [isAdmin])
+
+  const act = async (action: 'start' | 'stop' | 'restart') => {
+    setBusy(true)
+    setError(null)
+    try {
+      const res = await systemApi.remoteControlAction(action)
+      setData({ available: true, ...res.data })
+    } catch (e: any) {
+      setError(e.response?.data?.detail ?? e.message)
+    } finally {
+      setBusy(false)
+    }
+  }
+
+  // Hide entirely when not admin, still loading, or the agent isn't configured.
+  if (!isAdmin || !loaded || !data || !data.available) return null
+
+  const running = !!data.running
+  const missingDeps = data.tmux_available === false || data.claude_available === false
+
+  return (
+    <Card raised padded={false} className="p-6">
+      <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-1 flex items-center">
+        <Smartphone className="h-5 w-5 mr-2 text-blue-600" />
+        Claude Remote Control
+      </h3>
+      <p className="text-sm text-gray-500 dark:text-gray-400 mb-4">
+        Run a <code className="px-1 bg-gray-100 dark:bg-gray-700 rounded">claude remote-control</code> server
+        on this host so you can spawn new Claude Code sessions from the Claude mobile app (Code tab). You'll
+        get a push notification when a session is live.
+      </p>
+
+      {missingDeps && (
+        <div className="mb-3 text-sm text-yellow-700 dark:text-yellow-400">
+          {data.claude_available === false && 'claude CLI not found on host. '}
+          {data.tmux_available === false && 'tmux not found on host. '}
+          Install them on the machine running the service-manager agent.
+        </div>
+      )}
+
+      <div className="p-3 bg-gray-50 dark:bg-gray-700 rounded-md flex items-center justify-between flex-wrap gap-2">
+        <div className="flex items-center space-x-3 min-w-0">
+          {running ? (
+            <CheckCircle className="h-5 w-5 text-green-500 flex-shrink-0" />
+          ) : (
+            <Circle className="h-5 w-5 text-gray-400 flex-shrink-0" />
+          )}
+          <div className="min-w-0">
+            <div className="font-medium text-gray-900 dark:text-gray-100">
+              {running ? 'Running' : 'Stopped'}
+              {data.name && <span className="ml-2 text-xs text-gray-500 dark:text-gray-400">{data.name}</span>}
+              {data.managed && (
+                <MetadataChip className="ml-2">auto-start on boot</MetadataChip>
+              )}
+            </div>
+            {data.dir && (
+              <div className="text-sm text-gray-600 dark:text-gray-400 truncate">
+                sessions run in <code className="text-xs">{data.dir}</code>
+                {data.session && <> · tmux <code className="text-xs">{data.session}</code></>}
+              </div>
+            )}
+          </div>
+        </div>
+
+        <div className="flex items-center space-x-2">
+          {running ? (
+            <>
+              <Button
+                variant="primary"
+                onClick={() => act('restart')}
+                disabled={busy}
+                icon={<RefreshCw className={`h-3.5 w-3.5 ${busy ? 'animate-spin' : ''}`} />}
+              >
+                Restart
+              </Button>
+              <Button
+                variant="danger"
+                onClick={() => act('stop')}
+                disabled={busy}
+                icon={<Square className="h-3.5 w-3.5" />}
+              >
+                Stop
+              </Button>
+            </>
+          ) : (
+            <button
+              onClick={() => act('start')}
+              disabled={busy || missingDeps}
+              className="flex items-center gap-1 px-3 py-1.5 text-sm bg-green-600 text-white rounded-md hover:bg-green-700 disabled:opacity-50"
+            >
+              <Play className="h-3.5 w-3.5" />
+              <span>Start</span>
+            </button>
+          )}
+        </div>
+      </div>
+
+      {error && <div className="mt-3 text-sm text-red-600 dark:text-red-400">{error}</div>}
+
+      <p className="mt-3 text-xs text-gray-500 dark:text-gray-400">
+        Backed by a tmux session (<code className="text-xs">tmux attach -t {data.session ?? 'chronicle-rc'}</code> at
+        the desktop). Make it survive reboots from the wizard's "auto-start on boot" step, or{' '}
+        <code className="text-xs">services.py remote-control install</code>.
+      </p>
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/SpeakerInlineInput.tsx b/backends/advanced/webui/src/components/SpeakerInlineInput.tsx
index f7fe6389..71dc3541 100644
--- a/backends/advanced/webui/src/components/SpeakerInlineInput.tsx
+++ b/backends/advanced/webui/src/components/SpeakerInlineInput.tsx
@@ -1,6 +1,7 @@
 import { useState, useRef, useEffect } from 'react'
-import { Plus } from 'lucide-react'
+import { Plus, UserX } from 'lucide-react'
 import { useSortedSpeakers } from '../hooks/useSortedSpeakers'
+import { nextUnknownSpeakerLabel } from '../utils/speakerLabels'
 
 interface SpeakerInlineInputProps {
   value: string
@@ -9,6 +10,8 @@ interface SpeakerInlineInputProps {
   enrolledSpeakers: Array<{ speaker_id: string; name: string }>
   recentSpeakers?: string[]
   placeholder?: string
+  allowCreate?: boolean
+  usedSpeakerNames?: string[]
 }
 
 /**
@@ -22,14 +25,21 @@ export default function SpeakerInlineInput({
   enrolledSpeakers,
   recentSpeakers = [],
   placeholder = 'Type speaker name...',
+  allowCreate = true,
+  usedSpeakerNames = [],
 }: SpeakerInlineInputProps) {
   const [isFocused, setIsFocused] = useState(false)
   const containerRef = useRef<HTMLDivElement>(null)
 
   const sortedSpeakers = useSortedSpeakers(enrolledSpeakers, value, recentSpeakers)
   const hasResults = sortedSpeakers.recent.length > 0 || sortedSpeakers.rest.length > 0
-  const showDropdown = isFocused && (hasResults || value.trim())
-  const canCreate = value.trim() && !enrolledSpeakers.some(s => s.name.toLowerCase() === value.trim().toLowerCase())
+  const unknownSpeakers = [nextUnknownSpeakerLabel(usedSpeakerNames)]
+  const matchingUnknowns = unknownSpeakers.filter((name) =>
+    !value.trim() || name.toLowerCase().includes(value.trim().toLowerCase())
+  )
+  const showDropdown = isFocused && (hasResults || matchingUnknowns.length > 0 || value.trim())
+  const isKnownUnknown = unknownSpeakers.some((name) => name.toLowerCase() === value.trim().toLowerCase())
+  const canCreate = allowCreate && value.trim() && !isKnownUnknown && !enrolledSpeakers.some(s => s.name.toLowerCase() === value.trim().toLowerCase())
 
   useEffect(() => {
     const handleClickOutside = (event: MouseEvent) => {
@@ -68,8 +78,11 @@ export default function SpeakerInlineInput({
         onKeyDown={(e) => {
           if (e.key === 'Enter' && value.trim()) {
             // If there's an exact match or results, select first; otherwise create
+            const exactUnknown = unknownSpeakers.find((name) => name.toLowerCase() === value.trim().toLowerCase())
             const first = sortedSpeakers.recent[0] || sortedSpeakers.rest[0]
-            handleSelect(first ? first.name : value.trim())
+            if (exactUnknown) handleSelect(exactUnknown)
+            else if (first) handleSelect(first.name)
+            else if (allowCreate) handleSelect(value.trim())
           }
         }}
         placeholder={placeholder}
@@ -78,6 +91,16 @@ export default function SpeakerInlineInput({
 
       {showDropdown && (
         <div className="absolute top-full left-0 mt-1 w-full min-w-[180px] bg-white dark:bg-gray-800 rounded-lg shadow-lg border border-gray-200 dark:border-gray-700 z-50 max-h-40 overflow-y-auto">
+          {matchingUnknowns.map((name) => (
+            <button
+              key={name}
+              onMouseDown={(e) => { e.preventDefault(); handleSelect(name) }}
+              className="w-full text-left px-3 py-1.5 text-xs hover:bg-gray-100 dark:hover:bg-gray-700 text-gray-500 dark:text-gray-400 flex items-center gap-1.5"
+            >
+              <UserX className="h-3 w-3" /> {name}
+            </button>
+          ))}
+          {matchingUnknowns.length > 0 && hasResults && <div className="border-t border-gray-100 dark:border-gray-700" />}
           {sortedSpeakers.recent.length > 0 && (
             <>
               <div className="px-3 py-0.5 text-[10px] text-gray-400 dark:text-gray-500 uppercase tracking-wider bg-gray-50 dark:bg-gray-800/50">
diff --git a/backends/advanced/webui/src/components/SpeakerNameDropdown.tsx b/backends/advanced/webui/src/components/SpeakerNameDropdown.tsx
index 45b0ff07..7b46a159 100644
--- a/backends/advanced/webui/src/components/SpeakerNameDropdown.tsx
+++ b/backends/advanced/webui/src/components/SpeakerNameDropdown.tsx
@@ -1,6 +1,7 @@
 import { useState, useRef, useEffect } from 'react'
-import { Check, Plus } from 'lucide-react'
+import { Check, Plus, UserX } from 'lucide-react'
 import { useSortedSpeakers } from '../hooks/useSortedSpeakers'
+import { nextUnknownSpeakerLabel } from '../utils/speakerLabels'
 
 interface SpeakerNameDropdownProps {
   currentSpeaker: string
@@ -11,6 +12,7 @@ interface SpeakerNameDropdownProps {
   annotated?: boolean
   speakerColor?: string
   recentSpeakers?: string[]
+  usedSpeakerNames?: string[]
 }
 
 export default function SpeakerNameDropdown({
@@ -20,6 +22,7 @@ export default function SpeakerNameDropdown({
   annotated = false,
   speakerColor = 'text-blue-700 dark:text-blue-300',
   recentSpeakers = [],
+  usedSpeakerNames = [],
 }: SpeakerNameDropdownProps) {
   const [isOpen, setIsOpen] = useState(false)
   const [searchQuery, setSearchQuery] = useState('')
@@ -27,6 +30,10 @@ export default function SpeakerNameDropdown({
 
   const sortedSpeakers = useSortedSpeakers(enrolledSpeakers, searchQuery, recentSpeakers)
   const hasResults = sortedSpeakers.recent.length > 0 || sortedSpeakers.rest.length > 0
+  const unknownSpeakers = [nextUnknownSpeakerLabel(usedSpeakerNames)]
+  const matchingUnknowns = unknownSpeakers.filter((name) =>
+    !searchQuery || name.toLowerCase().includes(searchQuery.toLowerCase())
+  )
 
   useEffect(() => {
     const handleClickOutside = (event: MouseEvent) => {
@@ -72,14 +79,16 @@ export default function SpeakerNameDropdown({
     </button>
   )
 
-  const canCreate = searchQuery && !enrolledSpeakers.some(s => s.name.toLowerCase() === searchQuery.toLowerCase())
+  const canCreate = searchQuery &&
+    !unknownSpeakers.some((name) => name.toLowerCase() === searchQuery.trim().toLowerCase()) &&
+    !enrolledSpeakers.some(s => s.name.toLowerCase() === searchQuery.toLowerCase())
 
   return (
     <div className="relative inline-block" ref={dropdownRef}>
       {/* Speaker name button */}
       <button
         onClick={() => setIsOpen(!isOpen)}
-        className={`font-medium hover:underline cursor-pointer ${
+        className={`font-medium text-left hover:underline cursor-pointer ${
           annotated ? 'text-orange-600 dark:text-orange-400' : speakerColor
         }`}
         title={annotated ? 'This segment has a pending annotation' : 'Click to edit speaker'}
@@ -101,7 +110,10 @@ export default function SpeakerNameDropdown({
               autoFocus
               onKeyDown={(e) => {
                 if (e.key === 'Enter') {
-                  if (hasResults) {
+                  const exactUnknown = unknownSpeakers.find((name) => name.toLowerCase() === searchQuery.trim().toLowerCase())
+                  if (exactUnknown) {
+                    handleSpeakerSelect(exactUnknown)
+                  } else if (hasResults) {
                     const first = sortedSpeakers.recent[0] || sortedSpeakers.rest[0]
                     if (first) handleSpeakerSelect(first.name)
                   } else if (searchQuery) {
@@ -112,6 +124,25 @@ export default function SpeakerNameDropdown({
             />
           </div>
 
+          {/* Unknown Speaker option */}
+          {matchingUnknowns.length > 0 && (
+            <div className="border-b border-gray-200 dark:border-gray-700">
+              {matchingUnknowns.map((name) => (
+                <button
+                  key={name}
+                  onClick={() => handleSpeakerSelect(name)}
+                  className="w-full text-left px-4 py-2 text-sm hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center justify-between"
+                >
+                  <span className="flex items-center space-x-2 text-gray-500 dark:text-gray-400">
+                    <UserX className="h-4 w-4" />
+                    <span>{name}</span>
+                  </span>
+                  {currentSpeaker === name && <Check className="h-4 w-4 text-green-600" />}
+                </button>
+              ))}
+            </div>
+          )}
+
           {/* Speaker list */}
           <div className="max-h-60 overflow-y-auto">
             {hasResults ? (
diff --git a/backends/advanced/webui/src/components/UserLoopModal.tsx b/backends/advanced/webui/src/components/UserLoopModal.tsx
new file mode 100644
index 00000000..6e671432
--- /dev/null
+++ b/backends/advanced/webui/src/components/UserLoopModal.tsx
@@ -0,0 +1,533 @@
+import { useState, useEffect, useCallback, useMemo, useRef } from 'react'
+import { motion, AnimatePresence, PanInfo } from 'framer-motion'
+import { X, Check, Heart, HeartCrack, Pencil, Play, Pause } from 'lucide-react'
+import { api, BACKEND_URL } from '../services/api'
+import { getStorageKey } from '../utils/storage'
+
+type DiffToken = { text: string; type: 'equal' | 'added' | 'removed' }
+
+/** Simple word-level diff using LCS to highlight changes. */
+function computeWordDiff(original: string, corrected: string): { originalTokens: DiffToken[]; correctedTokens: DiffToken[] } {
+  const a = original.split(/(\s+)/)
+  const b = corrected.split(/(\s+)/)
+
+  // Build LCS table
+  const m = a.length, n = b.length
+  const dp: number[][] = Array.from({ length: m + 1 }, () => Array(n + 1).fill(0))
+  for (let i = 1; i <= m; i++) {
+    for (let j = 1; j <= n; j++) {
+      dp[i][j] = a[i - 1] === b[j - 1] ? dp[i - 1][j - 1] + 1 : Math.max(dp[i - 1][j], dp[i][j - 1])
+    }
+  }
+
+  // Backtrack to get diff
+  const originalTokens: DiffToken[] = []
+  const correctedTokens: DiffToken[] = []
+  let i = m, j = n
+  const origReverse: DiffToken[] = []
+  const corrReverse: DiffToken[] = []
+
+  while (i > 0 || j > 0) {
+    if (i > 0 && j > 0 && a[i - 1] === b[j - 1]) {
+      origReverse.push({ text: a[i - 1], type: 'equal' })
+      corrReverse.push({ text: b[j - 1], type: 'equal' })
+      i--; j--
+    } else if (j > 0 && (i === 0 || dp[i][j - 1] >= dp[i - 1][j])) {
+      corrReverse.push({ text: b[j - 1], type: 'added' })
+      j--
+    } else {
+      origReverse.push({ text: a[i - 1], type: 'removed' })
+      i--
+    }
+  }
+
+  originalTokens.push(...origReverse.reverse())
+  correctedTokens.push(...corrReverse.reverse())
+  return { originalTokens, correctedTokens }
+}
+
+const AUTO_SHOW_KEY = 'userloop-auto-show'
+
+interface Suggestion {
+  id: string
+  annotation_type: string
+  conversation_id: string
+  segment_index: number | null
+  original_text: string
+  corrected_text: string
+  created_at: string
+  conversation_title: string | null
+  transcript_snippet: string | null
+  segment_start: number | null
+  segment_end: number | null
+}
+
+/** Read auto-show preference from localStorage (default: false). */
+function getAutoShow(): boolean {
+  try {
+    return localStorage.getItem(AUTO_SHOW_KEY) === 'true'
+  } catch {
+    return false
+  }
+}
+
+export default function UserLoopModal() {
+  const [isOpen, setIsOpen] = useState(false)
+  const [suggestions, setSuggestions] = useState<Suggestion[]>([])
+  const [currentIndex, setCurrentIndex] = useState(0)
+  const [direction, setDirection] = useState(0)
+  const [isAnimating, setIsAnimating] = useState(false)
+  const [particles, setParticles] = useState<{ id: number; x: number; y: number; type: 'heart' | 'heart-break' }[]>([])
+  const [isEditing, setIsEditing] = useState(false)
+  const [editText, setEditText] = useState('')
+  const [isPlaying, setIsPlaying] = useState(false)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+
+  const stopAudio = useCallback(() => {
+    if (audioRef.current) {
+      audioRef.current.pause()
+      audioRef.current = null
+    }
+    setIsPlaying(false)
+  }, [])
+
+  const fetchSuggestions = useCallback(async (): Promise<Suggestion[]> => {
+    try {
+      const response = await api.get('/api/annotations/suggestions', { params: { limit: 20 } })
+      const data = response.data
+      if (Array.isArray(data) && data.length > 0) {
+        setSuggestions(data)
+        setCurrentIndex(0)
+        return data
+      }
+      return []
+    } catch {
+      return []
+    }
+  }, [])
+
+  // Auto-show: only poll & auto-open when the user has opted in via localStorage
+  useEffect(() => {
+    if (!getAutoShow()) return
+
+    const check = async () => {
+      const data = await fetchSuggestions()
+      if (data.length > 0) setIsOpen(true)
+    }
+    check()
+    const interval = setInterval(check, 60000)
+    return () => clearInterval(interval)
+  }, [fetchSuggestions])
+
+  // Explicit trigger from Fine-tuning page (always works regardless of auto-show)
+  useEffect(() => {
+    const handler = () => {
+      fetchSuggestions().then(data => {
+        if (data.length > 0) setIsOpen(true)
+      })
+    }
+    window.addEventListener('open-swipe-ui', handler)
+    return () => window.removeEventListener('open-swipe-ui', handler)
+  }, [fetchSuggestions])
+
+  // Stop audio on unmount
+  useEffect(() => {
+    return () => { stopAudio() }
+  }, [stopAudio])
+
+  // Stop audio when card changes
+  useEffect(() => {
+    stopAudio()
+  }, [currentIndex, stopAudio])
+
+  // Clean up particles
+  useEffect(() => {
+    const timer = setTimeout(() => setParticles([]), 1000)
+    return () => clearTimeout(timer)
+  }, [particles])
+
+  // Close modal when no suggestions left
+  useEffect(() => {
+    if (suggestions.length === 0 && isOpen) {
+      stopAudio()
+      setIsOpen(false)
+    }
+  }, [suggestions.length, isOpen, stopAudio])
+
+  // Keyboard shortcuts
+  useEffect(() => {
+    if (!isOpen || suggestions.length === 0) return
+
+    const handleKeyDown = (e: KeyboardEvent) => {
+      // Don't capture keys when editing (textarea handles its own keys)
+      if (isEditing) return
+
+      switch (e.key) {
+        case 'ArrowDown':
+          e.preventDefault()
+          handleSkip()
+          break
+        case 'ArrowUp':
+          e.preventDefault()
+          setEditText(suggestions[currentIndex]?.corrected_text || '')
+          setIsEditing(true)
+          break
+        case 'ArrowLeft':
+          e.preventDefault()
+          handleAction('reject', -1)
+          break
+        case 'ArrowRight':
+          e.preventDefault()
+          handleAction('accept', 1)
+          break
+      }
+    }
+
+    window.addEventListener('keydown', handleKeyDown)
+    return () => window.removeEventListener('keydown', handleKeyDown)
+  }, [isOpen, suggestions, currentIndex, isEditing, isAnimating])
+
+  const createParticles = (type: 'heart' | 'heart-break') => {
+    setParticles(
+      Array.from({ length: 8 }, (_, i) => ({
+        id: Date.now() + i,
+        x: Math.random() * 400 - 200,
+        y: Math.random() * 200 - 100,
+        type,
+      }))
+    )
+  }
+
+  const handleSkip = () => {
+    if (isAnimating) return
+    setIsEditing(false)
+    stopAudio()
+    if (currentIndex < suggestions.length - 1) {
+      setCurrentIndex(prev => prev + 1)
+    } else {
+      setIsOpen(false)
+      setSuggestions([])
+    }
+  }
+
+  const handleEditSave = async () => {
+    const suggestion = suggestions[currentIndex]
+    if (!suggestion) return
+    try {
+      await api.patch(`/api/annotations/${suggestion.id}`, { corrected_text: editText })
+      // Update local state so diff re-renders with new text
+      setSuggestions(prev => prev.map((s, i) => i === currentIndex ? { ...s, corrected_text: editText } : s))
+    } catch (error) {
+      console.error('Failed to save edit:', error)
+    }
+    setIsEditing(false)
+  }
+
+  const togglePlay = () => {
+    const s = suggestions[currentIndex]
+    if (!s || s.segment_start == null || s.segment_end == null) return
+
+    if (isPlaying && audioRef.current) {
+      stopAudio()
+      return
+    }
+
+    const token = localStorage.getItem(getStorageKey('token')) || ''
+    const url = `${BACKEND_URL}/api/audio/chunks/${s.conversation_id}?start_time=${s.segment_start}&end_time=${s.segment_end}&token=${token}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    audio.addEventListener('ended', () => setIsPlaying(false))
+    audio.play().then(() => setIsPlaying(true)).catch(() => setIsPlaying(false))
+  }
+
+  const handleAction = async (action: 'accept' | 'reject', swipeDirection: number) => {
+    const suggestion = suggestions[currentIndex]
+    if (!suggestion || isAnimating) return
+
+    setIsAnimating(true)
+    setDirection(swipeDirection)
+    createParticles(action === 'accept' ? 'heart' : 'heart-break')
+
+    try {
+      const status = action === 'accept' ? 'accepted' : 'rejected'
+      await api.patch(`/api/annotations/${suggestion.id}/status`, null, {
+        params: { status },
+      })
+    } catch (error) {
+      console.error(`Failed to ${action} suggestion:`, error)
+    }
+
+    setTimeout(() => {
+      if (currentIndex < suggestions.length - 1) {
+        setCurrentIndex(prev => prev + 1)
+      } else {
+        setIsOpen(false)
+        setSuggestions([])
+      }
+      setIsAnimating(false)
+      setDirection(0)
+    }, 400)
+  }
+
+  const onPanEnd = (_event: MouseEvent | TouchEvent | PointerEvent, info: PanInfo) => {
+    if (isAnimating) return
+    const threshold = 100
+    if (info.offset.x > threshold) {
+      handleAction('accept', 1)
+    } else if (info.offset.x < -threshold) {
+      handleAction('reject', -1)
+    }
+  }
+
+  const diff = useMemo(() => {
+    if (!isOpen || suggestions.length === 0) return null
+    const current = suggestions[currentIndex]
+    return computeWordDiff(current.original_text, current.corrected_text)
+  }, [isOpen, suggestions, currentIndex])
+
+  if (!isOpen || suggestions.length === 0) return null
+
+  const current = suggestions[currentIndex]
+
+  const cardVariants = {
+    enter: (dir: number) => ({ x: dir > 0 ? 1000 : -1000, opacity: 0, scale: 0.8 }),
+    center: { zIndex: 1, x: 0, opacity: 1, scale: 1 },
+    exit: (dir: number) => ({ zIndex: 0, x: dir > 0 ? 1000 : -1000, opacity: 0, scale: 0.8 }),
+  }
+
+  return (
+    <AnimatePresence mode="wait">
+      {isOpen && (
+        <motion.div
+          className="fixed inset-0 z-50 flex items-center justify-center bg-black/60 backdrop-blur-sm"
+          initial={{ opacity: 0 }}
+          animate={{ opacity: 1 }}
+          exit={{ opacity: 0 }}
+          transition={{ duration: 0.3 }}
+        >
+          <div className="relative w-full max-w-md mx-4">
+            {/* Particles */}
+            <AnimatePresence mode="popLayout">
+              {particles.map(p => (
+                <motion.div
+                  key={p.id}
+                  className="absolute top-1/2 left-1/2 pointer-events-none"
+                  initial={{ x: p.x, y: p.y, scale: 0, opacity: 1 }}
+                  animate={{ y: p.y - 200, scale: [0, 1.5, 1], opacity: [1, 1, 0] }}
+                  exit={{ opacity: 0 }}
+                  transition={{ duration: 0.8, ease: 'easeOut' }}
+                >
+                  {p.type === 'heart' ? (
+                    <Heart className="h-16 w-16 text-pink-500 fill-pink-500" />
+                  ) : (
+                    <HeartCrack className="h-16 w-16 text-red-500" />
+                  )}
+                </motion.div>
+              ))}
+            </AnimatePresence>
+
+            {/* Card */}
+            <motion.div
+              className="relative bg-white dark:bg-gray-800 rounded-3xl shadow-2xl p-6 cursor-grab active:cursor-grabbing"
+              custom={direction}
+              variants={cardVariants}
+              initial="enter"
+              animate="center"
+              exit="exit"
+              transition={{ x: { type: 'spring', stiffness: 300, damping: 30 }, opacity: { duration: 0.2 } }}
+              drag="x"
+              dragConstraints={{ left: 0, right: 0 }}
+              dragElastic={0.1}
+              onDragEnd={onPanEnd}
+              whileDrag={{ scale: 1.05 }}
+            >
+              {/* Status Overlays */}
+              <AnimatePresence mode="popLayout">
+                {direction > 0 && (
+                  <motion.div
+                    className="absolute top-6 right-8 text-5xl font-bold text-green-500 border-4 border-green-500 rounded-2xl px-4 py-2"
+                    initial={{ scale: 0, opacity: 0, rotate: -15 }}
+                    animate={{ scale: 1, opacity: 1, rotate: -15 }}
+                    exit={{ scale: 1.2, opacity: 0 }}
+                  >
+                    GOOD
+                  </motion.div>
+                )}
+                {direction < 0 && (
+                  <motion.div
+                    className="absolute top-6 left-8 text-5xl font-bold text-red-500 border-4 border-red-500 rounded-2xl px-4 py-2"
+                    initial={{ scale: 0, opacity: 0, rotate: 15 }}
+                    animate={{ scale: 1, opacity: 1, rotate: 15 }}
+                    exit={{ scale: 1.2, opacity: 0 }}
+                  >
+                    NOPE
+                  </motion.div>
+                )}
+              </AnimatePresence>
+
+              {/* Content */}
+              <motion.div
+                className="text-center"
+                initial={{ opacity: 0, y: 20 }}
+                animate={{ opacity: 1, y: 0 }}
+                transition={{ delay: 0.1, duration: 0.4 }}
+              >
+                <div className="mb-2 text-2xl font-semibold text-gray-900 dark:text-gray-100">
+                  Review Suggestion
+                </div>
+
+                {current.conversation_title && (
+                  <div className="mb-3 text-sm text-gray-500 dark:text-gray-400">
+                    {current.conversation_title}
+                  </div>
+                )}
+
+                {/* Original vs corrected with diff highlighting */}
+                <div className="mb-4 text-left space-y-3">
+                  <div>
+                    <div className="text-xs font-medium text-gray-500 dark:text-gray-400 uppercase mb-1">Original</div>
+                    <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-lg p-3 text-sm text-gray-800 dark:text-gray-200">
+                      {diff?.originalTokens.map((t, i) =>
+                        t.type === 'removed' ? (
+                          <span key={i} className="bg-red-200 dark:bg-red-700/50 text-red-800 dark:text-red-200 line-through rounded px-0.5">{t.text}</span>
+                        ) : (
+                          <span key={i}>{t.text}</span>
+                        )
+                      )}
+                    </div>
+                  </div>
+                  <div>
+                    <div className="text-xs font-medium text-gray-500 dark:text-gray-400 uppercase mb-1 flex items-center gap-1.5">
+                      {isEditing ? (
+                        <>
+                          <Pencil className="h-3 w-3 text-amber-500" />
+                          <span className="text-amber-600 dark:text-amber-400">Editing...</span>
+                        </>
+                      ) : (
+                        'Suggested'
+                      )}
+                    </div>
+                    {isEditing ? (
+                      <div>
+                        <textarea
+                          value={editText}
+                          onChange={(e) => setEditText(e.target.value)}
+                          onKeyDown={(e) => {
+                            if (e.key === 'Enter' && !e.shiftKey) {
+                              e.preventDefault()
+                              handleEditSave()
+                            } else if (e.key === 'Escape') {
+                              e.preventDefault()
+                              setIsEditing(false)
+                            }
+                          }}
+                          className="w-full bg-amber-50 dark:bg-amber-900/20 border-2 border-amber-400 dark:border-amber-600 rounded-lg p-3 text-sm text-gray-800 dark:text-gray-200 focus:outline-none focus:ring-2 focus:ring-amber-400 resize-none"
+                          rows={3}
+                          autoFocus
+                        />
+                        <div className="flex items-center justify-between mt-1.5 text-xs text-gray-400">
+                          <span>Enter to save &middot; Shift+Enter for newline &middot; Esc to cancel</span>
+                        </div>
+                      </div>
+                    ) : (
+                      <div className="bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-800 rounded-lg p-3 text-sm text-gray-800 dark:text-gray-200">
+                        {diff?.correctedTokens.map((t, i) =>
+                          t.type === 'added' ? (
+                            <span key={i} className="bg-green-200 dark:bg-green-700/50 text-green-800 dark:text-green-200 font-medium rounded px-0.5">{t.text}</span>
+                          ) : (
+                            <span key={i}>{t.text}</span>
+                          )
+                        )}
+                      </div>
+                    )}
+                  </div>
+                </div>
+
+                {/* Context snippet */}
+                {current.transcript_snippet && (
+                  <div className="mb-4 text-left">
+                    <div className="text-xs font-medium text-gray-500 dark:text-gray-400 uppercase mb-1 flex items-center gap-2">
+                      <span>Context</span>
+                      {current.segment_start != null && current.segment_end != null && (
+                        <button
+                          onClick={togglePlay}
+                          className="inline-flex items-center gap-1 px-1.5 py-0.5 rounded bg-blue-100 dark:bg-blue-900/30 text-blue-600 dark:text-blue-400 hover:bg-blue-200 dark:hover:bg-blue-900/50 transition-colors"
+                          title={isPlaying ? 'Pause audio' : 'Play segment audio'}
+                        >
+                          {isPlaying ? <Pause className="h-3 w-3" /> : <Play className="h-3 w-3" />}
+                          <span className="text-[10px]">{isPlaying ? 'Pause' : 'Play'}</span>
+                        </button>
+                      )}
+                    </div>
+                    <pre className="bg-gray-50 dark:bg-gray-900 border border-gray-200 dark:border-gray-700 rounded-lg p-3 text-xs text-gray-600 dark:text-gray-400 whitespace-pre-wrap font-mono">
+                      {current.transcript_snippet}
+                    </pre>
+                  </div>
+                )}
+
+                {/* Counter */}
+                <div className="text-sm text-gray-500 dark:text-gray-400 mb-3">
+                  {currentIndex + 1} / {suggestions.length}
+                </div>
+
+                {/* Instructions */}
+                <div className="text-xs text-gray-400 dark:text-gray-500 space-y-1">
+                  <div className="flex items-center justify-center gap-2">
+                    <motion.span animate={{ x: [0, -10, 0] }} transition={{ duration: 1.5, repeat: Infinity }}>
+                      &larr;
+                    </motion.span>
+                    Swipe or arrow keys
+                    <motion.span animate={{ x: [0, 10, 0] }} transition={{ duration: 1.5, repeat: Infinity }}>
+                      &rarr;
+                    </motion.span>
+                  </div>
+                  <div className="flex items-center justify-center gap-3 font-mono">
+                    <span>&larr; reject</span>
+                    <span>&rarr; accept</span>
+                    <span>&darr; skip</span>
+                    <span>&uarr; edit</span>
+                  </div>
+                </div>
+              </motion.div>
+
+              {/* Close Button */}
+              <motion.button
+                onClick={() => { stopAudio(); setIsOpen(false) }}
+                className="absolute top-4 right-4 p-2 text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
+                whileHover={{ scale: 1.1, rotate: 90 }}
+                whileTap={{ scale: 0.9 }}
+              >
+                <X className="h-6 w-6" />
+              </motion.button>
+            </motion.div>
+
+            {/* Control Buttons */}
+            <motion.div
+              className="flex justify-center items-center gap-8 mt-6"
+              initial={{ opacity: 0, y: 20 }}
+              animate={{ opacity: 1, y: 0 }}
+              transition={{ delay: 0.4, duration: 0.4 }}
+            >
+              <motion.button
+                onClick={() => handleAction('reject', -1)}
+                className="w-16 h-16 rounded-full bg-white dark:bg-gray-800 border-2 border-red-500 text-red-500 flex items-center justify-center shadow-lg"
+                whileHover={{ scale: 1.1 }}
+                whileTap={{ scale: 0.9 }}
+              >
+                <X className="h-8 w-8" />
+              </motion.button>
+              <motion.button
+                onClick={() => handleAction('accept', 1)}
+                className="w-16 h-16 rounded-full bg-white dark:bg-gray-800 border-2 border-green-500 text-green-500 flex items-center justify-center shadow-lg"
+                whileHover={{ scale: 1.1 }}
+                whileTap={{ scale: 0.9 }}
+              >
+                <Check className="h-8 w-8" />
+              </motion.button>
+            </motion.div>
+          </div>
+        </motion.div>
+      )}
+    </AnimatePresence>
+  )
+}
diff --git a/backends/advanced/webui/src/components/audio/AudioRecordingControls.tsx b/backends/advanced/webui/src/components/audio/AudioRecordingControls.tsx
index 7cf814a4..9200cafa 100644
--- a/backends/advanced/webui/src/components/audio/AudioRecordingControls.tsx
+++ b/backends/advanced/webui/src/components/audio/AudioRecordingControls.tsx
@@ -1,4 +1,5 @@
 import { UseAudioRecordingReturn } from '../../hooks/useAudioRecording'
+import { Button } from '../ui'
 
 interface AudioRecordingControlsProps {
   recording: UseAudioRecordingReturn
@@ -8,7 +9,7 @@ export default function AudioRecordingControls({ recording }: AudioRecordingCont
   return (
     <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
       <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4">🔧 WebSocket Protocol Testing</h3>
-      
+
       <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
         {/* WebSocket Connection */}
         <div className="text-center">
@@ -28,13 +29,15 @@ export default function AudioRecordingControls({ recording }: AudioRecordingCont
 
         {/* Audio Start */}
         <div className="text-center">
-          <button
+          <Button
+            variant="primary"
+            size="md"
             onClick={recording.sendAudioStartOnly}
             disabled={!recording.hasValidWebSocket}
-            className="w-full px-4 py-2 bg-blue-600 hover:bg-blue-700 text-white rounded-lg font-medium transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+            className="w-full"
           >
             📤 Start
-          </button>
+          </Button>
           <p className="text-xs text-gray-500 mt-1">Send audio-start</p>
         </div>
 
@@ -69,7 +72,7 @@ export default function AudioRecordingControls({ recording }: AudioRecordingCont
 
       {/* New Granular Testing Controls */}
       <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4 mt-6">🧪 Granular Component Testing</h3>
-      
+
       <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
         {/* Microphone Access Test */}
         <div className="text-center">
@@ -141,4 +144,4 @@ export default function AudioRecordingControls({ recording }: AudioRecordingCont
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/AudioVisualizer.tsx b/backends/advanced/webui/src/components/audio/AudioVisualizer.tsx
index cbf7939e..106d0bc8 100644
--- a/backends/advanced/webui/src/components/audio/AudioVisualizer.tsx
+++ b/backends/advanced/webui/src/components/audio/AudioVisualizer.tsx
@@ -39,7 +39,7 @@ export default function AudioVisualizer({ isRecording, analyser }: AudioVisualiz
         const red = Math.floor(59 * (1 - intensity) + 34 * intensity)
         const green = Math.floor(130 * (1 - intensity) + 197 * intensity)
         const blue = Math.floor(246 * (1 - intensity) + 94 * intensity)
-        
+
         canvasCtx.fillStyle = `rgb(${red},${green},${blue})`
         canvasCtx.fillRect(x, canvas.height - barHeight, barWidth, barHeight)
 
@@ -59,7 +59,7 @@ export default function AudioVisualizer({ isRecording, analyser }: AudioVisualiz
       if (animationIdRef.current) {
         cancelAnimationFrame(animationIdRef.current)
       }
-      
+
       // Clear canvas
       if (canvasRef.current) {
         const canvasCtx = canvasRef.current.getContext('2d')
@@ -90,4 +90,4 @@ export default function AudioVisualizer({ isRecording, analyser }: AudioVisualiz
       </p>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/DebugPanel.tsx b/backends/advanced/webui/src/components/audio/DebugPanel.tsx
index a3785f1d..372274a4 100644
--- a/backends/advanced/webui/src/components/audio/DebugPanel.tsx
+++ b/backends/advanced/webui/src/components/audio/DebugPanel.tsx
@@ -1,4 +1,5 @@
 import { UseAudioRecordingReturn } from '../../hooks/useAudioRecording'
+import { Card } from '../ui'
 
 interface DebugPanelProps {
   recording: UseAudioRecordingReturn
@@ -6,7 +7,7 @@ interface DebugPanelProps {
 
 export default function DebugPanel({ recording }: DebugPanelProps) {
   return (
-    <div className="mt-6 bg-gray-50 dark:bg-gray-900 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
+    <Card className="mt-6 bg-gray-50 dark:bg-gray-900">
       <h3 className="font-medium text-gray-800 dark:text-gray-200 mb-3 flex items-center">
         🐛 Debug Information
       </h3>
@@ -20,14 +21,14 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
             Attempts: {recording.debugStats.connectionAttempts}
           </p>
         </div>
-        
+
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Audio Chunks</p>
           <p className="text-gray-600 dark:text-gray-400">
             Sent: {recording.debugStats.chunksSent}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
-            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ? 
+            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ?
               Math.round(recording.debugStats.chunksSent / ((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000)) : 0}/s
           </p>
         </div>
@@ -45,7 +46,7 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Session</p>
           <p className="text-gray-600 dark:text-gray-400">
-            Duration: {recording.debugStats.sessionStartTime ? 
+            Duration: {recording.debugStats.sessionStartTime ?
               Math.round((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000) + 's' : 'N/A'}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
@@ -70,6 +71,6 @@ export default function DebugPanel({ recording }: DebugPanelProps) {
         <p>• Protocol: Wyoming (JSON headers + binary payloads)</p>
         <p>• Direct Checks: WS={recording.hasValidWebSocket ? '✅' : '❌'} Mic={recording.hasValidMicrophone ? '✅' : '❌'} Ctx={recording.hasValidAudioContext ? '✅' : '❌'}</p>
       </div>
-    </div>
+    </Card>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/MainRecordingControls.tsx b/backends/advanced/webui/src/components/audio/MainRecordingControls.tsx
index bb1daff4..d2ac337e 100644
--- a/backends/advanced/webui/src/components/audio/MainRecordingControls.tsx
+++ b/backends/advanced/webui/src/components/audio/MainRecordingControls.tsx
@@ -1,5 +1,6 @@
 import { Mic, Square } from 'lucide-react'
 import { UseAudioRecordingReturn } from '../../hooks/useAudioRecording'
+import { Card } from '../ui'
 
 interface MainRecordingControlsProps {
   recording: UseAudioRecordingReturn
@@ -9,7 +10,7 @@ export default function MainRecordingControls({ recording }: MainRecordingContro
   const isHttps = window.location.protocol === 'https:'
 
   return (
-    <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+    <Card raised padded={false} className="p-6 mb-6">
       <div className="text-center">
         <div className="mb-6 flex justify-center">
           <div className="relative">
@@ -55,6 +56,6 @@ export default function MainRecordingControls({ recording }: MainRecordingContro
           </p>
         </div>
       </div>
-    </div>
+    </Card>
   )
 }
diff --git a/backends/advanced/webui/src/components/audio/PlayheadWaveform.tsx b/backends/advanced/webui/src/components/audio/PlayheadWaveform.tsx
new file mode 100644
index 00000000..a9fef954
--- /dev/null
+++ b/backends/advanced/webui/src/components/audio/PlayheadWaveform.tsx
@@ -0,0 +1,92 @@
+/**
+ * Leaf isolation for the conversation audio player.
+ *
+ * Wraps `WaveformDisplay` (and a companion time label) and subscribes to the
+ * high-frequency playhead via `usePlayheadTime(cid)` INTERNALLY, so only this
+ * subtree re-renders during playback — the heavy conversation list / detail page
+ * around it does not. (Audio is off-thread now, so this is a CPU/perf nicety, not
+ * a correctness requirement — but the list is heavy, so we do it.)
+ */
+
+import React from 'react'
+import { WaveformDisplay, SegmentMarker } from './WaveformDisplay'
+import { usePlayheadTime } from '../../hooks/useGaplessPlayer'
+import type { SegmentMarker as PlayerSegmentMarker } from '../../lib/gaplessPlayer'
+
+interface PlayheadWaveformProps {
+  cid: string
+  duration: number
+  onSeek: (time: number) => void
+  height?: number
+  segments?: { start: number; end: number }[]
+  // The active segment band (from the control snapshot). Rendered only when it
+  // belongs to this conversation.
+  segmentMarker?: PlayerSegmentMarker | null
+  hoverMarker?: { start: number; end: number } | null
+  coloredSegments?: { start: number; end: number; color: string; segmentIndex?: number; label?: string }[]
+  onSegmentClick?: (index: number) => void
+}
+
+export const PlayheadWaveform: React.FC<PlayheadWaveformProps> = ({
+  cid,
+  duration,
+  onSeek,
+  height = 80,
+  segments,
+  segmentMarker,
+  hoverMarker,
+  coloredSegments,
+  onSegmentClick,
+}) => {
+  const currentTime = usePlayheadTime(cid)
+
+  const markers: SegmentMarker[] = [
+    ...(segmentMarker && segmentMarker.cid === cid
+      ? [
+          {
+            start: segmentMarker.start,
+            end: segmentMarker.end,
+            kind: segmentMarker.playing ? ('playing' as const) : ('anchor' as const),
+          },
+        ]
+      : []),
+    ...(hoverMarker ? [{ start: hoverMarker.start, end: hoverMarker.end, kind: 'hover' as const }] : []),
+  ]
+
+  return (
+    <WaveformDisplay
+      conversationId={cid}
+      duration={duration}
+      currentTime={currentTime ?? 0}
+      onSeek={onSeek}
+      height={height}
+      segments={segments}
+      segmentMarkers={markers}
+      coloredSegments={coloredSegments}
+      onSegmentClick={onSegmentClick}
+    />
+  )
+}
+
+function formatDuration(seconds: number): string {
+  const mins = Math.floor(seconds / 60)
+  const secs = Math.floor(seconds % 60)
+  return `${mins}:${secs.toString().padStart(2, '0')}`
+}
+
+interface PlayheadTimeLabelProps {
+  cid: string
+  total?: number
+  className?: string
+}
+
+/** High-frequency time readout, isolated from the surrounding page. */
+export const PlayheadTimeLabel: React.FC<PlayheadTimeLabelProps> = ({ cid, total, className }) => {
+  const currentTime = usePlayheadTime(cid)
+  return (
+    <span className={className}>
+      {formatDuration(currentTime ?? 0)}
+      {total ? ` / ${formatDuration(total)}` : ''}
+    </span>
+  )
+}
diff --git a/backends/advanced/webui/src/components/audio/RecordingStatus.tsx b/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
index b208beaa..e82f8723 100644
--- a/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
+++ b/backends/advanced/webui/src/components/audio/RecordingStatus.tsx
@@ -1,6 +1,7 @@
 import { Wifi, WifiOff, Radio } from 'lucide-react'
 import { UseAudioRecordingReturn } from '../../hooks/useAudioRecording'
 import { useAuth } from '../../contexts/AuthContext'
+import { Card } from '../ui'
 
 interface RecordingStatusProps {
   recording: UseAudioRecordingReturn
@@ -8,7 +9,7 @@ interface RecordingStatusProps {
 
 export default function RecordingStatus({ recording }: RecordingStatusProps) {
   const { user } = useAuth()
-  
+
   const getStatusIcon = () => {
     switch (recording.connectionStatus) {
       case 'connected':
@@ -38,7 +39,7 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
   return (
     <>
       {/* Connection Status */}
-      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-4 mb-6">
+      <Card raised className="mb-6">
         <div className="flex items-center justify-between">
           <div className="flex items-center space-x-3">
             {getStatusIcon()}
@@ -51,7 +52,7 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
               </p>
             </div>
           </div>
-          
+
           <div className="text-right">
             <p className="text-sm text-gray-600 dark:text-gray-400">
               User: {user?.name || user?.email}
@@ -61,12 +62,12 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
             </p>
           </div>
         </div>
-      </div>
+      </Card>
 
       {/* Component Status Indicators */}
-      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+      <Card raised padded={false} className="p-6 mb-6">
         <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4">📊 Component Status</h3>
-        
+
         <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
           {/* WebSocket Status */}
           <div className="text-center">
@@ -138,7 +139,7 @@ export default function RecordingStatus({ recording }: RecordingStatusProps) {
             </p>
           </div>
         </div>
-      </div>
+      </Card>
     </>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx b/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
index db17d626..069483dd 100644
--- a/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
+++ b/backends/advanced/webui/src/components/audio/SimpleDebugPanel.tsx
@@ -1,4 +1,5 @@
 import { RecordingContextType } from '../../contexts/RecordingContext'
+import { Card } from '../ui'
 
 interface SimpleDebugPanelProps {
   recording: RecordingContextType
@@ -6,7 +7,7 @@ interface SimpleDebugPanelProps {
 
 export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
   return (
-    <div className="mt-6 bg-gray-50 dark:bg-gray-900 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
+    <Card className="mt-6 bg-gray-50 dark:bg-gray-900">
       <h3 className="font-medium text-gray-800 dark:text-gray-200 mb-3 flex items-center">
         🐛 Debug Information
       </h3>
@@ -20,14 +21,14 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
             Recording: {recording.isRecording ? 'Yes' : 'No'}
           </p>
         </div>
-        
+
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Audio Chunks</p>
           <p className="text-gray-600 dark:text-gray-400">
             Sent: {recording.debugStats.chunksSent}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
-            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ? 
+            Rate: {recording.debugStats.chunksSent > 0 && recording.debugStats.sessionStartTime ?
               Math.round(recording.debugStats.chunksSent / ((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000)) : 0}/s
           </p>
         </div>
@@ -45,7 +46,7 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
         <div>
           <p className="font-medium text-gray-700 dark:text-gray-300">Session</p>
           <p className="text-gray-600 dark:text-gray-400">
-            Duration: {recording.debugStats.sessionStartTime ? 
+            Duration: {recording.debugStats.sessionStartTime ?
               Math.round((Date.now() - recording.debugStats.sessionStartTime.getTime()) / 1000) + 's' : 'N/A'}
           </p>
           <p className="text-gray-600 dark:text-gray-400">
@@ -70,6 +71,6 @@ export default function SimpleDebugPanel({ recording }: SimpleDebugPanelProps) {
         <p>• Sequential Flow: Mic → WebSocket → Audio-Start → Streaming</p>
         <p>• Security: {recording.canAccessMicrophone ? '✅ HTTPS/Localhost' : '❌ Insecure Connection'}</p>
       </div>
-    </div>
+    </Card>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/SimplifiedControls.tsx b/backends/advanced/webui/src/components/audio/SimplifiedControls.tsx
index 27ae58bc..65668a0a 100644
--- a/backends/advanced/webui/src/components/audio/SimplifiedControls.tsx
+++ b/backends/advanced/webui/src/components/audio/SimplifiedControls.tsx
@@ -1,5 +1,6 @@
-import { Mic, Square, Loader2 } from 'lucide-react'
+import { Mic, Square, Loader2, Monitor } from 'lucide-react'
 import { RecordingContextType } from '../../contexts/RecordingContext'
+import { Card } from '../ui'
 
 interface SimplifiedControlsProps {
   recording: RecordingContextType
@@ -9,6 +10,7 @@ const getStepText = (step: string): string => {
   switch (step) {
     case 'idle': return 'Ready to Record'
     case 'mic': return 'Getting Microphone Access...'
+    case 'display-audio': return 'Requesting Tab Audio Access...'
     case 'websocket': return 'Connecting to Server...'
     case 'audio-start': return 'Initializing Audio Session...'
     case 'streaming': return 'Starting Audio Stream...'
@@ -19,7 +21,7 @@ const getStepText = (step: string): string => {
 }
 
 const isProcessing = (step: string): boolean => {
-  return ['mic', 'websocket', 'audio-start', 'streaming', 'stopping'].includes(step)
+  return ['mic', 'display-audio', 'websocket', 'audio-start', 'streaming', 'stopping'].includes(step)
 }
 
 export default function SimplifiedControls({ recording }: SimplifiedControlsProps) {
@@ -45,7 +47,7 @@ export default function SimplifiedControls({ recording }: SimplifiedControlsProp
   const isDisabled = recording.isRecording ? false : (processing || !canStart)
 
   return (
-    <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-8 mb-6">
+    <Card raised padded={false} className="p-8 mb-6">
       <div className="text-center">
         {/* Single Toggle Button */}
         <div className="mb-6 flex justify-center">
@@ -63,6 +65,8 @@ export default function SimplifiedControls({ recording }: SimplifiedControlsProp
                 <Square className="h-10 w-10 fill-current" />
               ) : processing ? (
                 <Loader2 className="h-10 w-10 animate-spin" />
+              ) : recording.audioSource === 'tab' ? (
+                <Monitor className="h-10 w-10" />
               ) : (
                 <Mic className="h-10 w-10" />
               )}
@@ -113,6 +117,6 @@ export default function SimplifiedControls({ recording }: SimplifiedControlsProp
           )}
         </div>
       </div>
-    </div>
+    </Card>
   )
 }
diff --git a/backends/advanced/webui/src/components/audio/StatusDisplay.tsx b/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
index d151ef4d..666ff8ed 100644
--- a/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
+++ b/backends/advanced/webui/src/components/audio/StatusDisplay.tsx
@@ -1,6 +1,7 @@
 import React from 'react'
-import { Check, Loader2, AlertCircle, Mic, Wifi, Play, Radio } from 'lucide-react'
-import { RecordingContextType, RecordingStep } from '../../contexts/RecordingContext'
+import { Check, Loader2, AlertCircle, Mic, Monitor, Wifi, Play, Radio } from 'lucide-react'
+import { RecordingContextType, RecordingStep, AudioSource } from '../../contexts/RecordingContext'
+import { Card } from '../ui'
 
 interface StatusDisplayProps {
   recording: RecordingContextType
@@ -13,7 +14,7 @@ interface StepInfo {
   description: string
 }
 
-const steps: StepInfo[] = [
+const baseSteps: StepInfo[] = [
   {
     id: 'mic',
     label: 'Microphone',
@@ -40,22 +41,41 @@ const steps: StepInfo[] = [
   }
 ]
 
-const getStepStatus = (stepId: RecordingStep, currentStep: RecordingStep, isRecording: boolean): 'pending' | 'current' | 'completed' | 'error' => {
+const displayAudioStep: StepInfo = {
+  id: 'display-audio',
+  label: 'Tab Audio',
+  icon: <Monitor className="h-4 w-4" />,
+  description: 'Share tab or system audio'
+}
+
+const getSteps = (audioSource: AudioSource): StepInfo[] => {
+  switch (audioSource) {
+    case 'mic':
+      return baseSteps
+    case 'meeting':
+      // Insert display-audio step after mic
+      return [baseSteps[0], displayAudioStep, ...baseSteps.slice(1)]
+    case 'tab':
+      // Replace mic step with display-audio step
+      return [displayAudioStep, ...baseSteps.slice(1)]
+  }
+}
+
+const getStepStatus = (stepId: RecordingStep, currentStep: RecordingStep, isRecording: boolean, steps: StepInfo[]): 'pending' | 'current' | 'completed' | 'error' => {
   if (currentStep === 'error') {
-    // Find which step we were on when error occurred
     const stepIndex = steps.findIndex(s => s.id === stepId)
     const currentStepIndex = steps.findIndex(s => s.id === currentStep)
     if (stepIndex <= currentStepIndex) return 'error'
     return 'pending'
   }
-  
+
   if (isRecording) {
-    return 'completed' // All steps completed when recording
+    return 'completed'
   }
-  
+
   const stepIndex = steps.findIndex(s => s.id === stepId)
   const currentStepIndex = steps.findIndex(s => s.id === currentStep)
-  
+
   if (stepIndex < currentStepIndex) return 'completed'
   if (stepIndex === currentStepIndex) return 'current'
   return 'pending'
@@ -80,22 +100,24 @@ const getStatusColor = (status: string): string => {
 }
 
 export default function StatusDisplay({ recording }: StatusDisplayProps) {
+  const steps = getSteps(recording.audioSource)
+
   // Don't show status display when idle or recording (keep it clean)
   if (recording.currentStep === 'idle' || recording.isRecording) {
     return null
   }
-  
+
   return (
-    <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+    <Card raised padded={false} className="p-6 mb-6">
       <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-4 flex items-center">
         <Radio className="h-5 w-5 mr-2 text-blue-600" />
         Recording Setup Progress
       </h3>
-      
+
       <div className="space-y-3">
         {steps.map((step, index) => {
-          const status = getStepStatus(step.id, recording.currentStep, recording.isRecording)
-          
+          const status = getStepStatus(step.id, recording.currentStep, recording.isRecording, steps)
+
           return (
             <div
               key={step.id}
@@ -105,7 +127,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
               <div className="flex items-center justify-center w-8 h-8 rounded-full bg-white dark:bg-gray-700 mr-3">
                 {step.icon}
               </div>
-              
+
               {/* Step Info */}
               <div className="flex-1">
                 <div className="flex items-center justify-between">
@@ -118,7 +140,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
                   {step.description}
                 </p>
               </div>
-              
+
               {/* Step Number */}
               <div className="ml-3 text-xs text-gray-500 font-mono">
                 {index + 1}
@@ -127,7 +149,7 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
           )
         })}
       </div>
-      
+
       {/* Overall Status */}
       <div className="mt-4 p-3 bg-gray-50 dark:bg-gray-700 rounded-lg">
         <div className="flex items-center justify-between text-sm">
@@ -139,6 +161,6 @@ export default function StatusDisplay({ recording }: StatusDisplayProps) {
           </span>
         </div>
       </div>
-    </div>
+    </Card>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/audio/WakeFeedback.tsx b/backends/advanced/webui/src/components/audio/WakeFeedback.tsx
new file mode 100644
index 00000000..a9294168
--- /dev/null
+++ b/backends/advanced/webui/src/components/audio/WakeFeedback.tsx
@@ -0,0 +1,76 @@
+import { useWakeFeedback } from '../../hooks/useWakeFeedback'
+import { Card } from '../ui'
+
+/**
+ * Live wake-word feedback for the Live Recording screen.
+ *
+ * Shows a small pulse/badge when the acoustic wake word arms ("listening") and
+ * when end-of-turn fires ("end of turn"), plus the recognized command and the
+ * Hermes reply once they come back from the backend.
+ */
+export default function WakeFeedback() {
+  const { phase, lastCommand, lastReply, lastBlocked } = useWakeFeedback()
+
+  // Nothing happening and no recent command/block — stay out of the way.
+  if (phase === 'idle' && !lastCommand && !lastBlocked) return null
+
+  return (
+    <Card raised padded={false} className="mt-4 p-3 space-y-2">
+      {/* Phase badge with a pulsing dot */}
+      {phase !== 'idle' && (
+        <div className="flex items-center gap-2">
+          {phase === 'listening' ? (
+            <>
+              <span className="relative flex h-2.5 w-2.5">
+                <span className="absolute inline-flex h-2.5 w-2.5 rounded-full bg-amber-400 opacity-75 animate-ping" />
+                <span className="relative inline-flex h-2.5 w-2.5 rounded-full bg-amber-500" />
+              </span>
+              <span className="text-sm font-medium text-amber-600 dark:text-amber-400">
+                Wake word detected — listening…
+              </span>
+            </>
+          ) : phase === 'followup' ? (
+            <>
+              <span className="relative flex h-2.5 w-2.5">
+                <span className="absolute inline-flex h-2.5 w-2.5 rounded-full bg-sky-400 opacity-75 animate-ping" />
+                <span className="relative inline-flex h-2.5 w-2.5 rounded-full bg-sky-500" />
+              </span>
+              <span className="text-sm font-medium text-sky-600 dark:text-sky-400">
+                Listening for follow-up… (no wake word needed)
+              </span>
+            </>
+          ) : (
+            <>
+              <span className="relative flex h-2.5 w-2.5">
+                <span className="absolute inline-flex h-2.5 w-2.5 rounded-full bg-green-400 opacity-75 animate-ping" />
+                <span className="relative inline-flex h-2.5 w-2.5 rounded-full bg-green-500" />
+              </span>
+              <span className="text-sm font-medium text-green-600 dark:text-green-400">
+                End of turn
+              </span>
+            </>
+          )}
+        </div>
+      )}
+
+      {/* Recognized command + Hermes reply */}
+      {lastCommand && (
+        <div className="text-sm">
+          <span className="text-gray-500 dark:text-gray-400">Heard: </span>
+          <span className="font-medium text-gray-900 dark:text-gray-100">“{lastCommand}”</span>
+        </div>
+      )}
+      {lastReply && (
+        <div className="text-sm">
+          <span className="text-gray-500 dark:text-gray-400">Hermes: </span>
+          <span className="text-gray-700 dark:text-gray-300">{lastReply}</span>
+        </div>
+      )}
+
+      {/* Speaker gate rejection */}
+      {lastBlocked && (
+        <div className="text-sm text-amber-600 dark:text-amber-400">{lastBlocked}</div>
+      )}
+    </Card>
+  )
+}
diff --git a/backends/advanced/webui/src/components/audio/WaveformDisplay.tsx b/backends/advanced/webui/src/components/audio/WaveformDisplay.tsx
index f91ac0f8..5543cf1c 100644
--- a/backends/advanced/webui/src/components/audio/WaveformDisplay.tsx
+++ b/backends/advanced/webui/src/components/audio/WaveformDisplay.tsx
@@ -1,10 +1,14 @@
 import React, { useEffect, useRef, useState } from 'react';
-import { api } from '../../services/api';
-
-interface WaveformData {
-  samples: number[];
-  sample_rate: number;
-  duration_seconds: number;
+import { useWaveformData } from './useWaveformData';
+
+// A transcript-segment band rendered on the waveform.
+// 'playing': segment audio is currently playing — strong highlight
+// 'anchor':  last-played segment — faint highlight kept as a location reference
+// 'hover':   segment row is hovered — faintest, dashed edges
+export interface SegmentMarker {
+  start: number;
+  end: number;
+  kind: 'playing' | 'anchor' | 'hover';
 }
 
 interface WaveformDisplayProps {
@@ -13,8 +17,10 @@ interface WaveformDisplayProps {
   currentTime?: number;  // Current playback position in seconds
   onSeek?: (time: number) => void;  // Callback when user clicks to seek
   height?: number;  // Canvas height in pixels (default: 100)
-  chunkStart?: number;  // Currently loaded chunk start time (seconds)
-  chunkEnd?: number;    // Currently loaded chunk end time (seconds)
+  segments?: { start: number; end: number }[];  // All transcript segments — drawn as faint base bands when >1
+  segmentMarkers?: SegmentMarker[];  // Transcript segment bands (playing/anchor/hover)
+  coloredSegments?: { start: number; end: number; color: string; segmentIndex?: number; label?: string }[];
+  onSegmentClick?: (index: number) => void;
 }
 
 export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
@@ -23,34 +29,38 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
   currentTime,
   onSeek,
   height = 100,
-  chunkStart,
-  chunkEnd,
+  segments,
+  segmentMarkers,
+  coloredSegments,
+  onSegmentClick,
 }) => {
-  const [waveformData, setWaveformData] = useState<WaveformData | null>(null);
-  const [loading, setLoading] = useState(true);
-  const [error, setError] = useState<string | null>(null);
+  const { data: waveformData, loading, error } = useWaveformData(conversationId);
   const canvasRef = useRef<HTMLCanvasElement>(null);
+  const [hoveredSegment, setHoveredSegment] = useState<number | null>(null);
 
-  // Fetch waveform data on component mount
-  useEffect(() => {
-    const fetchWaveform = async () => {
-      setLoading(true);
-      setError(null);
-
-      try {
-        const response = await api.get(`/api/conversations/${conversationId}/waveform`);
-        setWaveformData(response.data);
-      } catch (err: any) {
-        const errorMsg = err?.response?.data?.detail || err?.message || 'Failed to load waveform';
-        console.error('Waveform fetch failed:', errorMsg);
-        setError(errorMsg);
-      } finally {
-        setLoading(false);
-      }
-    };
-
-    fetchWaveform();
-  }, [conversationId]);
+  const segmentAtPointer = (clientX: number) => {
+    if (!canvasRef.current || !coloredSegments?.length || duration <= 0) return null;
+    const rect = canvasRef.current.getBoundingClientRect();
+    const x = Math.max(0, Math.min(clientX - rect.left, rect.width));
+    const time = (x / rect.width) * duration;
+    const hitSlopSeconds = (10 / rect.width) * duration;
+    const candidates = coloredSegments.map((segment, index) => {
+      const distance = time < segment.start
+        ? segment.start - time
+        : time > segment.end
+          ? time - segment.end
+          : 0;
+      return { segment, index, distance };
+    }).filter(({ distance }) => distance <= hitSlopSeconds);
+
+    candidates.sort((a, b) => {
+      if (a.distance !== b.distance) return a.distance - b.distance;
+      const aCenterDistance = Math.abs(time - ((a.segment.start + a.segment.end) / 2));
+      const bCenterDistance = Math.abs(time - ((b.segment.start + b.segment.end) / 2));
+      return aCenterDistance - bCenterDistance;
+    });
+    return candidates[0] ?? null;
+  };
 
   // Draw waveform when data changes
   useEffect(() => {
@@ -72,16 +82,52 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     // Draw waveform bars
     drawWaveform(ctx, waveformData.samples, rect.width, height);
 
-    // Draw chunk bracket indicators
-    if (chunkStart !== undefined && chunkEnd !== undefined && duration > 0) {
-      drawChunkBrackets(ctx, chunkStart, chunkEnd, duration, rect.width, height);
+    // Speaker annotation mode: color the waveform by speaker while keeping the
+    // waveform itself visible. These are deliberately rendered before selection
+    // markers and the playhead.
+    if (coloredSegments && duration > 0) {
+      coloredSegments.forEach((seg, index) => {
+        const x1 = (seg.start / duration) * rect.width;
+        const x2 = Math.max((seg.end / duration) * rect.width, x1 + 3);
+        ctx.fillStyle = `${seg.color}38`;
+        ctx.fillRect(x1, 0, x2 - x1, height);
+        ctx.strokeStyle = seg.color;
+        ctx.lineWidth = 1.5;
+        ctx.beginPath();
+        ctx.moveTo(x1, 0);
+        ctx.lineTo(x1, height);
+        ctx.moveTo(x2, 0);
+        ctx.lineTo(x2, height);
+        ctx.stroke();
+
+        if (index === hoveredSegment) {
+          ctx.fillStyle = `${seg.color}55`;
+          ctx.fillRect(x1, 0, x2 - x1, height);
+          ctx.strokeStyle = '#191410';
+          ctx.lineWidth = 2.5;
+          ctx.strokeRect(Math.max(1, x1), 1, Math.max(3, x2 - x1), height - 2);
+        }
+      });
+    }
+
+    // Draw faint base bands for every transcript segment (only meaningful when there's >1)
+    if (segments && segments.length > 1 && duration > 0) {
+      segments.forEach(seg =>
+        drawSegmentMarker(ctx, { start: seg.start, end: seg.end, kind: 'base' }, duration, rect.width, height)
+      );
+    }
+
+    // Draw transcript segment bands (under the playhead so the line stays visible)
+    if (segmentMarkers && duration > 0) {
+      segmentMarkers.forEach(marker => drawSegmentMarker(ctx, marker, duration, rect.width, height));
     }
 
     // Draw playback position indicator
     if (currentTime !== undefined && duration > 0) {
       drawPlaybackIndicator(ctx, currentTime, duration, rect.width, height);
     }
-  }, [waveformData, currentTime, duration, height, chunkStart, chunkEnd]);
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [waveformData, currentTime, duration, height, segments, hoveredSegment, JSON.stringify(segmentMarkers), JSON.stringify(coloredSegments)]);
 
   const drawWaveform = (
     ctx: CanvasRenderingContext2D,
@@ -92,7 +138,7 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     const barWidth = width / samples.length;
     const centerY = height / 2;
 
-    ctx.fillStyle = '#3b82f6'; // Blue bars (Tailwind blue-500)
+    ctx.fillStyle = '#d2694a'; // Terracotta bars (brand accent)
 
     samples.forEach((amplitude, i) => {
       const x = i * barWidth;
@@ -103,41 +149,38 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     });
   };
 
-  const drawChunkBrackets = (
+  const drawSegmentMarker = (
     ctx: CanvasRenderingContext2D,
-    chunkStart: number,
-    chunkEnd: number,
+    marker: Omit<SegmentMarker, 'kind'> & { kind: SegmentMarker['kind'] | 'base' },
     duration: number,
     width: number,
     height: number
   ) => {
-    const x1 = (chunkStart / duration) * width;
-    const x2 = (chunkEnd / duration) * width;
-    const tickLen = 4;
-
-    // Subtle yellow fill between brackets
-    ctx.fillStyle = 'rgba(234, 179, 8, 0.05)';
+    const x1 = (marker.start / duration) * width;
+    // Ensure even sub-second segments stay visible (min 3px band)
+    const x2 = Math.max((marker.end / duration) * width, x1 + 3);
+
+    const styles = {
+      // 'base': every segment, drawn faintly so the timeline's segmentation is always visible
+      base: { fill: 'rgba(99, 102, 241, 0.05)', edge: 'rgba(99, 102, 241, 0.20)', dash: [] as number[] },
+      playing: { fill: 'rgba(99, 102, 241, 0.22)', edge: 'rgba(99, 102, 241, 0.9)', dash: [] as number[] },
+      anchor: { fill: 'rgba(99, 102, 241, 0.10)', edge: 'rgba(99, 102, 241, 0.45)', dash: [] as number[] },
+      hover: { fill: 'rgba(99, 102, 241, 0.08)', edge: 'rgba(99, 102, 241, 0.5)', dash: [3, 3] },
+    }[marker.kind];
+
+    ctx.fillStyle = styles.fill;
     ctx.fillRect(x1, 0, x2 - x1, height);
 
-    // Bracket lines
-    ctx.strokeStyle = 'rgba(234, 179, 8, 0.4)';
+    ctx.strokeStyle = styles.edge;
     ctx.lineWidth = 1.5;
-
-    // Left bracket [
+    ctx.setLineDash(styles.dash);
     ctx.beginPath();
-    ctx.moveTo(x1 + tickLen, 0);
-    ctx.lineTo(x1, 0);
+    ctx.moveTo(x1, 0);
     ctx.lineTo(x1, height);
-    ctx.lineTo(x1 + tickLen, height);
-    ctx.stroke();
-
-    // Right bracket ]
-    ctx.beginPath();
-    ctx.moveTo(x2 - tickLen, 0);
-    ctx.lineTo(x2, 0);
+    ctx.moveTo(x2, 0);
     ctx.lineTo(x2, height);
-    ctx.lineTo(x2 - tickLen, height);
     ctx.stroke();
+    ctx.setLineDash([]);
   };
 
   const drawPlaybackIndicator = (
@@ -151,7 +194,7 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     const x = progress * width;
 
     // Draw vertical line
-    ctx.strokeStyle = '#ef4444'; // Red line (Tailwind red-500)
+    ctx.strokeStyle = '#dc4a3a'; // Red playhead (danger-500)
     ctx.lineWidth = 2;
     ctx.beginPath();
     ctx.moveTo(x, 0);
@@ -177,6 +220,14 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     const seekProgress = x / rect.width;
     const seekTime = seekProgress * duration;
 
+    if (onSegmentClick && coloredSegments?.length) {
+      const hit = segmentAtPointer(e.clientX);
+      if (hit) {
+        onSegmentClick(hit.segment.segmentIndex ?? hit.index);
+        return;
+      }
+    }
+
     console.log(`🎵 Waveform seek: clicked at ${x}px (${(seekProgress * 100).toFixed(1)}%) → ${seekTime.toFixed(2)}s`);
 
     onSeek(seekTime);
@@ -211,9 +262,15 @@ export const WaveformDisplay: React.FC<WaveformDisplayProps> = ({
     <canvas
       ref={canvasRef}
       onClick={handleClick}
-      className="w-full cursor-pointer hover:opacity-80 transition-opacity rounded"
+      onMouseMove={(event) => setHoveredSegment(segmentAtPointer(event.clientX)?.index ?? null)}
+      onMouseLeave={() => setHoveredSegment(null)}
+      className="w-full cursor-crosshair rounded focus:outline-none focus:ring-2 focus:ring-blue-500"
       style={{ height: `${height}px` }}
-      title="Click to seek to position"
+      title={onSegmentClick && hoveredSegment !== null
+        ? `${coloredSegments?.[hoveredSegment]?.label || 'Speaker segment'} · click to select`
+        : onSegmentClick
+          ? 'Hover a speaker segment, then click to select it'
+          : 'Click to seek to position'}
     />
   );
 };
diff --git a/backends/advanced/webui/src/components/audio/WaveformRegionEditor.tsx b/backends/advanced/webui/src/components/audio/WaveformRegionEditor.tsx
new file mode 100644
index 00000000..085f8111
--- /dev/null
+++ b/backends/advanced/webui/src/components/audio/WaveformRegionEditor.tsx
@@ -0,0 +1,466 @@
+import React, { useCallback, useEffect, useRef, useState } from 'react'
+import { Play, X, Check, Plus, RotateCcw } from 'lucide-react'
+import { useWaveformData } from './useWaveformData'
+import { usePlayheadTime } from '../../hooks/useGaplessPlayer'
+
+export interface Region {
+  start: number
+  end: number
+}
+
+interface WaveformRegionEditorProps {
+  conversationId: string
+  duration: number
+  /**
+   * The span to open framed on (move/resize), or `null` to open in free-select/draw mode
+   * (used for "insert a new segment near a time").
+   */
+  initialRegion: Region | null
+  /** When `initialRegion` is null, center the auto-zoom around this time. */
+  focusTime?: number
+  /** Commit: update THIS segment's timing. Omit in pure-insert mode (no Save button). */
+  onSaveTiming?: (region: Region) => void
+  /** Commit: insert a NEW segment with this region. Omit in picker mode. */
+  onAddSegment?: (region: Region) => void
+  /** Label for the add/insert button (default "+ New"). */
+  addLabel?: string
+  onCancel: () => void
+  /** Audition the current region. */
+  onPlay?: (region: Region) => void
+  /** Place the playhead at a clicked time and start playback. Drag gestures do not fire this. */
+  onSeekPlay?: (time: number, region: Region | null) => void
+  /**
+   * Picker mode: no own commit buttons — just a region selector. Fires `onChange`
+   * whenever the region changes; an external form (the insert menu) does the commit.
+   */
+  pickerMode?: boolean
+  onChange?: (region: Region | null) => void
+  /**
+   * 'self' (default): the editor owns its commit (Save/Cancel/+New buttons).
+   * 'linked': the editor is driven by an external Save (e.g. the segment's text
+   * Save commits text + timing together) — it hides its own Save/Cancel/+New and
+   * only reports the region via `onChange`. Keeps Play / clear / restore.
+   */
+  commitMode?: 'self' | 'linked'
+  height?: number
+  /** Absolute conversation time supplied by an external audio player. */
+  playheadTime?: number | null
+}
+
+const EDGE_PX = 7 // hit zone for grabbing a region edge
+const MIN_SPAN = 0.4 // smallest zoom window (seconds)
+const MIN_REGION = 0.05 // smallest region (seconds)
+
+const clamp = (v: number, lo: number, hi: number) => Math.max(lo, Math.min(hi, v))
+const fmt = (t: number) => `${t.toFixed(2)}s`
+
+type DragMode = 'move' | 'resize-l' | 'resize-r' | 'draw' | 'pan' | null
+
+/**
+ * Interactive waveform editor for a single segment's time span.
+ *
+ * - Auto-zooms (smoothly) to frame the segment on open.
+ * - Scroll wheel = zoom around the cursor; drag outside the band = pan.
+ * - Drag the band = move; drag its edges = resize.
+ * - The ✕ "clear" button drops the band and switches to free-select: drag anywhere to
+ *   draw a fresh region (used to carve out a brand-new / overlapping segment).
+ * - Save commits the region to this segment; "+ New" inserts it as a new segment.
+ *
+ * Resolution is whatever the shared waveform fetch provides (currently coarse ~3 peaks/s);
+ * the data hook is range-upgradeable later without touching this component.
+ */
+export const WaveformRegionEditor: React.FC<WaveformRegionEditorProps> = ({
+  conversationId,
+  duration,
+  initialRegion,
+  focusTime,
+  onSaveTiming,
+  onAddSegment,
+  addLabel = '+ New',
+  onCancel,
+  onPlay,
+  onSeekPlay,
+  pickerMode = false,
+  onChange,
+  commitMode = 'self',
+  height = 96,
+  playheadTime,
+}) => {
+  const ownCommit = !pickerMode && commitMode === 'self'
+  const { data, loading, error } = useWaveformData(conversationId)
+  const canvasRef = useRef<HTMLCanvasElement>(null)
+  // Live playback position (so the playhead moves while playing, even when zoomed in).
+  const sharedCurrentTime = usePlayheadTime(conversationId)
+  const currentTime = playheadTime !== undefined ? playheadTime : sharedCurrentTime
+  const playheadRef = useRef<number | null>(currentTime ?? null)
+
+  // view = visible [t0,t1] window; region = current selection (null = free-select mode).
+  // Mirror in refs so pointer/wheel handlers always read fresh values (no stale closures).
+  const paddedView = useCallback(
+    (r: Region) => {
+      const d = Math.max(0, r.end - r.start)
+      const pad = Math.max(0.75, d * 0.6)
+      const t0 = clamp(r.start - pad, 0, duration)
+      const t1 = clamp(r.end + pad, 0, duration)
+      return { t0, t1: Math.max(t1, t0 + MIN_SPAN) }
+    },
+    [duration]
+  )
+
+  const [view, setViewState] = useState<{ t0: number; t1: number }>(() => ({ t0: 0, t1: duration || 1 }))
+  const [region, setRegionState] = useState<Region | null>(initialRegion)
+  const viewRef = useRef(view)
+  const regionRef = useRef<Region | null>(region)
+  const setView = (v: { t0: number; t1: number }) => {
+    viewRef.current = v
+    setViewState(v)
+  }
+  const setRegion = (r: Region | null) => {
+    regionRef.current = r
+    setRegionState(r)
+    onChange?.(r)
+  }
+
+  const dragRef = useRef<{ mode: DragMode; anchorT: number; offset: number; panT0: number; panX: number; downX: number; moved: boolean }>(
+    { mode: null, anchorT: 0, offset: 0, panT0: 0, panX: 0, downX: 0, moved: false }
+  )
+
+  // Smooth auto-zoom from the full clip down to the segment (or to the focus time, in
+  // insert/draw mode) on mount.
+  useEffect(() => {
+    if (!duration) return
+    let target: { t0: number; t1: number }
+    if (initialRegion) {
+      target = paddedView(initialRegion)
+    } else if (focusTime != null) {
+      const half = 3
+      const t0 = clamp(focusTime - half, 0, duration)
+      const t1 = clamp(focusTime + half, 0, duration)
+      target = { t0, t1: Math.max(t1, t0 + MIN_SPAN) }
+    } else {
+      target = { t0: 0, t1: duration }
+    }
+    const from = { t0: 0, t1: duration }
+    const ms = 380
+    let raf = 0
+    let t0Start: number | null = null
+    const ease = (p: number) => 1 - Math.pow(1 - p, 3) // ease-out cubic
+    const step = (ts: number) => {
+      if (t0Start === null) t0Start = ts
+      const p = clamp((ts - t0Start) / ms, 0, 1)
+      const e = ease(p)
+      setView({
+        t0: from.t0 + (target.t0 - from.t0) * e,
+        t1: from.t1 + (target.t1 - from.t1) * e,
+      })
+      if (p < 1) raf = requestAnimationFrame(step)
+    }
+    raf = requestAnimationFrame(step)
+    return () => cancelAnimationFrame(raf)
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [conversationId])
+
+  // ---- coordinate helpers (read current view from ref) ----
+  const widthOf = () => canvasRef.current?.clientWidth || 1
+  const timeToX = (t: number, w = widthOf()) => {
+    const { t0, t1 } = viewRef.current
+    return ((t - t0) / (t1 - t0)) * w
+  }
+  const xToTime = (x: number, w = widthOf()) => {
+    const { t0, t1 } = viewRef.current
+    return t0 + (x / w) * (t1 - t0)
+  }
+
+  // ---- draw ----
+  const draw = useCallback(() => {
+    const canvas = canvasRef.current
+    if (!canvas) return
+    const ctx = canvas.getContext('2d')
+    if (!ctx) return
+    const w = canvas.clientWidth
+    const H = height
+    const dpr = window.devicePixelRatio || 1
+    canvas.width = w * dpr
+    canvas.height = H * dpr
+    ctx.setTransform(dpr, 0, 0, dpr, 0, 0)
+    ctx.clearRect(0, 0, w, H)
+
+    const { t0, t1 } = viewRef.current
+    const span = t1 - t0 || 1
+    const centerY = H / 2
+
+    // waveform bars within the visible window
+    if (data && data.samples.length) {
+      const sr = data.sample_rate || 3
+      const i0 = Math.max(0, Math.floor(t0 * sr))
+      const i1 = Math.min(data.samples.length - 1, Math.ceil(t1 * sr))
+      ctx.fillStyle = '#d2694a'
+      for (let i = i0; i <= i1; i++) {
+        const xA = ((i / sr - t0) / span) * w
+        const xB = (((i + 1) / sr - t0) / span) * w
+        const amp = data.samples[i]
+        const barH = Math.max(1, amp * (centerY - 2))
+        ctx.fillRect(xA, centerY - barH, Math.max(1, xB - xA - 0.5), barH * 2)
+      }
+    }
+
+    // region band
+    const r = regionRef.current
+    if (r) {
+      const xs = ((r.start - t0) / span) * w
+      const xe = ((r.end - t0) / span) * w
+      ctx.fillStyle = 'rgba(16, 185, 129, 0.18)' // emerald
+      ctx.fillRect(xs, 0, xe - xs, H)
+      ctx.strokeStyle = 'rgba(5, 150, 105, 0.95)'
+      ctx.lineWidth = 2
+      ctx.beginPath()
+      ctx.moveTo(xs, 0); ctx.lineTo(xs, H)
+      ctx.moveTo(xe, 0); ctx.lineTo(xe, H)
+      ctx.stroke()
+      // edge grips
+      ctx.fillStyle = 'rgba(5, 150, 105, 0.95)'
+      ctx.fillRect(xs - 2, centerY - 10, 4, 20)
+      ctx.fillRect(xe - 2, centerY - 10, 4, 20)
+    }
+
+    // playback position (only when within the visible window)
+    const ct = playheadRef.current
+    if (ct != null && ct >= t0 && ct <= t1) {
+      const xp = ((ct - t0) / span) * w
+      ctx.strokeStyle = '#dc4a3a' // danger-500
+      ctx.lineWidth = 2
+      ctx.beginPath()
+      ctx.moveTo(xp, 0)
+      ctx.lineTo(xp, H)
+      ctx.stroke()
+    }
+  }, [data, height])
+
+  // redraw on state changes + resize
+  useEffect(() => {
+    draw()
+  }, [draw, view, region])
+
+  // redraw the playhead as playback advances
+  useEffect(() => {
+    playheadRef.current = currentTime ?? null
+    draw()
+  }, [currentTime, draw])
+
+  useEffect(() => {
+    const el = canvasRef.current
+    if (!el) return
+    const ro = new ResizeObserver(() => draw())
+    ro.observe(el)
+    return () => ro.disconnect()
+  }, [draw])
+
+  // wheel zoom (non-passive so we can preventDefault page scroll)
+  useEffect(() => {
+    const el = canvasRef.current
+    if (!el) return
+    const onWheel = (e: WheelEvent) => {
+      e.preventDefault()
+      const rect = el.getBoundingClientRect()
+      const x = e.clientX - rect.left
+      const { t0, t1 } = viewRef.current
+      const span = t1 - t0
+      const tc = t0 + (x / rect.width) * span
+      const factor = Math.exp(e.deltaY * 0.0015) // up → <1 → zoom in
+      const newSpan = clamp(span * factor, MIN_SPAN, duration || span)
+      let nt0 = tc - (tc - t0) * (newSpan / span)
+      nt0 = clamp(nt0, 0, Math.max(0, (duration || newSpan) - newSpan))
+      setView({ t0: nt0, t1: nt0 + newSpan })
+    }
+    el.addEventListener('wheel', onWheel, { passive: false })
+    return () => el.removeEventListener('wheel', onWheel)
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [duration])
+
+  // ---- pointer interaction ----
+  const onPointerDown = (e: React.PointerEvent<HTMLCanvasElement>) => {
+    const el = canvasRef.current!
+    el.setPointerCapture(e.pointerId)
+    const rect = el.getBoundingClientRect()
+    const x = e.clientX - rect.left
+    const t = xToTime(x, rect.width)
+    const r = regionRef.current
+    const d = dragRef.current
+    d.downX = x
+    d.moved = false
+
+    if (r) {
+      const xs = timeToX(r.start, rect.width)
+      const xe = timeToX(r.end, rect.width)
+      if (Math.abs(x - xs) <= EDGE_PX) d.mode = 'resize-l'
+      else if (Math.abs(x - xe) <= EDGE_PX) d.mode = 'resize-r'
+      else if (x > xs && x < xe) {
+        d.mode = 'move'
+        d.offset = t - r.start
+      } else {
+        d.mode = 'pan'
+        d.panT0 = viewRef.current.t0
+        d.panX = x
+      }
+    } else {
+      d.mode = 'draw'
+      d.anchorT = t
+      setRegion({ start: t, end: t })
+    }
+  }
+
+  const onPointerMove = (e: React.PointerEvent<HTMLCanvasElement>) => {
+    const d = dragRef.current
+    if (!d.mode) return
+    const el = canvasRef.current!
+    const rect = el.getBoundingClientRect()
+    const x = clamp(e.clientX - rect.left, 0, rect.width)
+    if (Math.abs(x - d.downX) > 4) d.moved = true
+    const t = clamp(xToTime(x, rect.width), 0, duration)
+    const r = regionRef.current
+
+    if (d.mode === 'pan') {
+      const span = viewRef.current.t1 - viewRef.current.t0
+      const dt = ((d.panX - x) / rect.width) * span
+      const nt0 = clamp(d.panT0 + dt, 0, Math.max(0, duration - span))
+      setView({ t0: nt0, t1: nt0 + span })
+      return
+    }
+    if (!r && d.mode !== 'draw') return
+
+    if (d.mode === 'resize-l' && r) {
+      setRegion({ start: clamp(t, 0, r.end - MIN_REGION), end: r.end })
+    } else if (d.mode === 'resize-r' && r) {
+      setRegion({ start: r.start, end: clamp(t, r.start + MIN_REGION, duration) })
+    } else if (d.mode === 'move' && r) {
+      const wdt = r.end - r.start
+      const ns = clamp(t - d.offset, 0, duration - wdt)
+      setRegion({ start: ns, end: ns + wdt })
+    } else if (d.mode === 'draw') {
+      setRegion({ start: Math.min(d.anchorT, t), end: Math.max(d.anchorT, t) })
+    }
+  }
+
+  const endDrag = (e: React.PointerEvent<HTMLCanvasElement>) => {
+    const d = dragRef.current
+    const wasClick = !d.moved
+    const el = canvasRef.current
+    const rect = el?.getBoundingClientRect()
+    const clickTime = rect ? clamp(xToTime(clamp(e.clientX - rect.left, 0, rect.width), rect.width), 0, duration) : null
+    if (d.mode === 'draw') {
+      const r = regionRef.current
+      if (r && r.end - r.start < MIN_REGION) setRegion(null) // treat as a stray click
+    }
+    d.mode = null
+    if (wasClick && clickTime !== null && onSeekPlay) onSeekPlay(clickTime, regionRef.current)
+    try {
+      canvasRef.current?.releasePointerCapture(e.pointerId)
+    } catch {
+      /* ignore */
+    }
+  }
+
+  const cursor = (() => {
+    return region ? 'grab' : 'crosshair'
+  })()
+
+  const dur = region ? region.end - region.start : 0
+
+  return (
+    <div className="mt-2 p-3 rounded-lg border border-emerald-200 dark:border-emerald-800 bg-emerald-50/40 dark:bg-emerald-900/10">
+      {error ? (
+        <div className="text-xs text-gray-500 py-6 text-center">No waveform available</div>
+      ) : loading ? (
+        <div className="text-xs text-gray-400 py-6 text-center animate-pulse">Loading waveform…</div>
+      ) : (
+        <canvas
+          ref={canvasRef}
+          onPointerDown={onPointerDown}
+          onPointerMove={onPointerMove}
+          onPointerUp={endDrag}
+          onPointerCancel={endDrag}
+          className="w-full rounded bg-white/60 dark:bg-gray-900/40 touch-none select-none"
+          style={{ height, cursor }}
+          title={`${onSeekPlay ? 'Click to play from that point · ' : ''}scroll to zoom · drag the band to move · drag edges to resize · drag outside to pan`}
+        />
+      )}
+
+      <div className="flex items-center justify-between gap-2 mt-2 flex-wrap">
+        <div className="flex items-center gap-2 text-xs text-gray-600 dark:text-gray-300 font-mono">
+          {region ? (
+            <>
+              <span>{fmt(region.start)}</span>
+              <span className="text-gray-400">→</span>
+              <span>{fmt(region.end)}</span>
+              <span className="text-gray-400">({dur.toFixed(2)}s)</span>
+            </>
+          ) : (
+            <span className="text-emerald-600 dark:text-emerald-400">Drag on the waveform to select a region</span>
+          )}
+        </div>
+
+        <div className="flex items-center gap-1.5">
+          {region && onPlay && (
+            <button
+              onClick={() => onPlay(region)}
+              className="p-1.5 rounded bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 text-gray-700 dark:text-gray-200"
+              title="Play selection"
+            >
+              <Play className="h-3.5 w-3.5" />
+            </button>
+          )}
+          {region ? (
+            <button
+              onClick={() => setRegion(null)}
+              className="p-1.5 rounded bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 text-gray-700 dark:text-gray-200"
+              title="Clear region and free-select"
+            >
+              <X className="h-3.5 w-3.5" />
+            </button>
+          ) : initialRegion ? (
+            <button
+              onClick={() => setRegion(initialRegion)}
+              className="p-1.5 rounded bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 text-gray-700 dark:text-gray-200"
+              title="Restore the original region"
+            >
+              <RotateCcw className="h-3.5 w-3.5" />
+            </button>
+          ) : null}
+          {ownCommit && onAddSegment && (
+            <button
+              onClick={() => region && onAddSegment(region)}
+              disabled={!region}
+              className="inline-flex items-center gap-1 px-2 py-1 text-xs rounded bg-indigo-100 dark:bg-indigo-900/40 text-indigo-700 dark:text-indigo-300 hover:bg-indigo-200 dark:hover:bg-indigo-900/60 disabled:opacity-40"
+              title="Insert a NEW segment with this region (e.g. an overlapping speaker)"
+            >
+              <Plus className="h-3.5 w-3.5" /> {addLabel}
+            </button>
+          )}
+          {ownCommit && onSaveTiming && (
+            <button
+              onClick={() => region && onSaveTiming(region)}
+              disabled={!region}
+              className="inline-flex items-center gap-1 px-2 py-1 text-xs rounded bg-emerald-600 text-white hover:bg-emerald-700 disabled:opacity-40"
+              title="Update this segment's timing"
+            >
+              <Check className="h-3.5 w-3.5" /> Save
+            </button>
+          )}
+          {ownCommit && (
+            <button
+              onClick={onCancel}
+              className="px-2 py-1 text-xs rounded bg-gray-200 dark:bg-gray-600 text-gray-700 dark:text-gray-200 hover:bg-gray-300 dark:hover:bg-gray-500"
+            >
+              Cancel
+            </button>
+          )}
+          {commitMode === 'linked' && (
+            <span className="text-xs text-emerald-600 dark:text-emerald-400">
+              Adjust the span — saved with the segment below
+            </span>
+          )}
+        </div>
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/audio/useWaveformData.ts b/backends/advanced/webui/src/components/audio/useWaveformData.ts
new file mode 100644
index 00000000..701011a1
--- /dev/null
+++ b/backends/advanced/webui/src/components/audio/useWaveformData.ts
@@ -0,0 +1,95 @@
+import { useEffect, useState } from 'react'
+import { api } from '../../services/api'
+
+export interface WaveformData {
+  /** Peak amplitudes in [0, 1], evenly spaced at `sample_rate` peaks/sec over the whole clip. */
+  samples: number[]
+  /** Peaks per second (currently ~3/s from the backend; resolution of `samples`). */
+  sample_rate: number
+  duration_seconds: number
+}
+
+// Module-level cache so the playback waveform and the region editor on the same
+// conversation share one fetch instead of each hitting /waveform.
+const cache = new Map<string, WaveformData>()
+const inflight = new Map<string, Promise<WaveformData>>()
+
+/**
+ * Fetch (and cache) the coarse full-clip waveform for a conversation.
+ *
+ * Intentionally minimal so we can later add a higher-resolution, range-scoped
+ * variant without touching callers: add an optional `{ start, end, pps }` arg here,
+ * key the cache on it, and hit a ranged endpoint — the returned shape stays the same.
+ */
+export function fetchWaveformData(conversationId: string): Promise<WaveformData> {
+  const cached = cache.get(conversationId)
+  if (cached) return Promise.resolve(cached)
+
+  const existing = inflight.get(conversationId)
+  if (existing) return existing
+
+  const p = api
+    .get(`/api/conversations/${conversationId}/waveform`)
+    .then((res) => {
+      const data = res.data as WaveformData
+      cache.set(conversationId, data)
+      inflight.delete(conversationId)
+      return data
+    })
+    .catch((err) => {
+      inflight.delete(conversationId)
+      throw err
+    })
+  inflight.set(conversationId, p)
+  return p
+}
+
+interface UseWaveformDataResult {
+  data: WaveformData | null
+  loading: boolean
+  error: string | null
+}
+
+/** React hook wrapper around {@link fetchWaveformData}. */
+export function useWaveformData(conversationId: string | undefined): UseWaveformDataResult {
+  const [data, setData] = useState<WaveformData | null>(
+    conversationId ? cache.get(conversationId) ?? null : null
+  )
+  const [loading, setLoading] = useState(!data)
+  const [error, setError] = useState<string | null>(null)
+
+  useEffect(() => {
+    if (!conversationId) return
+    let cancelled = false
+
+    const cached = cache.get(conversationId)
+    if (cached) {
+      setData(cached)
+      setLoading(false)
+      setError(null)
+      return
+    }
+
+    setLoading(true)
+    setError(null)
+    fetchWaveformData(conversationId)
+      .then((d) => {
+        if (!cancelled) {
+          setData(d)
+          setLoading(false)
+        }
+      })
+      .catch((err: any) => {
+        if (!cancelled) {
+          setError(err?.response?.data?.detail || err?.message || 'Failed to load waveform')
+          setLoading(false)
+        }
+      })
+
+    return () => {
+      cancelled = true
+    }
+  }, [conversationId])
+
+  return { data, loading, error }
+}
diff --git a/backends/advanced/webui/src/components/auth/ProtectedRoute.tsx b/backends/advanced/webui/src/components/auth/ProtectedRoute.tsx
index c03eb0e3..2397daa3 100644
--- a/backends/advanced/webui/src/components/auth/ProtectedRoute.tsx
+++ b/backends/advanced/webui/src/components/auth/ProtectedRoute.tsx
@@ -38,4 +38,4 @@ export default function ProtectedRoute({ children, adminOnly = false }: Protecte
   }
 
   return <>{children}</>
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/AuditFilterBar.tsx b/backends/advanced/webui/src/components/dataAudit/AuditFilterBar.tsx
new file mode 100644
index 00000000..9012b3d2
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/AuditFilterBar.tsx
@@ -0,0 +1,186 @@
+import { useEffect, useRef, useState } from 'react'
+import { Plus, RefreshCw, X } from 'lucide-react'
+import { AUDIT_FILTERS, FilterContext } from './filters'
+import { Button } from '../ui'
+
+interface Props {
+  filters: Record<string, unknown>
+  onChangeFilter: (key: string, value: unknown) => void
+  onResetFilter: (key: string) => void
+  /** Set a toggle filter and refetch synchronously (single-click on/off). */
+  onToggleFilter: (key: string, value: unknown) => void
+  /** Called when an edit is committed (popover closed / chip removed). */
+  onApply: () => void
+  ctx: FilterContext
+  loading: boolean
+}
+
+/**
+ * Generic chip-based filter bar driven by the AUDIT_FILTERS registry:
+ * "＋ Filter" opens a menu of inactive filters; each active filter renders as
+ * a chip whose popover hosts the filter's own editor. Changes auto-apply when
+ * a popover closes. Adding a new filter = one registry entry in filters.tsx.
+ */
+export default function AuditFilterBar({
+  filters,
+  onChangeFilter,
+  onResetFilter,
+  onToggleFilter,
+  onApply,
+  ctx,
+  loading,
+}: Props) {
+  // Which filter's editor popover is open ('+' menu uses the 'add' sentinel).
+  const [openKey, setOpenKey] = useState<string | null>(null)
+  const barRef = useRef<HTMLDivElement | null>(null)
+  // Track whether the open popover had edits, to skip no-op refetches.
+  const dirtyRef = useRef(false)
+
+  const close = () => {
+    if (openKey && openKey !== 'add' && dirtyRef.current) onApply()
+    dirtyRef.current = false
+    setOpenKey(null)
+  }
+
+  // Re-bound on every openKey/onApply change so close() sees current state.
+  useEffect(() => {
+    const onClickOutside = (e: MouseEvent) => {
+      if (barRef.current && !barRef.current.contains(e.target as Node)) close()
+    }
+    document.addEventListener('mousedown', onClickOutside)
+    return () => document.removeEventListener('mousedown', onClickOutside)
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [openKey, onApply])
+
+  const active = AUDIT_FILTERS.filter(
+    (def) => def.isActive(filters[def.key] ?? def.defaultValue) || def.key === openKey
+  )
+  const inactive = AUDIT_FILTERS.filter((def) => !active.includes(def))
+
+  return (
+    <div
+      ref={barRef}
+      className="flex flex-wrap items-center gap-2 bg-gray-50 dark:bg-gray-900/40 rounded-lg p-3 border border-gray-200 dark:border-gray-700"
+    >
+      {active.map((def) => {
+        const value = filters[def.key] ?? def.defaultValue
+        const Icon = def.icon
+        // Toggle filters are a single-click chip: clicking it turns the filter
+        // off (active chips are always "on"). No popover, no separate X.
+        if (def.toggle) {
+          return (
+            <button
+              key={def.key}
+              onClick={() => onToggleFilter(def.key, def.defaultValue)}
+              className="flex items-center space-x-1.5 rounded-full border text-sm pl-3 pr-2.5 py-1.5 border-blue-400 bg-blue-50 text-blue-700 dark:bg-blue-900/40 dark:text-blue-200 dark:border-blue-600 transition-colors"
+              title={`Turn off ${def.label.toLowerCase()} filter`}
+            >
+              <Icon className="h-3.5 w-3.5" />
+              <span>{def.chipLabel(value)}</span>
+              <X className="h-3.5 w-3.5 opacity-70" />
+            </button>
+          )
+        }
+        return (
+          <div key={def.key} className="relative">
+            <div
+              className={`flex items-center rounded-full border text-sm transition-colors ${
+                openKey === def.key
+                  ? 'border-blue-400 bg-blue-50 text-blue-700 dark:bg-blue-900/40 dark:text-blue-200 dark:border-blue-600'
+                  : 'border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-700 dark:text-gray-200'
+              }`}
+            >
+              <button
+                onClick={() => (openKey === def.key ? close() : setOpenKey(def.key))}
+                className="flex items-center space-x-1.5 pl-3 pr-1.5 py-1.5"
+                title={`Edit ${def.label.toLowerCase()} filter`}
+              >
+                <Icon className="h-3.5 w-3.5" />
+                <span
+                  className="max-w-48 truncate sm:max-w-72"
+                  title={def.chipLabel(value)}
+                >
+                  {def.chipLabel(value)}
+                </span>
+              </button>
+              <button
+                onClick={() => {
+                  // onResetFilter applies the refetch itself (it knows the
+                  // next filter state synchronously; we don't).
+                  onResetFilter(def.key)
+                  if (openKey === def.key) setOpenKey(null)
+                  dirtyRef.current = false
+                }}
+                className="pr-2 pl-0.5 py-1.5 text-gray-400 hover:text-gray-700 dark:hover:text-gray-200"
+                title="Remove filter"
+              >
+                <X className="h-3.5 w-3.5" />
+              </button>
+            </div>
+            {openKey === def.key && def.Editor && (
+              <div className="absolute z-20 mt-1 p-3 rounded-lg border border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800 shadow-lg">
+                <def.Editor
+                  value={value}
+                  onChange={(v) => {
+                    dirtyRef.current = true
+                    onChangeFilter(def.key, v)
+                  }}
+                  ctx={ctx}
+                />
+              </div>
+            )}
+          </div>
+        )
+      })}
+
+      {/* Add-filter menu */}
+      {inactive.length > 0 && (
+        <div className="relative">
+          <button
+            onClick={() => setOpenKey(openKey === 'add' ? null : 'add')}
+            className="flex items-center space-x-1 px-3 py-1.5 rounded-full border border-dashed border-gray-300 dark:border-gray-600 text-sm text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:border-gray-400 transition-colors"
+          >
+            <Plus className="h-3.5 w-3.5" />
+            <span>Filter</span>
+          </button>
+          {openKey === 'add' && (
+            <div className="absolute z-20 mt-1 w-44 py-1 rounded-lg border border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800 shadow-lg">
+              {inactive.map((def) => {
+                const Icon = def.icon
+                return (
+                  <button
+                    key={def.key}
+                    onClick={() => {
+                      if (def.toggle) {
+                        // Single-click: activate and refetch, no popover.
+                        onToggleFilter(def.key, true)
+                        setOpenKey(null)
+                      } else {
+                        setOpenKey(def.key)
+                      }
+                    }}
+                    className="flex items-center space-x-2 w-full px-3 py-1.5 text-sm text-gray-700 dark:text-gray-200 hover:bg-gray-100 dark:hover:bg-gray-700"
+                  >
+                    <Icon className="h-3.5 w-3.5 text-gray-400" />
+                    <span>{def.label}</span>
+                  </button>
+                )
+              })}
+            </div>
+          )}
+        </div>
+      )}
+
+      <div className="flex-1" />
+      <Button
+        variant="ghost"
+        onClick={onApply}
+        disabled={loading}
+        title="Refresh results"
+        icon={<RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />}
+      >
+        Refresh
+      </Button>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/AuditTable.tsx b/backends/advanced/webui/src/components/dataAudit/AuditTable.tsx
new file mode 100644
index 00000000..d09ae705
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/AuditTable.tsx
@@ -0,0 +1,356 @@
+import { Fragment, useEffect, useMemo, useRef, useState } from 'react'
+import { Link } from 'react-router-dom'
+import { ArrowDown, ArrowUp, ArrowUpDown, Play, Scissors, X } from 'lucide-react'
+import { AuditConversation } from '../../services/api'
+import { formatDate, formatDuration, processingStatusChip } from './format'
+import PreviewStrip from './PreviewStrip'
+import SegmentTriage from './SegmentTriage'
+import BackgroundReview from './BackgroundReview'
+import { MetadataChip, StateBadge } from '../ui'
+
+type SortKey = 'title' | 'created_at' | 'duration_seconds' | 'speech_fraction' | 'archive_reason'
+type SortDir = 'asc' | 'desc'
+
+// Default direction on first click: newest/longest/most-speech first, text A→Z.
+const DEFAULT_DIR: Record<SortKey, SortDir> = {
+  title: 'asc',
+  created_at: 'desc',
+  duration_seconds: 'desc',
+  speech_fraction: 'desc',
+  archive_reason: 'asc',
+}
+
+const SORT_STORAGE_KEY = 'data_audit_sort'
+
+function loadSort(): { key: SortKey; dir: SortDir } {
+  try {
+    const raw = sessionStorage.getItem(SORT_STORAGE_KEY)
+    if (raw) {
+      const parsed = JSON.parse(raw)
+      if (parsed.key in DEFAULT_DIR && (parsed.dir === 'asc' || parsed.dir === 'desc')) {
+        return parsed
+      }
+    }
+  } catch {
+    // ignore malformed storage
+  }
+  return { key: 'created_at', dir: 'desc' }
+}
+
+function compareRows(a: AuditConversation, b: AuditConversation, key: SortKey): number {
+  // Nulls always sort last regardless of direction (handled by caller).
+  switch (key) {
+    case 'title':
+      return (a.title || a.conversation_id).localeCompare(b.title || b.conversation_id)
+    case 'created_at':
+      return (a.created_at || '').localeCompare(b.created_at || '')
+    case 'duration_seconds':
+      return a.duration_seconds - b.duration_seconds
+    case 'speech_fraction':
+      return (a.speech_fraction ?? 0) - (b.speech_fraction ?? 0)
+    case 'archive_reason':
+      return (a.archive_reason || '').localeCompare(b.archive_reason || '')
+  }
+}
+
+interface Props {
+  rows: AuditConversation[]
+  loading: boolean
+  archivedView: boolean
+  selected: Set<string>
+  onToggleSelect: (id: string) => void
+  onSelectMany: (ids: string[], value: boolean) => void
+  onToggleSelectAll: () => void
+  onSplit: (row: AuditConversation) => void
+  // Bump when a triage decision is made/undone so the toolbar's count refreshes.
+  onTriageChanged?: () => void
+  // Stored confidence below this counts as a weak match (folded into triage review).
+  marginalThreshold?: number
+}
+
+export default function AuditTable({
+  rows,
+  loading,
+  archivedView,
+  selected,
+  onToggleSelect,
+  onSelectMany,
+  onToggleSelectAll,
+  onSplit,
+  onTriageChanged,
+  marginalThreshold,
+}: Props) {
+  const allSelected = rows.length > 0 && selected.size === rows.length
+  // Sort survives navigating to a conversation detail page and back.
+  const [sortKey, setSortKey] = useState<SortKey>(() => loadSort().key)
+  const [sortDir, setSortDir] = useState<SortDir>(() => loadSort().dir)
+
+  useEffect(() => {
+    try {
+      sessionStorage.setItem(SORT_STORAGE_KEY, JSON.stringify({ key: sortKey, dir: sortDir }))
+    } catch {
+      // ignore storage quota/availability errors
+    }
+  }, [sortKey, sortDir])
+
+  // Inline preview strip — one row's preview open at a time.
+  const [previewId, setPreviewId] = useState<string | null>(null)
+
+  const togglePreview = (conversationId: string) => {
+    setPreviewId((current) => (current === conversationId ? null : conversationId))
+  }
+
+  const handleSort = (key: SortKey) => {
+    if (key === sortKey) {
+      setSortDir((d) => (d === 'asc' ? 'desc' : 'asc'))
+    } else {
+      setSortKey(key)
+      setSortDir(DEFAULT_DIR[key])
+    }
+  }
+
+  const sortedRows = useMemo(() => {
+    const isNull = (r: AuditConversation) =>
+      sortKey === 'speech_fraction' && r.speech_fraction === null
+    return [...rows].sort((a, b) => {
+      // Unanalyzed rows (no speech %) stay at the bottom in either direction.
+      if (isNull(a) !== isNull(b)) return isNull(a) ? 1 : -1
+      const cmp = compareRows(a, b, sortKey)
+      return sortDir === 'asc' ? cmp : -cmp
+    })
+  }, [rows, sortKey, sortDir])
+
+  // Shift-click range selection anchor: the last row whose checkbox was
+  // toggled individually. Ranges follow the current sorted display order.
+  const anchorRef = useRef<string | null>(null)
+
+  const handleRowSelect = (e: React.MouseEvent, id: string) => {
+    const willSelect = !selected.has(id)
+    if (e.shiftKey && anchorRef.current && anchorRef.current !== id) {
+      const ids = sortedRows.map((r) => r.conversation_id)
+      const a = ids.indexOf(anchorRef.current)
+      const b = ids.indexOf(id)
+      if (a !== -1 && b !== -1) {
+        // Set the whole anchor→row range to the clicked row's new state.
+        // The anchor stays put so the range can be re-extended.
+        const [lo, hi] = a < b ? [a, b] : [b, a]
+        onSelectMany(ids.slice(lo, hi + 1), willSelect)
+        return
+      }
+    }
+    onToggleSelect(id)
+    anchorRef.current = id
+  }
+
+  // Cmd/Ctrl-click toggles, Shift-click range-selects — anywhere on the row.
+  // Plain clicks (links, play, Split…) are untouched, as are modifier clicks
+  // on interactive elements (e.g. cmd-click a link still opens a new tab).
+  const handleRowClick = (e: React.MouseEvent, id: string) => {
+    if (!e.shiftKey && !e.metaKey && !e.ctrlKey) return
+    if ((e.target as HTMLElement).closest('a, button, input')) return
+    e.preventDefault()
+    handleRowSelect(e, id)
+  }
+
+  const SortHeader = ({ label, sort }: { label: string; sort: SortKey }) => (
+    <th className="px-3 py-2">
+      <button
+        onClick={() => handleSort(sort)}
+        className="flex items-center space-x-1 hover:text-gray-700 dark:hover:text-gray-200 transition-colors"
+        title={`Sort by ${label.toLowerCase()}`}
+      >
+        <span>{label}</span>
+        {sortKey === sort ? (
+          sortDir === 'asc' ? <ArrowUp className="h-3 w-3" /> : <ArrowDown className="h-3 w-3" />
+        ) : (
+          <ArrowUpDown className="h-3 w-3 opacity-40" />
+        )}
+      </button>
+    </th>
+  )
+
+  return (
+    <div className="overflow-x-auto border border-gray-200 dark:border-gray-700 rounded-lg">
+      <table className="min-w-full divide-y divide-gray-200 dark:divide-gray-700 text-sm">
+        <thead className="bg-gray-50 dark:bg-gray-900/40">
+          <tr className="text-left text-gray-500 dark:text-gray-400">
+            {!archivedView && (
+              <th className="px-3 py-2">
+                <input type="checkbox" checked={allSelected} onChange={onToggleSelectAll} />
+              </th>
+            )}
+            <SortHeader label="Conversation" sort="title" />
+            <SortHeader label="Date" sort="created_at" />
+            <SortHeader label="Duration" sort="duration_seconds" />
+            {!archivedView ? (
+              <>
+                <SortHeader label="Speech %" sort="speech_fraction" />
+                <th className="px-3 py-2">Speakers</th>
+                <th className="px-3 py-2">Actions</th>
+              </>
+            ) : (
+              <SortHeader label="Reason" sort="archive_reason" />
+            )}
+          </tr>
+        </thead>
+        <tbody className="divide-y divide-gray-100 dark:divide-gray-800">
+          {rows.length === 0 && (
+            <tr>
+              <td colSpan={archivedView ? 4 : 7} className="px-3 py-8 text-center text-gray-400">
+                {loading ? 'Loading…' : 'No conversations match the current filters.'}
+              </td>
+            </tr>
+          )}
+          {sortedRows.map((r) => (
+            <Fragment key={r.conversation_id}>
+            <tr
+              className={`text-gray-700 dark:text-gray-200 ${
+                !archivedView && selected.has(r.conversation_id)
+                  ? 'bg-blue-50/60 dark:bg-blue-900/20'
+                  : ''
+              }`}
+              onClick={!archivedView ? (e) => handleRowClick(e, r.conversation_id) : undefined}
+              onMouseDown={
+                // Shift-clicking a range shouldn't drag-select the row text.
+                !archivedView ? (e) => e.shiftKey && e.preventDefault() : undefined
+              }
+            >
+              {!archivedView && (
+                <td className="px-3 py-2">
+                  <input
+                    type="checkbox"
+                    checked={selected.has(r.conversation_id)}
+                    onChange={() => {}}
+                    onClick={(e) => handleRowSelect(e, r.conversation_id)}
+                  />
+                </td>
+              )}
+              <td className="px-3 py-2 max-w-xs">
+                <div className="flex items-center space-x-2">
+                  {!archivedView && r.duration_seconds > 0 && (
+                    <button
+                      onClick={() => togglePreview(r.conversation_id)}
+                      className={`flex-shrink-0 p-1.5 rounded-full transition-colors ${
+                        previewId === r.conversation_id
+                          ? 'bg-blue-100 text-blue-700 dark:bg-blue-900 dark:text-blue-200'
+                          : 'text-gray-400 hover:text-blue-600 hover:bg-gray-100 dark:hover:bg-gray-700'
+                      }`}
+                      title={previewId === r.conversation_id ? 'Close preview' : 'Preview speech'}
+                    >
+                      {previewId === r.conversation_id ? (
+                        <X className="h-4 w-4" />
+                      ) : (
+                        <Play className="h-4 w-4" />
+                      )}
+                    </button>
+                  )}
+                  <div className="min-w-0">
+                    <Link
+                      to={`/conversations/${r.conversation_id}`}
+                      state={{ from: '/data-audit' }}
+                      className="block truncate text-blue-600 dark:text-blue-400 hover:underline"
+                    >
+                      {r.title || r.conversation_id.slice(0, 8)}
+                    </Link>
+                    <div className="flex items-center space-x-1.5 text-xs text-gray-400">
+                      <span>{r.client_id}</span>
+                      {r.derived_operation && (
+                        <MetadataChip>{r.derived_operation}</MetadataChip>
+                      )}
+                      {(() => {
+                        const chip = processingStatusChip(r.processing_status, r.failure_stage)
+                        return chip ? (
+                          <span className={`px-1.5 py-0.5 rounded ${chip.className}`}>
+                            {chip.label}
+                          </span>
+                        ) : null
+                      })()}
+                    </div>
+                  </div>
+                </div>
+              </td>
+              <td className="px-3 py-2 whitespace-nowrap">{formatDate(r.created_at)}</td>
+              <td className="px-3 py-2 whitespace-nowrap">{formatDuration(r.duration_seconds)}</td>
+              {!archivedView ? (
+                <>
+                  <td className="px-3 py-2">
+                    {r.speech_fraction !== null ? (
+                      `${Math.round(r.speech_fraction * 100)}%`
+                    ) : (
+                      <span className="text-gray-400" title="Not analyzed yet">—</span>
+                    )}
+                  </td>
+                  <td className="px-3 py-2">
+                    <div className="flex flex-wrap gap-1">
+                      {r.speakers.length === 0 && <span className="text-gray-400 text-xs">none</span>}
+                      {r.speakers.map((s) => (
+                        <MetadataChip key={s}>{s}</MetadataChip>
+                      ))}
+                      {r.unknown_speech_segments > 0 && (
+                        <StateBadge
+                          tone="warning"
+                          title="Speech segments not matched to an enrolled speaker — open the preview to triage them"
+                        >
+                          {r.unknown_speech_segments} to review
+                        </StateBadge>
+                      )}
+                      {r.marginal_identified_segments > 0 && (
+                        <span
+                          className="px-1.5 py-0.5 rounded text-xs bg-orange-100 text-orange-700 dark:bg-orange-900/40 dark:text-orange-300"
+                          title="Identified as an enrolled speaker but at low confidence (near the match threshold) — likely wrong (e.g. noise labeled as the nearest speaker). Open the preview to review."
+                        >
+                          {r.marginal_identified_segments} low-confidence
+                        </span>
+                      )}
+                    </div>
+                  </td>
+                  <td className="px-3 py-2">
+                    {r.duration_seconds > 0 && (
+                      <button
+                        onClick={() => onSplit(r)}
+                        className="flex items-center space-x-1 px-2 py-1 rounded text-xs border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors"
+                        title="Split this conversation at long silence gaps"
+                      >
+                        <Scissors className="h-3.5 w-3.5" />
+                        <span>Split…</span>
+                      </button>
+                    )}
+                  </td>
+                </>
+              ) : (
+                <td className="px-3 py-2">
+                  <MetadataChip>{r.archive_reason || 'archived'}</MetadataChip>
+                </td>
+              )}
+            </tr>
+            {previewId === r.conversation_id && (
+              <tr>
+                <td colSpan={archivedView ? 4 : 7} className="px-3 py-2 bg-gray-50/50 dark:bg-gray-900/20">
+                  <PreviewStrip
+                    conversationId={r.conversation_id}
+                    durationSeconds={r.duration_seconds}
+                    onClose={() => setPreviewId(null)}
+                    autoPlay
+                    speakers={r.speakers}
+                  />
+                  <SegmentTriage
+                    conversationId={r.conversation_id}
+                    onDecisionsChanged={onTriageChanged}
+                    marginalThreshold={marginalThreshold}
+                  />
+                  <div className="mt-3">
+                    <BackgroundReview
+                      conversationId={r.conversation_id}
+                      onDecisionsChanged={onTriageChanged}
+                    />
+                  </div>
+                </td>
+              </tr>
+            )}
+            </Fragment>
+          ))}
+        </tbody>
+      </table>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/AuditToolbar.tsx b/backends/advanced/webui/src/components/dataAudit/AuditToolbar.tsx
new file mode 100644
index 00000000..af022094
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/AuditToolbar.tsx
@@ -0,0 +1,128 @@
+import { CheckCircle2, GitMerge, Loader2, PackageOpen, Trash2, UserCheck, VolumeX } from 'lucide-react'
+import { Button } from '../ui'
+
+interface Props {
+  total: number
+  selectedCount: number
+  mergeEligible: boolean
+  // Conversations still lacking cached VAD analysis; null = not loaded yet.
+  unanalyzedCount: number | null
+  analyzing: boolean
+  archiving: boolean
+  // Pending speaker-triage decisions and how many conversations they span.
+  triagePendingCount: number
+  triageConversationCount: number
+  applyingTriage: boolean
+  onApplyTriage: () => void
+  onAnalyze: () => void
+  onMerge: () => void
+  onArchive: () => void
+  onExport: () => void
+}
+
+export default function AuditToolbar({
+  total,
+  selectedCount,
+  mergeEligible,
+  unanalyzedCount,
+  analyzing,
+  archiving,
+  triagePendingCount,
+  triageConversationCount,
+  applyingTriage,
+  onApplyTriage,
+  onAnalyze,
+  onMerge,
+  onArchive,
+  onExport,
+}: Props) {
+  const nothingToAnalyze = unanalyzedCount === 0 && !analyzing
+  return (
+    <div className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+      <div className="text-sm text-gray-500 dark:text-gray-400">
+        {total} match{total === 1 ? '' : 'es'} · {selectedCount} selected
+      </div>
+      <div className="flex flex-wrap items-center gap-2">
+        {triagePendingCount > 0 && (
+          <Button
+            variant="primary"
+            size="md"
+            onClick={onApplyTriage}
+            disabled={applyingTriage}
+            title="Apply all speaker-triage decisions: relabel transcripts, enroll voiceprints, reprocess memory"
+            icon={
+              applyingTriage ? (
+                <Loader2 className="h-4 w-4 animate-spin" />
+              ) : (
+                <UserCheck className="h-4 w-4" />
+              )
+            }
+          >
+            {applyingTriage
+              ? 'Applying…'
+              : `Apply triage (${triagePendingCount} across ${triageConversationCount})`}
+          </Button>
+        )}
+        <Button
+          variant="secondary"
+          size="md"
+          onClick={onAnalyze}
+          disabled={analyzing || nothingToAnalyze}
+          title={
+            nothingToAnalyze
+              ? 'All conversations already have cached VAD analysis'
+              : 'Run VAD over conversations without cached analysis'
+          }
+          icon={
+            analyzing ? (
+              <Loader2 className="h-4 w-4 animate-spin" />
+            ) : nothingToAnalyze ? (
+              <CheckCircle2 className="h-4 w-4" />
+            ) : (
+              <VolumeX className="h-4 w-4" />
+            )
+          }
+        >
+          {analyzing
+            ? 'Analyzing…'
+            : nothingToAnalyze
+              ? 'Audio analyzed'
+              : unanalyzedCount != null
+                ? `Analyze audio (${unanalyzedCount})`
+                : 'Analyze audio'}
+        </Button>
+        <Button
+          variant="secondary"
+          size="md"
+          onClick={onExport}
+          title="Export speech-cropped clips + transcripts for annotation"
+          icon={<PackageOpen className="h-4 w-4" />}
+        >
+          Export…
+        </Button>
+        <Button
+          variant="secondary"
+          size="md"
+          onClick={onMerge}
+          disabled={!mergeEligible}
+          title={
+            mergeEligible
+              ? 'Merge the selected adjacent conversations'
+              : 'Select 2+ conversations from the same device to merge'
+          }
+          icon={<GitMerge className="h-4 w-4" />}
+        >
+          Merge selected
+        </Button>
+        <button
+          onClick={onArchive}
+          disabled={selectedCount === 0 || archiving}
+          className="flex items-center space-x-2 px-4 py-2 rounded-lg text-sm font-medium border border-red-300 dark:border-red-700 text-red-600 dark:text-red-400 hover:bg-red-50 dark:hover:bg-red-900/20 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
+        >
+          {archiving ? <Loader2 className="h-4 w-4 animate-spin" /> : <Trash2 className="h-4 w-4" />}
+          <span>Archive selected</span>
+        </button>
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/BackgroundReview.tsx b/backends/advanced/webui/src/components/dataAudit/BackgroundReview.tsx
new file mode 100644
index 00000000..0ba3794f
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/BackgroundReview.tsx
@@ -0,0 +1,182 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import { Loader2, Play, Pause, RefreshCw, Radio } from 'lucide-react'
+import {
+  annotationsApi,
+  BACKEND_URL,
+  BackgroundCandidate,
+  dataAuditApi,
+} from '../../services/api'
+import { getStorageKey } from '../../utils/storage'
+import { formatClock } from './format'
+
+// Kept in sync with backend constants.NOISE_LABEL. Confirming a candidate posts
+// this as a diarization annotation, which the backend auto-adds to the
+// background bucket (the accumulation loop).
+const NOISE_LABEL = 'Noise'
+
+interface Props {
+  conversationId: string
+  onDecisionsChanged?: () => void
+}
+
+/**
+ * "Potentially background" review: ranks a conversation's unidentified segments
+ * by how likely they are background (max similarity to the confirmed-background
+ * bucket + low SNR), and lets the user play each clip and confirm it as
+ * background. Each confirmation grows the bucket, so ranking improves over time.
+ */
+export default function BackgroundReview({ conversationId, onDecisionsChanged }: Props) {
+  const [candidates, setCandidates] = useState<BackgroundCandidate[]>([])
+  const [bucketSize, setBucketSize] = useState<number | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [playingKey, setPlayingKey] = useState<string | null>(null)
+  const [confirming, setConfirming] = useState<Set<number>>(new Set())
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+
+  const token = () => localStorage.getItem(getStorageKey('token')) || ''
+  const keyOf = (c: BackgroundCandidate) => `${c.segment_index}:${c.start}`
+
+  const stopAudio = useCallback(() => {
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingKey(null)
+  }, [])
+
+  useEffect(() => () => stopAudio(), [stopAudio])
+
+  const load = useCallback(async () => {
+    setLoading(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.backgroundSuggest(conversationId, 15)
+      setCandidates(res.data.candidates)
+      setBucketSize(res.data.bucket_size)
+    } catch {
+      setError('Failed to load background candidates')
+    } finally {
+      setLoading(false)
+    }
+  }, [conversationId])
+
+  const play = (c: BackgroundCandidate) => {
+    const key = keyOf(c)
+    if (playingKey === key) {
+      stopAudio()
+      return
+    }
+    stopAudio()
+    const url =
+      `${BACKEND_URL}/api/audio/chunks/${conversationId}` +
+      `?start_time=${c.start.toFixed(2)}&end_time=${c.end.toFixed(2)}&format=wav&token=${token()}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingKey(key)
+    audio.addEventListener('ended', () => stopAudio())
+    audio.addEventListener('error', () => {
+      setError('Playback failed')
+      stopAudio()
+    })
+    audio.play().catch(() => stopAudio())
+  }
+
+  const confirmBackground = async (c: BackgroundCandidate) => {
+    setConfirming((prev) => new Set(prev).add(c.segment_index))
+    try {
+      await annotationsApi.createDiarizationAnnotation({
+        conversation_id: conversationId,
+        segment_index: c.segment_index,
+        original_speaker: '',
+        corrected_speaker: NOISE_LABEL,
+        segment_start_time: c.segment_start_time,
+      })
+      setCandidates((prev) => prev.filter((x) => keyOf(x) !== keyOf(c)))
+      setBucketSize((n) => (n === null ? n : n + 1))
+      onDecisionsChanged?.()
+    } catch {
+      setError('Failed to confirm background')
+    } finally {
+      setConfirming((prev) => {
+        const next = new Set(prev)
+        next.delete(c.segment_index)
+        return next
+      })
+    }
+  }
+
+  return (
+    <div className="rounded-md border border-gray-200 dark:border-gray-700 p-3">
+      <div className="flex items-center justify-between mb-2">
+        <div className="flex items-center gap-2 text-sm font-medium text-gray-700 dark:text-gray-200">
+          <Radio className="w-4 h-4 text-amber-500" />
+          Potentially background
+          {bucketSize !== null && (
+            <span className="text-xs font-normal text-gray-400">
+              bucket: {bucketSize} clip{bucketSize === 1 ? '' : 's'}
+            </span>
+          )}
+        </div>
+        <button
+          onClick={load}
+          disabled={loading}
+          className="flex items-center gap-1 text-xs px-2 py-1 rounded border border-gray-300 dark:border-gray-600 hover:bg-gray-100 dark:hover:bg-gray-800 disabled:opacity-50"
+        >
+          {loading ? <Loader2 className="w-3 h-3 animate-spin" /> : <RefreshCw className="w-3 h-3" />}
+          {candidates.length ? 'Refresh' : 'Find candidates'}
+        </button>
+      </div>
+
+      {error && <div className="text-xs text-red-500 mb-2">{error}</div>}
+
+      {!loading && bucketSize === 0 && candidates.length === 0 && (
+        <div className="text-xs text-gray-400">
+          The background bucket is empty. Confirm a few clips here (or mark
+          Noise in triage) and matching will kick in.
+        </div>
+      )}
+
+      {candidates.length > 0 && (
+        <ul className="space-y-1">
+          {candidates.map((c) => {
+            const key = keyOf(c)
+            const pct = Math.round(Math.max(0, Math.min(1, c.background_likelihood)) * 100)
+            return (
+              <li
+                key={key}
+                className="flex items-center gap-2 text-xs py-1 border-b border-gray-100 dark:border-gray-800 last:border-0"
+              >
+                <button
+                  onClick={() => play(c)}
+                  className="flex-shrink-0 p-1 rounded hover:bg-gray-100 dark:hover:bg-gray-800"
+                  title="Play clip"
+                >
+                  {playingKey === key ? <Pause className="w-3.5 h-3.5" /> : <Play className="w-3.5 h-3.5" />}
+                </button>
+                <span className="flex-shrink-0 tabular-nums text-gray-400 w-24">
+                  {formatClock(c.start)}–{formatClock(c.end)}
+                </span>
+                <div className="flex-shrink-0 w-16 h-1.5 rounded bg-gray-200 dark:bg-gray-700 overflow-hidden" title={`background likelihood ${pct}%`}>
+                  <div className="h-full bg-amber-500" style={{ width: `${pct}%` }} />
+                </div>
+                <span className="flex-shrink-0 tabular-nums text-gray-400 w-28">
+                  sim {c.bucket_similarity.toFixed(2)}
+                  {c.snr_db !== null && ` · ${c.snr_db.toFixed(0)}dB`}
+                </span>
+                <span className="flex-1 truncate text-gray-500 dark:text-gray-400" title={c.text}>
+                  {c.text || <em className="opacity-60">(non-speech)</em>}
+                </span>
+                <button
+                  onClick={() => confirmBackground(c)}
+                  disabled={confirming.has(c.segment_index)}
+                  className="flex-shrink-0 px-2 py-0.5 rounded bg-amber-500/10 text-amber-600 dark:text-amber-400 hover:bg-amber-500/20 disabled:opacity-50"
+                >
+                  {confirming.has(c.segment_index) ? '…' : 'Background'}
+                </button>
+              </li>
+            )
+          })}
+        </ul>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/BackgroundReviewPanel.tsx b/backends/advanced/webui/src/components/dataAudit/BackgroundReviewPanel.tsx
new file mode 100644
index 00000000..0d8eff4c
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/BackgroundReviewPanel.tsx
@@ -0,0 +1,532 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import { ChevronDown, ChevronRight, Loader2, Pause, Play, Radio } from 'lucide-react'
+import { BACKEND_URL, BackgroundAccuracyReport, BackgroundCleanupReport, BackgroundCluster, BackgroundClusterLane, BackgroundDecisionHistoryItem, BackgroundSurface, BatchProgress, dataAuditApi } from '../../services/api'
+import { useJobPolling } from '../../hooks/useJobPolling'
+import { getStorageKey } from '../../utils/storage'
+import { formatClock } from './format'
+
+type Decision = 'noise' | 'background_speech' | 'not_background'
+type ReviewDecision = Decision | 'mixed' | 'dismissed'
+
+// Which mining lane to draw review clusters from. "harvest" clips sit near a
+// confirmed background exemplar (batch-confirmable); "novel" clips resemble
+// nothing labelled yet — new sources, the highest-value annotations for
+// cross-source recall.
+const LANE_OPTIONS: Array<{ value: 'all' | BackgroundClusterLane; label: string; hint: string }> = [
+  { value: 'all', label: 'All', hint: 'Default order: near-certain matches first' },
+  { value: 'harvest', label: 'Near matches', hint: 'Close to a confirmed background exemplar — quick batch confirms' },
+  { value: 'novel', label: 'New sources', hint: 'Unlike everything labelled so far — these teach the system the most' },
+  { value: 'similar', label: 'Clusters', hint: 'Repeated within-conversation audio without a strong match either way' },
+]
+
+// Review dial: widens/narrows the surfacing thresholds server-side. Only
+// changes what is offered for review — production suppression stays at its
+// own (benchmark-tuned) thresholds.
+const SURFACE_OPTIONS: Array<{ value: BackgroundSurface; label: string; hint: string }> = [
+  { value: 'less', label: 'Show less', hint: 'Only near-certain candidates and larger clusters' },
+  { value: 'default', label: 'Default', hint: 'Balanced queue — the production default' },
+  { value: 'more', label: 'Show more', hint: 'Wider thresholds and smaller clusters — more borderline material to review' },
+]
+
+const decisionLabel = (decision: ReviewDecision | 'skip') => ({
+  noise: 'noise',
+  // Source-first vocabulary: the question is WHAT produced the audio
+  // (content vs a real person in the room), not its role in one conversation.
+  background_speech: 'content (media)',
+  not_background: 'real people',
+  mixed: 'mixed clip labels',
+  dismissed: 'dismissed cluster',
+  skip: 'skipped',
+}[decision])
+
+export default function BackgroundReviewPanel() {
+  const [open, setOpen] = useState(false)
+  const [clusters, setClusters] = useState<BackgroundCluster[]>([])
+  const [indexed, setIndexed] = useState(0)
+  const [remaining, setRemaining] = useState(0)
+  const [bucketSizes, setBucketSizes] = useState({ noise: 0, background_speech: 0 })
+  const [reviewFocus, setReviewFocus] = useState<'bootstrap' | 'hard_speech' | 'discovery'>('bootstrap')
+  const [progress, setProgress] = useState<BatchProgress | null>(null)
+  const [indexing, setIndexing] = useState(false)
+  const [deciding, setDeciding] = useState(false)
+  const [undoing, setUndoing] = useState(false)
+  const [decisionHistory, setDecisionHistory] = useState<BackgroundDecisionHistoryItem[]>([])
+  const [showDecisionHistory, setShowDecisionHistory] = useState(false)
+  const [expandedDecisionId, setExpandedDecisionId] = useState<string | null>(null)
+  const [mixedMode, setMixedMode] = useState(false)
+  const [sampleDecisions, setSampleDecisions] = useState<Record<string, Decision>>({})
+  const [lastResult, setLastResult] = useState<{
+    reviewId: string
+    reviewed: number
+    exemplarsAdded: number
+    duplicatesCovered: number
+    decision: ReviewDecision
+  } | null>(null)
+  const [report, setReport] = useState<BackgroundCleanupReport | null>(null)
+  const [accuracyReport, setAccuracyReport] = useState<BackgroundAccuracyReport | null>(null)
+  const [reportVisible, setReportVisible] = useState(false)
+  const [reportLoading, setReportLoading] = useState(false)
+  const [applying, setApplying] = useState(false)
+  const [applyResult, setApplyResult] = useState<{ conversations_updated: number; segments_changed: number } | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [playingKey, setPlayingKey] = useState<string | null>(null)
+  const [lane, setLane] = useState<'all' | BackgroundClusterLane>('all')
+  const [laneCounts, setLaneCounts] = useState<Partial<Record<BackgroundClusterLane, number>>>({})
+  const [surface, setSurface] = useState<BackgroundSurface>(() => {
+    const stored = localStorage.getItem(getStorageKey('bgReviewSurface'))
+    return stored === 'less' || stored === 'more' ? stored : 'default'
+  })
+  const [queueSummary, setQueueSummary] = useState<{ unreviewed: number; quick_confirms: number; uncertain: number } | null>(null)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+  const { pollJob } = useJobPolling()
+
+  const loadClusters = useCallback(async () => {
+    const response = await dataAuditApi.getBackgroundClusters(6, 5, lane === 'all' ? undefined : lane, surface)
+    setClusters(response.data.clusters)
+    setIndexed(response.data.indexed)
+    setRemaining(response.data.remaining)
+    setBucketSizes(response.data.bucket_sizes)
+    setReviewFocus(response.data.review_focus || 'bootstrap')
+    setLaneCounts(response.data.lane_counts || {})
+    setQueueSummary(response.data.queue_summary || null)
+  }, [lane, surface])
+
+  const loadDecisionHistory = useCallback(async () => {
+    const response = await dataAuditApi.getBackgroundDecisionHistory()
+    setDecisionHistory(response.data.decisions)
+  }, [])
+
+  const watchJob = useCallback(async (jobId: string) => {
+    setIndexing(true)
+    const result = await pollJob(jobId, (_status, nextProgress) => {
+      if (nextProgress) setProgress(nextProgress)
+    })
+    setIndexing(false)
+    if (result === 'finished') {
+      setProgress(null)
+      await loadClusters()
+    } else {
+      setError('Corpus sampling failed')
+    }
+  }, [loadClusters, pollJob])
+
+  useEffect(() => {
+    if (!open) return
+    void loadDecisionHistory().catch(() => undefined)
+    dataAuditApi.getLatestBackgroundDecision().then(({ data }) => {
+      if (!data.review_id || !data.decision) return
+      setLastResult({
+        reviewId: data.review_id,
+        reviewed: data.reviewed || 0,
+        exemplarsAdded: 0,
+        duplicatesCovered: 0,
+        decision: data.decision === 'skip' ? 'not_background' : data.decision,
+      })
+    }).catch(() => undefined)
+    dataAuditApi.getBackgroundIndex().then(({ data }) => {
+      if (data.job_id && ['queued', 'started', 'deferred', 'scheduled'].includes(data.status || '')) {
+        void watchJob(data.job_id)
+      } else if (data.indexed > 0) {
+        void loadClusters()
+      }
+    }).catch(() => setError('Could not load background corpus status'))
+  }, [loadClusters, loadDecisionHistory, open, watchJob])
+
+  const startIndex = async () => {
+    setError(null)
+    setProgress({ percent: 0, message: 'Preparing corpus…' })
+    try {
+      const response = await dataAuditApi.startBackgroundIndex()
+      await watchJob(response.data.job_id)
+    } catch {
+      setIndexing(false)
+      setError('Could not start corpus sampling')
+    }
+  }
+
+  const stopAudio = useCallback(() => {
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingKey(null)
+  }, [])
+
+  const play = (sample: { clip_key: string; conversation_id: string; start: number; end: number }) => {
+    if (playingKey === sample.clip_key) return stopAudio()
+    stopAudio()
+    const token = localStorage.getItem(getStorageKey('token')) || ''
+    const url = `${BACKEND_URL}/api/audio/chunks/${sample.conversation_id}?start_time=${sample.start.toFixed(2)}&end_time=${sample.end.toFixed(2)}&format=wav&token=${token}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingKey(sample.clip_key)
+    audio.addEventListener('ended', stopAudio)
+    audio.addEventListener('error', stopAudio)
+    void audio.play().catch(stopAudio)
+  }
+
+  const decide = async (cluster: BackgroundCluster, decision: ReviewDecision, clipDecisions: Record<string, Decision> = {}) => {
+    setDeciding(true)
+    setError(null)
+    stopAudio()
+    try {
+      const response = await dataAuditApi.decideBackgroundCluster(cluster, decision, clipDecisions)
+      setLastResult({
+        reviewId: response.data.review_id,
+        reviewed: response.data.reviewed,
+        exemplarsAdded: response.data.exemplars_added,
+        duplicatesCovered: response.data.duplicates_covered,
+        decision: response.data.decision,
+      })
+      setMixedMode(false)
+      setSampleDecisions({})
+      await loadDecisionHistory()
+      await loadClusters()
+    } catch {
+      setError('Could not save this cluster decision')
+    } finally {
+      setDeciding(false)
+    }
+  }
+
+  const skipForNow = () => {
+    stopAudio()
+    setLastResult(null)
+    setMixedMode(false)
+    setSampleDecisions({})
+    setClusters((current) => current.length > 1 ? [...current.slice(1), current[0]] : current)
+  }
+
+  const editDecision = async (reviewId: string, decision: ReviewDecision) => {
+    if (decision === 'mixed') return
+    setUndoing(true)
+    setError(null)
+    try {
+      await dataAuditApi.editBackgroundDecision(reviewId, decision)
+      setAccuracyReport(null)
+      setReport(null)
+      setReportVisible(false)
+      await loadDecisionHistory()
+      await loadClusters()
+    } catch {
+      setError('Could not change this annotation')
+    } finally {
+      setUndoing(false)
+    }
+  }
+
+  const removeDecision = async (reviewId: string) => {
+    setUndoing(true)
+    setError(null)
+    try {
+      await dataAuditApi.undoBackgroundDecision(reviewId)
+      const latest = await dataAuditApi.getLatestBackgroundDecision()
+      if (latest.data.review_id && latest.data.decision) {
+        setLastResult({
+          reviewId: latest.data.review_id,
+          reviewed: latest.data.reviewed || 0,
+          exemplarsAdded: 0,
+          duplicatesCovered: 0,
+          decision: latest.data.decision === 'skip' ? 'not_background' : latest.data.decision,
+        })
+      } else setLastResult(null)
+      setAccuracyReport(null)
+      setReport(null)
+      setReportVisible(false)
+      await loadDecisionHistory()
+      await loadClusters()
+    } catch {
+      setError('Could not remove this annotation')
+    } finally {
+      setUndoing(false)
+    }
+  }
+
+  const evaluateAnnotations = async () => {
+    setReportLoading(true)
+    setError(null)
+    try {
+      const [accuracy, cleanup] = await Promise.all([
+        dataAuditApi.getBackgroundAccuracyReport(),
+        dataAuditApi.getBackgroundCleanupReport(),
+      ])
+      setAccuracyReport(accuracy.data)
+      setReport(cleanup.data)
+      setReportVisible(true)
+    } catch {
+      setError('Could not evaluate background annotations')
+    } finally {
+      setReportLoading(false)
+    }
+  }
+
+  const applyCleanup = async () => {
+    if (!report?.report_id) return
+    setApplying(true)
+    setError(null)
+    try {
+      const response = await dataAuditApi.applyBackgroundCleanup(report.report_id)
+      const terminal = await pollJob(response.data.job_id, (_status, nextProgress) => {
+        if (nextProgress) setProgress(nextProgress)
+      })
+      if (terminal !== 'finished') throw new Error('cleanup failed')
+      const result = await dataAuditApi.getJobResult<{ conversations_updated: number; segments_changed: number }>(response.data.job_id)
+      if (result.data.result) setApplyResult(result.data.result)
+    } catch {
+      setError('Could not apply background cleanup')
+    } finally {
+      setApplying(false)
+      setProgress(null)
+    }
+  }
+
+  const cluster = clusters[0]
+  const percent = progress?.percent ?? 0
+
+  return (
+    <section className="mb-4 rounded-lg border border-gray-200 bg-white dark:border-gray-700 dark:bg-gray-800">
+      <button onClick={() => setOpen((value) => !value)} className="flex w-full items-center justify-between px-4 py-3 text-left">
+        <span className="flex items-center gap-2 font-medium text-gray-800 dark:text-gray-100">
+          {open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />}
+          <Radio className="h-4 w-4 text-gray-500" />
+          Background sample corpus
+        </span>
+        {indexed > 0 && <span className="text-xs text-gray-400">{remaining} clips left · {bucketSizes.noise} noise · {bucketSizes.background_speech} background speech</span>}
+      </button>
+
+      {open && <div className="border-t border-gray-100 px-4 pb-4 pt-3 dark:border-gray-700">
+        <div className="mb-4 flex flex-wrap items-start justify-between gap-3">
+          <div>
+            <p className="text-sm text-gray-700 dark:text-gray-200">Sample the full corpus once, then classify similar audio in a few cluster decisions.</p>
+            <p className="mt-1 text-xs text-gray-400">Noise includes transcript gaps. Content means produced/played media — TV, videos, podcasts — whether or not it was the point of the recording. Real people are humans speaking live.</p>
+          </div>
+          <div className="flex items-center gap-2">
+            {decisionHistory.length > 0 && <button onClick={() => setShowDecisionHistory((value) => !value)} className="rounded border border-gray-300 px-3 py-1.5 text-sm text-gray-700 hover:bg-gray-50 dark:border-gray-600 dark:text-gray-200 dark:hover:bg-gray-700">Annotation history ({decisionHistory.length})</button>}
+            <button onClick={startIndex} disabled={indexing} className="inline-flex items-center gap-1.5 rounded border border-gray-300 px-3 py-1.5 text-sm text-gray-700 hover:bg-gray-50 disabled:opacity-50 dark:border-gray-600 dark:text-gray-200 dark:hover:bg-gray-700">
+              {indexing && <Loader2 className="h-4 w-4 animate-spin" />}
+              {indexing ? 'Sampling full corpus…' : indexed ? 'Update corpus sample' : 'Sample full corpus'}
+            </button>
+          </div>
+        </div>
+
+        {indexing && <div className="mb-4" aria-live="polite">
+          <div className="mb-1 flex justify-between text-xs text-gray-500"><span>{progress?.message || 'Sampling corpus…'}</span><span>{percent}%</span></div>
+          <div className="h-1.5 overflow-hidden rounded-full bg-gray-100 dark:bg-gray-700"><div className="h-full bg-gray-500 transition-[width] duration-200" style={{ width: `${percent}%` }} /></div>
+        </div>}
+        {error && <p className="mb-3 text-xs text-red-500">{error}</p>}
+        {lastResult && <div className="mb-3 flex flex-wrap items-center gap-2 text-xs text-gray-500 dark:text-gray-400" aria-live="polite">
+          <span>{lastResult.decision === 'dismissed' ? `Dismissed a ${lastResult.reviewed}-clip cluster` : `Reviewed ${lastResult.reviewed} clips as ${decisionLabel(lastResult.decision)}`}
+            {lastResult.exemplarsAdded > 0 ? ` · added ${lastResult.exemplarsAdded} representative samples` : ''}
+            {lastResult.duplicatesCovered > 0 ? ` · covered ${lastResult.duplicatesCovered} duplicate clips` : ''}.
+          </span>
+        </div>}
+        {decisionHistory.length > 0 && <div className="mb-3">
+          {showDecisionHistory && <ul className="mt-2 max-h-96 divide-y divide-gray-100 overflow-y-auto border-y border-gray-100 dark:divide-gray-700 dark:border-gray-700">
+            {decisionHistory.map((item) => <li key={item.review_id} className="py-1 text-xs">
+              <div className="flex items-center gap-2">
+                <button
+                  onClick={() => setExpandedDecisionId((current) => current === item.review_id ? null : item.review_id)}
+                  aria-expanded={expandedDecisionId === item.review_id}
+                  className="flex min-w-0 flex-1 items-center gap-2 rounded px-1 py-2 text-left hover:bg-gray-50 dark:hover:bg-gray-700"
+                >
+                  {expandedDecisionId === item.review_id ? <ChevronDown className="h-3.5 w-3.5 flex-shrink-0 text-gray-400" /> : <ChevronRight className="h-3.5 w-3.5 flex-shrink-0 text-gray-400" />}
+                  <span className="w-32 flex-shrink-0 font-medium text-gray-600 dark:text-gray-300">{decisionLabel(item.decision)}</span>
+                  <span className="min-w-0 flex-1 truncate text-gray-400">{item.clips_affected} clips · {new Date(item.reviewed_at).toLocaleString()}</span>
+                </button>
+                {item.decision !== 'mixed' && <select
+                  value={item.decision}
+                  disabled={undoing}
+                  onChange={(e) => { if (e.target.value !== item.decision) editDecision(item.review_id, e.target.value as ReviewDecision) }}
+                  title="Change this verdict — references move to match"
+                  className="appearance-none rounded border border-gray-200 bg-transparent px-1.5 py-0.5 text-xs text-gray-600 disabled:opacity-50 [color-scheme:light] dark:border-gray-600 dark:bg-gray-800 dark:text-gray-300 dark:[color-scheme:dark]"
+                >
+                  <option value="background_speech">content (media)</option>
+                  <option value="not_background">real people</option>
+                  <option value="noise">noise</option>
+                  <option value="dismissed">dismissed</option>
+                </select>}
+                <button onClick={() => removeDecision(item.review_id)} disabled={undoing} className="px-2 py-1 font-medium text-gray-600 hover:text-red-600 disabled:opacity-50 dark:text-gray-300">Remove</button>
+              </div>
+              {expandedDecisionId === item.review_id && <div className="mb-2 ml-6 rounded border border-gray-100 bg-gray-50/60 dark:border-gray-700 dark:bg-gray-900/20">
+                {item.samples.map((sample) => <div key={sample.clip_key} className="flex items-start gap-2 border-b border-gray-100 px-2 py-2 last:border-b-0 dark:border-gray-700">
+                  <button onClick={() => play(sample)} aria-label={playingKey === sample.clip_key ? 'Pause clip' : 'Play clip'} className="mt-0.5 rounded p-1 hover:bg-gray-200 dark:hover:bg-gray-700">
+                    {playingKey === sample.clip_key ? <Pause className="h-3.5 w-3.5" /> : <Play className="h-3.5 w-3.5" />}
+                  </button>
+                  <div className="min-w-0 flex-1">
+                    <div className="flex flex-wrap items-center gap-x-2 text-gray-400">
+                      <span className="font-medium text-gray-600 dark:text-gray-300">{sample.conversation_title || 'Untitled conversation'}</span>
+                      <span className="tabular-nums">{formatClock(sample.start)}–{formatClock(sample.end)}</span>
+                      <span>{sample.current_label || 'Unknown speaker'}</span>
+                      {sample.decision && <span>labelled {decisionLabel(sample.decision)}</span>}
+                    </div>
+                    <p className="mt-0.5 text-gray-600 dark:text-gray-300">{sample.text || 'No decipherable speech'}</p>
+                  </div>
+                </div>)}
+                {item.samples.length === 0 && <p className="px-3 py-2 text-gray-400">The source clips are no longer in the sampled corpus.</p>}
+                {item.samples_reconstructed && item.samples.length > 0 && <p className="border-t border-gray-100 px-3 py-1.5 text-[11px] text-gray-400 dark:border-gray-700">Representative clips reconstructed from the stored cluster.</p>}
+              </div>}
+            </li>)}
+          </ul>}
+        </div>}
+
+        {!indexing && indexed > 0 && <div className="mb-4 border-y border-gray-100 py-3 dark:border-gray-700">
+          <div className="flex flex-wrap items-center justify-between gap-3">
+            <div>
+              <p className="text-sm font-medium text-gray-800 dark:text-gray-100">Foreground / background accuracy</p>
+              <p className="mt-0.5 text-xs text-gray-400">Measure whether your annotations improved held-out F1, then preview transcript impact.</p>
+            </div>
+            <div className="flex items-center gap-2">
+              {(report || accuracyReport) && (
+                <button
+                  onClick={() => setReportVisible((visible) => !visible)}
+                  disabled={reportLoading || applying}
+                  className="rounded px-3 py-1.5 text-sm text-gray-500 hover:bg-gray-50 hover:text-gray-700 disabled:opacity-50 dark:text-gray-400 dark:hover:bg-gray-700 dark:hover:text-gray-200"
+                >
+                  {reportVisible ? 'Hide report' : 'Show report'}
+                </button>
+              )}
+              <button onClick={evaluateAnnotations} disabled={reportLoading || applying} className="inline-flex items-center gap-1.5 rounded border border-gray-300 px-3 py-1.5 text-sm text-gray-700 hover:bg-gray-50 disabled:opacity-50 dark:border-gray-600 dark:text-gray-200 dark:hover:bg-gray-700">
+                {reportLoading && <Loader2 className="h-4 w-4 animate-spin" />}
+                {reportLoading ? 'Evaluating…' : report || accuracyReport ? 'Refresh report' : 'Evaluate annotations'}
+              </button>
+            </div>
+          </div>
+          {reportVisible && accuracyReport && !accuracyReport.ready && <p className="mt-3 text-xs text-gray-500">{accuracyReport.reason}</p>}
+          {reportVisible && accuracyReport?.ready && accuracyReport.baseline && accuracyReport.adapted && <div className="mt-3">
+            <div className="grid grid-cols-2 gap-3 sm:grid-cols-4">
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{(accuracyReport.baseline.f1 * 100).toFixed(1)}%</div><div className="text-xs text-gray-400">baseline F1</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{(accuracyReport.adapted.f1 * 100).toFixed(1)}%</div><div className="text-xs text-gray-400">adapted F1</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{(Number(accuracyReport.f1_change || 0) * 100) >= 0 ? '+' : ''}{(Number(accuracyReport.f1_change || 0) * 100).toFixed(1)} pts</div><div className="text-xs text-gray-400">F1 change</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{accuracyReport.reviewed_samples}</div><div className="text-xs text-gray-400">reviewed samples</div></div>
+            </div>
+            <div className="mt-3 grid gap-3 text-xs sm:grid-cols-2">
+              <div className="rounded border border-gray-200 p-2 dark:border-gray-700"><span className="text-gray-500">Baseline confusion</span><div className="mt-1 tabular-nums text-gray-700 dark:text-gray-200">TP {accuracyReport.baseline.confusion.tp} · FP {accuracyReport.baseline.confusion.fp} · FN {accuracyReport.baseline.confusion.fn} · TN {accuracyReport.baseline.confusion.tn}</div></div>
+              <div className="rounded border border-gray-200 p-2 dark:border-gray-700"><span className="text-gray-500">Adapted confusion</span><div className="mt-1 tabular-nums text-gray-700 dark:text-gray-200">TP {accuracyReport.adapted.confusion.tp} · FP {accuracyReport.adapted.confusion.fp} · FN {accuracyReport.adapted.confusion.fn} · TN {accuracyReport.adapted.confusion.tn}</div></div>
+            </div>
+            {(accuracyReport.learning_curve?.length || 0) > 1 && <div className="mt-3">
+              <div className="mb-1 flex justify-between text-xs text-gray-400"><span>F1 learning curve</span><span>0 → {accuracyReport.learning_curve!.length - 1} cluster annotations</span></div>
+              <div className="flex h-16 items-end gap-1 border-b border-gray-200 dark:border-gray-700" role="img" aria-label="F1 score after each annotation iteration">
+                {accuracyReport.learning_curve?.map((point) => <div key={point.annotations} className="min-w-1 flex-1 bg-gray-400 dark:bg-gray-500" style={{ height: `${Math.max(2, point.f1 * 100)}%` }} title={`${point.annotations} annotations: ${(point.f1 * 100).toFixed(1)}% F1 on ${point.samples} held-out samples`} />)}
+              </div>
+            </div>}
+            <p className="mt-2 text-xs text-gray-400">{accuracyReport.method}; duplicate clips are excluded across folds.{accuracyReport.reconstructed_review_samples ? ' Older reviewed samples were reconstructed from their clusters.' : ''}</p>
+            {!accuracyReport.background_speech_samples && <p className="mt-2 text-xs font-medium text-gray-600 dark:text-gray-300">Hard case not measured: no Background Speech positives were reviewed. This 100% result only measures transcript gaps versus speech, not TV/distant speech versus foreground.</p>}
+          </div>}
+          {reportVisible && report && !report.ready && <p className="mt-3 text-xs text-gray-500">{report.reason}</p>}
+          {reportVisible && report?.ready && <div className="mt-3">
+            <p className="mb-2 text-xs font-medium text-gray-600 dark:text-gray-300">Projected transcript impact</p>
+            {report.recommendation && <p className="mb-3 text-xs text-gray-500 dark:text-gray-400">{report.recommendation}</p>}
+            <div className="grid grid-cols-2 gap-3 sm:grid-cols-4">
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{report.high_confidence}</div><div className="text-xs text-gray-400">high-confidence changes</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{report.ambiguous}</div><div className="text-xs text-gray-400">left unchanged</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{report.conversations_affected}</div><div className="text-xs text-gray-400">conversations affected</div></div>
+              <div><div className="text-lg tabular-nums text-gray-900 dark:text-white">{report.reference_counts?.noise || 0} / {report.reference_counts?.background_speech || 0}</div><div className="text-xs text-gray-400">noise / background references</div></div>
+            </div>
+            {(report.high_samples?.length || 0) > 0 && <ul className="mt-3 divide-y divide-gray-100 border-y border-gray-100 dark:divide-gray-700 dark:border-gray-700">
+              {report.high_samples?.slice(0, 5).map((sample) => <li key={sample.clip_key} className="flex items-center gap-3 py-2 text-xs">
+                <button onClick={() => play(sample)} className="rounded p-1.5 hover:bg-gray-100 dark:hover:bg-gray-700">{playingKey === sample.clip_key ? <Pause className="h-4 w-4" /> : <Play className="h-4 w-4" />}</button>
+                <span className="min-w-0 flex-1 truncate text-gray-600 dark:text-gray-300">{sample.text}</span>
+                <span className="text-gray-400">{sample.current_label || 'Unknown'} → {sample.proposed_label}</span>
+                <span className="w-12 text-right tabular-nums text-gray-400">{Math.round(sample.background_score * 100)}%</span>
+              </li>)}
+            </ul>}
+            <div className="mt-3 flex items-center justify-between gap-3">
+              <p className="text-xs text-gray-400">Only high-confidence changes are applied. Original transcript versions remain available.</p>
+              <button onClick={applyCleanup} disabled={applying || !report.high_confidence} className="inline-flex flex-shrink-0 items-center gap-1.5 rounded bg-gray-900 px-3 py-1.5 text-sm text-white disabled:opacity-50 dark:bg-gray-700 dark:text-gray-100">
+                {applying && <Loader2 className="h-4 w-4 animate-spin" />}{applying ? 'Applying…' : `Apply ${report.high_confidence} changes`}
+              </button>
+            </div>
+            {applying && progress && <p className="mt-2 text-xs text-gray-400">{progress.message}</p>}
+            {applyResult && <p className="mt-2 text-xs text-gray-500">Applied {applyResult.segments_changed} segment changes across {applyResult.conversations_updated} conversations. Memories were not reprocessed.</p>}
+          </div>}
+        </div>}
+
+        {!indexing && !cluster && indexed === 0 && <div className="rounded border border-dashed border-gray-200 px-3 py-7 text-center text-sm text-gray-400 dark:border-gray-700">Sample the corpus to find repeated background audio.</div>}
+
+        {!indexing && indexed > 0 && queueSummary && queueSummary.unreviewed > 0 && <p className="mb-2 text-xs text-gray-500 dark:text-gray-400">
+          {queueSummary.unreviewed} cluster{queueSummary.unreviewed === 1 ? '' : 's'} unreviewed ·{' '}
+          <span title="The system already believes these are background — reviewing is a one-click sign-off, not a judgment call">{queueSummary.quick_confirms} quick confirm{queueSummary.quick_confirms === 1 ? '' : 's'}</span> ·{' '}
+          <span className="font-medium text-gray-600 dark:text-gray-300" title="Genuinely uncertain — this is the number that shrinks as the system learns">{queueSummary.uncertain} genuinely uncertain</span>
+        </p>}
+        {!indexing && indexed > 0 && <div className="mb-3 flex flex-wrap items-center gap-1.5 text-xs">
+          <span className="text-gray-400">Queue:</span>
+          {LANE_OPTIONS.map((option) => {
+            const count = option.value === 'all'
+              ? Object.values(laneCounts).reduce((sum, n) => sum + (n || 0), 0)
+              : laneCounts[option.value] || 0
+            return <button
+              key={option.value}
+              onClick={() => { stopAudio(); setMixedMode(false); setSampleDecisions({}); setLane(option.value) }}
+              title={option.hint}
+              className={`rounded-full border px-2.5 py-1 ${lane === option.value ? 'border-gray-700 bg-gray-700 text-white dark:border-gray-300 dark:bg-gray-300 dark:text-gray-900' : 'border-gray-200 text-gray-500 hover:border-gray-400 dark:border-gray-600 dark:text-gray-300 dark:hover:border-gray-400'}`}
+            >{option.label}{count ? ` (${count})` : ''}</button>
+          })}
+          <span className="ml-3 text-gray-400">Show:</span>
+          {SURFACE_OPTIONS.map((option) => <button
+            key={option.value}
+            onClick={() => {
+              stopAudio(); setMixedMode(false); setSampleDecisions({})
+              localStorage.setItem(getStorageKey('bgReviewSurface'), option.value)
+              setSurface(option.value)
+            }}
+            title={option.hint}
+            className={`rounded-full border px-2.5 py-1 ${surface === option.value ? 'border-gray-700 bg-gray-700 text-white dark:border-gray-300 dark:bg-gray-300 dark:text-gray-900' : 'border-gray-200 text-gray-500 hover:border-gray-400 dark:border-gray-600 dark:text-gray-300 dark:hover:border-gray-400'}`}
+          >{option.label}</button>)}
+        </div>}
+
+        {!indexing && !cluster && indexed > 0 && lane !== 'all' && <div className="rounded border border-dashed border-gray-200 px-3 py-7 text-center text-sm text-gray-500 dark:border-gray-700">Nothing waiting in this queue right now — switch back to All.</div>}
+        {!indexing && !cluster && indexed > 0 && lane === 'all' && <div className="rounded border border-dashed border-gray-200 px-3 py-7 text-center text-sm text-gray-500 dark:border-gray-700">No reviewable clusters remain{surface !== 'more' ? ' at this setting — try Show more, or update' : '. Update'} the corpus sample after adding conversations.</div>}
+
+        {cluster && <div className="border-t border-gray-100 pt-3 dark:border-gray-700">
+          <div className="mb-2 flex items-baseline justify-between gap-3">
+            <div>
+              <span className="text-sm font-medium text-gray-800 dark:text-gray-100">{reviewFocus === 'discovery' ? 'Review a likely background candidate' : reviewFocus === 'hard_speech' ? 'Review a hard speech boundary' : 'Review this cluster'}</span>
+              {cluster.mined === 'harvest' && <span className="ml-2 rounded bg-emerald-50 px-1.5 py-0.5 text-[11px] text-emerald-700 dark:bg-emerald-950/50 dark:text-emerald-300" title="Close to a confirmed background exemplar">near match</span>}
+              {cluster.mined === 'novel' && <span className="ml-2 rounded bg-sky-50 px-1.5 py-0.5 text-[11px] text-sky-700 dark:bg-sky-950/50 dark:text-sky-300" title="Unlike everything labelled so far — a first verdict here teaches the system the most">new source</span>}
+              <span className="ml-2 text-xs text-gray-400">{cluster.size} similar clips in {cluster.conversation_title || cluster.conversation_id.slice(0, 8)}</span>
+            </div>
+            <span className="text-xs text-gray-400">{clusters.length} clusters ready</span>
+          </div>
+          <ul className="mb-3 divide-y divide-gray-100 border-y border-gray-100 dark:divide-gray-700 dark:border-gray-700">
+            {cluster.samples.map((sample) => <li key={sample.clip_key} className="flex flex-wrap items-center gap-3 py-2 text-xs">
+              <button onClick={() => play(sample)} className="rounded p-1.5 hover:bg-gray-100 dark:hover:bg-gray-700" title="Play sample">{playingKey === sample.clip_key ? <Pause className="h-4 w-4" /> : <Play className="h-4 w-4" />}</button>
+              <span className="w-24 flex-shrink-0 tabular-nums text-gray-400">{formatClock(sample.start)}–{formatClock(sample.end)}</span>
+              <span className="min-w-0 flex-1 truncate text-gray-600 dark:text-gray-300">{sample.text || <em className="text-gray-400">No transcript</em>}</span>
+              {sample.review_role === 'edge' && <span className="rounded bg-gray-100 px-1.5 py-0.5 text-[11px] text-gray-500 dark:bg-gray-700 dark:text-gray-300" title="One of the least similar clips in this cluster">Edge case</span>}
+              {sample.current_label && <span className="max-w-32 truncate text-gray-400">currently {sample.current_label}</span>}
+              {mixedMode && <div className="ml-9 flex w-full flex-wrap gap-1.5 sm:ml-0 sm:w-auto">
+                {(['noise', 'background_speech', 'not_background'] as Decision[]).map((choice) => <button
+                  key={choice}
+                  onClick={() => setSampleDecisions((current) => ({ ...current, [sample.clip_key]: choice }))}
+                  className={`rounded border px-2 py-1 text-[11px] ${sampleDecisions[sample.clip_key] === choice ? 'border-gray-700 bg-gray-700 text-white dark:border-gray-200 dark:bg-gray-200 dark:text-gray-900' : 'border-gray-200 text-gray-500 hover:border-gray-400 dark:border-gray-600 dark:text-gray-300'}`}
+                >{choice === 'background_speech' ? 'Content (media)' : choice === 'not_background' ? 'Real people' : 'Noise'}</button>)}
+              </div>}
+            </li>)}
+          </ul>
+          {reviewFocus === 'discovery' && <p className="mb-3 text-xs text-gray-400">Suggested because this cluster is acoustically unlike your confirmed foreground{(cluster.mean_background_similarity || 0) > 0 ? ' and resembles confirmed background speech' : ''}.</p>}
+          <div className="flex flex-wrap items-center gap-2">
+            {!mixedMode && <>
+              {cluster.candidate_type === 'noise' && <button disabled={deciding} onClick={() => decide(cluster, 'noise')} className="rounded bg-gray-900 px-3 py-1.5 text-sm text-white disabled:opacity-50 dark:bg-gray-700 dark:text-gray-100">Noise</button>}
+              {cluster.candidate_type === 'background_speech' && <button disabled={deciding} onClick={() => decide(cluster, 'background_speech')} className="rounded bg-gray-900 px-3 py-1.5 text-sm text-white disabled:opacity-50 dark:bg-gray-700 dark:text-gray-100">Content (media)</button>}
+              <button disabled={deciding} onClick={() => decide(cluster, 'not_background')} className="px-2 py-1.5 text-sm text-gray-600 hover:text-gray-900 disabled:opacity-50 dark:text-gray-300 dark:hover:text-white">Real people</button>
+              {/* STT hallucinates words onto taps/clatter, so "speech" clusters
+                  still need a whole-cluster noise verdict. */}
+              {cluster.candidate_type === 'background_speech' && <button disabled={deciding} onClick={() => decide(cluster, 'noise')} className="px-2 py-1.5 text-sm text-gray-600 hover:text-gray-900 disabled:opacity-50 dark:text-gray-300 dark:hover:text-white" title="Not speech at all — taps, clatter, hallucinated transcript">Noise</button>}
+              <button disabled={deciding} onClick={() => setMixedMode(true)} className="px-2 py-1.5 text-sm text-gray-600 hover:text-gray-900 disabled:opacity-50 dark:text-gray-300 dark:hover:text-white">Mixed clips</button>
+              <button disabled={deciding} onClick={() => decide(cluster, 'dismissed')} className="px-2 py-1.5 text-sm text-gray-400 hover:text-gray-700 disabled:opacity-50 dark:hover:text-gray-200" title="Persistently remove this poor-quality cluster without using it for training">Dismiss cluster</button>
+              <button disabled={deciding || clusters.length < 2} onClick={skipForNow} className="px-2 py-1.5 text-sm text-gray-400 hover:text-gray-700 disabled:opacity-40 dark:hover:text-gray-200" title={clusters.length < 2 ? 'No other cluster is ready' : 'Show another cluster without recording a decision'}>Show later</button>
+              <span className="ml-auto text-xs text-gray-400">Cluster labels propagate to all {cluster.size} similar clips</span>
+            </>}
+            {mixedMode && <>
+              <button
+                disabled={deciding || cluster.samples.some((sample) => !sampleDecisions[sample.clip_key])}
+                onClick={() => decide(cluster, 'mixed', sampleDecisions)}
+                className="rounded bg-gray-900 px-3 py-1.5 text-sm text-white disabled:opacity-40 dark:bg-gray-700 dark:text-gray-100"
+              >Save {Object.keys(sampleDecisions).length} clip labels</button>
+              <button disabled={deciding} onClick={() => { setMixedMode(false); setSampleDecisions({}) }} className="px-2 py-1.5 text-sm text-gray-500">Cancel</button>
+              <span className="ml-auto text-xs text-gray-400">Label every shown clip; unseen members will be reclustered</span>
+            </>}
+          </div>
+        </div>}
+      </div>}
+    </section>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/BulkSplitModal.tsx b/backends/advanced/webui/src/components/dataAudit/BulkSplitModal.tsx
new file mode 100644
index 00000000..f2f1cb3e
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/BulkSplitModal.tsx
@@ -0,0 +1,230 @@
+import { useCallback, useEffect, useMemo, useState } from 'react'
+import { AlertTriangle, Loader2, Scissors } from 'lucide-react'
+import { AuditConversation, dataAuditApi } from '../../services/api'
+import { formatDuration } from './format'
+import { Alert, Button, Modal } from '../ui'
+
+interface Props {
+  conversations: AuditConversation[]
+  // Minimum silence-gap length to split at (seconds) — taken from the active
+  // "Silence gaps" filter so the bulk split matches what the user filtered for.
+  minGapSeconds: number
+  onClose: () => void
+  onDone: (message: string) => void
+}
+
+type PreviewStatus = 'loading' | 'ready' | 'needs_analysis' | 'error'
+
+interface Preview {
+  conversationId: string
+  title: string
+  durationSeconds: number
+  status: PreviewStatus
+  // Split points (seconds) — one per detected gap, where speech resumes.
+  splitPoints: number[]
+  error?: string
+}
+
+const SPEECH_THRESHOLD = 0.5
+
+export default function BulkSplitModal({ conversations, minGapSeconds, onClose, onDone }: Props) {
+  const [previews, setPreviews] = useState<Preview[]>(() =>
+    conversations.map((c) => ({
+      conversationId: c.conversation_id,
+      title: c.title || c.conversation_id.slice(0, 8),
+      durationSeconds: c.duration_seconds,
+      status: 'loading',
+      splitPoints: [],
+    }))
+  )
+  const [splitting, setSplitting] = useState(false)
+  const [progress, setProgress] = useState<string | null>(null)
+  const [error, setError] = useState<string | null>(null)
+
+  // The precise (chunk-level) split points are recomputed per conversation —
+  // the list filter only used the coarse cached speech_regions, so this is the
+  // authoritative preview of what the split will actually do.
+  const loadPreviews = useCallback(async () => {
+    await Promise.all(
+      conversations.map(async (c) => {
+        try {
+          const res = await dataAuditApi.getSilenceGaps(c.conversation_id, {
+            speech_threshold: SPEECH_THRESHOLD,
+            min_gap_seconds: minGapSeconds,
+          })
+          setPreviews((prev) =>
+            prev.map((p) =>
+              p.conversationId === c.conversation_id
+                ? {
+                    ...p,
+                    status: res.data.needs_analysis ? 'needs_analysis' : 'ready',
+                    splitPoints: res.data.gaps.map((g) => g.split_point_seconds),
+                  }
+                : p
+            )
+          )
+        } catch (e: any) {
+          setPreviews((prev) =>
+            prev.map((p) =>
+              p.conversationId === c.conversation_id
+                ? {
+                    ...p,
+                    status: 'error',
+                    error: e?.response?.data?.error || 'Failed to detect gaps',
+                  }
+                : p
+            )
+          )
+        }
+      })
+    )
+  }, [conversations, minGapSeconds])
+
+  useEffect(() => {
+    loadPreviews()
+  }, [loadPreviews])
+
+  const loadingPreviews = previews.some((p) => p.status === 'loading')
+  const splittable = useMemo(
+    () => previews.filter((p) => p.status === 'ready' && p.splitPoints.length > 0),
+    [previews]
+  )
+  const totalNewParts = useMemo(
+    () => splittable.reduce((sum, p) => sum + p.splitPoints.length + 1, 0),
+    [splittable]
+  )
+  const skipped = previews.length - splittable.length
+
+  const confirmSplit = async () => {
+    if (splittable.length === 0) return
+    setSplitting(true)
+    setError(null)
+    let done = 0
+    let failed = 0
+    let newParts = 0
+    for (const p of splittable) {
+      setProgress(`Splitting ${done + failed + 1}/${splittable.length}…`)
+      try {
+        const res = await dataAuditApi.split(p.conversationId, p.splitPoints)
+        done++
+        newParts += res.data.children.length
+      } catch {
+        failed++
+      }
+    }
+    onDone(
+      `Split ${done} conversation${done === 1 ? '' : 's'} into ${newParts} parts` +
+        `${failed > 0 ? `; ${failed} failed` : ''}. Memory and title generation are queued.`
+    )
+    onClose()
+  }
+
+  return (
+    <Modal
+      open
+      onClose={onClose}
+      closeOnEscape={!splitting}
+      closeOnBackdrop={!splitting}
+      icon={<Scissors className="h-5 w-5 text-blue-600" />}
+      title={
+        <>
+          Split at silence gaps
+          <span className="block text-xs font-normal text-gray-500 dark:text-gray-400">
+            {conversations.length} selected · splitting at gaps ≥ {formatDuration(minGapSeconds)}
+          </span>
+        </>
+      }
+      maxWidthClassName="max-w-2xl max-h-[85vh] overflow-y-auto"
+      footer={
+        <div className="flex items-center justify-between w-full">
+          <p className="text-xs text-gray-400 max-w-sm">
+            {progress ||
+              'Each original is soft-deleted (recoverable from Archive). Transcripts are reassigned by time; memories and titles regenerate per part.'}
+          </p>
+          <div className="flex items-center space-x-2">
+            <Button variant="secondary" onClick={onClose} disabled={splitting}>
+              Cancel
+            </Button>
+            <Button
+              variant="primary"
+              onClick={confirmSplit}
+              disabled={loadingPreviews || splittable.length === 0 || splitting}
+              icon={splitting ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+            >
+              Split {splittable.length} conversation{splittable.length === 1 ? '' : 's'}
+            </Button>
+          </div>
+        </div>
+      }
+    >
+      <div className="space-y-4">
+        {/* Summary */}
+        <div className="rounded-lg bg-gray-50 dark:bg-gray-900/40 border border-gray-200 dark:border-gray-700 p-3 text-sm text-gray-700 dark:text-gray-200">
+          {loadingPreviews ? (
+            <span className="flex items-center space-x-2 text-gray-500 dark:text-gray-400">
+              <Loader2 className="h-4 w-4 animate-spin" />
+              <span>Detecting gaps…</span>
+            </span>
+          ) : (
+            <span>
+              <strong>{splittable.length}</strong> conversation
+              {splittable.length === 1 ? '' : 's'} → <strong>{totalNewParts}</strong> new parts
+              {skipped > 0 && (
+                <span className="text-gray-500 dark:text-gray-400">
+                  {' '}
+                  · {skipped} skipped (no qualifying gaps / not analyzed)
+                </span>
+              )}
+            </span>
+          )}
+        </div>
+
+        {error && (
+          <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />}>
+            {error}
+          </Alert>
+        )}
+
+        {/* Per-conversation breakdown */}
+        <div className="space-y-1.5 max-h-72 overflow-y-auto">
+          {previews.map((p) => {
+            const parts = p.splitPoints.length + 1
+            return (
+              <div
+                key={p.conversationId}
+                className="flex items-center justify-between px-3 py-2 rounded-lg border border-gray-200 dark:border-gray-700 text-sm"
+              >
+                <div className="min-w-0 mr-3">
+                  <p className="truncate text-gray-700 dark:text-gray-200">{p.title}</p>
+                  <p className="text-xs text-gray-400">{formatDuration(p.durationSeconds)}</p>
+                </div>
+                <div className="flex-shrink-0 text-xs">
+                  {p.status === 'loading' && (
+                    <Loader2 className="h-4 w-4 animate-spin text-gray-400" />
+                  )}
+                  {p.status === 'ready' && p.splitPoints.length > 0 && (
+                    <span className="px-2 py-0.5 rounded bg-blue-100 dark:bg-blue-900/40 text-blue-700 dark:text-blue-300">
+                      {p.splitPoints.length} gap{p.splitPoints.length === 1 ? '' : 's'} → {parts}{' '}
+                      parts
+                    </span>
+                  )}
+                  {p.status === 'ready' && p.splitPoints.length === 0 && (
+                    <span className="text-gray-400">no qualifying gaps</span>
+                  )}
+                  {p.status === 'needs_analysis' && (
+                    <span className="text-amber-600 dark:text-amber-400">not analyzed</span>
+                  )}
+                  {p.status === 'error' && (
+                    <span className="text-red-500" title={p.error}>
+                      error
+                    </span>
+                  )}
+                </div>
+              </div>
+            )
+          })}
+        </div>
+      </div>
+    </Modal>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/DriftPanel.tsx b/backends/advanced/webui/src/components/dataAudit/DriftPanel.tsx
new file mode 100644
index 00000000..e0e1b09e
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/DriftPanel.tsx
@@ -0,0 +1,313 @@
+import { useCallback, useState } from 'react'
+import { ChevronDown, ChevronRight, DatabaseZap, RefreshCw, Waypoints } from 'lucide-react'
+import { conversationsApi, dataAuditApi } from '../../services/api'
+
+interface Transition { from: string | null; to: string | null; count: number }
+interface DriftConversation {
+  conversation_id: string
+  title: string
+  speech_segments: number
+  drifted_segments: number
+  transitions: Transition[]
+  processed_at: string | null
+}
+interface DriftReport {
+  drifted: DriftConversation[]
+  total_drifted: number
+  conversations_scanned: number
+  no_centroid_data: number
+  not_analyzable: number
+  similarity_threshold: number | null
+  cached?: boolean
+  computed_at?: string
+}
+interface BackfillResult {
+  backfilled: number
+  skipped: number
+  failed: number
+  marked_unanalyzable: number
+}
+
+const lbl = (s: string | null) => s || 'Unknown'
+
+/**
+ * Identify "drift conversations" — past conversations whose speaker labels would change
+ * if reprocessed against the CURRENT voiceprint gallery (e.g. after cleaning enrollment).
+ *
+ * Re-identifies each conversation's stored per-cluster centroids vs the live gallery
+ * (pure vector math, no GPU) and ranks by how many segment labels would flip. Lets you
+ * reprocess just the drifted ones. Lazy: fetches only when first expanded.
+ */
+export default function DriftPanel() {
+  const [open, setOpen] = useState(false)
+  const [data, setData] = useState<DriftReport | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [scanProgress, setScanProgress] = useState<{ percent: number; message: string } | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [busy, setBusy] = useState<string | null>(null)
+  const [reprocessed, setReprocessed] = useState<Set<string>>(new Set())
+  const [backfilling, setBackfilling] = useState(false)
+  const [backfillProgress, setBackfillProgress] = useState<string | null>(null)
+  const [backfillResult, setBackfillResult] = useState<BackfillResult | null>(null)
+
+  const load = useCallback(async (force = false) => {
+    setLoading(true)
+    setScanProgress(null)
+    setError(null)
+    try {
+      const queued = await conversationsApi.scanDrift(force)
+      if (queued.data.report) {
+        // Cache hit — nothing the report depends on has changed since last scan.
+        setData(queued.data.report as DriftReport)
+        setLoading(false)
+        return
+      }
+      const jobId = queued.data.job_id as string
+      while (true) {
+        const statusResponse = await dataAuditApi.getJobStatus(jobId)
+        const { status, batch_progress: progress } = statusResponse.data
+        if (progress?.message) {
+          setScanProgress({ percent: progress.percent ?? 0, message: progress.message })
+        } else if (status === 'queued') {
+          setScanProgress({ percent: 0, message: 'Waiting for a worker…' })
+        }
+        if (status === 'finished') {
+          const resultResponse = await dataAuditApi.getJobResult<DriftReport>(jobId)
+          setData(resultResponse.data.result)
+          break
+        }
+        if (status === 'failed' || status === 'canceled' || status === 'stopped') {
+          throw new Error(`Drift scan ${status}`)
+        }
+        await new Promise((resolve) => window.setTimeout(resolve, 1000))
+      }
+    } catch {
+      setError('Failed to load drift analysis')
+    } finally {
+      setLoading(false)
+      setScanProgress(null)
+    }
+  }, [])
+
+  const toggle = () => {
+    const next = !open
+    setOpen(next)
+    if (next && !data && !loading) load()
+  }
+
+  const reprocess = async (id: string) => {
+    setBusy(id)
+    try {
+      await conversationsApi.reprocessSpeakers(id)
+      setReprocessed((prev) => new Set(prev).add(id))
+    } catch {
+      setError(`Failed to queue reprocess for ${id.slice(0, 8)}`)
+    } finally {
+      setBusy(null)
+    }
+  }
+
+  const backfill = async () => {
+    setBackfilling(true)
+    setBackfillProgress('Queueing cluster-embedding backfill…')
+    setBackfillResult(null)
+    setError(null)
+    try {
+      const queued = await conversationsApi.backfillDriftClusterEmbeddings()
+      const jobId = queued.data.job_id
+      while (true) {
+        const statusResponse = await dataAuditApi.getJobStatus(jobId)
+        const { status, batch_progress: progress } = statusResponse.data
+        setBackfillProgress(
+          progress?.message || (status === 'queued' ? 'Waiting for a worker…' : 'Backfilling…')
+        )
+        if (status === 'finished') {
+          const resultResponse = await dataAuditApi.getJobResult<BackfillResult>(jobId)
+          setBackfillResult(resultResponse.data.result)
+          await load()
+          break
+        }
+        if (status === 'failed' || status === 'canceled' || status === 'stopped') {
+          throw new Error(`Backfill job ${status}`)
+        }
+        await new Promise((resolve) => window.setTimeout(resolve, 1500))
+      }
+    } catch {
+      setError('Cluster-embedding backfill failed')
+    } finally {
+      setBackfilling(false)
+      setBackfillProgress(null)
+    }
+  }
+
+  return (
+    <div className="border border-gray-200 dark:border-gray-700 rounded-lg">
+      <button
+        onClick={toggle}
+        className="w-full flex items-center justify-between px-4 py-2.5 text-left"
+      >
+        <div className="flex items-center space-x-2">
+          {open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />}
+          <Waypoints className="h-4 w-4 text-blue-600" />
+          <span className="text-sm font-medium text-gray-900 dark:text-gray-100">
+            Identify drift conversations
+          </span>
+        </div>
+        {data && (
+          <span className="text-xs text-gray-500 dark:text-gray-400">
+            {data.total_drifted} would change
+            {data.no_centroid_data > 0 && ` · ${data.no_centroid_data} need backfill`}
+          </span>
+        )}
+      </button>
+
+      {open && (
+        <div className="px-4 pb-4 space-y-3 border-t border-gray-200 dark:border-gray-700 pt-3">
+          <p className="text-xs text-gray-500 dark:text-gray-400">
+            Conversations whose speaker labels would change if reprocessed against the current
+            voiceprints — run this after cleaning enrollment, then reprocess the ones that drifted.
+          </p>
+          <div className="flex items-center gap-3">
+            <button
+              onClick={() => load(true)}
+              disabled={loading}
+              className="flex items-center gap-1.5 px-2.5 py-1 text-xs bg-gray-200 dark:bg-gray-700 rounded hover:bg-gray-300 dark:hover:bg-gray-600 disabled:opacity-50"
+            >
+              <RefreshCw className={`h-3 w-3 ${loading ? 'animate-spin' : ''}`} />
+              {loading ? 'Analyzing…' : 'Re-analyze'}
+            </button>
+            {loading && scanProgress && (
+              <div className="flex items-center gap-2 flex-1 min-w-0">
+                <div className="w-32 h-1.5 bg-gray-200 dark:bg-gray-700 rounded-full overflow-hidden">
+                  <div
+                    className="h-full bg-blue-600 rounded-full transition-all"
+                    style={{ width: `${scanProgress.percent}%` }}
+                  />
+                </div>
+                <span className="text-xs text-gray-500 truncate">{scanProgress.message}</span>
+              </div>
+            )}
+            {!loading && data && (
+              <span className="text-xs text-gray-500">
+                scanned {data.conversations_scanned}
+                {data.similarity_threshold != null && ` · threshold ${data.similarity_threshold.toFixed(2)}`}
+                {data.cached && data.computed_at &&
+                  ` · cached from ${new Date(data.computed_at).toLocaleString()}`}
+              </span>
+            )}
+          </div>
+
+          {error && <p className="text-sm text-red-600">{error}</p>}
+
+          {data && data.no_centroid_data > 0 && (
+            <div className="flex flex-wrap items-center gap-2 text-[11px] text-amber-600 dark:text-amber-400">
+              <span>
+                {data.no_centroid_data} conversations have no stored cluster embeddings yet and
+                can't be analyzed.
+              </span>
+              <button
+                onClick={backfill}
+                disabled={backfilling}
+                className="inline-flex items-center gap-1.5 rounded bg-amber-100 px-2.5 py-1 font-medium text-amber-800 hover:bg-amber-200 disabled:opacity-50 dark:bg-amber-900/40 dark:text-amber-200 dark:hover:bg-amber-900/60"
+              >
+                <DatabaseZap className={`h-3 w-3 ${backfilling ? 'animate-pulse' : ''}`} />
+                {backfilling ? 'Backfilling…' : `Backfill ${data.no_centroid_data}`}
+              </button>
+              {backfillProgress && <span>{backfillProgress}</span>}
+            </div>
+          )}
+
+          {data && data.not_analyzable > 0 && (
+            <p className="text-[11px] text-gray-400 dark:text-gray-500">
+              {data.not_analyzable} conversations excluded — no usable speech audio
+              (silent or audio not stored).
+            </p>
+          )}
+
+          {backfillResult && (
+            <p className={`text-[11px] ${backfillResult.failed ? 'text-amber-600 dark:text-amber-400' : 'text-green-600 dark:text-green-400'}`}>
+              Backfill complete: {backfillResult.backfilled} added, {backfillResult.skipped} skipped,
+              {' '}{backfillResult.failed} failed
+              {backfillResult.marked_unanalyzable > 0 &&
+                `, ${backfillResult.marked_unanalyzable} marked not-analyzable`}
+              . Drift analysis refreshed.
+            </p>
+          )}
+
+          {data &&
+            data.total_drifted === 0 &&
+            data.conversations_scanned > data.no_centroid_data + data.not_analyzable &&
+            !loading && (
+              <p className="text-sm text-green-600 dark:text-green-400">
+                No drift — every analyzable conversation still matches the current gallery.
+              </p>
+            )}
+
+          {data && data.total_drifted > 0 && (
+            <div className="overflow-x-auto">
+              <table className="min-w-full text-xs">
+                <thead className="text-gray-500 dark:text-gray-400 border-b border-gray-200 dark:border-gray-700">
+                  <tr>
+                    <th className="text-left py-1 pr-3">Conversation</th>
+                    <th className="text-right px-2">drifted / speech</th>
+                    <th className="text-left px-3">changes</th>
+                    <th className="text-right pl-2">action</th>
+                  </tr>
+                </thead>
+                <tbody>
+                  {data.drifted.map((c) => (
+                    <tr key={c.conversation_id} className="border-b border-gray-100 dark:border-gray-800 align-top">
+                      <td className="py-1.5 pr-3">
+                        <a
+                          href={`/conversations/${c.conversation_id}`}
+                          className="font-medium text-blue-600 dark:text-blue-400 hover:underline"
+                        >
+                          {c.title}
+                        </a>
+                        {c.processed_at && (
+                          <div className="text-[10px] text-gray-400">
+                            processed {new Date(c.processed_at).toLocaleDateString()}
+                          </div>
+                        )}
+                      </td>
+                      <td className="text-right px-2 tabular-nums">
+                        <b className="text-orange-600 dark:text-orange-400">{c.drifted_segments}</b>
+                        <span className="text-gray-400"> / {c.speech_segments}</span>
+                      </td>
+                      <td className="px-3">
+                        {c.transitions.slice(0, 4).map((t, i) => (
+                          <span key={i} className="inline-block mr-2 whitespace-nowrap">
+                            <span className="text-gray-500">{lbl(t.from)}</span>
+                            <span className="text-gray-400"> → </span>
+                            <span className="text-gray-800 dark:text-gray-200">{lbl(t.to)}</span>
+                            <span className="text-gray-400"> ×{t.count}</span>
+                          </span>
+                        ))}
+                        {c.transitions.length > 4 && (
+                          <span className="text-gray-400">+{c.transitions.length - 4} more</span>
+                        )}
+                      </td>
+                      <td className="text-right pl-2">
+                        {reprocessed.has(c.conversation_id) ? (
+                          <span className="text-green-600 dark:text-green-400">queued ✓</span>
+                        ) : (
+                          <button
+                            onClick={() => reprocess(c.conversation_id)}
+                            disabled={busy === c.conversation_id}
+                            className="px-2 py-1 bg-blue-600 text-white rounded hover:bg-blue-700 disabled:opacity-50"
+                          >
+                            {busy === c.conversation_id ? '…' : 'Reprocess'}
+                          </button>
+                        )}
+                      </td>
+                    </tr>
+                  ))}
+                </tbody>
+              </table>
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/ExportModal.tsx b/backends/advanced/webui/src/components/dataAudit/ExportModal.tsx
new file mode 100644
index 00000000..9c3dd973
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/ExportModal.tsx
@@ -0,0 +1,818 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import {
+  AlertTriangle,
+  Download,
+  HelpCircle,
+  Loader2,
+  PackageOpen,
+  ShieldCheck,
+  Trash2,
+} from 'lucide-react'
+import {
+  AuditConversation,
+  ExportRecord,
+  ScreenConversationReport,
+  ScreenResult,
+  dataAuditApi,
+} from '../../services/api'
+import { Alert, Button, Modal, Textarea } from '../../components/ui'
+import { useJobPolling } from '../../hooks/useJobPolling'
+import { formatDate, formatDuration } from './format'
+
+interface Props {
+  selected: AuditConversation[]
+  onClose: () => void
+}
+
+// Survives closing the modal: a running screen job is re-attached on reopen.
+const SCREEN_JOB_KEY = 'dataAudit.screenJob'
+const sleep = (ms: number) => new Promise((r) => setTimeout(r, ms))
+
+function formatBytes(bytes?: number): string {
+  if (!bytes) return '—'
+  if (bytes < 1024 * 1024) return `${Math.round(bytes / 1024)} KB`
+  return `${(bytes / (1024 * 1024)).toFixed(1)} MB`
+}
+
+/** Hover help: a small ? icon whose native tooltip carries the explanation. */
+function Hint({ text }: { text: string }) {
+  return (
+    <span title={text} className="inline-flex cursor-help" aria-label={text}>
+      <HelpCircle className="h-3.5 w-3.5 text-gray-400 hover:text-gray-600 dark:hover:text-gray-300" />
+    </span>
+  )
+}
+
+// A flagged segment is keyed by conversation + its segment index.
+const segKey = (cid: string, index: number) => `${cid}:${index}`
+
+// 16 kHz mono 16-bit PCM — what exported WAV clips contain (pre-zip).
+const WAV_BYTES_PER_SECOND = 32000
+
+/** Estimated dataset impact of the privacy screen, given the current toggles. */
+export interface ScreenImpact {
+  baselineSeconds: number // dataset duration without the screen (estimate in clips mode)
+  withheldSeconds: number // currently-checked flagged segments
+  withheldCount: number
+  byCategory: { category: string; count: number; seconds: number }[]
+  estimated: boolean // clips mode: baseline derived from speech %, not exact
+}
+
+interface Progress {
+  done: number
+  total: number
+  message: string
+}
+
+export default function ExportModal({ selected, onClose }: Props) {
+  // Export parameters
+  const [mode, setMode] = useState<'clips' | 'full'>('clips')
+  const [padSeconds, setPadSeconds] = useState(1.0)
+  const [speechThreshold, setSpeechThreshold] = useState(0.5)
+  const [mergeGap, setMergeGap] = useState(3.0)
+
+  // Privacy screen
+  const [screenEnabled, setScreenEnabled] = useState(true)
+  const [policy, setPolicy] = useState('')
+  const [screening, setScreening] = useState(false)
+  const [progress, setProgress] = useState<Progress | null>(null)
+  const [screenResult, setScreenResult] = useState<ScreenResult | null>(null)
+  // Flagged segments the user has chosen to withhold (default: all flagged).
+  const [excluded, setExcluded] = useState<Set<string>>(new Set())
+
+  // Run state
+  const [exporting, setExporting] = useState(false)
+  const [status, setStatus] = useState<string | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  const [latestExportId, setLatestExportId] = useState<string | null>(null)
+
+  // Previous exports
+  const [exports, setExports] = useState<ExportRecord[]>([])
+  const [loadingList, setLoadingList] = useState(false)
+
+  const { pollJob } = useJobPolling()
+  // Stops in-flight polling loops from updating state after the modal closes.
+  const mounted = useRef(true)
+  useEffect(() => {
+    mounted.current = true
+    return () => {
+      mounted.current = false
+    }
+  }, [])
+
+  // Order-independent signature of the current selection.
+  const idsSig = selected
+    .map((c) => c.conversation_id)
+    .sort()
+    .join(',')
+
+  const loadExports = useCallback(async () => {
+    setLoadingList(true)
+    try {
+      const res = await dataAuditApi.listExports()
+      setExports(res.data.exports)
+    } catch {
+      // non-fatal; the list section just stays empty
+    } finally {
+      setLoadingList(false)
+    }
+  }, [])
+
+  useEffect(() => {
+    loadExports()
+  }, [loadExports])
+
+  // Prefill the editable policy with the server default.
+  useEffect(() => {
+    dataAuditApi
+      .getSensitivityPolicy()
+      .then((res) => setPolicy(res.data.policy))
+      .catch(() => setPolicy(''))
+  }, [])
+
+  // Poll a screen job to completion, surfacing per-conversation progress and
+  // the final result. Shared by a fresh screen and by recovery-on-reopen.
+  const attachToScreenJob = useCallback(async (jobId: string) => {
+    setScreening(true)
+    setError(null)
+    try {
+      // eslint-disable-next-line no-constant-condition
+      while (true) {
+        const res = await dataAuditApi.getJobResult<ScreenResult>(jobId)
+        if (!mounted.current) return
+        const { status: st, meta, result } = res.data
+        const bp = meta?.batch_progress
+        if (bp) {
+          setProgress({
+            done: bp.done ?? 0,
+            total: bp.total ?? selected.length,
+            message: bp.message ?? '',
+          })
+        }
+        if (st === 'finished') {
+          localStorage.removeItem(SCREEN_JOB_KEY)
+          if (result) {
+            setScreenResult(result)
+            const next = new Set<string>()
+            for (const conv of result.conversations)
+              for (const f of conv.flagged ?? []) next.add(segKey(conv.conversation_id, f.index))
+            setExcluded(next)
+          } else {
+            setError('Screen finished but returned no result')
+          }
+          return
+        }
+        if (st === 'failed') {
+          localStorage.removeItem(SCREEN_JOB_KEY)
+          setError('Screen job failed — check the Queue page for details')
+          return
+        }
+        await sleep(1500)
+      }
+    } catch {
+      // job evicted / network error — drop the handle so the user can retry
+      localStorage.removeItem(SCREEN_JOB_KEY)
+      if (mounted.current) setError('Lost track of the screen job — run it again')
+    } finally {
+      if (mounted.current) {
+        setScreening(false)
+        setProgress(null)
+      }
+    }
+  }, [selected.length])
+
+  // Recover a screen still running (or just-finished) from a previous open.
+  useEffect(() => {
+    const raw = localStorage.getItem(SCREEN_JOB_KEY)
+    if (!raw) return
+    try {
+      const saved = JSON.parse(raw) as { jobId: string; ids: string }
+      if (saved.ids !== idsSig) {
+        localStorage.removeItem(SCREEN_JOB_KEY) // for a different selection
+        return
+      }
+      attachToScreenJob(saved.jobId)
+    } catch {
+      localStorage.removeItem(SCREEN_JOB_KEY)
+    }
+    // mount-only recovery; idsSig is stable for a given open
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [])
+
+  const runScreen = async () => {
+    setScreenResult(null)
+    setError(null)
+    setProgress({ done: 0, total: selected.length, message: 'queued…' })
+    setScreening(true)
+    try {
+      const res = await dataAuditApi.screenExport(
+        selected.map((c) => c.conversation_id),
+        policy
+      )
+      localStorage.setItem(
+        SCREEN_JOB_KEY,
+        JSON.stringify({ jobId: res.data.job_id, ids: idsSig })
+      )
+      await attachToScreenJob(res.data.job_id)
+    } catch (e: any) {
+      setScreening(false)
+      setProgress(null)
+      setError(e?.response?.data?.error || 'Failed to run privacy screen')
+    }
+  }
+
+  const toggleSeg = (cid: string, index: number) => {
+    setExcluded((prev) => {
+      const next = new Set(prev)
+      const k = segKey(cid, index)
+      if (next.has(k)) next.delete(k)
+      else next.add(k)
+      return next
+    })
+  }
+
+  // Build excluded_ranges {cid: [[start,end],...]} from the checked segments.
+  const buildExcludedRanges = (): Record<string, number[][]> => {
+    const ranges: Record<string, number[][]> = {}
+    if (!screenResult) return ranges
+    for (const conv of screenResult.conversations) {
+      const picked = (conv.flagged ?? []).filter((f) =>
+        excluded.has(segKey(conv.conversation_id, f.index))
+      )
+      if (picked.length) {
+        ranges[conv.conversation_id] = picked.map((f) => [f.start, f.end])
+      }
+    }
+    return ranges
+  }
+
+  const runExport = async () => {
+    setExporting(true)
+    setError(null)
+    setStatus('Queued export…')
+    try {
+      const excludedRanges = screenEnabled ? buildExcludedRanges() : {}
+      const res = await dataAuditApi.startExport(
+        selected.map((c) => c.conversation_id),
+        {
+          mode,
+          pad_seconds: padSeconds,
+          speech_threshold: speechThreshold,
+          merge_gap_seconds: mergeGap,
+          excluded_ranges: excludedRanges,
+          sensitivity_policy:
+            screenEnabled && Object.keys(excludedRanges).length ? policy : null,
+        }
+      )
+      const { job_id, export_id } = res.data
+      const term = await pollJob(job_id, (s) => setStatus(`Exporting… (${s})`))
+      setExporting(false)
+      setStatus(null)
+      if (term === 'finished') {
+        setLatestExportId(export_id)
+        loadExports()
+      } else {
+        setError('Export job failed — check the Queue page for details')
+      }
+    } catch (e: any) {
+      setExporting(false)
+      setStatus(null)
+      setError(e?.response?.data?.error || 'Failed to start export')
+    }
+  }
+
+  const deleteExport = async (exportId: string) => {
+    if (!window.confirm(`Delete export ${exportId} from the server?`)) return
+    try {
+      await dataAuditApi.deleteExport(exportId)
+      setExports((prev) => prev.filter((e) => e.export_id !== exportId))
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to delete export')
+    }
+  }
+
+  const numberInput =
+    'w-20 px-2 py-1 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 text-sm text-gray-900 dark:text-gray-100'
+
+  // The screen result is only valid for the policy + selection it was run on.
+  const resultIdsSig = screenResult
+    ? screenResult.conversations
+        .map((c) => c.conversation_id)
+        .sort()
+        .join(',')
+    : ''
+  const resultValid =
+    !!screenResult &&
+    screenResult.policy.trim() === policy.trim() &&
+    resultIdsSig === idsSig
+
+  const busy = screening || exporting
+  const totalFlagged = screenResult?.totals.flagged_segments ?? 0
+  const totalExcluded = excluded.size
+
+  // Dataset-impact estimate, live-updated as withhold toggles change.
+  // Baseline = what the export would contain without the screen: full mode is
+  // the exact summed duration; clips mode estimates speech via the cached
+  // speech % (padding/merge make the real number slightly larger).
+  const impact: ScreenImpact = (() => {
+    let baseline = 0
+    for (const c of selected) {
+      baseline +=
+        mode === 'full' || c.speech_fraction === null
+          ? c.duration_seconds
+          : c.duration_seconds * c.speech_fraction
+    }
+    let withheldSeconds = 0
+    let withheldCount = 0
+    const cats = new Map<string, { count: number; seconds: number }>()
+    for (const conv of screenResult?.conversations ?? []) {
+      for (const f of conv.flagged ?? []) {
+        if (!excluded.has(segKey(conv.conversation_id, f.index))) continue
+        const secs = Math.max(0, f.end - f.start)
+        withheldSeconds += secs
+        withheldCount += 1
+        const entry = cats.get(f.category) || { count: 0, seconds: 0 }
+        entry.count += 1
+        entry.seconds += secs
+        cats.set(f.category, entry)
+      }
+    }
+    return {
+      baselineSeconds: baseline,
+      withheldSeconds,
+      withheldCount,
+      byCategory: [...cats.entries()]
+        .map(([category, v]) => ({ category, ...v }))
+        .sort((a, b) => b.seconds - a.seconds),
+      estimated: mode === 'clips',
+    }
+  })()
+  // When the screen is on, the user screens first, then exports.
+  const needsScreenFirst = screenEnabled && !resultValid && !screening
+
+  return (
+    <Modal
+      open
+      onClose={onClose}
+      title="Export for annotation"
+      icon={<PackageOpen className="h-5 w-5 text-blue-600" />}
+      maxWidthClassName="max-w-2xl"
+      className="max-h-[85vh] overflow-y-auto"
+      footer={
+        <Button variant="secondary" size="md" onClick={onClose}>
+          Close
+        </Button>
+      }
+    >
+      <div className="space-y-5">
+          {error && (
+            <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />}>
+              {error}
+            </Alert>
+          )}
+
+          {/* New export */}
+          <div className="space-y-3">
+            <p className="text-sm text-gray-600 dark:text-gray-300">
+              Exports the selected conversations' audio paired with their machine transcripts in
+              a <code className="text-xs">manifest.jsonl</code> — packaged as a zip for the
+              annotator. Timestamps back into the source conversation are preserved.
+            </p>
+
+            {/* Mode toggle */}
+            <div className="flex rounded-lg border border-gray-300 dark:border-gray-600 overflow-hidden w-fit text-sm">
+              {(
+                [
+                  {
+                    key: 'clips',
+                    label: 'Speech clips',
+                    hint: 'One WAV per speech region: silence is cut out using the VAD scores, each region padded on both sides.',
+                  },
+                  {
+                    key: 'full',
+                    label: 'Full audio',
+                    hint: 'One untouched WAV per conversation — complete recording, silence included.',
+                  },
+                ] as const
+              ).map((m) => (
+                <button
+                  key={m.key}
+                  onClick={() => setMode(m.key)}
+                  title={m.hint}
+                  className={`px-4 py-1.5 transition-colors ${
+                    mode === m.key
+                      ? 'bg-blue-600 text-white'
+                      : 'bg-white dark:bg-gray-800 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
+                  }`}
+                >
+                  {m.label}
+                </button>
+              ))}
+            </div>
+
+            {mode === 'clips' ? (
+              <div className="flex flex-wrap items-center gap-x-6 gap-y-2 text-sm text-gray-700 dark:text-gray-200">
+                <label className="flex items-center space-x-1.5">
+                  <span>Padding (s)</span>
+                  <Hint text="Extra audio kept on both sides of every speech region so clips don't start or end mid-word. 1s padding means each clip begins 1s before speech starts and ends 1s after it stops." />
+                  <input
+                    type="number" min={0} max={10} step={0.5}
+                    value={padSeconds}
+                    onChange={(e) => setPadSeconds(Number(e.target.value))}
+                    className={numberInput}
+                  />
+                </label>
+                <label className="flex items-center space-x-1.5">
+                  <span>Speech threshold</span>
+                  <Hint text="VAD frame probability (0–1) at or above which a frame counts as speech. Lower = more sensitive (quiet/distant speech included, more noise too); higher = stricter." />
+                  <input
+                    type="number" min={0} max={1} step={0.05}
+                    value={speechThreshold}
+                    onChange={(e) => setSpeechThreshold(Number(e.target.value))}
+                    className={numberInput}
+                  />
+                </label>
+                <label className="flex items-center space-x-1.5">
+                  <span>Merge gap (s)</span>
+                  <Hint text="Speech regions separated by less silence than this are joined into one clip, so short pauses (between sentences, turn-taking) don't fragment a conversation into many tiny files. Raise it for fewer, longer clips; lower it for tighter, more granular clips." />
+                  <input
+                    type="number" min={0} max={60} step={0.5}
+                    value={mergeGap}
+                    onChange={(e) => setMergeGap(Number(e.target.value))}
+                    className={numberInput}
+                  />
+                </label>
+              </div>
+            ) : (
+              <p className="text-xs text-gray-500 dark:text-gray-400">
+                Each conversation is exported as a single WAV with its full transcript — no VAD
+                cropping. Expect larger files (silence included).
+              </p>
+            )}
+
+            {/* Privacy screen */}
+            <div className="rounded-lg border border-gray-200 dark:border-gray-700 p-3 space-y-3">
+              <label className="flex items-start space-x-2 cursor-pointer">
+                <input
+                  type="checkbox"
+                  checked={screenEnabled}
+                  onChange={(e) => setScreenEnabled(e.target.checked)}
+                  className="mt-0.5"
+                />
+                <span className="text-sm">
+                  <span className="inline-flex items-center space-x-1.5 font-medium text-gray-900 dark:text-gray-100">
+                    <ShieldCheck className="h-4 w-4 text-emerald-600" />
+                    <span>Privacy screen before sharing</span>
+                  </span>
+                  <span className="block text-xs text-gray-500 dark:text-gray-400">
+                    An LLM flags transcript segments that match your policy below; you review them,
+                    and the ones you keep checked are withheld (audio + text) from the export.
+                    Names and identifiers are kept — annotators need them for speaker labels.
+                  </span>
+                </span>
+              </label>
+
+              {screenEnabled && (
+                <div className="space-y-3 pl-6">
+                  <div>
+                    <div className="flex items-center space-x-1.5 mb-1">
+                      <span className="text-xs font-medium text-gray-700 dark:text-gray-200">
+                        Shareability policy
+                      </span>
+                      <Hint text="Describe what you would NOT be comfortable sending to an annotator. This is about personal comfort, not a strict PII definition. Editing it re-runs the screen." />
+                    </div>
+                    <Textarea
+                      value={policy}
+                      onChange={(e) => setPolicy(e.target.value)}
+                      rows={5}
+                      disabled={screening}
+                      className="text-xs font-mono"
+                    />
+                  </div>
+
+                  {/* Live progress while the screen job runs */}
+                  {screening && (
+                    <div className="space-y-1">
+                      <div className="flex items-center justify-between text-xs text-gray-600 dark:text-gray-300">
+                        <span className="inline-flex items-center gap-1.5">
+                          <Loader2 className="h-3.5 w-3.5 animate-spin" />
+                          {progress?.message || 'Screening transcripts…'}
+                        </span>
+                        {progress && progress.total > 0 && (
+                          <span className="tabular-nums">
+                            {progress.done}/{progress.total}
+                          </span>
+                        )}
+                      </div>
+                      <div className="h-1.5 w-full rounded-full bg-gray-200 dark:bg-gray-700 overflow-hidden">
+                        <div
+                          className="h-full bg-emerald-500 transition-all"
+                          style={{
+                            width: progress && progress.total
+                              ? `${Math.round((100 * progress.done) / progress.total)}%`
+                              : '10%',
+                          }}
+                        />
+                      </div>
+                      <p className="text-[11px] text-gray-400">
+                        Runs on the server — safe to close this dialog; reopening reattaches.
+                      </p>
+                    </div>
+                  )}
+
+                  {!screening && !resultValid && (
+                    <button
+                      onClick={runScreen}
+                      disabled={busy || selected.length === 0}
+                      className="flex items-center space-x-2 px-3 py-1.5 rounded-lg text-sm font-medium border border-emerald-300 dark:border-emerald-700 text-emerald-700 dark:text-emerald-300 hover:bg-emerald-50 dark:hover:bg-emerald-900/30 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
+                    >
+                      <span>Run privacy screen</span>
+                    </button>
+                  )}
+
+                  {!screening && resultValid && (
+                    <ScreenReview
+                      report={screenResult!.conversations}
+                      excluded={excluded}
+                      onToggle={toggleSeg}
+                      totalFlagged={totalFlagged}
+                      totalExcluded={totalExcluded}
+                      onRescreen={runScreen}
+                      impact={impact}
+                    />
+                  )}
+                </div>
+              )}
+            </div>
+
+            <div className="flex items-center space-x-3">
+              <Button
+                variant="primary"
+                size="md"
+                onClick={needsScreenFirst ? runScreen : runExport}
+                disabled={busy || selected.length === 0}
+                icon={busy ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+              >
+                {screening
+                  ? progress && progress.total
+                    ? `Screening ${progress.done}/${progress.total}…`
+                    : 'Screening…'
+                  : exporting
+                  ? status || 'Exporting…'
+                  : needsScreenFirst
+                  ? `Screen ${selected.length} conversation${selected.length === 1 ? '' : 's'}`
+                  : `Export ${selected.length} conversation${selected.length === 1 ? '' : 's'}` +
+                    (screenEnabled && totalExcluded > 0
+                      ? ` · withholding ${totalExcluded} segment${totalExcluded === 1 ? '' : 's'}`
+                      : '')}
+              </Button>
+              {selected.length === 0 && !busy && (
+                <span className="text-xs text-gray-400">
+                  Select conversations in the table first
+                </span>
+              )}
+            </div>
+          </div>
+
+          {/* Previous exports */}
+          <div className="space-y-2">
+            <h4 className="text-sm font-medium text-gray-900 dark:text-gray-100">
+              Exports on server
+            </h4>
+            {loadingList && exports.length === 0 && (
+              <div className="text-sm text-gray-400">Loading…</div>
+            )}
+            {!loadingList && exports.length === 0 && (
+              <div className="text-sm text-gray-400">No exports yet.</div>
+            )}
+            {exports.map((exp) => {
+              const skipped = exp.conversations.filter((c) => c.skipped_reason)
+              return (
+                <div
+                  key={exp.export_id}
+                  className={`px-3 py-2 rounded-lg border text-sm ${
+                    exp.export_id === latestExportId
+                      ? 'border-blue-400 bg-blue-50/50 dark:bg-blue-900/20'
+                      : 'border-gray-200 dark:border-gray-700'
+                  }`}
+                >
+                  <div className="flex items-center justify-between">
+                    <div className="min-w-0">
+                      <div className="text-gray-800 dark:text-gray-100 truncate flex items-center gap-1.5">
+                        {exp.export_id}
+                        {exp.params.screened && (
+                          <span
+                            title="Privacy screen applied; some segments withheld"
+                            className="inline-flex items-center gap-0.5 text-[10px] px-1 py-0.5 rounded bg-emerald-100 dark:bg-emerald-900/40 text-emerald-700 dark:text-emerald-300"
+                          >
+                            <ShieldCheck className="h-3 w-3" /> screened
+                          </span>
+                        )}
+                      </div>
+                      <div className="text-xs text-gray-500 dark:text-gray-400">
+                        {formatDate(exp.created_at)} · {exp.params.mode === 'full' ? 'full audio' : 'speech clips'} ·{' '}
+                        {exp.totals.exported_conversations}/
+                        {exp.totals.conversation_count} conversations · {exp.totals.clip_count}{' '}
+                        {exp.params.mode === 'full' ? 'files' : 'clips'} ·{' '}
+                        {formatDuration(exp.totals.total_clip_seconds)} ·{' '}
+                        {formatBytes(exp.totals.zip_bytes)}
+                        {exp.totals.excluded_seconds ? (
+                          <span
+                            className="text-emerald-600 dark:text-emerald-400"
+                            title="Audio + transcript withheld by the privacy screen, as a share of what the dataset would have contained without it"
+                          >
+                            {' '}· {formatDuration(exp.totals.excluded_seconds)} withheld (
+                            {(
+                              (100 * exp.totals.excluded_seconds) /
+                              (exp.totals.excluded_seconds + exp.totals.total_clip_seconds)
+                            ).toFixed(1)}
+                            %)
+                          </span>
+                        ) : null}
+                      </div>
+                    </div>
+                    <div className="flex items-center space-x-1 ml-3">
+                      {exp.zip_ready && (
+                        <a
+                          href={dataAuditApi.exportDownloadUrl(exp.export_id)}
+                          className="p-1.5 rounded text-blue-600 dark:text-blue-400 hover:bg-blue-50 dark:hover:bg-blue-900/30"
+                          title="Download dataset.zip"
+                        >
+                          <Download className="h-4 w-4" />
+                        </a>
+                      )}
+                      <button
+                        onClick={() => deleteExport(exp.export_id)}
+                        className="p-1.5 rounded text-gray-400 hover:text-red-600 hover:bg-red-50 dark:hover:bg-red-900/30"
+                        title="Delete export from server"
+                      >
+                        <Trash2 className="h-4 w-4" />
+                      </button>
+                    </div>
+                  </div>
+                  {skipped.length > 0 && (
+                    <div className="mt-1 text-xs text-yellow-700 dark:text-yellow-300">
+                      {skipped.length} skipped:{' '}
+                      {skipped
+                        .map((c) => `${c.title || c.conversation_id.slice(0, 8)} (${c.skipped_reason})`)
+                        .join(', ')}
+                    </div>
+                  )}
+                </div>
+              )
+            })}
+          </div>
+        </div>
+
+    </Modal>
+  )
+}
+
+/** Review panel: flagged segments grouped by conversation, each a withhold toggle. */
+function ScreenReview({
+  report,
+  excluded,
+  onToggle,
+  totalFlagged,
+  totalExcluded,
+  onRescreen,
+  impact,
+}: {
+  report: ScreenConversationReport[]
+  excluded: Set<string>
+  onToggle: (cid: string, index: number) => void
+  totalFlagged: number
+  totalExcluded: number
+  onRescreen: () => void
+  impact: ScreenImpact
+}) {
+  const after = Math.max(0, impact.baselineSeconds - impact.withheldSeconds)
+  const pct =
+    impact.baselineSeconds > 0
+      ? (100 * impact.withheldSeconds) / impact.baselineSeconds
+      : 0
+  const approx = impact.estimated ? '~' : ''
+
+  return (
+    <div className="space-y-2">
+      <div className="flex items-center justify-between">
+        <span className="text-xs text-gray-600 dark:text-gray-300">
+          {totalFlagged === 0
+            ? 'Nothing flagged — safe to share as-is.'
+            : `${totalFlagged} segment${totalFlagged === 1 ? '' : 's'} flagged · ${totalExcluded} will be withheld`}
+        </span>
+        <button
+          onClick={onRescreen}
+          className="text-xs text-emerald-700 dark:text-emerald-300 hover:underline"
+        >
+          Re-screen
+        </button>
+      </div>
+
+
+      {report
+        .filter((c) => (c.flagged?.length ?? 0) > 0 || c.error)
+        .map((c) => (
+          <div key={c.conversation_id} className="rounded border border-gray-200 dark:border-gray-700">
+            <div className="px-2 py-1 text-xs font-medium text-gray-700 dark:text-gray-200 bg-gray-50 dark:bg-gray-700/40 truncate">
+              {c.title || c.conversation_id.slice(0, 8)}
+              {c.error && <span className="text-red-600 dark:text-red-400"> · screen error: {c.error}</span>}
+            </div>
+            <div className="divide-y divide-gray-100 dark:divide-gray-700">
+              {(c.flagged ?? []).map((f) => {
+                const k = segKey(c.conversation_id, f.index)
+                const on = excluded.has(k)
+                return (
+                  <label
+                    key={f.index}
+                    className="flex items-start space-x-2 px-2 py-1.5 cursor-pointer text-xs"
+                  >
+                    <input
+                      type="checkbox"
+                      checked={on}
+                      onChange={() => onToggle(c.conversation_id, f.index)}
+                      className="mt-0.5"
+                    />
+                    <span className={on ? 'opacity-100' : 'opacity-50'}>
+                      <span className="inline-flex flex-wrap items-center gap-x-2">
+                        <span className="px-1 rounded bg-amber-100 dark:bg-amber-900/40 text-amber-800 dark:text-amber-300">
+                          {f.category}
+                        </span>
+                        <span className="text-gray-400">
+                          {f.start.toFixed(1)}–{f.end.toFixed(1)}s
+                          {f.speaker ? ` · ${f.speaker}` : ''}
+                        </span>
+                      </span>
+                      {f.reason && (
+                        <span className="block text-gray-600 dark:text-gray-300">{f.reason}</span>
+                      )}
+                      {f.text && (
+                        <span className="block text-gray-500 dark:text-gray-400 italic">
+                          “{f.text.length > 160 ? f.text.slice(0, 160) + '…' : f.text}”
+                        </span>
+                      )}
+                    </span>
+                  </label>
+                )
+              })}
+            </div>
+          </div>
+        ))}
+
+      {/* Dataset impact — sits under the toggles it reacts to */}
+      {totalFlagged > 0 && (
+        <div className="rounded border border-emerald-200 dark:border-emerald-800 bg-emerald-50/50 dark:bg-emerald-900/15 px-3 py-2 space-y-1.5">
+          <div className="flex items-center gap-1.5 text-xs font-medium text-emerald-800 dark:text-emerald-300">
+            <span>Dataset impact</span>
+            <Hint
+              text={
+                impact.estimated
+                  ? 'Audio durations and WAV sizes (16 kHz mono, before zip compression). In speech-clips mode the before/after figures are estimates from each conversation’s speech % — padding and region merging make the real export slightly larger.'
+                  : 'Audio durations and WAV sizes (16 kHz mono, before zip compression).'
+              }
+            />
+          </div>
+          <div className="grid grid-cols-3 gap-2 text-xs text-gray-700 dark:text-gray-200">
+            <div>
+              <div className="text-gray-400">Without screen</div>
+              <div className="tabular-nums">
+                {approx}{formatDuration(impact.baselineSeconds)} ·{' '}
+                {formatBytes(impact.baselineSeconds * WAV_BYTES_PER_SECOND)}
+              </div>
+            </div>
+            <div>
+              <div className="text-gray-400">Withheld</div>
+              <div className="tabular-nums text-emerald-700 dark:text-emerald-300">
+                {impact.withheldSeconds > 0
+                  ? `${formatDuration(impact.withheldSeconds)} · ${
+                      formatBytes(impact.withheldSeconds * WAV_BYTES_PER_SECOND)
+                    } (${pct < 0.1 && pct > 0 ? '<0.1' : pct.toFixed(1)}%)`
+                  : 'nothing'}
+              </div>
+            </div>
+            <div>
+              <div className="text-gray-400">Exported</div>
+              <div className="tabular-nums">
+                {approx}{formatDuration(after)} ·{' '}
+                {formatBytes(after * WAV_BYTES_PER_SECOND)}
+              </div>
+            </div>
+          </div>
+          {impact.byCategory.length > 0 && (
+            <div className="flex flex-wrap gap-1.5 pt-0.5">
+              {impact.byCategory.map((c) => (
+                <span
+                  key={c.category}
+                  className="px-1.5 py-0.5 rounded text-[11px] bg-amber-100 dark:bg-amber-900/40 text-amber-800 dark:text-amber-300"
+                  title={`${c.count} segment${c.count === 1 ? '' : 's'} · ${formatDuration(c.seconds)}`}
+                >
+                  {c.category} ×{c.count} · {formatDuration(c.seconds)}
+                </span>
+              ))}
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/GuidedEnrollment.tsx b/backends/advanced/webui/src/components/dataAudit/GuidedEnrollment.tsx
new file mode 100644
index 00000000..f7433774
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/GuidedEnrollment.tsx
@@ -0,0 +1,1174 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import {
+  ArrowUp,
+  Check,
+  AudioLines,
+  Eraser,
+  Loader2,
+  Mic,
+  Users,
+  Pause,
+  Play,
+  RefreshCw,
+  Search,
+  Scissors,
+  SkipForward,
+  Trash2,
+  X,
+} from 'lucide-react'
+import {
+  BACKEND_URL,
+  dataAuditApi,
+  GuidedEnrollmentClip,
+  GuidedEnrollmentGalleryResponse,
+  GuidedEnrollmentSuggestResponse,
+  GuidedEnrollmentSession,
+  speakerApi,
+  SpeakerBenchmarkReport,
+  SpeakerGalleryBaseline,
+} from '../../services/api'
+import { getStorageKey } from '../../utils/storage'
+import { formatClock } from './format'
+import SpeakerInlineInput from '../SpeakerInlineInput'
+import { Region, WaveformRegionEditor } from '../audio/WaveformRegionEditor'
+import { useJobPolling } from '../../hooks/useJobPolling'
+import { Button, StateBadge } from '../ui'
+
+type EnrolledSpeaker = { speaker_id: string; name: string }
+
+type Decision = {
+  kind: 'accept' | 'reject' | 'skip' | 'bad_clip' | 'multiple_speakers' | 'another_speaker'
+  actualSpeaker?: string
+}
+
+function submissionErrorMessage(error: any): string {
+  const status = error?.response?.status
+  const data = error?.response?.data
+  const prefix = status ? `Submission failed (HTTP ${status})` : 'Submission failed'
+
+  if (Array.isArray(data?.detail)) {
+    const details = data.detail
+      .slice(0, 3)
+      .map((item: any) => {
+        const location = Array.isArray(item.loc) ? item.loc.slice(1).join('.') : ''
+        return `${location ? `${location}: ` : ''}${item.msg || 'Invalid value'}`
+      })
+    const remaining = data.detail.length - details.length
+    return `${prefix}: ${details.join('; ')}${remaining > 0 ? `; and ${remaining} more` : ''}`
+  }
+  if (typeof data?.detail === 'string') return `${prefix}: ${data.detail}`
+  if (typeof data?.error === 'string') return `${prefix}: ${data.error}`
+  if (typeof error?.message === 'string') return `${prefix}: ${error.message}`
+  return prefix
+}
+
+function qualityDelta(before: any, after: any, novelty: number | null): string {
+  if (!before || !after) return ''
+  const cohesion =
+    before.median_self != null && after.median_self != null
+      ? `cohesion ${before.median_self.toFixed(3)} → ${after.median_self.toFixed(3)}`
+      : 'cohesion unavailable'
+  const outliers = `outliers ${before.n_flagged}/${before.n_clips} → ${after.n_flagged}/${after.n_clips}`
+  const coverage = novelty != null ? `accepted novelty ${(novelty * 100).toFixed(0)}%` : null
+  return ` · ${cohesion} · ${outliers}${coverage ? ` · ${coverage}` : ''}`
+}
+
+function EnrollmentTrend({ sessions }: { sessions: GuidedEnrollmentSession[] }) {
+  const points = [...sessions]
+    .reverse()
+    .filter((session) => session.health_after?.median_self != null)
+    .map((session) => ({
+      clips: session.health_after!.n_clips,
+      cohesion: session.health_after!.median_self!,
+    }))
+  if (points.length < 2) return null
+
+  const width = 640
+  const height = 150
+  const pad = 28
+  const minClips = Math.min(...points.map((point) => point.clips))
+  const maxClips = Math.max(...points.map((point) => point.clips))
+  const rawMin = Math.min(...points.map((point) => point.cohesion))
+  const rawMax = Math.max(...points.map((point) => point.cohesion))
+  const minCohesion = Math.max(0, rawMin - 0.015)
+  const maxCohesion = Math.min(1, rawMax + 0.015)
+  const x = (value: number) =>
+    pad + ((value - minClips) / Math.max(1, maxClips - minClips)) * (width - pad * 2)
+  const y = (value: number) =>
+    height - pad - ((value - minCohesion) / Math.max(0.001, maxCohesion - minCohesion)) * (height - pad * 2)
+  const line = points.map((point) => `${x(point.clips)},${y(point.cohesion)}`).join(' ')
+
+  return (
+    <div className="mb-4">
+      <div className="flex items-baseline justify-between gap-3 mb-1">
+        <h3 className="text-xs font-medium text-gray-700 dark:text-gray-200">Observed gallery cohesion</h3>
+        <span className="inline-flex items-center gap-1 text-[11px] font-medium text-emerald-700 dark:text-emerald-300">
+          <ArrowUp className="h-3.5 w-3.5" aria-hidden="true" />
+          Higher is better
+        </span>
+      </div>
+      <svg viewBox={`0 0 ${width} ${height}`} className="w-full h-[150px] border border-gray-200 dark:border-gray-700 rounded bg-gray-50 dark:bg-gray-900/30" role="img" aria-label="Gallery cohesion by clip count">
+        <line x1={pad} y1={height - pad} x2={width - pad} y2={height - pad} stroke="currentColor" className="text-gray-300 dark:text-gray-600" />
+        <line x1={pad} y1={pad} x2={pad} y2={height - pad} stroke="currentColor" className="text-gray-300 dark:text-gray-600" />
+        <polyline points={line} fill="none" stroke="#c2551f" strokeWidth="2.5" />
+        {points.map((point) => (
+          <g key={`${point.clips}:${point.cohesion}`}>
+            <circle cx={x(point.clips)} cy={y(point.cohesion)} r="4" fill="#c2551f" />
+            <text x={x(point.clips)} y={y(point.cohesion) - 8} textAnchor="middle" fontSize="10" fill="currentColor">{point.cohesion.toFixed(3)}</text>
+          </g>
+        ))}
+        <text x={width / 2} y={height - 7} textAnchor="middle" fontSize="10" fill="currentColor">gallery clips</text>
+        <text x={pad} y={height - 12} textAnchor="middle" fontSize="10" fill="currentColor">{minClips}</text>
+        <text x={width - pad} y={height - 12} textAnchor="middle" fontSize="10" fill="currentColor">{maxClips}</text>
+      </svg>
+    </div>
+  )
+}
+
+function BenchmarkPanel({ speakerName }: { speakerName: string }) {
+  const [report, setReport] = useState<SpeakerBenchmarkReport | null>(null)
+  const [running, setRunning] = useState(false)
+  const [progress, setProgress] = useState('')
+  const [benchmarkError, setBenchmarkError] = useState<string | null>(null)
+  const [baseline, setBaseline] = useState<SpeakerGalleryBaseline | null>(null)
+  const { pollJob } = useJobPolling()
+
+  const loadLatest = useCallback(async () => {
+    const response = await dataAuditApi.getLatestSpeakerBenchmark()
+    setReport(response.data.report)
+  }, [])
+
+  useEffect(() => {
+    loadLatest().catch(() => setBenchmarkError('Failed to load the latest benchmark'))
+    dataAuditApi.getSpeakerGalleryBaseline().then((response) => setBaseline(response.data)).catch(() => undefined)
+  }, [loadLatest])
+
+  const run = async () => {
+    setRunning(true)
+    setBenchmarkError(null)
+    setProgress('Queued')
+    try {
+      const response = await dataAuditApi.runSpeakerBenchmark()
+      const status = await pollJob(response.data.job_id, (_status, batch) => {
+        setProgress(batch?.message || _status)
+      })
+      if (status !== 'finished') throw new Error('Benchmark job failed; inspect Queue & Events for details')
+      await loadLatest()
+      setProgress('')
+    } catch (error: any) {
+      setBenchmarkError(submissionErrorMessage(error))
+    } finally {
+      setRunning(false)
+    }
+  }
+
+  const latest = report?.learning_curve[report.learning_curve.length - 1]
+  const speakerBaseline = baseline?.speakers.find(
+    (item) => item.name.toLocaleLowerCase() === speakerName.toLocaleLowerCase(),
+  )
+
+  return (
+    <section className="space-y-3 border-t border-gray-200 dark:border-gray-700 pt-4">
+      <div>
+        <h2 className="text-sm font-semibold text-gray-900 dark:text-gray-100">{speakerName} gallery baseline</h2>
+        {speakerBaseline ? (
+          <div className="grid grid-cols-3 gap-3 mt-2 text-xs">
+            <div><span className="text-gray-500">Clips</span><div className="font-semibold text-gray-900 dark:text-gray-100">{speakerBaseline.baseline.n_clips} → {speakerBaseline.current?.n_clips ?? '—'}</div></div>
+            <div><span className="text-gray-500">Cohesion</span><div className="font-semibold text-gray-900 dark:text-gray-100">{speakerBaseline.baseline.median_self?.toFixed(3) ?? '—'} → {speakerBaseline.current?.median_self?.toFixed(3) ?? '—'}</div></div>
+            <div><span className="text-gray-500">Outliers</span><div className="font-semibold text-gray-900 dark:text-gray-100">{speakerBaseline.baseline.n_flagged} → {speakerBaseline.current?.n_flagged ?? '—'}</div></div>
+          </div>
+        ) : (
+          <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">No pre-enhancement baseline is available for this speaker.</p>
+        )}
+        {speakerBaseline && baseline?.cutoff && (
+          <p className="mt-1 text-[11px] text-gray-500 dark:text-gray-400">Baseline reconstructed from enrolled clips at {new Date(baseline.cutoff).toLocaleString()}</p>
+        )}
+      </div>
+
+      <details className="border-t border-gray-200 dark:border-gray-700 pt-3">
+        <summary className="cursor-pointer text-xs font-medium text-gray-700 dark:text-gray-200">
+          Overall recognition benchmark{latest?.top1_accuracy_mean != null ? ` · Top-1 ${Math.round(latest.top1_accuracy_mean * 100)}%` : ''}{latest?.eer_mean != null ? ` · EER ${(latest.eer_mean * 100).toFixed(1)}%` : ''}
+        </summary>
+        <div className="space-y-3 pt-3">
+          <div className="flex flex-wrap items-center justify-between gap-3">
+            <p className="text-xs text-gray-500 dark:text-gray-400">Five folds grouped by conversation; cached embeddings; live galleries unchanged.</p>
+            <Button
+              variant="primary"
+              onClick={run}
+              disabled={running}
+              icon={running ? <Loader2 className="h-4 w-4 animate-spin" /> : <RefreshCw className="h-4 w-4" />}
+            >
+              {running ? 'Benchmarking' : report ? 'Run again' : 'Run benchmark'}
+            </Button>
+          </div>
+          {progress && <p className="text-xs text-blue-700 dark:text-blue-300">{progress}</p>}
+          {benchmarkError && <p className="text-xs text-red-600 dark:text-red-400">{benchmarkError}</p>}
+          {report && (
+            <>
+              <div className="grid grid-cols-2 sm:grid-cols-5 gap-2 text-xs">
+                <div><span className="text-gray-500">Top-1</span><div className="font-semibold text-gray-900 dark:text-gray-100">{latest?.top1_accuracy_mean != null ? `${Math.round(latest.top1_accuracy_mean * 100)}%` : 'Insufficient data'}</div></div>
+                <div><span className="text-gray-500">Macro recall</span><div className="font-semibold text-gray-900 dark:text-gray-100">{latest?.macro_recall_mean != null ? `${Math.round(latest.macro_recall_mean * 100)}%` : '—'}</div></div>
+                <div><span className="text-gray-500">False accepts</span><div className="font-semibold text-gray-900 dark:text-gray-100">{latest?.false_accept_rate_mean != null ? `${(latest.false_accept_rate_mean * 100).toFixed(1)}%` : '—'}</div></div>
+                <div><span className="text-gray-500">EER</span><div className="font-semibold text-gray-900 dark:text-gray-100">{latest?.eer_mean != null ? `${(latest.eer_mean * 100).toFixed(1)}%` : '—'}</div></div>
+                <div><span className="text-gray-500">Dataset</span><div className="font-semibold text-gray-900 dark:text-gray-100">{report.dataset.embedded_clips} clips · {report.dataset.speakers} speakers</div></div>
+              </div>
+              <div className="space-y-1.5">
+                {report.learning_curve.map((point) => (
+                  <div key={point.fraction} className="grid grid-cols-[3rem_1fr_3.5rem] items-center gap-2 text-xs">
+                    <span className="text-gray-500">{Math.round(point.fraction * 100)}%</span>
+                    <div className="h-2 bg-gray-100 dark:bg-gray-700 rounded overflow-hidden"><div className="h-full bg-blue-600" style={{ width: `${(point.top1_accuracy_mean || 0) * 100}%` }} /></div>
+                    <span className="text-right font-mono text-gray-700 dark:text-gray-200">{point.top1_accuracy_mean != null ? `${Math.round(point.top1_accuracy_mean * 100)}%` : '—'}</span>
+                  </div>
+                ))}
+              </div>
+              <p className="text-[11px] text-gray-500 dark:text-gray-400">{report.protocol} · {report.conversation_groups} conversations · threshold {report.threshold.toFixed(2)} · {report.embedding_model} · {new Date(report.created_at).toLocaleString()}</p>
+            </>
+          )}
+        </div>
+      </details>
+    </section>
+  )
+}
+
+function flagBadge(clip: GuidedEnrollmentGalleryResponse['clips'][number]) {
+  if (clip.flags.includes('mislabel'))
+    return (
+      <StateBadge tone="danger">
+        sounds like {clip.suggested?.name || 'another speaker'}
+      </StateBadge>
+    )
+  if (clip.flags.includes('junk'))
+    return <StateBadge tone="danger">junk</StateBadge>
+  if (clip.flags.includes('weak'))
+    return <StateBadge tone="warning">weak match</StateBadge>
+  return null
+}
+
+/**
+ * The clips currently backing a speaker's voiceprint. Play each by ear, remove
+ * bad ones (quarantined server-side, centroid recomputed), or clean the whole
+ * profile: forget every review decision, session snapshot, and corpus match
+ * recorded under the name — so after a mislabeled run the speaker can be
+ * re-enrolled from scratch and previously reviewed clips are suggested again.
+ */
+function GallerySection({
+  speakerName,
+  refreshKey,
+  onReset,
+}: {
+  speakerName: string
+  refreshKey: number
+  onReset: (galleryPurged: boolean, message: string) => void
+}) {
+  const [gallery, setGallery] = useState<GuidedEnrollmentGalleryResponse | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [pendingDelete, setPendingDelete] = useState<number | null>(null)
+  const [deleting, setDeleting] = useState<number | null>(null)
+  const [playingId, setPlayingId] = useState<number | null>(null)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+  const [confirmingReset, setConfirmingReset] = useState(false)
+  const [purgeGallery, setPurgeGallery] = useState(false)
+  const [resetting, setResetting] = useState(false)
+
+  const token = () => localStorage.getItem(getStorageKey('token')) || ''
+
+  const load = useCallback(async () => {
+    setLoading(true)
+    setError(null)
+    setPendingDelete(null)
+    try {
+      const res = await dataAuditApi.getEnrollmentGallery(speakerName)
+      setGallery(res.data)
+    } catch (e: any) {
+      setGallery(null)
+      setError(e?.response?.data?.error || 'Failed to load enrolled clips')
+    } finally {
+      setLoading(false)
+    }
+  }, [speakerName])
+
+  useEffect(() => {
+    load()
+  }, [load, refreshKey])
+
+  const stop = useCallback(() => {
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingId(null)
+  }, [])
+
+  useEffect(() => stop, [stop])
+
+  const play = (segmentId: number) => {
+    if (playingId === segmentId) {
+      stop()
+      return
+    }
+    stop()
+    const audio = new Audio(
+      `${BACKEND_URL}/api/data-audit/enrollment/guided/gallery/segments/${segmentId}/audio?token=${token()}`
+    )
+    audioRef.current = audio
+    setPlayingId(segmentId)
+    audio.addEventListener('ended', () => stop())
+    audio.addEventListener('error', () => stop())
+    audio.play().catch(() => stop())
+  }
+
+  const removeClip = async (segmentId: number) => {
+    setDeleting(segmentId)
+    setError(null)
+    try {
+      if (playingId === segmentId) stop()
+      await dataAuditApi.deleteEnrollmentGalleryClip(speakerName, segmentId)
+      setPendingDelete(null)
+      await load()
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+    } finally {
+      setDeleting(null)
+    }
+  }
+
+  const reset = async () => {
+    setResetting(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.resetGuidedEnrollment(speakerName, purgeGallery)
+      const d = res.data.deleted
+      setConfirmingReset(false)
+      setPurgeGallery(false)
+      onReset(
+        res.data.gallery_deleted,
+        `Cleaned ${speakerName}: forgot ${d.reviews} review decisions, ${d.sessions} sessions, ` +
+          `${d.discovery_matches} corpus matches` +
+          (res.data.gallery_deleted ? ' — voiceprint deleted from the speaker service' : '')
+      )
+      if (!res.data.gallery_deleted) await load()
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+    } finally {
+      setResetting(false)
+    }
+  }
+
+  return (
+    <section className="space-y-3 border-t border-gray-200 dark:border-gray-700 pt-4">
+      <div className="flex flex-wrap items-center justify-between gap-2">
+        <h2 className="text-sm font-semibold text-gray-900 dark:text-gray-100">
+          Enrolled clips
+          {gallery && (
+            <span className="ml-2 font-normal text-xs text-gray-500 dark:text-gray-400">
+              {gallery.clips.length} clips
+              {gallery.median_self != null && ` · cohesion ${gallery.median_self.toFixed(3)}`}
+              {gallery.verdict && ` · ${gallery.verdict}`}
+            </span>
+          )}
+        </h2>
+        <button
+          onClick={() => load()}
+          disabled={loading}
+          className="inline-flex items-center gap-1 text-xs px-2 py-1 rounded border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300 disabled:opacity-50"
+        >
+          {loading ? <Loader2 className="h-3.5 w-3.5 animate-spin" /> : <RefreshCw className="h-3.5 w-3.5" />}
+          Reload
+        </button>
+      </div>
+
+      {error && <p className="text-sm text-red-600">{error}</p>}
+
+      {gallery && gallery.clips.length === 0 && !loading && (
+        <p className="text-sm text-gray-500 dark:text-gray-400">
+          No per-clip records for this voiceprint. Older enrollments may need the
+          segment backfill on the speaker service before they can be managed here.
+        </p>
+      )}
+
+      {gallery && gallery.clips.length > 0 && (
+        <ul className="space-y-1.5">
+          {gallery.clips.map((clip) => (
+            <li
+              key={clip.segment_id}
+              className="flex flex-wrap items-center gap-2 rounded border border-gray-200 dark:border-gray-700 px-3 py-2"
+            >
+              <button
+                onClick={() => play(clip.segment_id)}
+                className="shrink-0 p-1.5 rounded bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-200"
+                title="Play clip"
+              >
+                {playingId === clip.segment_id ? (
+                  <Pause className="h-4 w-4" />
+                ) : (
+                  <Play className="h-4 w-4" />
+                )}
+              </button>
+              <span className="text-xs text-gray-700 dark:text-gray-200 truncate max-w-[16rem]" title={clip.filename}>
+                {clip.filename}
+              </span>
+              <span className="text-xs text-gray-500 dark:text-gray-400">{clip.duration.toFixed(1)}s</span>
+              {clip.self_score != null && (
+                <span
+                  className="text-xs font-mono text-gray-600 dark:text-gray-300"
+                  title="Similarity to the rest of this speaker's gallery"
+                >
+                  self {clip.self_score.toFixed(3)}
+                </span>
+              )}
+              {flagBadge(clip)}
+              <div className="ml-auto flex items-center gap-1.5">
+                {pendingDelete === clip.segment_id ? (
+                  <>
+                    <button
+                      onClick={() => removeClip(clip.segment_id)}
+                      disabled={deleting === clip.segment_id}
+                      className="inline-flex items-center gap-1 text-xs px-2 py-1 rounded bg-red-600 text-white disabled:opacity-50"
+                    >
+                      {deleting === clip.segment_id && <Loader2 className="h-3.5 w-3.5 animate-spin" />}
+                      Remove from voiceprint
+                    </button>
+                    <button
+                      onClick={() => setPendingDelete(null)}
+                      className="text-xs px-2 py-1 rounded border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300"
+                    >
+                      Cancel
+                    </button>
+                  </>
+                ) : (
+                  <button
+                    onClick={() => setPendingDelete(clip.segment_id)}
+                    className="p-1.5 rounded bg-gray-100 dark:bg-gray-700 text-gray-500 dark:text-gray-400 hover:text-red-600 dark:hover:text-red-400"
+                    title="Remove this clip from the voiceprint (recoverable — audio is quarantined)"
+                  >
+                    <Trash2 className="h-4 w-4" />
+                  </button>
+                )}
+              </div>
+            </li>
+          ))}
+        </ul>
+      )}
+
+      <div className="border-t border-gray-200 dark:border-gray-700 pt-3">
+        {!confirmingReset ? (
+          <button
+            onClick={() => setConfirmingReset(true)}
+            className="inline-flex items-center gap-1.5 text-xs px-2.5 py-1.5 rounded border border-red-300 dark:border-red-800 text-red-700 dark:text-red-300"
+          >
+            <Eraser className="h-3.5 w-3.5" />
+            Clean profile…
+          </button>
+        ) : (
+          <div className="space-y-2 rounded border border-red-300 dark:border-red-800 bg-red-50 dark:bg-red-900/15 p-3">
+            <p className="text-xs text-gray-700 dark:text-gray-200">
+              Forget everything recorded for “{speakerName}”: review decisions, enrollment
+              session history, and corpus-discovery matches. Previously reviewed clips become
+              suggestible again — use this after a mislabeled run to start the profile over.
+            </p>
+            <label className="flex items-center gap-2 text-xs text-gray-700 dark:text-gray-200">
+              <input
+                type="checkbox"
+                checked={purgeGallery}
+                onChange={(e) => setPurgeGallery(e.target.checked)}
+              />
+              Also delete the voiceprint and its enrollment audio from the speaker service
+            </label>
+            <div className="flex items-center gap-2">
+              <button
+                onClick={reset}
+                disabled={resetting}
+                className="inline-flex items-center gap-1.5 text-xs px-2.5 py-1.5 rounded bg-red-600 text-white disabled:opacity-50"
+              >
+                {resetting && <Loader2 className="h-3.5 w-3.5 animate-spin" />}
+                Clean profile
+              </button>
+              <button
+                onClick={() => {
+                  setConfirmingReset(false)
+                  setPurgeGallery(false)
+                }}
+                className="text-xs px-2.5 py-1.5 rounded border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300"
+              >
+                Cancel
+              </button>
+            </div>
+          </div>
+        )}
+      </div>
+    </section>
+  )
+}
+
+/**
+ * Guided speaker enrollment. Pick an enrolled speaker and the backend scans the
+ * corpus for the clips whose confirmation would improve that speaker's
+ * voiceprint the most (new acoustic conditions for the gallery, matches near
+ * the decision boundary, longer clips — max 2 per conversation so enrollment
+ * spans sessions). Review each clip by ear, accept/reject, submit, repeat.
+ * Decisions are recorded server-side, so a decided clip is never re-suggested.
+ */
+export default function GuidedEnrollment() {
+  const [speakers, setSpeakers] = useState<EnrolledSpeaker[]>([])
+  const [speaker, setSpeaker] = useState('')
+  const [speakerSearch, setSpeakerSearch] = useState('')
+
+  const [suggestion, setSuggestion] = useState<GuidedEnrollmentSuggestResponse | null>(null)
+  const [decisions, setDecisions] = useState<Record<string, Decision>>({})
+  const [loading, setLoading] = useState(false)
+  const [submitting, setSubmitting] = useState(false)
+  const [discovering, setDiscovering] = useState(false)
+  const [discoveryProgress, setDiscoveryProgress] = useState('')
+  const [error, setError] = useState<string | null>(null)
+  const [lastResult, setLastResult] = useState<string | null>(null)
+  const [history, setHistory] = useState<GuidedEnrollmentSession[]>([])
+  const [galleryVersion, setGalleryVersion] = useState(0)
+  const [editingKey, setEditingKey] = useState<string | null>(null)
+  const [trimmedRegions, setTrimmedRegions] = useState<Record<string, Region>>({})
+
+  const [playingKey, setPlayingKey] = useState<string | null>(null)
+  const [playheadTime, setPlayheadTime] = useState<number | null>(null)
+  const [includeDeleted, setIncludeDeleted] = useState(false)
+  const [sortOrder, setSortOrder] = useState<'informative' | 'confidence'>('informative')
+  const [mining, setMining] = useState(false)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+  const playheadFrameRef = useRef<number | null>(null)
+  const miningInputRef = useRef<HTMLInputElement | null>(null)
+  const selectedSpeakerRef = useRef('')
+  const { pollJob } = useJobPolling()
+
+  const token = () => localStorage.getItem(getStorageKey('token')) || ''
+  const clipKey = (c: GuidedEnrollmentClip) => `${c.conversation_id}:${c.start}`
+
+  useEffect(() => {
+    if (speakers.length) return
+    speakerApi
+      .getEnrolledSpeakers()
+      .then((res) => {
+        const enrolled = (res.data.speakers || [])
+          .filter((s: any) => s.name)
+          .map((s: any) => ({ speaker_id: s.id || s.speaker_id || s.name, name: s.name }))
+          .sort((a: EnrolledSpeaker, b: EnrolledSpeaker) => a.name.localeCompare(b.name))
+        setSpeakers(enrolled)
+      })
+      .catch(() => setError('Failed to load enrolled speakers'))
+  }, [speakers.length])
+
+  const stopAudio = useCallback(() => {
+    if (playheadFrameRef.current != null) cancelAnimationFrame(playheadFrameRef.current)
+    playheadFrameRef.current = null
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingKey(null)
+    setPlayheadTime(null)
+  }, [])
+
+  const trackPlayhead = (audio: HTMLAudioElement, absoluteStart: number) => {
+    const update = () => {
+      if (audioRef.current !== audio || audio.paused || audio.ended) return
+      setPlayheadTime(absoluteStart + audio.currentTime)
+      playheadFrameRef.current = requestAnimationFrame(update)
+    }
+    setPlayheadTime(absoluteStart)
+    playheadFrameRef.current = requestAnimationFrame(update)
+  }
+
+  useEffect(() => stopAudio, [stopAudio])
+
+  const loadHistory = useCallback(async (name: string) => {
+    try {
+      const res = await dataAuditApi.guidedEnrollmentHistory(name)
+      setHistory(res.data.sessions)
+    } catch {
+      setHistory([])
+    }
+  }, [])
+
+  const playClip = (clip: GuidedEnrollmentClip) => {
+    const key = clipKey(clip)
+    if (playingKey === key) {
+      stopAudio()
+      return
+    }
+    stopAudio()
+    const region = trimmedRegions[key] || { start: clip.start, end: clip.end }
+    const url =
+      `${BACKEND_URL}/api/audio/chunks/${clip.conversation_id}` +
+      `?start_time=${region.start.toFixed(2)}&end_time=${region.end.toFixed(2)}&format=wav&token=${token()}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingKey(key)
+    audio.addEventListener('ended', () => stopAudio())
+    audio.addEventListener('error', () => stopAudio())
+    audio.play().then(() => trackPlayhead(audio, region.start)).catch(() => stopAudio())
+  }
+
+  const playRegion = (clip: GuidedEnrollmentClip, region: Region) => {
+    const key = clipKey(clip)
+    setTrimmedRegions((current) => ({ ...current, [key]: region }))
+    stopAudio()
+    const url =
+      `${BACKEND_URL}/api/audio/chunks/${clip.conversation_id}` +
+      `?start_time=${region.start.toFixed(2)}&end_time=${region.end.toFixed(2)}&format=wav&token=${token()}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingKey(key)
+    audio.addEventListener('ended', () => stopAudio())
+    audio.addEventListener('error', () => stopAudio())
+    audio.play().then(() => trackPlayhead(audio, region.start)).catch(() => stopAudio())
+  }
+
+  const suggest = useCallback(
+    async (name: string, order?: 'informative' | 'confidence') => {
+      stopAudio()
+      setLoading(true)
+      setError(null)
+      setSuggestion(null)
+      setDecisions({})
+      setTrimmedRegions({})
+      setEditingKey(null)
+      try {
+        const res = await dataAuditApi.guidedEnrollmentSuggest(name, order ?? sortOrder)
+        setSuggestion(res.data)
+        if (!res.data.batch.length) {
+          setLastResult(
+            res.data.discovery_indexed
+              ? 'The indexed corpus has no unreviewed clips that plausibly match this speaker.'
+              : res.data.pool_remaining > 0
+              ? 'No clips passed the information gate this round — the remaining pool is likely other speakers or already covered.'
+              : 'No label-derived clips found. Search corpus speech to discover missed or incorrectly labeled clips.'
+          )
+        }
+      } catch (e: any) {
+        setError(e?.response?.data?.error || 'Failed to fetch suggestions')
+      } finally {
+        setLoading(false)
+      }
+    },
+    [stopAudio, sortOrder]
+  )
+
+  const submit = async () => {
+    if (!suggestion) return
+    const decided = suggestion.batch.filter((c) => decisions[clipKey(c)])
+    if (!decided.length) return
+    setSubmitting(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.guidedEnrollmentDecide(
+        suggestion.speaker.speaker_name,
+        decided.map((c) => ({
+          conversation_id: c.conversation_id,
+          start: (trimmedRegions[clipKey(c)] || c).start,
+          end: (trimmedRegions[clipKey(c)] || c).end,
+          original_start: c.start,
+          original_end: c.end,
+          decision: decisions[clipKey(c)].kind,
+          actual_speaker: decisions[clipKey(c)].actualSpeaker,
+          scores: c.scores,
+        }))
+      )
+      const g = res.data.speaker
+      setLastResult(
+        `Enrolled ${res.data.enrolled}, rejected ${res.data.rejected}, bad clips ${res.data.bad_clips}, multiple speakers ${res.data.multiple_speakers}, skipped ${res.data.skipped}` +
+          (res.data.errors.length
+            ? `, ${res.data.errors.length} failed: ${res.data.errors
+                .slice(0, 2)
+                .map((item) => item.error)
+                .join('; ')}`
+            : '') +
+          (res.data.health_before && res.data.health_after
+            ? ` — gallery ${res.data.health_before.n_clips} → ${res.data.health_after.n_clips} clips`
+            : g?.n_clips != null
+              ? ` — gallery now ${g.n_clips} clips`
+              : '') +
+          qualityDelta(
+            res.data.health_before,
+            res.data.health_after,
+            res.data.coverage.accepted_novelty_mean
+          ) +
+          (res.data.benchmark_job_id ? ' · cross-validation queued' : '')
+      )
+      // Every decided clip is now excluded server-side; fetch the next batch.
+      setGalleryVersion((v) => v + 1)
+      await suggest(suggestion.speaker.speaker_name)
+      await loadHistory(suggestion.speaker.speaker_name)
+      if (res.data.discovery_job_id) {
+        setDiscoveryProgress('Updating corpus matches for the new gallery')
+        void followDiscoveryJob(
+          suggestion.speaker.speaker_name,
+          res.data.discovery_job_id,
+        )
+      }
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+      setSubmitting(false)
+      return
+    }
+    setSubmitting(false)
+  }
+
+  const freshBatch = async () => {
+    if (!suggestion) return
+    setSubmitting(true)
+    setError(null)
+    try {
+      await dataAuditApi.guidedEnrollmentDecide(
+        suggestion.speaker.speaker_name,
+        suggestion.batch.map((c) => ({
+          conversation_id: c.conversation_id,
+          start: (trimmedRegions[clipKey(c)] || c).start,
+          end: (trimmedRegions[clipKey(c)] || c).end,
+          original_start: c.start,
+          original_end: c.end,
+          decision: decisions[clipKey(c)]?.kind || 'skip',
+          actual_speaker: decisions[clipKey(c)]?.actualSpeaker,
+          scores: c.scores,
+        }))
+      )
+      await suggest(suggestion.speaker.speaker_name)
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+    } finally {
+      setSubmitting(false)
+    }
+  }
+
+  const followDiscoveryJob = async (name: string, jobId: string) => {
+    setDiscovering(true)
+    setError(null)
+    try {
+      const status = await pollJob(jobId, (_status, batch) => {
+        setDiscoveryProgress(batch?.message || _status)
+      })
+      if (status !== 'finished') throw new Error('Corpus discovery failed; inspect Queue & Events for details')
+      setDiscoveryProgress('')
+      if (selectedSpeakerRef.current === name) await suggest(name)
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+    } finally {
+      setDiscovering(false)
+    }
+  }
+
+  const discoverCorpus = async (name: string) => {
+    setDiscoveryProgress('Queued')
+    try {
+      const response = await dataAuditApi.discoverSpeakerCorpus(name, includeDeleted)
+      await followDiscoveryJob(name, response.data.job_id)
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+      setDiscovering(false)
+    }
+  }
+
+  const mineFiles = async (name: string, files: File[]) => {
+    if (!files.length) return
+    setMining(true)
+    setError(null)
+    setDiscoveryProgress(`Uploading ${files.length} file(s) for mining…`)
+    try {
+      const res = await dataAuditApi.mineCorpusAudio(name, files)
+      const d = res.data
+      const failNote = d.failed.length ? `, ${d.failed.length} failed` : ''
+      if (!d.transcription_available) {
+        setError(
+          `Ingested ${d.ingested} file(s)${failNote}, but no batch transcription provider is ` +
+            'configured — mined audio cannot be segmented until transcription runs.'
+        )
+        setDiscoveryProgress('')
+        return
+      }
+      setLastResult(
+        `Mining ${d.ingested} file(s) for ${name}${failNote} — transcribing, then scanning for matches.`
+      )
+      if (d.discovery_job_id) {
+        setDiscoveryProgress('Waiting for transcription, then scanning corpus')
+        void followDiscoveryJob(name, d.discovery_job_id)
+      } else {
+        setDiscoveryProgress('')
+      }
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+      setDiscoveryProgress('')
+    } finally {
+      setMining(false)
+      if (miningInputRef.current) miningInputRef.current.value = ''
+    }
+  }
+
+  const attachOrCreateDiscovery = async (name: string) => {
+    try {
+      const response = await dataAuditApi.getSpeakerCorpusDiscovery(name)
+      const { job_id: jobId, status, matched_segments: matchedSegments } = response.data
+      if (jobId && ['queued', 'started', 'deferred', 'scheduled'].includes(status || '')) {
+        setDiscoveryProgress('Reattaching to corpus search')
+        await followDiscoveryJob(name, jobId)
+      } else if (matchedSegments === 0) {
+        await discoverCorpus(name)
+      }
+    } catch (e: any) {
+      setError(submissionErrorMessage(e))
+    }
+  }
+
+  const decidedCount = suggestion
+    ? suggestion.batch.filter((c) => decisions[clipKey(c)]).length
+    : 0
+
+  return (
+    <div className="space-y-5">
+      <section className="space-y-3">
+        <div className="flex items-center gap-2">
+          <Mic className="h-5 w-5 text-blue-600" />
+          <h1 className="text-xl font-semibold text-gray-900 dark:text-gray-100">Speaker enrollment</h1>
+        </div>
+        <div className="max-w-md">
+          <SpeakerInlineInput
+            value={speakerSearch}
+            onChange={setSpeakerSearch}
+            onSelect={(name) => {
+              selectedSpeakerRef.current = name
+              setSpeaker(name)
+              setSpeakerSearch(name)
+              suggest(name)
+              loadHistory(name)
+              attachOrCreateDiscovery(name)
+            }}
+            enrolledSpeakers={speakers}
+            placeholder="Search for a speaker to enhance..."
+            allowCreate={false}
+          />
+        </div>
+        {!speaker && lastResult && (
+          <p className="text-sm text-green-700 dark:text-green-400">{lastResult}</p>
+        )}
+      </section>
+
+      {speaker && (
+        <section className="space-y-3 border-t border-gray-200 dark:border-gray-700 pt-4">
+          <div className="flex flex-wrap items-center gap-2">
+            <Button
+              variant="primary"
+              onClick={() => speaker && suggest(speaker)}
+              disabled={!speaker || loading || submitting}
+              icon={
+                loading ? (
+                  <Loader2 className="h-4 w-4 animate-spin" />
+                ) : (
+                  <RefreshCw className="h-4 w-4" />
+                )
+              }
+            >
+              Fresh batch
+            </Button>
+            <select
+              value={sortOrder}
+              onChange={(e) => {
+                const next = e.target.value as 'informative' | 'confidence'
+                setSortOrder(next)
+                if (speaker) suggest(speaker, next)
+              }}
+              disabled={loading || submitting}
+              className="text-sm px-2 py-1.5 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-700 dark:text-gray-200 disabled:opacity-50"
+              title="Most informative surfaces clips the model learns most from (often uncertain, lower-similarity ones); best match first surfaces the highest-similarity clips"
+            >
+              <option value="informative">Sort: most informative</option>
+              <option value="confidence">Sort: best match first</option>
+            </select>
+            <Button
+              variant="secondary"
+              onClick={() => discoverCorpus(speaker)}
+              disabled={discovering}
+              title="Refresh the reusable speech-embedding index and rescore it against this gallery"
+              icon={discovering ? <Loader2 className="h-4 w-4 animate-spin" /> : <Search className="h-4 w-4" />}
+            >
+              {discovering ? 'Searching corpus' : 'Refresh corpus'}
+            </Button>
+            <label
+              className="inline-flex items-center gap-1.5 text-xs text-gray-600 dark:text-gray-300"
+              title="Also scan speech from soft-deleted conversations whose audio is still stored"
+            >
+              <input
+                type="checkbox"
+                checked={includeDeleted}
+                onChange={(e) => setIncludeDeleted(e.target.checked)}
+              />
+              include deleted
+            </label>
+            <input
+              ref={miningInputRef}
+              type="file"
+              accept="audio/*,video/*,.wav,.mp3,.m4a,.ogg,.opus,.flac"
+              multiple
+              className="hidden"
+              onChange={(e) => mineFiles(speaker, Array.from(e.target.files || []))}
+            />
+            <Button
+              variant="secondary"
+              onClick={() => miningInputRef.current?.click()}
+              disabled={mining || discovering}
+              title="Upload unlabelled audio (recordings, exports) and mine it for this speaker's voice. Files are kept out of memory processing."
+              icon={mining ? <Loader2 className="h-4 w-4 animate-spin" /> : <AudioLines className="h-4 w-4" />}
+            >
+              {mining ? 'Uploading…' : 'Mine audio files'}
+            </Button>
+            {suggestion && (
+              <span className="text-xs text-gray-500 dark:text-gray-400">
+                gallery: {suggestion.speaker.n_clips ?? '?'} clips
+                {suggestion.speaker.total_duration_s != null &&
+                  ` / ${Math.round(suggestion.speaker.total_duration_s)}s`}
+                {' · '}
+                {suggestion.reviewed_total} reviewed · ~{suggestion.pool_remaining} in pool
+                {suggestion.discovery_indexed && ` · ${suggestion.discovery_candidates} indexed segments`}
+              </span>
+            )}
+          </div>
+
+          {error && <p className="text-sm text-red-600">{error}</p>}
+          {lastResult && !loading && (
+            <p className="text-sm text-green-700 dark:text-green-400">{lastResult}</p>
+          )}
+          {loading && (
+            <p className="text-sm text-gray-500">
+              Scanning the corpus and scoring candidate clips…
+            </p>
+          )}
+          {discoveryProgress && (
+            <p className="text-xs text-blue-700 dark:text-blue-300">{discoveryProgress}</p>
+          )}
+
+          {suggestion && suggestion.batch.length > 0 && (
+            <>
+              <ul className="space-y-2">
+                {suggestion.batch.map((clip) => {
+                  const key = clipKey(clip)
+                  const decision = decisions[key]
+                  const region = trimmedRegions[key] || { start: clip.start, end: clip.end }
+                  return (
+                    <li
+                      key={key}
+                      className={`rounded border p-3 space-y-1.5 ${
+                        decision
+                          ? decision.kind === 'accept'
+                            ? 'border-green-400 bg-green-50 dark:bg-green-900/20'
+                            : decision.kind === 'another_speaker'
+                            ? 'border-purple-400 bg-purple-50 dark:bg-purple-900/20'
+                            : decision.kind === 'reject'
+                            ? 'border-red-300 bg-red-50 dark:bg-red-900/20'
+                            : 'border-gray-300 bg-gray-50 dark:border-gray-600 dark:bg-gray-800'
+                          : 'border-gray-200 dark:border-gray-700'
+                      }`}
+                    >
+                      <div className="flex flex-col gap-1.5 sm:flex-row sm:items-center sm:gap-2">
+                        <div className="flex min-w-0 items-center gap-2">
+                          <button
+                            onClick={() => playClip(clip)}
+                            className="shrink-0 p-1.5 rounded bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-200"
+                            title="Play clip"
+                          >
+                            {playingKey === key ? (
+                              <Pause className="h-4 w-4" />
+                            ) : (
+                              <Play className="h-4 w-4" />
+                            )}
+                          </button>
+                          <span className="shrink-0 text-xs text-gray-500 dark:text-gray-400">
+                            {formatClock(region.start)}–{formatClock(region.end)} ·{' '}
+                            {(region.end - region.start).toFixed(1)}s
+                            {trimmedRegions[key] && ' · trimmed'}
+                          </span>
+                          <span className="truncate text-xs text-gray-500 dark:text-gray-400">
+                            {clip.conversation_title || clip.conversation_id.slice(0, 8)}
+                            {clip.conversation_date && ` · ${clip.conversation_date.slice(0, 10)}`}
+                          </span>
+                        </div>
+                        <div className="flex items-center justify-end gap-2 sm:ml-auto">
+                          <span className="text-xs font-mono text-gray-600 dark:text-gray-300">
+                            match {clip.scores.sim_centroid.toFixed(2)}
+                          </span>
+                          <div className="flex gap-1">
+                          <button
+                            onClick={() => setEditingKey(editingKey === key ? null : key)}
+                            className={`p-1.5 rounded ${editingKey === key ? 'bg-emerald-600 text-white' : 'bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-300'}`}
+                            title="Trim this enrollment clip"
+                          >
+                            <Scissors className="h-4 w-4" />
+                          </button>
+                          <button
+                            onClick={() =>
+                              setDecisions((d) => ({ ...d, [key]: { kind: 'accept' } }))
+                            }
+                            className={`p-1.5 rounded ${
+                              decision?.kind === 'accept'
+                                ? 'bg-green-600 text-white'
+                                : 'bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-300'
+                            }`}
+                            title={`Yes — this is ${suggestion.speaker.speaker_name}`}
+                          >
+                            <Check className="h-4 w-4" />
+                          </button>
+                          <button
+                            onClick={() =>
+                              setDecisions((d) => ({ ...d, [key]: { kind: 'reject' } }))
+                            }
+                            className={`p-1.5 rounded ${
+                              decision?.kind === 'reject'
+                                ? 'bg-red-600 text-white'
+                                : 'bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-300'
+                            }`}
+                            title="No — not this speaker"
+                          >
+                            <X className="h-4 w-4" />
+                          </button>
+                          </div>
+                        </div>
+                      </div>
+                      {editingKey === key && clip.conversation_duration > 0 && (
+                        <WaveformRegionEditor
+                          conversationId={clip.conversation_id}
+                          duration={clip.conversation_duration}
+                          initialRegion={region}
+                          pickerMode
+                          onChange={(next) => {
+                            if (next) setTrimmedRegions((current) => ({ ...current, [key]: next }))
+                          }}
+                          onCancel={() => setEditingKey(null)}
+                          onPlay={(next) => playRegion(clip, next)}
+                          playheadTime={playingKey === key ? playheadTime : null}
+                          height={88}
+                        />
+                      )}
+                      <div className="flex flex-wrap items-center gap-2 sm:pl-9">
+                        <span className="w-full text-xs text-gray-500 dark:text-gray-400 sm:w-auto">Actually:</span>
+                        <div className="w-full sm:w-52">
+                          <SpeakerInlineInput
+                            value={decision?.actualSpeaker || ''}
+                            onChange={(name) => setDecisions((d) => ({ ...d, [key]: { kind: 'another_speaker', actualSpeaker: name } }))}
+                            onSelect={(name) => setDecisions((d) => ({ ...d, [key]: { kind: 'another_speaker', actualSpeaker: name } }))}
+                            enrolledSpeakers={speakers.filter((item) => item.name !== speaker)}
+                            placeholder="Search speakers..."
+                            allowCreate={false}
+                          />
+                        </div>
+                        {decision?.kind === 'another_speaker' && decision.actualSpeaker && (
+                          <span className="text-xs px-2 py-0.5 rounded bg-purple-600 text-white">
+                            relabel → {decision.actualSpeaker}
+                          </span>
+                        )}
+                        <button onClick={() => setDecisions((d) => ({ ...d, [key]: { kind: 'skip' } }))} className={`inline-flex items-center gap-1 text-xs px-2 py-1 rounded ${decision?.kind === 'skip' ? 'bg-gray-600 text-white' : 'border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300'}`}><SkipForward className="h-3.5 w-3.5" />Skip</button>
+                        <button onClick={() => setDecisions((d) => ({ ...d, [key]: { kind: 'multiple_speakers' } }))} className={`inline-flex items-center gap-1 text-xs px-2 py-1 rounded ${decision?.kind === 'multiple_speakers' ? 'bg-amber-600 text-white' : 'border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300'}`} title="Several people are talking in this clip; do not enroll or label it"><Users className="h-3.5 w-3.5" />Multiple speakers</button>
+                        <button onClick={() => setDecisions((d) => ({ ...d, [key]: { kind: 'bad_clip' } }))} className={`inline-flex items-center gap-1 text-xs px-2 py-1 rounded ${decision?.kind === 'bad_clip' ? 'bg-amber-600 text-white' : 'border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300'}`} title="Poor enrollment audio, such as mostly noise or badly bounded speech"><AudioLines className="h-3.5 w-3.5" />Bad clip</button>
+                      </div>
+                      {clip.text && (
+                        <p className="text-sm text-gray-800 dark:text-gray-200 line-clamp-2">
+                          “{clip.text}”
+                        </p>
+                      )}
+                      <p className="text-xs text-gray-500 dark:text-gray-400">
+                        {clip.current_label
+                          ? `currently labeled ${clip.current_label}`
+                          : 'currently unlabeled'}
+                        {clip.reasons.length > 0 && ` · ${clip.reasons.join(' · ')}`}
+                      </p>
+                    </li>
+                  )
+                })}
+              </ul>
+              <Button
+                variant="primary"
+                onClick={submit}
+                disabled={submitting || decidedCount === 0}
+                icon={submitting ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+              >
+                Submit {decidedCount}/{suggestion.batch.length} & next batch
+              </Button>
+              <Button
+                variant="secondary"
+                onClick={freshBatch}
+                disabled={submitting}
+                className="ml-2"
+                icon={<RefreshCw className="h-4 w-4" />}
+              >
+                Skip remaining & fresh batch
+              </Button>
+            </>
+          )}
+
+          <GallerySection
+            speakerName={speaker}
+            refreshKey={galleryVersion}
+            onReset={(galleryPurged, message) => {
+              setLastResult(message)
+              setError(null)
+              if (galleryPurged) {
+                stopAudio()
+                selectedSpeakerRef.current = ''
+                setSpeaker('')
+                setSpeakerSearch('')
+                setSuggestion(null)
+                setDecisions({})
+                setHistory([])
+                setSpeakers([]) // triggers a refetch of the enrolled-speaker list
+              } else {
+                suggest(speaker)
+                loadHistory(speaker)
+              }
+            }}
+          />
+
+          {suggestion && <BenchmarkPanel speakerName={speaker} />}
+
+          {history.length > 0 && (
+            <section className="border-t border-gray-200 dark:border-gray-700 pt-4">
+              <h2 className="text-sm font-semibold text-gray-900 dark:text-gray-100 mb-2">Enrollment history</h2>
+              <div className="grid sm:grid-cols-3 gap-2 mb-4 text-xs">
+                <div className="border border-gray-200 dark:border-gray-700 rounded p-2">
+                  <div className="text-gray-500 dark:text-gray-400">Clean speech quantity</div>
+                  <div className="font-medium text-gray-900 dark:text-gray-100">
+                    {(suggestion?.speaker.total_duration_s ?? 0) >= 60 ? 'Sufficient' : 'Still building'}
+                    {suggestion?.speaker.total_duration_s != null && ` · ${Math.round(suggestion.speaker.total_duration_s)}s`}
+                  </div>
+                  <div className="text-gray-500 dark:text-gray-400">Research gains usually flatten after 30–60s</div>
+                </div>
+                <div className="border border-gray-200 dark:border-gray-700 rounded p-2">
+                  <div className="text-gray-500 dark:text-gray-400">Gallery cleanliness</div>
+                  <div className="font-medium text-gray-900 dark:text-gray-100">{history[0].health_after?.n_flagged ?? '—'} outliers</div>
+                  <div className="text-gray-500 dark:text-gray-400">Cohesion {history[0].health_after?.median_self?.toFixed(3) ?? 'unavailable'}</div>
+                </div>
+                <div className="border border-gray-200 dark:border-gray-700 rounded p-2">
+                  <div className="text-gray-500 dark:text-gray-400">Recognition performance</div>
+                  <div className="font-medium text-amber-700 dark:text-amber-300">Not benchmarked</div>
+                  <div className="text-gray-500 dark:text-gray-400">Requires held-out identification clips</div>
+                </div>
+              </div>
+              <EnrollmentTrend sessions={history} />
+              <div className="overflow-x-auto">
+                <table className="w-full text-xs text-left">
+                  <thead className="text-gray-500 dark:text-gray-400 border-b border-gray-200 dark:border-gray-700">
+                    <tr><th className="py-2 pr-3">Date</th><th className="py-2 pr-3">Added</th><th className="py-2 pr-3">Gallery</th><th className="py-2 pr-3">Cohesion</th><th className="py-2 pr-3">Outliers</th><th className="py-2">Novelty</th></tr>
+                  </thead>
+                  <tbody>
+                    {history.map((session, index) => {
+                      const before = session.health_before
+                      const after = session.health_after
+                      return (
+                        <tr key={`${session.created_at}:${index}`} className="border-b border-gray-100 dark:border-gray-700/60 text-gray-700 dark:text-gray-200">
+                          <td className="py-2 pr-3 whitespace-nowrap">{new Date(session.created_at).toLocaleString()}</td>
+                          <td className="py-2 pr-3">{session.decisions.enrolled}</td>
+                          <td className="py-2 pr-3 whitespace-nowrap">{before && after ? `${before.n_clips} → ${after.n_clips}` : after?.n_clips ?? '—'}</td>
+                          <td className="py-2 pr-3 whitespace-nowrap">{before?.median_self != null && after?.median_self != null ? `${before.median_self.toFixed(3)} → ${after.median_self.toFixed(3)}` : '—'}</td>
+                          <td className="py-2 pr-3 whitespace-nowrap">{before && after ? `${before.n_flagged}/${before.n_clips} → ${after.n_flagged}/${after.n_clips}` : '—'}</td>
+                          <td className="py-2">{session.coverage.accepted_novelty_mean != null ? `${Math.round(session.coverage.accepted_novelty_mean * 100)}%` : '—'}</td>
+                        </tr>
+                      )
+                    })}
+                  </tbody>
+                </table>
+              </div>
+            </section>
+          )}
+        </section>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/MergePreviewModal.tsx b/backends/advanced/webui/src/components/dataAudit/MergePreviewModal.tsx
new file mode 100644
index 00000000..bbe4a925
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/MergePreviewModal.tsx
@@ -0,0 +1,110 @@
+import { useMemo, useState } from 'react'
+import { AlertTriangle, GitMerge, Loader2 } from 'lucide-react'
+import { AuditConversation, dataAuditApi } from '../../services/api'
+import { formatDate, formatDuration } from './format'
+import { Alert, Button, Modal } from '../ui'
+
+interface Props {
+  conversations: AuditConversation[]
+  onClose: () => void
+  onDone: (message: string) => void
+}
+
+export default function MergePreviewModal({ conversations, onClose, onDone }: Props) {
+  const [merging, setMerging] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+
+  const ordered = useMemo(
+    () =>
+      [...conversations].sort((a, b) =>
+        (a.created_at || '').localeCompare(b.created_at || '')
+      ),
+    [conversations]
+  )
+  const totalDuration = ordered.reduce((acc, c) => acc + c.duration_seconds, 0)
+
+  const confirmMerge = async () => {
+    setMerging(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.merge(ordered.map((c) => c.conversation_id))
+      onDone(
+        `Merged ${res.data.source_conversation_ids.length} conversations into one ` +
+          `(${formatDuration(res.data.duration_seconds)}). Memory and title generation are queued.`
+      )
+      onClose()
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to merge conversations')
+      setMerging(false)
+    }
+  }
+
+  return (
+    <Modal
+      open
+      onClose={onClose}
+      title={`Merge ${ordered.length} conversations`}
+      icon={<GitMerge className="h-5 w-5 text-blue-600" />}
+      maxWidthClassName="max-w-xl max-h-[85vh] overflow-y-auto"
+      footer={
+        <>
+          <Button variant="secondary" onClick={onClose}>
+            Cancel
+          </Button>
+          <Button
+            variant="primary"
+            onClick={confirmMerge}
+            disabled={merging}
+            icon={merging ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+          >
+            Merge
+          </Button>
+        </>
+      }
+    >
+      <div className="space-y-4">
+        {error && (
+          <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />}>
+            {error}
+          </Alert>
+        )}
+
+        <div className="space-y-2">
+          {ordered.map((c, i) => (
+            <div
+              key={c.conversation_id}
+              className="flex items-center justify-between px-3 py-2 rounded-lg border border-gray-200 dark:border-gray-700 text-sm text-gray-700 dark:text-gray-200"
+            >
+              <div className="truncate">
+                <span className="text-gray-400 mr-2">{i + 1}.</span>
+                {c.title || c.conversation_id.slice(0, 8)}
+              </div>
+              <div className="text-xs text-gray-500 dark:text-gray-400 whitespace-nowrap ml-3">
+                {formatDate(c.created_at)} · {formatDuration(c.duration_seconds)}
+              </div>
+            </div>
+          ))}
+        </div>
+
+        <div className="text-sm text-gray-700 dark:text-gray-200">
+          Combined duration: <strong>{formatDuration(totalDuration)}</strong>
+        </div>
+
+        <ul className="text-xs text-gray-500 dark:text-gray-400 list-disc pl-4 space-y-1">
+          <li>
+            Conversations must be adjacent — if another conversation from this device sits
+            between them (even one filtered out of this view), the merge is rejected.
+          </li>
+          <li>
+            Wall-clock gaps between the recordings are elided; a note marker in the transcript
+            records each seam.
+          </li>
+          <li>
+            The originals are soft-deleted (recoverable from Archive). Memories and the title
+            are regenerated for the merged conversation.
+          </li>
+        </ul>
+      </div>
+    </Modal>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/PreviewStrip.tsx b/backends/advanced/webui/src/components/dataAudit/PreviewStrip.tsx
new file mode 100644
index 00000000..0f5055c2
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/PreviewStrip.tsx
@@ -0,0 +1,394 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import { AlertTriangle, Loader2, Pause, Play, X } from 'lucide-react'
+import { SpeechRegion, dataAuditApi } from '../../services/api'
+import { useGaplessPlayer, usePlayheadTime } from '../../hooks/useGaplessPlayer'
+import type { Range } from '../../lib/gaplessPlayer'
+import { formatClock, formatDuration } from './format'
+
+const PLAYBACK_RATES = [1, 1.5, 2]
+
+// The timeline always fits its container width (never scrolls horizontally), but
+// to keep it readable it caps density at this many seconds per row. Longer
+// recordings wrap onto additional rows instead of compressing into one. Tune
+// this single number to trade rows-of-height against horizontal detail.
+const MAX_SECONDS_PER_ROW = 1200
+
+type PlayMode = 'speech' | 'full'
+
+// Mode is a sticky preference shared by every strip in the session.
+const MODE_STORAGE_KEY = 'data_audit_preview_mode'
+
+function loadMode(): PlayMode {
+  const raw = sessionStorage.getItem(MODE_STORAGE_KEY)
+  return raw === 'full' ? 'full' : 'speech'
+}
+
+interface Props {
+  conversationId: string
+  durationSeconds: number
+  onClose?: () => void
+  /** Ranges to shade on the timeline (e.g. detected silence gaps). */
+  overlays?: { start: number; end: number }[]
+  /** Vertical marker positions in seconds (e.g. chosen split points). */
+  markers?: number[]
+  /** Start playing as soon as regions load. */
+  autoPlay?: boolean
+  /** Speaker labels available for the "only this speaker" filter. */
+  speakers?: string[]
+}
+
+/**
+ * Speech-aware audio preview. Two modes share one program fed to the app-wide
+ * gapless scheduler: "Speech only" plays the VAD speech regions and skips the
+ * silence between them (seamless gapless concatenation of the regions); "Full
+ * audio" plays the whole recording as a single range. The scheduler decodes 10 s
+ * windows on the browser audio thread and schedules them back-to-back, so seeking
+ * is sample-accurate and boundaries are inaudible in both modes.
+ *
+ * With a speaker selected, speech regions are the overlap of VAD speech and that
+ * speaker's transcript segments — playback skips everyone else.
+ */
+export default function PreviewStrip({
+  conversationId,
+  durationSeconds,
+  onClose,
+  overlays,
+  markers,
+  autoPlay = false,
+  speakers,
+}: Props) {
+  const [regions, setRegions] = useState<SpeechRegion[] | null>(null)
+  const [speechSeconds, setSpeechSeconds] = useState(0)
+  const [duration, setDuration] = useState(durationSeconds)
+  const [needsAnalysis, setNeedsAnalysis] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+
+  const [mode, setMode] = useState<PlayMode>(() => loadMode())
+  const [rate, setRate] = useState(1)
+  // '' = all speakers; otherwise regions = VAD speech ∩ this speaker's segments.
+  const [speakerFilter, setSpeakerFilter] = useState('')
+
+  // Playback is owned by the app-wide gapless scheduler.
+  const player = useGaplessPlayer()
+  const isActive = player.isActive(conversationId)
+  const playing = isActive && player.isPlaying
+  const buffering = isActive && player.buffering
+  const absTime = usePlayheadTime(conversationId) ?? null
+
+  // Latest values for the regions-load effect (which only depends on cid/filter).
+  const regionsRef = useRef<Range[]>([])
+  const durationRef = useRef(durationSeconds)
+  const rateRef = useRef(1)
+  const modeRef = useRef<PlayMode>(mode)
+  // Resume position carried across a region refetch (speaker filter change).
+  const resumeAtRef = useRef<number | null>(null)
+  const autoPlayedRef = useRef(false)
+
+  // Build the scheduler program for a mode: the speech regions, or the whole
+  // recording as a single range (the scheduler windows it internally).
+  const buildProgram = useCallback((forMode: PlayMode): Range[] => {
+    if (forMode === 'speech') return regionsRef.current
+    const total = durationRef.current
+    return total > 0 ? [{ start: 0, end: total }] : []
+  }, [])
+
+  // Load regions on mount and whenever the speaker filter changes.
+  useEffect(() => {
+    let cancelled = false
+    setRegions(null)
+    dataAuditApi
+      .getSpeechRegions(conversationId, speakerFilter ? [speakerFilter] : undefined)
+      .then((res) => {
+        if (cancelled) return
+        setNeedsAnalysis(res.data.needs_analysis)
+        setRegions(res.data.regions)
+        regionsRef.current = res.data.regions
+        setSpeechSeconds(res.data.speech_seconds)
+        if (res.data.duration_seconds > 0) {
+          setDuration(res.data.duration_seconds)
+          durationRef.current = res.data.duration_seconds
+        }
+        // Unanalyzed conversations have no regions — fall back to full audio.
+        const effectiveMode: PlayMode =
+          modeRef.current === 'speech' && res.data.regions.length === 0 && !speakerFilter
+            ? 'full'
+            : modeRef.current
+        const program = buildProgram(effectiveMode)
+        const resumeAt = resumeAtRef.current
+        resumeAtRef.current = null
+        if (resumeAt !== null && program.length > 0) {
+          player.playProgram(conversationId, program, { rate: rateRef.current, fromAudioTime: resumeAt })
+        } else if (autoPlay && !autoPlayedRef.current && program.length > 0) {
+          autoPlayedRef.current = true
+          player.playProgram(conversationId, program, { rate: rateRef.current })
+        }
+      })
+      .catch((e) => {
+        if (!cancelled) setError(e?.response?.data?.error || 'Failed to load speech regions')
+      })
+    return () => {
+      cancelled = true
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [conversationId, speakerFilter])
+
+  // Stop playback on unmount (only if this strip owns it).
+  useEffect(() => {
+    return () => {
+      if (player.isActive(conversationId)) player.stop()
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [conversationId])
+
+  const canPlaySpeech = (regions?.length || 0) > 0
+  const playDisabled =
+    regions === null || (mode === 'speech' ? !canPlaySpeech : duration <= 0)
+
+  const togglePlay = () => {
+    if (player.isActive(conversationId)) {
+      if (player.isPlaying) {
+        player.pause()
+        return
+      }
+      if (player.isPaused) {
+        player.resume()
+        return
+      }
+    }
+    const program = buildProgram(modeRef.current)
+    if (program.length > 0) player.playProgram(conversationId, program, { rate: rateRef.current })
+  }
+
+  const toggleMode = () => {
+    const next: PlayMode = mode === 'speech' ? 'full' : 'speech'
+    const position = absTime
+    const wasPlaying = playing || buffering
+    setMode(next)
+    modeRef.current = next
+    try {
+      sessionStorage.setItem(MODE_STORAGE_KEY, next)
+    } catch {
+      // ignore storage quota/availability errors
+    }
+    // Continue from the same position in the other mode.
+    const program = buildProgram(next)
+    if (wasPlaying && position !== null && program.length > 0) {
+      player.playProgram(conversationId, program, { rate: rateRef.current, fromAudioTime: position })
+    } else if (player.isActive(conversationId)) {
+      player.stop()
+    }
+  }
+
+  const changeSpeaker = (value: string) => {
+    const position = absTime
+    const wasPlaying = playing || buffering
+    // Picking a speaker implies speech-only playback (the filter has no effect on
+    // full-audio). Not persisted — it's a side effect, not the sticky preference.
+    if (value && modeRef.current !== 'speech') {
+      setMode('speech')
+      modeRef.current = 'speech'
+    }
+    // Carry the position across the refetch; the load effect resumes there.
+    resumeAtRef.current = wasPlaying && position !== null ? position : null
+    if (player.isActive(conversationId)) player.stop()
+    setSpeakerFilter(value)
+  }
+
+  const cycleRate = () => {
+    const next = PLAYBACK_RATES[(PLAYBACK_RATES.indexOf(rate) + 1) % PLAYBACK_RATES.length]
+    setRate(next)
+    rateRef.current = next
+    player.setRate(next)
+  }
+
+  // Split the recording into equal-length rows, each capped at MAX_SECONDS_PER_ROW
+  // so density stays readable. Short recordings stay a single fit-to-width row.
+  const rowCount = duration > 0 ? Math.max(1, Math.ceil(duration / MAX_SECONDS_PER_ROW)) : 1
+  const rowSpan = duration > 0 ? duration / rowCount : 0
+
+  // Seek by clicking a row: map the click x within this row back to absolute time.
+  const seekRow = (e: React.MouseEvent<HTMLDivElement>, rowStart: number) => {
+    if (duration <= 0) return
+    const rect = e.currentTarget.getBoundingClientRect()
+    const time = Math.min(duration, Math.max(0, rowStart + ((e.clientX - rect.left) / rect.width) * rowSpan))
+    if (player.isActive(conversationId)) {
+      player.seek(time)
+    } else {
+      const program = buildProgram(modeRef.current)
+      if (program.length > 0) {
+        player.playProgram(conversationId, program, { rate: rateRef.current, fromAudioTime: time })
+      }
+    }
+  }
+
+  // Position a point within a row as a CSS percentage.
+  const pointPct = (t: number, rowStart: number) =>
+    `${Math.min(100, Math.max(0, ((t - rowStart) / rowSpan) * 100))}%`
+
+  // Clip an absolute [start,end] interval to a row; null if it doesn't intersect.
+  const clipToRow = (start: number, end: number, rowStart: number) => {
+    const a = Math.max(start, rowStart)
+    const b = Math.min(end, rowStart + rowSpan)
+    if (b <= a) return null
+    return {
+      left: `${((a - rowStart) / rowSpan) * 100}%`,
+      width: `${((b - a) / rowSpan) * 100}%`,
+    }
+  }
+
+  return (
+    <div className="space-y-2 rounded-lg bg-gray-50 dark:bg-gray-900/40 border border-gray-200 dark:border-gray-700 p-3">
+      {/* Header */}
+      <div className="flex items-center space-x-3 text-sm text-gray-700 dark:text-gray-200">
+        <button
+          onClick={togglePlay}
+          disabled={playDisabled}
+          className="p-1.5 rounded-full bg-blue-600 text-white hover:bg-blue-700 disabled:opacity-40 disabled:cursor-not-allowed transition-colors"
+          title={playing ? 'Pause' : mode === 'speech' ? 'Play speech only' : 'Play full audio'}
+        >
+          {buffering ? (
+            <Loader2 className="h-4 w-4 animate-spin" />
+          ) : playing ? (
+            <Pause className="h-4 w-4" />
+          ) : (
+            <Play className="h-4 w-4" />
+          )}
+        </button>
+        {regions === null && !error ? (
+          <span className="text-gray-400">Loading speech map…</span>
+        ) : needsAnalysis ? (
+          <span className="flex items-center space-x-1 text-yellow-700 dark:text-yellow-300">
+            <AlertTriangle className="h-4 w-4" />
+            <span>Not analyzed — playing full audio; run Analyze audio for speech-only preview</span>
+          </span>
+        ) : (
+          <span>
+            {speakerFilter || 'Speech'}: <strong>{formatDuration(speechSeconds)}</strong> of{' '}
+            {formatDuration(duration)} · {regions?.length || 0} region
+            {regions?.length === 1 ? '' : 's'}
+            {absTime !== null && (
+              <span className="text-gray-400"> · {formatClock(absTime)}</span>
+            )}
+          </span>
+        )}
+        <div className="flex-1" />
+        {!needsAnalysis && (speakers?.length || 0) > 0 && (
+          <select
+            value={speakerFilter}
+            onChange={(e) => changeSpeaker(e.target.value)}
+            className={`px-1.5 py-0.5 rounded text-xs border bg-transparent transition-colors ${
+              speakerFilter
+                ? 'border-violet-400 bg-violet-50 text-violet-700 dark:bg-violet-900/40 dark:text-violet-200 dark:border-violet-600'
+                : 'border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300'
+            }`}
+            title="Play only where this speaker talks (VAD speech ∩ speaker segments)"
+          >
+            <option value="">All speakers</option>
+            {(speakers || []).map((s) => (
+              <option key={s} value={s}>
+                {s}
+              </option>
+            ))}
+          </select>
+        )}
+        {!needsAnalysis && (
+          <button
+            onClick={toggleMode}
+            className={`px-2 py-0.5 rounded text-xs border transition-colors ${
+              mode === 'speech'
+                ? 'border-blue-400 bg-blue-50 text-blue-700 dark:bg-blue-900/40 dark:text-blue-200 dark:border-blue-600'
+                : 'border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
+            }`}
+            title={
+              mode === 'speech'
+                ? 'Skipping silence — click to play the full recording'
+                : 'Playing everything — click to skip silence'
+            }
+          >
+            {mode === 'speech' ? 'Speech only' : 'Full audio'}
+          </button>
+        )}
+        <button
+          onClick={cycleRate}
+          className="px-2 py-0.5 rounded text-xs border border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors"
+          title="Playback speed"
+        >
+          {rate}x
+        </button>
+        {onClose && (
+          <button
+            onClick={onClose}
+            className="text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
+            title="Close preview"
+          >
+            <X className="h-4 w-4" />
+          </button>
+        )}
+      </div>
+
+      {error && <div className="text-xs text-red-600 dark:text-red-400">{error}</div>}
+
+      {/* Timeline: speech blocks, overlays (gaps), markers (split points), playhead.
+          Wraps onto multiple fit-to-width rows for long audio — never scrolls
+          horizontally. Each row covers an equal slice of the recording. */}
+      <div className="space-y-1">
+        {Array.from({ length: rowCount }, (_, row) => {
+          const rowStart = row * rowSpan
+          const rowEnd = rowStart + rowSpan
+          return (
+            <div
+              key={`row${row}`}
+              onClick={(e) => seekRow(e, rowStart)}
+              className="relative h-4 rounded bg-gray-200 dark:bg-gray-700 cursor-pointer overflow-hidden"
+              title={
+                mode === 'speech'
+                  ? 'Click to play from here (snaps forward to speech)'
+                  : 'Click to play from here'
+              }
+            >
+              {(overlays || []).map((o, i) => {
+                const c = clipToRow(o.start, o.end, rowStart)
+                return c ? (
+                  <div
+                    key={`o${i}`}
+                    className="absolute inset-y-0 bg-amber-200/70 dark:bg-amber-700/40"
+                    style={c}
+                  />
+                ) : null
+              })}
+              {(regions || []).map((r, i) => {
+                const c = clipToRow(r.start, r.end, rowStart)
+                return c ? (
+                  <div
+                    key={`r${i}`}
+                    className={`absolute inset-y-0 rounded-sm ${
+                      speakerFilter
+                        ? 'bg-violet-500/80 dark:bg-violet-400/80'
+                        : 'bg-blue-500/80 dark:bg-blue-400/80'
+                    }`}
+                    style={{ left: c.left, width: `max(2px, ${c.width})` }}
+                  />
+                ) : null
+              })}
+              {(markers || []).map((m, i) =>
+                m >= rowStart && m < rowEnd ? (
+                  <div
+                    key={`m${i}`}
+                    className="absolute inset-y-0 w-0.5 bg-red-500"
+                    style={{ left: pointPct(m, rowStart) }}
+                  />
+                ) : null
+              )}
+              {absTime !== null && absTime >= rowStart && absTime < rowEnd && (
+                <div
+                  className="absolute inset-y-0 w-0.5 bg-gray-900 dark:bg-white"
+                  style={{ left: pointPct(absTime, rowStart) }}
+                />
+              )}
+            </div>
+          )
+        })}
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/SegmentTriage.tsx b/backends/advanced/webui/src/components/dataAudit/SegmentTriage.tsx
new file mode 100644
index 00000000..8d6b935b
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/SegmentTriage.tsx
@@ -0,0 +1,523 @@
+import { useCallback, useEffect, useMemo, useRef, useState } from 'react'
+import { Loader2, Pause, Play, RefreshCw, Sparkles, Volume2, X } from 'lucide-react'
+import {
+  annotationsApi,
+  AuditSegment,
+  BACKEND_URL,
+  dataAuditApi,
+  speakerApi,
+} from '../../services/api'
+import { getStorageKey } from '../../utils/storage'
+import SpeakerNameDropdown from '../SpeakerNameDropdown'
+import { confidenceBadgeClass, formatClock } from './format'
+
+// Reserved label for background/noise (kept in sync with the backend
+// constants.NOISE_LABEL). Applying it relabels the segment AND reclassifies it
+// to non-speech; enrollment skips it.
+const NOISE_LABEL = 'Noise'
+const BACKGROUND_SPEECH_LABEL = 'Background Speech'
+
+// Placeholder label for a speaker that couldn't be matched (kept in sync with the
+// backend constants.UNKNOWN_SPEAKER_PREFIX). It relabels the segment for display
+// but is never enrolled as a real voiceprint, so don't promote it into the
+// enrolled-speaker list.
+const UNKNOWN_SPEAKER = 'Unknown Speaker'
+
+// Cap on concurrent live-identify calls so a long review list doesn't flood the
+// speaker service.
+const MAX_SUGGEST_INFLIGHT = 3
+
+interface Enrolled {
+  speaker_id: string
+  name: string
+}
+
+interface PendingAnnotation {
+  id: string
+  segment_index: number
+  corrected_speaker: string
+}
+
+interface Suggestion {
+  loading: boolean
+  name: string | null
+  confidence: number | null
+}
+
+interface Props {
+  conversationId: string
+  /** Speaker labels already on the row — lets the parent skip refetching. */
+  onDecisionsChanged?: () => void
+  /** Stored confidence below this (threshold + margin) is a weak match: the
+   *  segment carries a name but likely shouldn't, so it joins the review set. */
+  marginalThreshold?: number
+}
+
+/**
+ * Per-segment speaker triage. Surfaces the speech segments that weren't matched
+ * to an enrolled speaker (the "needs review" bucket) so you can play each one,
+ * see the closest enrolled match (live), and decide: assign it to a known/new
+ * speaker, or mark it as background/noise. Each decision is persisted as a
+ * diarization annotation (undo = delete); the toolbar's "Apply all" commits
+ * them in bulk across every conversation you triaged.
+ */
+export default function SegmentTriage({
+  conversationId,
+  onDecisionsChanged,
+  marginalThreshold,
+}: Props) {
+  const [segments, setSegments] = useState<AuditSegment[] | null>(null)
+  const [enrolled, setEnrolled] = useState<Enrolled[]>([])
+  const [annotations, setAnnotations] = useState<PendingAnnotation[]>([])
+  const [error, setError] = useState<string | null>(null)
+  const [mode, setMode] = useState<'review' | 'all'>('review')
+  const [recent, setRecent] = useState<string[]>([])
+
+  const [playingIndex, setPlayingIndex] = useState<number | null>(null)
+  const [buffering, setBuffering] = useState(false)
+  const audioRef = useRef<HTMLAudioElement | null>(null)
+
+  const [suggestions, setSuggestions] = useState<Record<number, Suggestion>>({})
+  const inflightRef = useRef(0)
+  const requestedRef = useRef<Set<number>>(new Set())
+
+  const token = () => localStorage.getItem(getStorageKey('token')) || ''
+
+  const reloadAnnotations = useCallback(() => {
+    return annotationsApi
+      .getDiarizationAnnotations(conversationId)
+      .then((res) => {
+        const pending = (res.data as any[])
+          .filter((a) => !a.processed)
+          .map((a) => ({
+            id: a.id,
+            segment_index: a.segment_index,
+            corrected_speaker: a.corrected_speaker,
+          }))
+        setAnnotations(pending)
+      })
+      .catch(() => {
+        /* annotations are best-effort; ignore load errors */
+      })
+  }, [conversationId])
+
+  // Initial load: segments, enrolled speakers, existing pending decisions.
+  useEffect(() => {
+    let cancelled = false
+    setSegments(null)
+    setError(null)
+    dataAuditApi
+      .getSegments(conversationId)
+      .then((res) => {
+        if (!cancelled) setSegments(res.data.segments)
+      })
+      .catch((e) => {
+        if (!cancelled) setError(e?.response?.data?.error || 'Failed to load segments')
+      })
+    speakerApi
+      .getEnrolledSpeakers()
+      .then((res) => {
+        if (cancelled) return
+        const list = (res.data.speakers || []).map((s: any) => ({
+          speaker_id: s.speaker_id || s.id,
+          name: s.name,
+        }))
+        setEnrolled(list)
+      })
+      .catch(() => {
+        /* enrolled list is optional for marking noise / new names */
+      })
+    reloadAnnotations()
+    return () => {
+      cancelled = true
+    }
+  }, [conversationId, reloadAnnotations])
+
+  // Stop audio on unmount / conversation change.
+  useEffect(() => {
+    return () => {
+      audioRef.current?.pause()
+      audioRef.current = null
+    }
+  }, [conversationId])
+
+  const pendingByIndex = useMemo(() => {
+    const map = new Map<number, PendingAnnotation>()
+    for (const a of annotations) map.set(a.segment_index, a)
+    return map
+  }, [annotations])
+
+  const isUnidentified = (s: AuditSegment) =>
+    s.segment_type === 'speech' && !s.identified_as
+
+  // Identified, but at a confidence below the operating threshold+margin — a
+  // weak match likely to be wrong (e.g. noise labeled as the nearest speaker).
+  const isMarginal = useCallback(
+    (s: AuditSegment) =>
+      s.segment_type === 'speech' &&
+      !!s.identified_as &&
+      s.confidence != null &&
+      marginalThreshold != null &&
+      s.confidence < marginalThreshold,
+    [marginalThreshold]
+  )
+
+  const needsReview = useCallback(
+    (s: AuditSegment) => isUnidentified(s) || isMarginal(s),
+    [isMarginal]
+  )
+
+  const visibleSegments = useMemo(() => {
+    if (!segments) return []
+    return segments.filter((s) => {
+      if (s.segment_type !== 'speech') return false
+      if (mode === 'all') return true
+      // Review mode: unidentified or weak-match, plus anything with a pending
+      // decision (so you can see/undo it).
+      return needsReview(s) || pendingByIndex.has(s.index)
+    })
+  }, [segments, mode, pendingByIndex, needsReview])
+
+  const reviewCount = useMemo(
+    () => (segments || []).filter(needsReview).length,
+    [segments, needsReview]
+  )
+  const speechCount = useMemo(
+    () => (segments || []).filter((s) => s.segment_type === 'speech').length,
+    [segments]
+  )
+
+  // --- Per-segment playback (one clip at a time) ---
+  const stopAudio = useCallback(() => {
+    audioRef.current?.pause()
+    audioRef.current = null
+    setPlayingIndex(null)
+    setBuffering(false)
+  }, [])
+
+  const playSegment = (seg: AuditSegment) => {
+    if (playingIndex === seg.index) {
+      stopAudio()
+      return
+    }
+    stopAudio()
+    const url =
+      `${BACKEND_URL}/api/audio/chunks/${conversationId}` +
+      `?start_time=${seg.start.toFixed(2)}&end_time=${seg.end.toFixed(2)}&format=wav&token=${token()}`
+    const audio = new Audio(url)
+    audioRef.current = audio
+    setPlayingIndex(seg.index)
+    setBuffering(true)
+    audio.addEventListener('playing', () => setBuffering(false))
+    audio.addEventListener('ended', () => stopAudio())
+    audio.addEventListener('error', () => {
+      setError('Playback failed')
+      stopAudio()
+    })
+    audio.play().catch(() => stopAudio())
+    // Playing a row is a strong "look at this" signal — fetch its suggestion.
+    fetchSuggestion(seg)
+  }
+
+  // --- Live speaker suggestion (closest enrolled match for the clip) ---
+  const fetchSuggestion = useCallback(
+    (seg: AuditSegment) => {
+      if (requestedRef.current.has(seg.index)) return
+      if (inflightRef.current >= MAX_SUGGEST_INFLIGHT) return
+      requestedRef.current.add(seg.index)
+      inflightRef.current += 1
+      setSuggestions((prev) => ({
+        ...prev,
+        [seg.index]: { loading: true, name: null, confidence: null },
+      }))
+      dataAuditApi
+        .identifySegment(conversationId, seg.start, seg.end)
+        .then((res) => {
+          setSuggestions((prev) => ({
+            ...prev,
+            [seg.index]: {
+              loading: false,
+              name: res.data.speaker_name,
+              confidence: res.data.confidence,
+            },
+          }))
+        })
+        .catch(() => {
+          setSuggestions((prev) => ({
+            ...prev,
+            [seg.index]: { loading: false, name: null, confidence: null },
+          }))
+          // Allow a retry on failure.
+          requestedRef.current.delete(seg.index)
+        })
+        .finally(() => {
+          inflightRef.current = Math.max(0, inflightRef.current - 1)
+        })
+    },
+    [conversationId]
+  )
+
+  // Auto-suggest for the review list (bounded), but not for the (potentially
+  // huge) "all" list — there it's play/button triggered only.
+  useEffect(() => {
+    if (mode !== 'review') return
+    for (const seg of visibleSegments) {
+      if (pendingByIndex.has(seg.index)) continue
+      if (suggestions[seg.index]) continue
+      if (inflightRef.current >= MAX_SUGGEST_INFLIGHT) break
+      fetchSuggestion(seg)
+    }
+  }, [mode, visibleSegments, pendingByIndex, suggestions, fetchSuggestion])
+
+  // --- Decisions: create / undo a diarization annotation ---
+  const decide = async (seg: AuditSegment, correctedSpeaker: string) => {
+    try {
+      await annotationsApi.createDiarizationAnnotation({
+        conversation_id: conversationId,
+        segment_index: seg.index,
+        original_speaker: seg.identified_as || seg.speaker || '',
+        corrected_speaker: correctedSpeaker,
+        segment_start_time: seg.segment_start_time,
+      })
+      if (![NOISE_LABEL, BACKGROUND_SPEECH_LABEL, UNKNOWN_SPEAKER].includes(correctedSpeaker)) {
+        setRecent((prev) => [correctedSpeaker, ...prev.filter((s) => s !== correctedSpeaker)])
+        setEnrolled((prev) =>
+          prev.some((s) => s.name === correctedSpeaker)
+            ? prev
+            : [...prev, { speaker_id: `pending_${correctedSpeaker}`, name: correctedSpeaker }]
+        )
+      }
+      await reloadAnnotations()
+      onDecisionsChanged?.()
+    } catch {
+      setError('Failed to save decision')
+    }
+  }
+
+  const undo = async (annotationId: string) => {
+    try {
+      await annotationsApi.deleteAnnotation(annotationId)
+      await reloadAnnotations()
+      onDecisionsChanged?.()
+    } catch {
+      setError('Failed to undo decision')
+    }
+  }
+
+  if (error && segments === null) {
+    return <div className="text-xs text-red-600 dark:text-red-400 px-1 py-2">{error}</div>
+  }
+
+  return (
+    <div className="mt-2 space-y-2 rounded-lg bg-gray-50 dark:bg-gray-900/40 border border-gray-200 dark:border-gray-700 p-3">
+      {/* Header */}
+      <div className="flex items-center gap-3 text-sm text-gray-700 dark:text-gray-200">
+        <span className="font-medium">Speaker triage</span>
+        <div className="flex rounded border border-gray-300 dark:border-gray-600 overflow-hidden text-xs">
+          {(['review', 'all'] as const).map((m) => (
+            <button
+              key={m}
+              onClick={() => setMode(m)}
+              className={`px-2 py-0.5 transition-colors ${
+                mode === m
+                  ? 'bg-blue-600 text-white'
+                  : 'text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
+              }`}
+            >
+              {m === 'review' ? 'Needs review' : 'All segments'}
+            </button>
+          ))}
+        </div>
+        {segments !== null && (
+          <span className="text-gray-400 text-xs">
+            {reviewCount} to review · {speechCount} speech
+          </span>
+        )}
+        <div className="flex-1" />
+        <button
+          onClick={() => {
+            setSuggestions({})
+            requestedRef.current = new Set()
+            reloadAnnotations()
+          }}
+          className="text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
+          title="Refresh"
+        >
+          <RefreshCw className="h-3.5 w-3.5" />
+        </button>
+      </div>
+
+      {error && <div className="text-xs text-red-600 dark:text-red-400">{error}</div>}
+
+      {/* Segment list */}
+      {segments === null ? (
+        <div className="text-xs text-gray-400 px-1 py-2">Loading segments…</div>
+      ) : visibleSegments.length === 0 ? (
+        <div className="text-xs text-gray-400 px-1 py-2">
+          {mode === 'review'
+            ? 'Nothing to review — every speech segment is identified. 🎉'
+            : 'No speech segments.'}
+        </div>
+      ) : (
+        <div className="divide-y divide-gray-100 dark:divide-gray-800">
+          {visibleSegments.map((seg) => {
+            const pending = pendingByIndex.get(seg.index)
+            const sug = suggestions[seg.index]
+            const isBackgroundPending = [NOISE_LABEL, BACKGROUND_SPEECH_LABEL].includes(
+              pending?.corrected_speaker || ''
+            )
+            return (
+              <div
+                key={seg.index}
+                className={`flex items-center gap-2 py-1.5 ${
+                  pending
+                    ? `border-l-2 pl-2 ${isBackgroundPending ? 'border-zinc-400' : 'border-blue-400'}`
+                    : 'pl-2'
+                }`}
+              >
+                {/* Play */}
+                <button
+                  onClick={() => playSegment(seg)}
+                  className={`flex-shrink-0 p-1 rounded-full transition-colors ${
+                    playingIndex === seg.index
+                      ? 'bg-blue-100 text-blue-700 dark:bg-blue-900 dark:text-blue-200'
+                      : 'text-gray-400 hover:text-blue-600 hover:bg-gray-100 dark:hover:bg-gray-700'
+                  }`}
+                  title="Play this segment"
+                >
+                  {playingIndex === seg.index && buffering ? (
+                    <Loader2 className="h-3.5 w-3.5 animate-spin" />
+                  ) : playingIndex === seg.index ? (
+                    <Pause className="h-3.5 w-3.5" />
+                  ) : (
+                    <Play className="h-3.5 w-3.5" />
+                  )}
+                </button>
+
+                {/* Time */}
+                <span className="flex-shrink-0 text-xs font-mono text-gray-400 whitespace-nowrap">
+                  {formatClock(seg.start)}–{formatClock(seg.end)}
+                </span>
+
+                {/* Label + stored confidence */}
+                <span
+                  className={`flex-shrink-0 px-1.5 py-0.5 rounded text-xs whitespace-nowrap ${
+                    !seg.identified_as
+                      ? 'bg-amber-100 text-amber-700 dark:bg-amber-900/40 dark:text-amber-300'
+                      : isMarginal(seg)
+                        ? 'bg-orange-100 text-orange-700 dark:bg-orange-900/40 dark:text-orange-300'
+                        : 'bg-green-100 text-green-700 dark:bg-green-900/40 dark:text-green-300'
+                  }`}
+                  title={
+                    !seg.identified_as
+                      ? 'Not matched to an enrolled speaker'
+                      : isMarginal(seg)
+                        ? 'Weak match (low confidence) — likely wrong, review'
+                        : 'Identified'
+                  }
+                >
+                  {seg.identified_as || seg.speaker || 'unknown'}
+                  {seg.identified_as != null &&
+                    seg.confidence != null &&
+                    seg.confidence > 0 &&
+                    seg.confidence < 1 && (
+                      <span className="ml-1 opacity-60">· {seg.confidence.toFixed(2)}</span>
+                    )}
+                </span>
+
+                {/* Text — wraps (line-clamped) rather than nowrap-truncate, so a long
+                    transcript line can't balloon the table cell and force horizontal scroll. */}
+                <span className="flex-1 min-w-0 break-words line-clamp-2 text-xs text-gray-500 dark:text-gray-400">
+                  {seg.text}
+                </span>
+
+                {/* Decision / actions */}
+                {pending ? (
+                  <span className="flex-shrink-0 flex items-center gap-1">
+                    <span
+                      className={`px-1.5 py-0.5 rounded text-xs ${
+                        isBackgroundPending
+                          ? 'bg-zinc-200 text-zinc-700 dark:bg-zinc-700 dark:text-zinc-200'
+                          : 'bg-blue-100 text-blue-700 dark:bg-blue-900/40 dark:text-blue-200'
+                      }`}
+                    >
+                      → {pending.corrected_speaker}
+                    </span>
+                    <button
+                      onClick={() => undo(pending.id)}
+                      className="text-gray-400 hover:text-red-500"
+                      title="Undo this decision"
+                    >
+                      <X className="h-3.5 w-3.5" />
+                    </button>
+                  </span>
+                ) : (
+                  <span className="flex-shrink-0 flex items-center gap-1.5">
+                    {/* Live suggestion */}
+                    {sug?.loading ? (
+                      <Loader2 className="h-3.5 w-3.5 animate-spin text-gray-300" />
+                    ) : sug?.name ? (
+                      <button
+                        onClick={() => decide(seg, sug.name as string)}
+                        className={`inline-flex items-center gap-1 px-1.5 py-0.5 rounded text-xs hover:opacity-80 ${
+                          sug.confidence != null
+                            ? confidenceBadgeClass(sug.confidence)
+                            : 'bg-gray-100 text-gray-600'
+                        }`}
+                        title="Assign the closest enrolled speaker (live match)"
+                      >
+                        <Sparkles className="h-3 w-3" />
+                        {sug.name}
+                        {sug.confidence != null && (
+                          <span className="opacity-70">· {sug.confidence.toFixed(2)}</span>
+                        )}
+                      </button>
+                    ) : (
+                      <button
+                        onClick={() => fetchSuggestion(seg)}
+                        className="text-gray-300 hover:text-blue-500"
+                        title="Suggest closest enrolled speaker"
+                      >
+                        <Sparkles className="h-3.5 w-3.5" />
+                      </button>
+                    )}
+
+                    {/* Assign (existing or new) */}
+                    <span className="px-1.5 py-0.5 rounded text-xs border border-gray-300 dark:border-gray-600">
+                      <SpeakerNameDropdown
+                        currentSpeaker={seg.identified_as || 'Assign'}
+                        enrolledSpeakers={enrolled}
+                        onSpeakerChange={(name) => decide(seg, name)}
+                        segmentIndex={seg.index}
+                        conversationId={conversationId}
+                        recentSpeakers={recent}
+                      />
+                    </span>
+
+                    {/* Noise */}
+                    <button
+                      onClick={() => decide(seg, NOISE_LABEL)}
+                      className="inline-flex items-center gap-1 px-1.5 py-0.5 rounded text-xs border border-zinc-300 dark:border-zinc-600 text-zinc-600 dark:text-zinc-300 hover:bg-zinc-100 dark:hover:bg-zinc-700"
+                      title="Mark as background/noise (not a person)"
+                    >
+                      <Volume2 className="h-3 w-3" />
+                      Noise
+                    </button>
+                    <button
+                      onClick={() => decide(seg, BACKGROUND_SPEECH_LABEL)}
+                      className="inline-flex items-center gap-1 px-1.5 py-0.5 rounded text-xs border border-zinc-300 dark:border-zinc-600 text-zinc-600 dark:text-zinc-300 hover:bg-zinc-100 dark:hover:bg-zinc-700"
+                      title="Mark as speech from TV, media, or another background source"
+                    >
+                      <Volume2 className="h-3 w-3" />
+                      BG speech
+                    </button>
+                  </span>
+                )}
+              </div>
+            )
+          })}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/SpeakerConfidencePanel.tsx b/backends/advanced/webui/src/components/dataAudit/SpeakerConfidencePanel.tsx
new file mode 100644
index 00000000..542433c7
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/SpeakerConfidencePanel.tsx
@@ -0,0 +1,267 @@
+import { useCallback, useState } from 'react'
+import { ChevronDown, ChevronRight, Gauge } from 'lucide-react'
+import { dataAuditApi, SpeakerConfidenceOverview } from '../../services/api'
+
+/**
+ * Strategic per-speaker confidence view for the Data Audit page.
+ *
+ * Reads stored identification confidence (no re-embedding) and surfaces:
+ *  - the global confidence distribution (bimodal: noise hump near the
+ *    threshold vs real-speaker hump higher up),
+ *  - the marginal-match fraction (weak labels likely to be wrong),
+ *  - per-speaker baselines so "noise magnets" (matches clustered at the floor)
+ *    bubble to the top, and
+ *  - a data-driven recommended similarity threshold.
+ *
+ * Lazy: fetches only when first expanded.
+ */
+export default function SpeakerConfidencePanel() {
+  const [open, setOpen] = useState(false)
+  const [data, setData] = useState<SpeakerConfidenceOverview | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+
+  const load = useCallback(async () => {
+    setLoading(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.getSpeakerConfidence()
+      setData(res.data)
+    } catch {
+      setError('Failed to load speaker confidence stats')
+    } finally {
+      setLoading(false)
+    }
+  }, [])
+
+  const toggle = () => {
+    const next = !open
+    setOpen(next)
+    if (next && !data && !loading) load()
+  }
+
+  const maxCount = data ? Math.max(1, ...data.histogram.counts) : 1
+  const histEnd = data
+    ? data.histogram.start + data.histogram.counts.length * data.histogram.bin_width
+    : 1
+  // Evenly-spaced x-axis ticks every 0.1 across [start, end]. The axis is
+  // linear, so justify-between positions these to line up with their values.
+  const xTicks: number[] = []
+  if (data) {
+    for (let t = data.histogram.start; t <= histEnd + 1e-9; t += 0.1) {
+      xTicks.push(Number(t.toFixed(2)))
+    }
+  }
+
+  return (
+    <div className="border border-gray-200 dark:border-gray-700 rounded-lg">
+      <button
+        onClick={toggle}
+        className="w-full flex items-center justify-between px-4 py-2.5 text-left"
+      >
+        <div className="flex items-center space-x-2">
+          {open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />}
+          <Gauge className="h-4 w-4 text-blue-600" />
+          <span className="text-sm font-medium text-gray-900 dark:text-gray-100">
+            Speaker identification confidence
+          </span>
+        </div>
+        {data && (
+          <span className="text-xs text-gray-500 dark:text-gray-400">
+            {data.marginal_count}/{data.total_identified} (
+            {(data.marginal_fraction * 100).toFixed(1)}%) low-confidence
+          </span>
+        )}
+      </button>
+
+      {open && (
+        <div className="px-4 pb-4 space-y-4 border-t border-gray-200 dark:border-gray-700 pt-3">
+          {loading && <p className="text-sm text-gray-500">Computing…</p>}
+          {error && <p className="text-sm text-red-600">{error}</p>}
+
+          {data && (
+            <>
+              {/* Summary line */}
+              <div className="flex flex-wrap gap-x-6 gap-y-1 text-sm">
+                <span className="text-gray-600 dark:text-gray-300">
+                  Threshold in use: <b>{data.threshold.toFixed(2)}</b>
+                </span>
+                <span className="text-gray-600 dark:text-gray-300">
+                  Recommended:{' '}
+                  <b>
+                    {data.recommended_threshold !== null
+                      ? data.recommended_threshold.toFixed(2)
+                      : '—'}
+                  </b>
+                </span>
+                <span className="text-gray-600 dark:text-gray-300">
+                  {data.total_identified} identifications across{' '}
+                  {data.conversations_with_ids} conversations
+                </span>
+              </div>
+
+              {/* Histogram */}
+              <div>
+                <div className="text-xs text-gray-500 dark:text-gray-400 mb-1">
+                  Confidence distribution (bin width {data.histogram.bin_width})
+                </div>
+                <div className="flex">
+                  {/* Y-axis title */}
+                  <div className="flex items-center pr-1">
+                    <span
+                      className="text-[10px] text-gray-400 whitespace-nowrap"
+                      style={{ writingMode: 'vertical-rl', transform: 'rotate(180deg)' }}
+                    >
+                      identifications
+                    </span>
+                  </div>
+                  {/* Y-axis scale */}
+                  <div className="flex flex-col items-end justify-between h-24 pr-1 text-[10px] text-gray-400 tabular-nums">
+                    <span>{maxCount}</span>
+                    <span>{Math.round(maxCount / 2)}</span>
+                    <span>0</span>
+                  </div>
+                  {/* Bars + x-axis */}
+                  <div className="flex-1">
+                    <div className="flex items-end gap-0.5 h-24 border-l border-b border-gray-200 dark:border-gray-700">
+                      {data.histogram.counts.map((c, i) => {
+                        const lo = data.histogram.start + i * data.histogram.bin_width
+                        const belowThr = lo + data.histogram.bin_width <= data.threshold + 1e-9
+                        return (
+                          <div
+                            key={i}
+                            className="flex-1 h-full flex flex-col justify-end items-center"
+                            title={`[${lo.toFixed(2)}, ${(lo + data.histogram.bin_width).toFixed(2)}): ${c}`}
+                          >
+                            <div
+                              className={
+                                belowThr
+                                  ? 'w-full bg-orange-400/70 dark:bg-orange-500/60'
+                                  : 'w-full bg-blue-400/70 dark:bg-blue-500/60'
+                              }
+                              style={{ height: `${(c / maxCount) * 100}%` }}
+                            />
+                          </div>
+                        )
+                      })}
+                    </div>
+                    {/* X-axis ticks */}
+                    <div className="flex justify-between text-[10px] text-gray-400 mt-0.5 tabular-nums">
+                      {xTicks.map((t) => (
+                        <span key={t}>{t.toFixed(2)}</span>
+                      ))}
+                    </div>
+                    {/* X-axis title */}
+                    <div className="text-[10px] text-gray-400 text-center mt-0.5">
+                      similarity confidence
+                    </div>
+                  </div>
+                </div>
+                <div className="text-[10px] text-gray-400 mt-1">
+                  orange = below current threshold (would become Unknown if reprocessed)
+                </div>
+              </div>
+
+              {/* Survival */}
+              <div className="text-xs text-gray-600 dark:text-gray-300">
+                Survive if threshold raised:{' '}
+                {data.survival.map((s) => (
+                  <span key={s.threshold} className="mr-3">
+                    @{s.threshold.toFixed(2)}:{' '}
+                    <b>{((s.keep / Math.max(1, data.total_identified)) * 100).toFixed(0)}%</b>
+                  </span>
+                ))}
+              </div>
+
+              {/* Per-speaker table */}
+              <div className="overflow-x-auto">
+                <table className="min-w-full text-xs">
+                  <thead className="text-gray-500 dark:text-gray-400 border-b border-gray-200 dark:border-gray-700">
+                    <tr>
+                      <th className="text-left py-1 pr-3">Speaker</th>
+                      <th className="text-right px-2">segs</th>
+                      <th className="text-right px-2">convs</th>
+                      <th className="text-right px-2">median</th>
+                      <th className="text-right px-2">mean</th>
+                      <th className="text-right px-2">range</th>
+                      <th className="text-right px-2">% marginal</th>
+                      <th className="text-left pl-3">verdict</th>
+                    </tr>
+                  </thead>
+                  <tbody>
+                    {data.speakers.map((s) => {
+                      if (s.never_identified) {
+                        return (
+                          <tr
+                            key={s.name}
+                            className="border-b border-gray-100 dark:border-gray-800"
+                          >
+                            <td className="py-1 pr-3 font-medium text-gray-800 dark:text-gray-200">
+                              {s.name}
+                            </td>
+                            <td className="text-right px-2">0</td>
+                            <td className="text-right px-2">0</td>
+                            <td className="text-right px-2 text-gray-400" colSpan={4}>
+                              —
+                            </td>
+                            <td className="pl-3">
+                              <span className="text-blue-600 dark:text-blue-400">
+                                enrolled, no identified segments yet — run the drift scan
+                                and reprocess matches
+                              </span>
+                            </td>
+                          </tr>
+                        )
+                      }
+                      const magnet = s.marginal_pct >= 50
+                      const weak = s.marginal_pct >= 25
+                      return (
+                        <tr
+                          key={s.name}
+                          className="border-b border-gray-100 dark:border-gray-800"
+                        >
+                          <td className="py-1 pr-3 font-medium text-gray-800 dark:text-gray-200">
+                            {s.name}
+                          </td>
+                          <td className="text-right px-2">{s.nseg}</td>
+                          <td className="text-right px-2">{s.nconv}</td>
+                          <td className="text-right px-2">{s.median.toFixed(3)}</td>
+                          <td className="text-right px-2 text-gray-500">{s.mean.toFixed(3)}</td>
+                          <td className="text-right px-2 text-gray-500">
+                            {s.min.toFixed(2)}–{s.max.toFixed(2)}
+                          </td>
+                          <td
+                            className={`text-right px-2 font-medium ${
+                              magnet
+                                ? 'text-red-600 dark:text-red-400'
+                                : weak
+                                  ? 'text-orange-600 dark:text-orange-400'
+                                  : 'text-gray-600 dark:text-gray-300'
+                            }`}
+                          >
+                            {s.marginal_pct.toFixed(0)}%
+                          </td>
+                          <td className="pl-3">
+                            {magnet ? (
+                              <span className="text-red-600 dark:text-red-400">
+                                noise magnet — re-enroll / raise threshold
+                              </span>
+                            ) : weak ? (
+                              <span className="text-orange-600 dark:text-orange-400">borderline</span>
+                            ) : (
+                              <span className="text-green-600 dark:text-green-400">reliable</span>
+                            )}
+                          </td>
+                        </tr>
+                      )
+                    })}
+                  </tbody>
+                </table>
+              </div>
+            </>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/SplitConversationModal.tsx b/backends/advanced/webui/src/components/dataAudit/SplitConversationModal.tsx
new file mode 100644
index 00000000..7942263e
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/SplitConversationModal.tsx
@@ -0,0 +1,270 @@
+import { useCallback, useEffect, useMemo, useState } from 'react'
+import { AlertTriangle, Loader2, Scissors } from 'lucide-react'
+import { SilenceGap, dataAuditApi } from '../../services/api'
+import { useJobPolling } from '../../hooks/useJobPolling'
+import { formatClock, formatDuration } from './format'
+import PreviewStrip from './PreviewStrip'
+import { Alert, Button, Modal } from '../ui'
+
+// Minimal shape so both the Data Audit table rows and the conversation
+// detail page can open this modal.
+export interface SplitTarget {
+  conversation_id: string
+  title: string | null
+  duration_seconds: number
+}
+
+interface Props {
+  conversation: SplitTarget
+  onClose: () => void
+  onDone: (message: string) => void
+}
+
+export default function SplitConversationModal({ conversation, onClose, onDone }: Props) {
+  const [gapMinutes, setGapMinutes] = useState(15)
+  const [speechThreshold, setSpeechThreshold] = useState(0.5)
+  const [gaps, setGaps] = useState<SilenceGap[]>([])
+  const [checked, setChecked] = useState<Set<number>>(new Set())
+  const [duration, setDuration] = useState(0)
+  const [needsAnalysis, setNeedsAnalysis] = useState(false)
+  const [loading, setLoading] = useState(false)
+  const [analyzing, setAnalyzing] = useState(false)
+  const [splitting, setSplitting] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const { pollJob } = useJobPolling()
+
+  const loadGaps = useCallback(async () => {
+    setLoading(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.getSilenceGaps(conversation.conversation_id, {
+        speech_threshold: speechThreshold,
+        min_gap_seconds: gapMinutes * 60,
+      })
+      setNeedsAnalysis(res.data.needs_analysis)
+      setDuration(res.data.duration_seconds)
+      setGaps(res.data.gaps)
+      // All suggested split points start checked.
+      setChecked(new Set(res.data.gaps.map((g) => g.split_point_seconds)))
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to load silence gaps')
+    } finally {
+      setLoading(false)
+    }
+  }, [conversation.conversation_id, speechThreshold, gapMinutes])
+
+  // Initial load + debounced refetch when controls change.
+  useEffect(() => {
+    const t = setTimeout(loadGaps, 300)
+    return () => clearTimeout(t)
+  }, [loadGaps])
+
+  const runAnalysis = async () => {
+    setAnalyzing(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.analyze([conversation.conversation_id], true)
+      const status = await pollJob(res.data.job_id)
+      if (status === 'failed') {
+        setError('Audio analysis failed — check the Queue page for details.')
+      } else {
+        await loadGaps()
+      }
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to start analysis')
+    } finally {
+      setAnalyzing(false)
+    }
+  }
+
+  const toggleGap = (splitPoint: number) => {
+    setChecked((prev) => {
+      const next = new Set(prev)
+      if (next.has(splitPoint)) next.delete(splitPoint)
+      else next.add(splitPoint)
+      return next
+    })
+  }
+
+  // Live preview of resulting children from the checked split points.
+  const previewParts = useMemo(() => {
+    const points = Array.from(checked).sort((a, b) => a - b)
+    const edges = [0, ...points, duration]
+    const parts: { start: number; end: number }[] = []
+    for (let i = 0; i < edges.length - 1; i++) {
+      parts.push({ start: edges[i], end: edges[i + 1] })
+    }
+    return parts
+  }, [checked, duration])
+
+  const confirmSplit = async () => {
+    const points = Array.from(checked).sort((a, b) => a - b)
+    if (points.length === 0) return
+    setSplitting(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.split(conversation.conversation_id, points)
+      onDone(
+        `Split "${conversation.title || conversation.conversation_id.slice(0, 8)}" into ` +
+          `${res.data.children.length} conversations. Memory and title generation are queued.`
+      )
+      onClose()
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to split conversation')
+      setSplitting(false)
+    }
+  }
+
+  return (
+    <Modal
+      open
+      onClose={onClose}
+      icon={<Scissors className="h-5 w-5 text-blue-600" />}
+      title={
+        <>
+          Split conversation
+          <span className="block text-xs font-normal text-gray-500 dark:text-gray-400">
+            {conversation.title || conversation.conversation_id.slice(0, 8)} ·{' '}
+            {formatDuration(conversation.duration_seconds)}
+          </span>
+        </>
+      }
+      maxWidthClassName="max-w-2xl max-h-[85vh] overflow-y-auto"
+      footer={
+        <div className="flex items-center justify-between w-full">
+          <p className="text-xs text-gray-400 max-w-sm">
+            The original is soft-deleted (recoverable from Archive). Transcript segments are
+            reassigned by time; memories and titles are regenerated per part.
+          </p>
+          <div className="flex items-center space-x-2">
+            <Button variant="secondary" onClick={onClose}>
+              Cancel
+            </Button>
+            <Button
+              variant="primary"
+              onClick={confirmSplit}
+              disabled={checked.size === 0 || splitting || needsAnalysis}
+              icon={splitting ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+            >
+              Split into {Math.max(previewParts.length, 2)} parts
+            </Button>
+          </div>
+        </div>
+      }
+    >
+      <div className="space-y-4">
+        {/* Controls */}
+        <div className="flex flex-wrap items-end gap-4">
+          <div>
+            <label className="block text-xs font-medium text-gray-700 dark:text-gray-200">
+              Min. silence gap (minutes)
+            </label>
+            <input
+              type="number" min={1} step={1}
+              value={gapMinutes}
+              onChange={(e) => setGapMinutes(Math.max(1, Number(e.target.value)))}
+              className="w-28 mt-1 px-2 py-1.5 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-900 text-sm text-gray-700 dark:text-gray-200"
+            />
+          </div>
+          <div className="min-w-44">
+            <label className="flex justify-between text-xs font-medium text-gray-700 dark:text-gray-200">
+              <span>VAD threshold</span>
+              <span className="text-gray-500 dark:text-gray-400">{speechThreshold.toFixed(2)}</span>
+            </label>
+            <input
+              type="range" min={0.1} max={0.9} step={0.05}
+              value={speechThreshold}
+              onChange={(e) => setSpeechThreshold(Number(e.target.value))}
+              className="w-full mt-1"
+            />
+          </div>
+          {loading && <Loader2 className="h-4 w-4 animate-spin text-gray-400 mb-2" />}
+        </div>
+
+        {error && (
+          <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />}>
+            {error}
+          </Alert>
+        )}
+
+        {/* Needs analysis */}
+        {needsAnalysis && !loading && (
+          <div className="rounded-lg border border-yellow-300 dark:border-yellow-700 bg-yellow-50 dark:bg-yellow-900/20 p-4 space-y-2">
+            <p className="text-sm text-yellow-800 dark:text-yellow-200">
+              This conversation's audio hasn't been VAD-analyzed yet. Run analysis to locate
+              silence gaps (this decodes the audio and can take a few minutes for long recordings).
+            </p>
+            <Button
+              variant="primary"
+              onClick={runAnalysis}
+              disabled={analyzing}
+              icon={analyzing ? <Loader2 className="h-4 w-4 animate-spin" /> : undefined}
+            >
+              {analyzing ? 'Analyzing audio…' : 'Analyze audio'}
+            </Button>
+          </div>
+        )}
+
+          {/* Speech timeline: blue = speech, amber = detected gaps, red = chosen split points */}
+          {!needsAnalysis && !loading && duration > 0 && (
+            <PreviewStrip
+              conversationId={conversation.conversation_id}
+              durationSeconds={duration}
+              overlays={gaps.map((g) => ({ start: g.start_seconds, end: g.end_seconds }))}
+              markers={Array.from(checked)}
+            />
+          )}
+
+          {/* Gap list */}
+          {!needsAnalysis && !loading && (
+            <>
+              {gaps.length === 0 ? (
+                <p className="text-sm text-gray-500 dark:text-gray-400">
+                  No silence gaps of {gapMinutes}+ minutes found. Lower the gap length or the VAD
+                  threshold to find more candidates.
+                </p>
+              ) : (
+                <div className="space-y-2">
+                  <p className="text-xs font-medium text-gray-700 dark:text-gray-200">
+                    Detected gaps — checked gaps become split points (split happens where speech resumes):
+                  </p>
+                  {gaps.map((g) => (
+                    <label
+                      key={g.split_point_seconds}
+                      className="flex items-center space-x-3 px-3 py-2 rounded-lg border border-gray-200 dark:border-gray-700 text-sm text-gray-700 dark:text-gray-200 cursor-pointer hover:bg-gray-50 dark:hover:bg-gray-700/40"
+                    >
+                      <input
+                        type="checkbox"
+                        checked={checked.has(g.split_point_seconds)}
+                        onChange={() => toggleGap(g.split_point_seconds)}
+                      />
+                      <span className="font-mono">
+                        {formatClock(g.start_seconds)} → {formatClock(g.end_seconds)}
+                      </span>
+                      <span className="text-gray-400">·</span>
+                      <span>{formatDuration(g.duration_seconds)} of silence</span>
+                    </label>
+                  ))}
+                </div>
+              )}
+
+              {/* Preview */}
+              {checked.size > 0 && (
+                <div className="rounded-lg bg-gray-50 dark:bg-gray-900/40 border border-gray-200 dark:border-gray-700 p-3 space-y-1">
+                  <p className="text-xs font-medium text-gray-700 dark:text-gray-200">
+                    Result: {previewParts.length} conversations
+                  </p>
+                  {previewParts.map((p, i) => (
+                    <p key={i} className="text-xs font-mono text-gray-500 dark:text-gray-400">
+                      Part {i + 1}/{previewParts.length} · {formatClock(p.start)}–{formatClock(p.end)} ·{' '}
+                      {formatDuration(p.end - p.start)}
+                    </p>
+                  ))}
+                </div>
+              )}
+            </>
+          )}
+      </div>
+    </Modal>
+  )
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/filters.tsx b/backends/advanced/webui/src/components/dataAudit/filters.tsx
new file mode 100644
index 00000000..2bd84ed7
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/filters.tsx
@@ -0,0 +1,453 @@
+/**
+ * Declarative filter registry for the Data Audit page.
+ *
+ * Each filter is one self-contained definition: default value, active-test,
+ * chip label, query params, and a popover editor. The filter bar renders
+ * whatever is in AUDIT_FILTERS — adding a new filter is one entry here plus
+ * (if server-side) one query param in the backend list endpoint.
+ */
+import { ComponentType, useState } from 'react'
+import {
+  Ban,
+  CalendarRange,
+  CheckCheck,
+  Clock,
+  FileArchive,
+  LucideIcon,
+  Mic,
+  Search,
+  Users,
+} from 'lucide-react'
+import { formatDuration } from './format'
+
+export type SpeakerFilterState = 'include' | 'exclude'
+
+export interface FilterContext {
+  speakers: string[]
+  datasets: string[]
+}
+
+export interface EditorProps<V> {
+  value: V
+  onChange: (v: V) => void
+  ctx: FilterContext
+}
+
+export interface FilterDef<V = any> {
+  key: string
+  label: string
+  icon: LucideIcon
+  defaultValue: V
+  isActive: (v: V) => boolean
+  chipLabel: (v: V) => string
+  /** Query params merged into dataAuditApi.getConversations. */
+  toParams: (v: V) => Record<string, unknown>
+  /**
+   * Single-click toggle filter (a boolean): no popover/editor — picking it from
+   * the menu turns it on, clicking the active chip turns it off. Omit `Editor`.
+   */
+  toggle?: boolean
+  Editor?: ComponentType<EditorProps<V>>
+}
+
+const inputCls =
+  'w-24 px-2 py-1 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-sm text-gray-700 dark:text-gray-200'
+
+function NumberField({
+  label,
+  value,
+  onChange,
+  placeholder,
+  min,
+  max,
+  step,
+}: {
+  label: string
+  value: number
+  onChange: (v: number) => void
+  placeholder: string
+  min: number
+  max?: number
+  step?: number
+}) {
+  return (
+    <label className="flex items-center justify-between space-x-3 text-sm text-gray-700 dark:text-gray-200">
+      <span>{label}</span>
+      <input
+        type="number"
+        min={min}
+        max={max}
+        step={step ?? 1}
+        // 0 means "unbounded" for these filters; show as empty
+        value={value === 0 ? '' : value}
+        placeholder={placeholder}
+        onChange={(e) => onChange(e.target.value === '' ? 0 : Number(e.target.value))}
+        className={inputCls}
+      />
+    </label>
+  )
+}
+
+// ---------------------------------------------------------------------------
+// Speech %
+// ---------------------------------------------------------------------------
+
+interface SpeechValue {
+  min: number // percent, 0 = off
+  max: number // percent, 100 = off
+  threshold: number // VAD frame probability
+}
+
+const speechFilter: FilterDef<SpeechValue> = {
+  key: 'speech',
+  label: 'Speech %',
+  icon: Mic,
+  defaultValue: { min: 0, max: 100, threshold: 0.5 },
+  isActive: (v) => v.min > 0 || v.max < 100 || v.threshold !== 0.5,
+  chipLabel: (v) => {
+    let label = 'Speech'
+    if (v.min > 0 && v.max < 100) label += ` ${v.min}–${v.max}%`
+    else if (v.min > 0) label += ` ≥ ${v.min}%`
+    else if (v.max < 100) label += ` ≤ ${v.max}%`
+    else label += ' %'
+    if (v.threshold !== 0.5) label += ` · VAD ${v.threshold.toFixed(2)}`
+    return label
+  },
+  toParams: (v) => ({
+    speech_threshold: v.threshold,
+    min_speech_fraction: v.min / 100,
+    max_speech_fraction: v.max / 100,
+  }),
+  Editor: ({ value, onChange }) => (
+    <div className="space-y-3 w-60">
+      <NumberField
+        label="Min speech %"
+        value={value.min}
+        onChange={(min) => onChange({ ...value, min: Math.min(100, Math.max(0, min)) })}
+        placeholder="any"
+        min={0}
+        max={100}
+      />
+      <label className="flex items-center justify-between space-x-3 text-sm text-gray-700 dark:text-gray-200">
+        <span>Max speech %</span>
+        <input
+          type="number"
+          min={0}
+          max={100}
+          value={value.max === 100 ? '' : value.max}
+          placeholder="any"
+          onChange={(e) =>
+            onChange({
+              ...value,
+              max: e.target.value === '' ? 100 : Math.min(100, Math.max(0, Number(e.target.value))),
+            })
+          }
+          className={inputCls}
+        />
+      </label>
+      <div className="pt-2 border-t border-gray-200 dark:border-gray-700">
+        <label className="flex justify-between text-xs font-medium text-gray-700 dark:text-gray-200">
+          <span>VAD threshold</span>
+          <span className="text-gray-500 dark:text-gray-400">{value.threshold.toFixed(2)}</span>
+        </label>
+        <input
+          type="range"
+          min={0.1}
+          max={0.9}
+          step={0.05}
+          value={value.threshold}
+          onChange={(e) => onChange({ ...value, threshold: Number(e.target.value) })}
+          className="w-full mt-1"
+        />
+        <p className="text-[11px] text-gray-500 dark:text-gray-400">
+          Frame probability that counts as speech.
+        </p>
+      </div>
+      <p className="text-[11px] text-gray-500 dark:text-gray-400">
+        Unanalyzed conversations are hidden while a speech bound is set.
+      </p>
+    </div>
+  ),
+}
+
+// ---------------------------------------------------------------------------
+// Duration
+// ---------------------------------------------------------------------------
+
+interface DurationValue {
+  min: number // seconds, 0 = off
+  max: number // seconds, 0 = off
+}
+
+const durationFilter: FilterDef<DurationValue> = {
+  key: 'duration',
+  label: 'Duration',
+  icon: Clock,
+  defaultValue: { min: 0, max: 0 },
+  isActive: (v) => v.min > 0 || v.max > 0,
+  chipLabel: (v) => {
+    if (v.min > 0 && v.max > 0)
+      return `Duration ${formatDuration(v.min)}–${formatDuration(v.max)}`
+    if (v.min > 0) return `Duration ≥ ${formatDuration(v.min)}`
+    if (v.max > 0) return `Duration ≤ ${formatDuration(v.max)}`
+    return 'Duration'
+  },
+  toParams: (v) => ({ min_duration: v.min, max_duration: v.max }),
+  Editor: ({ value, onChange }) => (
+    <div className="space-y-3 w-60">
+      <NumberField
+        label="Min (seconds)"
+        value={value.min}
+        onChange={(min) => onChange({ ...value, min: Math.max(0, min) })}
+        placeholder="any"
+        min={0}
+        step={5}
+      />
+      <NumberField
+        label="Max (seconds)"
+        value={value.max}
+        onChange={(max) => onChange({ ...value, max: Math.max(0, max) })}
+        placeholder="any"
+        min={0}
+        step={5}
+      />
+      {(value.min > 0 || value.max > 0) && (
+        <p className="text-[11px] text-gray-500 dark:text-gray-400">
+          {value.min > 0 && `min ${formatDuration(value.min)}`}
+          {value.min > 0 && value.max > 0 && ' · '}
+          {value.max > 0 && `max ${formatDuration(value.max)}`}
+        </p>
+      )}
+    </div>
+  ),
+}
+
+// ---------------------------------------------------------------------------
+// Speakers (tri-state include/exclude)
+// ---------------------------------------------------------------------------
+
+type SpeakersValue = Record<string, SpeakerFilterState>
+
+const speakersFilter: FilterDef<SpeakersValue> = {
+  key: 'speakers',
+  label: 'Speakers',
+  icon: Users,
+  defaultValue: {},
+  isActive: (v) => Object.keys(v).length > 0,
+  chipLabel: (v) => {
+    const inc = Object.values(v).filter((s) => s === 'include').length
+    const exc = Object.values(v).filter((s) => s === 'exclude').length
+    const parts: string[] = []
+    if (inc) parts.push(`+${inc}`)
+    if (exc) parts.push(`−${exc}`)
+    return `Speakers ${parts.join(' ')}`
+  },
+  toParams: (v) => ({
+    include_speakers: Object.entries(v)
+      .filter(([, s]) => s === 'include')
+      .map(([k]) => k),
+    exclude_speakers: Object.entries(v)
+      .filter(([, s]) => s === 'exclude')
+      .map(([k]) => k),
+  }),
+  Editor: ({ value, onChange, ctx }) => {
+    const [query, setQuery] = useState('')
+    // Cycle: neutral → include → exclude → neutral
+    const cycle = (s: string) => {
+      const next = { ...value }
+      const current = value[s]
+      if (!current) next[s] = 'include'
+      else if (current === 'include') next[s] = 'exclude'
+      else delete next[s]
+      onChange(next)
+    }
+
+    // Empty search shows the full speaker list; typing narrows it.
+    const q = query.trim().toLowerCase()
+    const visible = q
+      ? ctx.speakers.filter((s) => s.toLowerCase().includes(q))
+      : ctx.speakers
+
+    return (
+      <div className="space-y-2 w-72">
+        <div className="relative">
+          <Search className="absolute left-2 top-1/2 -translate-y-1/2 h-3.5 w-3.5 text-gray-400" />
+          <input
+            type="text"
+            value={query}
+            onChange={(e) => setQuery(e.target.value)}
+            placeholder="Search speakers…"
+            autoFocus
+            className="w-full pl-7 pr-2 py-1.5 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-sm text-gray-700 dark:text-gray-200"
+          />
+        </div>
+        <div className="flex items-center justify-between">
+          <p className="text-[11px] text-gray-500 dark:text-gray-400">
+            Cycle: <span className="text-blue-600 dark:text-blue-400">include</span> →{' '}
+            <span className="text-red-600 dark:text-red-400">exclude</span> → off
+          </p>
+          {Object.keys(value).length > 0 && (
+            <button
+              onClick={() => onChange({})}
+              className="text-xs text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
+            >
+              Clear
+            </button>
+          )}
+        </div>
+        <div className="flex flex-wrap gap-1.5 max-h-44 overflow-y-auto">
+          {visible.length === 0 && (
+            <span className="text-xs text-gray-400">
+              {q ? 'No speakers match.' : 'No speaker labels found.'}
+            </span>
+          )}
+          {visible.map((s) => {
+            const state = value[s]
+            return (
+              <button
+                key={s}
+                onClick={() => cycle(s)}
+                className={`px-2.5 py-1 rounded-full text-xs border transition-colors ${
+                  state === 'include'
+                    ? 'bg-blue-100 border-blue-400 text-blue-700 dark:bg-blue-900 dark:text-blue-100 dark:border-blue-600'
+                    : state === 'exclude'
+                      ? 'bg-red-100 border-red-400 text-red-700 line-through dark:bg-red-900/40 dark:text-red-200 dark:border-red-600'
+                      : 'border-gray-300 dark:border-gray-600 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
+                }`}
+              >
+                {s}
+              </button>
+            )
+          })}
+        </div>
+      </div>
+    )
+  },
+}
+
+// ---------------------------------------------------------------------------
+// Date range
+// ---------------------------------------------------------------------------
+
+interface DateValue {
+  after: string // datetime-local value, '' = off
+  before: string
+}
+
+function shortDate(v: string): string {
+  return new Date(v).toLocaleDateString(undefined, { month: 'short', day: 'numeric' })
+}
+
+const dateFilter: FilterDef<DateValue> = {
+  key: 'date',
+  label: 'Date',
+  icon: CalendarRange,
+  defaultValue: { after: '', before: '' },
+  isActive: (v) => v.after !== '' || v.before !== '',
+  chipLabel: (v) => {
+    if (v.after && v.before) return `${shortDate(v.after)} – ${shortDate(v.before)}`
+    if (v.after) return `After ${shortDate(v.after)}`
+    if (v.before) return `Before ${shortDate(v.before)}`
+    return 'Date'
+  },
+  toParams: (v) => ({
+    created_after: v.after ? new Date(v.after).toISOString() : undefined,
+    created_before: v.before ? new Date(v.before).toISOString() : undefined,
+  }),
+  Editor: ({ value, onChange }) => (
+    <div className="space-y-3 w-64">
+      {(['after', 'before'] as const).map((k) => (
+        <label
+          key={k}
+          className="flex items-center justify-between space-x-3 text-sm text-gray-700 dark:text-gray-200"
+        >
+          <span className="capitalize">{k}</span>
+          <input
+            type="datetime-local"
+            value={value[k]}
+            onChange={(e) => onChange({ ...value, [k]: e.target.value })}
+            className="px-2 py-1 rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-sm text-gray-700 dark:text-gray-200"
+          />
+        </label>
+      ))}
+    </div>
+  ),
+}
+
+// ---------------------------------------------------------------------------
+// Imported annotation dataset
+// ---------------------------------------------------------------------------
+
+const datasetFilter: FilterDef<string> = {
+  key: 'dataset',
+  label: 'Dataset',
+  icon: FileArchive,
+  defaultValue: '',
+  isActive: (v) => v.trim() !== '',
+  chipLabel: (v) => `Dataset: ${v}`,
+  toParams: (v) => ({ dataset_id: v.trim() || undefined }),
+  Editor: ({ value, onChange, ctx }) => (
+    <div className="w-[min(20rem,calc(100vw-3rem))] space-y-2">
+      <label className="block text-xs font-medium text-gray-600 dark:text-gray-300">
+        Annotation dataset
+      </label>
+      <select
+        value={value}
+        onChange={(event) => onChange(event.target.value)}
+        className="w-full rounded border border-gray-300 bg-white px-2 py-1.5 text-sm text-gray-700 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+      >
+        <option value="">All datasets</option>
+        {!ctx.datasets.includes(value) && value && <option value={value}>{value}</option>}
+        {ctx.datasets.map((dataset) => (
+          <option key={dataset} value={dataset}>
+            {dataset}
+          </option>
+        ))}
+      </select>
+    </div>
+  ),
+}
+
+// ---------------------------------------------------------------------------
+// Hide failed (processing_status == 'failed')
+// ---------------------------------------------------------------------------
+
+const hideFailedFilter: FilterDef<boolean> = {
+  key: 'hideFailed',
+  label: 'Hide failed',
+  icon: Ban,
+  defaultValue: false,
+  isActive: (v) => v === true,
+  chipLabel: () => 'Hiding failed',
+  toParams: (v) => (v ? { hide_failed: true } : {}),
+  toggle: true,
+}
+
+// ---------------------------------------------------------------------------
+// Hide reviewed (no unidentified speech segments left to triage)
+// ---------------------------------------------------------------------------
+
+const hideReviewedFilter: FilterDef<boolean> = {
+  key: 'hideReviewed',
+  label: 'Needs review',
+  icon: CheckCheck,
+  defaultValue: false,
+  isActive: (v) => v === true,
+  chipLabel: () => 'Needs review only',
+  toParams: (v) => (v ? { hide_reviewed: true } : {}),
+  toggle: true,
+}
+
+export const AUDIT_FILTERS: FilterDef[] = [
+  speechFilter,
+  durationFilter,
+  speakersFilter,
+  dateFilter,
+  datasetFilter,
+  hideFailedFilter,
+  hideReviewedFilter,
+]
+
+export function defaultFilterValues(): Record<string, unknown> {
+  return Object.fromEntries(AUDIT_FILTERS.map((f) => [f.key, f.defaultValue]))
+}
diff --git a/backends/advanced/webui/src/components/dataAudit/format.ts b/backends/advanced/webui/src/components/dataAudit/format.ts
new file mode 100644
index 00000000..325fee29
--- /dev/null
+++ b/backends/advanced/webui/src/components/dataAudit/format.ts
@@ -0,0 +1,52 @@
+export function formatDuration(seconds: number): string {
+  if (!seconds || seconds <= 0) return '0s'
+  const h = Math.floor(seconds / 3600)
+  const m = Math.floor((seconds % 3600) / 60)
+  const s = Math.round(seconds % 60)
+  if (h > 0) return `${h}h ${m}m`
+  return m > 0 ? `${m}m ${s}s` : `${s}s`
+}
+
+export function formatClock(seconds: number): string {
+  const h = Math.floor(seconds / 3600)
+  const m = Math.floor((seconds % 3600) / 60)
+  const s = Math.floor(seconds % 60)
+  const mm = String(m).padStart(2, '0')
+  const ss = String(s).padStart(2, '0')
+  return h > 0 ? `${h}:${mm}:${ss}` : `${m}:${ss}`
+}
+
+export function formatDate(iso: string | null): string {
+  if (!iso) return '—'
+  return new Date(iso).toLocaleString()
+}
+
+// Processing-status chip for a Data Audit row. Returns null for the normal
+// 'completed' case (and legacy null status) so only noteworthy rows are chipped.
+export function processingStatusChip(
+  status: string | null,
+  failureStage: string | null
+): { label: string; className: string } | null {
+  if (status === 'failed') {
+    return {
+      label: failureStage === 'summarization' ? 'Summary failed' : 'Transcription failed',
+      className: 'bg-red-100 text-red-700 dark:bg-red-900/40 dark:text-red-300',
+    }
+  }
+  if (status === 'active') {
+    return {
+      label: 'Processing…',
+      className: 'bg-blue-100 text-blue-700 dark:bg-blue-900/40 dark:text-blue-300',
+    }
+  }
+  return null
+}
+
+// Color band for a speaker-recognition cosine. This model's range is
+// compressed (operating point ~0.5), so the bands are tuned for it rather than
+// a naive 0–1 scale. Used for both stored confidence and live suggestions.
+export function confidenceBadgeClass(c: number): string {
+  if (c >= 0.55) return 'bg-green-100 text-green-700 dark:bg-green-900/40 dark:text-green-300'
+  if (c >= 0.45) return 'bg-amber-100 text-amber-700 dark:bg-amber-900/40 dark:text-amber-300'
+  return 'bg-red-100 text-red-700 dark:bg-red-900/40 dark:text-red-300'
+}
diff --git a/backends/advanced/webui/src/components/finetuning/EnrollmentCandidates.tsx b/backends/advanced/webui/src/components/finetuning/EnrollmentCandidates.tsx
new file mode 100644
index 00000000..5edc09c7
--- /dev/null
+++ b/backends/advanced/webui/src/components/finetuning/EnrollmentCandidates.tsx
@@ -0,0 +1,313 @@
+import { useState, useEffect, useMemo } from 'react'
+import { useQuery, useQueryClient } from '@tanstack/react-query'
+import { Play, Pause, RefreshCw, ShieldCheck, Check, AlertTriangle } from 'lucide-react'
+import { finetuningApi } from '../../services/api'
+import { useGaplessPlayer } from '../../hooks/useGaplessPlayer'
+import { Alert, Button, IconButton } from '../ui'
+
+interface Clip {
+  conversation_id: string
+  conversation_title: string
+  segment_index: number
+  start: number
+  end: number
+  duration: number
+  text: string
+  gated_in: boolean
+  default_selected: boolean
+  reasons: string[]
+  auto_identified?: boolean
+}
+interface SpeakerGroup {
+  speaker: string
+  clips: Clip[]
+  selected_count: number
+}
+interface CandidatesResponse {
+  candidates: SpeakerGroup[]
+  min_duration: number
+  default_per_speaker: number
+  conversation_count: number
+}
+
+const clipKey = (c: Clip) => `${c.conversation_id}:${c.segment_index}`
+
+/**
+ * Curated speaker enrollment: shows quality-gated candidate clips (per speaker)
+ * built from each conversation's ACTIVE transcript version, pre-ticks the clean
+ * ones (>= min duration, no cross-talk, deduped), and enrolls ONLY what you
+ * confirm. Replaces the old "process every applied annotation" blast that
+ * mismatched audio↔label and enrolled overlap/short scraps.
+ */
+export default function EnrollmentCandidates() {
+  const qc = useQueryClient()
+  const player = useGaplessPlayer()
+  const [selected, setSelected] = useState<Set<string>>(new Set())
+  const [enrolling, setEnrolling] = useState(false)
+  const [resultMsg, setResultMsg] = useState<string | null>(null)
+  const [error, setError] = useState<string | null>(null)
+  // Off by default: only clips you relabelled by hand are candidates. When on,
+  // segments auto-labelled by identification are also shown (never pre-ticked).
+  const [includeIdentified, setIncludeIdentified] = useState(false)
+
+  const { data, isLoading, refetch, isFetching } = useQuery<CandidatesResponse>({
+    queryKey: ['finetuning', 'enrollmentCandidates', includeIdentified],
+    queryFn: () => finetuningApi.getEnrollmentCandidates(includeIdentified).then((r) => r.data),
+  })
+
+  // Seed the selection from the gate's defaults whenever fresh data arrives.
+  useEffect(() => {
+    if (!data) return
+    const s = new Set<string>()
+    data.candidates.forEach((g) => g.clips.forEach((c) => c.default_selected && s.add(clipKey(c))))
+    setSelected(s)
+  }, [data])
+
+  const allClips = useMemo(
+    () => (data?.candidates || []).flatMap((g) => g.clips.map((c) => ({ ...c, speaker: g.speaker }))),
+    [data]
+  )
+  const selectedClips = useMemo(
+    () => allClips.filter((c) => selected.has(clipKey(c))),
+    [allClips, selected]
+  )
+
+  const toggle = (c: Clip) => {
+    setSelected((prev) => {
+      const n = new Set(prev)
+      const k = clipKey(c)
+      n.has(k) ? n.delete(k) : n.add(k)
+      return n
+    })
+  }
+
+  const setSpeakerSelected = (group: SpeakerGroup, shouldSelect: boolean) => {
+    setSelected((prev) => {
+      const next = new Set(prev)
+      group.clips.forEach((clip) => {
+        const key = clipKey(clip)
+        if (shouldSelect && clip.default_selected) next.add(key)
+        else next.delete(key)
+      })
+      return next
+    })
+  }
+
+  const selectAllSpeakers = () => {
+    setSelected(
+      new Set(
+        (data?.candidates || []).flatMap((group) =>
+          group.clips.filter((clip) => clip.default_selected).map(clipKey)
+        )
+      )
+    )
+  }
+
+  const deselectAllSpeakers = () => setSelected(new Set())
+
+  const playClip = (c: Clip) => {
+    const segId = `enroll-${clipKey(c)}`
+    if (player.playingSegmentId === segId) player.stop()
+    else player.playSegment(c.conversation_id, segId, c.start, c.end)
+  }
+
+  const handleEnroll = async () => {
+    if (selectedClips.length === 0) return
+    setError(null)
+    setResultMsg(null)
+    setEnrolling(true)
+    try {
+      const payload = selectedClips.map((c) => ({
+        conversation_id: c.conversation_id,
+        segment_index: c.segment_index,
+        start: c.start,
+        end: c.end,
+        speaker: (c as any).speaker,
+      }))
+      const { data: res } = await finetuningApi.enrollSelectedClips(payload)
+      const parts = [
+        `${res.total_enrolled} enrolled (${res.enrolled_new} new, ${res.appended} appended)`,
+      ]
+      if (res.failed) parts.push(`${res.failed} failed`)
+      if (res.skipped) parts.push(`${res.skipped} skipped`)
+      setResultMsg(parts.join(', '))
+      qc.invalidateQueries({ queryKey: ['finetuning'] })
+      await refetch()
+    } catch (e: any) {
+      setError(e.response?.data?.detail || e.response?.data?.message || e.message || 'Enrollment failed')
+    } finally {
+      setEnrolling(false)
+    }
+  }
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-lg shadow p-6">
+      <div className="flex items-center justify-between mb-2">
+        <div className="flex items-center space-x-2">
+          <ShieldCheck className="h-5 w-5 text-emerald-600 dark:text-emerald-400" />
+          <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">Curated Speaker Enrollment</h2>
+        </div>
+        <Button
+          variant="secondary"
+          onClick={() => refetch()}
+          disabled={isFetching}
+          icon={<RefreshCw className={`h-4 w-4 ${isFetching ? 'animate-spin' : ''}`} />}
+        >
+          Refresh
+        </Button>
+      </div>
+      <p className="text-sm text-gray-600 dark:text-gray-400 mb-3">
+        Only the segments <strong>you relabelled by hand</strong> are candidates, gated for quality
+        (≥ {data?.min_duration ?? 3}s, no cross-talk, deduped). Clean clips are pre-selected; greyed clips are
+        excluded with a reason — tick them to override. Only the checked clips are enrolled.
+      </p>
+      <label className="mb-4 inline-flex items-center gap-2 cursor-pointer select-none text-sm text-gray-600 dark:text-gray-400">
+        <input
+          type="checkbox"
+          checked={includeIdentified}
+          onChange={(e) => setIncludeIdentified(e.target.checked)}
+          className="h-4 w-4 rounded border-gray-300 text-emerald-600 focus:ring-emerald-500"
+        />
+        Also show auto-identified segments
+        <span className="text-xs text-gray-400">(off by default — never pre-ticked; enrolling auto-matches reinforces weak IDs)</span>
+      </label>
+
+      {resultMsg && (
+        <Alert tone="success" className="mb-4" icon={<Check className="h-4 w-4" />}>
+          {resultMsg}
+        </Alert>
+      )}
+      {error && (
+        <Alert tone="danger" className="mb-4" icon={<AlertTriangle className="h-4 w-4" />}>
+          {error}
+        </Alert>
+      )}
+
+      {isLoading ? (
+        <p className="text-sm text-gray-500 dark:text-gray-400">Loading candidates…</p>
+      ) : !data || data.candidates.length === 0 ? (
+        <p className="text-sm text-gray-500 dark:text-gray-400 italic">
+          No enrollment candidates — annotate and apply speaker labels on a conversation, then they'll appear here.
+        </p>
+      ) : (
+        <>
+          <div className="mb-4 flex flex-wrap items-center justify-between gap-3 border-y border-gray-200 py-3 dark:border-gray-700">
+            <span className="text-sm font-medium text-gray-700 dark:text-gray-300">
+              Choose speakers to enroll
+            </span>
+            <div className="flex items-center gap-1">
+              <button
+                type="button"
+                onClick={selectAllSpeakers}
+                className="rounded-md px-3 py-1.5 text-sm font-medium text-emerald-700 hover:bg-emerald-50 focus:outline-none focus:ring-2 focus:ring-emerald-500 focus:ring-offset-2 dark:text-emerald-300 dark:hover:bg-emerald-900/20 dark:focus:ring-offset-gray-800"
+              >
+                Select all
+              </button>
+              <Button
+                variant="ghost"
+                onClick={deselectAllSpeakers}
+                disabled={selectedClips.length === 0}
+              >
+                Deselect all
+              </Button>
+            </div>
+          </div>
+          <div className="space-y-5">
+            {data.candidates.map((group) => {
+              const selectedCount = group.clips.filter((c) => selected.has(clipKey(c))).length
+              const defaultCount = group.clips.filter((c) => c.default_selected).length
+              const speakerSelected = selectedCount > 0
+              return (
+                <div key={group.speaker}>
+                  <div className="mb-1.5 flex items-center justify-between gap-3">
+                    <label className="flex min-w-0 cursor-pointer items-center gap-2">
+                      <input
+                        type="checkbox"
+                        checked={speakerSelected}
+                        onChange={() => setSpeakerSelected(group, !speakerSelected)}
+                        disabled={defaultCount === 0}
+                        className="h-4 w-4 rounded border-gray-300 text-emerald-600 focus:ring-emerald-500 disabled:cursor-not-allowed disabled:opacity-40"
+                      />
+                      <span className="truncate font-medium text-gray-900 dark:text-gray-100">{group.speaker}</span>
+                    </label>
+                    <span className="flex-shrink-0 text-xs text-gray-500 dark:text-gray-400">
+                      {selectedCount} of {group.clips.length} clips selected
+                    </span>
+                  </div>
+                  <div className="space-y-1">
+                  {group.clips.map((c) => {
+                    const isSel = selected.has(clipKey(c))
+                    const segId = `enroll-${clipKey(c)}`
+                    const playing = player.playingSegmentId === segId
+                    return (
+                      <div
+                        key={clipKey(c)}
+                        className={`flex items-center gap-2 px-2 py-1.5 rounded border ${
+                          isSel
+                            ? 'border-emerald-300 dark:border-emerald-700 bg-emerald-50 dark:bg-emerald-900/15'
+                            : c.gated_in
+                            ? 'border-gray-200 dark:border-gray-700'
+                            : 'border-gray-100 dark:border-gray-800 bg-gray-50 dark:bg-gray-800/40 opacity-70'
+                        }`}
+                      >
+                        <input
+                          type="checkbox"
+                          checked={isSel}
+                          onChange={() => toggle(c)}
+                          className="h-4 w-4 rounded border-gray-300 text-emerald-600 focus:ring-emerald-500"
+                        />
+                        <IconButton
+                          onClick={() => playClip(c)}
+                          className="flex-shrink-0"
+                          label={`Play ${c.duration}s`}
+                        >
+                          {playing ? <Pause className="h-3.5 w-3.5 text-emerald-600" /> : <Play className="h-3.5 w-3.5 text-gray-500" />}
+                        </IconButton>
+                        <span className="text-xs tabular-nums text-gray-500 dark:text-gray-400 w-12 flex-shrink-0">{c.duration}s</span>
+                        <span className="text-sm text-gray-700 dark:text-gray-300 truncate flex-1" title={c.text}>
+                          {c.text || <em className="text-gray-400">(no text)</em>}
+                        </span>
+                        {c.auto_identified && (
+                          <span className="text-xs font-medium text-purple-600 dark:text-purple-400 flex-shrink-0" title="Labelled by speaker identification, not by you — review before enrolling">
+                            auto-identified
+                          </span>
+                        )}
+                        {!c.gated_in && (
+                          <span className="text-xs text-amber-600 dark:text-amber-400 flex-shrink-0" title={c.reasons.join(', ')}>
+                            {c.reasons.join(', ')}
+                          </span>
+                        )}
+                        <span
+                          className="text-xs text-gray-400 dark:text-gray-500 truncate max-w-[10rem] flex-shrink-0 hidden sm:inline"
+                          title={c.conversation_title}
+                        >
+                          {c.conversation_title}
+                        </span>
+                      </div>
+                    )
+                  })}
+                  </div>
+                </div>
+              )
+            })}
+          </div>
+
+          <div className="mt-5 flex items-center justify-between">
+            <span className="text-sm text-gray-600 dark:text-gray-400">
+              {selectedClips.length} clip{selectedClips.length === 1 ? '' : 's'} selected across{' '}
+              {new Set(selectedClips.map((c) => (c as any).speaker)).size} speaker(s)
+            </span>
+            <button
+              onClick={handleEnroll}
+              disabled={enrolling || selectedClips.length === 0}
+              className="flex items-center space-x-2 px-6 py-2.5 bg-emerald-600 text-white rounded-lg hover:bg-emerald-700 disabled:bg-gray-300 disabled:cursor-not-allowed transition-colors"
+            >
+              {enrolling ? <RefreshCw className="h-5 w-5 animate-spin" /> : <ShieldCheck className="h-5 w-5" />}
+              <span>Enroll {selectedClips.length} selected</span>
+            </button>
+          </div>
+        </>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/knowledge-graph/EntityCard.tsx b/backends/advanced/webui/src/components/knowledge-graph/EntityCard.tsx
deleted file mode 100644
index bb48fef1..00000000
--- a/backends/advanced/webui/src/components/knowledge-graph/EntityCard.tsx
+++ /dev/null
@@ -1,230 +0,0 @@
-import { useState } from 'react'
-import { User, MapPin, Building, Calendar, Package, Link2, Pencil, Check, X } from 'lucide-react'
-import { knowledgeGraphApi } from '../../services/api'
-
-export interface Entity {
-  id: string
-  name: string
-  type: string
-  user_id: string
-  details?: string
-  icon?: string
-  metadata?: any
-  created_at?: string
-  updated_at?: string
-  location?: { lat: number; lon: number }
-  start_time?: string
-  end_time?: string
-  conversation_id?: string
-  relationship_count?: number
-}
-
-interface EntityCardProps {
-  entity: Entity
-  onClick?: (entity: Entity) => void
-  onEntityUpdated?: (entity: Entity) => void
-  compact?: boolean
-}
-
-const typeIcons: Record<string, React.ReactNode> = {
-  person: <User className="h-4 w-4" />,
-  place: <MapPin className="h-4 w-4" />,
-  organization: <Building className="h-4 w-4" />,
-  event: <Calendar className="h-4 w-4" />,
-  thing: <Package className="h-4 w-4" />,
-}
-
-const typeColors: Record<string, string> = {
-  person: 'bg-blue-100 text-blue-800 dark:bg-blue-900/30 dark:text-blue-300',
-  place: 'bg-green-100 text-green-800 dark:bg-green-900/30 dark:text-green-300',
-  organization: 'bg-purple-100 text-purple-800 dark:bg-purple-900/30 dark:text-purple-300',
-  event: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900/30 dark:text-yellow-300',
-  thing: 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-300',
-}
-
-export default function EntityCard({ entity, onClick, onEntityUpdated, compact = false }: EntityCardProps) {
-  const [isEditing, setIsEditing] = useState(false)
-  const [editName, setEditName] = useState(entity.name)
-  const [editDetails, setEditDetails] = useState(entity.details || '')
-  const [saving, setSaving] = useState(false)
-
-  const icon = typeIcons[entity.type] || <Package className="h-4 w-4" />
-  const colorClass = typeColors[entity.type] || typeColors.thing
-
-  const formatDate = (dateStr?: string) => {
-    if (!dateStr) return null
-    try {
-      return new Date(dateStr).toLocaleDateString()
-    } catch {
-      return null
-    }
-  }
-
-  const handleEditClick = (e: React.MouseEvent) => {
-    e.stopPropagation()
-    setEditName(entity.name)
-    setEditDetails(entity.details || '')
-    setIsEditing(true)
-  }
-
-  const handleCancel = (e: React.MouseEvent) => {
-    e.stopPropagation()
-    setIsEditing(false)
-  }
-
-  const handleSave = async (e: React.MouseEvent) => {
-    e.stopPropagation()
-    const updates: { name?: string; details?: string } = {}
-    if (editName.trim() !== entity.name) updates.name = editName.trim()
-    if (editDetails.trim() !== (entity.details || '')) updates.details = editDetails.trim()
-
-    if (Object.keys(updates).length === 0) {
-      setIsEditing(false)
-      return
-    }
-
-    try {
-      setSaving(true)
-      const response = await knowledgeGraphApi.updateEntity(entity.id, updates)
-      setIsEditing(false)
-      onEntityUpdated?.(response.data.entity)
-    } catch (err) {
-      console.error('Failed to update entity:', err)
-    } finally {
-      setSaving(false)
-    }
-  }
-
-  if (compact) {
-    return (
-      <div
-        onClick={() => onClick?.(entity)}
-        className={`flex items-center space-x-2 p-2 rounded-lg ${colorClass} cursor-pointer hover:opacity-80 transition-opacity`}
-      >
-        {entity.icon ? (
-          <span className="text-lg">{entity.icon}</span>
-        ) : (
-          icon
-        )}
-        <span className="font-medium truncate">{entity.name}</span>
-        {entity.relationship_count != null && entity.relationship_count > 0 && (
-          <span className="flex items-center text-xs opacity-75">
-            <Link2 className="h-3 w-3 mr-0.5" />
-            {entity.relationship_count}
-          </span>
-        )}
-      </div>
-    )
-  }
-
-  return (
-    <div
-      onClick={() => !isEditing && onClick?.(entity)}
-      className={`bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-4 hover:border-blue-400 dark:hover:border-blue-500 transition-colors ${isEditing ? '' : 'cursor-pointer'} group`}
-    >
-      <div className="flex items-start justify-between">
-        <div className="flex items-center space-x-3 min-w-0 flex-1">
-          <div className={`p-2 rounded-lg ${colorClass} shrink-0`}>
-            {entity.icon ? (
-              <span className="text-xl">{entity.icon}</span>
-            ) : (
-              icon
-            )}
-          </div>
-          <div className="min-w-0 flex-1">
-            {isEditing ? (
-              <input
-                type="text"
-                value={editName}
-                onChange={(e) => setEditName(e.target.value)}
-                onClick={(e) => e.stopPropagation()}
-                className="w-full px-2 py-1 text-sm font-semibold border border-gray-300 dark:border-gray-600 rounded bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
-                autoFocus
-              />
-            ) : (
-              <h3 className="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-blue-600 dark:group-hover:text-blue-400 transition-colors truncate">
-                {entity.name}
-              </h3>
-            )}
-            <span className={`inline-block px-2 py-0.5 rounded text-xs capitalize ${colorClass}`}>
-              {entity.type}
-            </span>
-          </div>
-        </div>
-
-        <div className="flex items-center space-x-2 shrink-0">
-          {isEditing ? (
-            <>
-              <button
-                onClick={handleSave}
-                disabled={saving || !editName.trim()}
-                className="p-1 text-green-600 hover:text-green-700 dark:text-green-400 dark:hover:text-green-300 disabled:opacity-50"
-                title="Save"
-              >
-                <Check className="h-4 w-4" />
-              </button>
-              <button
-                onClick={handleCancel}
-                disabled={saving}
-                className="p-1 text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200"
-                title="Cancel"
-              >
-                <X className="h-4 w-4" />
-              </button>
-            </>
-          ) : (
-            <>
-              <button
-                onClick={handleEditClick}
-                className="p-1 text-gray-400 hover:text-gray-600 dark:hover:text-gray-200 opacity-0 group-hover:opacity-100 transition-opacity"
-                title="Edit entity"
-              >
-                <Pencil className="h-4 w-4" />
-              </button>
-              {entity.relationship_count != null && entity.relationship_count > 0 && (
-                <div className="flex items-center space-x-1 text-sm text-gray-500 dark:text-gray-400">
-                  <Link2 className="h-4 w-4" />
-                  <span>{entity.relationship_count}</span>
-                </div>
-              )}
-            </>
-          )}
-        </div>
-      </div>
-
-      {isEditing ? (
-        <textarea
-          value={editDetails}
-          onChange={(e) => setEditDetails(e.target.value)}
-          onClick={(e) => e.stopPropagation()}
-          placeholder="Add details..."
-          rows={2}
-          className="mt-3 w-full px-2 py-1 text-sm border border-gray-300 dark:border-gray-600 rounded bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 resize-none"
-        />
-      ) : (
-        entity.details && (
-          <p className="mt-3 text-sm text-gray-600 dark:text-gray-400 line-clamp-2">
-            {entity.details}
-          </p>
-        )
-      )}
-
-      {/* Event-specific: show time info */}
-      {entity.type === 'event' && entity.start_time && (
-        <div className="mt-3 flex items-center space-x-2 text-sm text-gray-500 dark:text-gray-400">
-          <Calendar className="h-4 w-4" />
-          <span>
-            {formatDate(entity.start_time)}
-            {entity.end_time && ` - ${formatDate(entity.end_time)}`}
-          </span>
-        </div>
-      )}
-
-      {entity.created_at && !isEditing && (
-        <div className="mt-2 text-xs text-gray-400 dark:text-gray-500">
-          Added {formatDate(entity.created_at)}
-        </div>
-      )}
-    </div>
-  )
-}
diff --git a/backends/advanced/webui/src/components/knowledge-graph/EntityList.tsx b/backends/advanced/webui/src/components/knowledge-graph/EntityList.tsx
deleted file mode 100644
index 4911bae2..00000000
--- a/backends/advanced/webui/src/components/knowledge-graph/EntityList.tsx
+++ /dev/null
@@ -1,251 +0,0 @@
-import { useState, useEffect } from 'react'
-import { User, MapPin, Building, Calendar, Package, Search, RefreshCw, Filter, X } from 'lucide-react'
-import { knowledgeGraphApi } from '../../services/api'
-import EntityCard, { Entity } from './EntityCard'
-
-interface EntityListProps {
-  onEntityClick?: (entity: Entity) => void
-}
-
-const entityTypes = [
-  { value: '', label: 'All Types', icon: null },
-  { value: 'person', label: 'People', icon: <User className="h-4 w-4" /> },
-  { value: 'place', label: 'Places', icon: <MapPin className="h-4 w-4" /> },
-  { value: 'organization', label: 'Organizations', icon: <Building className="h-4 w-4" /> },
-  { value: 'event', label: 'Events', icon: <Calendar className="h-4 w-4" /> },
-  { value: 'thing', label: 'Things', icon: <Package className="h-4 w-4" /> },
-]
-
-export default function EntityList({ onEntityClick }: EntityListProps) {
-  const [entities, setEntities] = useState<Entity[]>([])
-  const [loading, setLoading] = useState(false)
-  const [error, setError] = useState<string | null>(null)
-  const [searchQuery, setSearchQuery] = useState('')
-  const [searchResults, setSearchResults] = useState<Entity[] | null>(null)
-  const [searching, setSearching] = useState(false)
-  const [selectedType, setSelectedType] = useState('')
-
-  const loadEntities = async (type?: string) => {
-    try {
-      setLoading(true)
-      setError(null)
-      const response = await knowledgeGraphApi.getEntities(type || undefined)
-      setEntities(response.data.entities || [])
-    } catch (err: any) {
-      console.error('Failed to load entities:', err)
-      setError(err.response?.data?.message || 'Failed to load entities')
-    } finally {
-      setLoading(false)
-    }
-  }
-
-  const handleSearch = async () => {
-    if (!searchQuery.trim()) {
-      setSearchResults(null)
-      return
-    }
-
-    try {
-      setSearching(true)
-      setError(null)
-      const response = await knowledgeGraphApi.searchEntities(searchQuery.trim())
-      setSearchResults(response.data.entities || [])
-    } catch (err: any) {
-      console.error('Search failed:', err)
-      setError(err.response?.data?.message || 'Search failed')
-    } finally {
-      setSearching(false)
-    }
-  }
-
-  const clearSearch = () => {
-    setSearchQuery('')
-    setSearchResults(null)
-  }
-
-  const handleEntityUpdated = (updated: Entity) => {
-    setEntities((prev) => prev.map((e) => (e.id === updated.id ? updated : e)))
-    if (searchResults) {
-      setSearchResults((prev) =>
-        prev ? prev.map((e) => (e.id === updated.id ? updated : e)) : prev
-      )
-    }
-  }
-
-  const handleTypeChange = (type: string) => {
-    setSelectedType(type)
-    loadEntities(type)
-    clearSearch()
-  }
-
-  useEffect(() => {
-    loadEntities()
-  }, [])
-
-  const displayedEntities = searchResults !== null ? searchResults : entities
-
-  // Group entities by type for display
-  const groupedEntities = displayedEntities.reduce((acc, entity) => {
-    const type = entity.type || 'thing'
-    if (!acc[type]) acc[type] = []
-    acc[type].push(entity)
-    return acc
-  }, {} as Record<string, Entity[]>)
-
-  const typeOrder = ['person', 'organization', 'place', 'event', 'thing']
-  const sortedTypes = Object.keys(groupedEntities).sort(
-    (a, b) => typeOrder.indexOf(a) - typeOrder.indexOf(b)
-  )
-
-  return (
-    <div className="space-y-4">
-      {/* Search and Filter Controls */}
-      <div className="flex flex-col sm:flex-row gap-3">
-        {/* Search Input */}
-        <div className="relative flex-1">
-          <Search className="absolute left-3 top-1/2 transform -translate-y-1/2 h-4 w-4 text-gray-400" />
-          <input
-            type="text"
-            value={searchQuery}
-            onChange={(e) => setSearchQuery(e.target.value)}
-            onKeyDown={(e) => e.key === 'Enter' && handleSearch()}
-            placeholder="Search entities..."
-            className="w-full pl-10 pr-20 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
-          />
-          {searchResults !== null && (
-            <button
-              onClick={clearSearch}
-              className="absolute right-12 top-1/2 transform -translate-y-1/2 p-1 text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
-              title="Clear search"
-            >
-              <X className="h-4 w-4" />
-            </button>
-          )}
-          <button
-            onClick={handleSearch}
-            disabled={searching || !searchQuery.trim()}
-            className="absolute right-2 top-1/2 transform -translate-y-1/2 px-2 py-1 bg-blue-600 text-white text-sm rounded hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed"
-          >
-            {searching ? '...' : 'Search'}
-          </button>
-        </div>
-
-        {/* Type Filter */}
-        <div className="flex items-center space-x-2">
-          <Filter className="h-4 w-4 text-gray-400" />
-          <select
-            value={selectedType}
-            onChange={(e) => handleTypeChange(e.target.value)}
-            disabled={searchResults !== null}
-            className="px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 disabled:opacity-50"
-          >
-            {entityTypes.map((type) => (
-              <option key={type.value} value={type.value}>
-                {type.label}
-              </option>
-            ))}
-          </select>
-        </div>
-
-        {/* Refresh Button */}
-        <button
-          onClick={() => loadEntities(selectedType)}
-          disabled={loading}
-          className="px-3 py-2 bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-200 rounded-md hover:bg-gray-200 dark:hover:bg-gray-600 transition-colors disabled:opacity-50"
-          title="Refresh"
-        >
-          <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
-        </button>
-      </div>
-
-      {/* Search Results Info */}
-      {searchResults !== null && (
-        <div className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-md p-3">
-          <div className="flex items-center justify-between text-sm text-blue-700 dark:text-blue-300">
-            <span>Found {searchResults.length} entities matching "{searchQuery}"</span>
-            <button
-              onClick={clearSearch}
-              className="text-blue-600 dark:text-blue-400 hover:underline"
-            >
-              Clear
-            </button>
-          </div>
-        </div>
-      )}
-
-      {/* Error Message */}
-      {error && (
-        <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-4">
-          <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-        </div>
-      )}
-
-      {/* Loading State */}
-      {loading && (
-        <div className="flex items-center justify-center h-32">
-          <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-blue-600"></div>
-          <span className="ml-2 text-gray-600 dark:text-gray-400">Loading entities...</span>
-        </div>
-      )}
-
-      {/* Entities Display */}
-      {!loading && displayedEntities.length > 0 && (
-        <div className="space-y-6">
-          {selectedType || searchResults !== null ? (
-            // Flat list when filtered or searching
-            <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
-              {displayedEntities.map((entity) => (
-                <EntityCard
-                  key={entity.id}
-                  entity={entity}
-                  onClick={onEntityClick}
-                  onEntityUpdated={handleEntityUpdated}
-                />
-              ))}
-            </div>
-          ) : (
-            // Grouped by type when showing all
-            sortedTypes.map((type) => (
-              <div key={type}>
-                <h3 className="flex items-center space-x-2 text-lg font-semibold text-gray-900 dark:text-gray-100 mb-3 capitalize">
-                  {entityTypes.find((t) => t.value === type)?.icon}
-                  <span>{type}s</span>
-                  <span className="text-sm font-normal text-gray-500 dark:text-gray-400">
-                    ({groupedEntities[type].length})
-                  </span>
-                </h3>
-                <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
-                  {groupedEntities[type].map((entity) => (
-                    <EntityCard
-                      key={entity.id}
-                      entity={entity}
-                      onClick={onEntityClick}
-                      onEntityUpdated={handleEntityUpdated}
-                    />
-                  ))}
-                </div>
-              </div>
-            ))
-          )}
-        </div>
-      )}
-
-      {/* Empty State */}
-      {!loading && displayedEntities.length === 0 && !error && (
-        <div className="text-center text-gray-500 dark:text-gray-400 py-12">
-          <Package className="h-12 w-12 mx-auto mb-4 opacity-50" />
-          <p>
-            {searchResults !== null
-              ? `No entities found matching "${searchQuery}"`
-              : selectedType
-              ? `No ${selectedType}s found`
-              : 'No entities found'}
-          </p>
-          <p className="mt-2 text-sm">
-            Entities are automatically extracted from your conversations.
-          </p>
-        </div>
-      )}
-    </div>
-  )
-}
diff --git a/backends/advanced/webui/src/components/knowledge-graph/PromisesList.tsx b/backends/advanced/webui/src/components/knowledge-graph/PromisesList.tsx
deleted file mode 100644
index ce64f1aa..00000000
--- a/backends/advanced/webui/src/components/knowledge-graph/PromisesList.tsx
+++ /dev/null
@@ -1,308 +0,0 @@
-import { useState, useEffect } from 'react'
-import { CheckSquare, Clock, CheckCircle, XCircle, AlertCircle, RefreshCw, Calendar, User, Trash2 } from 'lucide-react'
-import { knowledgeGraphApi } from '../../services/api'
-
-export interface Promise {
-  id: string
-  user_id: string
-  action: string
-  to_entity_id?: string
-  to_entity_name?: string
-  status: string
-  due_date?: string
-  completed_at?: string
-  source_conversation_id?: string
-  context?: string
-  metadata?: any
-  created_at?: string
-  updated_at?: string
-}
-
-interface PromisesListProps {
-  onPromiseClick?: (promise: Promise) => void
-}
-
-const statusConfig: Record<string, { icon: React.ReactNode; color: string; label: string }> = {
-  pending: {
-    icon: <Clock className="h-4 w-4" />,
-    color: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900/30 dark:text-yellow-300',
-    label: 'Pending',
-  },
-  in_progress: {
-    icon: <AlertCircle className="h-4 w-4" />,
-    color: 'bg-blue-100 text-blue-800 dark:bg-blue-900/30 dark:text-blue-300',
-    label: 'In Progress',
-  },
-  completed: {
-    icon: <CheckCircle className="h-4 w-4" />,
-    color: 'bg-green-100 text-green-800 dark:bg-green-900/30 dark:text-green-300',
-    label: 'Completed',
-  },
-  cancelled: {
-    icon: <XCircle className="h-4 w-4" />,
-    color: 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-300',
-    label: 'Cancelled',
-  },
-  overdue: {
-    icon: <AlertCircle className="h-4 w-4" />,
-    color: 'bg-red-100 text-red-800 dark:bg-red-900/30 dark:text-red-300',
-    label: 'Overdue',
-  },
-}
-
-const statusFilters = [
-  { value: '', label: 'All' },
-  { value: 'pending', label: 'Pending' },
-  { value: 'in_progress', label: 'In Progress' },
-  { value: 'completed', label: 'Completed' },
-  { value: 'cancelled', label: 'Cancelled' },
-]
-
-export default function PromisesList({ onPromiseClick }: PromisesListProps) {
-  const [promises, setPromises] = useState<Promise[]>([])
-  const [loading, setLoading] = useState(false)
-  const [error, setError] = useState<string | null>(null)
-  const [statusFilter, setStatusFilter] = useState('')
-  const [updatingId, setUpdatingId] = useState<string | null>(null)
-
-  const loadPromises = async (status?: string) => {
-    try {
-      setLoading(true)
-      setError(null)
-      const response = await knowledgeGraphApi.getPromises(status || undefined)
-      setPromises(response.data.promises || [])
-    } catch (err: any) {
-      console.error('Failed to load promises:', err)
-      setError(err.response?.data?.message || 'Failed to load promises')
-    } finally {
-      setLoading(false)
-    }
-  }
-
-  const handleStatusChange = async (promiseId: string, newStatus: string) => {
-    try {
-      setUpdatingId(promiseId)
-      await knowledgeGraphApi.updatePromiseStatus(promiseId, newStatus)
-      // Reload to get updated data
-      await loadPromises(statusFilter)
-    } catch (err: any) {
-      console.error('Failed to update promise status:', err)
-      setError(err.response?.data?.message || 'Failed to update status')
-    } finally {
-      setUpdatingId(null)
-    }
-  }
-
-  const handleDelete = async (promiseId: string) => {
-    if (!confirm('Are you sure you want to delete this promise?')) return
-
-    try {
-      await knowledgeGraphApi.deletePromise(promiseId)
-      setPromises(promises.filter((p) => p.id !== promiseId))
-    } catch (err: any) {
-      console.error('Failed to delete promise:', err)
-      setError(err.response?.data?.message || 'Failed to delete promise')
-    }
-  }
-
-  const handleFilterChange = (status: string) => {
-    setStatusFilter(status)
-    loadPromises(status)
-  }
-
-  useEffect(() => {
-    loadPromises()
-  }, [])
-
-  const formatDate = (dateStr?: string) => {
-    if (!dateStr) return null
-    try {
-      return new Date(dateStr).toLocaleDateString()
-    } catch {
-      return null
-    }
-  }
-
-  const isOverdue = (promise: Promise) => {
-    if (promise.status !== 'pending' && promise.status !== 'in_progress') return false
-    if (!promise.due_date) return false
-    return new Date(promise.due_date) < new Date()
-  }
-
-  return (
-    <div className="space-y-4">
-      {/* Header and Controls */}
-      <div className="flex flex-col sm:flex-row justify-between items-start sm:items-center gap-3">
-        <div className="flex items-center space-x-2">
-          <CheckSquare className="h-5 w-5 text-blue-600" />
-          <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">
-            Promises & Tasks
-          </h2>
-          <span className="text-sm text-gray-500 dark:text-gray-400">
-            ({promises.length})
-          </span>
-        </div>
-
-        <div className="flex items-center space-x-3">
-          {/* Status Filter */}
-          <select
-            value={statusFilter}
-            onChange={(e) => handleFilterChange(e.target.value)}
-            className="px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 text-sm focus:outline-none focus:ring-2 focus:ring-blue-500"
-          >
-            {statusFilters.map((filter) => (
-              <option key={filter.value} value={filter.value}>
-                {filter.label}
-              </option>
-            ))}
-          </select>
-
-          {/* Refresh Button */}
-          <button
-            onClick={() => loadPromises(statusFilter)}
-            disabled={loading}
-            className="px-3 py-2 bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-200 rounded-md hover:bg-gray-200 dark:hover:bg-gray-600 transition-colors disabled:opacity-50"
-            title="Refresh"
-          >
-            <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
-          </button>
-        </div>
-      </div>
-
-      {/* Error Message */}
-      {error && (
-        <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-4">
-          <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-        </div>
-      )}
-
-      {/* Loading State */}
-      {loading && (
-        <div className="flex items-center justify-center h-32">
-          <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-blue-600"></div>
-          <span className="ml-2 text-gray-600 dark:text-gray-400">Loading promises...</span>
-        </div>
-      )}
-
-      {/* Promises List */}
-      {!loading && promises.length > 0 && (
-        <div className="space-y-3">
-          {promises.map((promise) => {
-            const status = isOverdue(promise) ? 'overdue' : promise.status
-            const config = statusConfig[status] || statusConfig.pending
-
-            return (
-              <div
-                key={promise.id}
-                className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-4 hover:border-blue-400 dark:hover:border-blue-500 transition-colors"
-              >
-                <div className="flex items-start justify-between gap-4">
-                  {/* Left: Status and Content */}
-                  <div className="flex-1 min-w-0">
-                    <div className="flex items-center space-x-2 mb-2">
-                      <span className={`flex items-center space-x-1 px-2 py-1 rounded-full text-xs ${config.color}`}>
-                        {config.icon}
-                        <span>{config.label}</span>
-                      </span>
-                      {promise.due_date && (
-                        <span className="flex items-center space-x-1 text-xs text-gray-500 dark:text-gray-400">
-                          <Calendar className="h-3 w-3" />
-                          <span>Due: {formatDate(promise.due_date)}</span>
-                        </span>
-                      )}
-                    </div>
-
-                    <p
-                      className="text-gray-900 dark:text-gray-100 font-medium cursor-pointer hover:text-blue-600 dark:hover:text-blue-400"
-                      onClick={() => onPromiseClick?.(promise)}
-                    >
-                      {promise.action}
-                    </p>
-
-                    {promise.to_entity_name && (
-                      <div className="flex items-center space-x-1 mt-1 text-sm text-gray-500 dark:text-gray-400">
-                        <User className="h-3 w-3" />
-                        <span>To: {promise.to_entity_name}</span>
-                      </div>
-                    )}
-
-                    {promise.context && (
-                      <p className="mt-2 text-sm text-gray-500 dark:text-gray-400 line-clamp-2">
-                        {promise.context}
-                      </p>
-                    )}
-
-                    <div className="mt-2 text-xs text-gray-400 dark:text-gray-500">
-                      Created {formatDate(promise.created_at)}
-                    </div>
-                  </div>
-
-                  {/* Right: Actions */}
-                  <div className="flex items-center space-x-2">
-                    {/* Status Change Buttons */}
-                    {promise.status !== 'completed' && promise.status !== 'cancelled' && (
-                      <button
-                        onClick={() => handleStatusChange(promise.id, 'completed')}
-                        disabled={updatingId === promise.id}
-                        className="p-2 text-green-600 hover:bg-green-50 dark:hover:bg-green-900/20 rounded-md transition-colors disabled:opacity-50"
-                        title="Mark as completed"
-                      >
-                        <CheckCircle className="h-5 w-5" />
-                      </button>
-                    )}
-
-                    {promise.status === 'pending' && (
-                      <button
-                        onClick={() => handleStatusChange(promise.id, 'in_progress')}
-                        disabled={updatingId === promise.id}
-                        className="p-2 text-blue-600 hover:bg-blue-50 dark:hover:bg-blue-900/20 rounded-md transition-colors disabled:opacity-50"
-                        title="Mark as in progress"
-                      >
-                        <AlertCircle className="h-5 w-5" />
-                      </button>
-                    )}
-
-                    {promise.status !== 'cancelled' && promise.status !== 'completed' && (
-                      <button
-                        onClick={() => handleStatusChange(promise.id, 'cancelled')}
-                        disabled={updatingId === promise.id}
-                        className="p-2 text-gray-600 hover:bg-gray-50 dark:hover:bg-gray-700 rounded-md transition-colors disabled:opacity-50"
-                        title="Cancel"
-                      >
-                        <XCircle className="h-5 w-5" />
-                      </button>
-                    )}
-
-                    {/* Delete Button */}
-                    <button
-                      onClick={() => handleDelete(promise.id)}
-                      className="p-2 text-red-600 hover:bg-red-50 dark:hover:bg-red-900/20 rounded-md transition-colors"
-                      title="Delete promise"
-                    >
-                      <Trash2 className="h-5 w-5" />
-                    </button>
-                  </div>
-                </div>
-              </div>
-            )
-          })}
-        </div>
-      )}
-
-      {/* Empty State */}
-      {!loading && promises.length === 0 && !error && (
-        <div className="text-center text-gray-500 dark:text-gray-400 py-12">
-          <CheckSquare className="h-12 w-12 mx-auto mb-4 opacity-50" />
-          <p>
-            {statusFilter
-              ? `No ${statusFilters.find((f) => f.value === statusFilter)?.label.toLowerCase()} promises found`
-              : 'No promises found'}
-          </p>
-          <p className="mt-2 text-sm">
-            Promises are automatically extracted when you mention commitments in conversations.
-          </p>
-        </div>
-      )}
-    </div>
-  )
-}
diff --git a/backends/advanced/webui/src/components/knowledge-graph/index.ts b/backends/advanced/webui/src/components/knowledge-graph/index.ts
deleted file mode 100644
index af097101..00000000
--- a/backends/advanced/webui/src/components/knowledge-graph/index.ts
+++ /dev/null
@@ -1,5 +0,0 @@
-export { default as EntityCard } from './EntityCard'
-export { default as EntityList } from './EntityList'
-export { default as PromisesList } from './PromisesList'
-export type { Entity } from './EntityCard'
-export type { Promise } from './PromisesList'
diff --git a/backends/advanced/webui/src/components/layout/GlobalRecordingIndicator.tsx b/backends/advanced/webui/src/components/layout/GlobalRecordingIndicator.tsx
index 2bbb9147..5e6e5886 100644
--- a/backends/advanced/webui/src/components/layout/GlobalRecordingIndicator.tsx
+++ b/backends/advanced/webui/src/components/layout/GlobalRecordingIndicator.tsx
@@ -1,11 +1,13 @@
 import { useNavigate, useLocation } from 'react-router-dom'
 import { Radio, Square, Zap, Archive } from 'lucide-react'
 import { useRecording } from '../../contexts/RecordingContext'
+import { useWakeFeedback } from '../../hooks/useWakeFeedback'
 
 export default function GlobalRecordingIndicator() {
   const navigate = useNavigate()
   const location = useLocation()
   const { isRecording, recordingDuration, mode, stopRecording, formatDuration } = useRecording()
+  const { phase } = useWakeFeedback()
 
   // Don't show if not recording
   if (!isRecording) return null
@@ -13,21 +15,70 @@ export default function GlobalRecordingIndicator() {
   // Don't show on the Live Record page (it has its own UI)
   if (location.pathname === '/live-record') return null
 
+  // While the wake word is active (armed -> end-of-turn) the whole indicator
+  // turns amber — the same color as the "wake word detected" message — then
+  // snaps back to red at end of turn. This is visible from any page.
+  const listening = phase === 'listening'
+  // While a follow-up window is open the next utterance is taken as a follow-up
+  // (no wake word) — show it in sky blue, distinct from amber (armed) and red.
+  const followup = phase === 'followup'
+
+  // Color tokens swap as one set so the pill, dot, text and buttons stay coherent.
+  const c = listening
+    ? {
+        wrap: 'bg-amber-50 dark:bg-amber-900/30 border-amber-300 dark:border-amber-700',
+        ping: 'bg-amber-400',
+        dot: 'bg-amber-500',
+        time: 'text-amber-700 dark:text-amber-300',
+        mode: 'text-amber-600 dark:text-amber-400',
+        navHover: 'hover:bg-amber-100 dark:hover:bg-amber-800/50 text-amber-600 dark:text-amber-400',
+        stop: 'bg-amber-600 hover:bg-amber-700',
+      }
+    : followup
+    ? {
+        wrap: 'bg-sky-50 dark:bg-sky-900/30 border-sky-300 dark:border-sky-700',
+        ping: 'bg-sky-400',
+        dot: 'bg-sky-500',
+        time: 'text-sky-700 dark:text-sky-300',
+        mode: 'text-sky-600 dark:text-sky-400',
+        navHover: 'hover:bg-sky-100 dark:hover:bg-sky-800/50 text-sky-600 dark:text-sky-400',
+        stop: 'bg-sky-600 hover:bg-sky-700',
+      }
+    : {
+        wrap: 'bg-red-50 dark:bg-red-900/30 border-red-200 dark:border-red-800',
+        ping: 'bg-red-400',
+        dot: 'bg-red-500',
+        time: 'text-red-700 dark:text-red-300',
+        mode: 'text-red-600 dark:text-red-400',
+        navHover: 'hover:bg-red-100 dark:hover:bg-red-800/50 text-red-600 dark:text-red-400',
+        stop: 'bg-red-600 hover:bg-red-700',
+      }
+
   return (
-    <div className="flex items-center gap-3 px-3 py-1.5 bg-red-50 dark:bg-red-900/30 border border-red-200 dark:border-red-800 rounded-lg">
-      {/* Pulsing red dot */}
-      <div className="relative flex items-center">
-        <span className="absolute inline-flex h-3 w-3 rounded-full bg-red-400 opacity-75 animate-ping" />
-        <span className="relative inline-flex h-3 w-3 rounded-full bg-red-500" />
+    <div className={`flex items-center gap-3 px-3 py-1.5 border rounded-lg transition-colors duration-300 ${c.wrap}`}>
+      {/* Pulsing dot — amber while listening, red otherwise */}
+      <div className="relative flex items-center" title={listening ? 'Wake word detected — listening…' : followup ? 'Listening for follow-up… (no wake word needed)' : 'Recording'}>
+        <span className={`absolute inline-flex h-3 w-3 rounded-full opacity-75 animate-ping ${c.ping}`} />
+        <span className={`relative inline-flex h-3 w-3 rounded-full ${c.dot}`} />
       </div>
 
       {/* Recording info */}
       <div className="flex items-center gap-2 text-sm">
-        <span className="font-medium text-red-700 dark:text-red-300">
+        <span className={`font-medium ${c.time}`}>
           {formatDuration(recordingDuration)}
         </span>
-        <span className="text-red-600 dark:text-red-400 flex items-center gap-1">
-          {mode === 'streaming' ? (
+        <span className={`flex items-center gap-1 ${c.mode}`}>
+          {listening ? (
+            <>
+              <Radio className="h-3 w-3" />
+              <span>Listening</span>
+            </>
+          ) : followup ? (
+            <>
+              <Radio className="h-3 w-3" />
+              <span>Follow-up</span>
+            </>
+          ) : mode === 'streaming' ? (
             <>
               <Zap className="h-3 w-3" />
               <span>Streaming</span>
@@ -46,7 +97,7 @@ export default function GlobalRecordingIndicator() {
         {/* Navigate to Live Record */}
         <button
           onClick={() => navigate('/live-record')}
-          className="p-1.5 rounded hover:bg-red-100 dark:hover:bg-red-800/50 transition-colors text-red-600 dark:text-red-400"
+          className={`p-1.5 rounded transition-colors ${c.navHover}`}
           title="Go to Live Record"
         >
           <Radio className="h-4 w-4" />
@@ -55,7 +106,7 @@ export default function GlobalRecordingIndicator() {
         {/* Stop button */}
         <button
           onClick={stopRecording}
-          className="p-1.5 rounded bg-red-600 hover:bg-red-700 transition-colors text-white"
+          className={`p-1.5 rounded transition-colors text-white ${c.stop}`}
           title="Stop Recording"
         >
           <Square className="h-4 w-4" />
diff --git a/backends/advanced/webui/src/components/layout/Layout.tsx b/backends/advanced/webui/src/components/layout/Layout.tsx
index c98de99c..a6c36077 100644
--- a/backends/advanced/webui/src/components/layout/Layout.tsx
+++ b/backends/advanced/webui/src/components/layout/Layout.tsx
@@ -1,103 +1,196 @@
+import { useState, useEffect } from 'react'
 import { Link, useLocation, Outlet } from 'react-router-dom'
-import { Music, MessageSquare, MessageCircle, Brain, Users, Upload, Settings, LogOut, Sun, Moon, Shield, Radio, Layers, Puzzle, Zap, Activity } from 'lucide-react'
+import { Music, MessageSquare, MessageCircle, Users, Upload, Settings, LogOut, Sun, Moon, Shield, Radio, Layers, Puzzle, Zap, Activity, Network, Sparkles, Target, ScrollText, AlertTriangle, Menu, X, CalendarDays, PanelLeftClose, PanelLeftOpen } from 'lucide-react'
 import { useAuth } from '../../contexts/AuthContext'
 import { useTheme } from '../../contexts/ThemeContext'
+import { useSSE, SSEStatus } from '../../hooks/useSSE'
+import { useSystemEventsSummary } from '../../hooks/useSystemEvents'
 import GlobalRecordingIndicator from './GlobalRecordingIndicator'
+import UserLoopModal from '../UserLoopModal'
+import { IconButton } from '../ui'
 
 export default function Layout() {
   const location = useLocation()
   const { user, logout, isAdmin } = useAuth()
   const { isDark, toggleTheme } = useTheme()
 
+  // Mobile navigation drawer (below the lg breakpoint the sidebar is hidden)
+  const [mobileNavOpen, setMobileNavOpen] = useState(false)
+  const [desktopSidebarOpen, setDesktopSidebarOpen] = useState(() => {
+    return localStorage.getItem('chronicle_desktop_sidebar_open') !== 'false'
+  })
+
+  useEffect(() => {
+    localStorage.setItem('chronicle_desktop_sidebar_open', String(desktopSidebarOpen))
+  }, [desktopSidebarOpen])
+
+  // Close the drawer whenever the route changes (e.g. after tapping a link)
+  useEffect(() => {
+    setMobileNavOpen(false)
+  }, [location.pathname])
+
+  // Single SSE connection for real-time updates across all pages
+  const sseStatus = useSSE()
+
+  // Live unacknowledged-error count for the nav badge (admin only; refreshed by
+  // the SSE 'system.error' invalidation in useSSE).
+  const { data: sysSummary } = useSystemEventsSummary(24, isAdmin)
+  const unackedErrors = sysSummary?.unacked ?? 0
+
   const navigationItems = [
     { path: '/live-record', label: 'Live Record', icon: Radio },
     { path: '/chat', label: 'Chat', icon: MessageCircle },
     { path: '/conversations', label: 'Conversations', icon: MessageSquare },
-    { path: '/memories', label: 'Memories', icon: Brain },
+    { path: '/timeline', label: 'Timeline', icon: CalendarDays },
+    { path: '/memory-ledger', label: 'Memory Ledger', icon: ScrollText },
     { path: '/users', label: 'User Management', icon: Users },
+
     ...(isAdmin ? [
       { path: '/upload', label: 'Upload Audio', icon: Upload },
+      { path: '/data-audit', label: 'Data Audit', icon: Sparkles },
+      { path: '/wakeword-lab', label: 'Wake-Word Lab', icon: Target },
       { path: '/queue', label: 'Queue & Events', icon: Layers },
       { path: '/plugins', label: 'Plugins', icon: Puzzle },
-      { path: '/finetuning', label: 'Fine-tuning', icon: Zap },
+      { path: '/finetuning', label: 'Training', icon: Zap },
+      { path: '/network', label: 'Network', icon: Network },
       { path: '/system', label: 'System Status', icon: Activity },
+      { path: '/system-errors', label: 'System Errors', icon: AlertTriangle },
       { path: '/settings', label: 'Settings', icon: Settings },
     ] : []),
   ]
 
+  // Shared nav <li> items rendered in both the desktop sidebar and the mobile drawer
+  const navLinks = navigationItems.map(({ path, label, icon: Icon }) => (
+    <li key={path}>
+      <Link
+        to={path}
+        className={`flex items-center space-x-3 px-3 py-2 rounded-md text-sm font-medium transition-colors ${
+          location.pathname === path
+            ? 'bg-blue-100 text-blue-900 dark:bg-blue-900 dark:text-blue-100'
+            : 'text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
+        }`}
+      >
+        <Icon className="h-5 w-5" />
+        <span>{label}</span>
+        {path === '/system-errors' && unackedErrors > 0 && (
+          <span className="ml-auto inline-flex min-w-[1.25rem] items-center justify-center rounded-full bg-red-600 px-1.5 py-0.5 text-xs font-semibold text-white" title="Unacknowledged events">
+            {unackedErrors > 99 ? '99+' : unackedErrors}
+          </span>
+        )}
+      </Link>
+    </li>
+  ))
+
   return (
     <div className="min-h-screen bg-gray-50 dark:bg-gray-900">
       {/* Header */}
       <header className="bg-white dark:bg-gray-800 shadow-sm border-b border-gray-200 dark:border-gray-700">
         <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
-          <div className="flex justify-between items-center h-16">
-            <div className="flex items-center space-x-4">
-              <Music className="h-8 w-8 text-blue-600" />
-              <h1 className="text-xl font-semibold text-gray-900 dark:text-gray-100">
+          <div className="flex justify-between items-center h-16 gap-2">
+            <div className="flex items-center space-x-2 sm:space-x-4 min-w-0">
+              {/* Mobile drawer control */}
+              <IconButton
+                label="Open navigation menu"
+                onClick={() => setMobileNavOpen(true)}
+                className="lg:hidden -ml-2"
+              >
+                <Menu className="h-6 w-6" />
+              </IconButton>
+              {/* Wide-screen sidebar control */}
+              <IconButton
+                label={desktopSidebarOpen ? 'Hide sidebar' : 'Show sidebar'}
+                aria-expanded={desktopSidebarOpen}
+                onClick={() => setDesktopSidebarOpen((open) => !open)}
+                className="hidden lg:inline-flex -ml-2"
+              >
+                {desktopSidebarOpen
+                  ? <PanelLeftClose className="h-5 w-5" />
+                  : <PanelLeftOpen className="h-5 w-5" />}
+              </IconButton>
+              <Music className="h-8 w-8 text-blue-600 flex-shrink-0" />
+              <h1 className="text-base sm:text-xl font-semibold text-gray-900 dark:text-gray-100 whitespace-nowrap truncate">
                 Chronicle Dashboard
               </h1>
             </div>
-            <div className="flex items-center space-x-4">
+            <div className="flex items-center space-x-2 sm:space-x-4 flex-shrink-0">
+              {/* SSE connection status */}
+              <SSEIndicator status={sseStatus} />
+
               {/* Global Recording Indicator */}
               <GlobalRecordingIndicator />
 
-              <button
-                onClick={toggleTheme}
-                className="p-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors text-gray-600 dark:text-gray-300"
-                aria-label="Toggle theme"
-              >
+              <IconButton label="Toggle theme" onClick={toggleTheme}>
                 {isDark ? <Sun className="h-5 w-5" /> : <Moon className="h-5 w-5" />}
-              </button>
+              </IconButton>
 
-              {/* User info */}
-              <div className="flex items-center space-x-2 text-sm text-gray-700 dark:text-gray-300">
+              {/* User info — hidden on small screens to avoid overflow */}
+              <div className="hidden md:flex items-center space-x-2 text-sm text-gray-700 dark:text-gray-300">
                 <div className="flex items-center space-x-1">
                   {isAdmin && <Shield className="h-4 w-4 text-blue-600" />}
-                  <span>{user?.name || user?.email}</span>
+                  <span className="truncate max-w-[160px]">{user?.name || user?.email}</span>
                 </div>
               </div>
-              
+
               <button
                 onClick={logout}
-                className="flex items-center space-x-2 px-3 py-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors text-gray-600 dark:text-gray-300"
+                className="flex items-center space-x-2 px-2 sm:px-3 py-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors text-gray-600 dark:text-gray-300"
                 aria-label="Logout"
               >
-                <LogOut className="h-4 w-4" />
-                <span className="text-sm">Logout</span>
+                <LogOut className="h-5 w-5 sm:h-4 sm:w-4" />
+                <span className="hidden sm:inline text-sm">Logout</span>
               </button>
             </div>
           </div>
         </div>
       </header>
 
-      <div className="max-w-[1600px] mx-auto px-4 sm:px-6 lg:px-8 py-8">
+      {/* Mobile navigation drawer */}
+      {mobileNavOpen && (
+        <div className="lg:hidden fixed inset-0 z-50">
+          {/* Backdrop */}
+          <div
+            className="absolute inset-0 bg-black/50"
+            onClick={() => setMobileNavOpen(false)}
+            aria-hidden="true"
+          />
+          {/* Drawer panel */}
+          <nav className="absolute left-0 top-0 h-full w-72 max-w-[85%] bg-white dark:bg-gray-800 shadow-xl flex flex-col">
+            <div className="flex items-center justify-between h-16 px-4 border-b border-gray-200 dark:border-gray-700">
+              <div className="flex items-center space-x-2">
+                <Music className="h-6 w-6 text-blue-600" />
+                <span className="font-semibold text-gray-900 dark:text-gray-100">Chronicle</span>
+              </div>
+              <IconButton
+                label="Close navigation menu"
+                onClick={() => setMobileNavOpen(false)}
+              >
+                <X className="h-6 w-6" />
+              </IconButton>
+            </div>
+            <ul className="flex-1 overflow-y-auto p-4 space-y-1">
+              {navLinks}
+            </ul>
+          </nav>
+        </div>
+      )}
+
+      <div className="max-w-[1600px] mx-auto px-4 sm:px-6 lg:px-8 py-4 lg:py-8">
         <div className="flex flex-col lg:flex-row gap-8">
-          {/* Sidebar Navigation */}
-          <nav className="lg:w-64 flex-shrink-0">
+          {/* Sidebar Navigation — desktop only; mobile uses the drawer above */}
+          <nav
+            aria-label="Primary navigation"
+            className={`${desktopSidebarOpen ? 'hidden lg:block' : 'hidden'} lg:w-64 flex-shrink-0`}
+          >
             <div className="bg-white dark:bg-gray-800 rounded-lg shadow-sm border border-gray-200 dark:border-gray-700 p-4">
               <ul className="space-y-2">
-                {navigationItems.map(({ path, label, icon: Icon }) => (
-                  <li key={path}>
-                    <Link
-                      to={path}
-                      className={`flex items-center space-x-3 px-3 py-2 rounded-md text-sm font-medium transition-colors ${
-                        location.pathname === path
-                          ? 'bg-blue-100 text-blue-900 dark:bg-blue-900 dark:text-blue-100'
-                          : 'text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700'
-                      }`}
-                    >
-                      <Icon className="h-5 w-5" />
-                      <span>{label}</span>
-                    </Link>
-                  </li>
-                ))}
+                {navLinks}
               </ul>
             </div>
           </nav>
 
           {/* Main Content */}
-          <main className="flex-1">
-            <div className="bg-white dark:bg-gray-800 rounded-lg shadow-sm border border-gray-200 dark:border-gray-700 p-6">
+          <main className="flex-1 min-w-0">
+            <div className="bg-white dark:bg-gray-800 rounded-lg shadow-sm border border-gray-200 dark:border-gray-700 p-4 sm:p-6">
               <Outlet />
             </div>
           </main>
@@ -108,10 +201,30 @@ export default function Layout() {
       <footer className="bg-white dark:bg-gray-800 border-t border-gray-200 dark:border-gray-700 mt-auto">
         <div className="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-4">
           <div className="text-center text-sm text-gray-500 dark:text-gray-400">
-            🎵 Chronicle Dashboard v1.0 | AI-powered personal audio system
+            Chronicle — understand everything, everywhere, all at once.
           </div>
         </div>
       </footer>
+
+      {/* User Loop: AI suggestion review modal (auto-opens when suggestions exist) */}
+      <UserLoopModal />
+    </div>
+  )
+}
+
+const sseStatusConfig: Record<SSEStatus, { color: string; label: string }> = {
+  connected:    { color: 'bg-green-500', label: 'Live' },
+  connecting:   { color: 'bg-gray-400',  label: 'Connecting' },
+  reconnecting: { color: 'bg-gray-400',  label: 'Reconnecting' },
+  error:        { color: 'bg-red-500',   label: 'Disconnected' },
+}
+
+function SSEIndicator({ status }: { status: SSEStatus }) {
+  const { color, label } = sseStatusConfig[status]
+  return (
+    <div className="flex items-center space-x-1.5" title={`Live updates: ${label}`}>
+      <span className={`h-2 w-2 rounded-full ${color}`} />
+      <span className="text-xs text-gray-500 dark:text-gray-400">{label}</span>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/components/plugins/EnvVarsSection.tsx b/backends/advanced/webui/src/components/plugins/EnvVarsSection.tsx
index 382baeca..742e2af9 100644
--- a/backends/advanced/webui/src/components/plugins/EnvVarsSection.tsx
+++ b/backends/advanced/webui/src/components/plugins/EnvVarsSection.tsx
@@ -1,5 +1,6 @@
 import { Key } from 'lucide-react'
 import FormField, { FieldSchema } from './FormField'
+import { Alert } from '../ui'
 
 interface EnvVarsSectionProps {
   schema: Record<string, FieldSchema>
@@ -80,12 +81,10 @@ export default function EnvVarsSection({
         })}
       </div>
 
-      <div className="p-3 bg-yellow-50 dark:bg-yellow-900/20 border border-yellow-200 dark:border-yellow-800 rounded-lg">
-        <p className="text-xs text-yellow-800 dark:text-yellow-200">
-          <strong>Note:</strong> Changing environment variables requires a backend restart to take effect.
-          Existing values are masked with <code className="font-mono">••••••••</code> for security.
-        </p>
-      </div>
+      <Alert tone="warning">
+        <strong>Note:</strong> Changing environment variables requires a backend restart to take effect.
+        Existing values are masked with <code className="font-mono">••••••••</code> for security.
+      </Alert>
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/components/plugins/FormField.tsx b/backends/advanced/webui/src/components/plugins/FormField.tsx
index cdd16ba3..dc99226b 100644
--- a/backends/advanced/webui/src/components/plugins/FormField.tsx
+++ b/backends/advanced/webui/src/components/plugins/FormField.tsx
@@ -1,5 +1,6 @@
 import { useState } from 'react'
 import { AlertCircle, Eye, EyeOff } from 'lucide-react'
+import { Checkbox, IconButton, Input, Label, Select, Textarea } from '../ui'
 
 export interface FieldSchema {
   type: 'string' | 'number' | 'boolean' | 'password' | 'enum' | 'array' | 'object'
@@ -40,35 +41,23 @@ export default function FormField({
     switch (schema.type) {
       case 'boolean':
         return (
-          <div className="flex items-center space-x-2">
-            <input
-              type="checkbox"
-              id={fieldKey}
-              checked={value || false}
-              onChange={(e) => onChange(e.target.checked)}
-              disabled={disabled}
-              className="h-4 w-4 text-blue-600 focus:ring-blue-500 border-gray-300 rounded disabled:opacity-50"
-            />
-            <label
-              htmlFor={fieldKey}
-              className="text-sm text-gray-700 dark:text-gray-300"
-            >
-              {schema.label}
-            </label>
-          </div>
+          <Checkbox
+            id={fieldKey}
+            checked={value || false}
+            onChange={(e) => onChange(e.target.checked)}
+            disabled={disabled}
+            label={schema.label}
+          />
         )
 
       case 'number':
         return (
           <div>
-            <label
-              htmlFor={fieldKey}
-              className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-            >
+            <Label htmlFor={fieldKey} className="mb-1">
               {schema.label}
               {schema.required && <span className="text-red-500 ml-1">*</span>}
-            </label>
-            <input
+            </Label>
+            <Input
               type="number"
               id={fieldKey}
               value={value ?? schema.default ?? ''}
@@ -76,7 +65,6 @@ export default function FormField({
               min={schema.min}
               max={schema.max}
               disabled={disabled}
-              className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
             />
             {schema.help_text && (
               <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
@@ -91,10 +79,7 @@ export default function FormField({
 
         return (
           <div>
-            <label
-              htmlFor={fieldKey}
-              className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-            >
+            <Label htmlFor={fieldKey} className="mb-1">
               {schema.label}
               {schema.required && <span className="text-red-500 ml-1">*</span>}
               {schema.env_var && (
@@ -102,9 +87,9 @@ export default function FormField({
                   (${schema.env_var})
                 </span>
               )}
-            </label>
+            </Label>
             <div className="relative">
-              <input
+              <Input
                 type={showPassword ? 'text' : 'password'}
                 id={fieldKey}
                 value={displayValue}
@@ -121,21 +106,20 @@ export default function FormField({
                 }}
                 disabled={disabled}
                 placeholder={isMaskedValue ? 'Enter new password to change' : 'Enter password'}
-                className="w-full px-3 py-2 pr-10 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
+                className="pr-10"
               />
-              <button
-                type="button"
+              <IconButton
+                label={showPassword ? 'Hide password' : 'Show password'}
                 onClick={() => setShowPassword(!showPassword)}
-                title={showPassword ? 'Hide password' : 'Show password'}
-                className="absolute right-2 top-1/2 -translate-y-1/2 p-1 text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200 transition-colors"
                 disabled={disabled}
+                className="absolute right-2 top-1/2 -translate-y-1/2"
               >
                 {showPassword ? (
                   <EyeOff className="h-4 w-4" />
                 ) : (
                   <Eye className="h-4 w-4" />
                 )}
-              </button>
+              </IconButton>
             </div>
             {schema.help_text && (
               <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
@@ -158,26 +142,22 @@ export default function FormField({
       case 'enum':
         return (
           <div>
-            <label
-              htmlFor={fieldKey}
-              className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-            >
+            <Label htmlFor={fieldKey} className="mb-1">
               {schema.label}
               {schema.required && <span className="text-red-500 ml-1">*</span>}
-            </label>
-            <select
+            </Label>
+            <Select
               id={fieldKey}
               value={value ?? schema.default ?? ''}
               onChange={(e) => onChange(e.target.value)}
               disabled={disabled}
-              className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
             >
               {schema.options?.map((option) => (
                 <option key={option.value} value={option.value}>
                   {option.label}
                 </option>
               ))}
-            </select>
+            </Select>
             {schema.help_text && (
               <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
                 {schema.help_text}
@@ -190,14 +170,11 @@ export default function FormField({
         const jsonStr = typeof value === 'string' ? value : JSON.stringify(value ?? schema.default ?? {}, null, 2)
         return (
           <div>
-            <label
-              htmlFor={fieldKey}
-              className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-            >
+            <Label htmlFor={fieldKey} className="mb-1">
               {schema.label}
               {schema.required && <span className="text-red-500 ml-1">*</span>}
-            </label>
-            <textarea
+            </Label>
+            <Textarea
               id={fieldKey}
               value={jsonStr}
               onChange={(e) => {
@@ -210,7 +187,7 @@ export default function FormField({
               }}
               rows={Math.min(Math.max(jsonStr.split('\n').length, 3), 12)}
               disabled={disabled}
-              className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 font-mono text-sm focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
+              className="font-mono"
             />
             {schema.help_text && (
               <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
@@ -225,20 +202,16 @@ export default function FormField({
       default:
         return (
           <div>
-            <label
-              htmlFor={fieldKey}
-              className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-            >
+            <Label htmlFor={fieldKey} className="mb-1">
               {schema.label}
               {schema.required && <span className="text-red-500 ml-1">*</span>}
-            </label>
-            <input
+            </Label>
+            <Input
               type="text"
               id={fieldKey}
               value={value ?? schema.default ?? ''}
               onChange={(e) => onChange(e.target.value)}
               disabled={disabled}
-              className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
             />
             {schema.help_text && (
               <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
diff --git a/backends/advanced/webui/src/components/plugins/OrchestrationSection.tsx b/backends/advanced/webui/src/components/plugins/OrchestrationSection.tsx
index ceaf51c8..0d59ca08 100644
--- a/backends/advanced/webui/src/components/plugins/OrchestrationSection.tsx
+++ b/backends/advanced/webui/src/components/plugins/OrchestrationSection.tsx
@@ -1,11 +1,18 @@
+import { useEffect, useState } from 'react'
 import { Zap } from 'lucide-react'
+import { wakewordApi } from '../../services/api'
+import { Checkbox, Input, Label } from '../ui'
+
+type ConditionType = 'always' | 'wake_word' | 'keyword_anywhere' | 'acoustic_wake_word'
 
 interface OrchestrationConfig {
   enabled: boolean
   events: string[]
   condition: {
-    type: 'always' | 'wake_word'
+    type: ConditionType
     wake_words?: string[]
+    keywords?: string[]
+    threshold?: number
   }
 }
 
@@ -21,15 +28,40 @@ const AVAILABLE_EVENTS: { value: string; label: string; note?: string }[] = [
   { value: 'transcript.streaming', label: 'Transcript Streaming' },
   { value: 'memory.processed', label: 'Memory Processed' },
   { value: 'transcript.batch', label: 'Transcript Batch', note: 'file upload' },
+  { value: 'wake_word.detected', label: 'Acoustic Wake Word', note: 'wakeword-service' },
   { value: 'button.single_press', label: 'Button Single Press', note: 'from OMI' },
   { value: 'button.double_press', label: 'Button Double Press', note: 'from OMI' },
 ]
 
+const DEFAULT_ACOUSTIC_THRESHOLD = 0.9
+
 export default function OrchestrationSection({
   config,
   onChange,
   disabled = false
 }: OrchestrationSectionProps) {
+  // Wake-word models the service actually has on disk (for the acoustic picker).
+  const [models, setModels] = useState<string[]>([])
+  const [modelsError, setModelsError] = useState<string | null>(null)
+
+  useEffect(() => {
+    let cancelled = false
+    wakewordApi
+      .getModels()
+      .then((res) => {
+        if (!cancelled) {
+          setModels(res.data.available || [])
+          setModelsError(null)
+        }
+      })
+      .catch(() => {
+        if (!cancelled) setModelsError('Wake-word service unreachable — start it to pick a wake word.')
+      })
+    return () => {
+      cancelled = true
+    }
+  }, [])
+
   const handleEnabledChange = (enabled: boolean) => {
     onChange({ ...config, enabled })
   }
@@ -41,27 +73,69 @@ export default function OrchestrationSection({
     onChange({ ...config, events })
   }
 
-  const handleConditionTypeChange = (type: 'always' | 'wake_word') => {
+  const handleConditionTypeChange = (type: ConditionType) => {
     onChange({
       ...config,
       condition: {
         type,
-        wake_words: type === 'wake_word' ? config.condition.wake_words || [] : undefined
+        wake_words:
+          type === 'wake_word' || type === 'acoustic_wake_word'
+            ? config.condition.wake_words || []
+            : undefined,
+        keywords: type === 'keyword_anywhere' ? config.condition.keywords || [] : undefined,
+        threshold:
+          type === 'acoustic_wake_word'
+            ? config.condition.threshold ?? DEFAULT_ACOUSTIC_THRESHOLD
+            : undefined,
       }
     })
   }
 
   const handleWakeWordsChange = (value: string) => {
     const wake_words = value.split(',').map((w) => w.trim()).filter(Boolean)
+    onChange({ ...config, condition: { ...config.condition, wake_words } })
+  }
+
+  const handleKeywordsChange = (value: string) => {
+    const keywords = value.split(',').map((w) => w.trim()).filter(Boolean)
+    onChange({ ...config, condition: { ...config.condition, keywords } })
+  }
+
+  const handleThresholdChange = (value: string) => {
+    const threshold = parseFloat(value)
     onChange({
       ...config,
-      condition: {
-        ...config.condition,
-        wake_words
-      }
+      condition: { ...config.condition, threshold: isNaN(threshold) ? undefined : threshold }
     })
   }
 
+  const handleAcousticWakeToggle = (model: string) => {
+    const current = config.condition.wake_words || []
+    const wake_words = current.includes(model)
+      ? current.filter((w) => w !== model)
+      : [...current, model]
+    onChange({ ...config, condition: { ...config.condition, wake_words } })
+  }
+
+  const conditionOptions: { value: ConditionType; label: string; desc: string }[] = [
+    { value: 'always', label: 'Always', desc: 'Execute on every matching event, no filtering' },
+    {
+      value: 'wake_word',
+      label: 'Wake Word (start of sentence)',
+      desc: 'Triggers when the transcript starts with the wake word'
+    },
+    {
+      value: 'keyword_anywhere',
+      label: 'Keyword Anywhere',
+      desc: 'Triggers when keyword appears anywhere in the transcript'
+    },
+    {
+      value: 'acoustic_wake_word',
+      label: 'Acoustic Wake Word',
+      desc: 'Triggers only on the acoustic wake word from the wakeword-service (not text)'
+    },
+  ]
+
   return (
     <div className="space-y-4">
       {/* Section Header */}
@@ -106,10 +180,10 @@ export default function OrchestrationSection({
 
       {/* Events Selection */}
       <div>
-        <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+        <Label className="mb-2">
           Events
           <span className="text-red-500 ml-1">*</span>
-        </label>
+        </Label>
         <p className="text-xs text-gray-500 dark:text-gray-400 mb-3">
           Select which events should trigger this plugin
         </p>
@@ -149,100 +223,143 @@ export default function OrchestrationSection({
 
       {/* Condition Type */}
       <div>
-        <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+        <Label className="mb-2">
           Condition
           <span className="text-red-500 ml-1">*</span>
-        </label>
+        </Label>
         <p className="text-xs text-gray-500 dark:text-gray-400 mb-3">
           When should this plugin execute?
         </p>
         <div className="space-y-2">
-          <label
-            className={`
-              flex items-center space-x-3 p-3 border rounded-lg cursor-pointer transition-colors
-              ${
-                config.condition.type === 'always'
-                  ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
-                  : 'border-gray-200 dark:border-gray-700 hover:border-gray-300 dark:hover:border-gray-600'
-              }
-              ${disabled ? 'opacity-50 cursor-not-allowed' : ''}
-            `}
-          >
-            <input
-              type="radio"
-              name="condition"
-              value="always"
-              checked={config.condition.type === 'always'}
-              onChange={() => !disabled && handleConditionTypeChange('always')}
-              disabled={disabled}
-              className="h-4 w-4 text-blue-600 focus:ring-blue-500 border-gray-300"
-            />
-            <div>
-              <span className="text-sm font-medium text-gray-900 dark:text-gray-100">
-                Always
-              </span>
-              <p className="text-xs text-gray-500 dark:text-gray-400">
-                Execute on every matching event
-              </p>
-            </div>
-          </label>
-
-          <label
-            className={`
-              flex items-center space-x-3 p-3 border rounded-lg cursor-pointer transition-colors
-              ${
-                config.condition.type === 'wake_word'
-                  ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
-                  : 'border-gray-200 dark:border-gray-700 hover:border-gray-300 dark:hover:border-gray-600'
-              }
-              ${disabled ? 'opacity-50 cursor-not-allowed' : ''}
-            `}
-          >
-            <input
-              type="radio"
-              name="condition"
-              value="wake_word"
-              checked={config.condition.type === 'wake_word'}
-              onChange={() => !disabled && handleConditionTypeChange('wake_word')}
-              disabled={disabled}
-              className="h-4 w-4 text-blue-600 focus:ring-blue-500 border-gray-300"
-            />
-            <div className="flex-1">
-              <span className="text-sm font-medium text-gray-900 dark:text-gray-100">
-                Wake Word
-              </span>
-              <p className="text-xs text-gray-500 dark:text-gray-400">
-                Execute only when specific wake words are detected
-              </p>
-            </div>
-          </label>
+          {conditionOptions.map((opt) => (
+            <label
+              key={opt.value}
+              className={`
+                flex items-center space-x-3 p-3 border rounded-lg cursor-pointer transition-colors
+                ${
+                  config.condition.type === opt.value
+                    ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20'
+                    : 'border-gray-200 dark:border-gray-700 hover:border-gray-300 dark:hover:border-gray-600'
+                }
+                ${disabled ? 'opacity-50 cursor-not-allowed' : ''}
+              `}
+            >
+              <input
+                type="radio"
+                name="condition"
+                value={opt.value}
+                checked={config.condition.type === opt.value}
+                onChange={() => !disabled && handleConditionTypeChange(opt.value)}
+                disabled={disabled}
+                className="h-4 w-4 text-blue-600 focus:ring-blue-500 border-gray-300"
+              />
+              <div className="flex-1">
+                <span className="text-sm font-medium text-gray-900 dark:text-gray-100">
+                  {opt.label}
+                </span>
+                <p className="text-xs text-gray-500 dark:text-gray-400">{opt.desc}</p>
+              </div>
+            </label>
+          ))}
         </div>
       </div>
 
       {/* Wake Words Input (conditional) */}
       {config.condition.type === 'wake_word' && (
         <div className="pl-7">
-          <label
-            htmlFor="wake-words"
-            className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1"
-          >
+          <Label htmlFor="wake-words" className="mb-1">
             Wake Words
             <span className="text-red-500 ml-1">*</span>
-          </label>
-          <input
+          </Label>
+          <Input
             type="text"
             id="wake-words"
             value={config.condition.wake_words?.join(', ') || ''}
             onChange={(e) => !disabled && handleWakeWordsChange(e.target.value)}
             placeholder="e.g., hey jarvis, ok assistant"
             disabled={disabled}
-            className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
           />
           <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
-            Comma-separated list of wake words (case-insensitive)
+            Comma-separated list of wake words. The transcript must start with one of these words (case-insensitive).
           </p>
         </div>
       )}
+
+      {/* Keywords Input (conditional) */}
+      {config.condition.type === 'keyword_anywhere' && (
+        <div className="pl-7">
+          <Label htmlFor="keywords" className="mb-1">
+            Keywords
+            <span className="text-red-500 ml-1">*</span>
+          </Label>
+          <Input
+            type="text"
+            id="keywords"
+            value={config.condition.keywords?.join(', ') || ''}
+            onChange={(e) => !disabled && handleKeywordsChange(e.target.value)}
+            placeholder="e.g., hermes, hey chronicle"
+            disabled={disabled}
+          />
+          <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
+            Comma-separated list of keywords. Triggers when any keyword appears anywhere in the transcript (case-insensitive).
+          </p>
+        </div>
+      )}
+
+      {/* Acoustic Wake Word config (conditional) */}
+      {config.condition.type === 'acoustic_wake_word' && (
+        <div className="pl-7 space-y-4">
+          {/* Wake-word model picker — limited to models the service has */}
+          <div>
+            <Label className="mb-1">
+              Wake Word
+            </Label>
+            {modelsError ? (
+              <p className="text-xs text-amber-600 dark:text-amber-400">{modelsError}</p>
+            ) : models.length === 0 ? (
+              <p className="text-xs text-gray-500 dark:text-gray-400">
+                No wake-word models found in the service.
+              </p>
+            ) : (
+              <div className="space-y-1.5">
+                {models.map((model) => (
+                  <Checkbox
+                    key={model}
+                    checked={config.condition.wake_words?.includes(model) || false}
+                    onChange={() => !disabled && handleAcousticWakeToggle(model)}
+                    disabled={disabled}
+                    label={<span className="text-gray-900 dark:text-gray-100">{model}</span>}
+                  />
+                ))}
+              </div>
+            )}
+            <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
+              Only wake words the wakeword-service has trained models for can be selected.
+            </p>
+          </div>
+
+          {/* Detection threshold */}
+          <div>
+            <Label htmlFor="acoustic-threshold" className="mb-1">
+              Detection threshold
+            </Label>
+            <input
+              type="number"
+              id="acoustic-threshold"
+              min={0}
+              max={1}
+              step={0.01}
+              value={config.condition.threshold ?? DEFAULT_ACOUSTIC_THRESHOLD}
+              onChange={(e) => !disabled && handleThresholdChange(e.target.value)}
+              disabled={disabled}
+              className="w-32 px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
+            />
+            <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">
+              Minimum acoustic confidence (0–1) required to fire. Higher = fewer false triggers.
+            </p>
+          </div>
+        </div>
+      )}
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/components/plugins/PluginAssistant.tsx b/backends/advanced/webui/src/components/plugins/PluginAssistant.tsx
index 63baf993..616d2361 100644
--- a/backends/advanced/webui/src/components/plugins/PluginAssistant.tsx
+++ b/backends/advanced/webui/src/components/plugins/PluginAssistant.tsx
@@ -1,6 +1,7 @@
 import { useState, useRef, useEffect } from 'react'
 import { Send, Bot, User, Wrench, AlertCircle, ShieldCheck, ShieldX } from 'lucide-react'
 import { systemApi } from '../../services/api'
+import { Alert, Button } from '../ui'
 
 interface Message {
   role: 'user' | 'assistant'
@@ -315,14 +316,15 @@ export default function PluginAssistant() {
                 <ShieldCheck className="h-4 w-4" />
                 Approve
               </button>
-              <button
+              <Button
+                variant="secondary"
+                size="md"
                 onClick={() => handleConfirmation(false)}
                 disabled={isSending}
-                className="flex items-center gap-1.5 px-4 py-2 bg-gray-200 dark:bg-gray-700 text-gray-700 dark:text-gray-300 rounded-lg hover:bg-gray-300 dark:hover:bg-gray-600 disabled:opacity-50 transition-colors text-sm font-medium"
+                icon={<ShieldX className="h-4 w-4" />}
               >
-                <ShieldX className="h-4 w-4" />
                 Reject
-              </button>
+              </Button>
             </div>
           </div>
         )}
@@ -347,13 +349,14 @@ export default function PluginAssistant() {
 
       {/* Error */}
       {error && (
-        <div className="mx-4 mb-2 p-3 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-lg text-red-700 dark:text-red-300 text-sm flex items-center">
-          <AlertCircle className="h-4 w-4 mr-2 flex-shrink-0" />
-          {error}
-          <button onClick={() => setError(null)} className="ml-auto text-red-500 hover:text-red-700">
-            ✕
-          </button>
-        </div>
+        <Alert tone="danger" className="mx-4 mb-2" icon={<AlertCircle className="h-4 w-4 flex-shrink-0" />}>
+          <span className="flex w-full items-center justify-between gap-2">
+            <span>{error}</span>
+            <button onClick={() => setError(null)} className="flex-shrink-0 text-red-500 hover:text-red-700">
+              ✕
+            </button>
+          </span>
+        </Alert>
       )}
 
       {/* Input area */}
@@ -372,14 +375,14 @@ export default function PluginAssistant() {
               disabled={isSending || !!confirmation}
             />
           </div>
-          <button
+          <Button
+            variant="primary"
+            size="md"
             onClick={() => sendMessage()}
             disabled={!inputMessage.trim() || isSending || !!confirmation}
-            className="p-3 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
             title="Send Message (Enter)"
-          >
-            <Send className="h-5 w-5" />
-          </button>
+            icon={<Send className="h-5 w-5" />}
+          />
         </div>
       </div>
     </div>
diff --git a/backends/advanced/webui/src/components/plugins/PluginConfigPanel.tsx b/backends/advanced/webui/src/components/plugins/PluginConfigPanel.tsx
index 13c19542..06c70911 100644
--- a/backends/advanced/webui/src/components/plugins/PluginConfigPanel.tsx
+++ b/backends/advanced/webui/src/components/plugins/PluginConfigPanel.tsx
@@ -3,6 +3,7 @@ import { Settings, CheckCircle, XCircle, Loader2 } from 'lucide-react'
 import OrchestrationSection from './OrchestrationSection'
 import EnvVarsSection from './EnvVarsSection'
 import FormField, { FieldSchema } from './FormField'
+import { Button, Tabs } from '../ui'
 
 interface PluginMetadata {
   plugin_id: string
@@ -22,8 +23,10 @@ interface PluginConfig {
     enabled: boolean
     events: string[]
     condition: {
-      type: 'always' | 'wake_word'
+      type: 'always' | 'wake_word' | 'keyword_anywhere' | 'acoustic_wake_word'
       wake_words?: string[]
+      keywords?: string[]
+      threshold?: number
     }
   }
   settings: Record<string, any>
@@ -91,51 +94,17 @@ export default function PluginConfigPanel({
       </div>
 
       {/* Tabs */}
-      <div className="flex border-b border-gray-200 dark:border-gray-700 px-6">
-        <button
-          onClick={() => setActiveTab('orchestration')}
-          className={`
-            px-4 py-3 text-sm font-medium border-b-2 transition-colors
-            ${
-              activeTab === 'orchestration'
-                ? 'border-blue-600 text-blue-600 dark:text-blue-400'
-                : 'border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
-            }
-          `}
-        >
-          Orchestration
-        </button>
-        {hasSettings && (
-          <button
-            onClick={() => setActiveTab('settings')}
-            className={`
-              px-4 py-3 text-sm font-medium border-b-2 transition-colors
-              ${
-                activeTab === 'settings'
-                  ? 'border-blue-600 text-blue-600 dark:text-blue-400'
-                  : 'border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
-              }
-            `}
-          >
-            Settings
-          </button>
-        )}
-        {hasEnvVars && (
-          <button
-            onClick={() => setActiveTab('secrets')}
-            className={`
-              px-4 py-3 text-sm font-medium border-b-2 transition-colors
-              ${
-                activeTab === 'secrets'
-                  ? 'border-blue-600 text-blue-600 dark:text-blue-400'
-                  : 'border-transparent text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
-              }
-            `}
-          >
-            Secrets
-          </button>
-        )}
-      </div>
+      <Tabs
+        variant="underline"
+        className="px-6"
+        value={activeTab}
+        onChange={(value) => setActiveTab(value)}
+        tabs={[
+          { value: 'orchestration', label: 'Orchestration' },
+          ...(hasSettings ? [{ value: 'settings' as const, label: 'Settings' }] : []),
+          ...(hasEnvVars ? [{ value: 'secrets' as const, label: 'Secrets' }] : []),
+        ]}
+      />
 
       {/* Tab Content */}
       <div className="flex-1 overflow-y-auto p-6">
@@ -262,23 +231,16 @@ export default function PluginConfigPanel({
             <span>Reset</span>
           </button>
 
-          <button
+          <Button
+            variant="primary"
+            size="md"
             onClick={onSave}
             disabled={saving || disabled}
-            className="flex items-center justify-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed min-w-[160px]"
+            className="min-w-[160px] justify-center"
+            icon={saving ? <Loader2 className="h-4 w-4 animate-spin" /> : <CheckCircle className="h-4 w-4" />}
           >
-            {saving ? (
-              <>
-                <Loader2 className="h-4 w-4 animate-spin" />
-                <span>Saving...</span>
-              </>
-            ) : (
-              <>
-                <CheckCircle className="h-4 w-4" />
-                <span>Save Changes</span>
-              </>
-            )}
-          </button>
+            {saving ? 'Saving...' : 'Save Changes'}
+          </Button>
         </div>
       </div>
     </div>
diff --git a/backends/advanced/webui/src/components/plugins/PluginListSidebar.tsx b/backends/advanced/webui/src/components/plugins/PluginListSidebar.tsx
index b3f0b14e..954698e6 100644
--- a/backends/advanced/webui/src/components/plugins/PluginListSidebar.tsx
+++ b/backends/advanced/webui/src/components/plugins/PluginListSidebar.tsx
@@ -1,3 +1,5 @@
+import { StateBadge } from '../ui'
+
 interface Plugin {
   plugin_id: string
   name: string
@@ -71,51 +73,27 @@ export default function PluginListSidebar({
 
   const getStatusBadge = (plugin: Plugin) => {
     if (!plugin.enabled) {
-      return (
-        <span className="text-xs px-2 py-0.5 rounded-full bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-400">
-          Disabled
-        </span>
-      )
+      return <StateBadge tone="neutral">Disabled</StateBadge>
     }
 
     const conn = connectivity[plugin.plugin_id]
     if (conn?.ok) {
       const label = conn.latency_ms != null ? `Active (${conn.latency_ms}ms)` : 'Active'
-      return (
-        <span className="text-xs px-2 py-0.5 rounded-full bg-green-100 dark:bg-green-900 text-green-700 dark:text-green-300">
-          {label}
-        </span>
-      )
+      return <StateBadge tone="success">{label}</StateBadge>
     }
 
     if (conn && !conn.ok) {
-      return (
-        <span className="text-xs px-2 py-0.5 rounded-full bg-red-100 dark:bg-red-900 text-red-700 dark:text-red-300">
-          Error
-        </span>
-      )
+      return <StateBadge tone="danger">Error</StateBadge>
     }
 
     // Fallback to status-based badge
     switch (plugin.status) {
       case 'active':
-        return (
-          <span className="text-xs px-2 py-0.5 rounded-full bg-green-100 dark:bg-green-900 text-green-700 dark:text-green-300">
-            Active
-          </span>
-        )
+        return <StateBadge tone="success">Active</StateBadge>
       case 'error':
-        return (
-          <span className="text-xs px-2 py-0.5 rounded-full bg-red-100 dark:bg-red-900 text-red-700 dark:text-red-300">
-            Error
-          </span>
-        )
+        return <StateBadge tone="danger">Error</StateBadge>
       default:
-        return (
-          <span className="text-xs px-2 py-0.5 rounded-full bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-400">
-            Unknown
-          </span>
-        )
+        return <StateBadge tone="neutral">Unknown</StateBadge>
     }
   }
 
diff --git a/backends/advanced/webui/src/components/transcript/InsertSegmentForm.tsx b/backends/advanced/webui/src/components/transcript/InsertSegmentForm.tsx
new file mode 100644
index 00000000..f4989195
--- /dev/null
+++ b/backends/advanced/webui/src/components/transcript/InsertSegmentForm.tsx
@@ -0,0 +1,136 @@
+import { useState } from 'react'
+import { annotationsApi } from '../../services/api'
+import SpeakerInlineInput from '../SpeakerInlineInput'
+
+interface InsertSegmentFormProps {
+  conversationId: string
+  afterIndex: number // -1 = before first segment
+  allSpeakers: { speaker_id: string; name: string }[]
+  recentSpeakers: string[]
+  usedSpeakerNames?: string[]
+  onSpeakerUsed?: (speaker: string) => void
+  /** Optional waveform-drawn span for the new segment (else a zero-duration boundary marker). */
+  region?: { start: number; end: number } | null
+  onDone: () => void // created → reload + close
+  onCancel: () => void
+}
+
+const EVENT_TAGS = ['[laughter]', '[music]', '[applause]', '[silence]', '[unintelligible]', '[crosstalk]']
+
+/**
+ * The "good little menu" for inserting a new segment between existing ones — the same
+ * form used on the conversation list and the detail page (one implementation).
+ * Self-contained state; commits a pending INSERT annotation via the API.
+ */
+export default function InsertSegmentForm({
+  conversationId,
+  afterIndex,
+  allSpeakers,
+  recentSpeakers,
+  usedSpeakerNames = [],
+  onSpeakerUsed,
+  region,
+  onDone,
+  onCancel,
+}: InsertSegmentFormProps) {
+  const [text, setText] = useState('')
+  const [type, setType] = useState<'event' | 'note' | 'speech'>('speech')
+  const [speaker, setSpeaker] = useState('')
+  const [saving, setSaving] = useState(false)
+
+  const create = async () => {
+    if (!text.trim() || saving) return
+    try {
+      setSaving(true)
+      await annotationsApi.createInsertAnnotation({
+        conversation_id: conversationId,
+        insert_after_index: afterIndex,
+        insert_text: text.trim(),
+        insert_segment_type: type,
+        ...(type === 'speech' && speaker ? { insert_speaker: speaker } : {}),
+        ...(region ? { insert_start: region.start, insert_end: region.end } : {}),
+      })
+      onDone()
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  return (
+    <div
+      className="w-full border border-purple-200 dark:border-purple-700 rounded-lg p-2 bg-purple-50 dark:bg-purple-900/20 space-y-2"
+      onClick={(e) => e.stopPropagation()}
+    >
+      {type !== 'speech' && (
+        <div className="flex flex-wrap gap-1">
+          {EVENT_TAGS.map((tag) => (
+            <button
+              key={tag}
+              onClick={() => setText(tag)}
+              className={`px-2 py-0.5 text-xs rounded border transition-colors ${
+                text === tag
+                  ? 'bg-purple-200 dark:bg-purple-700 border-purple-400 dark:border-purple-500'
+                  : 'bg-white dark:bg-gray-700 border-gray-300 dark:border-gray-600 hover:border-purple-300'
+              }`}
+            >
+              {tag}
+            </button>
+          ))}
+        </div>
+      )}
+      {type === 'speech' && (
+        <div className="flex items-center gap-2">
+          <label className="text-xs text-gray-500 dark:text-gray-400 whitespace-nowrap">Speaker:</label>
+          <SpeakerInlineInput
+            value={speaker}
+            onChange={setSpeaker}
+            onSelect={(s) => {
+              setSpeaker(s)
+              onSpeakerUsed?.(s)
+            }}
+            enrolledSpeakers={allSpeakers}
+            recentSpeakers={recentSpeakers}
+            usedSpeakerNames={usedSpeakerNames}
+            placeholder="Type or select speaker..."
+          />
+        </div>
+      )}
+      <div className="flex items-center gap-2">
+        <input
+          type="text"
+          value={text}
+          onChange={(e) => setText(e.target.value)}
+          placeholder={type === 'speech' ? 'What was said...' : 'Custom text...'}
+          className="flex-1 px-2 py-1 text-xs border rounded bg-white dark:bg-gray-700 dark:border-gray-600 focus:outline-none focus:ring-1 focus:ring-purple-500"
+          onKeyDown={(e) => {
+            if (e.key === 'Enter') create()
+            if (e.key === 'Escape') onCancel()
+          }}
+          autoFocus
+        />
+        <select
+          value={type}
+          onChange={(e) => setType(e.target.value as 'event' | 'note' | 'speech')}
+          className="px-2 py-1 text-xs border rounded bg-white dark:bg-gray-700 dark:border-gray-600"
+        >
+          <option value="speech">Speech</option>
+          <option value="event">Event Tag</option>
+          <option value="note">Note</option>
+        </select>
+        <button
+          onClick={create}
+          disabled={!text.trim() || saving}
+          className="px-2 py-1 text-xs text-white bg-purple-600 rounded hover:bg-purple-700 disabled:opacity-50"
+        >
+          Insert
+        </button>
+        <button
+          onClick={onCancel}
+          className="px-2 py-1 text-xs text-gray-600 dark:text-gray-300 bg-gray-200 dark:bg-gray-600 rounded hover:bg-gray-300"
+        >
+          Cancel
+        </button>
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/transcript/TranscriptEditor.tsx b/backends/advanced/webui/src/components/transcript/TranscriptEditor.tsx
new file mode 100644
index 00000000..4d8c2081
--- /dev/null
+++ b/backends/advanced/webui/src/components/transcript/TranscriptEditor.tsx
@@ -0,0 +1,1227 @@
+import { useCallback, useEffect, useMemo, useState } from 'react'
+import { Play, Pause, X, Check, RefreshCw, Trash2, Eye, EyeOff, Plus, Users, AlignLeft, Infinity, Scissors, ChevronLeft, ChevronRight } from 'lucide-react'
+import { annotationsApi } from '../../services/api'
+import { useGaplessPlayer } from '../../hooks/useGaplessPlayer'
+import SpeakerNameDropdown from '../SpeakerNameDropdown'
+import SpeakerInlineInput from '../SpeakerInlineInput'
+import { PlayheadWaveform, PlayheadTimeLabel } from '../audio/PlayheadWaveform'
+import { WaveformRegionEditor, Region } from '../audio/WaveformRegionEditor'
+import InsertSegmentForm from './InsertSegmentForm'
+import { useWaveformZoomDisabled } from './useWaveformZoom'
+import { IconButton, StateBadge } from '../ui'
+
+export interface Segment {
+  start: number
+  end: number
+  text: string
+  speaker?: string
+  segment_type?: string
+  identified_as?: string | null
+  confidence?: number | null
+}
+
+interface TranscriptEditorProps {
+  conversationId: string
+  segments: Segment[]
+  duration?: number
+  hasAudio: boolean
+  /** Show the audio waveform + enable timing edits (detail page). List can omit it. */
+  showWaveform?: boolean
+  isLive?: boolean
+  enrolledSpeakers: { speaker_id: string; name: string }[]
+  hideUnknownSpeakers?: boolean
+  speakerRecognition?: {
+    identification_mode?: string
+    identification_evidence?: {
+      similarity_threshold?: number
+      labels?: Record<string, {
+        assigned_name?: string | null
+        assigned_confidence?: number
+        samples?: Array<{
+          start: number
+          end: number
+          confidence?: number
+          candidates?: Array<{ name: string; similarity: number }>
+        }>
+      }>
+    }
+  } | null
+  /** Called after annotations are applied (parent should refetch the conversation). */
+  onChanged?: () => void
+}
+
+const SPEAKER_COLOR_PALETTE = [
+  'text-blue-700 dark:text-blue-300',
+  'text-emerald-700 dark:text-emerald-300',
+  'text-purple-700 dark:text-purple-300',
+  'text-orange-700 dark:text-orange-300',
+  'text-pink-700 dark:text-pink-300',
+  'text-cyan-700 dark:text-cyan-300',
+  'text-amber-700 dark:text-amber-300',
+  'text-indigo-700 dark:text-indigo-300',
+]
+
+const SPEAKER_HEX_PALETTE = ['#2563eb', '#059669', '#9333ea', '#ea580c', '#db2777', '#0891b2', '#d97706', '#4f46e5']
+
+const formatDuration = (seconds: number) => {
+  const m = Math.floor(seconds / 60)
+  const s = Math.floor(seconds % 60)
+  return `${m}:${s.toString().padStart(2, '0')}`
+}
+
+const isUnknownSpeakerLabel = (name?: string): boolean => {
+  if (!name) return true
+  const n = name.trim().toLowerCase()
+  return n === '' || n === 'unknown' || n.startsWith('unknown speaker') || n === 'background' || n === 'noise'
+}
+
+/**
+ * The single transcript+segment editor used by BOTH the conversation list (expanded card)
+ * and the detail page. Owns its own annotation/edit state for one conversation:
+ * speaker dropdown, click-to-edit text, the shared insert menu, and — when `showWaveform`
+ * — the waveform with in-place timing (move/resize) editing that auto-opens when you edit
+ * a segment's text (unless disabled via the waveform-zoom setting).
+ */
+export default function TranscriptEditor({
+  conversationId,
+  segments,
+  duration,
+  hasAudio,
+  showWaveform = true,
+  isLive = false,
+  enrolledSpeakers,
+  hideUnknownSpeakers = false,
+  speakerRecognition = null,
+  onChanged,
+}: TranscriptEditorProps) {
+  const player = useGaplessPlayer()
+  const [zoomDisabled] = useWaveformZoomDisabled()
+
+  const [diar, setDiar] = useState<any[]>([])
+  const [text, setText] = useState<any[]>([])
+  const [inserts, setInserts] = useState<any[]>([])
+  const [timing, setTiming] = useState<any[]>([])
+  const [deletions, setDeletions] = useState<any[]>([])
+
+  const [editingSegment, setEditingSegment] = useState<number | null>(null)
+  const [editedText, setEditedText] = useState('')
+  const [savingSegment, setSavingSegment] = useState(false)
+  const [segmentEditError, setSegmentEditError] = useState<string | null>(null)
+
+  const [timingEditSegment, setTimingEditSegment] = useState<number | null>(null)
+  // Live region of the linked timing editor while editing a segment's text — null
+  // until the user actually drags (so an untouched waveform saves no timing change).
+  const [timingRegion, setTimingRegion] = useState<Region | null>(null)
+  const [regionError, setRegionError] = useState<string | null>(null)
+  const [insertOpen, setInsertOpen] = useState<number | null>(null) // afterIndex
+
+  const [recentSpeakers, setRecentSpeakers] = useState<string[]>([])
+  const [hoverMarker, setHoverMarker] = useState<{ start: number; end: number } | null>(null)
+  const [preview, setPreview] = useState(false)
+  const [applying, setApplying] = useState(false)
+  const [clearing, setClearing] = useState(false)
+  const [annotationMode, setAnnotationMode] = useState<'transcript' | 'speakers'>('transcript')
+  const [selectedSpeakerSegment, setSelectedSpeakerSegment] = useState<number | null>(null)
+  const [continuePastSegment, setContinuePastSegment] = useState(false)
+  const [autoPlayOnClick, setAutoPlayOnClick] = useState(false)
+  const [speakerCreationMode, setSpeakerCreationMode] = useState<'snip' | 'draw' | null>(null)
+  const [newSpeaker, setNewSpeaker] = useState('')
+  const [newSpeakerRegion, setNewSpeakerRegion] = useState<Region | null>(null)
+  const [speakerSnipTime, setSpeakerSnipTime] = useState<number | null>(null)
+  const [speakerFilters, setSpeakerFilters] = useState<Record<string, 'include' | 'exclude'>>({})
+  const [showRecognitionEvidence, setShowRecognitionEvidence] = useState(false)
+  // While inserting with the waveform open, the region drawn on it for the new segment.
+  const [insertRegion, setInsertRegion] = useState<Region | null>(null)
+  // Whether the insert menu drives the top waveform (draw the new segment's span).
+  const insertOnWaveform = showWaveform && hasAudio && !!duration
+
+  const reload = useCallback(async () => {
+    const [d, t, i, tm, dl] = await Promise.all([
+      annotationsApi.getDiarizationAnnotations(conversationId),
+      annotationsApi.getTranscriptAnnotations(conversationId),
+      annotationsApi.getInsertAnnotations(conversationId),
+      annotationsApi.getTimingAnnotations(conversationId),
+      annotationsApi.getDeletionAnnotations(conversationId),
+    ])
+    setDiar(d.data)
+    setText(t.data)
+    setInserts(i.data)
+    setTiming(tm.data)
+    setDeletions(dl.data)
+  }, [conversationId])
+
+  useEffect(() => {
+    reload().catch(() => {})
+  }, [reload])
+
+  const pendingDiar = useMemo(() => diar.filter((a) => !a.processed), [diar])
+  const pendingText = useMemo(() => text.filter((a) => !a.processed), [text])
+  const pendingInsert = useMemo(() => inserts.filter((a) => !a.processed), [inserts])
+  const pendingTiming = useMemo(() => timing.filter((a) => !a.processed), [timing])
+  const pendingDeletion = useMemo(() => deletions.filter((a) => !a.processed), [deletions])
+  const totalPending = pendingDiar.length + pendingText.length + pendingInsert.length + pendingTiming.length + pendingDeletion.length
+
+  const allSpeakers = useMemo(() => {
+    const list = [...enrolledSpeakers]
+    const names = new Set(list.map((s) => s.name))
+    diar.forEach((a) => {
+      if (a.corrected_speaker && !names.has(a.corrected_speaker)) {
+        list.push({ speaker_id: `annotation_${a.corrected_speaker}`, name: a.corrected_speaker })
+        names.add(a.corrected_speaker)
+      }
+    })
+    return list
+  }, [enrolledSpeakers, diar])
+
+  const usedSpeakerNames = useMemo(() => {
+    const names = new Set(segments.map((segment) => segment.speaker).filter((name): name is string => !!name))
+    pendingDiar.forEach((annotation) => names.add(annotation.corrected_speaker))
+    pendingInsert.forEach((annotation) => {
+      if (annotation.insert_speaker) names.add(annotation.insert_speaker)
+    })
+    return [...names]
+  }, [segments, pendingDiar, pendingInsert])
+
+  const speakerColorMap = useMemo(() => {
+    const map: Record<string, string> = {}
+    let i = 0
+    segments.forEach((seg) => {
+      const sp = seg.speaker || 'Unknown'
+      if (!map[sp]) {
+        map[sp] = SPEAKER_COLOR_PALETTE[i % SPEAKER_COLOR_PALETTE.length]
+        i++
+      }
+    })
+    return map
+  }, [segments])
+
+  const speakerHexMap = useMemo(() => {
+    const map: Record<string, string> = {}
+    let i = 0
+    segments.forEach((seg, idx) => {
+      const corrected = pendingDiar.find((a) => a.segment_index === idx)?.corrected_speaker
+      const sp = corrected || seg.speaker || 'Unknown'
+      if (!map[sp]) map[sp] = SPEAKER_HEX_PALETTE[i++ % SPEAKER_HEX_PALETTE.length]
+    })
+    return map
+  }, [segments, pendingDiar])
+
+  const displaySpeakerForSegment = useCallback((segment: Segment, idx: number) => (
+    pendingDiar.find((annotation) => annotation.segment_index === idx)?.corrected_speaker
+      || segment.speaker
+      || 'Unknown'
+  ), [pendingDiar])
+
+  const transcriptSpeakers = useMemo(() => {
+    const speakers: string[] = []
+    const seen = new Set<string>()
+    segments.forEach((segment, idx) => {
+      if (segment.segment_type === 'event' || segment.segment_type === 'note') return
+      const speaker = displaySpeakerForSegment(segment, idx)
+      if (!seen.has(speaker)) {
+        seen.add(speaker)
+        speakers.push(speaker)
+      }
+    })
+    return speakers
+  }, [segments, displaySpeakerForSegment])
+
+  useEffect(() => {
+    setSpeakerFilters((current) => {
+      const available = new Set(transcriptSpeakers)
+      const next = Object.fromEntries(Object.entries(current).filter(([speaker]) => available.has(speaker))) as Record<string, 'include' | 'exclude'>
+      return Object.keys(next).length === Object.keys(current).length ? current : next
+    })
+  }, [transcriptSpeakers])
+
+  const cycleSpeakerFilter = (speaker: string) => {
+    setSpeakerFilters((current) => {
+      const next = { ...current }
+      if (!current[speaker]) next[speaker] = 'include'
+      else if (current[speaker] === 'include') next[speaker] = 'exclude'
+      else delete next[speaker]
+      return next
+    })
+  }
+
+  const speakerIsVisible = (speaker: string) => {
+    const includes = Object.entries(speakerFilters).filter(([, state]) => state === 'include').map(([name]) => name)
+    if (speakerFilters[speaker] === 'exclude') return false
+    return includes.length === 0 || includes.includes(speaker)
+  }
+
+  useEffect(() => {
+    if (selectedSpeakerSegment === null || Object.keys(speakerFilters).length === 0) return
+    const selected = segments[selectedSpeakerSegment]
+    if (!selected || !speakerIsVisible(displaySpeakerForSegment(selected, selectedSpeakerSegment))) {
+      setSelectedSpeakerSegment(null)
+    }
+  }, [speakerFilters, selectedSpeakerSegment, segments, displaySpeakerForSegment])
+
+  const speakerTimelineSegments = useMemo(
+    () => segments.flatMap((seg, idx) => {
+      if (seg.segment_type === 'event' || seg.segment_type === 'note') return []
+      const region = (() => {
+        const pending = pendingTiming.find((a) => a.segment_index === idx)
+        return pending ? { start: pending.new_start, end: pending.new_end } : seg
+      })()
+      const speaker = displaySpeakerForSegment(seg, idx)
+      if (!speakerIsVisible(speaker)) return []
+      return [{
+        start: region.start,
+        end: region.end,
+        color: speakerHexMap[speaker] || SPEAKER_HEX_PALETTE[0],
+        segmentIndex: idx,
+        label: `${speaker} · ${formatDuration(region.start)}–${formatDuration(region.end)}`,
+      }]
+    }),
+    [segments, pendingTiming, speakerHexMap, displaySpeakerForSegment, speakerFilters]
+  )
+
+  // Auto-open the timing editor on the main waveform when editing a segment's text
+  // (unless the user disabled waveform zoom). Closing the text edit closes it too.
+  useEffect(() => {
+    if (!showWaveform || zoomDisabled || !hasAudio) return
+    if (editingSegment !== null) setTimingEditSegment(editingSegment)
+  }, [editingSegment, showWaveform, zoomDisabled, hasAudio])
+
+  useEffect(() => {
+    if (editingSegment === null) setTimingEditSegment(null)
+    setTimingRegion(null) // fresh segment / closed = no pending drag
+  }, [editingSegment])
+
+  const noteRecent = (s: string) => setRecentSpeakers((p) => [s, ...p.filter((x) => x !== s)])
+
+  const regionForSegment = (idx: number): Region => {
+    const ta = pendingTiming.find((a) => a.segment_index === idx)
+    if (ta) return { start: ta.new_start, end: ta.new_end }
+    const s = segments[idx]
+    return { start: s.start, end: s.end }
+  }
+
+  // ---- handlers ----
+  const handleSpeakerChange = async (
+    segmentIndex: number,
+    originalSpeaker: string,
+    newSpeaker: string,
+    startTime: number
+  ) => {
+    const existing = pendingDiar.find((a) => a.segment_index === segmentIndex)
+    if (existing) await annotationsApi.updateAnnotation(existing.id, { corrected_speaker: newSpeaker })
+    else
+      await annotationsApi.createDiarizationAnnotation({
+        conversation_id: conversationId,
+        segment_index: segmentIndex,
+        original_speaker: originalSpeaker,
+        corrected_speaker: newSpeaker,
+        segment_start_time: startTime,
+      })
+    noteRecent(newSpeaker)
+    await reload()
+  }
+
+  const handleStartEdit = (idx: number, original: string) => {
+    setInsertOpen(null) // text edit and insert are mutually exclusive on the waveform
+    setInsertRegion(null)
+    setEditingSegment(idx)
+    setEditedText(original)
+    setSegmentEditError(null)
+  }
+
+  const handleSaveEdit = async (idx: number, original: string) => {
+    if (!editedText.trim()) {
+      setSegmentEditError('Segment text cannot be empty')
+      return
+    }
+    // One Save commits BOTH the text edit and any timing drag from the linked
+    // waveform editor — so adjusting the span while editing text isn't silently lost.
+    const seg = segments[idx]
+    const textChanged = editedText !== original
+    const timingChanged =
+      !!timingRegion &&
+      (Math.abs(timingRegion.start - seg.start) > 0.02 || Math.abs(timingRegion.end - seg.end) > 0.02)
+
+    if (!textChanged && !timingChanged) {
+      setEditingSegment(null)
+      return
+    }
+    try {
+      setSavingSegment(true)
+      setSegmentEditError(null)
+      if (textChanged) {
+        const existing = pendingText.find((a) => a.segment_index === idx)
+        if (existing) await annotationsApi.updateAnnotation(existing.id, { corrected_text: editedText })
+        else
+          await annotationsApi.createTranscriptAnnotation({
+            conversation_id: conversationId,
+            segment_index: idx,
+            original_text: original,
+            corrected_text: editedText,
+          })
+      }
+      if (timingChanged && timingRegion) {
+        await handleSaveTiming(idx, timingRegion)
+      }
+      setEditingSegment(null)
+      setEditedText('')
+      await reload()
+    } catch (err: any) {
+      setSegmentEditError(err.response?.data?.detail || err.message || 'Failed to save')
+    } finally {
+      setSavingSegment(false)
+    }
+  }
+
+  const handleSaveTiming = async (idx: number, region: Region) => {
+    // Upsert: one pending timing per segment (drop a prior pending one for this
+    // segment so re-dragging doesn't pile up duplicate annotations).
+    setRegionError(null)
+    const prior = pendingTiming.find((a) => a.segment_index === idx)
+    if (prior) await annotationsApi.deleteAnnotation(prior.id)
+    await annotationsApi.createTimingAnnotation({
+      conversation_id: conversationId,
+      segment_index: idx,
+      new_start: region.start,
+      new_end: region.end,
+    })
+    await reload()
+  }
+
+  const handlePlayRegion = (region: Region) =>
+    player.playSegment(conversationId, `${conversationId}-region`, region.start, region.end)
+
+  const handleDeleteAnnotation = async (annotationId: string) => {
+    await annotationsApi.deleteAnnotation(annotationId)
+    await reload()
+  }
+
+  // Toggle a pending "delete this segment" mark. Clicking again undoes it.
+  const handleToggleDeleteSegment = async (idx: number) => {
+    const existing = pendingDeletion.find((a) => a.segment_index === idx)
+    if (existing) await annotationsApi.deleteAnnotation(existing.id)
+    else
+      await annotationsApi.createDeletionAnnotation({
+        conversation_id: conversationId,
+        segment_index: idx,
+      })
+    await reload()
+  }
+
+  const handleSegmentPlayPause = (idx: number, segment: Segment) => {
+    const segId = `${conversationId}-${idx}`
+    if (player.playingSegmentId === segId) player.stop()
+    else player.playSegment(conversationId, segId, segment.start, segment.end)
+  }
+
+  const handleApply = async () => {
+    try {
+      setApplying(true)
+      await annotationsApi.applyAllAnnotations(conversationId)
+      setPreview(false)
+      onChanged?.()
+      await reload()
+    } finally {
+      setApplying(false)
+    }
+  }
+
+  const handleClear = async () => {
+    if (!confirm(`Discard ${totalPending} pending correction(s)?`)) return
+    try {
+      setClearing(true)
+      await Promise.all(
+        [...pendingDiar, ...pendingText, ...pendingInsert, ...pendingTiming, ...pendingDeletion].map((a) =>
+          annotationsApi.deleteAnnotation(a.id)
+        )
+      )
+      await reload()
+    } finally {
+      setClearing(false)
+    }
+  }
+
+  // ---- insert divider (hover "+" + pending inserts + form) ----
+  // Time at a gap (after segment `afterIndex`, -1 = before first) — where the waveform
+  // zooms to when inserting there.
+  const gapTime = (afterIndex: number) => {
+    if (afterIndex < 0) return segments[0]?.start ?? 0
+    return segments[afterIndex]?.end ?? (duration ?? 0)
+  }
+  const openInsert = (afterIndex: number) => {
+    setEditingSegment(null) // close any timing edit
+    setInsertRegion(null)
+    setInsertOpen(afterIndex)
+  }
+  const closeInsert = () => {
+    setInsertOpen(null)
+    setInsertRegion(null)
+  }
+
+  const InsertDivider = ({ afterIndex }: { afterIndex: number }) => {
+    const here = pendingInsert.filter((a) => a.insert_after_index === afterIndex)
+    const open = insertOpen === afterIndex
+    return (
+      <div className="group/ins relative py-0.5">
+        {here.map((ins) => (
+          <div
+            key={ins.id}
+            className="text-sm border-l-2 border-purple-400 dark:border-purple-600 pl-3 py-0.5 px-2 flex items-center justify-between bg-purple-50 dark:bg-purple-900/20 rounded-r"
+          >
+            <span className={ins.insert_segment_type === 'speech' ? '' : 'italic text-gray-500'}>
+              {ins.insert_segment_type === 'speech' ? (
+                <>
+                  <span className="font-medium text-blue-600 dark:text-blue-400">{ins.insert_speaker || 'Speaker'}</span>: {ins.insert_text || <em className="text-gray-400">(empty)</em>}
+                </>
+              ) : ins.insert_segment_type === 'note' ? (
+                `[Note: ${ins.insert_text}]`
+              ) : (
+                ins.insert_text
+              )}
+              <StateBadge tone="suggest" className="ml-2">
+                Pending Insert
+              </StateBadge>
+            </span>
+            <IconButton
+              label="Remove insert"
+              danger
+              onClick={() => handleDeleteAnnotation(ins.id)}
+              className="ml-2"
+            >
+              <X className="w-3 h-3" />
+            </IconButton>
+          </div>
+        ))}
+        {/* When the waveform is available, the insert form moves up next to it (so you can
+            draw the new segment's span). Otherwise it appears inline here. */}
+        {open && !insertOnWaveform && (
+          <InsertSegmentForm
+            conversationId={conversationId}
+            afterIndex={afterIndex}
+            allSpeakers={allSpeakers}
+            recentSpeakers={recentSpeakers}
+            usedSpeakerNames={usedSpeakerNames}
+            onSpeakerUsed={noteRecent}
+            onDone={async () => {
+              closeInsert()
+              await reload()
+            }}
+            onCancel={closeInsert}
+          />
+        )}
+        {!open && !preview && (
+          <button
+            onClick={() => openInsert(afterIndex)}
+            className="absolute left-1/2 -translate-x-1/2 -translate-y-1/2 top-1/2 z-10 opacity-0 group-hover/ins:opacity-60 hover:!opacity-100 transition-opacity px-1.5 leading-tight text-xs text-gray-400 border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 rounded-full hover:text-purple-500 hover:border-purple-400"
+            title="Insert a segment here"
+          >
+            +
+          </button>
+        )}
+      </div>
+    )
+  }
+
+  // ---- render ----
+  const showAudio = showWaveform && hasAudio && conversationId && !!duration
+  // While actively editing timing / inserting, pin the waveform to the top of the
+  // viewport so it stays reachable when the segment you're editing is far down the
+  // transcript (no scrolling back up to the player).
+  const editorActive = timingEditSegment !== null || insertOpen !== null
+
+  const playFromSpeakerPoint = (time: number, region: Region | null, segmentId: string) => {
+    setSpeakerSnipTime(time)
+    if (!autoPlayOnClick) return
+    if (continuePastSegment) {
+      player.play(conversationId, time, { totalDuration: duration! })
+      return
+    }
+    if (region && time >= region.start && time < region.end) {
+      player.playSegment(conversationId, segmentId, time, region.end)
+      return
+    }
+    // With bounded playback selected, a click outside a span is positioning only.
+    // Stop any prior continuous program so it cannot appear to ignore the toggle.
+    player.pause()
+  }
+
+  const selectSpeakerSegment = (idx: number) => {
+    const segment = segments[idx]
+    if (!segment) return
+    closeSpeakerCreation()
+    setSpeakerSnipTime(null)
+    setSelectedSpeakerSegment(idx)
+    const region = regionForSegment(idx)
+    playFromSpeakerPoint(region.start, region, `${conversationId}-${idx}`)
+  }
+
+  const closeSpeakerCreation = () => {
+    setSpeakerCreationMode(null)
+    setNewSpeaker('')
+    setNewSpeakerRegion(null)
+  }
+
+  const createSpeakerSpan = async () => {
+    if (selectedSpeakerSegment === null || !newSpeaker.trim()) return
+    const idx = selectedSpeakerSegment
+    const selectedRegion = regionForSegment(idx)
+    let region: Region | null = newSpeakerRegion
+
+    if (speakerCreationMode === 'snip') {
+      const splitAt = speakerSnipTime
+      if (splitAt == null || splitAt <= selectedRegion.start + 0.05 || splitAt >= selectedRegion.end - 0.05) {
+        setRegionError('Place the red playhead inside the selected span before snipping.')
+        return
+      }
+      region = { start: splitAt, end: selectedRegion.end }
+      await handleSaveTiming(idx, { start: selectedRegion.start, end: splitAt })
+    }
+
+    if (!region || region.end - region.start < 0.05) {
+      setRegionError('Drag a speaker span on the waveform first.')
+      return
+    }
+
+    await annotationsApi.createInsertAnnotation({
+      conversation_id: conversationId,
+      insert_after_index: idx,
+      insert_text: '',
+      insert_segment_type: 'speech',
+      insert_speaker: newSpeaker.trim(),
+      insert_start: region.start,
+      insert_end: region.end,
+    })
+    noteRecent(newSpeaker.trim())
+    closeSpeakerCreation()
+    await reload()
+  }
+
+  return (
+    <div className="space-y-3">
+      {showAudio && (
+        <div className="flex items-center justify-between gap-3">
+          <div className="inline-flex rounded-lg bg-gray-100 dark:bg-gray-700 p-1" aria-label="Annotation mode">
+            <button
+              onClick={() => setAnnotationMode('transcript')}
+              className={`inline-flex items-center gap-1.5 rounded-md px-3 py-1.5 text-xs font-medium ${annotationMode === 'transcript' ? 'bg-white dark:bg-gray-800 shadow text-gray-900 dark:text-white' : 'text-gray-500 dark:text-gray-300'}`}
+            >
+              <AlignLeft className="h-3.5 w-3.5" /> Transcript
+            </button>
+            <button
+              onClick={() => {
+                setAnnotationMode('speakers')
+                setEditingSegment(null)
+                setInsertOpen(null)
+              }}
+              className={`inline-flex items-center gap-1.5 rounded-md px-3 py-1.5 text-xs font-medium ${annotationMode === 'speakers' ? 'bg-white dark:bg-gray-800 shadow text-gray-900 dark:text-white' : 'text-gray-500 dark:text-gray-300'}`}
+            >
+              <Users className="h-3.5 w-3.5" /> Edit speakers & timing
+            </button>
+          </div>
+          {annotationMode === 'speakers' && (
+            <span className="text-xs text-gray-500 dark:text-gray-400">Hover a colored span to preview it, then click to edit</span>
+          )}
+        </div>
+      )}
+
+      {transcriptSpeakers.length > 1 && (
+        <div className="flex flex-wrap items-center gap-1.5" aria-label="Filter by speaker">
+          <span className="mr-1 text-xs text-gray-500 dark:text-gray-400">Speakers:</span>
+          {transcriptSpeakers.map((speaker) => {
+            const state = speakerFilters[speaker]
+            return (
+              <button
+                key={speaker}
+                type="button"
+                onClick={() => cycleSpeakerFilter(speaker)}
+                className={`inline-flex items-center gap-1.5 rounded-full border px-2.5 py-1 text-xs transition-colors ${
+                  state === 'include'
+                    ? 'bg-blue-100 border-blue-400 text-blue-700 dark:bg-blue-900 dark:text-blue-100 dark:border-blue-600'
+                    : state === 'exclude'
+                      ? 'bg-red-100 border-red-400 text-red-700 line-through dark:bg-red-900/40 dark:text-red-200 dark:border-red-600'
+                      : 'border-gray-300 bg-white text-gray-600 hover:bg-gray-100 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-300 dark:hover:bg-gray-700'
+                }`}
+                title={`${speaker}: ${state || 'off'} — click to cycle`}
+              >
+                <span className="h-2.5 w-2.5 rounded-sm" style={{ backgroundColor: speakerHexMap[speaker] || SPEAKER_HEX_PALETTE[0] }} />
+                {speaker}
+              </button>
+            )
+          })}
+          {Object.keys(speakerFilters).length > 0 && (
+            <button
+              type="button"
+              onClick={() => setSpeakerFilters({})}
+              className="px-2 py-1 text-xs text-gray-400 hover:text-gray-600 dark:hover:text-gray-200"
+            >
+              Clear
+            </button>
+          )}
+        </div>
+      )}
+
+      {speakerRecognition?.identification_evidence?.labels && (
+        <div className="rounded-lg border border-gray-200 dark:border-gray-700">
+          <button
+            type="button"
+            onClick={() => setShowRecognitionEvidence((value) => !value)}
+            className="flex w-full items-center justify-between px-3 py-2 text-left text-xs text-gray-600 hover:bg-gray-50 dark:text-gray-300 dark:hover:bg-gray-700/40"
+          >
+            <span className="inline-flex items-center gap-1.5">
+              {showRecognitionEvidence ? <EyeOff className="h-3.5 w-3.5" /> : <Eye className="h-3.5 w-3.5" />}
+              Speaker recognition evidence
+            </span>
+            <span className="text-gray-400">
+              threshold {speakerRecognition.identification_evidence.similarity_threshold?.toFixed(2) ?? '—'}
+            </span>
+          </button>
+          {showRecognitionEvidence && (
+            <div className="space-y-2 border-t border-gray-200 p-3 dark:border-gray-700">
+              {Object.entries(speakerRecognition.identification_evidence.labels).map(([label, evidence]) => (
+                <div key={label} className="rounded border border-gray-200 p-2 dark:border-gray-700">
+                  <div className="mb-1.5 flex items-center justify-between gap-2 text-xs">
+                    <span className="font-medium text-gray-800 dark:text-gray-200">{label}</span>
+                    <span className={evidence.assigned_name ? 'text-green-600 dark:text-green-400' : 'text-gray-400'}>
+                      {evidence.assigned_name
+                        ? `assigned ${evidence.assigned_name} · ${(evidence.assigned_confidence ?? 0).toFixed(3)}`
+                        : 'left unknown'}
+                    </span>
+                  </div>
+                  <div className="grid gap-1 sm:grid-cols-3">
+                    {(evidence.samples || []).map((sample) => (
+                      <div key={`${sample.start}-${sample.end}`} className="rounded bg-gray-50 px-2 py-1.5 text-[11px] dark:bg-gray-900/40">
+                        <div className="mb-1 font-mono text-gray-500">
+                          {formatDuration(sample.start)}–{formatDuration(sample.end)}
+                        </div>
+                        {(sample.candidates || []).slice(0, 3).map((candidate, rank) => (
+                          <div key={`${candidate.name}-${rank}`} className="flex justify-between gap-2 text-gray-700 dark:text-gray-300">
+                            <span>{rank + 1}. {candidate.name}</span>
+                            <span className="font-mono">{candidate.similarity.toFixed(3)}</span>
+                          </div>
+                        ))}
+                        {!sample.candidates?.length && <span className="text-gray-400">No candidates recorded</span>}
+                      </div>
+                    ))}
+                  </div>
+                </div>
+              ))}
+            </div>
+          )}
+        </div>
+      )}
+
+      {/* Waveform — doubles as the timing editor while editing a segment */}
+      {showAudio && (
+        <div
+          className={
+            editorActive
+              ? 'sticky top-0 z-20 bg-white dark:bg-gray-800 pt-2 pb-3 -mt-2 shadow-[0_6px_8px_-6px_rgba(0,0,0,0.25)] dark:shadow-[0_6px_8px_-6px_rgba(0,0,0,0.6)]'
+              : undefined
+          }
+        >
+          {annotationMode === 'speakers' ? (
+            <div className="space-y-3">
+              <PlayheadWaveform
+                cid={conversationId}
+                duration={duration!}
+                onSeek={(t) => {
+                  playFromSpeakerPoint(t, null, `${conversationId}-overview`)
+                }}
+                height={104}
+                coloredSegments={speakerTimelineSegments}
+                onSegmentClick={selectSpeakerSegment}
+                segmentMarker={player.segmentMarker}
+                hoverMarker={selectedSpeakerSegment === null ? null : regionForSegment(selectedSpeakerSegment)}
+              />
+
+              {selectedSpeakerSegment !== null ? (() => {
+                const idx = selectedSpeakerSegment
+                const segment = segments[idx]
+                const originalSpeaker = segment.speaker || 'Unknown'
+                const diarA = pendingDiar.find((a) => a.segment_index === idx)
+                const displaySpeaker = diarA?.corrected_speaker || originalSpeaker
+                return (
+                  <div className="rounded-lg border border-gray-200 dark:border-gray-700 p-3">
+                    <div className="flex items-center justify-between gap-3 mb-2">
+                      <div className="flex items-center gap-2">
+                        <span className="h-3 w-3 rounded-sm" style={{ backgroundColor: speakerHexMap[displaySpeaker] }} />
+                        <SpeakerNameDropdown
+                          currentSpeaker={displaySpeaker}
+                          enrolledSpeakers={allSpeakers}
+                          onSpeakerChange={(speaker) => handleSpeakerChange(idx, originalSpeaker, speaker, segment.start)}
+                          segmentIndex={idx}
+                          conversationId={conversationId}
+                          annotated={!!diarA}
+                          speakerColor="text-gray-900 dark:text-white"
+                          recentSpeakers={recentSpeakers}
+                          usedSpeakerNames={usedSpeakerNames}
+                        />
+                        <span className="text-xs text-gray-400">Segment {idx + 1} of {segments.length}</span>
+                        <IconButton
+                          disabled={idx <= 0}
+                          onClick={() => selectSpeakerSegment(idx - 1)}
+                          label="Previous segment"
+                        >
+                          <ChevronLeft className="h-4 w-4" />
+                        </IconButton>
+                        <IconButton
+                          disabled={idx >= segments.length - 1}
+                          onClick={() => selectSpeakerSegment(idx + 1)}
+                          label="Next segment"
+                        >
+                          <ChevronRight className="h-4 w-4" />
+                        </IconButton>
+                      </div>
+                      <div className="flex items-center gap-1">
+                        <button
+                          type="button"
+                          aria-pressed={autoPlayOnClick}
+                          onClick={() => setAutoPlayOnClick((value) => !value)}
+                          className={`inline-flex items-center gap-1 rounded px-1.5 py-1 text-xs ${autoPlayOnClick ? 'bg-blue-100 text-blue-700 dark:bg-blue-900/40 dark:text-blue-300' : 'text-gray-400 hover:bg-gray-100 dark:hover:bg-gray-700'}`}
+                          title={autoPlayOnClick ? 'Auto-play is on: waveform clicks start playback' : 'Auto-play is off: waveform clicks only position the snip cursor'}
+                        >
+                          <Play className="h-3.5 w-3.5" />
+                          <span className="hidden sm:inline">Auto-play</span>
+                        </button>
+                        <button
+                          type="button"
+                          onClick={() => {
+                            setRegionError(null)
+                            setSpeakerCreationMode('snip')
+                            setNewSpeaker('')
+                            setNewSpeakerRegion(null)
+                          }}
+                          className={`inline-flex items-center gap-1 rounded px-1.5 py-1 text-xs ${speakerCreationMode === 'snip' ? 'bg-purple-100 text-purple-700 dark:bg-purple-900/40 dark:text-purple-300' : 'text-gray-500 hover:bg-gray-100 dark:hover:bg-gray-700'}`}
+                          title="Split this speaker span at the red playhead"
+                        >
+                          <Scissors className="h-3.5 w-3.5" /> Snip
+                        </button>
+                        <button
+                          type="button"
+                          onClick={() => {
+                            setRegionError(null)
+                            setSpeakerCreationMode('draw')
+                            setNewSpeaker('')
+                            setNewSpeakerRegion(null)
+                          }}
+                          className={`inline-flex items-center gap-1 rounded px-1.5 py-1 text-xs ${speakerCreationMode === 'draw' ? 'bg-purple-100 text-purple-700 dark:bg-purple-900/40 dark:text-purple-300' : 'text-gray-500 hover:bg-gray-100 dark:hover:bg-gray-700'}`}
+                          title="Drag a new independent or overlapping speaker span"
+                        >
+                          <Plus className="h-3.5 w-3.5" /> New span
+                        </button>
+                        <button
+                          type="button"
+                          aria-pressed={continuePastSegment}
+                          onClick={() => setContinuePastSegment((value) => {
+                            if (value) player.stop()
+                            return !value
+                          })}
+                          className={`inline-flex items-center gap-1 rounded px-1.5 py-1 text-xs ${continuePastSegment ? 'bg-blue-100 text-blue-700 dark:bg-blue-900/40 dark:text-blue-300' : 'text-gray-400 hover:bg-gray-100 dark:hover:bg-gray-700'}`}
+                          title={continuePastSegment ? 'Continuous playback enabled: clicks play beyond this segment' : 'Stop at segment end: click to enable continuous playback'}
+                        >
+                          <Infinity className="h-3.5 w-3.5" />
+                          <span className="hidden sm:inline">Continue</span>
+                        </button>
+                        <IconButton onClick={() => setSelectedSpeakerSegment(null)} label="Close selection"><X className="h-4 w-4" /></IconButton>
+                      </div>
+                    </div>
+                    <WaveformRegionEditor
+                      key={`speaker-boundary-${idx}-${regionForSegment(idx).start}-${regionForSegment(idx).end}`}
+                      conversationId={conversationId}
+                      duration={duration!}
+                      initialRegion={regionForSegment(idx)}
+                      onSaveTiming={async (region) => handleSaveTiming(idx, region)}
+                      onCancel={() => setSelectedSpeakerSegment(null)}
+                      onPlay={handlePlayRegion}
+                      onSeekPlay={(time, region) => {
+                        playFromSpeakerPoint(time, region, `${conversationId}-${idx}`)
+                      }}
+                      playheadTime={autoPlayOnClick ? undefined : speakerSnipTime}
+                      height={96}
+                    />
+                    <p className="mt-2 text-xs text-gray-500 dark:text-gray-400 line-clamp-1" title={segment.text}>
+                      Words are reference only: {segment.text || '(no transcript text)'}
+                    </p>
+
+                    {speakerCreationMode && (
+                      <div className="mt-3 rounded-lg border border-purple-200 dark:border-purple-800 bg-purple-50/60 dark:bg-purple-900/10 p-3 space-y-2">
+                        <div className="flex items-center justify-between gap-2">
+                          <p className="text-xs text-purple-700 dark:text-purple-300">
+                            {speakerCreationMode === 'snip'
+                              ? `The new speaker starts at the last point clicked in the zoomed waveform (${speakerSnipTime == null ? 'click the waveform first' : `${speakerSnipTime.toFixed(2)}s`}) and takes the remainder of this span.`
+                              : 'Drag the exact new speaker span below. It may overlap an existing speaker.'}
+                          </p>
+                          <IconButton onClick={closeSpeakerCreation} label="Cancel"><X className="h-3.5 w-3.5" /></IconButton>
+                        </div>
+
+                        {speakerCreationMode === 'draw' && (
+                          <WaveformRegionEditor
+                            key={`new-speaker-span-${idx}`}
+                            conversationId={conversationId}
+                            duration={duration!}
+                            initialRegion={null}
+                            focusTime={speakerSnipTime ?? regionForSegment(idx).end}
+                            pickerMode
+                            onChange={setNewSpeakerRegion}
+                            onCancel={closeSpeakerCreation}
+                            onPlay={handlePlayRegion}
+                            onSeekPlay={(time, region) => {
+                              playFromSpeakerPoint(time, region, `${conversationId}-new-speaker-span`)
+                            }}
+                            playheadTime={autoPlayOnClick ? undefined : speakerSnipTime}
+                            height={88}
+                          />
+                        )}
+
+                        <div className="flex items-center gap-2">
+                          <span className="text-xs text-gray-500 whitespace-nowrap">New speaker:</span>
+                          <div className="flex-1 min-w-0">
+                            <SpeakerInlineInput
+                              value={newSpeaker}
+                              onChange={setNewSpeaker}
+                              onSelect={(speaker) => {
+                                setNewSpeaker(speaker)
+                                noteRecent(speaker)
+                              }}
+                              enrolledSpeakers={allSpeakers}
+                              recentSpeakers={recentSpeakers}
+                              usedSpeakerNames={usedSpeakerNames}
+                              placeholder="Select who starts here…"
+                            />
+                          </div>
+                          <button
+                            onClick={createSpeakerSpan}
+                            disabled={!newSpeaker.trim() || (speakerCreationMode === 'draw' && !newSpeakerRegion)}
+                            className="inline-flex items-center gap-1 rounded bg-purple-600 px-2.5 py-1.5 text-xs font-medium text-white hover:bg-purple-700 disabled:opacity-40"
+                          >
+                            {speakerCreationMode === 'snip' ? <Scissors className="h-3.5 w-3.5" /> : <Plus className="h-3.5 w-3.5" />}
+                            {speakerCreationMode === 'snip' ? 'Create split' : 'Create span'}
+                          </button>
+                        </div>
+                        {regionError && <p className="text-xs text-red-500">{regionError}</p>}
+                      </div>
+                    )}
+                  </div>
+                )
+              })() : (
+                <div className="rounded-lg border border-dashed border-gray-300 dark:border-gray-600 px-3 py-5 text-center text-sm text-gray-500">
+                  Hover a colored span to see its speaker and time, then click to edit it.
+                </div>
+              )}
+
+              <div className="flex items-center gap-3">
+                <button
+                  onClick={() => {
+                    if (player.isActive(conversationId) && player.isPlaying) {
+                      setAutoPlayOnClick(false)
+                      player.pause()
+                    } else {
+                      player.togglePlay(conversationId, duration!)
+                    }
+                  }}
+                  className="p-2 rounded-full bg-blue-600 hover:bg-blue-700 text-white"
+                  title={player.isActive(conversationId) && player.isPlaying ? 'Pause and disable auto-play' : 'Play'}
+                >
+                  {player.isActive(conversationId) && player.isPlaying ? <Pause className="w-4 h-4" /> : <Play className="w-4 h-4" />}
+                </button>
+                <PlayheadTimeLabel cid={conversationId} total={duration} className="text-sm text-gray-600 dark:text-gray-400 font-mono" />
+              </div>
+            </div>
+          ) : timingEditSegment !== null ? (
+            <>
+              <WaveformRegionEditor
+                key={`timing-${timingEditSegment}`}
+                conversationId={conversationId}
+                duration={duration!}
+                initialRegion={regionForSegment(timingEditSegment)}
+                commitMode="linked"
+                onChange={setTimingRegion}
+                onCancel={() => setEditingSegment(null)}
+                onPlay={handlePlayRegion}
+                height={96}
+              />
+              {regionError && <p className="text-xs text-red-500 mt-1">{regionError}</p>}
+            </>
+          ) : insertOpen !== null ? (
+            <>
+              <div className="text-xs text-purple-600 dark:text-purple-400 mb-1">
+                {insertOpen < 0
+                  ? 'Inserting before the first segment'
+                  : `Inserting after segment ${insertOpen + 1}`}
+                {' — drag on the waveform to set its time span (optional).'}
+              </div>
+              <WaveformRegionEditor
+                conversationId={conversationId}
+                duration={duration!}
+                initialRegion={null}
+                focusTime={gapTime(insertOpen)}
+                pickerMode
+                onChange={setInsertRegion}
+                onCancel={closeInsert}
+                onPlay={handlePlayRegion}
+                height={96}
+              />
+              <div className="mt-2">
+                <InsertSegmentForm
+                  conversationId={conversationId}
+                  afterIndex={insertOpen}
+                  allSpeakers={allSpeakers}
+                  recentSpeakers={recentSpeakers}
+                  usedSpeakerNames={usedSpeakerNames}
+                  onSpeakerUsed={noteRecent}
+                  region={insertRegion}
+                  onDone={async () => {
+                    closeInsert()
+                    await reload()
+                  }}
+                  onCancel={closeInsert}
+                />
+              </div>
+            </>
+          ) : (
+            <div className="flex items-center gap-3">
+              <div className="flex-1">
+                <PlayheadWaveform
+                  cid={conversationId}
+                  duration={duration!}
+                  onSeek={(t) => player.play(conversationId, t, { totalDuration: duration! })}
+                  height={80}
+                  segments={segments}
+                  segmentMarker={player.segmentMarker}
+                  hoverMarker={hoverMarker}
+                />
+                <div className="flex items-center gap-3 mt-2">
+                  <button
+                    onClick={() => player.togglePlay(conversationId, duration!)}
+                    className="p-2 rounded-full bg-blue-600 hover:bg-blue-700 text-white"
+                    title={player.isActive(conversationId) && player.isPlaying ? 'Pause' : 'Play'}
+                  >
+                    {player.isActive(conversationId) && player.isPlaying ? (
+                      <Pause className="w-4 h-4" />
+                    ) : (
+                      <Play className="w-4 h-4" />
+                    )}
+                  </button>
+                  <PlayheadTimeLabel cid={conversationId} total={duration} className="text-sm text-gray-600 dark:text-gray-400 font-mono" />
+                </div>
+              </div>
+            </div>
+          )}
+        </div>
+      )}
+
+      {/* Pending corrections bar */}
+      {totalPending > 0 && (
+        <div className="flex items-center justify-between gap-3 px-3 py-2 bg-orange-50 dark:bg-orange-900/20 border border-orange-200 dark:border-orange-800 rounded-lg">
+          <span className="text-sm text-orange-700 dark:text-orange-300">
+            {totalPending} pending correction{totalPending === 1 ? '' : 's'} ({pendingDiar.length} speaker, {pendingText.length} text, {pendingInsert.length} insert, {pendingTiming.length} timing, {pendingDeletion.length} delete) — not yet applied
+          </span>
+          <div className="flex items-center gap-2 flex-shrink-0">
+            <button
+              onClick={() => setPreview((p) => !p)}
+              className="inline-flex items-center gap-1 px-2.5 py-1 text-xs font-medium text-gray-700 dark:text-gray-300 bg-gray-100 dark:bg-gray-700 rounded hover:bg-gray-200 dark:hover:bg-gray-600"
+              title="Preview the corrected transcript"
+            >
+              {preview ? <EyeOff className="h-3.5 w-3.5" /> : <Eye className="h-3.5 w-3.5" />}
+              {preview ? 'Exit preview' : 'Preview'}
+            </button>
+            <button
+              onClick={handleApply}
+              disabled={applying || clearing}
+              className="inline-flex items-center gap-1 px-2.5 py-1 text-xs font-medium text-white bg-blue-600 rounded hover:bg-blue-700 disabled:opacity-50"
+              title="Create a new transcript version with these corrections and reprocess memory"
+            >
+              {applying ? <RefreshCw className="h-3.5 w-3.5 animate-spin" /> : <Check className="h-3.5 w-3.5" />}
+              Apply
+            </button>
+            <button
+              onClick={handleClear}
+              disabled={applying || clearing}
+              className="inline-flex items-center gap-1 px-2.5 py-1 text-xs font-medium text-gray-700 dark:text-gray-300 bg-gray-100 dark:bg-gray-700 rounded hover:bg-gray-200 dark:hover:bg-gray-600 disabled:opacity-50"
+              title="Discard all pending corrections"
+            >
+              {clearing ? <RefreshCw className="h-3.5 w-3.5 animate-spin" /> : <Trash2 className="h-3.5 w-3.5" />}
+              Clear
+            </button>
+          </div>
+        </div>
+      )}
+
+      {/* Segments */}
+      {annotationMode === 'transcript' && (segments.length > 0 ? (
+        <div className="space-y-0.5">
+          <InsertDivider afterIndex={-1} />
+          {segments.map((segment, idx) => {
+            const speaker = segment.speaker || 'Unknown'
+            const isEvent = segment.segment_type === 'event'
+            const isNote = segment.segment_type === 'note'
+            const displaySpeaker = displaySpeakerForSegment(segment, idx)
+            if (Object.keys(speakerFilters).length > 0 && (isEvent || isNote || !speakerIsVisible(displaySpeaker))) {
+              return null
+            }
+            if (hideUnknownSpeakers && !isNote && isUnknownSpeakerLabel(speaker)) return null
+
+            const speakerColor = speakerColorMap[speaker] || SPEAKER_COLOR_PALETTE[0]
+            const isEditing = editingSegment === idx
+            const diarA = pendingDiar.find((a) => a.segment_index === idx)
+            const textA = pendingText.find((a) => a.segment_index === idx)
+            const timingA = pendingTiming.find((a) => a.segment_index === idx)
+            const delA = pendingDeletion.find((a) => a.segment_index === idx)
+            const displayText = textA ? textA.corrected_text : segment.text
+
+            if (isEvent || isNote) {
+              return (
+                <div key={idx}>
+                  <div
+                    className={`group flex items-center gap-2 py-1.5 px-3 rounded ${
+                      isEvent ? 'bg-amber-50 dark:bg-amber-900/25 border-l-2 border-amber-500' : 'bg-green-50 dark:bg-green-900/25 border-l-2 border-green-500'
+                    }`}
+                    onMouseEnter={isEvent ? () => setHoverMarker({ start: segment.start, end: segment.end }) : undefined}
+                    onMouseLeave={isEvent ? () => setHoverMarker(null) : undefined}
+                  >
+                    {isEvent && hasAudio && (
+                      <button onClick={() => handleSegmentPlayPause(idx, segment)} className="flex-shrink-0 p-0.5 rounded hover:bg-yellow-200 opacity-0 group-hover:opacity-100">
+                        {player.playingSegmentId === `${conversationId}-${idx}` ? <Pause className="h-3 w-3 text-yellow-600" /> : <Play className="h-3 w-3 text-yellow-600" />}
+                      </button>
+                    )}
+                    <span className="text-xs font-semibold text-gray-700 dark:text-gray-300 uppercase mr-2">{isEvent ? 'event' : 'note'}</span>
+                    <span className="text-sm text-gray-800 dark:text-gray-200 italic">{displayText}</span>
+                  </div>
+                  <InsertDivider afterIndex={idx} />
+                </div>
+              )
+            }
+
+            return (
+              <div key={idx}>
+                <div
+                  className={`group flex items-start gap-2 py-1 rounded hover:bg-gray-50 dark:hover:bg-gray-700/50 ${
+                    delA ? 'bg-red-50 dark:bg-red-900/10 opacity-60' : (!preview && textA) ? 'bg-yellow-50 dark:bg-yellow-900/10' : ''
+                  }`}
+                  onMouseEnter={() => setHoverMarker({ start: segment.start, end: segment.end })}
+                  onMouseLeave={() => setHoverMarker(null)}
+                >
+                  {hasAudio && (
+                    <button onClick={() => handleSegmentPlayPause(idx, segment)} className="flex-shrink-0 mt-0.5 p-0.5 rounded hover:bg-gray-200 dark:hover:bg-gray-600 opacity-0 group-hover:opacity-100" title={`Play ${formatDuration(segment.end - segment.start)}s`}>
+                      {player.playingSegmentId === `${conversationId}-${idx}` ? <Pause className="h-3 w-3 text-blue-600" /> : <Play className="h-3 w-3 text-gray-500" />}
+                    </button>
+                  )}
+
+                  <div className="flex-shrink-0 w-28 inline-flex items-start gap-1">
+                    {preview ? (
+                      <span className={`text-sm font-medium ${speakerColor}`}>{displaySpeaker}</span>
+                    ) : (
+                      <>
+                        {diarA && (
+                          <IconButton
+                            onClick={() => handleDeleteAnnotation(diarA.id)}
+                            className="flex-shrink-0 mt-1"
+                            danger
+                            label={`Revert to "${diarA.original_speaker}"`}
+                          >
+                            <X className="w-3 h-3" />
+                          </IconButton>
+                        )}
+                        <SpeakerNameDropdown
+                          currentSpeaker={displaySpeaker}
+                          enrolledSpeakers={allSpeakers}
+                          onSpeakerChange={(ns) => handleSpeakerChange(idx, diarA ? diarA.original_speaker : speaker, ns, segment.start)}
+                          segmentIndex={idx}
+                          conversationId={conversationId}
+                          annotated={!!diarA}
+                          speakerColor={speakerColor}
+                          recentSpeakers={recentSpeakers}
+                          usedSpeakerNames={usedSpeakerNames}
+                        />
+                      </>
+                    )}
+                  </div>
+
+                  <div className="flex-1 min-w-0">
+                    {isEditing && !preview ? (
+                      <div className="space-y-1">
+                        <textarea
+                          value={editedText}
+                          onChange={(e) => setEditedText(e.target.value)}
+                          onKeyDown={(e) => {
+                            if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {
+                              e.preventDefault()
+                              handleSaveEdit(idx, segment.text)
+                            } else if (e.key === 'Escape') {
+                              e.preventDefault()
+                              setEditingSegment(null)
+                            }
+                          }}
+                          className="w-full px-2 py-1 text-sm border-2 border-blue-500 rounded focus:outline-none bg-white dark:bg-gray-900 text-gray-700 dark:text-gray-300 resize-y"
+                          autoFocus
+                          disabled={savingSegment}
+                          rows={2}
+                        />
+                        <div className="flex items-center gap-1">
+                          <button onClick={() => handleSaveEdit(idx, segment.text)} disabled={savingSegment} className="px-2 py-0.5 text-xs bg-blue-600 text-white rounded hover:bg-blue-700 disabled:opacity-50">
+                            {savingSegment ? 'Saving...' : 'Save'}
+                          </button>
+                          <button onClick={() => setEditingSegment(null)} className="px-2 py-0.5 text-xs bg-gray-200 dark:bg-gray-600 text-gray-700 dark:text-gray-300 rounded hover:bg-gray-300">
+                            Cancel
+                          </button>
+                          {segmentEditError && <span className="text-xs text-red-500">{segmentEditError}</span>}
+                        </div>
+                      </div>
+                    ) : (
+                      <p
+                        className={`min-h-5 text-sm text-gray-700 dark:text-gray-300 px-1 rounded ${delA ? 'line-through text-red-500 dark:text-red-400' : ''} ${preview ? '' : 'cursor-pointer hover:bg-yellow-50 dark:hover:bg-yellow-900/10'}`}
+                        onClick={preview ? undefined : () => handleStartEdit(idx, segment.text)}
+                        title={preview ? undefined : (textA ? `Suggested: ${textA.corrected_text}` : (displayText ? 'Click to edit' : 'Click to add transcript text'))}
+                      >
+                        {/* Review mode shows the pending change as a diff (original struck
+                            + correction in green); preview shows the clean applied result. */}
+                        {textA && !preview && !delA ? (
+                          <>
+                            <span className="line-through text-gray-400 dark:text-gray-500">{segment.text}</span>{' '}
+                            <span className="text-green-700 dark:text-green-400">{textA.corrected_text}</span>
+                          </>
+                        ) : (
+                          displayText || (!preview && (
+                            <span className="italic text-gray-400 dark:text-gray-500">Click to add transcript text</span>
+                          ))
+                        )}
+                      </p>
+                    )}
+                  </div>
+
+                  {/* Insert after / delete this segment */}
+                  {!preview && (
+                    <>
+                      <button
+                        onClick={() => (insertOpen === idx ? closeInsert() : openInsert(idx))}
+                        className="flex-shrink-0 mt-0.5 p-0.5 rounded hover:bg-purple-100 dark:hover:bg-purple-900/40 opacity-0 group-hover:opacity-100"
+                        title="Insert a new segment after this one"
+                      >
+                        <Plus className="h-3 w-3 text-gray-500" />
+                      </button>
+                      <button
+                        onClick={() => handleToggleDeleteSegment(idx)}
+                        className={`flex-shrink-0 mt-0.5 p-0.5 rounded hover:bg-red-100 dark:hover:bg-red-900/40 ${
+                          delA ? 'opacity-100' : 'opacity-0 group-hover:opacity-100'
+                        }`}
+                        title={delA ? 'Undo delete (segment will be kept)' : 'Delete this segment'}
+                      >
+                        <Trash2 className={`h-3 w-3 ${delA ? 'text-red-500' : 'text-gray-500'}`} />
+                      </button>
+                    </>
+                  )}
+
+                  <span className="flex-shrink-0 text-xs text-gray-400 mt-0.5 tabular-nums">
+                    {timingA ? formatDuration(timingA.new_start) : formatDuration(segment.start)}
+                  </span>
+                </div>
+                <InsertDivider afterIndex={idx} />
+              </div>
+            )
+          })}
+        </div>
+      ) : (
+        <p className="text-sm text-gray-500 dark:text-gray-400 italic">{isLive ? 'Waiting for speech...' : 'No transcript segments available'}</p>
+      ))}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/transcript/useWaveformZoom.ts b/backends/advanced/webui/src/components/transcript/useWaveformZoom.ts
new file mode 100644
index 00000000..b9629797
--- /dev/null
+++ b/backends/advanced/webui/src/components/transcript/useWaveformZoom.ts
@@ -0,0 +1,40 @@
+import { useEffect, useState } from 'react'
+
+// Browser-persisted toggle for "auto-zoom the waveform when editing a segment".
+// Backed by localStorage + a tiny module store so the hamburger toggle and the editor
+// stay in sync within the same tab (the native 'storage' event only fires cross-tab).
+const KEY = 'chronicle:waveformZoomDisabled'
+
+const read = (): boolean => {
+  try {
+    return localStorage.getItem(KEY) === '1'
+  } catch {
+    return false
+  }
+}
+
+let current = read()
+let listeners: Array<(v: boolean) => void> = []
+
+export function setWaveformZoomDisabled(v: boolean): void {
+  current = v
+  try {
+    localStorage.setItem(KEY, v ? '1' : '0')
+  } catch {
+    /* ignore */
+  }
+  listeners.forEach((l) => l(v))
+}
+
+/** [disabled, setDisabled] — "disabled" = don't auto-zoom the waveform on edit. */
+export function useWaveformZoomDisabled(): [boolean, (v: boolean) => void] {
+  const [v, setV] = useState(current)
+  useEffect(() => {
+    const l = (nv: boolean) => setV(nv)
+    listeners.push(l)
+    return () => {
+      listeners = listeners.filter((x) => x !== l)
+    }
+  }, [])
+  return [v, setWaveformZoomDisabled]
+}
diff --git a/backends/advanced/webui/src/components/ui/Alert.tsx b/backends/advanced/webui/src/components/ui/Alert.tsx
new file mode 100644
index 00000000..ba3284a4
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Alert.tsx
@@ -0,0 +1,36 @@
+import { HTMLAttributes, ReactNode } from 'react'
+import clsx from 'clsx'
+
+export type AlertTone = 'info' | 'success' | 'warning' | 'danger'
+
+// `info` uses the muted info-blue (sky) ramp, kept distinct from the terracotta brand.
+const TONE: Record<AlertTone, string> = {
+  info: 'bg-sky-100 text-sky-800 dark:bg-sky-900/30 dark:text-sky-300',
+  success: 'bg-green-100 text-green-800 dark:bg-green-900/30 dark:text-green-300',
+  warning: 'bg-amber-100 text-amber-800 dark:bg-amber-900/30 dark:text-amber-300',
+  danger: 'bg-red-100 text-red-800 dark:bg-red-900/30 dark:text-red-300',
+}
+
+export interface AlertProps extends HTMLAttributes<HTMLDivElement> {
+  tone?: AlertTone
+  icon?: ReactNode
+  children: ReactNode
+}
+
+/** Inline status banner. Reserve tone for genuine signals. */
+export function Alert({ tone = 'info', icon, children, className, ...rest }: AlertProps) {
+  return (
+    <div
+      role="status"
+      className={clsx(
+        'flex items-center gap-2 rounded-lg px-4 py-2 text-sm',
+        TONE[tone],
+        className
+      )}
+      {...rest}
+    >
+      {icon}
+      <span className="min-w-0 flex-1">{children}</span>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Button.tsx b/backends/advanced/webui/src/components/ui/Button.tsx
new file mode 100644
index 00000000..9755d64a
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Button.tsx
@@ -0,0 +1,54 @@
+import { ButtonHTMLAttributes, ReactNode, forwardRef } from 'react'
+import clsx from 'clsx'
+
+export type ButtonVariant = 'primary' | 'secondary' | 'danger' | 'ghost'
+export type ButtonSize = 'sm' | 'md'
+
+const VARIANT: Record<ButtonVariant, string> = {
+  primary: 'bg-blue-600 text-white hover:bg-blue-700 disabled:hover:bg-blue-600',
+  secondary:
+    'bg-gray-200 text-gray-700 hover:bg-gray-300 dark:bg-gray-700 dark:text-gray-200 dark:hover:bg-gray-600',
+  danger: 'bg-red-600 text-white hover:bg-red-700 disabled:hover:bg-red-600',
+  ghost:
+    'bg-transparent text-gray-600 hover:bg-gray-100 dark:text-gray-300 dark:hover:bg-gray-800',
+}
+
+const SIZE: Record<ButtonSize, string> = {
+  sm: 'px-3 py-1.5 text-sm',
+  md: 'px-4 py-2 text-sm',
+}
+
+export interface ButtonProps extends ButtonHTMLAttributes<HTMLButtonElement> {
+  variant?: ButtonVariant
+  size?: ButtonSize
+  /** Leading icon element (e.g. a lucide-react icon). */
+  icon?: ReactNode
+}
+
+/**
+ * Chronicle Espresso primary control. `variant` maps to the design-system button
+ * families (primary = terracotta accent, secondary = neutral chip, danger, ghost).
+ */
+export const Button = forwardRef<HTMLButtonElement, ButtonProps>(function Button(
+  { variant = 'secondary', size = 'sm', icon, children, className, type = 'button', ...rest },
+  ref
+) {
+  return (
+    <button
+      ref={ref}
+      type={type}
+      className={clsx(
+        'inline-flex items-center justify-center gap-1.5 rounded-lg font-medium leading-none',
+        'transition-colors focus:outline-none focus-visible:ring-2 focus-visible:ring-blue-500/50',
+        'disabled:cursor-not-allowed disabled:opacity-40',
+        VARIANT[variant],
+        SIZE[size],
+        className
+      )}
+      {...rest}
+    >
+      {icon}
+      {children != null && <span>{children}</span>}
+    </button>
+  )
+})
diff --git a/backends/advanced/webui/src/components/ui/Card.tsx b/backends/advanced/webui/src/components/ui/Card.tsx
new file mode 100644
index 00000000..19132c42
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Card.tsx
@@ -0,0 +1,30 @@
+import { HTMLAttributes, ReactNode } from 'react'
+import clsx from 'clsx'
+
+export interface CardProps extends HTMLAttributes<HTMLDivElement> {
+  /** Filled surface with soft elevation (header/sidebar/main panel). Default is a bordered, transparent tile. */
+  raised?: boolean
+  /** Apply the standard inner padding (p-4). Set false for flush content (e.g. tables). Default true. */
+  padded?: boolean
+  children: ReactNode
+}
+
+/**
+ * Chronicle Espresso surface. `raised` gives the elevated card look
+ * (bg-surface-raised + shadow); otherwise it's a bordered tile on the page.
+ */
+export function Card({ raised, padded = true, children, className, ...rest }: CardProps) {
+  return (
+    <div
+      className={clsx(
+        'rounded-lg border border-gray-200 dark:border-gray-700',
+        raised && 'bg-white shadow-sm dark:bg-gray-800',
+        padded && 'p-4',
+        className
+      )}
+      {...rest}
+    >
+      {children}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Checkbox.tsx b/backends/advanced/webui/src/components/ui/Checkbox.tsx
new file mode 100644
index 00000000..d65a04b7
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Checkbox.tsx
@@ -0,0 +1,28 @@
+import { InputHTMLAttributes, ReactNode } from 'react'
+import clsx from 'clsx'
+
+export interface CheckboxProps extends Omit<InputHTMLAttributes<HTMLInputElement>, 'type'> {
+  label?: ReactNode
+  /** Secondary, fainter helper text after the label. */
+  hint?: ReactNode
+}
+
+/** Checkbox with an inline label; the terracotta accent colors the checked box. */
+export function Checkbox({ label, hint, className, ...rest }: CheckboxProps) {
+  return (
+    <label
+      className={clsx(
+        'inline-flex items-center gap-2 text-sm text-gray-600 dark:text-gray-300',
+        rest.disabled ? 'cursor-not-allowed opacity-50' : 'cursor-pointer'
+      )}
+    >
+      <input
+        type="checkbox"
+        className={clsx('h-[15px] w-[15px] accent-blue-600', className)}
+        {...rest}
+      />
+      {label != null && <span>{label}</span>}
+      {hint != null && <span className="text-gray-400 dark:text-gray-500">{hint}</span>}
+    </label>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Chip.tsx b/backends/advanced/webui/src/components/ui/Chip.tsx
new file mode 100644
index 00000000..8ea00940
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Chip.tsx
@@ -0,0 +1,64 @@
+import { ReactNode } from 'react'
+
+/**
+ * Muted pill for non-actionable metadata: versions, counts, provenance, kinds,
+ * operation history, provider names. Metadata should look like metadata — never
+ * give it an accent color. For a genuine state signal (error/warning/success),
+ * use StateBadge instead.
+ */
+export function MetadataChip({
+  children,
+  title,
+  className = '',
+}: {
+  children: ReactNode
+  title?: string
+  className?: string
+}) {
+  return (
+    <span
+      title={title}
+      className={`inline-flex items-center rounded-full bg-gray-100 px-2 py-0.5 text-xs font-medium text-gray-500 dark:bg-gray-700/60 dark:text-gray-400 ${className}`}
+    >
+      {children}
+    </span>
+  )
+}
+
+export type StateTone = 'neutral' | 'info' | 'success' | 'warning' | 'danger' | 'suggest' | 'mono'
+
+// `info` uses the muted info-blue (sky) ramp, kept distinct from the terracotta brand.
+const TONE: Record<StateTone, string> = {
+  neutral: 'bg-gray-100 text-gray-600 dark:bg-gray-700 dark:text-gray-300',
+  info: 'bg-sky-100 text-sky-700 dark:bg-sky-900/30 dark:text-sky-300',
+  success: 'bg-green-100 text-green-700 dark:bg-green-900/30 dark:text-green-300',
+  warning: 'bg-amber-100 text-amber-700 dark:bg-amber-900/30 dark:text-amber-300',
+  danger: 'bg-red-100 text-red-700 dark:bg-red-900/30 dark:text-red-300',
+  suggest: 'bg-purple-100 text-purple-700 dark:bg-purple-900/30 dark:text-purple-300',
+  mono: 'bg-gray-50 font-mono text-gray-500 dark:bg-gray-900 dark:text-gray-400',
+}
+
+/**
+ * Badge for a genuine state signal (error, warning, success, active). Reserve
+ * color for state — do not use it for descriptive metadata (use MetadataChip).
+ */
+export function StateBadge({
+  tone = 'neutral',
+  children,
+  title,
+  className = '',
+}: {
+  tone?: StateTone
+  children: ReactNode
+  title?: string
+  className?: string
+}) {
+  return (
+    <span
+      title={title}
+      className={`inline-flex items-center rounded-full px-2 py-0.5 text-xs font-medium ${TONE[tone]} ${className}`}
+    >
+      {children}
+    </span>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/IconButton.tsx b/backends/advanced/webui/src/components/ui/IconButton.tsx
new file mode 100644
index 00000000..88d1809a
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/IconButton.tsx
@@ -0,0 +1,38 @@
+import { ButtonHTMLAttributes, ReactNode, forwardRef } from 'react'
+import clsx from 'clsx'
+
+export interface IconButtonProps extends ButtonHTMLAttributes<HTMLButtonElement> {
+  /** Accessible label — applied to both aria-label and title. */
+  label: string
+  /** Red hover treatment for destructive actions. */
+  danger?: boolean
+  children: ReactNode
+}
+
+/** Borderless icon-only control (toolbars, row actions). */
+export const IconButton = forwardRef<HTMLButtonElement, IconButtonProps>(function IconButton(
+  { label, danger, children, className, type = 'button', ...rest },
+  ref
+) {
+  return (
+    <button
+      ref={ref}
+      type={type}
+      aria-label={label}
+      title={label}
+      className={clsx(
+        'inline-flex items-center justify-center rounded-md p-1.5 transition-colors',
+        'text-gray-500 hover:bg-gray-100 dark:text-gray-400 dark:hover:bg-gray-800',
+        'focus:outline-none focus-visible:ring-2 focus-visible:ring-blue-500/50',
+        'disabled:cursor-not-allowed disabled:opacity-40',
+        danger
+          ? 'hover:text-red-600 dark:hover:text-red-400'
+          : 'hover:text-gray-700 dark:hover:text-gray-200',
+        className
+      )}
+      {...rest}
+    >
+      {children}
+    </button>
+  )
+})
diff --git a/backends/advanced/webui/src/components/ui/Input.tsx b/backends/advanced/webui/src/components/ui/Input.tsx
new file mode 100644
index 00000000..2b07adec
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Input.tsx
@@ -0,0 +1,20 @@
+import { InputHTMLAttributes, TextareaHTMLAttributes, forwardRef } from 'react'
+import clsx from 'clsx'
+
+const FIELD =
+  'w-full rounded-lg border border-gray-300 bg-white px-3 py-2 text-sm text-gray-900 placeholder-gray-400 ' +
+  'focus:border-blue-500 focus:outline-none focus:ring-1 focus:ring-blue-500 ' +
+  'disabled:cursor-not-allowed disabled:opacity-60 ' +
+  'dark:border-gray-700 dark:bg-gray-900 dark:text-gray-100 dark:placeholder-gray-500'
+
+export const Input = forwardRef<HTMLInputElement, InputHTMLAttributes<HTMLInputElement>>(
+  function Input({ className, ...rest }, ref) {
+    return <input ref={ref} className={clsx(FIELD, className)} {...rest} />
+  }
+)
+
+export const Textarea = forwardRef<HTMLTextAreaElement, TextareaHTMLAttributes<HTMLTextAreaElement>>(
+  function Textarea({ className, ...rest }, ref) {
+    return <textarea ref={ref} className={clsx(FIELD, 'resize-y', className)} {...rest} />
+  }
+)
diff --git a/backends/advanced/webui/src/components/ui/Label.tsx b/backends/advanced/webui/src/components/ui/Label.tsx
new file mode 100644
index 00000000..c6cac8b4
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Label.tsx
@@ -0,0 +1,18 @@
+import { LabelHTMLAttributes, ReactNode } from 'react'
+import clsx from 'clsx'
+
+export interface LabelProps extends LabelHTMLAttributes<HTMLLabelElement> {
+  children: ReactNode
+}
+
+/** Form field label. */
+export function Label({ children, className, ...rest }: LabelProps) {
+  return (
+    <label
+      className={clsx('block text-sm font-medium text-gray-700 dark:text-gray-300', className)}
+      {...rest}
+    >
+      {children}
+    </label>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Modal.tsx b/backends/advanced/webui/src/components/ui/Modal.tsx
new file mode 100644
index 00000000..3f43c6a8
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Modal.tsx
@@ -0,0 +1,72 @@
+import { ReactNode, useEffect } from 'react'
+import clsx from 'clsx'
+
+export interface ModalProps {
+  open: boolean
+  onClose: () => void
+  title?: ReactNode
+  icon?: ReactNode
+  /** Footer actions row (right-aligned). */
+  footer?: ReactNode
+  children: ReactNode
+  /** Tailwind max-width class for the panel. Default `max-w-md`. */
+  maxWidthClassName?: string
+  className?: string
+  /** Close when the user presses Escape. Default true; set false for data-entry forms or in-flight operations. */
+  closeOnEscape?: boolean
+  /** Close when the user clicks the backdrop. Default true. */
+  closeOnBackdrop?: boolean
+}
+
+/** Centered dialog over a scrim. Closes on overlay click or Escape (both opt-out-able). */
+export function Modal({
+  open,
+  onClose,
+  title,
+  icon,
+  footer,
+  children,
+  maxWidthClassName = 'max-w-md',
+  className,
+  closeOnEscape = true,
+  closeOnBackdrop = true,
+}: ModalProps) {
+  useEffect(() => {
+    if (!open || !closeOnEscape) return
+    const onKey = (e: KeyboardEvent) => {
+      if (e.key === 'Escape') onClose()
+    }
+    document.addEventListener('keydown', onKey)
+    return () => document.removeEventListener('keydown', onKey)
+  }, [open, onClose, closeOnEscape])
+
+  if (!open) return null
+
+  return (
+    <div
+      onClick={closeOnBackdrop ? onClose : undefined}
+      className="fixed inset-0 z-50 flex items-center justify-center bg-black/50 p-4"
+    >
+      <div
+        onClick={(e) => e.stopPropagation()}
+        role="dialog"
+        aria-modal="true"
+        className={clsx(
+          'flex w-full flex-col gap-4 rounded-xl border border-gray-200 bg-white p-5 shadow-lg',
+          'dark:border-gray-700 dark:bg-gray-800',
+          maxWidthClassName,
+          className
+        )}
+      >
+        {title != null && (
+          <div className="flex items-start gap-2">
+            {icon}
+            <h3 className="m-0 text-base font-semibold text-gray-900 dark:text-gray-100">{title}</h3>
+          </div>
+        )}
+        <div className="text-sm text-gray-700 dark:text-gray-300">{children}</div>
+        {footer != null && <div className="flex justify-end gap-2">{footer}</div>}
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Select.tsx b/backends/advanced/webui/src/components/ui/Select.tsx
new file mode 100644
index 00000000..45e9ad59
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Select.tsx
@@ -0,0 +1,27 @@
+import { SelectHTMLAttributes, ReactNode, forwardRef } from 'react'
+import clsx from 'clsx'
+
+export interface SelectProps extends SelectHTMLAttributes<HTMLSelectElement> {
+  children: ReactNode
+}
+
+export const Select = forwardRef<HTMLSelectElement, SelectProps>(function Select(
+  { children, className, ...rest },
+  ref
+) {
+  return (
+    <select
+      ref={ref}
+      className={clsx(
+        'w-full cursor-pointer rounded-lg border border-gray-300 bg-white px-3 py-2 text-sm text-gray-900',
+        'focus:border-blue-500 focus:outline-none focus:ring-1 focus:ring-blue-500',
+        'disabled:cursor-not-allowed disabled:opacity-60',
+        'dark:border-gray-700 dark:bg-gray-900 dark:text-gray-100',
+        className
+      )}
+      {...rest}
+    >
+      {children}
+    </select>
+  )
+})
diff --git a/backends/advanced/webui/src/components/ui/StatCard.tsx b/backends/advanced/webui/src/components/ui/StatCard.tsx
new file mode 100644
index 00000000..7d8f3af1
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/StatCard.tsx
@@ -0,0 +1,34 @@
+import { HTMLAttributes, ReactNode } from 'react'
+import clsx from 'clsx'
+
+export type StatTone = 'neutral' | 'amber' | 'green' | 'red' | 'blue'
+
+const TONE: Record<StatTone, string> = {
+  neutral: 'text-gray-900 dark:text-gray-100',
+  amber: 'text-amber-600 dark:text-amber-400',
+  green: 'text-green-600 dark:text-green-400',
+  red: 'text-red-600 dark:text-red-400',
+  blue: 'text-blue-600 dark:text-blue-400',
+}
+
+export interface StatCardProps extends HTMLAttributes<HTMLDivElement> {
+  value: ReactNode
+  label: ReactNode
+  tone?: StatTone
+}
+
+/** Centered metric tile: large tone-colored value over a muted label. */
+export function StatCard({ value, label, tone = 'neutral', className, ...rest }: StatCardProps) {
+  return (
+    <div
+      className={clsx(
+        'rounded-lg border border-gray-200 p-3 text-center dark:border-gray-700',
+        className
+      )}
+      {...rest}
+    >
+      <div className={clsx('text-2xl font-bold', TONE[tone])}>{value}</div>
+      <div className="text-xs text-gray-500 dark:text-gray-400">{label}</div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/Tabs.tsx b/backends/advanced/webui/src/components/ui/Tabs.tsx
new file mode 100644
index 00000000..4a07f2bb
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/Tabs.tsx
@@ -0,0 +1,74 @@
+import { ReactNode } from 'react'
+import clsx from 'clsx'
+
+export interface TabItem<T extends string = string> {
+  value: T
+  label: ReactNode
+  icon?: ReactNode
+}
+
+export interface TabsProps<T extends string = string> {
+  tabs: TabItem<T>[]
+  value: T
+  onChange?: (value: T) => void
+  variant?: 'pill' | 'underline'
+  className?: string
+}
+
+/** Segmented navigation. `pill` = filled terracotta active tab; `underline` = accent-underlined active tab. */
+export function Tabs<T extends string = string>({
+  tabs,
+  value,
+  onChange,
+  variant = 'pill',
+  className,
+}: TabsProps<T>) {
+  if (variant === 'underline') {
+    return (
+      <div className={clsx('flex gap-0.5 border-b border-gray-200 dark:border-gray-700', className)}>
+        {tabs.map((t) => {
+          const on = t.value === value
+          return (
+            <button
+              key={t.value}
+              type="button"
+              onClick={() => onChange?.(t.value)}
+              className={clsx(
+                '-mb-px inline-flex items-center gap-1.5 border-b-2 px-4 py-2 text-sm font-medium transition-colors',
+                on
+                  ? 'border-blue-600 text-blue-600 dark:border-blue-400 dark:text-blue-400'
+                  : 'border-transparent text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200'
+              )}
+            >
+              {t.icon}
+              {t.label}
+            </button>
+          )
+        })}
+      </div>
+    )
+  }
+  return (
+    <div className={clsx('flex flex-wrap gap-2', className)}>
+      {tabs.map((t) => {
+        const on = t.value === value
+        return (
+          <button
+            key={t.value}
+            type="button"
+            onClick={() => onChange?.(t.value)}
+            className={clsx(
+              'inline-flex items-center gap-1.5 rounded-lg px-3.5 py-[7px] text-sm font-medium transition-colors',
+              on
+                ? 'bg-blue-600 text-white'
+                : 'bg-gray-200 text-gray-700 hover:bg-gray-300 dark:bg-gray-700 dark:text-gray-200 dark:hover:bg-gray-600'
+            )}
+          >
+            {t.icon}
+            {t.label}
+          </button>
+        )
+      })}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/components/ui/index.ts b/backends/advanced/webui/src/components/ui/index.ts
new file mode 100644
index 00000000..4c396a5c
--- /dev/null
+++ b/backends/advanced/webui/src/components/ui/index.ts
@@ -0,0 +1,27 @@
+// Chronicle Espresso UI primitives — the standard building blocks. Prefer these
+// over ad-hoc inline Tailwind for buttons, cards, inputs, badges, tabs, alerts
+// and modals so the design system stays consistent in one place.
+export { Button } from './Button'
+export type { ButtonProps, ButtonVariant, ButtonSize } from './Button'
+export { IconButton } from './IconButton'
+export type { IconButtonProps } from './IconButton'
+export { Card } from './Card'
+export type { CardProps } from './Card'
+export { Input, Textarea } from './Input'
+export { Select } from './Select'
+export type { SelectProps } from './Select'
+export { Checkbox } from './Checkbox'
+export type { CheckboxProps } from './Checkbox'
+export { Label } from './Label'
+export type { LabelProps } from './Label'
+export { StatCard } from './StatCard'
+export type { StatCardProps, StatTone } from './StatCard'
+export { Tabs } from './Tabs'
+export type { TabsProps, TabItem } from './Tabs'
+export { Alert } from './Alert'
+export type { AlertProps, AlertTone } from './Alert'
+export { Modal } from './Modal'
+export type { ModalProps } from './Modal'
+// Badges / chips. `StateBadge` is also exported as `Badge` for design-system parity.
+export { MetadataChip, StateBadge, StateBadge as Badge } from './Chip'
+export type { StateTone } from './Chip'
diff --git a/backends/advanced/webui/src/contexts/AuthContext.tsx b/backends/advanced/webui/src/contexts/AuthContext.tsx
index d4761358..581118c4 100644
--- a/backends/advanced/webui/src/contexts/AuthContext.tsx
+++ b/backends/advanced/webui/src/contexts/AuthContext.tsx
@@ -33,7 +33,7 @@ export function AuthProvider({ children }: { children: ReactNode }) {
       console.log('🔐 AuthContext: Initializing authentication...')
       const savedToken = localStorage.getItem(getStorageKey('token'))
       console.log('🔐 AuthContext: Saved token exists:', !!savedToken)
-      
+
       if (savedToken) {
         try {
           console.log('🔐 AuthContext: Verifying token with API call...')
@@ -74,11 +74,11 @@ export function AuthProvider({ children }: { children: ReactNode }) {
       return { success: true }
     } catch (error: any) {
       console.error('Login failed:', error)
-      
+
       // Parse structured error response from backend
       let errorMessage = 'Login failed. Please try again.'
       let errorType = 'unknown'
-      
+
       if (error.response?.data) {
         const errorData = error.response.data
         errorMessage = errorData.detail || errorMessage
@@ -87,9 +87,9 @@ export function AuthProvider({ children }: { children: ReactNode }) {
         errorMessage = 'Unable to connect to server. Please check your connection and try again.'
         errorType = 'connection_failure'
       }
-      
-      return { 
-        success: false, 
+
+      return {
+        success: false,
         error: errorMessage,
         errorType: errorType
       }
@@ -115,4 +115,4 @@ export function useAuth() {
     throw new Error('useAuth must be used within an AuthProvider')
   }
   return context
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/contexts/RecordingContext.tsx b/backends/advanced/webui/src/contexts/RecordingContext.tsx
index e8d66917..b12af565 100644
--- a/backends/advanced/webui/src/contexts/RecordingContext.tsx
+++ b/backends/advanced/webui/src/contexts/RecordingContext.tsx
@@ -2,11 +2,19 @@ import { createContext, useContext, useState, useRef, useCallback, useEffect, us
 import { BACKEND_URL } from '../services/api'
 import { getStorageKey } from '../utils/storage'
 import { useAuth } from './AuthContext'
+import { playDownlinkAudio } from '../utils/audioPlayback'
+import { setActiveWakeClientId } from '../hooks/useWakeFeedback'
 
 const log = import.meta.env.DEV ? console.log.bind(console) : () => {}
 
-export type RecordingStep = 'idle' | 'mic' | 'websocket' | 'audio-start' | 'streaming' | 'stopping' | 'error'
+// Firefox-based browsers (incl. Zen, LibreWolf) don't implement audio capture in
+// getDisplayMedia — their share picker has no "Share audio" option, so meeting/tab
+// modes can never get sound from it (bugzilla #1541425).
+export const supportsDisplayAudio = !/firefox/i.test(navigator.userAgent)
+
+export type RecordingStep = 'idle' | 'mic' | 'display-audio' | 'websocket' | 'audio-start' | 'streaming' | 'stopping' | 'error'
 export type RecordingMode = 'batch' | 'streaming'
+export type AudioSource = 'mic' | 'meeting' | 'tab'
 
 export interface DebugStats {
   chunksSent: number
@@ -24,17 +32,29 @@ export interface RecordingContextType {
   recordingDuration: number
   error: string | null
   mode: RecordingMode
+  liveTranscript: string
 
   // Actions
   startRecording: () => Promise<void>
   stopRecording: () => void
   setMode: (mode: RecordingMode) => void
+  audioSource: AudioSource
+  setAudioSource: (source: AudioSource) => void
 
   // Microphone selection
   availableDevices: MediaDeviceInfo[]
   selectedDeviceId: string | null
   setSelectedDeviceId: (id: string | null) => void
 
+  // System-audio loopback device (Firefox meeting/tab mode)
+  monitorDeviceId: string | null
+  setMonitorDeviceId: (id: string | null) => void
+  requestDeviceAccess: () => Promise<void>
+
+  // What the system-audio capture is actually doing (meeting/tab mode)
+  systemAudioLabel: string | null
+  systemAudioStatus: 'unknown' | 'active' | 'silent'
+
   // For components
   analyser: AnalyserNode | null
   debugStats: DebugStats
@@ -42,6 +62,7 @@ export interface RecordingContextType {
   // Utilities
   formatDuration: (seconds: number) => string
   canAccessMicrophone: boolean
+  supportsDisplayAudio: boolean
 }
 
 const RecordingContext = createContext<RecordingContextType | undefined>(undefined)
@@ -55,11 +76,30 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
   const [recordingDuration, setRecordingDuration] = useState(0)
   const [error, setError] = useState<string | null>(null)
   const [mode, setMode] = useState<RecordingMode>('streaming')
+  const [liveTranscript, setLiveTranscript] = useState('')
   const [analyserState, setAnalyserState] = useState<AnalyserNode | null>(null)
+  const [audioSource, setAudioSource] = useState<AudioSource>('mic')
 
   // Microphone selection
   const [availableDevices, setAvailableDevices] = useState<MediaDeviceInfo[]>([])
   const [selectedDeviceId, setSelectedDeviceId] = useState<string | null>(null)
+  // System-audio loopback device for Firefox meeting/tab mode ("Monitor of …").
+  // Persisted: auto-detect can't know which sink the user actually listens through
+  // (each output has its own monitor), so remember the last working choice.
+  const [monitorDeviceId, setMonitorDeviceIdState] = useState<string | null>(
+    () => localStorage.getItem(getStorageKey('monitorDeviceId'))
+  )
+  const setMonitorDeviceId = useCallback((id: string | null) => {
+    setMonitorDeviceIdState(id)
+    if (id) {
+      localStorage.setItem(getStorageKey('monitorDeviceId'), id)
+    } else {
+      localStorage.removeItem(getStorageKey('monitorDeviceId'))
+    }
+  }, [])
+  // Diagnostics for the system-audio capture: which device, and is it delivering signal
+  const [systemAudioLabel, setSystemAudioLabel] = useState<string | null>(null)
+  const [systemAudioStatus, setSystemAudioStatus] = useState<'unknown' | 'active' | 'silent'>('unknown')
 
   // Debug stats
   const [debugStats, setDebugStats] = useState<DebugStats>({
@@ -77,8 +117,10 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
   const audioContextRef = useRef<AudioContext | null>(null)
   const analyserRef = useRef<AnalyserNode | null>(null)
   const processorRef = useRef<ScriptProcessorNode | null>(null)
+  const displayStreamRef = useRef<MediaStream | null>(null)
   const durationIntervalRef = useRef<ReturnType<typeof setInterval>>()
   const keepAliveIntervalRef = useRef<ReturnType<typeof setInterval>>()
+  const systemAudioWatchRef = useRef<ReturnType<typeof setInterval>>()
   const chunkCountRef = useRef(0)
   const audioProcessingStartedRef = useRef(false)
 
@@ -105,6 +147,18 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
     }
   }, [])
 
+  // Device labels are hidden until an audio permission is granted — run a
+  // throwaway capture so "Monitor of …" entries become selectable up front.
+  const requestDeviceAccess = useCallback(async () => {
+    try {
+      const probe = await navigator.mediaDevices.getUserMedia({ audio: true })
+      probe.getTracks().forEach(t => t.stop())
+    } catch (e) {
+      console.warn('Device access probe failed:', e)
+    }
+    await refreshDevices()
+  }, [refreshDevices])
+
   // Initial device enumeration + listen for device changes
   useEffect(() => {
     refreshDevices()
@@ -123,6 +177,9 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
   const cleanup = useCallback(() => {
     log('Cleaning up audio recording resources')
 
+    // No longer streaming as any client — stop reacting to wake-word SSE feedback.
+    setActiveWakeClientId(null)
+
     // Stop audio processing
     audioProcessingStartedRef.current = false
 
@@ -132,6 +189,12 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
       mediaStreamRef.current = null
     }
 
+    // Clean up display stream (meeting mode)
+    if (displayStreamRef.current) {
+      displayStreamRef.current.getTracks().forEach(track => track.stop())
+      displayStreamRef.current = null
+    }
+
     // Clean up audio context
     if (audioContextRef.current?.state !== 'closed') {
       audioContextRef.current?.close()
@@ -158,6 +221,13 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
       keepAliveIntervalRef.current = undefined
     }
 
+    if (systemAudioWatchRef.current) {
+      clearInterval(systemAudioWatchRef.current)
+      systemAudioWatchRef.current = undefined
+    }
+    setSystemAudioLabel(null)
+    setSystemAudioStatus('unknown')
+
     // Reset counters
     chunkCountRef.current = 0
   }, [])
@@ -170,10 +240,13 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
       throw new Error('Microphone access requires HTTPS or localhost')
     }
 
+    // In meeting mode, disable echo cancellation so speaker/tab audio
+    // isn't subtracted from the mic signal
+    const disableProcessing = audioSource === 'meeting'
     const audioConstraints: MediaTrackConstraints = {
       channelCount: 1,
-      echoCancellation: true,
-      noiseSuppression: true,
+      echoCancellation: !disableProcessing,
+      noiseSuppression: !disableProcessing,
       autoGainControl: true,
     }
     if (selectedDeviceId) {
@@ -202,7 +275,93 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
 
     log('Microphone access granted')
     return stream
-  }, [canAccessMicrophone, selectedDeviceId, isRecording, cleanup, refreshDevices])
+  }, [canAccessMicrophone, selectedDeviceId, isRecording, cleanup, refreshDevices, audioSource])
+
+  // Step 1b: Get display/tab audio (meeting mode only)
+  const getDisplayAudio = useCallback(async (): Promise<MediaStream> => {
+    log('Step 1b: Requesting display/tab audio')
+
+    if (!supportsDisplayAudio) {
+      throw new Error(
+        'This browser (Firefox-based) cannot capture tab/screen audio — its share dialog has no "Share audio" option. ' +
+        'Either use a Chromium-based browser for Meeting/Tab mode, or switch to Mic mode and pick a "Monitor of …" ' +
+        'device in the Microphone dropdown to record system audio.'
+      )
+    }
+
+    const stream = await navigator.mediaDevices.getDisplayMedia({
+      video: true,   // Required for picker to show
+      audio: true,   // Request audio track
+    })
+
+    // Stop video track — we only need audio. Chrome keeps audio alive.
+    stream.getVideoTracks().forEach(t => t.stop())
+
+    if (stream.getAudioTracks().length === 0) {
+      throw new Error(
+        'No audio shared. Share a browser tab (not a window) and enable "Also share tab audio" in the picker — ' +
+        'on Linux, window and screen sharing never include audio.'
+      )
+    }
+
+    displayStreamRef.current = stream
+    setSystemAudioLabel(stream.getAudioTracks()[0].label || 'Shared tab audio')
+
+    // Handle user clicking "Stop sharing" in browser chrome
+    stream.getAudioTracks()[0].onended = () => {
+      log('Display audio track ended (user stopped sharing)')
+      displayStreamRef.current = null
+    }
+
+    log('Display audio access granted')
+    return stream
+  }, [])
+
+  // Step 1b (Firefox fallback): capture system audio from a PipeWire/PulseAudio
+  // "Monitor of …" loopback input via a second getUserMedia call, since Firefox's
+  // getDisplayMedia can't deliver audio. Mixed into the graph exactly like the
+  // Chromium display stream. No auto-detect: only the OS knows which output sink
+  // audio is routed to, so the user must pick the matching monitor explicitly.
+  const getMonitorAudio = useCallback(async (): Promise<MediaStream> => {
+    log('Step 1b (Firefox): Capturing system audio via monitor device')
+
+    if (!monitorDeviceId) {
+      throw new Error(
+        'No system-audio device selected. In the "System audio" dropdown, choose the "Monitor of …" entry ' +
+        'matching the output you\'re listening through (e.g. your headphones), then start again.'
+      )
+    }
+
+    const devices = await navigator.mediaDevices.enumerateDevices()
+    const target = devices.find(d => d.kind === 'audioinput' && d.deviceId === monitorDeviceId)
+    if (!target) {
+      throw new Error(
+        'The selected system-audio device is no longer available (output disconnected, or the browser reset ' +
+        'device IDs — grant persistent microphone permission to prevent that). Re-select a "Monitor of …" ' +
+        'device in the System audio dropdown.'
+      )
+    }
+
+    const stream = await navigator.mediaDevices.getUserMedia({
+      audio: {
+        deviceId: { exact: target.deviceId },
+        channelCount: 1,
+        echoCancellation: false,
+        noiseSuppression: false,
+        autoGainControl: false,
+      },
+    })
+
+    displayStreamRef.current = stream
+    setSystemAudioLabel(target.label)
+    stream.getAudioTracks()[0].onended = () => {
+      log('Monitor audio track ended')
+      displayStreamRef.current = null
+    }
+
+    log('Monitor audio capture started:', target.label)
+    return stream
+  }, [monitorDeviceId])
 
   // Step 2: Connect WebSocket
   const connectWebSocket = useCallback(async (): Promise<WebSocket> => {
@@ -312,9 +471,27 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
             setIsRecording(false)
           }
 
+          // The backend confirms the connection with the resolved client_id. Record it
+          // so wake-word SSE feedback can be scoped to this device (see useSSE).
+          else if (message.type === 'ready') {
+            if (message.client_id) setActiveWakeClientId(message.client_id)
+          }
+
+          // Backend→device downlink: wake-word tones and Hermes TTS replies, forwarded
+          // down this device's own WebSocket. Play them out the browser's speaker.
+          else if (message.type === 'play-audio') {
+            playDownlinkAudio(message.data)
+          }
+
           // Handle other message types (interim_transcript, etc.)
           else if (message.type === 'interim_transcript') {
             log('Received interim transcript:', message.data)
+            // Streaming providers send a cumulative transcript that grows over
+            // time, so replace (not append) with the latest text.
+            const text = message.data?.text
+            if (typeof text === 'string' && text.length > 0) {
+              setLiveTranscript(text)
+            }
           }
 
         } catch (e) {
@@ -351,16 +528,13 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
   }, [mode])
 
   // Step 4: Start audio streaming
-  const startAudioStreaming = useCallback(async (stream: MediaStream, ws: WebSocket): Promise<void> => {
+  const startAudioStreaming = useCallback(async (micStream: MediaStream | null, ws: WebSocket): Promise<void> => {
     log('Step 4: Starting audio streaming')
 
     // Reuse the AudioContext created in startRecording
     const audioContext = audioContextRef.current!
     const analyser = audioContext.createAnalyser()
-    const source = audioContext.createMediaStreamSource(stream)
-
     analyser.fftSize = 256
-    source.connect(analyser)
 
     log('Audio context state:', audioContext.state, 'Sample rate:', audioContext.sampleRate)
 
@@ -378,7 +552,49 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
 
     // Set up audio processing
     const processor = audioContext.createScriptProcessor(4096, 1, 1)
-    source.connect(processor)
+
+    // Connect mic source if available
+    if (micStream) {
+      const micSource = audioContext.createMediaStreamSource(micStream)
+      micSource.connect(analyser)
+      micSource.connect(processor)
+    }
+
+    // Mix in display/tab audio if available
+    // NOTE: We do NOT connect display audio to audioContext.destination —
+    // the source tab already plays the audio, so replaying it here would cause echo.
+    if (displayStreamRef.current && displayStreamRef.current.getAudioTracks().length > 0) {
+      const displaySource = audioContext.createMediaStreamSource(displayStreamRef.current)
+      displaySource.connect(processor)
+      // Use display audio for visualization when no mic
+      if (!micStream) {
+        displaySource.connect(analyser)
+      }
+      log('Display audio connected to recording pipeline')
+
+      // Watch the system-audio level so a silent capture (wrong monitor device,
+      // idle output sink) is surfaced in the UI instead of discovered post-hoc.
+      const sysAnalyser = audioContext.createAnalyser()
+      sysAnalyser.fftSize = 2048
+      displaySource.connect(sysAnalyser)
+      const levelBuf = new Float32Array(sysAnalyser.fftSize)
+      let silentTicks = 0
+      systemAudioWatchRef.current = setInterval(() => {
+        sysAnalyser.getFloatTimeDomainData(levelBuf)
+        let peak = 0
+        for (let i = 0; i < levelBuf.length; i++) {
+          const v = Math.abs(levelBuf[i])
+          if (v > peak) peak = v
+        }
+        if (peak > 0.003) {
+          silentTicks = 0
+          setSystemAudioStatus('active')
+        } else if (++silentTicks >= 4) {
+          setSystemAudioStatus('silent')
+        }
+      }, 1000)
+    }
+
     processor.connect(audioContext.destination)
 
     let processCallCount = 0
@@ -469,12 +685,19 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
 
   // Main start recording function - sequential flow
   const startRecording = useCallback(async () => {
+    const needsMic = audioSource !== 'tab'
+    const needsDisplayAudio = audioSource !== 'mic'
+
     try {
       setError(null)
-      setCurrentStep('mic')
+      setLiveTranscript('')
 
-      // Step 1: Get microphone access
-      const stream = await getMicrophoneAccess()
+      // Step 1: Get microphone access (skip for tab-only)
+      let micStream: MediaStream | null = null
+      if (needsMic) {
+        setCurrentStep('mic')
+        micStream = await getMicrophoneAccess()
+      }
 
       // Create AudioContext at 16kHz to match the backend pipeline expectation.
       // The browser will internally resample from the mic's native rate (e.g. 48kHz).
@@ -482,6 +705,17 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
       audioContextRef.current = audioContext
       log(`AudioContext created, sample rate: ${audioContext.sampleRate}Hz`)
 
+      // Step 1b: Get display/tab audio if needed. Firefox-based browsers can't
+      // deliver audio via getDisplayMedia, so capture a monitor device instead.
+      if (needsDisplayAudio) {
+        setCurrentStep('display-audio')
+        if (supportsDisplayAudio) {
+          await getDisplayAudio()
+        } else {
+          await getMonitorAudio()
+        }
+      }
+
       setCurrentStep('websocket')
       // Step 2: Connect WebSocket (includes stabilization delay)
       const ws = await connectWebSocket()
@@ -492,7 +726,7 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
 
       setCurrentStep('streaming')
       // Step 4: Start audio streaming (reuses existing AudioContext)
-      await startAudioStreaming(stream, ws)
+      await startAudioStreaming(micStream, ws)
 
       // All steps complete - mark as recording
       setIsRecording(true)
@@ -516,7 +750,7 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
       }))
       cleanup()
     }
-  }, [getMicrophoneAccess, connectWebSocket, sendAudioStartMessage, startAudioStreaming, cleanup])
+  }, [getMicrophoneAccess, getDisplayAudio, getMonitorAudio, audioSource, connectWebSocket, sendAudioStartMessage, startAudioStreaming, cleanup])
 
   // Stop recording function
   const stopRecording = useCallback(() => {
@@ -585,20 +819,31 @@ export function RecordingProvider({ children }: { children: ReactNode }) {
     recordingDuration,
     error,
     mode,
+    liveTranscript,
     startRecording,
     stopRecording,
     setMode,
+    audioSource,
+    setAudioSource,
     availableDevices,
     selectedDeviceId,
     setSelectedDeviceId,
+    monitorDeviceId,
+    setMonitorDeviceId,
+    requestDeviceAccess,
+    systemAudioLabel,
+    systemAudioStatus,
     analyser: analyserState,
     debugStats,
     formatDuration,
-    canAccessMicrophone
+    canAccessMicrophone,
+    supportsDisplayAudio
   }), [
-    currentStep, isRecording, recordingDuration, error, mode,
+    currentStep, isRecording, recordingDuration, error, mode, liveTranscript,
     startRecording, stopRecording, setMode,
+    audioSource, setAudioSource,
     availableDevices, selectedDeviceId, setSelectedDeviceId,
+    monitorDeviceId, setMonitorDeviceId, requestDeviceAccess, systemAudioLabel, systemAudioStatus,
     analyserState, debugStats, formatDuration, canAccessMicrophone
   ])
 
diff --git a/backends/advanced/webui/src/contexts/ThemeContext.tsx b/backends/advanced/webui/src/contexts/ThemeContext.tsx
index 9f63b503..bc1ce061 100644
--- a/backends/advanced/webui/src/contexts/ThemeContext.tsx
+++ b/backends/advanced/webui/src/contexts/ThemeContext.tsx
@@ -38,4 +38,4 @@ export function useTheme() {
     throw new Error('useTheme must be used within a ThemeProvider')
   }
   return context
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/hooks/useAudioRecording.ts b/backends/advanced/webui/src/hooks/useAudioRecording.ts
index 164fa9d5..66bec149 100644
--- a/backends/advanced/webui/src/hooks/useAudioRecording.ts
+++ b/backends/advanced/webui/src/hooks/useAudioRecording.ts
@@ -22,30 +22,30 @@ export interface UseAudioRecordingReturn {
   // Connection state
   isWebSocketConnected: boolean
   connectionStatus: 'disconnected' | 'connecting' | 'connected' | 'error'
-  
+
   // Recording state
   isRecording: boolean
   recordingDuration: number
   audioProcessingStarted: boolean
-  
+
   // Component states (direct checks, no sync issues)
   hasValidWebSocket: boolean
   hasValidMicrophone: boolean
   hasValidAudioContext: boolean
   isCurrentlyStreaming: boolean
-  
+
   // Granular test states
   hasMicrophoneAccess: boolean
   hasAudioContext: boolean
   isStreaming: boolean
-  
+
   // Error management
   error: string | null
   componentErrors: ComponentErrors
-  
+
   // Debug information
   debugStats: DebugStats
-  
+
   // Actions
   connectWebSocketOnly: () => Promise<boolean>
   disconnectWebSocketOnly: () => void
@@ -58,7 +58,7 @@ export interface UseAudioRecordingReturn {
   testFullFlowOnly: () => Promise<boolean>
   startRecording: () => Promise<void>
   stopRecording: () => void
-  
+
   // Utilities
   formatDuration: (seconds: number) => string
   canAccessMicrophone: boolean
@@ -72,12 +72,12 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const [recordingDuration, setRecordingDuration] = useState(0)
   const [error, setError] = useState<string | null>(null)
   const [audioProcessingStarted, setAudioProcessingStarted] = useState(false)
-  
+
   // Granular testing states
   const [hasMicrophoneAccess, setHasMicrophoneAccess] = useState(false)
   const [hasAudioContext, setHasAudioContext] = useState(false)
   const [isStreaming, setIsStreaming] = useState(false)
-  
+
   // Error tracking
   const [componentErrors, setComponentErrors] = useState<ComponentErrors>({
     websocket: null,
@@ -85,7 +85,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     audioContext: null,
     streaming: null
   })
-  
+
   // Debug stats
   const [debugStats, setDebugStats] = useState<DebugStats>({
     chunksSent: 0,
@@ -95,7 +95,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     sessionStartTime: null,
     connectionAttempts: 0
   })
-  
+
   // Refs for direct access (no state sync issues)
   const wsRef = useRef<WebSocket | null>(null)
   const mediaStreamRef = useRef<MediaStream | null>(null)
@@ -107,18 +107,18 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const audioProcessingStartedRef = useRef(false)
   const chunkCountRef = useRef(0)
   // Note: Legacy message queue code removed as it was unused
-  
+
   // Check if we're on localhost or using HTTPS
   const isLocalhost = window.location.hostname === 'localhost' || window.location.hostname === '127.0.0.1'
   const isHttps = window.location.protocol === 'https:'
   const canAccessMicrophone = isLocalhost || isHttps
-  
+
   // Direct status checks (no state sync issues)
   const hasValidWebSocket = wsRef.current?.readyState === WebSocket.OPEN
   const hasValidMicrophone = mediaStreamRef.current !== null
   const hasValidAudioContext = audioContextRef.current !== null
   const isCurrentlyStreaming = isStreaming && hasValidWebSocket && hasValidMicrophone
-  
+
   const connectWebSocket = useCallback(async () => {
     if (wsRef.current?.readyState === WebSocket.OPEN) {
       return true
@@ -157,16 +157,16 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           console.log('🎤 WebSocket connected for live recording')
           setConnectionStatus('connected')
           setIsWebSocketConnected(true)
-          
+
           // Add stabilization delay before resolving to prevent protocol violations
           setTimeout(() => {
             wsRef.current = ws
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               sessionStartTime: new Date(),
               connectionAttempts: prev.connectionAttempts + 1
             }))
-            
+
             // Start keepalive ping every 30 seconds
             keepAliveIntervalRef.current = setInterval(() => {
               if (ws.readyState === WebSocket.OPEN) {
@@ -179,7 +179,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
                 }
               }
             }, 30000)
-            
+
             console.log('🔌 WebSocket stabilized and ready for messages')
             resolve(true)
           }, 100) // 100ms stabilization delay
@@ -190,13 +190,13 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           setConnectionStatus('disconnected')
           setIsWebSocketConnected(false)
           wsRef.current = null
-          
+
           // Clear keepalive interval
           if (keepAliveIntervalRef.current) {
             clearInterval(keepAliveIntervalRef.current)
             keepAliveIntervalRef.current = undefined
           }
-          
+
           if (isRecording) {
             stopRecording()
           }
@@ -210,7 +210,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           setComponentErrors(prev => ({ ...prev, websocket: errorMsg }))
           reject(error)
         }
-        
+
         ws.onmessage = (event) => {
           // Handle any messages from the server
           console.log('🎤 Received message from server:', event.data)
@@ -322,7 +322,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const requestMicrophoneOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, microphone: null }))
-      
+
       if (!canAccessMicrophone) {
         throw new Error('Microphone access requires HTTPS or localhost')
       }
@@ -336,10 +336,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           autoGainControl: true
         }
       })
-      
+
       // Clean up the stream immediately - we just wanted to test permissions
       stream.getTracks().forEach(track => track.stop())
-      
+
       setHasMicrophoneAccess(true)
       console.log('🎤 Microphone access granted')
       return true
@@ -355,7 +355,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const createAudioContextOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, audioContext: null }))
-      
+
       if (audioContextRef.current) {
         audioContextRef.current.close()
       }
@@ -363,10 +363,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       const audioContext = new AudioContext({ sampleRate: 16000 })
       const analyser = audioContext.createAnalyser()
       analyser.fftSize = 256
-      
+
       audioContextRef.current = audioContext
       analyserRef.current = analyser
-      
+
       setHasAudioContext(true)
       console.log('📊 Audio context created successfully')
       return true
@@ -382,17 +382,17 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
   const startStreamingOnly = async () => {
     try {
       setComponentErrors(prev => ({ ...prev, streaming: null }))
-      
+
       // Use direct checks instead of state
       if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
         throw new Error('WebSocket not connected')
       }
-      
+
       // Check if microphone access was previously tested
       if (!hasMicrophoneAccess) {
         throw new Error('Microphone access test required first - click "Get Mic" button')
       }
-      
+
       // Check if audio context was previously created
       if (!hasAudioContext) {
         throw new Error('Audio context test required first - click "Create Context" button')
@@ -425,7 +425,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
             return
           }
-          
+
           if (!audioProcessingStartedRef.current) {
             console.log('🚫 Audio processing not started yet, skipping chunk')
             return
@@ -433,7 +433,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
-          
+
           // Convert float32 to int16 PCM
           const pcmBuffer = new Int16Array(inputData.length)
           for (let i = 0; i < inputData.length; i++) {
@@ -460,14 +460,14 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
             wsRef.current.send(JSON.stringify(chunkHeader) + '\n')
             wsRef.current.send(new Uint8Array(pcmBuffer.buffer, pcmBuffer.byteOffset, pcmBuffer.byteLength))
-            
+
             // Update debug stats
             chunkCountRef.current++
             setDebugStats(prev => ({ ...prev, chunksSent: chunkCountRef.current }))
           } catch (error) {
             console.error('Failed to send audio chunk:', error)
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               lastError: error instanceof Error ? error.message : 'Chunk send failed',
               lastErrorTime: new Date()
             }))
@@ -516,46 +516,46 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     try {
       setError(null)
       console.log('💾 Starting full flow test...')
-      
+
       // Step 1: Connect WebSocket
       const connected = await connectWebSocket()
       if (!connected) {
         throw new Error('WebSocket connection failed')
       }
-      
+
       // Step 2: Get microphone access
       const micAccess = await requestMicrophoneOnly()
       if (!micAccess) {
         throw new Error('Microphone access failed')
       }
-      
+
       // Step 3: Create audio context
       const contextCreated = await createAudioContextOnly()
       if (!contextCreated) {
         throw new Error('Audio context creation failed')
       }
-      
+
       // Step 4: Send audio-start
       const startSent = await sendAudioStartOnly()
       if (!startSent) {
         throw new Error('Audio-start message failed')
       }
-      
+
       // Step 5: Start streaming for 10 seconds
       const streamingStarted = await startStreamingOnly()
       if (!streamingStarted) {
         throw new Error('Audio streaming failed')
       }
-      
+
       console.log('💾 Full flow test running for 10 seconds...')
-      
+
       // Wait 10 seconds
       setTimeout(() => {
         stopStreamingOnly()
         sendAudioStopOnly()
         console.log('💾 Full flow test completed')
       }, 10000)
-      
+
       return true
     } catch (error) {
       console.error('Full flow test failed:', error)
@@ -596,10 +596,10 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       const audioContext = new AudioContext({ sampleRate: 16000 })
       const analyser = audioContext.createAnalyser()
       const source = audioContext.createMediaStreamSource(stream)
-      
+
       analyser.fftSize = 256
       source.connect(analyser)
-      
+
       audioContextRef.current = audioContext
       analyserRef.current = analyser
 
@@ -636,7 +636,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
           if (!wsRef.current || wsRef.current.readyState !== WebSocket.OPEN) {
             return
           }
-          
+
           // Don't send audio chunks until audio-start has been sent and processed
           if (!audioProcessingStartedRef.current) {
             console.log('🚫 Audio processing not started yet, skipping chunk')
@@ -645,7 +645,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
-          
+
           // Convert float32 to int16 PCM
           const pcmBuffer = new Int16Array(inputData.length)
           for (let i = 0; i < inputData.length; i++) {
@@ -675,14 +675,14 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
             wsRef.current.send(JSON.stringify(chunkHeader) + '\n')
             // Send the actual Int16Array buffer, not the underlying ArrayBuffer
             wsRef.current.send(new Uint8Array(pcmBuffer.buffer, pcmBuffer.byteOffset, pcmBuffer.byteLength))
-            
+
             // Update debug stats
             chunkCountRef.current++
             setDebugStats(prev => ({ ...prev, chunksSent: chunkCountRef.current }))
           } catch (error) {
             console.error('Failed to send audio chunk:', error)
-            setDebugStats(prev => ({ 
-              ...prev, 
+            setDebugStats(prev => ({
+              ...prev,
               lastError: error instanceof Error ? error.message : 'Chunk send failed',
               lastErrorTime: new Date()
             }))
@@ -697,7 +697,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
 
       setIsRecording(true)
       setRecordingDuration(0)
-      
+
       // Start duration timer
       durationIntervalRef.current = setInterval(() => {
         setRecordingDuration(prev => prev + 1)
@@ -718,7 +718,7 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
       setAudioProcessingStarted(false)
       audioProcessingStartedRef.current = false
       console.log('🛑 Audio processing disabled')
-      
+
       // Send Wyoming protocol stop message
       if (wsRef.current && wsRef.current.readyState === WebSocket.OPEN) {
         try {
@@ -792,30 +792,30 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     // Connection state
     isWebSocketConnected,
     connectionStatus,
-    
+
     // Recording state
     isRecording,
     recordingDuration,
     audioProcessingStarted,
-    
+
     // Direct status checks (no state sync issues)
     hasValidWebSocket,
     hasValidMicrophone,
     hasValidAudioContext,
     isCurrentlyStreaming,
-    
+
     // Granular test states
     hasMicrophoneAccess,
     hasAudioContext,
     isStreaming,
-    
+
     // Error management
     error,
     componentErrors,
-    
+
     // Debug information
     debugStats,
-    
+
     // Actions
     connectWebSocketOnly,
     disconnectWebSocketOnly,
@@ -828,12 +828,12 @@ export const useAudioRecording = (): UseAudioRecordingReturn => {
     testFullFlowOnly,
     startRecording,
     stopRecording,
-    
+
     // Utilities
     formatDuration,
     canAccessMicrophone,
-    
+
     // Internal refs for components that need them
     analyserRef
   } as UseAudioRecordingReturn & { analyserRef: React.RefObject<AnalyserNode | null> }
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/hooks/useConversations.ts b/backends/advanced/webui/src/hooks/useConversations.ts
index ebc8bdb2..cfa6e08b 100644
--- a/backends/advanced/webui/src/hooks/useConversations.ts
+++ b/backends/advanced/webui/src/hooks/useConversations.ts
@@ -22,14 +22,6 @@ export function useConversations(opts: ConversationListOpts = {}) {
   })
 }
 
-export function useConversationMemories(conversationId: string | null) {
-  return useQuery({
-    queryKey: ['conversationMemories', conversationId],
-    queryFn: () => conversationsApi.getMemories(conversationId!).then(r => r.data),
-    enabled: !!conversationId,
-  })
-}
-
 export function useConversationDetail(conversationId: string | null) {
   return useQuery({
     queryKey: ['conversation', conversationId],
@@ -92,8 +84,15 @@ export function useReprocessMemory() {
 export function useReprocessSpeakers() {
   const queryClient = useQueryClient()
   return useMutation({
-    mutationFn: ({ conversationId, transcriptVersionId }: { conversationId: string; transcriptVersionId?: string }) =>
-      conversationsApi.reprocessSpeakers(conversationId, transcriptVersionId || 'active'),
+    mutationFn: ({ conversationId, transcriptVersionId, diarizationSource }: {
+      conversationId: string
+      transcriptVersionId?: string
+      diarizationSource?: 'provider' | 'pyannote'
+    }) => conversationsApi.reprocessSpeakers(
+      conversationId,
+      transcriptVersionId || 'active',
+      diarizationSource
+    ),
     onSuccess: () => {
       queryClient.invalidateQueries({ queryKey: ['conversations'] })
     },
diff --git a/backends/advanced/webui/src/hooks/useFinetuning.ts b/backends/advanced/webui/src/hooks/useFinetuning.ts
index a02ad875..930834a4 100644
--- a/backends/advanced/webui/src/hooks/useFinetuning.ts
+++ b/backends/advanced/webui/src/hooks/useFinetuning.ts
@@ -47,20 +47,30 @@ export function useRunCronJob() {
   })
 }
 
-export function useProcessAnnotations() {
+export function useDeleteOrphanedAnnotations() {
   const queryClient = useQueryClient()
   return useMutation({
-    mutationFn: (annotationType: string) => finetuningApi.processAnnotations(annotationType).then(r => r.data),
+    mutationFn: (annotationType: string) => finetuningApi.deleteOrphanedAnnotations(annotationType).then(r => r.data),
     onSuccess: () => {
       queryClient.invalidateQueries({ queryKey: ['finetuning'] })
     },
   })
 }
 
-export function useDeleteOrphanedAnnotations() {
+export function useRetryFailedAnnotations() {
   const queryClient = useQueryClient()
   return useMutation({
-    mutationFn: (annotationType: string) => finetuningApi.deleteOrphanedAnnotations(annotationType).then(r => r.data),
+    mutationFn: (annotationType?: string) => finetuningApi.retryFailedAnnotations(annotationType).then(r => r.data),
+    onSuccess: () => {
+      queryClient.invalidateQueries({ queryKey: ['finetuning'] })
+    },
+  })
+}
+
+export function useDeleteFailedAnnotations() {
+  const queryClient = useQueryClient()
+  return useMutation({
+    mutationFn: (annotationType?: string) => finetuningApi.deleteFailedAnnotations(annotationType).then(r => r.data),
     onSuccess: () => {
       queryClient.invalidateQueries({ queryKey: ['finetuning'] })
     },
diff --git a/backends/advanced/webui/src/hooks/useGaplessPlayer.ts b/backends/advanced/webui/src/hooks/useGaplessPlayer.ts
new file mode 100644
index 00000000..14fe49fd
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useGaplessPlayer.ts
@@ -0,0 +1,59 @@
+/**
+ * React bindings for the gapless audio singleton.
+ *
+ * Two-tier subscription so the high-frequency playhead never re-renders heavy
+ * lists:
+ * - `useGaplessPlayer()` returns a low-frequency CONTROL snapshot (who's active,
+ *   playing/paused, segment markers, buffering) + memoized action callbacks. It
+ *   only changes at discrete transitions, NOT on every playhead tick.
+ * - `usePlayheadTime(cid)` returns the high-frequency playhead as a primitive
+ *   `number | undefined`. Only the active conversation's subscribers fire.
+ */
+
+import { useCallback, useMemo, useSyncExternalStore } from 'react'
+import { gaplessPlayer, ControlSnapshot } from '../lib/gaplessPlayer'
+
+export interface UseGaplessPlayer extends ControlSnapshot {
+  play: typeof gaplessPlayer.play
+  playSegment: typeof gaplessPlayer.playSegment
+  playProgram: typeof gaplessPlayer.playProgram
+  togglePlay: typeof gaplessPlayer.togglePlay
+  setRate: typeof gaplessPlayer.setRate
+  seek: typeof gaplessPlayer.seek
+  pause: typeof gaplessPlayer.pause
+  resume: typeof gaplessPlayer.resume
+  stop: typeof gaplessPlayer.stop
+  isActive: typeof gaplessPlayer.isActive
+}
+
+export function useGaplessPlayer(): UseGaplessPlayer {
+  const snapshot = useSyncExternalStore(
+    gaplessPlayer.subscribeControl,
+    gaplessPlayer.getControlSnapshot,
+    gaplessPlayer.getControlSnapshot
+  )
+
+  const actions = useMemo(
+    () => ({
+      play: gaplessPlayer.play,
+      playSegment: gaplessPlayer.playSegment,
+      playProgram: gaplessPlayer.playProgram,
+      togglePlay: gaplessPlayer.togglePlay,
+      setRate: gaplessPlayer.setRate,
+      seek: gaplessPlayer.seek,
+      pause: gaplessPlayer.pause,
+      resume: gaplessPlayer.resume,
+      stop: gaplessPlayer.stop,
+      isActive: gaplessPlayer.isActive,
+    }),
+    []
+  )
+
+  return { ...snapshot, ...actions }
+}
+
+export function usePlayheadTime(cid: string): number | undefined {
+  const subscribe = useCallback((cb: () => void) => gaplessPlayer.subscribeTime(cid, cb), [cid])
+  const getSnapshot = useCallback(() => gaplessPlayer.getTime(cid), [cid])
+  return useSyncExternalStore(subscribe, getSnapshot, getSnapshot)
+}
diff --git a/backends/advanced/webui/src/hooks/useJobPolling.ts b/backends/advanced/webui/src/hooks/useJobPolling.ts
new file mode 100644
index 00000000..2a2e8c22
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useJobPolling.ts
@@ -0,0 +1,52 @@
+import { useCallback, useEffect, useRef } from 'react'
+import { BatchProgress, dataAuditApi } from '../services/api'
+
+/**
+ * Poll an RQ job until it finishes or fails.
+ *
+ * Returns a `pollJob` function resolving with the terminal status
+ * ('finished' | 'failed'). The interval is cleaned up on unmount; transient
+ * polling errors are tolerated.
+ */
+export function useJobPolling(intervalMs: number = 2000) {
+  const pollRef = useRef<ReturnType<typeof setInterval> | null>(null)
+
+  useEffect(() => {
+    return () => {
+      if (pollRef.current) clearInterval(pollRef.current)
+    }
+  }, [])
+
+  const pollJob = useCallback(
+    (jobId: string, onStatus?: (status: string, progress?: BatchProgress) => void) =>
+      new Promise<'finished' | 'failed'>((resolve) => {
+        if (pollRef.current) clearInterval(pollRef.current)
+        pollRef.current = setInterval(async () => {
+          try {
+            const res = await dataAuditApi.getJobStatus(jobId)
+            const status = res.data.status
+            if (status === 'finished' || status === 'failed') {
+              if (pollRef.current) clearInterval(pollRef.current)
+              pollRef.current = null
+              resolve(status)
+            } else if (onStatus) {
+              onStatus(status, res.data.batch_progress)
+            }
+          } catch (e: any) {
+            // A 404 means the job record is gone (expired/never existed) —
+            // terminal, so re-attach to a stale stored job id doesn't poll
+            // forever. Other (transient) errors are tolerated and we keep
+            // polling.
+            if (e?.response?.status === 404) {
+              if (pollRef.current) clearInterval(pollRef.current)
+              pollRef.current = null
+              resolve('failed')
+            }
+          }
+        }, intervalMs)
+      }),
+    [intervalMs]
+  )
+
+  return { pollJob }
+}
diff --git a/backends/advanced/webui/src/hooks/useMemories.ts b/backends/advanced/webui/src/hooks/useMemories.ts
deleted file mode 100644
index 47574615..00000000
--- a/backends/advanced/webui/src/hooks/useMemories.ts
+++ /dev/null
@@ -1,36 +0,0 @@
-import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query'
-import { memoriesApi } from '../services/api'
-
-export function useMemories(userId: string | undefined) {
-  return useQuery({
-    queryKey: ['memories', userId],
-    queryFn: () => memoriesApi.getAll(userId).then(r => r.data),
-    enabled: !!userId,
-  })
-}
-
-export function useMemoryDetail(memoryId: string | undefined, userId: string | undefined) {
-  return useQuery({
-    queryKey: ['memory', memoryId],
-    queryFn: () => memoriesApi.getById(memoryId!, userId).then(r => r.data.memory),
-    enabled: !!memoryId && !!userId,
-  })
-}
-
-export function useMemorySearch(query: string, userId?: string, limit?: number, scoreThreshold?: number) {
-  return useQuery({
-    queryKey: ['memories', 'search', query, userId, scoreThreshold],
-    queryFn: () => memoriesApi.search(query, userId, limit, scoreThreshold).then(r => r.data),
-    enabled: query.trim().length > 0,
-  })
-}
-
-export function useDeleteMemory() {
-  const queryClient = useQueryClient()
-  return useMutation({
-    mutationFn: (id: string) => memoriesApi.delete(id),
-    onSuccess: () => {
-      queryClient.invalidateQueries({ queryKey: ['memories'] })
-    },
-  })
-}
diff --git a/backends/advanced/webui/src/hooks/useMemoryLedger.ts b/backends/advanced/webui/src/hooks/useMemoryLedger.ts
new file mode 100644
index 00000000..dbdfa391
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useMemoryLedger.ts
@@ -0,0 +1,27 @@
+import { useQuery } from '@tanstack/react-query'
+import { memoryApi } from '../services/api'
+
+interface LedgerOpts {
+  limit?: number
+  conversation_id?: string
+  user_id?: string
+}
+
+// Memory vault change ledger (newest first).
+export function useMemoryLedger(opts: LedgerOpts = {}) {
+  return useQuery({
+    queryKey: ['memory-ledger', opts],
+    queryFn: () => memoryApi.getAudit(opts).then(r => r.data),
+  })
+}
+
+// Before→after diff for one entry — only fetched when an entry id is provided
+// (i.e. when the user expands a row), so the list stays light.
+export function useMemoryAuditDiff(entryId: string | null) {
+  return useQuery({
+    queryKey: ['memory-audit-diff', entryId],
+    queryFn: () => memoryApi.getAuditDiff(entryId as string).then(r => r.data),
+    enabled: !!entryId,
+    staleTime: 5 * 60_000,
+  })
+}
diff --git a/backends/advanced/webui/src/hooks/useQueue.ts b/backends/advanced/webui/src/hooks/useQueue.ts
index e7a69253..2d8d9c58 100644
--- a/backends/advanced/webui/src/hooks/useQueue.ts
+++ b/backends/advanced/webui/src/hooks/useQueue.ts
@@ -1,11 +1,10 @@
 import { useQuery, useMutation, useQueryClient } from '@tanstack/react-query'
 import { queueApi } from '../services/api'
 
-export function useQueueDashboard(expandedSessions: string[], autoRefresh: boolean) {
+export function useQueueDashboard(expandedSessions: string[]) {
   return useQuery({
     queryKey: ['queue', 'dashboard', expandedSessions],
     queryFn: () => queueApi.getDashboard(expandedSessions).then(r => r.data),
-    refetchInterval: autoRefresh ? 5000 : false,
   })
 }
 
@@ -13,7 +12,6 @@ export function useQueueEvents(limit: number = 50, eventType?: string) {
   return useQuery({
     queryKey: ['queue', 'events', limit, eventType],
     queryFn: () => queueApi.getEvents(limit, eventType).then(r => r.data),
-    staleTime: 10_000,
   })
 }
 
diff --git a/backends/advanced/webui/src/hooks/useSSE.ts b/backends/advanced/webui/src/hooks/useSSE.ts
new file mode 100644
index 00000000..3d74e88b
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useSSE.ts
@@ -0,0 +1,212 @@
+import { useEffect, useRef, useCallback, useState } from 'react'
+import { useQueryClient } from '@tanstack/react-query'
+import { useAuth } from '../contexts/AuthContext'
+import { BACKEND_URL } from '../services/api'
+import { emitWakeEvent, getActiveWakeClientId } from './useWakeFeedback'
+
+export type SSEStatus = 'connecting' | 'connected' | 'reconnecting' | 'error'
+
+/**
+ * Global SSE hook — connects once per authenticated session and invalidates
+ * React Query caches when the backend pushes events.
+ *
+ * Returns the current connection status for UI indicators.
+ */
+export function useSSE(): SSEStatus {
+  const { token } = useAuth()
+  const queryClient = useQueryClient()
+  const readerRef = useRef<ReadableStreamDefaultReader<Uint8Array> | null>(null)
+  const abortRef = useRef<AbortController | null>(null)
+  const reconnectTimeoutRef = useRef<ReturnType<typeof setTimeout> | null>(null)
+  const retriesRef = useRef(0)
+  const [status, setStatus] = useState<SSEStatus>('connecting')
+
+  const BASE_DELAY = 1000 // 1s, doubles each retry up to 30s
+
+  const handleEvent = useCallback((eventType: string, data: unknown) => {
+    switch (eventType) {
+      case 'conversation.created':
+      case 'conversation.updated':
+      case 'conversation.completed':
+        queryClient.invalidateQueries({ queryKey: ['conversations'] })
+        queryClient.invalidateQueries({ queryKey: ['conversation'] })
+        queryClient.invalidateQueries({ queryKey: ['queue'] })
+        break
+
+      case 'memory.processed':
+        queryClient.invalidateQueries({ queryKey: ['conversations'] })
+        queryClient.invalidateQueries({ queryKey: ['conversation'] })
+        queryClient.invalidateQueries({ queryKey: ['memories'] })
+        queryClient.invalidateQueries({ queryKey: ['conversationMemories'] })
+        queryClient.invalidateQueries({ queryKey: ['queue'] })
+        break
+
+      case 'transcript.live': {
+        const d = data as { conversation_id?: string; segments?: unknown[]; transcript?: string }
+        if (d.conversation_id) {
+          const patch = {
+            segments: d.segments ?? [],
+            transcript: d.transcript ?? '',
+            segment_count: d.segments?.length ?? 0,
+          }
+          // Patch the conversation detail cache (['conversation', id])
+          queryClient.setQueryData(
+            ['conversation', d.conversation_id],
+            (old: Record<string, unknown> | undefined) => (old ? { ...old, ...patch } : old)
+          )
+          // Patch the matching row in every cached conversations list (['conversations', opts])
+          queryClient.setQueriesData(
+            { queryKey: ['conversations'] },
+            (old: { conversations?: Array<Record<string, unknown>> } | undefined) => {
+              if (!old?.conversations) return old
+              let changed = false
+              const conversations = old.conversations.map((c) => {
+                if (c.conversation_id !== d.conversation_id) return c
+                changed = true
+                return { ...c, ...patch }
+              })
+              return changed ? { ...old, conversations } : old
+            }
+          )
+        }
+        break
+      }
+
+      // Wake events are delivered over the per-user SSE bus but carry the originating
+      // client_id. Only react to wake activity for the device THIS browser is streaming
+      // as — a wake on the user's HAVPE or phone must not light up the web UI.
+      case 'wake.armed':
+      case 'wake.end_of_turn':
+      case 'wake.command':
+      case 'wake.blocked':
+      case 'wake.followup': {
+        const d = data as {
+          client_id?: string
+          score?: number
+          reason?: string
+          duration?: number
+          command?: string
+          reply?: string
+          window_secs?: number
+          identified?: string | null
+        }
+        const myClientId = getActiveWakeClientId()
+        if (!myClientId || d.client_id !== myClientId) break
+
+        if (eventType === 'wake.armed') {
+          emitWakeEvent({ type: 'armed', score: d.score })
+        } else if (eventType === 'wake.end_of_turn') {
+          emitWakeEvent({ type: 'end_of_turn', reason: d.reason, duration: d.duration })
+        } else if (eventType === 'wake.command') {
+          emitWakeEvent({ type: 'command', command: d.command, reply: d.reply })
+        } else if (eventType === 'wake.blocked') {
+          emitWakeEvent({ type: 'blocked', reason: d.reason, identified: d.identified })
+        } else {
+          emitWakeEvent({ type: 'followup', window_secs: d.window_secs })
+        }
+        break
+      }
+
+      case 'plugin.event':
+      case 'job.progress':
+      case 'jobs.queued':
+      case 'session.started':
+      case 'session.ended':
+      case 'conversation.closed':
+        queryClient.invalidateQueries({ queryKey: ['queue'] })
+        break
+
+      // A new system error/health event — refresh the System Errors page list and
+      // the nav unacked-error badge.
+      case 'system.error':
+        queryClient.invalidateQueries({ queryKey: ['system-events'] })
+        queryClient.invalidateQueries({ queryKey: ['system-events-summary'] })
+        break
+
+      case 'connected':
+        retriesRef.current = 0
+        setStatus('connected')
+        break
+    }
+  }, [queryClient])
+
+  const connect = useCallback(async () => {
+    if (!token) return
+
+    setStatus(retriesRef.current === 0 ? 'connecting' : 'reconnecting')
+
+    // Clean up previous connection
+    abortRef.current?.abort()
+    const controller = new AbortController()
+    abortRef.current = controller
+
+    const url = `${BACKEND_URL}/api/events/stream?token=${encodeURIComponent(token)}`
+
+    try {
+      const response = await fetch(url, {
+        signal: controller.signal,
+        headers: { 'Accept': 'text/event-stream' },
+      })
+
+      if (!response.ok) {
+        if (response.status === 401) {
+          setStatus('error')
+          return
+        }
+        throw new Error(`SSE connection failed: ${response.status}`)
+      }
+
+      const reader = response.body?.getReader()
+      if (!reader) return
+      readerRef.current = reader
+
+      const decoder = new TextDecoder()
+      let buffer = ''
+      let currentEvent = 'message'
+
+      while (true) {
+        const { done, value } = await reader.read()
+        if (done) break
+
+        buffer += decoder.decode(value, { stream: true })
+        const lines = buffer.split('\n')
+        buffer = lines.pop() || ''
+
+        for (const line of lines) {
+          if (line.startsWith('event: ')) {
+            currentEvent = line.slice(7).trim()
+          } else if (line.startsWith('data: ')) {
+            try {
+              const data = JSON.parse(line.slice(6))
+              handleEvent(currentEvent, data)
+            } catch {
+              // Ignore malformed JSON
+            }
+            currentEvent = 'message'
+          }
+          // Lines starting with ':' are SSE comments (heartbeats) — ignore
+        }
+      }
+    } catch (err: unknown) {
+      if (err instanceof DOMException && err.name === 'AbortError') return
+    }
+
+    // Connection dropped — reconnect with backoff
+    setStatus('reconnecting')
+    const delay = Math.min(BASE_DELAY * Math.pow(2, retriesRef.current), 30000)
+    retriesRef.current++
+    reconnectTimeoutRef.current = setTimeout(connect, delay)
+  }, [token, handleEvent])
+
+  useEffect(() => {
+    connect()
+
+    return () => {
+      abortRef.current?.abort()
+      readerRef.current?.cancel()
+      if (reconnectTimeoutRef.current) clearTimeout(reconnectTimeoutRef.current)
+    }
+  }, [connect])
+
+  return status
+}
diff --git a/backends/advanced/webui/src/hooks/useSystem.ts b/backends/advanced/webui/src/hooks/useSystem.ts
index 2339af0b..ce3dbbd5 100644
--- a/backends/advanced/webui/src/hooks/useSystem.ts
+++ b/backends/advanced/webui/src/hooks/useSystem.ts
@@ -87,6 +87,143 @@ export function useLLMOperations() {
   })
 }
 
+// ── Model registry (Chronicle model configuration) ──────────────────────────
+export type ModelType = 'llm' | 'embedding' | 'stt' | 'stt_stream' | 'tts'
+
+export interface ModelView {
+  name: string
+  model_type: ModelType
+  model_provider: string
+  model_name: string
+  model_url: string
+  api_family: string
+  api_key: string // masked ('••••••••') for inline secrets; ${oc.env:...} shown verbatim
+  api_key_is_set: boolean
+  api_key_is_ref: boolean
+  description: string | null
+  model_params: Record<string, any>
+  capabilities: string[]
+  embedding_dimensions: number | null
+  model_output: string | null
+  thinking: boolean
+  source: 'config' | 'default'
+  is_default: boolean
+}
+
+export interface ModelsData {
+  defaults: Record<string, string | null>
+  models: Record<ModelType, ModelView[]>
+  status: string
+}
+
+export function useModels(isAdmin: boolean) {
+  return useQuery<ModelsData | null>({
+    queryKey: ['system', 'models'],
+    queryFn: async () => {
+      const response = await systemApi.getModels()
+      return response.data?.status === 'success' ? response.data : null
+    },
+    enabled: isAdmin,
+    staleTime: 5 * 60_000,
+  })
+}
+
+export interface ExternalServiceProvider {
+  env_key: string
+  current: string
+  streaming_current?: string
+  // `local` = the provider runs a local container (switching to/from it is heavy:
+  // start/stop, possibly a model download). Absent/false = cloud (config-only switch).
+  available: { key: string; label: string; local?: boolean }[]
+  // Streaming-lane (stt_stream) provider options; present only for asr-services.
+  streaming_available?: { key: string; label: string; local?: boolean }[]
+}
+
+export interface ExternalService {
+  name: string
+  description: string
+  ports: string[]
+  // Canonical browser-facing UI on the owning node. The node agent resolves
+  // Tailscale host + Caddy/HTTP fallback; clients must not guess from raw ports.
+  ui_url?: string | null
+  enabled: boolean
+  health: 'healthy' | 'partial' | 'unhealthy' | 'stopped' | 'starting'
+  health_detail: string
+  provider: ExternalServiceProvider | null
+  // The node (host) this service runs on, and whether it's a remote cluster node.
+  node?: string | null
+  remote?: boolean
+}
+
+export interface ServiceOperation {
+  id: string
+  service: string
+  action: string
+  status: 'running' | 'done' | 'failed'
+  ok: boolean | null
+  log: string
+  phase?: string
+  // Node the operation runs on — used to poll the owning node's agent.
+  node?: string | null
+}
+
+export interface ExternalServicesData {
+  available: boolean
+  reason?: string
+  detail?: string
+  services?: ExternalService[]
+  operation?: ServiceOperation | null
+}
+
+export function useExternalServices(isAdmin: boolean, pollWhileBusy: boolean) {
+  return useQuery<ExternalServicesData>({
+    queryKey: ['system', 'externalServices'],
+    queryFn: async () => {
+      const response = await systemApi.getExternalServices()
+      return response.data
+    },
+    enabled: isAdmin,
+    staleTime: 30_000,
+    // Poll while an operation runs or a service is still booting (model loading),
+    // so health flips to healthy without a manual refresh.
+    refetchInterval: query => {
+      if (pollWhileBusy) return 3_000
+      const services = query.state.data?.services
+      return services?.some(s => s.health === 'starting') ? 5_000 : false
+    },
+  })
+}
+
+// ── Node code-version + update flow ─────────────────────────────────────────
+export interface UpdateCheckResult {
+  available: boolean
+  reason?: string
+  detail?: string
+  node?: string | null
+  current?: { describe: string; commit: string; branch: string; dirty: boolean }
+  target?: { ref: string; kind: 'branch' | 'tag' | 'ref'; commit: string } | null
+  update_available?: boolean
+  error?: string
+}
+
+export interface VersionInfo {
+  version: string
+  package_version: string
+  timestamp: string
+}
+
+export function useBackendVersion() {
+  return useQuery<VersionInfo | null>({
+    queryKey: ['system', 'version'],
+    queryFn: async () => {
+      const response = await systemApi.getVersion()
+      return response.data ?? null
+    },
+    staleTime: 5 * 60_000,
+    retry: 1,
+  })
+}
+
 export function useRestartWorkers() {
   const queryClient = useQueryClient()
   return useMutation({
diff --git a/backends/advanced/webui/src/hooks/useSystemEvents.ts b/backends/advanced/webui/src/hooks/useSystemEvents.ts
new file mode 100644
index 00000000..83c22420
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useSystemEvents.ts
@@ -0,0 +1,21 @@
+import { useQuery } from '@tanstack/react-query'
+import { systemEventsApi, type SystemEventsFilter } from '../services/api'
+
+// Admin system-event ledger (newest first), server-filtered + paginated.
+export function useSystemEvents(filter: SystemEventsFilter = {}, enabled = true) {
+  return useQuery({
+    queryKey: ['system-events', filter],
+    queryFn: () => systemEventsApi.list(filter).then(r => r.data),
+    enabled,
+  })
+}
+
+// Counts by severity/category/source over a window — drives the summary strip
+// and the nav unacked-error badge.
+export function useSystemEventsSummary(windowHours = 24, enabled = true) {
+  return useQuery({
+    queryKey: ['system-events-summary', windowHours],
+    queryFn: () => systemEventsApi.summary(windowHours).then(r => r.data),
+    enabled,
+  })
+}
diff --git a/backends/advanced/webui/src/hooks/useWakeFeedback.ts b/backends/advanced/webui/src/hooks/useWakeFeedback.ts
new file mode 100644
index 00000000..b1dfe0c6
--- /dev/null
+++ b/backends/advanced/webui/src/hooks/useWakeFeedback.ts
@@ -0,0 +1,154 @@
+import { useEffect, useState } from 'react'
+
+/**
+ * Wake-word UI feedback bus.
+ *
+ * The acoustic wake-word service emits three SSE events as a command turn flows
+ * through it: `wake.armed` (wake word detected), `wake.end_of_turn` (capture
+ * ended) and `wake.command` (recognized command + Hermes reply). `useSSE` pushes
+ * those into this tiny module-level bus; `useWakeFeedback` turns them into
+ * transient UI state (a phase + discrete pulse counters) that the Live Recording
+ * screen and the global recording indicator both consume — no provider plumbing.
+ */
+
+export type WakePhase = 'idle' | 'listening' | 'ended' | 'followup'
+
+export interface WakeEvent {
+  type: 'armed' | 'end_of_turn' | 'command' | 'followup' | 'blocked'
+  score?: number
+  reason?: string
+  duration?: number
+  command?: string
+  reply?: string
+  /** For 'followup': how long the follow-up window stays open (seconds). */
+  window_secs?: number
+  /** For 'blocked': the speaker that was recognized (if any), for the UI note. */
+  identified?: string | null
+}
+
+type Listener = (evt: WakeEvent) => void
+
+const listeners = new Set<Listener>()
+
+/**
+ * The client_id this browser is currently streaming as (from the `ready` WS frame),
+ * or null when not recording. Wake events are keyed by client_id on the backend, but
+ * delivered over the per-user SSE bus — so this browser must only react to wake
+ * activity for its OWN device, not another of the user's devices (a HAVPE, a phone).
+ */
+let activeWakeClientId: string | null = null
+
+/** Set/clear the client_id this browser streams as; gates wake-event delivery. */
+export function setActiveWakeClientId(clientId: string | null): void {
+  activeWakeClientId = clientId
+}
+
+/** The client_id this browser streams as, or null when not recording. */
+export function getActiveWakeClientId(): string | null {
+  return activeWakeClientId
+}
+
+/** Fan a wake event out to every mounted `useWakeFeedback` consumer. */
+export function emitWakeEvent(evt: WakeEvent): void {
+  listeners.forEach((l) => l(evt))
+}
+
+export interface WakeFeedback {
+  /**
+   * 'listening' from arm until end-of-turn; 'ended' briefly after; 'followup'
+   * while a follow-up window is open (next utterance taken as a follow-up with
+   * no wake word); else 'idle'.
+   */
+  phase: WakePhase
+  /** Increments on every wake-word arm (drives one-shot pulse animations). */
+  armedPulse: number
+  /** Increments on every end-of-turn (drives one-shot pulse animations). */
+  endedPulse: number
+  /** Increments whenever a command is blocked by the speaker gate. */
+  blockedPulse: number
+  /** Last recognized command text (auto-clears), or null. */
+  lastCommand: string | null
+  /** Last Hermes reply text (auto-clears), or null. */
+  lastReply: string | null
+  /** A transient note when a wake word was ignored by the speaker gate, or null. */
+  lastBlocked: string | null
+}
+
+// 'ended' lingers briefly so the green pulse is visible, then resets to idle.
+const ENDED_RESET_MS = 4000
+// Recognized command/reply stays on screen this long, then clears.
+const COMMAND_CLEAR_MS = 15000
+// Fallback follow-up window if the backend doesn't send window_secs.
+const FOLLOWUP_DEFAULT_MS = 12000
+
+export function useWakeFeedback(): WakeFeedback {
+  const [phase, setPhase] = useState<WakePhase>('idle')
+  const [armedPulse, setArmedPulse] = useState(0)
+  const [endedPulse, setEndedPulse] = useState(0)
+  const [blockedPulse, setBlockedPulse] = useState(0)
+  const [lastCommand, setLastCommand] = useState<string | null>(null)
+  const [lastReply, setLastReply] = useState<string | null>(null)
+  const [lastBlocked, setLastBlocked] = useState<string | null>(null)
+
+  useEffect(() => {
+    let endedTimer: ReturnType<typeof setTimeout> | undefined
+    let commandTimer: ReturnType<typeof setTimeout> | undefined
+    let followupTimer: ReturnType<typeof setTimeout> | undefined
+    let blockedTimer: ReturnType<typeof setTimeout> | undefined
+
+    const onEvent: Listener = (evt) => {
+      if (evt.type === 'armed') {
+        // A fresh acoustic wake supersedes any open follow-up window.
+        if (endedTimer) clearTimeout(endedTimer)
+        if (followupTimer) clearTimeout(followupTimer)
+        setPhase('listening')
+        setArmedPulse((n) => n + 1)
+      } else if (evt.type === 'end_of_turn') {
+        if (endedTimer) clearTimeout(endedTimer)
+        setPhase('ended')
+        setEndedPulse((n) => n + 1)
+        endedTimer = setTimeout(() => setPhase('idle'), ENDED_RESET_MS)
+      } else if (evt.type === 'command') {
+        if (commandTimer) clearTimeout(commandTimer)
+        setLastCommand(evt.command?.trim() || null)
+        setLastReply(evt.reply?.trim() || null)
+        commandTimer = setTimeout(() => {
+          setLastCommand(null)
+          setLastReply(null)
+        }, COMMAND_CLEAR_MS)
+      } else if (evt.type === 'blocked') {
+        // The wake word fired but the speaker gate rejected it (speaker not in the
+        // allowlist). End the listening state and surface a transient note.
+        if (endedTimer) clearTimeout(endedTimer)
+        if (blockedTimer) clearTimeout(blockedTimer)
+        setPhase('idle')
+        setBlockedPulse((n) => n + 1)
+        setLastBlocked(
+          evt.identified
+            ? `Ignored — ${evt.identified} is not allowed to use the wake word`
+            : 'Ignored — speaker not recognized'
+        )
+        blockedTimer = setTimeout(() => setLastBlocked(null), COMMAND_CLEAR_MS)
+      } else if (evt.type === 'followup') {
+        // A follow-up window is open: the next utterance is taken as a follow-up
+        // with no wake word. Refresh on each event; self-expire with the window.
+        if (endedTimer) clearTimeout(endedTimer)
+        if (followupTimer) clearTimeout(followupTimer)
+        setPhase('followup')
+        const ms = evt.window_secs ? evt.window_secs * 1000 : FOLLOWUP_DEFAULT_MS
+        followupTimer = setTimeout(() => setPhase('idle'), ms)
+      }
+    }
+
+    listeners.add(onEvent)
+    return () => {
+      listeners.delete(onEvent)
+      if (endedTimer) clearTimeout(endedTimer)
+      if (commandTimer) clearTimeout(commandTimer)
+      if (followupTimer) clearTimeout(followupTimer)
+      if (blockedTimer) clearTimeout(blockedTimer)
+    }
+  }, [])
+
+  return { phase, armedPulse, endedPulse, blockedPulse, lastCommand, lastReply, lastBlocked }
+}
diff --git a/backends/advanced/webui/src/index.css b/backends/advanced/webui/src/index.css
index 96d55fdc..5db5e302 100644
--- a/backends/advanced/webui/src/index.css
+++ b/backends/advanced/webui/src/index.css
@@ -6,4 +6,4 @@
   html {
     font-family: system-ui, sans-serif;
   }
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/lib/gaplessPlayer.ts b/backends/advanced/webui/src/lib/gaplessPlayer.ts
new file mode 100644
index 00000000..db4155da
--- /dev/null
+++ b/backends/advanced/webui/src/lib/gaplessPlayer.ts
@@ -0,0 +1,621 @@
+/**
+ * Gapless audio player — a single app-wide Web Audio scheduler.
+ *
+ * WHY THIS EXISTS
+ * Conversation audio used to play as chained `<audio>` elements (one per 10 s
+ * window / per segment), auto-advancing on the `ended` event. The audible gap at
+ * every boundary was NOT in the data — each window decodes to exactly 10.0000 s
+ * with ~0 ms of seam silence. The gap was the *main-thread handoff* between two
+ * media elements (`ended` → React state → `currentTime=0` → `play()`).
+ *
+ * The fix: decode each window to an `AudioBuffer` once and schedule
+ * `AudioBufferSourceNode`s back-to-back on a single `AudioContext` clock with a
+ * look-ahead pump (`src.start(when, offset, duration)`). Audio then renders on the
+ * browser audio thread from pre-scheduled buffers, so main-thread jank can no
+ * longer create gaps. Precise seeking is preserved by starting the first source at
+ * a sample-accurate buffer offset.
+ *
+ * Only one thing plays at a time across the whole app, so this is a module-level
+ * singleton (stable across React re-renders / navigation). The React glue lives in
+ * `src/hooks/useGaplessPlayer.ts`.
+ *
+ * TIME MODEL
+ * - "audio time"   = seconds within the actual recording (what the waveform shows).
+ * - "program time" = position along the concatenated program of ranges (silence
+ *                    between speech regions removed). For a single full range
+ *                    [0, total] the two are identical.
+ * The clock: pt(now) = anchorProgramTime + (now − anchorCtxTime)·rate.
+ * Public API is all in audio time; we convert internally.
+ *
+ * See `untracked/mycelia/frontend/src/modules/audio/player.tsx` for the prior-art
+ * anchor-clock + generation-guard this validates, and the plan at
+ * `~/.claude/plans/lets-properly-implement-the-dazzling-pinwheel.md`.
+ */
+
+import { BACKEND_URL } from '../services/api'
+import { getStorageKey } from '../utils/storage'
+import { decodeFormat, demoteToWav } from '../utils/audioFormat'
+
+const WINDOW = 10 // seconds per cache/fetch window (internal granularity only)
+const SCHEDULE_AHEAD = 0.3 // schedule chunks up to this many ctx-seconds ahead
+const LEAD = 0.08 // first source starts this far in the future (decode safety margin)
+const GUARD = 0.05 // if a chunk's start time is within this of "now", we missed it
+const PREFETCH_WINDOWS = 2 // decode this many windows ahead of the cursor
+const PUMP_INTERVAL_MS = 250 // periodic scheduling tick
+const MAX_CACHED_WINDOWS = 30 // bounded LRU (~19 MB of decoded PCM)
+
+export interface Range {
+  start: number
+  end: number
+}
+
+export interface SegmentMarker {
+  cid: string
+  start: number
+  end: number
+  playing: boolean
+}
+
+export interface ControlSnapshot {
+  activeConversationId: string | null
+  isPlaying: boolean // truly producing sound (active, not paused)
+  isPaused: boolean
+  playingSegmentId: string | null
+  segmentMarker: SegmentMarker | null
+  buffering: boolean
+}
+
+// ---- module state ---------------------------------------------------------
+
+let ctx: AudioContext | null = null
+let gain: GainNode | null = null
+
+let program: Range[] = []
+let cumStart: number[] = [] // program-time at which each range begins
+let programDuration = 0
+let rate = 1
+
+let anchorCtxTime = 0
+let anchorProgramTime = 0
+let anchored = false // false during the LEAD before the first window decodes
+let cursor = 0 // program-time up to which we have scheduled
+
+let playing = false
+let paused = false
+let buffering = false
+let epoch = 0
+let activeCid: string | null = null
+let playingSegmentId: string | null = null
+let segmentMarker: SegmentMarker | null = null
+
+// Last audio-time per conversation (for resume / inactive playhead).
+const positions = new Map<string, number>()
+
+// Decoded-window cache + in-flight fetches.
+const windowCache = new Map<string, AudioBuffer>()
+const windowFetches = new Map<string, Promise<AudioBuffer>>()
+const lru: string[] = []
+
+// Live scheduled sources + per-window refcount so the LRU never evicts a buffer
+// that is currently scheduled.
+const scheduled = new Set<AudioBufferSourceNode>()
+const schedKeyCount = new Map<string, number>()
+
+let pumpTimer: ReturnType<typeof setInterval> | null = null
+let rafId: number | null = null
+
+// ---- listeners (useSyncExternalStore) -------------------------------------
+
+const controlListeners = new Set<() => void>()
+const timeListeners = new Map<string, Set<() => void>>()
+
+let controlSnapshot: ControlSnapshot = {
+  activeConversationId: null,
+  isPlaying: false,
+  isPaused: false,
+  playingSegmentId: null,
+  segmentMarker: null,
+  buffering: false,
+}
+
+function rebuildControl() {
+  controlSnapshot = {
+    activeConversationId: activeCid,
+    isPlaying: playing && !paused,
+    isPaused: paused,
+    playingSegmentId,
+    segmentMarker,
+    buffering,
+  }
+  controlListeners.forEach((cb) => cb())
+}
+
+function notifyTime(cid: string) {
+  timeListeners.get(cid)?.forEach((cb) => cb())
+}
+
+// ---- helpers --------------------------------------------------------------
+
+const tokenVal = () => localStorage.getItem(getStorageKey('token')) || ''
+const wkey = (cid: string, w: number) => `${cid}_${w}`
+const clamp = (v: number, lo: number, hi: number) => Math.min(hi, Math.max(lo, v))
+
+function setProgram(ranges: Range[]) {
+  program = ranges.filter((r) => r.end > r.start)
+  cumStart = []
+  let acc = 0
+  for (const r of program) {
+    cumStart.push(acc)
+    acc += r.end - r.start
+  }
+  programDuration = acc
+}
+
+// program-time → { range index, audio time }
+function programToRange(pt: number): { i: number; audioTime: number } {
+  if (program.length === 0) return { i: 0, audioTime: 0 }
+  if (pt >= programDuration) {
+    const last = program.length - 1
+    return { i: last, audioTime: program[last].end }
+  }
+  for (let i = 0; i < program.length; i++) {
+    const len = program[i].end - program[i].start
+    if (pt < cumStart[i] + len) return { i, audioTime: program[i].start + (pt - cumStart[i]) }
+  }
+  const last = program.length - 1
+  return { i: last, audioTime: program[last].end }
+}
+
+// audio-time → program-time (snaps forward to the next range if in a gap)
+function audioToProgram(at: number): number {
+  for (let i = 0; i < program.length; i++) {
+    const { start, end } = program[i]
+    if (at < start) return cumStart[i] // inside a gap before range i → snap forward
+    if (at < end) return cumStart[i] + (at - start)
+  }
+  return programDuration
+}
+
+function ctxTimeFor(pt: number): number {
+  return anchorCtxTime + (pt - anchorProgramTime) / rate
+}
+
+function programTimeNow(): number {
+  if (!ctx) return anchorProgramTime
+  // AudioContext.currentTime is frozen while suspended, so this is correct paused too.
+  return anchorProgramTime + (ctx.currentTime - anchorCtxTime) * rate
+}
+
+function ensureContext() {
+  if (!ctx) {
+    const Ctor = window.AudioContext || (window as any).webkitAudioContext
+    ctx = new Ctor()
+    gain = ctx.createGain()
+    gain.gain.value = 1
+    gain.connect(ctx.destination)
+  }
+  if (ctx.state === 'suspended') ctx.resume().catch(() => {})
+}
+
+// ---- window cache ---------------------------------------------------------
+
+function touchLRU(key: string) {
+  const i = lru.indexOf(key)
+  if (i !== -1) lru.splice(i, 1)
+  lru.push(key)
+}
+
+function evict() {
+  while (windowCache.size > MAX_CACHED_WINDOWS) {
+    // Evict the oldest window that is not currently scheduled.
+    const idx = lru.findIndex((k) => (schedKeyCount.get(k) || 0) === 0)
+    if (idx === -1) break
+    const [key] = lru.splice(idx, 1)
+    windowCache.delete(key)
+  }
+}
+
+async function ensureBuffer(cid: string, w: number): Promise<AudioBuffer> {
+  const key = wkey(cid, w)
+  const cached = windowCache.get(key)
+  if (cached) {
+    touchLRU(key)
+    return cached
+  }
+  const inflight = windowFetches.get(key)
+  if (inflight) return inflight
+
+  const p = (async (): Promise<AudioBuffer> => {
+    const fmt = decodeFormat()
+    const url =
+      `${BACKEND_URL}/api/conversations/${cid}/audio-segments` +
+      `?start=${w * WINDOW}&duration=${WINDOW}&format=${fmt}`
+    const resp = await fetch(url, { headers: { Authorization: `Bearer ${tokenVal()}` } })
+    if (!resp.ok) throw new Error(`Audio fetch failed: ${resp.status}`)
+    const ab = await resp.arrayBuffer()
+    let buf: AudioBuffer
+    try {
+      buf = await ctx!.decodeAudioData(ab)
+    } catch (e) {
+      // Safari: advertises opus but throws here. Permanently fall back to wav.
+      if (fmt === 'opus') {
+        demoteToWav()
+        windowCache.clear()
+        lru.length = 0
+        windowFetches.delete(key)
+        return ensureBuffer(cid, w)
+      }
+      throw e
+    }
+    windowCache.set(key, buf)
+    touchLRU(key)
+    windowFetches.delete(key)
+    evict()
+    return buf
+  })()
+
+  windowFetches.set(key, p)
+  p.catch(() => windowFetches.delete(key))
+  return p
+}
+
+// ---- scheduling pump ------------------------------------------------------
+
+function stopSources() {
+  scheduled.forEach((src) => {
+    src.onended = null
+    try {
+      src.stop()
+    } catch {
+      /* already stopped */
+    }
+    try {
+      src.disconnect()
+    } catch {
+      /* noop */
+    }
+  })
+  scheduled.clear()
+  schedKeyCount.clear()
+}
+
+function startPumpTimer() {
+  if (pumpTimer == null) pumpTimer = setInterval(pump, PUMP_INTERVAL_MS)
+}
+function stopPumpTimer() {
+  if (pumpTimer != null) {
+    clearInterval(pumpTimer)
+    pumpTimer = null
+  }
+}
+
+function pump() {
+  if (!playing || paused || !ctx || !gain) return
+  const myEpoch = epoch
+  const now = ctx.currentTime
+
+  while (cursor < programDuration - 1e-6) {
+    // ctx time when the chunk at `cursor` should begin
+    let when = ctxTimeFor(cursor)
+    if (when >= now + SCHEDULE_AHEAD / rate) break // far enough ahead; stop for now
+
+    const { i, audioTime: a0 } = programToRange(cursor)
+    const w = Math.floor(a0 / WINDOW)
+    const windowAudioStart = w * WINDOW
+    const a1 = Math.min((w + 1) * WINDOW, program[i].end) // clip window to range end
+    const segDur = a1 - a0
+    if (segDur <= 0) {
+      cursor += 1e-6
+      continue
+    }
+
+    const buf = windowCache.get(wkey(activeCid!, w))
+    if (!buf) {
+      // Not decoded yet — fetch and re-kick the pump when ready, then wait.
+      ensureBuffer(activeCid!, w)
+        .then(() => {
+          if (epoch === myEpoch) pump()
+        })
+        .catch(() => {})
+      break
+    }
+
+    // Boundary deadline missed (cold-cache near-boundary seek): re-anchor so this
+    // chunk starts cleanly LEAD seconds out. One tiny gap, then gapless onward.
+    if (when <= now + GUARD) {
+      anchorProgramTime = cursor
+      anchorCtxTime = now + LEAD
+      when = ctxTimeFor(cursor)
+    }
+
+    const offset = a0 - windowAudioStart
+    const isLast = cursor + segDur >= programDuration - 1e-6
+    const key = wkey(activeCid!, w)
+
+    const src = ctx.createBufferSource()
+    src.buffer = buf
+    src.playbackRate.value = rate
+    src.connect(gain)
+    src.onended = () => {
+      if (epoch !== myEpoch) return
+      scheduled.delete(src)
+      const c = (schedKeyCount.get(key) || 1) - 1
+      if (c <= 0) schedKeyCount.delete(key)
+      else schedKeyCount.set(key, c)
+      if (isLast) finalize()
+    }
+    src.start(when, offset, segDur)
+    scheduled.add(src)
+    schedKeyCount.set(key, (schedKeyCount.get(key) || 0) + 1)
+
+    // Program time is continuous across range boundaries, so simply advancing the
+    // cursor schedules the next range adjacently → seamless silence-skip.
+    cursor += segDur
+  }
+
+  prefetch()
+}
+
+function prefetch() {
+  if (!activeCid) return
+  let pt = cursor
+  for (let n = 0; n < PREFETCH_WINDOWS && pt < programDuration - 1e-6; n++) {
+    const { i, audioTime: a0 } = programToRange(pt)
+    const w = Math.floor(a0 / WINDOW)
+    ensureBuffer(activeCid, w).catch(() => {})
+    const a1 = Math.min((w + 1) * WINDOW, program[i].end)
+    pt += Math.max(1e-6, a1 - a0)
+  }
+}
+
+// ---- playhead rAF ---------------------------------------------------------
+
+function rafTick() {
+  if (!playing || paused) {
+    rafId = null
+    return
+  }
+  if (activeCid) {
+    positions.set(activeCid, getTime(activeCid) ?? 0)
+    notifyTime(activeCid)
+  }
+  rafId = requestAnimationFrame(rafTick)
+}
+function startRAF() {
+  if (rafId == null) rafId = requestAnimationFrame(rafTick)
+}
+function stopRAF() {
+  if (rafId != null) {
+    cancelAnimationFrame(rafId)
+    rafId = null
+  }
+}
+
+// ---- lifecycle ------------------------------------------------------------
+
+function beginPlayback(pt0: number) {
+  epoch += 1
+  const myEpoch = epoch
+  stopSources()
+  stopPumpTimer()
+
+  if (programDuration <= 0) {
+    // Nothing to play (e.g. empty speech program).
+    playing = false
+    paused = false
+    buffering = false
+    rebuildControl()
+    return
+  }
+
+  cursor = clamp(pt0, 0, programDuration)
+  anchored = false
+  playing = true
+  paused = false
+  buffering = true
+  ensureContext()
+  rebuildControl()
+  startRAF()
+
+  // Anchor only AFTER the first window decodes, so first-window decode latency can
+  // never underrun the schedule.
+  const { audioTime: a0 } = programToRange(cursor)
+  const w = Math.floor(a0 / WINDOW)
+  ensureBuffer(activeCid!, w)
+    .then(() => {
+      if (epoch !== myEpoch || !ctx) return
+      anchorCtxTime = ctx.currentTime + LEAD
+      anchorProgramTime = cursor
+      anchored = true
+      buffering = false
+      rebuildControl()
+      startPumpTimer()
+      pump()
+    })
+    .catch(() => {
+      if (epoch !== myEpoch) return
+      playing = false
+      buffering = false
+      rebuildControl()
+    })
+}
+
+function finalize() {
+  const cid = activeCid
+  epoch += 1
+  stopSources()
+  stopPumpTimer()
+  stopRAF()
+  playing = false
+  paused = false
+  buffering = false
+  anchored = false
+  if (cid) positions.set(cid, 0) // end-of-playback decision: cursor returns to start
+  activeCid = null
+  playingSegmentId = null
+  if (segmentMarker) segmentMarker = { ...segmentMarker, playing: false }
+  rebuildControl()
+  if (cid) notifyTime(cid)
+}
+
+// ---- public API -----------------------------------------------------------
+
+function play(
+  cid: string,
+  audioTime: number,
+  opts: { totalDuration: number; rate?: number }
+) {
+  // Freeze the outgoing conversation's position before switching.
+  if (activeCid && activeCid !== cid) positions.set(activeCid, getTime(activeCid) ?? 0)
+  activeCid = cid
+  rate = opts.rate ?? 1
+  playingSegmentId = null
+  segmentMarker = segmentMarker && segmentMarker.cid === cid ? { ...segmentMarker, playing: false } : null
+  setProgram([{ start: 0, end: opts.totalDuration }])
+  beginPlayback(audioToProgram(audioTime))
+}
+
+function playSegment(cid: string, segmentId: string, start: number, end: number) {
+  if (activeCid && activeCid !== cid) positions.set(activeCid, getTime(activeCid) ?? 0)
+  activeCid = cid
+  rate = 1
+  playingSegmentId = segmentId
+  segmentMarker = { cid, start, end, playing: true }
+  setProgram([{ start, end }])
+  beginPlayback(0)
+}
+
+function playProgram(
+  cid: string,
+  ranges: Range[],
+  opts?: { rate?: number; fromAudioTime?: number }
+) {
+  if (activeCid && activeCid !== cid) positions.set(activeCid, getTime(activeCid) ?? 0)
+  activeCid = cid
+  rate = opts?.rate ?? 1
+  playingSegmentId = null
+  segmentMarker = null
+  setProgram(ranges)
+  beginPlayback(audioToProgram(opts?.fromAudioTime ?? 0))
+}
+
+function seek(audioTime: number) {
+  if (!activeCid) return
+  beginPlayback(audioToProgram(audioTime))
+}
+
+function setRate(r: number) {
+  rate = r
+  // Clean re-anchor + reschedule at the new rate (rare user action).
+  if (activeCid && ctx && playing && !paused) {
+    const at = programToRange(clamp(programTimeNow(), 0, programDuration)).audioTime
+    beginPlayback(audioToProgram(at))
+  }
+}
+
+function pause() {
+  if (!playing || paused || !ctx) return
+  paused = true
+  ctx.suspend().catch(() => {})
+  stopRAF()
+  rebuildControl()
+}
+
+function resume() {
+  if (!paused || !ctx) return
+  paused = false
+  ctx.resume().catch(() => {})
+  startRAF()
+  startPumpTimer()
+  pump()
+  rebuildControl()
+}
+
+function togglePlay(cid: string, totalDuration: number) {
+  if (activeCid === cid && (playing || paused)) {
+    if (paused) resume()
+    else pause()
+  } else {
+    play(cid, positions.get(cid) ?? 0, { totalDuration })
+  }
+}
+
+function stop() {
+  const cid = activeCid
+  if (cid && ctx) positions.set(cid, getTime(cid) ?? 0)
+  epoch += 1
+  stopSources()
+  stopPumpTimer()
+  stopRAF()
+  playing = false
+  paused = false
+  buffering = false
+  anchored = false
+  activeCid = null
+  playingSegmentId = null
+  if (segmentMarker) segmentMarker = { ...segmentMarker, playing: false }
+  rebuildControl()
+  if (cid) notifyTime(cid)
+}
+
+function getTime(cid: string): number | undefined {
+  if (cid === activeCid && ctx) {
+    // Before the first window decodes (during LEAD) the clock isn't anchored yet,
+    // so report the intended start position rather than the stale clock math.
+    const pt = anchored ? programTimeNow() : cursor
+    return programToRange(clamp(pt, 0, programDuration)).audioTime
+  }
+  return positions.get(cid)
+}
+
+function isActive(cid: string): boolean {
+  return activeCid === cid
+}
+
+// ---- store subscriptions --------------------------------------------------
+
+function subscribeControl(cb: () => void): () => void {
+  controlListeners.add(cb)
+  return () => controlListeners.delete(cb)
+}
+
+function getControlSnapshot(): ControlSnapshot {
+  return controlSnapshot
+}
+
+function subscribeTime(cid: string, cb: () => void): () => void {
+  let set = timeListeners.get(cid)
+  if (!set) {
+    set = new Set()
+    timeListeners.set(cid, set)
+  }
+  set.add(cb)
+  return () => {
+    const s = timeListeners.get(cid)
+    if (!s) return
+    s.delete(cb)
+    if (s.size === 0) timeListeners.delete(cid)
+  }
+}
+
+export const gaplessPlayer = {
+  play,
+  playSegment,
+  playProgram,
+  seek,
+  setRate,
+  pause,
+  resume,
+  togglePlay,
+  stop,
+  getTime,
+  isActive,
+  subscribeControl,
+  getControlSnapshot,
+  subscribeTime,
+}
+
+// Dev-only handle for the headless-Chromium gap harness.
+if (import.meta.env?.DEV) {
+  ;(window as any).__gp = gaplessPlayer
+}
diff --git a/backends/advanced/webui/src/main.tsx b/backends/advanced/webui/src/main.tsx
index cbe1cdf3..3d7150da 100644
--- a/backends/advanced/webui/src/main.tsx
+++ b/backends/advanced/webui/src/main.tsx
@@ -7,4 +7,4 @@ ReactDOM.createRoot(document.getElementById('root')!).render(
   <React.StrictMode>
     <App />
   </React.StrictMode>,
-)
\ No newline at end of file
+)
diff --git a/backends/advanced/webui/src/pages/Archive.tsx b/backends/advanced/webui/src/pages/Archive.tsx
index c7d796b6..d06812f7 100644
--- a/backends/advanced/webui/src/pages/Archive.tsx
+++ b/backends/advanced/webui/src/pages/Archive.tsx
@@ -3,6 +3,7 @@ import { useQueryClient } from '@tanstack/react-query'
 import { Archive as ArchiveIcon, RefreshCw, Calendar, User, RotateCcw, Trash2, ChevronDown, ChevronUp } from 'lucide-react'
 import { conversationsApi, authApi } from '../services/api'
 import { useConversations, useRestoreConversation, usePermanentDeleteConversation } from '../hooks/useConversations'
+import { Button } from '../components/ui'
 
 interface Conversation {
   conversation_id: string
@@ -11,10 +12,11 @@ interface Conversation {
   created_at?: string
   client_id: string
   segment_count?: number
-  memory_count?: number
   deleted?: boolean
   deletion_reason?: string
   deleted_at?: string
+  audio_archived?: boolean
+  archive_reason?: string
   transcript?: string
   segments?: Array<{
     text: string
@@ -166,12 +168,9 @@ export default function Archive() {
     return (
       <div className="text-center">
         <div className="text-red-600 dark:text-red-400 mb-4">{error}</div>
-        <button
-          onClick={() => { setActionError(null); refetch() }}
-          className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
-        >
+        <Button variant="primary" size="md" onClick={() => { setActionError(null); refetch() }}>
           Try Again
-        </button>
+        </Button>
       </div>
     )
   }
@@ -179,20 +178,22 @@ export default function Archive() {
   return (
     <div>
       {/* Header */}
-      <div className="flex justify-between items-center mb-6">
-        <div className="flex items-center space-x-2">
+      <div className="mb-6 flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+        <div className="flex min-w-0 items-center space-x-2">
           <ArchiveIcon className="h-6 w-6 text-orange-600" />
-          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
+          <h1 className="text-xl font-bold text-gray-900 dark:text-gray-100 sm:text-2xl">
             Archived Conversations
           </h1>
         </div>
-        <button
+        <Button
+          variant="primary"
+          size="md"
           onClick={() => refetch()}
-          className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
+          icon={<RefreshCw className="h-4 w-4" />}
+          className="self-start sm:self-auto"
         >
-          <RefreshCw className="h-4 w-4" />
-          <span>Refresh</span>
-        </button>
+          Refresh
+        </Button>
       </div>
 
       {/* Archive Info */}
@@ -213,26 +214,33 @@ export default function Archive() {
           conversations.map((conversation) => (
             <div
               key={conversation.conversation_id}
-              className="rounded-lg p-6 border bg-red-50 dark:bg-red-900/20 border-red-300 dark:border-red-700"
+              className="rounded-lg border border-red-300 bg-red-50 p-4 dark:border-red-700 dark:bg-red-900/20 sm:p-6"
             >
               {/* Deleted Conversation Banner */}
               <div className="mb-4 p-3 bg-red-100 dark:bg-red-900/40 rounded-lg border border-red-300 dark:border-red-700">
                 <div className="flex items-start space-x-2">
                   <ArchiveIcon className="h-5 w-5 text-red-600 dark:text-red-400 mt-0.5 flex-shrink-0" />
-                  <div className="flex-1">
+                  <div className="min-w-0 flex-1">
                     <p className="font-semibold text-red-800 dark:text-red-300 text-sm">Archived Conversation</p>
                     <p className="text-xs text-red-700 dark:text-red-400 mt-1">
                       Reason: {conversation.deletion_reason === 'user_deleted'
                         ? 'User deleted'
+                        : conversation.deletion_reason === 'audio_archived'
+                        ? `Audio archived${conversation.archive_reason ? ` (${conversation.archive_reason.replace(/_/g, ' ')})` : ''}`
                         : conversation.deletion_reason === 'no_meaningful_speech'
                         ? 'No meaningful speech detected'
                         : conversation.deletion_reason === 'audio_file_not_ready'
                         ? 'Audio file not saved (possible Bluetooth disconnect)'
                         : conversation.deletion_reason || 'Unknown'}
                     </p>
+                    {conversation.audio_archived && (
+                      <p className="text-xs text-red-700 dark:text-red-400 mt-1">
+                        Audio bytes were permanently deleted to reclaim storage. Restoring brings back metadata only — the audio cannot be recovered.
+                      </p>
+                    )}
                     {conversation.deleted_at && (
                       <p className="text-xs text-red-600 dark:text-red-500 mt-1">
-                        Deleted at: {formatDate(conversation.deleted_at)}
+                        {conversation.audio_archived ? 'Archived at: ' : 'Deleted at: '}{formatDate(conversation.deleted_at)}
                       </p>
                     )}
                   </div>
@@ -240,8 +248,8 @@ export default function Archive() {
               </div>
 
               {/* Conversation Header */}
-              <div className="flex justify-between items-start mb-4">
-                <div className="flex flex-col space-y-2">
+              <div className="mb-4 flex flex-col gap-4 sm:flex-row sm:items-start sm:justify-between">
+                <div className="flex min-w-0 flex-col space-y-2">
                   <h2 className="text-xl font-semibold text-gray-900 dark:text-gray-100">
                     {conversation.title || "Conversation"}
                   </h2>
@@ -253,7 +261,7 @@ export default function Archive() {
                   )}
 
                   {/* Metadata */}
-                  <div className="flex items-center space-x-4">
+                  <div className="flex flex-col items-start gap-2 sm:flex-row sm:items-center sm:gap-4">
                     <div className="flex items-center space-x-2 text-sm text-gray-600 dark:text-gray-400">
                       <Calendar className="h-4 w-4" />
                       <span>{formatDate(conversation.created_at || '')}</span>
@@ -266,13 +274,13 @@ export default function Archive() {
                 </div>
 
                 {/* Action Buttons */}
-                <div className="flex items-center space-x-2">
+                <div className="grid w-full grid-cols-1 gap-2 min-[380px]:grid-cols-2 sm:flex sm:w-auto sm:flex-shrink-0 sm:items-center">
                   {conversation.conversation_id && (
                     <>
                       <button
                         onClick={() => handleRestoreConversation(conversation.conversation_id!)}
                         disabled={restoringConversation.has(conversation.conversation_id)}
-                        className="flex items-center space-x-2 px-3 py-2 bg-green-600 text-white rounded-lg hover:bg-green-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+                        className="flex min-w-0 items-center justify-center space-x-2 rounded-lg bg-green-600 px-3 py-2 text-white transition-colors hover:bg-green-700 disabled:cursor-not-allowed disabled:opacity-50"
                         title="Restore conversation to active view"
                       >
                         {restoringConversation.has(conversation.conversation_id) ? (
@@ -287,7 +295,7 @@ export default function Archive() {
                         <button
                           onClick={() => handlePermanentDelete(conversation.conversation_id!)}
                           disabled={deletingConversation.has(conversation.conversation_id)}
-                          className="flex items-center space-x-2 px-3 py-2 bg-red-600 text-white rounded-lg hover:bg-red-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+                          className="flex min-w-0 items-center justify-center space-x-2 rounded-lg bg-red-600 px-3 py-2 text-white transition-colors hover:bg-red-700 disabled:cursor-not-allowed disabled:opacity-50"
                           title="Permanently delete (admin only)"
                         >
                           {deletingConversation.has(conversation.conversation_id) ? (
diff --git a/backends/advanced/webui/src/pages/Chat.tsx b/backends/advanced/webui/src/pages/Chat.tsx
index f4a8d899..cbd2b542 100644
--- a/backends/advanced/webui/src/pages/Chat.tsx
+++ b/backends/advanced/webui/src/pages/Chat.tsx
@@ -1,8 +1,9 @@
 import { useState, useEffect, useRef } from 'react'
-import { MessageCircle, Send, Plus, Trash2, Brain, Clock, User, Bot, BookOpen, Loader2 } from 'lucide-react'
+import { MessageCircle, Send, Plus, Trash2, Brain, Clock, User, Bot, BookOpen, Loader2, Wrench } from 'lucide-react'
 import { useQueryClient } from '@tanstack/react-query'
 import { chatApi } from '../services/api'
 import { useChatSessions, useChatMessages, useCreateChatSession, useDeleteChatSession, useExtractChatMemories } from '../hooks/useChat'
+import { IconButton, MetadataChip } from '../components/ui'
 
 interface ChatMessage {
   message_id: string
@@ -37,7 +38,9 @@ export default function Chat() {
   const [memoryContext, setMemoryContext] = useState<MemoryContext | null>(null)
   const [showMemoryPanel, setShowMemoryPanel] = useState(false)
   const [extractionMessage, setExtractionMessage] = useState('')
-  const [includeObsidian, setIncludeObsidian] = useState(false)
+  const [memoryLimit, setMemoryLimit] = useState(5)
+  // Sessions sidebar is a slide-over on mobile (static from md up)
+  const [showSessions, setShowSessions] = useState(false)
 
   // Query for messages of current session
   const { data: queryMessages } = useChatMessages(currentSessionId)
@@ -158,7 +161,7 @@ export default function Chat() {
       setLocalMessages(prev => [...(prev ?? []), userMessage])
 
       // Send message and handle streaming response
-      const response = await chatApi.sendMessage(messageText, sessionId!, includeObsidian)
+      const response = await chatApi.sendMessage(messageText, sessionId!, memoryLimit)
 
       if (!response.ok) {
         throw new Error(`HTTP error! status: ${response.status}`)
@@ -250,9 +253,19 @@ export default function Chat() {
   }
 
   return (
-    <div className="flex h-full max-h-screen bg-gray-50 dark:bg-gray-900">
-      {/* Sidebar */}
-      <div className="w-80 bg-white dark:bg-gray-800 border-r border-gray-200 dark:border-gray-700 flex flex-col max-h-screen">
+    <div className="flex h-full max-h-screen bg-gray-50 dark:bg-gray-900 relative">
+      {/* Backdrop for the mobile sessions slide-over */}
+      {showSessions && (
+        <div
+          className="md:hidden fixed inset-0 bg-black/50 z-30"
+          onClick={() => setShowSessions(false)}
+          aria-hidden="true"
+        />
+      )}
+      {/* Sidebar — slide-over on mobile, static from md up */}
+      <div className={`${
+        showSessions ? 'flex' : 'hidden'
+      } md:flex fixed md:static inset-y-0 left-0 z-40 w-80 max-w-[85%] bg-white dark:bg-gray-800 border-r border-gray-200 dark:border-gray-700 flex-col max-h-screen`}>
         {/* Header */}
         <div className="p-4 border-b border-gray-200 dark:border-gray-700">
           <div className="flex items-center justify-between mb-4">
@@ -260,13 +273,9 @@ export default function Chat() {
               <MessageCircle className="h-6 w-6 text-blue-600" />
               <h1 className="text-xl font-semibold text-gray-900 dark:text-gray-100">Chat</h1>
             </div>
-            <button
-              onClick={createNewSession}
-              className="p-2 text-gray-600 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-md transition-colors"
-              title="New Chat"
-            >
+            <IconButton label="New Chat" onClick={createNewSession}>
               <Plus className="h-5 w-5" />
-            </button>
+            </IconButton>
           </div>
         </div>
 
@@ -295,7 +304,7 @@ export default function Chat() {
                       ? 'bg-blue-100 dark:bg-blue-900/30 text-blue-900 dark:text-blue-100'
                       : 'hover:bg-gray-100 dark:hover:bg-gray-700 text-gray-700 dark:text-gray-300'
                   }`}
-                  onClick={() => setCurrentSessionId(session.session_id)}
+                  onClick={() => { setCurrentSessionId(session.session_id); setShowSessions(false) }}
                 >
                   <div className="flex items-center justify-between">
                     <div className="flex-1 min-w-0">
@@ -328,16 +337,26 @@ export default function Chat() {
           <>
             {/* Chat Header */}
             <div className="p-4 border-b border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800">
-              <div className="flex items-center justify-between">
-                <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">
-                  {currentSession.title}
-                </h2>
+              <div className="flex items-center justify-between gap-2">
+                <div className="flex items-center gap-2 min-w-0">
+                  {/* Open sessions list on mobile */}
+                  <IconButton
+                    label="Show chat sessions"
+                    onClick={() => setShowSessions(true)}
+                    className="md:hidden -ml-2 flex-shrink-0"
+                  >
+                    <MessageCircle className="h-5 w-5" />
+                  </IconButton>
+                  <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100 truncate">
+                    {currentSession.title}
+                  </h2>
+                </div>
                 <div className="flex items-center space-x-2">
                   {/* Remember from Chat Button */}
                   <button
                     onClick={extractMemoriesFromChat}
                     disabled={extractMemories.isPending}
-                    className="flex items-center space-x-2 px-3 py-1 rounded-full text-sm transition-colors bg-green-100 text-green-700 hover:bg-green-200 dark:bg-green-900/30 dark:text-green-300 dark:hover:bg-green-900/50 disabled:opacity-50"
+                    className="flex items-center space-x-2 px-3 py-1 rounded-full text-sm transition-colors border border-gray-300 dark:border-gray-600 text-gray-700 dark:text-gray-200 hover:bg-gray-100 dark:hover:bg-gray-700 disabled:opacity-50"
                     title="Extract memories from this chat session"
                   >
                     {extractMemories.isPending ? (
@@ -448,7 +467,9 @@ export default function Chat() {
                   {error}
                   <button
                     onClick={() => setError(null)}
-                    className="ml-2 text-red-500 hover:text-red-700"
+                    aria-label="Dismiss error"
+                    title="Dismiss"
+                    className="ml-2 rounded text-red-500 hover:text-red-700 focus:outline-none focus-visible:ring-2 focus-visible:ring-red-400"
                   >
                     ✕
                   </button>
@@ -478,18 +499,32 @@ export default function Chat() {
                   <Send className="h-5 w-5" />
                 </button>
               </div>
-              
-              <div className="mt-2 flex items-center">
-                <input
-                  type="checkbox"
-                  id="includeObsidian"
-                  checked={includeObsidian}
-                  onChange={(e) => setIncludeObsidian(e.target.checked)}
-                  className="h-4 w-4 text-blue-600 rounded border-gray-300 focus:ring-blue-500"
-                />
-                <label htmlFor="includeObsidian" className="ml-2 text-sm text-gray-700 dark:text-gray-300 cursor-pointer select-none">
-                  Include Obsidian Memory
-                </label>
+
+              <div className="mt-2 flex items-center justify-between">
+                <div className="flex items-center space-x-4">
+                  <MetadataChip
+                    className="space-x-1.5"
+                    title="The assistant searches your memory vault automatically when a question needs personal context."
+                  >
+                    <Wrench className="h-3.5 w-3.5" />
+                    <span>Agentic memory</span>
+                  </MetadataChip>
+                </div>
+
+                <div className="flex items-center space-x-2">
+                  <Brain className="h-4 w-4 text-gray-500 dark:text-gray-400" />
+                  <input
+                    type="range"
+                    min={0}
+                    max={20}
+                    value={memoryLimit}
+                    onChange={(e) => setMemoryLimit(parseInt(e.target.value))}
+                    className="w-24 h-1.5 accent-blue-600"
+                  />
+                  <span className="text-sm text-gray-600 dark:text-gray-400 w-20 text-right">
+                    {memoryLimit} {memoryLimit === 1 ? 'memory' : 'memories'}
+                  </span>
+                </div>
               </div>
             </div>
           </>
@@ -517,7 +552,7 @@ export default function Chat() {
 
       {/* Memory Panel (if enabled and has context) */}
       {showMemoryPanel && memoryContext && memoryContext.memory_count > 0 && (
-        <div className="w-80 bg-white dark:bg-gray-800 border-l border-gray-200 dark:border-gray-700 p-4">
+        <div className="w-full max-w-[85%] sm:max-w-none sm:w-80 bg-white dark:bg-gray-800 border-l border-gray-200 dark:border-gray-700 p-4 absolute sm:static inset-y-0 right-0 z-40 sm:z-auto overflow-y-auto">
           <div className="flex items-center justify-between mb-4">
             <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 flex items-center space-x-2">
               <Brain className="h-5 w-5 text-blue-600" />
@@ -525,7 +560,9 @@ export default function Chat() {
             </h3>
             <button
               onClick={() => setShowMemoryPanel(false)}
-              className="text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-300"
+              aria-label="Close memory context"
+              title="Close"
+              className="rounded text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-300 focus:outline-none focus-visible:ring-2 focus-visible:ring-gray-400"
             >
               ✕
             </button>
@@ -533,9 +570,9 @@ export default function Chat() {
           <div className="text-sm text-gray-600 dark:text-gray-400">
             <p>Using {memoryContext.memory_count} relevant memories to enhance this conversation.</p>
             <div className="mt-4 space-y-2">
-              {memoryContext.memory_ids.slice(0, 3).map((id) => (
-                <div key={id} className="p-2 bg-gray-50 dark:bg-gray-700 rounded text-xs">
-                  Memory ID: {id}
+              {memoryContext.memory_ids.slice(0, 3).map((id, i) => (
+                <div key={id} className="p-2 bg-gray-50 dark:bg-gray-700 rounded text-xs text-gray-600 dark:text-gray-300">
+                  Memory {i + 1}
                 </div>
               ))}
               {memoryContext.memory_ids.length > 3 && (
@@ -549,4 +586,4 @@ export default function Chat() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/ConversationDetail.tsx b/backends/advanced/webui/src/pages/ConversationDetail.tsx
index bfbe0022..0f243121 100644
--- a/backends/advanced/webui/src/pages/ConversationDetail.tsx
+++ b/backends/advanced/webui/src/pages/ConversationDetail.tsx
@@ -1,33 +1,27 @@
-import { useState, useRef, useCallback, useMemo, useEffect } from 'react'
-import { useParams, useNavigate } from 'react-router-dom'
+import { useState, useRef, useMemo, useEffect } from 'react'
+import { useParams, useNavigate, useLocation } from 'react-router-dom'
 import { useQueryClient } from '@tanstack/react-query'
 import {
   ArrowLeft, Calendar, User, Trash2, RefreshCw, MoreVertical,
-  RotateCcw, Zap, Play, Pause,
-  Save, X, Pencil, Brain, Clock, Database, Layers, Star
+  RotateCcw, Zap, Download, Scissors,
+  Save, X, Pencil, Clock, Database, Layers, Star, BarChart3, Hash, AudioLines, ChevronRight
 } from 'lucide-react'
-import { annotationsApi, speakerApi, BACKEND_URL } from '../services/api'
+import { annotationsApi, speakerApi, systemApi, BACKEND_URL } from '../services/api'
 import {
-  useConversationDetail, useConversationMemories,
+  useConversationDetail,
   useDeleteConversation, useReprocessTranscript, useReprocessMemory, useReprocessSpeakers, useToggleStar
 } from '../hooks/useConversations'
 import ConversationVersionHeader from '../components/ConversationVersionHeader'
-import { WaveformDisplay } from '../components/audio/WaveformDisplay'
-import SpeakerNameDropdown from '../components/SpeakerNameDropdown'
+import MemoryAuditCard from '../components/MemoryAuditCard'
+import ConversationContextLens from '../components/ConversationContextLens'
+import BackgroundSuppressionCard from '../components/BackgroundSuppressionCard'
+import { useGaplessPlayer } from '../hooks/useGaplessPlayer'
+import { AUDIO_FORMAT } from '../utils/audioFormat'
+import TranscriptEditor from '../components/transcript/TranscriptEditor'
+import { useWaveformZoomDisabled } from '../components/transcript/useWaveformZoom'
+import SplitConversationModal from '../components/dataAudit/SplitConversationModal'
 import { getStorageKey } from '../utils/storage'
-
-const SPEAKER_COLOR_PALETTE = [
-  'text-blue-600 dark:text-blue-400',
-  'text-green-600 dark:text-green-400',
-  'text-purple-600 dark:text-purple-400',
-  'text-orange-600 dark:text-orange-400',
-  'text-pink-600 dark:text-pink-400',
-  'text-indigo-600 dark:text-indigo-400',
-  'text-red-600 dark:text-red-400',
-  'text-yellow-600 dark:text-yellow-400',
-  'text-teal-600 dark:text-teal-400',
-  'text-cyan-600 dark:text-cyan-400',
-]
+import { Button } from '../components/ui'
 
 interface Segment {
   text: string
@@ -46,28 +40,31 @@ interface Conversation {
   created_at?: string
   client_id: string
   segment_count?: number
-  memory_count?: number
   audio_chunks_count?: number
   audio_total_duration?: number
   duration_seconds?: number
-  has_memory?: boolean
   transcript?: string
   segments?: Segment[]
   active_transcript_version?: string
-  active_memory_version?: string
   transcript_version_count?: number
-  memory_version_count?: number
   active_transcript_version_number?: number
-  active_memory_version_number?: number
   starred?: boolean
   starred_at?: string
+  speaker_recognition?: any
+  diarization_source?: 'provider' | 'pyannote'
 }
 
 export default function ConversationDetail() {
   const { id } = useParams<{ id: string }>()
   const navigate = useNavigate()
+  const location = useLocation()
   const queryClient = useQueryClient()
 
+  // Pages that link here pass their own path in location.state.from so "Back"
+  // returns to where the user actually came from (e.g. Data Audit).
+  const backTo: string = location.state?.from || '/conversations'
+  const backLabel = backTo === '/data-audit' ? 'Back to Data Audit' : 'Back to Conversations'
+
   const {
     data: conversationData,
     isLoading: loading,
@@ -76,17 +73,36 @@ export default function ConversationDetail() {
   } = useConversationDetail(id ?? null)
 
   const conversation = conversationData as Conversation | undefined
+  const isLive = conversation?.active_transcript_version === 'live-v0'
 
-  const {
-    data: memoriesData,
-  } = useConversationMemories(id ?? null)
-
-  const memories = (memoriesData as any)?.memories ?? []
+  // Auto-scroll to bottom of transcript when live segments update
+  const transcriptEndRef = useRef<HTMLDivElement>(null)
+  const segments = useMemo(() => conversation?.segments ?? [], [conversation?.segments])
+  useEffect(() => {
+    if (isLive && transcriptEndRef.current) {
+      transcriptEndRef.current.scrollIntoView({ behavior: 'smooth' })
+    }
+  }, [segments.length, isLive])
 
   const error = queryError?.message ?? ((!loading && !conversation) ? 'Conversation not found' : null)
 
   // Dropdown menu state
   const [openDropdown, setOpenDropdown] = useState(false)
+  const [waveformZoomDisabled, setWaveformZoomDisabled] = useWaveformZoomDisabled()
+
+  // Split modal state
+  const [showSplitModal, setShowSplitModal] = useState(false)
+
+  // Langfuse observability link
+  const [langfuseSessionUrl, setLangfuseSessionUrl] = useState<string | null>(null)
+  useEffect(() => {
+    systemApi.getObservabilityConfig().then(res => {
+      const cfg = res.data?.langfuse
+      if (cfg?.enabled && cfg?.session_base_url) {
+        setLangfuseSessionUrl(cfg.session_base_url)
+      }
+    }).catch(() => {})
+  }, [])
 
   // Reprocessing state
   const [reprocessingTranscript, setReprocessingTranscript] = useState(false)
@@ -104,14 +120,8 @@ export default function ConversationDetail() {
     }
   }
 
-  // Audio playback state — chunk-based (10s windows loaded on demand)
-  const CHUNK_WINDOW = 10 // seconds per audio chunk window
-  const [playingSegment, setPlayingSegment] = useState<string | null>(null)
-  const [audioCurrentTime, setAudioCurrentTime] = useState<number>(0)
-  const audioRefs = useRef<{ [key: string]: HTMLAudioElement }>({})
-  const [activeAudioKey, setActiveAudioKey] = useState<string | null>(null)
-  const [isAudioPaused, setIsAudioPaused] = useState(false)
-  const handleSeekRef = useRef<(time: number, totalDuration?: number) => void>(() => {})
+  // Audio playback is owned by the app-wide gapless scheduler (Web Audio).
+  const player = useGaplessPlayer()
 
   // Detailed summary expand
   const [showDetailedSummary, setShowDetailedSummary] = useState(false)
@@ -124,17 +134,6 @@ export default function ConversationDetail() {
 
   // Diarization annotation state
   const [enrolledSpeakers, setEnrolledSpeakers] = useState<Array<{speaker_id: string, name: string}>>([])
-  const [diarizationAnnotations, setDiarizationAnnotations] = useState<any[]>([])
-
-  // Track recently selected speakers in this session (most recent first)
-  const [recentSpeakers, setRecentSpeakers] = useState<string[]>([])
-
-  // Transcript segment editing state
-  const [editingSegment, setEditingSegment] = useState<number | null>(null)
-  const [editedSegmentText, setEditedSegmentText] = useState('')
-  const [savingSegment, setSavingSegment] = useState(false)
-  const [segmentEditError, setSegmentEditError] = useState<string | null>(null)
-  const [transcriptAnnotations, setTranscriptAnnotations] = useState<any[]>([])
 
   // Load enrolled speakers on mount
   useEffect(() => {
@@ -143,29 +142,6 @@ export default function ConversationDetail() {
       .catch(() => {})
   }, [])
 
-  // Load annotations when conversation loads
-  useEffect(() => {
-    if (!id) return
-    annotationsApi.getDiarizationAnnotations(id)
-      .then(res => setDiarizationAnnotations(res.data))
-      .catch(() => {})
-    annotationsApi.getTranscriptAnnotations(id)
-      .then(res => setTranscriptAnnotations(res.data))
-      .catch(() => {})
-  }, [id, conversation])
-
-  // Compute merged speaker list including annotation names
-  const allSpeakers = useMemo(() => {
-    const speakers = [...enrolledSpeakers]
-    const existingNames = new Set(speakers.map(s => s.name))
-    diarizationAnnotations.forEach(a => {
-      if (a.corrected_speaker && !existingNames.has(a.corrected_speaker)) {
-        speakers.push({ speaker_id: `annotation_${a.corrected_speaker}`, name: a.corrected_speaker })
-        existingNames.add(a.corrected_speaker)
-      }
-    })
-    return speakers
-  }, [enrolledSpeakers, diarizationAnnotations])
 
   // Close dropdown on outside click
   useEffect(() => {
@@ -197,138 +173,40 @@ export default function ConversationDetail() {
     return `${mins}:${secs.toString().padStart(2, '0')}`
   }
 
-  // Chunk-based seek handler: loads a 10s audio window on demand via waveform click
-  const handleSeek = useCallback((time: number, totalDuration?: number) => {
-    if (!id) return
-    const windowStart = Math.floor(time / CHUNK_WINDOW) * CHUNK_WINDOW
-    const cacheKey = `${id}_${windowStart}`
-
-    // If time exceeds total duration, stop playback
-    const dur = totalDuration ?? conversation?.audio_total_duration
-    if (dur !== undefined && time >= dur) {
-      setActiveAudioKey(null)
-      setIsAudioPaused(false)
-      return
-    }
-
-    // Pause any currently playing audio
-    if (activeAudioKey && audioRefs.current[activeAudioKey]) {
-      audioRefs.current[activeAudioKey].pause()
-    }
-
-    // Helper to play an audio element at the right offset
-    const playAt = (audio: HTMLAudioElement, absoluteTime: number) => {
-      const localTime = absoluteTime - windowStart
-      const startPlaying = () => {
-        audio.currentTime = Math.max(0, localTime)
-        audio.play().catch(err => console.warn('Playback failed:', err))
-      }
-      if (audio.readyState >= 2) {
-        startPlaying()
-      } else {
-        audio.addEventListener('canplay', startPlaying, { once: true })
-      }
-      setActiveAudioKey(cacheKey)
-      setIsAudioPaused(false)
-    }
-
-    // Check cache first
-    if (audioRefs.current[cacheKey]) {
-      playAt(audioRefs.current[cacheKey], time)
-      return
-    }
-
-    // Fetch audio chunk via authenticated API
-    const token = localStorage.getItem(getStorageKey('token')) || ''
-    fetch(`${BACKEND_URL}/api/conversations/${id}/audio-segments?start=${windowStart}&duration=${CHUNK_WINDOW}`, {
-      headers: { Authorization: `Bearer ${token}` },
-    })
-      .then(r => {
-        if (!r.ok) throw new Error(`Audio fetch failed: ${r.status}`)
-        return r.blob()
-      })
-      .then(blob => {
-        const blobUrl = URL.createObjectURL(blob)
-        const audio = new Audio(blobUrl)
-
-        // Track playback position
-        audio.addEventListener('timeupdate', () => {
-          setAudioCurrentTime(windowStart + audio.currentTime)
-        })
-
-        // Auto-load next window on end for seamless playback
-        audio.addEventListener('ended', () => {
-          const nextStart = windowStart + CHUNK_WINDOW
-          handleSeekRef.current(nextStart, dur)
-        })
-
-        // Cache it
-        audioRefs.current[cacheKey] = audio
-        playAt(audio, time)
-      })
-      .catch(err => console.warn('Failed to load audio chunk:', err))
-  }, [id, activeAudioKey, conversation?.audio_total_duration])
-
-  // Keep ref in sync
-  handleSeekRef.current = handleSeek
-
-  // Toggle play/pause for the conversation's active audio
-  const handleTogglePlayback = useCallback(() => {
-    if (!id) return
-    if (activeAudioKey && activeAudioKey.startsWith(id + '_')) {
-      const audio = audioRefs.current[activeAudioKey]
-      if (audio) {
-        if (audio.paused) {
-          audio.play().catch(err => console.warn('Resume failed:', err))
-          setIsAudioPaused(false)
-        } else {
-          audio.pause()
-          setIsAudioPaused(true)
-        }
-        return
-      }
-    }
-    // No active audio — start from beginning
-    handleSeek(0, conversation?.audio_total_duration)
-  }, [id, activeAudioKey, handleSeek, conversation?.audio_total_duration])
-
-  // Segment play/pause
-  const handleSegmentPlayPause = (segmentIndex: number, segment: Segment) => {
+  // Action handlers
+  const handleDownloadAudio = async () => {
     if (!id) return
-    const segmentId = `${id}-${segmentIndex}`
-
-    if (playingSegment === segmentId) {
-      const audio = audioRefs.current[segmentId]
-      if (audio) audio.pause()
-      setPlayingSegment(null)
-      return
-    }
-
-    if (playingSegment) {
-      const currentAudio = audioRefs.current[playingSegment]
-      if (currentAudio) currentAudio.pause()
-    }
-
-    let audio = audioRefs.current[segmentId]
-    if (!audio || audio.error) {
+    setOpenDropdown(false)
+    try {
       const token = localStorage.getItem(getStorageKey('token')) || ''
-      const audioUrl = `${BACKEND_URL}/api/audio/chunks/${id}?start_time=${segment.start}&end_time=${segment.end}&token=${token}`
-      audio = new Audio(audioUrl)
-      audioRefs.current[segmentId] = audio
-      audio.addEventListener('ended', () => setPlayingSegment(null))
+      const resp = await fetch(`${BACKEND_URL}/api/audio/get_audio/${id}?format=${AUDIO_FORMAT}`, {
+        headers: { Authorization: `Bearer ${token}` },
+      })
+      if (!resp.ok) throw new Error(`Download failed: ${resp.status}`)
+      const blob = await resp.blob()
+      const url = URL.createObjectURL(blob)
+      const a = document.createElement('a')
+      a.href = url
+      // Derive the extension from what the server actually returned, not from
+      // the requested format — the body is ogg/opus for audio/ogg, RIFF wav
+      // for audio/wav. Naming opus bytes ".wav" produces files that won't play.
+      const contentType = resp.headers.get('Content-Type') || ''
+      const ext = contentType.includes('ogg') ? 'ogg' : 'wav'
+      a.download = `${conversation?.title || id}.${ext}`
+      a.click()
+      URL.revokeObjectURL(url)
+    } catch (err: any) {
+      setActionError(`Failed to download audio: ${err.message || 'Unknown error'}`)
     }
-
-    audio.play().then(() => setPlayingSegment(segmentId)).catch(() => setPlayingSegment(null))
   }
 
-  // Action handlers
   const handleDelete = async () => {
     if (!id) return
     const confirmed = window.confirm('Are you sure you want to delete this conversation?')
     if (!confirmed) return
     try {
       await deleteConversationMutation.mutateAsync(id)
-      navigate('/conversations')
+      navigate(backTo)
     } catch (err: any) {
       setActionError(`Failed to delete: ${err.message || 'Unknown error'}`)
     }
@@ -362,12 +240,16 @@ export default function ConversationDetail() {
     }
   }
 
-  const handleReprocessSpeakers = async () => {
+  const handleReprocessSpeakers = async (diarizationSource: 'provider' | 'pyannote') => {
     if (!id) return
     setReprocessingSpeakers(true)
     setOpenDropdown(false)
     try {
-      await reprocessSpeakersMutation.mutateAsync({ conversationId: id, transcriptVersionId: 'active' })
+      await reprocessSpeakersMutation.mutateAsync({
+        conversationId: id,
+        transcriptVersionId: 'active',
+        diarizationSource,
+      })
       refetch()
     } catch (err: any) {
       setActionError(`Failed to reprocess speakers: ${err.message || 'Unknown error'}`)
@@ -436,118 +318,25 @@ export default function ConversationDetail() {
     }
   }
 
-  // Speaker change handler
-  const handleSpeakerChange = async (segmentIndex: number, originalSpeaker: string, newSpeaker: string, segmentStartTime: number) => {
-    if (!id) return
-    try {
-      const existingAnnotation = diarizationAnnotations.find(
-        a => a.segment_index === segmentIndex && !a.processed
-      )
-      if (existingAnnotation) {
-        await annotationsApi.updateAnnotation(existingAnnotation.id, { corrected_speaker: newSpeaker })
-      } else {
-        await annotationsApi.createDiarizationAnnotation({
-          conversation_id: id,
-          segment_index: segmentIndex,
-          original_speaker: originalSpeaker,
-          corrected_speaker: newSpeaker,
-          segment_start_time: segmentStartTime,
-        })
-      }
-      setEnrolledSpeakers(prev => {
-        if (prev.some(s => s.name === newSpeaker)) return prev
-        return [...prev, { speaker_id: `temp_${Date.now()}_${newSpeaker}`, name: newSpeaker }]
-      })
-      // Track as recently used speaker (move to front)
-      setRecentSpeakers(prev => [newSpeaker, ...prev.filter(s => s !== newSpeaker)])
-      const res = await annotationsApi.getDiarizationAnnotations(id)
-      setDiarizationAnnotations(res.data)
-    } catch (err: any) {
-      setActionError('Failed to create speaker annotation')
-    }
-  }
-
-  // Segment editing handlers
-  const handleStartSegmentEdit = (segmentIndex: number, originalText: string) => {
-    setEditingSegment(segmentIndex)
-    setEditedSegmentText(originalText)
-    setSegmentEditError(null)
-  }
-
-  const handleSaveSegmentEdit = async (segmentIndex: number, originalText: string) => {
-    if (!id || !editedSegmentText.trim()) {
-      setSegmentEditError('Segment text cannot be empty')
-      return
-    }
-    if (editedSegmentText === originalText) {
-      setEditingSegment(null)
-      return
-    }
-    try {
-      setSavingSegment(true)
-      setSegmentEditError(null)
-      const existing = transcriptAnnotations.find(a => a.segment_index === segmentIndex && !a.processed)
-      if (existing) {
-        await annotationsApi.updateAnnotation(existing.id, { corrected_text: editedSegmentText })
-      } else {
-        await annotationsApi.createTranscriptAnnotation({
-          conversation_id: id,
-          segment_index: segmentIndex,
-          original_text: originalText,
-          corrected_text: editedSegmentText,
-        })
-      }
-      setEditingSegment(null)
-      setEditedSegmentText('')
-      const res = await annotationsApi.getTranscriptAnnotations(id)
-      setTranscriptAnnotations(res.data)
-    } catch (err: any) {
-      setSegmentEditError(err.response?.data?.detail || err.message || 'Failed to save')
-    } finally {
-      setSavingSegment(false)
-    }
-  }
-
-  const handleSegmentKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>, segmentIndex: number, originalText: string) => {
-    if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {
-      e.preventDefault()
-      handleSaveSegmentEdit(segmentIndex, originalText)
-    } else if (e.key === 'Escape') {
-      e.preventDefault()
-      setEditingSegment(null)
-    }
-  }
 
-  // Cleanup audio on unmount
+  // Stop playback when leaving the page.
   useEffect(() => {
     return () => {
-      Object.values(audioRefs.current).forEach(audio => audio.pause())
+      if (id && player.isActive(id)) player.stop()
     }
-  }, [])
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [id])
 
-  // Build speaker color map
-  const speakerColorMap = useMemo(() => {
-    const map: { [key: string]: string } = {}
-    let colorIndex = 0
-    conversation?.segments?.forEach(segment => {
-      const speaker = segment.speaker || 'Unknown'
-      if (!map[speaker]) {
-        map[speaker] = SPEAKER_COLOR_PALETTE[colorIndex % SPEAKER_COLOR_PALETTE.length]
-        colorIndex++
-      }
-    })
-    return map
-  }, [conversation?.segments])
 
   if (loading) {
     return (
       <div className="max-w-4xl mx-auto p-6">
         <button
-          onClick={() => navigate('/conversations')}
+          onClick={() => navigate(backTo)}
           className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100 mb-6"
         >
           <ArrowLeft className="w-5 h-5" />
-          Back to Conversations
+          {backLabel}
         </button>
         <div className="flex items-center justify-center py-12">
           <RefreshCw className="w-6 h-6 animate-spin text-blue-600" />
@@ -561,11 +350,11 @@ export default function ConversationDetail() {
     return (
       <div className="max-w-4xl mx-auto p-6">
         <button
-          onClick={() => navigate('/conversations')}
+          onClick={() => navigate(backTo)}
           className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100 mb-6"
         >
           <ArrowLeft className="w-5 h-5" />
-          Back to Conversations
+          {backLabel}
         </button>
         <div className="border border-red-200 dark:border-red-800 rounded-lg p-8 text-center bg-red-50 dark:bg-red-900/20">
           <p className="text-red-600 dark:text-red-400">{error || 'Conversation not found'}</p>
@@ -574,21 +363,30 @@ export default function ConversationDetail() {
     )
   }
 
-  const segments = conversation.segments || []
-
   return (
-    <div className="max-w-5xl mx-auto p-6 space-y-6">
+    <div className="max-w-7xl mx-auto p-6 space-y-6">
       {/* Header */}
       <div className="flex items-center justify-between">
         <button
-          onClick={() => navigate('/conversations')}
+          onClick={() => navigate(backTo)}
           className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100 transition-colors"
         >
           <ArrowLeft className="w-5 h-5" />
-          Back to Conversations
+          {backLabel}
         </button>
 
         <div className="flex items-center space-x-1">
+          {langfuseSessionUrl && conversation.conversation_id && (
+            <a
+              href={`${langfuseSessionUrl}/${conversation.conversation_id}`}
+              target="_blank"
+              rel="noopener noreferrer"
+              className="p-2 rounded-full hover:bg-blue-100 dark:hover:bg-blue-900/30 transition-colors"
+              title="View traces in Langfuse"
+            >
+              <BarChart3 className="h-5 w-5 text-gray-400 dark:text-gray-500 hover:text-blue-500 dark:hover:text-blue-400" />
+            </a>
+          )}
           <button
             onClick={handleToggleStar}
             className="p-2 rounded-full hover:bg-yellow-100 dark:hover:bg-yellow-900/30 transition-colors"
@@ -626,15 +424,68 @@ export default function ConversationDetail() {
                 {reprocessingMemory ? <RefreshCw className="h-4 w-4 animate-spin" /> : <Zap className="h-4 w-4" />}
                 <span>Reprocess Memory</span>
               </button>
+              <div className="relative group/speakers">
+                <button
+                  disabled={reprocessingSpeakers}
+                  className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center gap-2 disabled:opacity-50"
+                  title="Choose a speaker diarization engine"
+                >
+                  {reprocessingSpeakers ? <RefreshCw className="h-4 w-4 animate-spin" /> : <User className="h-4 w-4" />}
+                  <span className="flex-1">Reprocess Speakers</span>
+                  <ChevronRight className="h-4 w-4" />
+                </button>
+                {!reprocessingSpeakers && (() => {
+                  const currentSource = conversation.diarization_source === 'pyannote' ? 'pyannote' : 'provider'
+                  const alternateSource = currentSource === 'pyannote' ? 'provider' : 'pyannote'
+                  const label = (source: 'provider' | 'pyannote') => source === 'pyannote' ? 'Pyannote' : 'Provider'
+                  return (
+                    <div className="absolute right-full top-0 mr-1 w-48 invisible opacity-0 group-hover/speakers:visible group-hover/speakers:opacity-100 group-focus-within/speakers:visible group-focus-within/speakers:opacity-100 transition-opacity bg-white dark:bg-gray-800 rounded-lg shadow-lg border border-gray-200 dark:border-gray-600 py-2">
+                      <button
+                        onClick={() => handleReprocessSpeakers(currentSource)}
+                        className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700"
+                      >
+                        Current ({label(currentSource)})
+                      </button>
+                      <button
+                        onClick={() => handleReprocessSpeakers(alternateSource)}
+                        className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700"
+                      >
+                        {label(alternateSource)}
+                      </button>
+                    </div>
+                  )
+                })()}
+              </div>
               <button
-                onClick={handleReprocessSpeakers}
-                disabled={reprocessingSpeakers}
-                className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2 disabled:opacity-50"
-                title="Re-identify speakers"
+                onClick={() => setWaveformZoomDisabled(!waveformZoomDisabled)}
+                className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2"
+                title="When on, editing a segment auto-zooms the waveform so you can adjust its timing"
               >
-                {reprocessingSpeakers ? <RefreshCw className="h-4 w-4 animate-spin" /> : <User className="h-4 w-4" />}
-                <span>Reprocess Speakers</span>
+                <AudioLines className="h-4 w-4" />
+                <span>{waveformZoomDisabled ? 'Enable waveform zoom' : 'Disable waveform zoom'}</span>
               </button>
+              {conversation.audio_chunks_count && conversation.audio_chunks_count > 0 && (
+                <>
+                  <button
+                    onClick={handleDownloadAudio}
+                    className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2"
+                  >
+                    <Download className="h-4 w-4" />
+                    <span>Download Audio</span>
+                  </button>
+                  <button
+                    onClick={() => {
+                      setOpenDropdown(false)
+                      setShowSplitModal(true)
+                    }}
+                    className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2"
+                    title="Split this conversation at long silence gaps"
+                  >
+                    <Scissors className="h-4 w-4" />
+                    <span>Split Conversation…</span>
+                  </button>
+                </>
+              )}
               <div className="border-t border-gray-200 dark:border-gray-600 my-1"></div>
               <button
                 onClick={handleDelete}
@@ -659,29 +510,12 @@ export default function ConversationDetail() {
         </div>
       )}
 
-      {/* Version Selector */}
-      <ConversationVersionHeader
-        conversationId={conversation.conversation_id}
-        versionInfo={{
-          transcript_count: conversation.transcript_version_count || 0,
-          memory_count: conversation.memory_version_count || 0,
-          active_transcript_version: conversation.active_transcript_version,
-          active_memory_version: conversation.active_memory_version,
-          active_transcript_version_number: conversation.active_transcript_version_number,
-          active_memory_version_number: conversation.active_memory_version_number,
-        }}
-        onVersionChange={() => {
-          refetch()
-          queryClient.invalidateQueries({ queryKey: ['conversationMemories', id] })
-        }}
-      />
-
       {/* Main Content Grid */}
-      <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
+      <div className="grid grid-cols-1 lg:grid-cols-4 gap-6">
         {/* Left Column - Main Content */}
-        <div className="lg:col-span-2 space-y-6">
+        <div className="lg:col-span-3 space-y-6">
           {/* Title */}
-          <div className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6">
+          <div id="transcript" className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6 scroll-mt-6">
             {editingTitle ? (
               <div className="space-y-2">
                 <div className="flex items-center space-x-2">
@@ -694,21 +528,22 @@ export default function ConversationDetail() {
                     autoFocus
                     disabled={savingTitle}
                   />
-                  <button
+                  <Button
+                    variant="primary"
+                    size="sm"
                     onClick={handleSaveTitleEdit}
                     disabled={savingTitle || editedTitle === (conversation.title || 'Conversation')}
-                    className="inline-flex items-center gap-1 px-3 py-1.5 text-sm font-medium text-white bg-blue-600 rounded-lg hover:bg-blue-700 disabled:opacity-50 transition-colors"
+                    icon={<Save className="w-3.5 h-3.5" />}
                   >
-                    <Save className="w-3.5 h-3.5" />
                     {savingTitle ? 'Saving...' : 'Save'}
-                  </button>
-                  <button
+                  </Button>
+                  <Button
+                    variant="secondary"
+                    size="sm"
                     onClick={handleCancelTitleEdit}
                     disabled={savingTitle}
-                    className="inline-flex items-center gap-1 px-3 py-1.5 text-sm font-medium text-gray-700 dark:text-gray-300 bg-gray-200 dark:bg-gray-600 rounded-lg hover:bg-gray-300 dark:hover:bg-gray-500 disabled:opacity-50 transition-colors"
-                  >
-                    <X className="w-3.5 h-3.5" />
-                  </button>
+                    icon={<X className="w-3.5 h-3.5" />}
+                  />
                 </div>
                 {titleEditError && (
                   <span className="text-xs text-red-600 dark:text-red-400">{titleEditError}</span>
@@ -737,12 +572,12 @@ export default function ConversationDetail() {
               <div className="mt-3">
                 <button
                   onClick={() => setShowDetailedSummary(!showDetailedSummary)}
-                  className="text-xs text-blue-600 dark:text-blue-400 hover:underline flex items-center space-x-1"
+                  className="text-xs text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:underline flex items-center space-x-1"
                 >
                   <span>{showDetailedSummary ? '\u25BC' : '\u25B6'} Detailed Summary</span>
                 </button>
                 {showDetailedSummary && (
-                  <div className="mt-2 p-3 bg-blue-50 dark:bg-blue-900/20 rounded-lg border border-blue-200 dark:border-blue-800">
+                  <div className="mt-2 p-3 bg-gray-50 dark:bg-gray-800/50 rounded-lg border border-gray-200 dark:border-gray-700">
                     <p className="text-sm text-gray-700 dark:text-gray-300 whitespace-pre-wrap">
                       {conversation.detailed_summary}
                     </p>
@@ -752,194 +587,73 @@ export default function ConversationDetail() {
             )}
           </div>
 
-          {/* Audio Player — chunk-based (no full WAV download) */}
-          {conversation.audio_chunks_count && conversation.audio_chunks_count > 0 && (
-            <div className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6">
-              <h2 className="font-medium text-gray-900 dark:text-gray-100 mb-3">Audio</h2>
-
-              {conversation.conversation_id && conversation.audio_total_duration && (
-                <WaveformDisplay
-                  conversationId={conversation.conversation_id}
-                  duration={conversation.audio_total_duration}
-                  currentTime={audioCurrentTime}
-                  onSeek={handleSeek}
-                  height={80}
-                />
-              )}
-
-              {/* Play/pause + time display */}
-              <div className="flex items-center gap-3 mt-2">
-                <button
-                  onClick={handleTogglePlayback}
-                  className="p-2 rounded-full bg-blue-600 hover:bg-blue-700 text-white transition-colors"
-                  title={activeAudioKey && !isAudioPaused ? 'Pause' : 'Play'}
-                >
-                  {activeAudioKey && !isAudioPaused
-                    ? <Pause className="w-4 h-4" />
-                    : <Play className="w-4 h-4" />}
-                </button>
-                <span className="text-sm text-gray-600 dark:text-gray-400 font-mono">
-                  {formatDuration(audioCurrentTime)}
-                  {conversation.audio_total_duration ? ` / ${formatDuration(conversation.audio_total_duration)}` : ''}
-                </span>
-              </div>
-            </div>
-          )}
-
-          {/* Transcript */}
+          {/* Audio + transcript — one shared editor. The waveform doubles as the
+              timing editor (auto-zooms when you edit a segment). */}
           <div className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6">
-            <h2 className="font-medium text-gray-900 dark:text-gray-100 mb-4">
-              Transcript
-              {segments.length > 0 && (
-                <span className="text-sm text-gray-500 dark:text-gray-400 ml-2">
-                  ({segments.length} segments)
-                </span>
-              )}
-            </h2>
-
-            {segments.length > 0 ? (
-              <div className="space-y-1">
-                {segments.map((segment, idx) => {
-                  const speaker = segment.speaker || 'Unknown'
-                  const speakerColor = speakerColorMap[speaker] || SPEAKER_COLOR_PALETTE[0]
-                  const isEvent = segment.segment_type === 'event'
-                  const isNote = segment.segment_type === 'note'
-                  const isEditing = editingSegment === idx
-                  const hasDiarAnnotation = diarizationAnnotations.some(a => a.segment_index === idx && !a.processed)
-                  const hasTextAnnotation = transcriptAnnotations.some(a => a.segment_index === idx && !a.processed)
-
-                  if (isEvent || isNote) {
-                    return (
-                      <div
-                        key={idx}
-                        className={`group flex items-center gap-2 py-1 px-3 rounded ${
-                          isEvent
-                            ? 'bg-yellow-50 dark:bg-yellow-900/20 border-l-2 border-yellow-400'
-                            : 'bg-green-50 dark:bg-green-900/20 border-l-2 border-green-400'
-                        }`}
-                      >
-                        {isEvent && (
-                          <button
-                            onClick={() => handleSegmentPlayPause(idx, segment)}
-                            className="flex-shrink-0 p-0.5 rounded hover:bg-yellow-200 dark:hover:bg-yellow-800 opacity-0 group-hover:opacity-100 transition-opacity"
-                            title={`Play ${formatDuration(segment.end - segment.start)}s`}
-                          >
-                            {playingSegment === `${id}-${idx}` ? (
-                              <Pause className="h-3 w-3 text-yellow-600" />
-                            ) : (
-                              <Play className="h-3 w-3 text-yellow-600" />
-                            )}
-                          </button>
-                        )}
-                        <span className="text-xs font-medium text-gray-500 dark:text-gray-400 uppercase mr-2">
-                          {isEvent ? 'event' : 'note'}
-                        </span>
-                        <span className="text-sm text-gray-700 dark:text-gray-300 italic">
-                          {segment.text}
-                        </span>
-                      </div>
-                    )
-                  }
-
-                  return (
-                    <div
-                      key={idx}
-                      className={`group flex items-start gap-2 py-1 rounded hover:bg-gray-50 dark:hover:bg-gray-700/50 ${
-                        hasTextAnnotation ? 'bg-yellow-50 dark:bg-yellow-900/10' : ''
-                      }`}
-                    >
-                      {/* Play button */}
-                      <button
-                        onClick={() => handleSegmentPlayPause(idx, segment)}
-                        className="flex-shrink-0 mt-0.5 p-0.5 rounded hover:bg-gray-200 dark:hover:bg-gray-600 opacity-0 group-hover:opacity-100 transition-opacity"
-                        title={`Play ${formatDuration(segment.end - segment.start)}s`}
-                      >
-                        {playingSegment === `${id}-${idx}` ? (
-                          <Pause className="h-3 w-3 text-blue-600" />
-                        ) : (
-                          <Play className="h-3 w-3 text-gray-500" />
-                        )}
-                      </button>
-
-                      {/* Speaker name */}
-                      <div className="flex-shrink-0 w-28">
-                        <SpeakerNameDropdown
-                          currentSpeaker={speaker}
-                          enrolledSpeakers={allSpeakers}
-                          onSpeakerChange={(newSpeaker) => handleSpeakerChange(idx, speaker, newSpeaker, segment.start)}
-                          segmentIndex={idx}
-                          conversationId={conversation.conversation_id}
-                          annotated={hasDiarAnnotation}
-                          speakerColor={speakerColor}
-                          recentSpeakers={recentSpeakers}
-                        />
-                      </div>
-
-                      {/* Segment text */}
-                      <div className="flex-1 min-w-0">
-                        {isEditing ? (
-                          <div className="space-y-1">
-                            <textarea
-                              value={editedSegmentText}
-                              onChange={(e) => setEditedSegmentText(e.target.value)}
-                              onKeyDown={(e) => handleSegmentKeyDown(e, idx, segment.text)}
-                              className="w-full px-2 py-1 text-sm border-2 border-blue-500 rounded focus:outline-none focus:ring-1 focus:ring-blue-500 bg-white dark:bg-gray-900 text-gray-700 dark:text-gray-300 resize-y"
-                              autoFocus
-                              disabled={savingSegment}
-                              rows={2}
-                            />
-                            <div className="flex items-center gap-1">
-                              <button
-                                onClick={() => handleSaveSegmentEdit(idx, segment.text)}
-                                disabled={savingSegment}
-                                className="px-2 py-0.5 text-xs bg-blue-600 text-white rounded hover:bg-blue-700 disabled:opacity-50"
-                              >
-                                {savingSegment ? 'Saving...' : 'Save'}
-                              </button>
-                              <button
-                                onClick={() => setEditingSegment(null)}
-                                className="px-2 py-0.5 text-xs bg-gray-200 dark:bg-gray-600 text-gray-700 dark:text-gray-300 rounded hover:bg-gray-300"
-                              >
-                                Cancel
-                              </button>
-                              {segmentEditError && (
-                                <span className="text-xs text-red-500">{segmentEditError}</span>
-                              )}
-                            </div>
-                          </div>
-                        ) : (
-                          <p
-                            className="text-sm text-gray-700 dark:text-gray-300 cursor-pointer hover:bg-yellow-50 dark:hover:bg-yellow-900/10 rounded px-1 transition-colors"
-                            onClick={() => handleStartSegmentEdit(idx, segment.text)}
-                            title="Click to edit"
-                          >
-                            {segment.text}
-                          </p>
-                        )}
-                      </div>
-
-                      {/* Timestamp */}
-                      <span className="flex-shrink-0 text-xs text-gray-400 mt-0.5">
-                        {formatDuration(segment.start)}
-                      </span>
-                    </div>
-                  )
-                })}
-              </div>
-            ) : (
-              <p className="text-sm text-gray-500 dark:text-gray-400 italic">No transcript segments available</p>
-            )}
+            <div className="flex items-center justify-between mb-4">
+              <h2 className="font-medium text-gray-900 dark:text-gray-100">
+                Transcript
+                {isLive && (
+                  <span className="inline-flex items-center gap-1.5 ml-2">
+                    <span className="w-2 h-2 bg-red-500 rounded-full animate-pulse" />
+                    <span className="text-xs text-red-600 dark:text-red-400 font-medium">LIVE</span>
+                  </span>
+                )}
+                {segments.length > 0 && (
+                  <span className="text-sm text-gray-500 dark:text-gray-400 ml-2">({segments.length} segments)</span>
+                )}
+              </h2>
+              {/* Transcript version selector — renders nothing unless multiple versions exist */}
+              <ConversationVersionHeader
+                conversationId={conversation.conversation_id}
+                versionInfo={{
+                  transcript_count: conversation.transcript_version_count || 0,
+                  active_transcript_version: conversation.active_transcript_version,
+                  active_transcript_version_number: conversation.active_transcript_version_number,
+                }}
+                onVersionChange={() => {
+                  refetch()
+                }}
+              />
+            </div>
+            <TranscriptEditor
+              conversationId={conversation.conversation_id!}
+              segments={segments}
+              duration={conversation.audio_total_duration}
+              hasAudio={!!conversation.audio_chunks_count && conversation.audio_chunks_count > 0}
+              showWaveform
+              isLive={isLive}
+              enrolledSpeakers={enrolledSpeakers}
+              speakerRecognition={conversation.speaker_recognition}
+              onChanged={refetch}
+            />
           </div>
+
         </div>
 
         {/* Right Column - Sidebar */}
-        <div className="space-y-6">
+        <div className="space-y-6 lg:sticky lg:top-6 lg:self-start">
           {/* Metadata Card */}
           <div className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
             <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3">
               Metadata
             </h3>
             <dl className="space-y-3 text-sm">
+              <div className="flex justify-between items-start gap-2">
+                <dt className="text-gray-600 dark:text-gray-400 flex items-center gap-1.5 shrink-0">
+                  <Hash className="w-3.5 h-3.5" /> ID
+                </dt>
+                <dd className="text-right">
+                  <button
+                    type="button"
+                    onClick={() => navigator.clipboard?.writeText(conversation.conversation_id || '')}
+                    title={`${conversation.conversation_id} — click to copy`}
+                    className="font-mono text-xs text-gray-900 dark:text-gray-100 hover:text-gray-600 dark:hover:text-gray-300 rounded focus:outline-none focus-visible:ring-1 focus-visible:ring-gray-400"
+                  >
+                    {conversation.conversation_id?.slice(0, 8)}…
+                  </button>
+                </dd>
+              </div>
               <div className="flex justify-between items-start">
                 <dt className="text-gray-600 dark:text-gray-400 flex items-center gap-1.5">
                   <Calendar className="w-3.5 h-3.5" /> Date
@@ -989,59 +703,42 @@ export default function ConversationDetail() {
             </dl>
           </div>
 
-          {/* Extracted Memories Card */}
-          <div className="bg-purple-50 dark:bg-purple-900/20 border border-purple-200 dark:border-purple-800 rounded-lg p-4">
-            <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3 flex items-center gap-2">
-              <Brain className="w-4 h-4" />
-              Memories ({memories.length})
-            </h3>
-            {memories.length > 0 ? (
-              <div className="space-y-2">
-                {memories.map((mem: any) => (
-                  <div
-                    key={mem.id}
-                    onClick={() => navigate(`/memories/${mem.id}`)}
-                    className="p-2 bg-white dark:bg-gray-800 rounded border border-gray-200 dark:border-gray-600 cursor-pointer hover:border-purple-300 dark:hover:border-purple-600 transition-colors"
-                  >
-                    <p className="text-xs text-gray-700 dark:text-gray-300 line-clamp-2">
-                      {mem.memory || mem.content}
-                    </p>
-                  </div>
-                ))}
-              </div>
-            ) : (
-              <p className="text-xs text-gray-500 dark:text-gray-400 italic">No memories extracted yet</p>
-            )}
-          </div>
+          <a
+            href="#memory-history"
+            className="flex items-center gap-1.5 px-1 text-sm text-gray-500 hover:text-gray-700 dark:text-gray-400 dark:hover:text-gray-200 transition-colors"
+          >
+            <span>Memory history</span>
+            <span aria-hidden="true">↓</span>
+          </a>
 
-          {/* Version Info Card */}
-          {((conversation.transcript_version_count || 0) > 0 || (conversation.memory_version_count || 0) > 0) && (
-            <div className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
-              <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3">
-                Versions
-              </h3>
-              <dl className="space-y-3 text-sm">
-                {(conversation.transcript_version_count || 0) > 0 && (
-                  <div className="flex justify-between items-start">
-                    <dt className="text-gray-600 dark:text-gray-400">Transcript</dt>
-                    <dd className="text-gray-900 dark:text-gray-100">
-                      v{conversation.active_transcript_version_number || 1} of {conversation.transcript_version_count}
-                    </dd>
-                  </div>
-                )}
-                {(conversation.memory_version_count || 0) > 0 && (
-                  <div className="flex justify-between items-start">
-                    <dt className="text-gray-600 dark:text-gray-400">Memory</dt>
-                    <dd className="text-gray-900 dark:text-gray-100">
-                      v{conversation.active_memory_version_number || 1} of {conversation.memory_version_count}
-                    </dd>
-                  </div>
-                )}
-              </dl>
-            </div>
-          )}
         </div>
       </div>
+
+      {/* Background-suppression disclosure: what was marked background (or
+          would be), cluster-grouped, with restore/confirm. Renders nothing
+          when the ledger is empty. */}
+      <BackgroundSuppressionCard
+        conversationId={conversation.conversation_id}
+        onChanged={() => queryClient.invalidateQueries({ queryKey: ['conversation', id] })}
+      />
+
+      {/* Memory change history is intentionally full-width: paths, summaries, and
+          timestamps become unreadable in the narrow metadata rail. */}
+      <ConversationContextLens conversationId={conversation.conversation_id} />
+      <MemoryAuditCard conversationId={conversation.conversation_id} />
+
+      {/* Split modal — on success the conversation is soft-deleted, so leave */}
+      {showSplitModal && (
+        <SplitConversationModal
+          conversation={{
+            conversation_id: conversation.conversation_id,
+            title: conversation.title || null,
+            duration_seconds: conversation.audio_total_duration || conversation.duration_seconds || 0,
+          }}
+          onClose={() => setShowSplitModal(false)}
+          onDone={() => navigate(backTo)}
+        />
+      )}
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/pages/Conversations.tsx b/backends/advanced/webui/src/pages/Conversations.tsx
index 872afa21..24dfd788 100644
--- a/backends/advanced/webui/src/pages/Conversations.tsx
+++ b/backends/advanced/webui/src/pages/Conversations.tsx
@@ -1,14 +1,14 @@
-import { useState, useEffect, useRef, useCallback, useMemo } from 'react'
+import { useState, useEffect, useRef, useMemo } from 'react'
 import { useQueryClient } from '@tanstack/react-query'
 import { useNavigate } from 'react-router-dom'
-import { MessageSquare, RefreshCw, Calendar, User, Play, Pause, MoreVertical, RotateCcw, Zap, ChevronDown, ChevronUp, ChevronLeft, ChevronRight, Trash2, Save, X, Check, AlertTriangle, Pencil, Search, Brain, Star, ArrowUpDown, Clock } from 'lucide-react'
-import { conversationsApi, annotationsApi, speakerApi, BACKEND_URL } from '../services/api'
+import { MessageSquare, RefreshCw, Calendar, User, Play, Pause, MoreVertical, RotateCcw, Zap, ChevronDown, ChevronUp, ChevronLeft, ChevronRight, Trash2, Save, X, AlertTriangle, Pencil, Search, Brain, Star, ArrowUpDown, Clock, UserX, Mic, Regex, ListFilter, Check } from 'lucide-react'
+import { conversationsApi, annotationsApi, speakerApi } from '../services/api'
 import { useConversations, useDeleteConversation, useReprocessTranscript, useReprocessMemory, useReprocessSpeakers, useReprocessOrphan, useToggleStar } from '../hooks/useConversations'
 import ConversationVersionHeader from '../components/ConversationVersionHeader'
-import { getStorageKey } from '../utils/storage'
-import { WaveformDisplay } from '../components/audio/WaveformDisplay'
-import SpeakerNameDropdown from '../components/SpeakerNameDropdown'
-import SpeakerInlineInput from '../components/SpeakerInlineInput'
+import { PlayheadTimeLabel } from '../components/audio/PlayheadWaveform'
+import { useGaplessPlayer } from '../hooks/useGaplessPlayer'
+import TranscriptEditor from '../components/transcript/TranscriptEditor'
+import { Button, Checkbox } from '../components/ui'
 
 interface Conversation {
   conversation_id: string
@@ -18,11 +18,10 @@ interface Conversation {
   created_at?: string
   client_id: string
   segment_count?: number  // From list endpoint
-  memory_count?: number  // From list endpoint
+  speakers?: string[]  // Unique speakers of the active version (from list endpoint, at a glance)
   audio_chunks_count?: number  // Number of MongoDB audio chunks
   audio_total_duration?: number  // Total duration in seconds
   duration_seconds?: number
-  has_memory?: boolean
   transcript?: string  // From detail endpoint
   segments?: Array<{
     text: string
@@ -33,34 +32,26 @@ interface Conversation {
     confidence?: number
   }>  // From detail endpoint (loaded on expand)
   active_transcript_version?: string
-  active_memory_version?: string
   transcript_version_count?: number
-  memory_version_count?: number
   active_transcript_version_number?: number
-  active_memory_version_number?: number
   deleted?: boolean
   deletion_reason?: string
   deleted_at?: string
   always_persist?: boolean
   processing_status?: string
+  failure_stage?: string
   is_orphan?: boolean
   starred?: boolean
   starred_at?: string
 }
 
-// Speaker color palette for consistent colors across conversations
-const SPEAKER_COLOR_PALETTE = [
-  'text-blue-600 dark:text-blue-400',
-  'text-green-600 dark:text-green-400',
-  'text-purple-600 dark:text-purple-400',
-  'text-orange-600 dark:text-orange-400',
-  'text-pink-600 dark:text-pink-400',
-  'text-indigo-600 dark:text-indigo-400',
-  'text-red-600 dark:text-red-400',
-  'text-yellow-600 dark:text-yellow-400',
-  'text-teal-600 dark:text-teal-400',
-  'text-cyan-600 dark:text-cyan-400',
-];
+
+// Unknown and background labels are metadata, not enrolled people.
+const isUnknownLabel = (name?: string): boolean => {
+  if (!name || !name.trim()) return true
+  const n = name.trim().toLowerCase()
+  return ['noise', 'background speech'].includes(n) || /^unknown(?:[ _]speaker)?(?:[ _]*\d+)?$/.test(n)
+}
 
 const PAGE_SIZE = 20
 
@@ -76,6 +67,7 @@ export default function Conversations() {
   const navigate = useNavigate()
   const [debugMode, setDebugMode] = useState(false)
   const [starredOnly, setStarredOnly] = useState(false)
+  const [hideUnknownSpeakers, setHideUnknownSpeakers] = useState(false)
   const [sortIdx, setSortIdx] = useState(0)
   const [page, setPage] = useState(0)
 
@@ -115,13 +107,9 @@ export default function Conversations() {
   const [expandedTranscripts, setExpandedTranscripts] = useState<Set<string>>(new Set())
   // Detailed summary expand/collapse state
   const [expandedDetailedSummaries, setExpandedDetailedSummaries] = useState<Set<string>>(new Set())
-  // Audio playback state — chunk-based (10s windows loaded on demand)
-  const [playingSegment, setPlayingSegment] = useState<string | null>(null) // Format: "audioUuid-segmentIndex"
-  const [audioCurrentTime, setAudioCurrentTime] = useState<{ [conversationId: string]: number }>({})
-  const audioRefs = useRef<{ [key: string]: HTMLAudioElement }>({})
-  const [activeAudioKey, setActiveAudioKey] = useState<string | null>(null) // "{conversationId}_{windowStart}"
-  const [activeChunk, setActiveChunk] = useState<{ conversationId: string; start: number; end: number } | null>(null)
-  const [isAudioPaused, setIsAudioPaused] = useState(false)
+  // Audio playback is owned by the app-wide gapless scheduler (Web Audio).
+  // Only one conversation plays at a time across the whole list.
+  const player = useGaplessPlayer()
 
   // Reprocessing state
   const [openDropdown, setOpenDropdown] = useState<string | null>(null)
@@ -131,34 +119,8 @@ export default function Conversations() {
   const [reprocessingOrphan, setReprocessingOrphan] = useState<Set<string>>(new Set())
   const [deletingConversation, setDeletingConversation] = useState<Set<string>>(new Set())
 
-  // Transcript segment editing state
-  const [editingSegment, setEditingSegment] = useState<string | null>(null) // Format: "conversationId-segmentIndex"
-  const [editedSegmentText, setEditedSegmentText] = useState<string>('')
-  const [savingSegment, setSavingSegment] = useState<boolean>(false)
-  const [segmentEditError, setSegmentEditError] = useState<string | null>(null)
-
-  // Diarization annotation state
+  // Enrolled speakers (passed to the shared transcript editor)
   const [enrolledSpeakers, setEnrolledSpeakers] = useState<Array<{speaker_id: string, name: string}>>([])
-  const [diarizationAnnotations, setDiarizationAnnotations] = useState<Map<string, any[]>>(new Map()) // conversationId -> annotations[]
-
-  // Transcript annotation state
-  const [transcriptAnnotations, setTranscriptAnnotations] = useState<Map<string, any[]>>(new Map()) // conversationId -> annotations[]
-
-  // Insert annotation state
-  const [insertAnnotations, setInsertAnnotations] = useState<Map<string, any[]>>(new Map()) // conversationId -> annotations[]
-  const [insertFormOpen, setInsertFormOpen] = useState<string | null>(null) // Format: "conversationId-afterIndex"
-  const [insertText, setInsertText] = useState('')
-  const [insertSegmentType, setInsertSegmentType] = useState<'event' | 'note' | 'speech'>('speech')
-  const [insertSpeaker, setInsertSpeaker] = useState('')
-
-  // Track recently selected speakers in this session (most recent first)
-  const [recentSpeakers, setRecentSpeakers] = useState<string[]>([])
-
-  // Preview mode state
-  const [previewMode, setPreviewMode] = useState<Set<string>>(new Set()) // conversationIds in preview mode
-
-  // Unified apply state
-  const [applyingAnnotations, setApplyingAnnotations] = useState<Set<string>>(new Set())
 
   // Title editing state
   const [editingTitle, setEditingTitle] = useState<string | null>(null) // conversationId being edited
@@ -166,136 +128,17 @@ export default function Conversations() {
   const [savingTitle, setSavingTitle] = useState<boolean>(false)
   const [titleEditError, setTitleEditError] = useState<string | null>(null)
 
-  // Search state
+  // Search state (regex-only; semantic search was removed for performance reasons)
   const [searchQuery, setSearchQuery] = useState('')
+  type SearchField = 'title' | 'summary' | 'speakers'
+  const allSearchFields: SearchField[] = ['title', 'summary', 'speakers']
+  const [searchFields, setSearchFields] = useState<SearchField[]>(allSearchFields)
   const [searchResults, setSearchResults] = useState<Conversation[] | null>(null)
   const [isSearching, setIsSearching] = useState(false)
   const [searchTotal, setSearchTotal] = useState(0)
+  const [searchError, setSearchError] = useState<string | null>(null)
   const searchTimeoutRef = useRef<ReturnType<typeof setTimeout> | null>(null)
 
-  // Compute merged speaker list that includes speakers from annotations
-  // This ensures newly created speaker names appear in all dropdowns immediately
-  const allSpeakers = useMemo(() => {
-    const speakers = [...enrolledSpeakers]
-    const existingNames = new Set(speakers.map(s => s.name))
-    
-    // Add speakers from all diarization annotations
-    diarizationAnnotations.forEach((annotations) => {
-      annotations.forEach(a => {
-        if (a.corrected_speaker && !existingNames.has(a.corrected_speaker)) {
-          speakers.push({ speaker_id: `annotation_${a.corrected_speaker}`, name: a.corrected_speaker })
-          existingNames.add(a.corrected_speaker)
-        }
-      })
-    })
-    return speakers
-  }, [enrolledSpeakers, diarizationAnnotations])
-
-  // Chunk-based seek handler: loads a 10s audio window on demand via waveform click
-  const CHUNK_WINDOW = 10 // seconds per audio chunk window
-  // Ref to hold the latest handleSeek so event listeners can call it without stale closure
-  const handleSeekRef = useRef<(conversationId: string, time: number, totalDuration?: number) => void>(() => {})
-
-  const handleSeek = useCallback((conversationId: string, time: number, totalDuration?: number) => {
-    const windowStart = Math.floor(time / CHUNK_WINDOW) * CHUNK_WINDOW
-    const windowEnd = windowStart + CHUNK_WINDOW
-    const cacheKey = `${conversationId}_${windowStart}`
-
-    // If time exceeds total duration, stop playback
-    if (totalDuration !== undefined && time >= totalDuration) {
-      setActiveAudioKey(null)
-      setActiveChunk(null)
-      setIsAudioPaused(false)
-      return
-    }
-
-    // Pause any currently playing audio
-    if (activeAudioKey && audioRefs.current[activeAudioKey]) {
-      audioRefs.current[activeAudioKey].pause()
-    }
-
-    // Helper to play an audio element at the right offset
-    const playAt = (audio: HTMLAudioElement, absoluteTime: number) => {
-      const localTime = absoluteTime - windowStart
-      const startPlaying = () => {
-        audio.currentTime = Math.max(0, localTime)
-        audio.play().catch(err => console.warn('Playback failed:', err))
-      }
-
-      if (audio.readyState >= 2) {
-        startPlaying()
-      } else {
-        audio.addEventListener('canplay', startPlaying, { once: true })
-      }
-
-      setActiveAudioKey(cacheKey)
-      setActiveChunk({ conversationId, start: windowStart, end: windowEnd })
-      setIsAudioPaused(false)
-    }
-
-    // Check cache first
-    if (audioRefs.current[cacheKey]) {
-      playAt(audioRefs.current[cacheKey], time)
-      return
-    }
-
-    // Fetch audio chunk via authenticated API, then create blob URL for Audio element
-    const token = localStorage.getItem(getStorageKey('token')) || ''
-    fetch(`${BACKEND_URL}/api/conversations/${conversationId}/audio-segments?start=${windowStart}&duration=${CHUNK_WINDOW}`, {
-      headers: { Authorization: `Bearer ${token}` },
-    })
-      .then(r => {
-        if (!r.ok) throw new Error(`Audio fetch failed: ${r.status}`)
-        return r.blob()
-      })
-      .then(blob => {
-        const blobUrl = URL.createObjectURL(blob)
-        const audio = new Audio(blobUrl)
-
-        // Track playback position
-        audio.addEventListener('timeupdate', () => {
-          setAudioCurrentTime(prev => ({
-            ...prev,
-            [conversationId]: windowStart + audio.currentTime,
-          }))
-        })
-
-        // Auto-load next window on end for seamless playback
-        audio.addEventListener('ended', () => {
-          const nextStart = windowStart + CHUNK_WINDOW
-          handleSeekRef.current(conversationId, nextStart, totalDuration)
-        })
-
-        // Cache it
-        audioRefs.current[cacheKey] = audio
-        playAt(audio, time)
-      })
-      .catch(err => console.warn('Failed to load audio chunk:', err))
-  }, [activeAudioKey])
-
-  // Keep ref in sync
-  handleSeekRef.current = handleSeek
-
-  // Toggle play/pause for a conversation's active audio
-  const handleTogglePlayback = useCallback((conversationId: string, totalDuration?: number) => {
-    // Check if this conversation currently has an active audio key
-    if (activeAudioKey && activeAudioKey.startsWith(conversationId + '_')) {
-      const audio = audioRefs.current[activeAudioKey]
-      if (audio) {
-        if (audio.paused) {
-          audio.play().catch(err => console.warn('Resume failed:', err))
-          setIsAudioPaused(false)
-        } else {
-          audio.pause()
-          setIsAudioPaused(true)
-        }
-        return
-      }
-    }
-    // No active audio for this conversation — start from beginning
-    handleSeek(conversationId, 0, totalDuration)
-  }, [activeAudioKey, handleSeek])
-
   const loadEnrolledSpeakers = async () => {
     try {
       const response = await speakerApi.getEnrolledSpeakers()
@@ -305,151 +148,6 @@ export default function Conversations() {
     }
   }
 
-  const loadDiarizationAnnotations = async (conversationId: string) => {
-    try {
-      const response = await annotationsApi.getDiarizationAnnotations(conversationId)
-      setDiarizationAnnotations(prev => new Map(prev).set(conversationId, response.data))
-    } catch (err: any) {
-      console.error('Failed to load diarization annotations:', err)
-    }
-  }
-
-  const loadTranscriptAnnotations = async (conversationId: string) => {
-    try {
-      const response = await annotationsApi.getTranscriptAnnotations(conversationId)
-      setTranscriptAnnotations(prev => new Map(prev).set(conversationId, response.data))
-    } catch (err: any) {
-      console.error('Failed to load transcript annotations:', err)
-    }
-  }
-
-  const loadInsertAnnotations = async (conversationId: string) => {
-    try {
-      const response = await annotationsApi.getInsertAnnotations(conversationId)
-      setInsertAnnotations(prev => new Map(prev).set(conversationId, response.data))
-    } catch (err: any) {
-      console.error('Failed to load insert annotations:', err)
-    }
-  }
-
-  const handleDeleteAnnotation = async (annotationId: string, conversationId: string) => {
-    try {
-      await annotationsApi.deleteAnnotation(annotationId)
-      // Reload all annotation types for this conversation
-      await Promise.all([
-        loadDiarizationAnnotations(conversationId),
-        loadTranscriptAnnotations(conversationId),
-        loadInsertAnnotations(conversationId),
-      ])
-    } catch (err: any) {
-      console.error('Failed to delete annotation:', err)
-      setActionError('Failed to delete annotation')
-    }
-  }
-
-  const handleCreateInsertAnnotation = async (conversationId: string, afterIndex: number) => {
-    if (!insertText.trim()) return
-    try {
-      await annotationsApi.createInsertAnnotation({
-        conversation_id: conversationId,
-        insert_after_index: afterIndex,
-        insert_text: insertText.trim(),
-        insert_segment_type: insertSegmentType,
-        ...(insertSegmentType === 'speech' && insertSpeaker ? { insert_speaker: insertSpeaker } : {}),
-      })
-      setInsertFormOpen(null)
-      setInsertText('')
-      setInsertSegmentType('speech')
-      setInsertSpeaker('')
-      await loadInsertAnnotations(conversationId)
-    } catch (err: any) {
-      console.error('Failed to create insert annotation:', err)
-      setActionError('Failed to create insert annotation')
-    }
-  }
-
-  const handleSpeakerChange = async (conversationId: string, segmentIndex: number, originalSpeaker: string, newSpeaker: string, segmentStartTime: number) => {
-    try {
-      // Check if a pending annotation already exists for this segment
-      const existingAnnotations = diarizationAnnotations.get(conversationId) || []
-      const existingAnnotation = existingAnnotations.find(
-        a => a.segment_index === segmentIndex && !a.processed
-      )
-
-      if (existingAnnotation) {
-        // Update existing annotation instead of creating duplicate
-        await annotationsApi.updateAnnotation(existingAnnotation.id, {
-          corrected_speaker: newSpeaker,
-        })
-      } else {
-        // Create new annotation
-        await annotationsApi.createDiarizationAnnotation({
-          conversation_id: conversationId,
-          segment_index: segmentIndex,
-          original_speaker: originalSpeaker,
-          corrected_speaker: newSpeaker,
-          segment_start_time: segmentStartTime,
-        })
-      }
-
-      // Temporarily add new speaker name to enrolledSpeakers if it doesn't exist
-      // This makes it immediately available in all dropdowns without requiring a backend reload
-      setEnrolledSpeakers(prev => {
-        const speakerExists = prev.some(speaker => speaker.name === newSpeaker)
-        if (!speakerExists) {
-          const tempSpeakerId = `temp_${Date.now()}_${newSpeaker.replace(/\s+/g, '_')}`
-          return [...prev, { speaker_id: tempSpeakerId, name: newSpeaker }]
-        }
-        return prev
-      })
-
-      // Track as recently used speaker (move to front)
-      setRecentSpeakers(prev => [newSpeaker, ...prev.filter(s => s !== newSpeaker)])
-
-      // Reload annotations for this conversation
-      await loadDiarizationAnnotations(conversationId)
-    } catch (err: any) {
-      console.error('Failed to create/update annotation:', err)
-      setActionError('Failed to create speaker annotation')
-    }
-  }
-
-  const handleApplyAllAnnotations = async (conversationId: string) => {
-    try {
-      setApplyingAnnotations(prev => new Set(prev).add(conversationId))
-      setOpenDropdown(null)
-
-      const response = await annotationsApi.applyAllAnnotations(conversationId)
-
-      if (response.status === 200) {
-        // Applied annotations successfully
-
-        // Refresh conversation to show new version
-        await queryClient.invalidateQueries({ queryKey: ['conversations'] })
-
-        // Reload annotations (should be empty now)
-        await loadDiarizationAnnotations(conversationId)
-        await loadTranscriptAnnotations(conversationId)
-        await loadInsertAnnotations(conversationId)
-        // Exit preview mode after applying
-        setPreviewMode(prev => {
-          const newSet = new Set(prev)
-          newSet.delete(conversationId)
-          return newSet
-        })
-      } else {
-        setActionError(`Failed to apply annotations: ${response.data?.error || 'Unknown error'}`)
-      }
-    } catch (err: any) {
-      setActionError(`Error applying annotations: ${err.message || 'Unknown error'}`)
-    } finally {
-      setApplyingAnnotations(prev => {
-        const newSet = new Set(prev)
-        newSet.delete(conversationId)
-        return newSet
-      })
-    }
-  }
 
   useEffect(() => {
     loadEnrolledSpeakers()
@@ -467,7 +165,34 @@ export default function Conversations() {
     return () => document.removeEventListener('click', handleClickOutside)
   }, [])
 
-  // Debounced search
+  const allFieldsSelected = searchFields.length === allSearchFields.length
+
+  const toggleSearchField = (field: SearchField) => {
+    setSearchFields((current) =>
+      current.includes(field)
+        ? current.filter((selected) => selected !== field)
+        : [...current, field]
+    )
+  }
+
+  const runSearch = async (query: string, fields: SearchField[]) => {
+    setIsSearching(true)
+    try {
+      const response = await conversationsApi.search(query, 50, 0, fields)
+      setSearchResults(response.data.conversations ?? [])
+      setSearchTotal(response.data.total ?? 0)
+      setSearchError(response.data.error ?? null)
+    } catch (err: any) {
+      console.error('Search failed:', err)
+      setSearchResults([])
+      setSearchTotal(0)
+      setSearchError(err?.response?.data?.error || 'Search failed')
+    } finally {
+      setIsSearching(false)
+    }
+  }
+
+  // Regex search runs live, debounced.
   useEffect(() => {
     if (searchTimeoutRef.current) {
       clearTimeout(searchTimeoutRef.current)
@@ -477,29 +202,26 @@ export default function Conversations() {
     if (!trimmed) {
       setSearchResults(null)
       setSearchTotal(0)
+      setSearchError(null)
+      setIsSearching(false)
+      return
+    }
+
+    if (searchFields.length === 0) {
+      setSearchResults([])
+      setSearchTotal(0)
+      setSearchError(null)
       setIsSearching(false)
       return
     }
 
     setIsSearching(true)
-    searchTimeoutRef.current = setTimeout(async () => {
-      try {
-        const response = await conversationsApi.search(trimmed, 50)
-        setSearchResults(response.data.conversations ?? [])
-        setSearchTotal(response.data.total ?? 0)
-      } catch (err: any) {
-        console.error('Search failed:', err)
-        setSearchResults([])
-        setSearchTotal(0)
-      } finally {
-        setIsSearching(false)
-      }
-    }, 300)
+    searchTimeoutRef.current = setTimeout(() => runSearch(trimmed, searchFields), 300)
 
     return () => {
       if (searchTimeoutRef.current) clearTimeout(searchTimeoutRef.current)
     }
-  }, [searchQuery])
+  }, [searchQuery, searchFields])
 
   const formatDate = (timestamp: number | string) => {
     // Handle both Unix timestamp (number) and ISO string
@@ -517,12 +239,6 @@ export default function Conversations() {
     return new Date(timestamp * 1000).toLocaleString()
   }
 
-  const formatDuration = (start: number, end: number) => {
-    const duration = end - start
-    const minutes = Math.floor(duration / 60)
-    const seconds = Math.floor(duration % 60)
-    return `${minutes}:${seconds.toString().padStart(2, '0')}`
-  }
 
   const reprocessTranscriptMutation = useReprocessTranscript()
 
@@ -654,81 +370,6 @@ export default function Conversations() {
     }
   }
 
-  // Transcript segment editing handlers
-  const handleStartSegmentEdit = (conversationId: string, segmentIndex: number, originalText: string) => {
-    const segmentKey = `${conversationId}-${segmentIndex}`
-    setEditingSegment(segmentKey)
-    setEditedSegmentText(originalText)
-    setSegmentEditError(null)
-  }
-
-  const handleSaveSegmentEdit = async (conversationId: string, segmentIndex: number, originalText: string) => {
-    if (!editedSegmentText.trim()) {
-      setSegmentEditError('Segment text cannot be empty')
-      return
-    }
-
-    if (editedSegmentText === originalText) {
-      // No changes, just cancel
-      handleCancelSegmentEdit()
-      return
-    }
-
-    try {
-      setSavingSegment(true)
-      setSegmentEditError(null)
-
-      // Check if a pending annotation already exists for this segment
-      const existingAnnotations = transcriptAnnotations.get(conversationId) || []
-      const existingAnnotation = existingAnnotations.find(
-        a => a.segment_index === segmentIndex && !a.processed
-      )
-
-      if (existingAnnotation) {
-        // Update existing annotation instead of creating duplicate
-        await annotationsApi.updateAnnotation(existingAnnotation.id, {
-          corrected_text: editedSegmentText,
-        })
-      } else {
-        // Create annotation (NOT applied immediately)
-        await annotationsApi.createTranscriptAnnotation({
-          conversation_id: conversationId,
-          segment_index: segmentIndex,
-          original_text: originalText,
-          corrected_text: editedSegmentText
-        })
-      }
-
-      // Exit edit mode
-      setEditingSegment(null)
-      setEditedSegmentText('')
-
-      // Reload transcript annotations to show pending badge
-      await loadTranscriptAnnotations(conversationId)
-
-    } catch (err: any) {
-      console.error('Error saving segment edit:', err)
-      setSegmentEditError(err.response?.data?.detail || err.message || 'Failed to save segment edit')
-    } finally {
-      setSavingSegment(false)
-    }
-  }
-
-  const handleCancelSegmentEdit = () => {
-    setEditingSegment(null)
-    setEditedSegmentText('')
-    setSegmentEditError(null)
-  }
-
-  const handleSegmentKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>, conversationId: string, segmentIndex: number, originalText: string) => {
-    if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {
-      e.preventDefault()
-      handleSaveSegmentEdit(conversationId, segmentIndex, originalText)
-    } else if (e.key === 'Escape') {
-      e.preventDefault()
-      handleCancelSegmentEdit()
-    }
-  }
 
   // Title editing handlers
   const handleStartTitleEdit = (conversationId: string, currentTitle: string) => {
@@ -809,7 +450,9 @@ export default function Conversations() {
     }
 
     // Find the conversation by conversation_id
-    const conversation = conversations.find(c => c.conversation_id === conversationId)
+    const conversation = (searchResults ?? conversations).find(
+      c => c.conversation_id === conversationId,
+    )
     if (!conversation || !conversation.conversation_id) {
       console.error('Cannot expand detailed summary: conversation_id missing')
       return
@@ -846,6 +489,27 @@ export default function Conversations() {
     }
   }
 
+  // Re-fetch a single conversation's full detail (segments) into the list cache — used
+  // after the shared editor applies corrections (which create a new transcript version).
+  const refreshConversationDetail = async (conversationId: string) => {
+    try {
+      const response = await conversationsApi.getById(conversationId)
+      if (response.status === 200 && response.data.conversation) {
+        queryClient.setQueryData(conversationsQueryKey, (old: any) => {
+          if (!old) return old
+          return {
+            ...old,
+            conversations: old.conversations.map((c: Conversation) =>
+              c.conversation_id === conversationId ? { ...c, ...response.data.conversation } : c
+            ),
+          }
+        })
+      }
+    } catch (err: any) {
+      setActionError(`Failed to refresh conversation: ${err.message || 'Unknown error'}`)
+    }
+  }
+
   const toggleTranscriptExpansion = async (conversationId: string) => {
     // If already expanded, just collapse
     if (expandedTranscripts.has(conversationId)) {
@@ -886,11 +550,12 @@ export default function Conversations() {
             ),
           }
         })
-        // Load all annotation types for this conversation
-        await loadDiarizationAnnotations(conversationId)
-        await loadTranscriptAnnotations(conversationId)
-        await loadInsertAnnotations(conversationId)
-        // Expand the transcript
+        setSearchResults(prev => prev?.map(c =>
+          c.conversation_id === conversationId
+            ? { ...c, ...response.data.conversation }
+            : c
+        ) ?? null)
+        // Expand the transcript (the editor loads its own annotations)
         setExpandedTranscripts(prev => new Set(prev).add(conversationId))
       }
     } catch (err: any) {
@@ -899,67 +564,11 @@ export default function Conversations() {
     }
   }
 
-  const handleSegmentPlayPause = (conversationId: string, segmentIndex: number, segment: any) => {
-    const segmentId = `${conversationId}-${segmentIndex}`;
-
-    // If this segment is already playing, pause it
-    if (playingSegment === segmentId) {
-      const audio = audioRefs.current[segmentId];
-      if (audio) {
-        audio.pause();
-      }
-      setPlayingSegment(null);
-      return;
-    }
 
-    // Stop any currently playing segment
-    if (playingSegment) {
-      const currentAudio = audioRefs.current[playingSegment];
-      if (currentAudio) {
-        currentAudio.pause();
-      }
-    }
-
-    // Get or create audio element for this specific segment
-    let audio = audioRefs.current[segmentId];
-
-    // Create new audio element with segment-specific URL
-    if (!audio || audio.error) {
-      const token = localStorage.getItem(getStorageKey('token')) || '';
-      // Use chunks endpoint with time range for instant loading (only fetches needed chunks)
-      const audioUrl = `${BACKEND_URL}/api/audio/chunks/${conversationId}?start_time=${segment.start}&end_time=${segment.end}&token=${token}`;
-      audio = new Audio(audioUrl);
-      audioRefs.current[segmentId] = audio;
-
-      // Add error listener for debugging
-      audio.addEventListener('error', () => {
-        console.error('Audio segment error:', audio.error?.code, audio.error?.message);
-        console.error('Audio src:', audio.src);
-      });
-
-      // Add event listener to handle when audio ends naturally
-      audio.addEventListener('ended', () => {
-        setPlayingSegment(null);
-      });
-    }
-
-    // Play the segment (no need to seek since audio is already trimmed to exact range)
-    audio.play().then(() => {
-      setPlayingSegment(segmentId);
-    }).catch(err => {
-      console.error('Error playing audio segment:', err);
-      setPlayingSegment(null);
-    });
-  }
-
-  // Cleanup audio on unmount
+  // Stop playback when leaving the list.
   useEffect(() => {
-    return () => {
-      // Stop all audio elements
-      Object.values(audioRefs.current).forEach(audio => {
-        audio.pause();
-      });
-    };
+    return () => player.stop();
+    // eslint-disable-next-line react-hooks/exhaustive-deps
   }, [])
 
 
@@ -976,12 +585,9 @@ export default function Conversations() {
     return (
       <div className="text-center">
         <div className="text-red-600 dark:text-red-400 mb-4">{error}</div>
-        <button
-          onClick={() => { setActionError(null); refetch() }}
-          className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
-        >
+        <Button variant="primary" size="md" onClick={() => { setActionError(null); refetch() }}>
           Try Again
-        </button>
+        </Button>
       </div>
     )
   }
@@ -990,14 +596,14 @@ export default function Conversations() {
     <div>
       {/* Header with Search */}
       <div className="flex flex-col gap-4 mb-6">
-        <div className="flex justify-between items-center">
+        <div className="flex flex-col gap-3 sm:flex-row sm:justify-between sm:items-center">
           <div className="flex items-center space-x-2">
-            <MessageSquare className="h-6 w-6 text-blue-600" />
+            <MessageSquare className="h-6 w-6 text-blue-600 flex-shrink-0" />
             <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
               Conversations
             </h1>
           </div>
-          <div className="flex items-center space-x-4">
+          <div className="flex flex-wrap items-center gap-2 sm:gap-4">
             <button
               onClick={() => { setStarredOnly(!starredOnly); setPage(0) }}
               className={`flex items-center space-x-1.5 px-3 py-2 rounded-lg text-sm font-medium transition-colors ${
@@ -1010,34 +616,43 @@ export default function Conversations() {
               <Star className={`h-4 w-4 ${starredOnly ? 'fill-yellow-500 text-yellow-500' : ''}`} />
               <span>Starred</span>
             </button>
-            <label className="flex items-center space-x-2 text-sm">
-              <input
-                type="checkbox"
-                checked={debugMode}
-                onChange={(e) => { setDebugMode(e.target.checked); setPage(0) }}
-                className="rounded border-gray-300"
-              />
-              <span className="text-gray-700 dark:text-gray-300">Debug Mode</span>
-            </label>
             <button
-              onClick={() => refetch()}
-              className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
+              onClick={() => setHideUnknownSpeakers(!hideUnknownSpeakers)}
+              className={`flex items-center space-x-1.5 px-3 py-2 rounded-lg text-sm font-medium transition-colors ${
+                hideUnknownSpeakers
+                  ? 'bg-blue-100 dark:bg-blue-900/30 text-blue-700 dark:text-blue-300 border border-blue-300 dark:border-blue-700'
+                  : 'text-gray-600 dark:text-gray-400 hover:bg-gray-100 dark:hover:bg-gray-700'
+              }`}
+              title={hideUnknownSpeakers ? 'Show unknown speakers and noise' : 'Hide unknown speakers and noise'}
             >
-              <RefreshCw className="h-4 w-4" />
-              <span>Refresh</span>
+              <UserX className="h-4 w-4" />
+              <span>{hideUnknownSpeakers ? 'Unknown speakers hidden' : 'Hide unknown speakers'}</span>
             </button>
+            <Checkbox
+              checked={debugMode}
+              onChange={(e) => { setDebugMode(e.target.checked); setPage(0) }}
+              label="Debug Mode"
+            />
+            <Button
+              variant="primary"
+              size="md"
+              onClick={() => refetch()}
+              icon={<RefreshCw className="h-4 w-4" />}
+            >
+              Refresh
+            </Button>
           </div>
         </div>
 
         {/* Search Bar */}
-        <div className="flex items-center gap-2">
-          <div className="relative flex-1">
+        <div className="flex flex-wrap items-center gap-2">
+          <div className="relative flex-1 min-w-[180px]">
             <Search className="absolute left-3 top-1/2 -translate-y-1/2 h-4 w-4 text-gray-400" />
             <input
               type="text"
               value={searchQuery}
               onChange={(e) => setSearchQuery(e.target.value)}
-              placeholder="Search conversations..."
+              placeholder="Search conversations or people..."
               className="w-full pl-9 pr-9 py-2 rounded-lg border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 placeholder-gray-400 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-transparent text-sm"
             />
             {searchQuery && (
@@ -1049,14 +664,73 @@ export default function Conversations() {
               </button>
             )}
           </div>
-          <button
-            disabled
-            title="Semantic search coming soon"
-            className="flex items-center gap-1.5 px-3 py-2 rounded-lg border border-gray-300 dark:border-gray-600 text-gray-400 dark:text-gray-500 cursor-not-allowed text-sm"
-          >
-            <Brain className="h-4 w-4" />
-            <span>Semantic</span>
-          </button>
+          {/* Match mode: compact icons keep the search row scannable. */}
+          <div className="inline-flex rounded-lg border border-gray-300 dark:border-gray-600 overflow-hidden">
+            <button
+              type="button"
+              aria-label="Regex search"
+              title="Regex search — case-insensitive text matching"
+              className="flex h-9 w-9 items-center justify-center bg-blue-600 text-white focus:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 focus-visible:ring-inset"
+            >
+              <Regex className="h-4 w-4" />
+            </button>
+            <button
+              type="button"
+              disabled
+              aria-label="Semantic search unavailable"
+              title="Semantic search — unavailable because of performance issues"
+              className="flex h-9 w-9 items-center justify-center border-l border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-400 dark:text-gray-500 cursor-not-allowed"
+            >
+              <Brain className="h-4 w-4" />
+            </button>
+          </div>
+          {/* Search fields: Everything mirrors the three individual checkboxes. */}
+          <div className="relative">
+            <button
+              type="button"
+              onClick={(event) => {
+                event.stopPropagation()
+                setOpenDropdown(openDropdown === 'search-fields' ? null : 'search-fields')
+              }}
+              aria-haspopup="menu"
+              aria-expanded={openDropdown === 'search-fields'}
+              className="flex h-9 items-center gap-1.5 rounded-lg border border-gray-300 bg-white pl-2.5 pr-2 text-sm text-gray-700 hover:bg-gray-50 focus:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200 dark:hover:bg-gray-700"
+            >
+              <ListFilter className="h-4 w-4 text-gray-400" />
+              <span>{allFieldsSelected ? 'Everything' : searchFields.length === 0 ? 'No fields' : `${searchFields.length} fields`}</span>
+              <ChevronDown className={`h-3.5 w-3.5 text-gray-400 transition-transform ${openDropdown === 'search-fields' ? 'rotate-180' : ''}`} />
+            </button>
+            {openDropdown === 'search-fields' && (
+              <div
+                role="menu"
+                onClick={(event) => event.stopPropagation()}
+                className="absolute left-0 z-30 mt-1 w-52 rounded-lg border border-gray-200 bg-white p-1.5 shadow-lg dark:border-gray-600 dark:bg-gray-800"
+              >
+                {[
+                  { key: 'all', label: 'Everything', selected: allFieldsSelected },
+                  { key: 'title', label: 'Titles', selected: searchFields.includes('title') },
+                  { key: 'summary', label: 'Summaries', selected: searchFields.includes('summary') },
+                  { key: 'speakers', label: 'Speakers', selected: searchFields.includes('speakers') },
+                ].map((option, index) => (
+                  <button
+                    key={option.key}
+                    type="button"
+                    role="menuitemcheckbox"
+                    aria-checked={option.selected}
+                    onClick={() => option.key === 'all'
+                      ? setSearchFields(allFieldsSelected ? [] : allSearchFields)
+                      : toggleSearchField(option.key as SearchField)}
+                    className={`flex w-full items-center gap-2 rounded px-2 py-1.5 text-left text-sm hover:bg-gray-100 focus:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 dark:hover:bg-gray-700 ${index === 0 ? 'mb-1 border-b border-gray-100 pb-2 dark:border-gray-700' : ''}`}
+                  >
+                    <span className={`flex h-4 w-4 items-center justify-center rounded border ${option.selected ? 'border-blue-500 bg-blue-600 text-white' : 'border-gray-300 dark:border-gray-600'}`}>
+                      {option.selected && <Check className="h-3 w-3" />}
+                    </span>
+                    <span>{option.label}</span>
+                  </button>
+                ))}
+              </div>
+            )}
+          </div>
           {/* Sort Dropdown */}
           <div className="relative">
             <select
@@ -1074,14 +748,24 @@ export default function Conversations() {
 
         {/* Search status */}
         {searchQuery.trim() && (
-          <div className="text-sm text-gray-500 dark:text-gray-400">
+          <div className="text-sm text-gray-500 dark:text-gray-400 space-y-1">
             {isSearching ? (
               <span className="flex items-center gap-1">
                 <RefreshCw className="h-3 w-3 animate-spin" />
                 Searching...
               </span>
+            ) : searchError ? (
+              <span className="flex items-center gap-1 text-amber-600 dark:text-amber-400">
+                <AlertTriangle className="h-3.5 w-3.5" />
+                {searchError}
+              </span>
+            ) : searchFields.length === 0 ? (
+              <span>Select at least one field to search.</span>
             ) : searchResults !== null ? (
-              <span>{searchTotal} result{searchTotal !== 1 ? 's' : ''} for "{searchQuery.trim()}"</span>
+              <span>
+                {searchTotal} result{searchTotal !== 1 ? 's' : ''}
+                {` for “${searchQuery.trim()}”`}
+              </span>
             ) : null}
           </div>
         )}
@@ -1100,10 +784,15 @@ export default function Conversations() {
           displayConversations.map((conversation) => (
             <div
               key={conversation.conversation_id}
-              className={`rounded-lg p-6 border ${
+              onClick={(event) => {
+                const target = event.target as HTMLElement
+                if (target.closest('button, a, input, textarea, select, [role="button"]')) return
+                navigate(`/conversations/${conversation.conversation_id}`)
+              }}
+              className={`rounded-lg p-6 border cursor-pointer ${
                 conversation.is_orphan
                   ? 'bg-amber-50 dark:bg-amber-900/10 border-amber-300 dark:border-amber-700'
-                  : 'bg-gray-50 dark:bg-gray-700 border-gray-200 dark:border-gray-600'
+                  : 'bg-gray-50 dark:bg-gray-700 border-gray-200 dark:border-gray-600 hover:border-gray-300 dark:hover:border-gray-500'
               }`}
             >
               {/* Orphan Audio Session Banner */}
@@ -1116,8 +805,9 @@ export default function Conversations() {
                         Unprocessed Audio Session
                       </span>
                       <span className="text-xs text-amber-600 dark:text-amber-400 ml-2">
-                        {conversation.processing_status === 'transcription_failed' ? 'Transcription failed' :
-                         conversation.processing_status === 'reprocessing' ? 'Reprocessing...' :
+                        {conversation.processing_status === 'failed'
+                          ? (conversation.failure_stage === 'summarization' ? 'Summary generation failed' : 'Transcription failed') :
+                         conversation.processing_status === 'active' ? 'Processing…' :
                          conversation.deleted ? `Deleted: ${conversation.deletion_reason}` :
                          conversation.processing_status || 'Pending'}
                         {conversation.audio_total_duration ? ` · ${Math.floor(conversation.audio_total_duration / 60)}:${Math.floor(conversation.audio_total_duration % 60).toString().padStart(2, '0')} audio` : ''}
@@ -1127,7 +817,7 @@ export default function Conversations() {
                   <button
                     onClick={() => handleReprocessOrphan(conversation)}
                     disabled={reprocessingOrphan.has(conversation.conversation_id)}
-                    className="flex items-center space-x-1 px-3 py-1.5 text-sm font-medium text-white bg-amber-600 hover:bg-amber-700 rounded-lg transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
+                    className="flex items-center space-x-1 px-3 py-1.5 text-sm font-medium text-amber-700 dark:text-amber-300 bg-white dark:bg-transparent border border-amber-300 dark:border-amber-700 hover:bg-amber-50 dark:hover:bg-amber-900/20 rounded-lg transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
                   >
                     {reprocessingOrphan.has(conversation.conversation_id) ? (
                       <RefreshCw className="h-3.5 w-3.5 animate-spin" />
@@ -1139,46 +829,9 @@ export default function Conversations() {
                 </div>
               )}
 
-              {/* Version Selector Header */}
-              <ConversationVersionHeader
-                conversationId={conversation.conversation_id}
-                  versionInfo={{
-                    transcript_count: conversation.transcript_version_count || 0,
-                    memory_count: conversation.memory_version_count || 0,
-                    active_transcript_version: conversation.active_transcript_version,
-                    active_memory_version: conversation.active_memory_version,
-                    active_transcript_version_number: conversation.active_transcript_version_number,
-                    active_memory_version_number: conversation.active_memory_version_number
-                  }}
-                  onVersionChange={async () => {
-                    // Update only this specific conversation without reloading all conversations
-                    // This prevents page scroll jump
-                    try {
-                      const response = await conversationsApi.getById(conversation.conversation_id!)
-                      if (response.status === 200 && response.data.conversation) {
-                        queryClient.setQueryData(conversationsQueryKey, (old: any) => {
-                          if (!old) return old
-                          return {
-                            ...old,
-                            conversations: old.conversations.map((c: Conversation) =>
-                              c.conversation_id === conversation.conversation_id
-                                ? { ...c, ...response.data.conversation }
-                                : c
-                            ),
-                          }
-                        })
-                      }
-                    } catch (err: any) {
-                      console.error('Failed to refresh conversation:', err)
-                      // Fallback to full reload on error
-                      refetch()
-                    }
-                  }}
-                />
-
               {/* Conversation Header */}
-              <div className="flex justify-between items-start mb-4">
-                <div className="flex flex-col space-y-2">
+              <div className="flex justify-between items-start mb-4 gap-2">
+                <div className="flex flex-col space-y-2 min-w-0">
                   {/* Conversation Title - Editable */}
                   {editingTitle === conversation.conversation_id ? (
                     <div className="flex items-center space-x-2">
@@ -1234,7 +887,7 @@ export default function Conversations() {
                     <div className="mt-2">
                       <button
                         onClick={() => toggleDetailedSummary(conversation.conversation_id!)}
-                        className="text-xs text-blue-600 dark:text-blue-400 hover:underline flex items-center space-x-1"
+                        className="text-xs text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:underline flex items-center space-x-1"
                       >
                         <span>
                           {expandedDetailedSummaries.has(conversation.conversation_id) ? '▼' : '▶'} Detailed Summary
@@ -1243,7 +896,7 @@ export default function Conversations() {
 
                       {/* Detailed Summary Content */}
                       {expandedDetailedSummaries.has(conversation.conversation_id) && conversation.detailed_summary && (
-                        <div className="mt-2 p-3 bg-blue-50 dark:bg-blue-900/20 rounded-lg border border-blue-200 dark:border-blue-800 animate-in slide-in-from-top-2 duration-200">
+                        <div className="mt-2 p-3 bg-gray-50 dark:bg-gray-800/50 rounded-lg border border-gray-200 dark:border-gray-700 animate-in slide-in-from-top-2 duration-200">
                           <p className="text-sm text-gray-700 dark:text-gray-300 whitespace-pre-wrap">
                             {conversation.detailed_summary}
                           </p>
@@ -1253,16 +906,73 @@ export default function Conversations() {
                   )}
 
                   {/* Metadata */}
-                  <div className="flex items-center space-x-4">
+                  <div className="flex flex-wrap items-center gap-x-4 gap-y-1">
+                    <ConversationVersionHeader
+                      conversationId={conversation.conversation_id}
+                      versionInfo={{
+                        transcript_count: conversation.transcript_version_count || 0,
+                        active_transcript_version: conversation.active_transcript_version,
+                        active_transcript_version_number: conversation.active_transcript_version_number,
+                      }}
+                      onVersionChange={async () => {
+                        try {
+                          const response = await conversationsApi.getById(conversation.conversation_id!)
+                          if (response.status === 200 && response.data.conversation) {
+                            queryClient.setQueryData(conversationsQueryKey, (old: any) => {
+                              if (!old) return old
+                              return {
+                                ...old,
+                                conversations: old.conversations.map((c: Conversation) =>
+                                  c.conversation_id === conversation.conversation_id
+                                    ? { ...c, ...response.data.conversation }
+                                    : c
+                                ),
+                              }
+                            })
+                          }
+                        } catch (err: any) {
+                          console.error('Failed to refresh conversation:', err)
+                          refetch()
+                        }
+                      }}
+                    />
                     <div className="flex items-center space-x-2 text-sm text-gray-600 dark:text-gray-400">
-                      <Calendar className="h-4 w-4" />
+                      <Calendar className="h-4 w-4 flex-shrink-0" />
                       <span>{formatDate(conversation.created_at || '')}</span>
                     </div>
-                    <div className="flex items-center space-x-2 text-sm text-gray-600 dark:text-gray-400">
-                      <User className="h-4 w-4" />
-                      <span>{conversation.client_id}</span>
+                    <div className="flex items-center space-x-2 text-sm text-gray-600 dark:text-gray-400 min-w-0">
+                      <User className="h-4 w-4 flex-shrink-0" />
+                      <span className="truncate">{conversation.client_id}</span>
                     </div>
-                    {(() => {
+                    {/* Play pill inline (doubles as the duration readout) when there's audio;
+                        otherwise a static duration. */}
+                    {(conversation.audio_chunks_count && conversation.audio_chunks_count > 0) ? (
+                      <button
+                        onClick={(e) => {
+                          e.stopPropagation()
+                          player.togglePlay(conversation.conversation_id!, conversation.audio_total_duration || 0)
+                        }}
+                        className="inline-flex items-center gap-1.5 pl-1.5 pr-2.5 py-0.5 rounded-full bg-gray-100 dark:bg-gray-700 hover:bg-gray-200 dark:hover:bg-gray-600 transition-colors"
+                        title={player.isActive(conversation.conversation_id) && player.isPlaying ? 'Pause' : 'Play'}
+                      >
+                        {player.isActive(conversation.conversation_id) && player.isPlaying
+                          ? <Pause className="h-3.5 w-3.5 text-blue-600" />
+                          : <Play className="h-3.5 w-3.5 text-blue-600" />}
+                        {player.isActive(conversation.conversation_id) ? (
+                          <PlayheadTimeLabel
+                            cid={conversation.conversation_id}
+                            total={conversation.audio_total_duration}
+                            className="text-xs font-mono tabular-nums text-gray-600 dark:text-gray-300"
+                          />
+                        ) : (
+                          <span className="text-xs font-mono tabular-nums text-gray-600 dark:text-gray-300">
+                            {conversation.audio_total_duration
+                              ? `${Math.floor(conversation.audio_total_duration / 60)}:${Math.floor(conversation.audio_total_duration % 60).toString().padStart(2, '0')}`
+                              : 'Audio'}
+                          </span>
+                        )}
+                      </button>
+                    ) : (() => {
                       const dur = conversation.duration_seconds || conversation.audio_total_duration
                       return dur && dur > 0 ? (
                         <div className="flex items-center space-x-1 text-sm text-gray-600 dark:text-gray-400">
@@ -1271,22 +981,26 @@ export default function Conversations() {
                         </div>
                       ) : null
                     })()}
-                    {(conversation.memory_count ?? 0) > 0 && (
-                      <div className="flex items-center space-x-1 text-sm text-purple-600 dark:text-purple-400">
-                        <Brain className="h-4 w-4" />
-                        <span>{conversation.memory_count}</span>
-                      </div>
-                    )}
-                    <button
-                      onClick={(e) => {
-                        e.stopPropagation()
-                        navigate(`/conversations/${conversation.conversation_id}`)
-                      }}
-                      className="text-sm text-blue-600 dark:text-blue-400 hover:underline"
-                    >
-                      View Details
-                    </button>
                   </div>
+
+                  {/* Speakers at a glance (active version) */}
+                  {conversation.speakers && conversation.speakers.length > 0 && (
+                    <div className="flex flex-wrap items-center gap-1.5 mt-2.5">
+                      <Mic className="h-3.5 w-3.5 text-gray-400 flex-shrink-0" />
+                      {conversation.speakers.map((sp, i) => (
+                        <span
+                          key={i}
+                          className={`px-2 py-0.5 rounded-full text-xs font-medium ${
+                            isUnknownLabel(sp)
+                              ? 'bg-gray-100 dark:bg-gray-700/60 text-gray-400 dark:text-gray-500'
+                              : 'bg-gray-200 dark:bg-gray-600 text-gray-700 dark:text-gray-200'
+                          }`}
+                        >
+                          {sp}
+                        </span>
+                      ))}
+                    </div>
+                  )}
                 </div>
 
                 {/* Star + Hamburger Menu */}
@@ -1362,60 +1076,6 @@ export default function Conversations() {
                           <span className="text-xs text-red-500 ml-1">(ID missing)</span>
                         )}
                       </button>
-                      <div className="border-t border-gray-200 dark:border-gray-600 my-1"></div>
-
-                      {/* Apply All Annotations Button */}
-                      {(() => {
-                        const diarAnnotations = diarizationAnnotations.get(conversation.conversation_id!) || []
-                        const transcriptAnnots = transcriptAnnotations.get(conversation.conversation_id!) || []
-                        const insertAnnots = insertAnnotations.get(conversation.conversation_id!) || []
-
-                        const diarPending = diarAnnotations.filter(a => !a.processed).length
-                        const transcriptPending = transcriptAnnots.filter(a => !a.processed).length
-                        const insertPending = insertAnnots.filter(a => !a.processed).length
-                        const totalPending = diarPending + transcriptPending + insertPending
-
-                        if (totalPending === 0) return null
-
-                        return (
-                          <>
-                            <button
-                              onClick={() => {
-                                const convId = conversation.conversation_id!
-                                setPreviewMode(prev => {
-                                  const newSet = new Set(prev)
-                                  if (newSet.has(convId)) newSet.delete(convId)
-                                  else newSet.add(convId)
-                                  return newSet
-                                })
-                                setOpenDropdown(null)
-                              }}
-                              className="w-full text-left px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2"
-                            >
-                              <Search className="h-4 w-4" />
-                              <span>
-                                {previewMode.has(conversation.conversation_id!) ? 'Exit Preview' : 'Preview Changes'}
-                              </span>
-                            </button>
-                            <button
-                              onClick={() => handleApplyAllAnnotations(conversation.conversation_id!)}
-                              disabled={!conversation.conversation_id || applyingAnnotations.has(conversation.conversation_id!)}
-                              className="w-full text-left px-4 py-2 text-sm text-blue-700 dark:text-blue-300 hover:bg-gray-100 dark:hover:bg-gray-700 flex items-center space-x-2 disabled:opacity-50 disabled:cursor-not-allowed font-medium"
-                              title={`Apply ${diarPending} speaker, ${transcriptPending} text, ${insertPending} insert corrections`}
-                            >
-                              {conversation.conversation_id && applyingAnnotations.has(conversation.conversation_id!) ? (
-                                <RefreshCw className="h-4 w-4 animate-spin" />
-                              ) : (
-                                <Check className="h-4 w-4" />
-                              )}
-                              <span>
-                                Apply Changes ({totalPending})
-                              </span>
-                            </button>
-                          </>
-                        )
-                      })()}
-
                       <div className="border-t border-gray-200 dark:border-gray-600 my-1"></div>
                       <button
                         onClick={() => conversation.conversation_id && handleDeleteConversation(conversation.conversation_id)}
@@ -1438,59 +1098,8 @@ export default function Conversations() {
                 </div>
               </div>
 
-              {/* Audio Player with Waveform — click waveform to play */}
-              <div className="mb-4">
-                <div className="space-y-2">
-                  {(conversation.audio_chunks_count && conversation.audio_chunks_count > 0) && (
-                    <>
-                      <div className="flex items-center justify-between text-sm text-gray-700 dark:text-gray-300">
-                        <span className="font-medium flex items-center gap-1.5">
-                          <button
-                            onClick={(e) => {
-                              e.stopPropagation()
-                              handleTogglePlayback(conversation.conversation_id!, conversation.audio_total_duration)
-                            }}
-                            className="p-1 rounded hover:bg-gray-200 dark:hover:bg-gray-600 transition-colors"
-                            title={activeAudioKey?.startsWith(conversation.conversation_id + '_') && !isAudioPaused ? 'Pause' : 'Play'}
-                          >
-                            {activeAudioKey?.startsWith(conversation.conversation_id + '_') && !isAudioPaused
-                              ? <Pause className="h-3.5 w-3.5" />
-                              : <Play className="h-3.5 w-3.5" />}
-                          </button>
-                          {conversation.audio_total_duration
-                            ? `${Math.floor(conversation.audio_total_duration / 60)}:${Math.floor(conversation.audio_total_duration % 60).toString().padStart(2, '0')}`
-                            : 'Audio'}
-                        </span>
-                        {audioCurrentTime[conversation.conversation_id] !== undefined && (
-                          <span className="text-xs text-gray-500 dark:text-gray-400 tabular-nums">
-                            {Math.floor(audioCurrentTime[conversation.conversation_id] / 60)}:{Math.floor(audioCurrentTime[conversation.conversation_id] % 60).toString().padStart(2, '0')}
-                            {' / '}
-                            {conversation.audio_total_duration
-                              ? `${Math.floor(conversation.audio_total_duration / 60)}:${Math.floor(conversation.audio_total_duration % 60).toString().padStart(2, '0')}`
-                              : '--:--'}
-                          </span>
-                        )}
-                      </div>
-
-                      {/* Waveform Visualization — click to play chunk */}
-                      {conversation.conversation_id && conversation.audio_total_duration && (
-                        <WaveformDisplay
-                          conversationId={conversation.conversation_id}
-                          duration={conversation.audio_total_duration}
-                          currentTime={audioCurrentTime[conversation.conversation_id]}
-                          onSeek={(time) => handleSeek(conversation.conversation_id!, time, conversation.audio_total_duration)}
-                          height={80}
-                          chunkStart={activeChunk?.conversationId === conversation.conversation_id ? activeChunk.start : undefined}
-                          chunkEnd={activeChunk?.conversationId === conversation.conversation_id ? activeChunk.end : undefined}
-                        />
-                      )}
-                    </>
-                  )}
-                </div>
-              </div>
-
               {/* Transcript */}
-              <div className="space-y-2">
+              <div className="space-y-2" onClick={(event) => event.stopPropagation()}>
                 {(() => {
                   // Get segments directly from conversation (returned by detail endpoint)
                   const segments = conversation.segments || []
@@ -1498,17 +1107,18 @@ export default function Conversations() {
                   return (
                     <>
                       {/* Transcript Header with Expand/Collapse */}
-                      <div
-                        className="flex items-center justify-between cursor-pointer p-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-600 transition-colors"
+                      <button
+                        type="button"
+                        className="flex w-full items-center justify-between p-2 rounded-lg text-left hover:bg-gray-100 dark:hover:bg-gray-600 transition-colors"
                         onClick={() => conversation.conversation_id && toggleTranscriptExpansion(conversation.conversation_id)}
                       >
-                        <h3 className="font-medium text-gray-900 dark:text-gray-100">
+                        <span className="font-medium text-gray-900 dark:text-gray-100">
                           Transcript {(segments.length > 0 || conversation.segment_count) && (
                             <span className="text-sm text-gray-500 dark:text-gray-400 ml-1">
                               ({segments.length || conversation.segment_count || 0} segments)
                             </span>
                           )}
-                        </h3>
+                        </span>
                         <div className="flex items-center space-x-2">
                           {conversation.conversation_id && expandedTranscripts.has(conversation.conversation_id) ? (
                             <ChevronUp className="h-5 w-5 text-gray-500 dark:text-gray-400 transition-transform duration-200" />
@@ -1516,390 +1126,21 @@ export default function Conversations() {
                             <ChevronDown className="h-5 w-5 text-gray-500 dark:text-gray-400 transition-transform duration-200" />
                           )}
                         </div>
-                      </div>
+                      </button>
 
                       {/* Transcript Content - Conditionally Rendered */}
                       {conversation.conversation_id && expandedTranscripts.has(conversation.conversation_id) && (
-                        <div className="animate-in slide-in-from-top-2 duration-300 ease-out space-y-4">
-                          {segments.length > 0 ? (
-                            <div className="p-4 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-600">
-                              <div className="space-y-1">
-                                {(() => {
-                                  // Build a speaker-to-color map for this conversation
-                                  const speakerColorMap: { [key: string]: string } = {}
-                                  let colorIndex = 0
-
-                                  // First pass: assign colors to unique speakers
-                                  segments.forEach(segment => {
-                                    const speaker = segment.speaker || 'Unknown'
-                                    if (!speakerColorMap[speaker]) {
-                                      speakerColorMap[speaker] = SPEAKER_COLOR_PALETTE[colorIndex % SPEAKER_COLOR_PALETTE.length]
-                                      colorIndex++
-                                    }
-                                  })
-
-                                  const convId = conversation.conversation_id!
-                                  const isPreview = previewMode.has(convId)
-                                  const convDiarAnnotations = diarizationAnnotations.get(convId) || []
-                                  const convTranscriptAnnotations = transcriptAnnotations.get(convId) || []
-                                  const convInsertAnnotations = (insertAnnotations.get(convId) || []).filter(a => !a.processed)
-
-                                  // Build preview segments if in preview mode
-                                  const previewSegments = isPreview ? segments.map((seg, idx) => {
-                                    const diarAnnot = convDiarAnnotations.find(a => a.segment_index === idx && !a.processed)
-                                    const textAnnot = convTranscriptAnnotations.find(a => a.segment_index === idx && !a.processed)
-                                    return {
-                                      ...seg,
-                                      speaker: diarAnnot ? diarAnnot.corrected_speaker : seg.speaker,
-                                      text: textAnnot ? textAnnot.corrected_text : seg.text,
-                                    }
-                                  }) : segments
-
-                                  // Insert divider helper
-                                  const renderInsertDivider = (afterIndex: number) => {
-                                    const insertKey = `${convId}-${afterIndex}`
-                                    const isOpen = insertFormOpen === insertKey
-                                    // Show pending inserts at this position
-                                    const pendingInserts = convInsertAnnotations.filter(a => a.insert_after_index === afterIndex)
-
-                                    return (
-                                      <div key={`insert-${afterIndex}`}>
-                                        {/* Pending insert annotations at this position */}
-                                        {pendingInserts.map(ins => (
-                                          <div
-                                            key={`pending-insert-${ins.id}`}
-                                            className={`text-sm border-l-2 border-purple-400 dark:border-purple-600 pl-3 py-0.5 px-2 flex items-center justify-between bg-purple-50 dark:bg-purple-900/20 rounded-r ${
-                                              ins.insert_segment_type === 'speech' ? 'text-gray-800 dark:text-gray-200' : 'italic text-gray-500 dark:text-gray-400'
-                                            }`}
-                                          >
-                                            <span>
-                                              {ins.insert_segment_type === 'speech'
-                                                ? <><span className="font-medium text-blue-600 dark:text-blue-400">{ins.insert_speaker || 'Speaker'}</span>: {ins.insert_text}</>
-                                                : ins.insert_segment_type === 'note' ? `[Note: ${ins.insert_text}]` : ins.insert_text}
-                                              <span className="text-xs bg-purple-100 dark:bg-purple-900 text-purple-600 dark:text-purple-300 px-2 py-0.5 rounded ml-2">Pending Insert</span>
-                                            </span>
-                                            <button
-                                              onClick={() => handleDeleteAnnotation(ins.id, convId)}
-                                              className="ml-2 text-gray-400 hover:text-red-500 transition-colors"
-                                              title="Remove insert"
-                                            >
-                                              <X className="w-3 h-3" />
-                                            </button>
-                                          </div>
-                                        ))}
-
-                                        {/* Insert form (when open) */}
-                                        {!isPreview && isOpen && (
-                                          <div className="w-full border border-purple-200 dark:border-purple-700 rounded-lg p-2 bg-purple-50 dark:bg-purple-900/20 space-y-2" onClick={e => e.stopPropagation()}>
-                                            {insertSegmentType !== 'speech' && (
-                                              <div className="flex flex-wrap gap-1">
-                                                {['[laughter]', '[music]', '[applause]', '[silence]', '[unintelligible]', '[crosstalk]'].map(tag => (
-                                                  <button
-                                                    key={tag}
-                                                    onClick={() => setInsertText(tag)}
-                                                    className={`px-2 py-0.5 text-xs rounded border transition-colors ${
-                                                      insertText === tag
-                                                        ? 'bg-purple-200 dark:bg-purple-700 border-purple-400 dark:border-purple-500'
-                                                        : 'bg-white dark:bg-gray-700 border-gray-300 dark:border-gray-600 hover:border-purple-300'
-                                                    }`}
-                                                  >
-                                                    {tag}
-                                                  </button>
-                                                ))}
-                                              </div>
-                                            )}
-                                            {insertSegmentType === 'speech' && (
-                                              <div className="flex items-center gap-2">
-                                                <label className="text-xs text-gray-500 dark:text-gray-400 whitespace-nowrap">Speaker:</label>
-                                                <SpeakerInlineInput
-                                                  value={insertSpeaker}
-                                                  onChange={setInsertSpeaker}
-                                                  onSelect={(speaker) => {
-                                                    setInsertSpeaker(speaker)
-                                                    setRecentSpeakers(prev => [speaker, ...prev.filter(s => s !== speaker)])
-                                                  }}
-                                                  enrolledSpeakers={allSpeakers}
-                                                  recentSpeakers={recentSpeakers}
-                                                  placeholder="Type or select speaker..."
-                                                />
-                                              </div>
-                                            )}
-                                            <div className="flex items-center gap-2">
-                                              <input
-                                                type="text"
-                                                value={insertText}
-                                                onChange={e => setInsertText(e.target.value)}
-                                                placeholder={insertSegmentType === 'speech' ? "What was said..." : "Custom text..."}
-                                                className="flex-1 px-2 py-1 text-xs border rounded bg-white dark:bg-gray-700 dark:border-gray-600 focus:outline-none focus:ring-1 focus:ring-purple-500"
-                                                onKeyDown={e => { if (e.key === 'Enter') handleCreateInsertAnnotation(convId, afterIndex); if (e.key === 'Escape') setInsertFormOpen(null); }}
-                                                autoFocus
-                                              />
-                                              <select
-                                                value={insertSegmentType}
-                                                onChange={e => setInsertSegmentType(e.target.value as 'event' | 'note' | 'speech')}
-                                                className="px-2 py-1 text-xs border rounded bg-white dark:bg-gray-700 dark:border-gray-600"
-                                              >
-                                                <option value="speech">Speech</option>
-                                                <option value="event">Event Tag</option>
-                                                <option value="note">Note</option>
-                                              </select>
-                                              <button
-                                                onClick={() => handleCreateInsertAnnotation(convId, afterIndex)}
-                                                disabled={!insertText.trim()}
-                                                className="px-2 py-1 text-xs text-white bg-purple-600 rounded hover:bg-purple-700 disabled:opacity-50"
-                                              >
-                                                Insert
-                                              </button>
-                                              <button
-                                                onClick={() => setInsertFormOpen(null)}
-                                                className="px-2 py-1 text-xs text-gray-600 dark:text-gray-300 bg-gray-200 dark:bg-gray-600 rounded hover:bg-gray-300"
-                                              >
-                                                Cancel
-                                              </button>
-                                            </div>
-                                          </div>
-                                        )}
-                                      </div>
-                                    )
-                                  }
-
-                                  // Insert button helper — appears at top/bottom of hovered segment
-                                  const insertBtnClass = (position: 'top' | 'bottom') =>
-                                    `absolute ${position === 'top' ? 'top-0 -translate-y-1/2' : 'bottom-0 translate-y-1/2'} left-1/2 -translate-x-1/2 z-10 opacity-0 group-hover/seg:opacity-30 hover:!opacity-100 transition-opacity px-1.5 py-0 text-xs leading-tight text-gray-400 dark:text-gray-500 border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 rounded-full hover:text-purple-500 hover:border-purple-400 dark:hover:text-purple-400 dark:hover:border-purple-500`
-                                  const openInsertForm = (afterIndex: number, e: React.MouseEvent) => {
-                                    e.stopPropagation()
-                                    setInsertFormOpen(`${convId}-${afterIndex}`)
-                                    setInsertText('')
-                                    setInsertSegmentType('speech')
-                                    setInsertSpeaker('')
-                                  }
-
-                                  // Render the transcript
-                                  const renderedSegments: JSX.Element[] = []
-
-                                  // Insert divider before first segment
-                                  renderedSegments.push(renderInsertDivider(-1))
-
-                                  previewSegments.forEach((segment, index) => {
-                          const speaker = segment.speaker || 'Unknown'
-                          const segType = (segment as any).segment_type || 'speech'
-                          const isNonSpeech = segType === 'event' || segType === 'note'
-                          // Use conversation_id for unique segment IDs
-                          const segmentId = `${conversation.conversation_id}-${index}`
-                          const isPlaying = playingSegment === segmentId
-                          const hasAudio = !!conversation.audio_chunks_count && conversation.audio_chunks_count > 0
-                          const isEditing = editingSegment === segmentId
-
-                          // Non-speech segment rendering (event/note)
-                          if (isNonSpeech) {
-                            renderedSegments.push(
-                              <div key={index} className="group/seg relative">
-                                {!isPreview && <button onClick={(e) => openInsertForm(index === 0 ? -1 : index - 1, e)} className={insertBtnClass('top')}>+</button>}
-                                <div className={`text-sm italic border-l-2 pl-3 py-0.5 px-2 rounded-r flex items-center gap-2 ${
-                                  segType === 'event'
-                                    ? 'text-gray-500 dark:text-gray-400 bg-yellow-50 dark:bg-yellow-900/20 border-yellow-400'
-                                    : 'text-gray-500 dark:text-gray-400 bg-green-50 dark:bg-green-900/20 border-green-400'
-                                }`}>
-                                  {segType === 'event' && hasAudio && !isPreview && (
-                                    <button
-                                      onClick={() => handleSegmentPlayPause(conversation.conversation_id, index, segment)}
-                                      className={`flex-shrink-0 w-5 h-5 rounded-full flex items-center justify-center transition-colors ${
-                                        isPlaying
-                                          ? 'bg-yellow-600 text-white hover:bg-yellow-700'
-                                          : 'bg-yellow-200 dark:bg-yellow-800 text-yellow-600 dark:text-yellow-300 hover:bg-yellow-300 dark:hover:bg-yellow-700'
-                                      }`}
-                                      title={isPlaying ? 'Pause event' : 'Play event'}
-                                    >
-                                      {isPlaying ? (
-                                        <Pause className="w-2.5 h-2.5" />
-                                      ) : (
-                                        <Play className="w-2.5 h-2.5 ml-0.5" />
-                                      )}
-                                    </button>
-                                  )}
-                                  <span>{segType === 'note' ? `[Note: ${segment.text}]` : segment.text}</span>
-                                </div>
-                                {!isPreview && <button onClick={(e) => openInsertForm(index, e)} className={insertBtnClass('bottom')}>+</button>}
-                              </div>
-                            )
-                            renderedSegments.push(renderInsertDivider(index))
-                            return
-                          }
-
-                          renderedSegments.push(
-                            <div key={index} className="group/seg relative">
-                            {!isPreview && <button onClick={(e) => openInsertForm(index === 0 ? -1 : index - 1, e)} className={insertBtnClass('top')}>+</button>}
-                            <div
-                              className={`text-sm leading-relaxed flex items-start space-x-2 py-1 px-2 rounded transition-colors ${
-                                isPlaying ? 'bg-blue-50 dark:bg-blue-900/20' : isEditing ? 'bg-yellow-50 dark:bg-yellow-900/20' : 'hover:bg-gray-50 dark:hover:bg-gray-700'
-                              }`}
-                            >
-                              {/* Play/Pause Button */}
-                              {hasAudio && !isEditing && (
-                                <button
-                                  onClick={() => handleSegmentPlayPause(conversation.conversation_id, index, segment)}
-                                  className={`flex-shrink-0 w-5 h-5 rounded-full flex items-center justify-center transition-colors mt-0.5 ${
-                                    isPlaying
-                                      ? 'bg-blue-600 text-white hover:bg-blue-700'
-                                      : 'bg-gray-200 dark:bg-gray-600 text-gray-600 dark:text-gray-300 hover:bg-gray-300 dark:hover:bg-gray-500'
-                                  }`}
-                                  title={isPlaying ? 'Pause segment' : 'Play segment'}
-                                >
-                                  {isPlaying ? (
-                                    <Pause className="w-2.5 h-2.5" />
-                                  ) : (
-                                    <Play className="w-2.5 h-2.5 ml-0.5" />
-                                  )}
-                                </button>
-                              )}
-
-                              <div className="flex-1 min-w-0">
-                                {debugMode && (
-                                  <span className="text-xs text-gray-400 mr-2">
-                                    [start: {segment.start.toFixed(1)}s, end: {segment.end.toFixed(1)}s, duration: {formatDuration(segment.start, segment.end)}]
-                                  </span>
-                                )}
-
-                                {/* Speaker Name - Preview mode shows final result, normal mode shows annotation UI */}
-                                {isPreview ? (
-                                  <span className="inline-flex items-center space-x-1">
-                                    <span className={`font-medium ${speakerColorMap[speaker] || 'text-gray-600'}`}>{speaker}</span>
-                                    <span>:</span>
-                                  </span>
-                                ) : (() => {
-                                  const annotation = convDiarAnnotations.find(a => a.segment_index === index && !a.processed)
-                                  const speakerColor = speakerColorMap[speaker]
-                                  const currentSpeaker = annotation ? annotation.corrected_speaker : speaker
-                                  const originalSpeaker = annotation ? annotation.original_speaker : speaker
-
-                                  return (
-                                    <span className="inline-flex items-center space-x-1">
-                                      {annotation && (
-                                        <>
-                                          <span className="text-xs bg-orange-100 dark:bg-orange-900 text-orange-600 dark:text-orange-300 px-2 py-0.5 rounded" title="Pending annotation">
-                                            Pending
-                                          </span>
-                                          <button
-                                            onClick={() => handleDeleteAnnotation(annotation.id, convId)}
-                                            className="text-gray-400 hover:text-red-500 transition-colors"
-                                            title="Revert speaker change"
-                                          >
-                                            <X className="w-3 h-3" />
-                                          </button>
-                                        </>
-                                      )}
-                                      <SpeakerNameDropdown
-                                        currentSpeaker={currentSpeaker}
-                                        enrolledSpeakers={allSpeakers}
-                                        onSpeakerChange={(newSpeaker) =>
-                                          handleSpeakerChange(conversation.conversation_id!, index, originalSpeaker, newSpeaker, segment.start)
-                                        }
-                                        segmentIndex={index}
-                                        conversationId={conversation.conversation_id!}
-                                        annotated={!!annotation}
-                                        recentSpeakers={recentSpeakers}
-                                        speakerColor={annotation ? 'text-green-600 dark:text-green-400' : speakerColor}
-                                      />
-                                      <span>:</span>
-                                    </span>
-                                  )
-                                })()}
-
-                                {/* Segment Text - Preview mode shows final, normal mode shows annotation UI */}
-                                {isPreview ? (
-                                  <span className="text-gray-900 dark:text-gray-100 ml-1">{segment.text}</span>
-                                ) : (() => {
-                                  const textAnnotation = convTranscriptAnnotations.find(
-                                    a => a.segment_index === index && !a.processed
-                                  )
-
-                                  if (textAnnotation && !isEditing) {
-                                    return (
-                                      <span className="inline-flex items-start space-x-2 ml-1">
-                                        <span className="line-through text-gray-400">{textAnnotation.original_text}</span>
-                                        <span>→</span>
-                                        <span
-                                          onClick={() => conversation.conversation_id && handleStartSegmentEdit(conversation.conversation_id, index, textAnnotation.corrected_text)}
-                                          className="text-blue-600 dark:text-blue-400 cursor-pointer hover:bg-yellow-100 dark:hover:bg-yellow-900/30 px-1 rounded transition-colors"
-                                          title="Click to edit segment"
-                                        >
-                                          {textAnnotation.corrected_text}
-                                        </span>
-                                        <span className="text-xs bg-blue-100 dark:bg-blue-900 text-blue-600 dark:text-blue-300 px-2 py-0.5 rounded">Pending</span>
-                                        <button
-                                          onClick={() => handleDeleteAnnotation(textAnnotation.id, convId)}
-                                          className="text-gray-400 hover:text-red-500 transition-colors"
-                                          title="Revert text change"
-                                        >
-                                          <X className="w-3 h-3" />
-                                        </button>
-                                      </span>
-                                    )
-                                  } else if (isEditing) {
-                                    return (
-                                      <div className="ml-1 space-y-2">
-                                        <textarea
-                                          value={editedSegmentText}
-                                          onChange={(e) => setEditedSegmentText(e.target.value)}
-                                          onKeyDown={(e) => handleSegmentKeyDown(e, conversation.conversation_id, index, segment.text)}
-                                          className="w-full min-h-[60px] px-3 py-2 text-sm border-2 border-blue-500 rounded-lg focus:outline-none focus:ring-2 focus:ring-blue-500 bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100"
-                                          autoFocus
-                                          disabled={savingSegment}
-                                        />
-                                        <div className="flex items-center gap-2">
-                                          <button
-                                            onClick={() => handleSaveSegmentEdit(conversation.conversation_id, index, segment.text)}
-                                            disabled={savingSegment || editedSegmentText === segment.text}
-                                            className="inline-flex items-center gap-1 px-3 py-1 text-xs font-medium text-white bg-blue-600 rounded-lg hover:bg-blue-700 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
-                                          >
-                                            <Save className="w-3 h-3" />
-                                            {savingSegment ? 'Saving...' : 'Save'}
-                                          </button>
-                                          <button
-                                            onClick={handleCancelSegmentEdit}
-                                            disabled={savingSegment}
-                                            className="inline-flex items-center gap-1 px-3 py-1 text-xs font-medium text-gray-700 dark:text-gray-300 bg-gray-200 dark:bg-gray-600 rounded-lg hover:bg-gray-300 dark:hover:bg-gray-500 disabled:opacity-50 disabled:cursor-not-allowed transition-colors"
-                                          >
-                                            <X className="w-3 h-3" />
-                                            Cancel
-                                          </button>
-                                          {segmentEditError && (
-                                            <span className="text-xs text-red-600 dark:text-red-400">{segmentEditError}</span>
-                                          )}
-                                        </div>
-                                      </div>
-                                    )
-                                  } else {
-                                    return (
-                                      <span
-                                        onClick={() => conversation.conversation_id && handleStartSegmentEdit(conversation.conversation_id, index, segment.text)}
-                                        className="text-gray-900 dark:text-gray-100 ml-1 cursor-pointer hover:bg-yellow-100 dark:hover:bg-yellow-900/30 px-1 rounded transition-colors"
-                                        title="Click to edit segment"
-                                      >
-                                        {segment.text}
-                                      </span>
-                                    )
-                                  }
-                                })()}
-                              </div>
-                            </div>
-                            {!isPreview && <button onClick={(e) => openInsertForm(index, e)} className={insertBtnClass('bottom')}>+</button>}
-                            </div>
-                          )
-
-                          // Insert divider after each segment
-                          renderedSegments.push(renderInsertDivider(index))
-                          })
-
-                                  return renderedSegments
-                                })()}
-                              </div>
-                            </div>
-                          ) : (
-                            <div className="text-sm text-gray-500 dark:text-gray-400 italic p-4 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-600">
-                              No transcript available
-                            </div>
-                          )}
+                        <div className="animate-in slide-in-from-top-2 duration-300 ease-out">
+                          <TranscriptEditor
+                            conversationId={conversation.conversation_id}
+                            segments={segments}
+                            duration={conversation.audio_total_duration}
+                            hasAudio={!!conversation.audio_chunks_count && conversation.audio_chunks_count > 0}
+                            showWaveform
+                            enrolledSpeakers={enrolledSpeakers}
+                            hideUnknownSpeakers={hideUnknownSpeakers}
+                            onChanged={() => conversation.conversation_id && refreshConversationDetail(conversation.conversation_id)}
+                          />
                         </div>
                       )}
                     </>
@@ -1907,30 +1148,6 @@ export default function Conversations() {
                 })()}
               </div>
 
-              {/* Speaker Information - derived from segments */}
-              {(() => {
-                // Get unique speakers from segments
-                const segments = conversation.segments || []
-                const uniqueSpeakers = [...new Set(segments.map(s => s.speaker).filter(Boolean))]
-
-                return uniqueSpeakers.length > 0 ? (
-                  <div className="mt-4">
-                    <h4 className="font-medium text-gray-900 dark:text-gray-100 mb-2">🎤 Identified Speakers:</h4>
-                    <div className="flex flex-wrap gap-2">
-                      {uniqueSpeakers.map((speaker: string, index: number) => (
-                        <span
-                          key={index}
-                          className="px-2 py-1 bg-blue-100 dark:bg-blue-900 text-blue-800 dark:text-blue-200 rounded-md text-sm"
-                        >
-                          {speaker}
-                        </span>
-                      ))}
-                    </div>
-                  </div>
-                ) : null
-              })()}
-
-
               {/* Debug info */}
               {debugMode && (
                 <div className="mt-4 pt-4 border-t border-gray-200 dark:border-gray-600">
@@ -1938,9 +1155,7 @@ export default function Conversations() {
                   <div className="text-xs text-gray-600 dark:text-gray-400 space-y-1">
                     <div>Conversation ID: {conversation.conversation_id || 'N/A'}</div>
                     <div>Transcript Version Count: {conversation.transcript_version_count || 0}</div>
-                    <div>Memory Version Count: {conversation.memory_version_count || 0}</div>
                     <div>Segment Count: {conversation.segment_count || 0}</div>
-                    <div>Memory Count: {conversation.memory_count || 0}</div>
                     <div>Client ID: {conversation.client_id}</div>
                   </div>
 
@@ -1994,4 +1209,4 @@ export default function Conversations() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/DataAudit.tsx b/backends/advanced/webui/src/pages/DataAudit.tsx
new file mode 100644
index 00000000..7cd47339
--- /dev/null
+++ b/backends/advanced/webui/src/pages/DataAudit.tsx
@@ -0,0 +1,589 @@
+import { useCallback, useEffect, useState } from 'react'
+import { Sparkles, Archive as ArchiveIcon, AlertTriangle, Mic, Radio, ArrowRight } from 'lucide-react'
+import { useSearchParams } from 'react-router-dom'
+import { dataAuditApi, AuditConversation } from '../services/api'
+import { useJobPolling } from '../hooks/useJobPolling'
+import AuditFilterBar from '../components/dataAudit/AuditFilterBar'
+import {
+  AUDIT_FILTERS,
+  SpeakerFilterState,
+  defaultFilterValues,
+} from '../components/dataAudit/filters'
+import AuditToolbar from '../components/dataAudit/AuditToolbar'
+import AuditTable from '../components/dataAudit/AuditTable'
+import SpeakerConfidencePanel from '../components/dataAudit/SpeakerConfidencePanel'
+import DriftPanel from '../components/dataAudit/DriftPanel'
+import BackgroundReviewPanel from '../components/dataAudit/BackgroundReviewPanel'
+import SplitConversationModal from '../components/dataAudit/SplitConversationModal'
+import MergePreviewModal from '../components/dataAudit/MergePreviewModal'
+import ExportModal from '../components/dataAudit/ExportModal'
+import GuidedEnrollment from '../components/dataAudit/GuidedEnrollment'
+import EnrollmentCandidates from '../components/finetuning/EnrollmentCandidates'
+import { Alert, Button, Label, Modal, Select, Tabs } from '../components/ui'
+
+// Data Audit is the single home for curation. A task hub picks the active flow:
+// audit conversations, enroll speakers (queue + guided enhance), or classify
+// background/role. Each flow reuses its existing panel(s).
+type CurationView = 'conversations' | 'enroll' | 'background'
+
+type ArchiveReason = 'near_silent' | 'bad_speaker' | 'manual_cleanup'
+
+// Persist filter inputs across navigation (e.g. opening a conversation detail
+// page and clicking back) so the user doesn't lose their filters.
+// v2: generic per-filter values keyed by AUDIT_FILTERS registry keys.
+const FILTERS_STORAGE_KEY = 'data_audit_filters_v2'
+const ARCHIVED_VIEW_STORAGE_KEY = 'data_audit_archived_view'
+const SELECTION_STORAGE_KEY = 'data_audit_selection'
+// Persist the in-flight analyze job id so navigating away (e.g. into a
+// conversation and back) re-attaches to the running job's progress instead of
+// losing it. Backend exposes live progress via GET /queue/jobs/{id}/status for
+// the life of the RQ job record.
+const ANALYZE_JOB_STORAGE_KEY = 'data_audit_analyze_job'
+
+function loadSelection(): Set<string> {
+  try {
+    const raw = sessionStorage.getItem(SELECTION_STORAGE_KEY)
+    if (raw) return new Set(JSON.parse(raw))
+  } catch {
+    // ignore malformed storage
+  }
+  return new Set()
+}
+
+function loadFilters(datasetId: string | null): Record<string, unknown> {
+  const defaults = defaultFilterValues()
+  if (datasetId) return { ...defaults, dataset: datasetId }
+  try {
+    const raw = sessionStorage.getItem(FILTERS_STORAGE_KEY)
+    if (raw) return { ...defaults, ...JSON.parse(raw) }
+  } catch {
+    // ignore malformed storage
+  }
+  return defaults
+}
+
+function loadArchivedView(datasetId: string | null): boolean {
+  if (datasetId) return false
+  try {
+    return sessionStorage.getItem(ARCHIVED_VIEW_STORAGE_KEY) === 'true'
+  } catch {
+    return false
+  }
+}
+
+const REASON_LABELS: Record<ArchiveReason, string> = {
+  near_silent: 'Speech-free',
+  bad_speaker: 'Bad speaker',
+  manual_cleanup: 'Manual cleanup',
+}
+
+export default function DataAudit() {
+  const [searchParams, setSearchParams] = useSearchParams()
+  const initialDatasetId = searchParams.get('dataset')
+  // Filter values keyed by AUDIT_FILTERS registry keys — initialized from
+  // sessionStorage (lazy) so they survive navigating to a conversation detail
+  // page and back.
+  const [filters, setFilters] = useState<Record<string, unknown>>(() =>
+    loadFilters(initialDatasetId)
+  )
+  const [archivedOnly, setArchivedOnly] = useState(() =>
+    loadArchivedView(initialDatasetId)
+  )
+  // Which curation flow is active (task hub). Conversation audit is the default.
+  const [curationView, setCurationView] = useState<CurationView>('conversations')
+
+  // Data
+  const [speakers, setSpeakers] = useState<string[]>([])
+  const [datasets, setDatasets] = useState<string[]>([])
+  const [rows, setRows] = useState<AuditConversation[]>([])
+  const [total, setTotal] = useState(0)
+  const [scanCapped, setScanCapped] = useState(false)
+  // similarity_threshold + margin: a stored confidence below this is a weak
+  // ("low-confidence") match the triage panel folds into its review bucket.
+  const [marginalThreshold, setMarginalThreshold] = useState<number | undefined>(undefined)
+  // null until the first listing response tells us how many conversations
+  // still lack cached VAD analysis (0 disables the Analyze button).
+  const [unanalyzedCount, setUnanalyzedCount] = useState<number | null>(null)
+  const [selected, setSelected] = useState<Set<string>>(() => loadSelection())
+
+  // Status
+  const [loading, setLoading] = useState(false)
+  const [analyzing, setAnalyzing] = useState(false)
+  const [archiving, setArchiving] = useState(false)
+  const [message, setMessage] = useState<string | null>(null)
+  const [error, setError] = useState<string | null>(null)
+
+  // Speaker triage: pending decisions across all conversations + apply state.
+  const [triagePending, setTriagePending] = useState({ pending_count: 0, conversation_count: 0 })
+  const [applyingTriage, setApplyingTriage] = useState(false)
+
+  // Modals
+  const [splitTarget, setSplitTarget] = useState<AuditConversation | null>(null)
+  const [mergeTargets, setMergeTargets] = useState<AuditConversation[] | null>(null)
+  const [exportOpen, setExportOpen] = useState(false)
+  // Delete-audio confirmation: holds the reason chosen for the pending archive
+  // (null when the dialog is closed). Pre-seeded with the filter-inferred reason.
+  const [archiveReason, setArchiveReason] = useState<ArchiveReason | null>(null)
+
+  const { pollJob } = useJobPolling()
+
+  const loadConversations = useCallback(async (overrideFilters?: Record<string, unknown>) => {
+    setLoading(true)
+    setError(null)
+    try {
+      // Each registry filter contributes its own query params.
+      const values = overrideFilters ?? filters
+      const params: Record<string, unknown> = {
+        archived_only: archivedOnly,
+        limit: 200,
+        offset: 0,
+      }
+      for (const def of AUDIT_FILTERS) {
+        Object.assign(params, def.toParams(values[def.key] ?? def.defaultValue))
+      }
+      const res = await dataAuditApi.getConversations(params)
+      setRows(res.data.conversations)
+      setTotal(res.data.total)
+      setScanCapped(res.data.scan_capped)
+      if (res.data.similarity_threshold != null) {
+        setMarginalThreshold(res.data.similarity_threshold + (res.data.marginal_margin ?? 0))
+      }
+      setUnanalyzedCount(res.data.unanalyzed_count)
+      // Speaker filter options come from the same scan, so the list only
+      // contains speakers actually present in the current view.
+      setSpeakers(res.data.speakers || [])
+      setDatasets(res.data.datasets || [])
+      // Prune (not clear) the selection: keep selected rows that are still
+      // visible so navigation/refresh doesn't lose a curation in progress.
+      const visible = new Set(res.data.conversations.map((c) => c.conversation_id))
+      setSelected((prev) => new Set([...prev].filter((id) => visible.has(id))))
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to load conversations')
+    } finally {
+      setLoading(false)
+    }
+  }, [filters, archivedOnly])
+
+  useEffect(() => {
+    const dataset = typeof filters.dataset === 'string' ? filters.dataset.trim() : ''
+    if ((searchParams.get('dataset') || '') === dataset) return
+    const next = new URLSearchParams(searchParams)
+    if (dataset) next.set('dataset', dataset)
+    else next.delete('dataset')
+    setSearchParams(next, { replace: true })
+  }, [filters.dataset, searchParams, setSearchParams])
+
+  // Persist selection whenever it changes.
+  useEffect(() => {
+    try {
+      sessionStorage.setItem(SELECTION_STORAGE_KEY, JSON.stringify([...selected]))
+    } catch {
+      // ignore storage quota/availability errors
+    }
+  }, [selected])
+
+  // Persist filter inputs whenever they change.
+  useEffect(() => {
+    try {
+      sessionStorage.setItem(FILTERS_STORAGE_KEY, JSON.stringify(filters))
+      sessionStorage.setItem(ARCHIVED_VIEW_STORAGE_KEY, String(archivedOnly))
+    } catch {
+      // ignore storage quota/availability errors
+    }
+  }, [filters, archivedOnly])
+
+  useEffect(() => {
+    loadConversations()
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [archivedOnly])
+
+  // Poll a (possibly already-running) analyze job to completion, driving the
+  // progress message. Shared by a fresh Analyze click and by re-attachment on
+  // mount. Clears the stored job id once terminal.
+  const attachToAnalyzeJob = useCallback(
+    async (jobId: string) => {
+      setAnalyzing(true)
+      setError(null)
+      try {
+        const status = await pollJob(jobId, (s, progress) =>
+          setMessage(
+            progress?.message
+              ? `Analyzing audio… ${progress.message}`
+              : progress?.total != null
+                ? `Analyzing audio… ${progress.done ?? 0}/${progress.total}`
+                : `Analyzing audio… (${s})`
+          )
+        )
+        setAnalyzing(false)
+        try {
+          sessionStorage.removeItem(ANALYZE_JOB_STORAGE_KEY)
+        } catch {
+          // ignore storage availability errors
+        }
+        setMessage(status === 'finished' ? 'Analysis complete' : 'Analysis failed')
+        if (status === 'finished') loadConversations()
+      } catch (e: any) {
+        setAnalyzing(false)
+        try {
+          sessionStorage.removeItem(ANALYZE_JOB_STORAGE_KEY)
+        } catch {
+          // ignore storage availability errors
+        }
+        setError(e?.response?.data?.error || 'Analysis failed')
+      }
+    },
+    [pollJob, loadConversations]
+  )
+
+  const runAnalysis = async () => {
+    setAnalyzing(true)
+    setError(null)
+    setMessage('Queued audio analysis…')
+    try {
+      const res = await dataAuditApi.analyze(undefined, false)
+      const jobId = res.data.job_id
+      if (!jobId) {
+        setAnalyzing(false)
+        setMessage('Analysis started')
+        return
+      }
+      try {
+        sessionStorage.setItem(ANALYZE_JOB_STORAGE_KEY, jobId)
+      } catch {
+        // ignore storage availability errors
+      }
+      await attachToAnalyzeJob(jobId)
+    } catch (e: any) {
+      setAnalyzing(false)
+      setError(e?.response?.data?.error || 'Failed to start analysis')
+    }
+  }
+
+  // On mount, re-attach to an analyze job started before navigating away so its
+  // progress keeps showing instead of silently running in the background.
+  useEffect(() => {
+    let storedJob: string | null = null
+    try {
+      storedJob = sessionStorage.getItem(ANALYZE_JOB_STORAGE_KEY)
+    } catch {
+      // ignore storage availability errors
+    }
+    if (storedJob) {
+      setMessage('Reattaching to running analysis…')
+      attachToAnalyzeJob(storedJob)
+    }
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [])
+
+  const toggleSelect = (id: string) => {
+    setSelected((prev) => {
+      const next = new Set(prev)
+      if (next.has(id)) next.delete(id)
+      else next.add(id)
+      return next
+    })
+  }
+
+  // Bulk set used by shift-click range selection in the table.
+  const selectMany = (ids: string[], value: boolean) => {
+    setSelected((prev) => {
+      const next = new Set(prev)
+      ids.forEach((id) => (value ? next.add(id) : next.delete(id)))
+      return next
+    })
+  }
+
+  const toggleSelectAll = () => {
+    if (selected.size === rows.length) setSelected(new Set())
+    else setSelected(new Set(rows.map((r) => r.conversation_id)))
+  }
+
+  // Open the delete-audio confirmation, defaulting the reason to whatever the
+  // current filters imply (the user can still override it in the dialog).
+  const archiveSelected = () => {
+    if (selected.size === 0) return
+    const speakerRules = (filters.speakers || {}) as Record<string, SpeakerFilterState>
+    const speech = (filters.speech || {}) as { max?: number }
+    const hasExcludedSpeakers = Object.values(speakerRules).some((v) => v === 'exclude')
+    const inferred: ArchiveReason = hasExcludedSpeakers
+      ? 'bad_speaker'
+      : (speech.max ?? 100) < 100
+        ? 'near_silent'
+        : 'manual_cleanup'
+    setArchiveReason(inferred)
+  }
+
+  const confirmArchive = async () => {
+    if (selected.size === 0 || archiveReason === null) return
+    const reason = archiveReason
+    setArchiveReason(null)
+    setArchiving(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.archive(Array.from(selected), reason)
+      setMessage(`Archived audio for ${res.data.archived}/${res.data.total} conversation(s)`)
+      await loadConversations()
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to archive')
+    } finally {
+      setArchiving(false)
+    }
+  }
+
+  const refreshTriagePending = useCallback(async () => {
+    try {
+      const res = await dataAuditApi.getTriagePending()
+      setTriagePending(res.data)
+    } catch {
+      // best-effort count; ignore
+    }
+  }, [])
+
+  // Load the pending-decision count on mount.
+  useEffect(() => {
+    refreshTriagePending()
+  }, [refreshTriagePending])
+
+  const applyTriage = async () => {
+    setApplyingTriage(true)
+    setError(null)
+    try {
+      const res = await dataAuditApi.applyTriage()
+      const { applied_count, conversation_count } = res.data
+      setMessage(
+        `Applied speaker triage to ${applied_count}/${conversation_count} conversation(s); ` +
+          `transcripts relabeled and memory reprocessing queued. ` +
+          `Voiceprints are unchanged — enroll deliberately from the Finetuning page.`
+      )
+      await refreshTriagePending()
+      await loadConversations()
+    } catch (e: any) {
+      setError(e?.response?.data?.error || 'Failed to apply triage')
+    } finally {
+      setApplyingTriage(false)
+    }
+  }
+
+  const selectedRows = rows.filter((r) => selected.has(r.conversation_id))
+  // Merge needs 2+ conversations from the same device; the server is
+  // authoritative on adjacency (filtered-out conversations may sit between).
+  const mergeEligible =
+    selectedRows.length >= 2 && new Set(selectedRows.map((r) => r.client_id)).size === 1
+
+  const onOperationDone = (msg: string) => {
+    setMessage(msg)
+    loadConversations()
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* Header */}
+      <div className="flex flex-wrap items-center gap-3">
+        <Sparkles className="h-6 w-6 text-blue-600" />
+        <div className="flex-1 min-w-[240px]">
+          <h2 className="text-xl font-semibold text-gray-900 dark:text-gray-100">Data Audit</h2>
+          <p className="text-sm text-gray-500 dark:text-gray-400">
+            Decide what the audio is — audit conversations, enroll speakers, and classify
+            background &amp; role. One home for all curation.
+          </p>
+        </div>
+      </div>
+
+      {/* Task hub — pick a curation flow */}
+      <div className="grid grid-cols-1 sm:grid-cols-3 gap-3">
+        {([
+          { key: 'conversations', icon: Sparkles, title: 'Audit conversations', metric: total ? `${total}` : '', blurb: 'Find speech-free or mis-attributed audio; split, merge, archive.' },
+          { key: 'enroll', icon: Mic, title: 'Enroll speakers', metric: triagePending.pending_count ? `${triagePending.pending_count}` : '', blurb: 'Review the relabel queue and strengthen voiceprints — deliberate, gated.' },
+          { key: 'background', icon: Radio, title: 'Background & role', metric: '', blurb: 'Content vs real people vs noise. Feeds background suppression.' },
+        ] as { key: CurationView; icon: any; title: string; metric: string; blurb: string }[]).map((t) => {
+          const active = curationView === t.key
+          const Icon = t.icon
+          return (
+            <button
+              key={t.key}
+              onClick={() => setCurationView(t.key)}
+              className={`text-left rounded-xl border p-4 transition-colors ${active ? 'border-blue-400 bg-blue-50/60 dark:bg-blue-900/15 dark:border-blue-700' : 'border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800 hover:border-blue-300'}`}
+            >
+              <div className="flex items-center justify-between">
+                <Icon className={`h-5 w-5 ${active ? 'text-blue-600' : 'text-gray-400'}`} />
+                {t.metric && <span className="text-lg font-bold text-blue-600">{t.metric}</span>}
+              </div>
+              <div className="mt-2 font-semibold text-gray-900 dark:text-gray-100">{t.title}</div>
+              <div className="text-xs text-gray-500 dark:text-gray-400 mt-0.5">{t.blurb}</div>
+              {active && <div className="mt-2 inline-flex items-center gap-1 text-xs font-medium text-blue-600">Active <ArrowRight className="h-3.5 w-3.5" /></div>}
+            </button>
+          )
+        })}
+      </div>
+
+      {/* Messages (shared across flows) */}
+      {message && <Alert tone="info">{message}</Alert>}
+      {error && (
+        <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />}>
+          {error}
+        </Alert>
+      )}
+
+      {/* ── Enroll speakers flow: queue (deliberate, gated) + guided enhance ── */}
+      {curationView === 'enroll' && (
+        <div className="space-y-6">
+          <SpeakerConfidencePanel />
+          <EnrollmentCandidates />
+          <GuidedEnrollment />
+          <DriftPanel />
+        </div>
+      )}
+
+      {/* ── Background & role flow ─────────────────────────────────────────── */}
+      {curationView === 'background' && <BackgroundReviewPanel />}
+
+      {/* ── Conversation audit flow ────────────────────────────────────────── */}
+      {curationView === 'conversations' && (
+        <>
+          {/* View toggle */}
+          <Tabs
+            variant="underline"
+            value={archivedOnly ? 'archived' : 'conversations'}
+            onChange={(v) => setArchivedOnly(v === 'archived')}
+            tabs={[
+              { value: 'conversations', label: 'Conversations' },
+              { value: 'archived', label: 'Archived stubs', icon: <ArchiveIcon className="h-4 w-4" /> },
+            ]}
+          />
+
+          {/* Filters (hidden in archived view) */}
+          {!archivedOnly && (
+            <AuditFilterBar
+              filters={filters}
+              onChangeFilter={(key, value) => setFilters((prev) => ({ ...prev, [key]: value }))}
+              onResetFilter={(key) => {
+                // Compute next state synchronously so the refetch can't see a
+                // stale filters snapshot.
+                const next = {
+                  ...filters,
+                  [key]: AUDIT_FILTERS.find((d) => d.key === key)?.defaultValue,
+                }
+                setFilters(next)
+                loadConversations(next)
+              }}
+              onToggleFilter={(key, value) => {
+                // Set + refetch synchronously so the single click takes effect now.
+                const next = { ...filters, [key]: value }
+                setFilters(next)
+                loadConversations(next)
+              }}
+              onApply={() => loadConversations()}
+              ctx={{ speakers, datasets }}
+              loading={loading}
+            />
+          )}
+
+          {scanCapped && !archivedOnly && (
+            <Alert tone="warning" icon={<AlertTriangle className="h-4 w-4" />}>
+              Showing a capped working set — narrow filters or archive in batches to see the rest.
+            </Alert>
+          )}
+
+          {/* Toolbar */}
+          {!archivedOnly && (
+            <AuditToolbar
+              total={total}
+              selectedCount={selected.size}
+              mergeEligible={mergeEligible}
+              unanalyzedCount={unanalyzedCount}
+              analyzing={analyzing}
+              archiving={archiving}
+              triagePendingCount={triagePending.pending_count}
+              triageConversationCount={triagePending.conversation_count}
+              applyingTriage={applyingTriage}
+              onApplyTriage={applyTriage}
+              onAnalyze={runAnalysis}
+              onMerge={() => setMergeTargets(selectedRows)}
+              onArchive={archiveSelected}
+              onExport={() => setExportOpen(true)}
+            />
+          )}
+
+          {/* Table */}
+          <AuditTable
+            rows={rows}
+            loading={loading}
+            archivedView={archivedOnly}
+            selected={selected}
+            onToggleSelect={toggleSelect}
+            onSelectMany={selectMany}
+            onToggleSelectAll={toggleSelectAll}
+            onSplit={(row) => setSplitTarget(row)}
+            onTriageChanged={refreshTriagePending}
+            marginalThreshold={marginalThreshold}
+          />
+
+          {!archivedOnly && (
+            <p className="text-xs text-gray-400">
+              Tip: run <strong>Analyze audio</strong> first to populate speech metrics. Conversations
+              showing “—” haven’t been analyzed yet and won’t match a speech-fraction filter.
+            </p>
+          )}
+        </>
+      )}
+
+      {/* Modals */}
+      {splitTarget && (
+        <SplitConversationModal
+          conversation={splitTarget}
+          onClose={() => setSplitTarget(null)}
+          onDone={onOperationDone}
+        />
+      )}
+      {mergeTargets && (
+        <MergePreviewModal
+          conversations={mergeTargets}
+          onClose={() => setMergeTargets(null)}
+          onDone={onOperationDone}
+        />
+      )}
+      {exportOpen && (
+        <ExportModal selected={selectedRows} onClose={() => setExportOpen(false)} />
+      )}
+      {archiveReason !== null && (
+        <Modal
+          open
+          onClose={() => setArchiveReason(null)}
+          title={`Permanently delete audio for ${selected.size} conversation(s)?`}
+          icon={<AlertTriangle className="h-5 w-5 text-red-500 flex-shrink-0" />}
+          footer={
+            <>
+              <Button variant="secondary" onClick={() => setArchiveReason(null)} disabled={archiving}>
+                Cancel
+              </Button>
+              <Button variant="danger" onClick={confirmArchive} disabled={archiving}>
+                Delete audio
+              </Button>
+            </>
+          }
+        >
+          <div className="space-y-4">
+            <p className="text-gray-500 dark:text-gray-400">
+              The audio bytes will be deleted to reclaim storage. A metadata stub
+              (date, duration, reason) is kept so you know something was recorded.
+              This cannot be undone.
+            </p>
+            <div>
+              <Label className="mb-1">Reason</Label>
+              <Select
+                value={archiveReason}
+                onChange={(e) => setArchiveReason(e.target.value as ArchiveReason)}
+              >
+                {(Object.keys(REASON_LABELS) as ArchiveReason[]).map((r) => (
+                  <option key={r} value={r}>
+                    {REASON_LABELS[r]}
+                  </option>
+                ))}
+              </Select>
+            </div>
+          </div>
+        </Modal>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/Finetuning.tsx b/backends/advanced/webui/src/pages/Finetuning.tsx
index da1e2836..d83f44c8 100644
--- a/backends/advanced/webui/src/pages/Finetuning.tsx
+++ b/backends/advanced/webui/src/pages/Finetuning.tsx
@@ -1,8 +1,13 @@
 import { useState } from 'react'
-import { Zap, RefreshCw, AlertCircle, AlertTriangle, CheckCircle, Clock, Play, ToggleLeft, ToggleRight, Edit3, X, Check } from 'lucide-react'
-import cronstrue from 'cronstrue'
-import { finetuningApi } from '../services/api'
-import { useFinetuningStatus, useCronJobs, useToggleCronJob, useUpdateCronSchedule, useRunCronJob, useProcessAnnotations, useDeleteOrphanedAnnotations } from '../hooks/useFinetuning'
+import { Link } from 'react-router-dom'
+import {
+  Zap, RefreshCw, AlertTriangle, Play, Mic, FileAudio, Sparkles, Clock,
+  CheckCircle2, CircleDashed, ArrowUpRight,
+} from 'lucide-react'
+import { useFinetuningStatus, useCronJobs, useRunCronJob, useDeleteOrphanedAnnotations, useRetryFailedAnnotations, useDeleteFailedAnnotations } from '../hooks/useFinetuning'
+import { useExternalServices } from '../hooks/useSystem'
+import { useAuth } from '../contexts/AuthContext'
+import { Button, Alert } from '../components/ui'
 
 interface AnnotationTypeCounts {
   total: number
@@ -10,192 +15,138 @@ interface AnnotationTypeCounts {
   applied: number
   trained: number
   orphaned: number
+  failed: number
 }
 
-function humanCron(expr: string): string {
-  try {
-    return cronstrue.toString(expr)
-  } catch {
-    return expr
-  }
-}
-
-function formatTimestamp(iso: string | null): string {
-  if (!iso) return 'Never'
+function formatTimestamp(iso: string | null | undefined): string {
+  if (!iso) return 'never run'
   return new Date(iso).toLocaleString()
 }
 
-const JOB_DISPLAY_NAMES: Record<string, string> = {
-  speaker_finetuning: 'Speaker Fine-tuning',
-  asr_jargon_extraction: 'ASR Jargon Extraction',
-}
-
-const ANNOTATION_TYPE_DISPLAY: Record<string, { label: string; description: string }> = {
-  diarization: { label: 'Diarization', description: 'Speaker identification corrections' },
-  entity: { label: 'Entity', description: 'Knowledge graph entity corrections' },
-  transcript: { label: 'Transcript', description: 'Transcript text corrections' },
-  memory: { label: 'Memory', description: 'Memory content corrections' },
-  title: { label: 'Title', description: 'Conversation title corrections' },
-}
-
-function getAnnotationDisplay(key: string): { label: string; description: string } {
-  if (ANNOTATION_TYPE_DISPLAY[key]) return ANNOTATION_TYPE_DISPLAY[key]
-  const label = key.replace(/_/g, ' ').replace(/\b\w/g, c => c.toUpperCase())
-  return { label, description: `${label} annotations` }
-}
-
-const COLOR_CLASSES = {
-  blue: 'text-blue-600 dark:text-blue-400',
-  green: 'text-green-600 dark:text-green-400',
-  default: 'text-gray-900 dark:text-gray-100',
+// One card per model we can teach. Speaker recognition is instant kNN enrollment
+// (managed in Data Audit); ASR and prompts are real batch training triggered here.
+interface ModelTarget {
+  key: 'speaker' | 'asr' | 'prompts'
+  label: string
+  blurb: string
+  icon: any
+  /** Applied-but-not-trained human signal, grouped from annotation_counts. */
+  readyTypes: string[]
+  /** null = no batch trigger here (link out instead). */
+  cronJobId: string | null
+  runVerb: string
 }
 
-function StatCard({ label, value, color, subtitle }: {
-  label: string
-  value: number
-  color?: 'blue' | 'green'
-  subtitle?: string
-}) {
-  return (
-    <div className="bg-white dark:bg-gray-800 rounded-lg shadow p-4">
-      <div className="text-sm text-gray-600 dark:text-gray-400 mb-1">{label}</div>
-      <div className={`text-2xl font-bold ${color ? COLOR_CLASSES[color] : COLOR_CLASSES.default}`}>
-        {value}
-      </div>
-      {subtitle && <div className="text-xs text-gray-500 mt-1">{subtitle}</div>}
-    </div>
-  )
+const MODEL_TARGETS: ModelTarget[] = [
+  {
+    key: 'speaker',
+    label: 'Speaker recognition',
+    blurb: 'Voiceprints built from your speaker relabels + enrollment.',
+    icon: Mic,
+    readyTypes: ['diarization'],
+    cronJobId: null, // instant kNN — enrolled deliberately in Data Audit
+    runVerb: 'Enroll',
+  },
+  {
+    key: 'asr',
+    label: 'ASR model (VibeVoice LoRA)',
+    blurb: 'Transcript corrections exported as fine-tuning data.',
+    icon: FileAudio,
+    readyTypes: ['transcript', 'speech_suggestion_correction', 'timing', 'insert', 'deletion'],
+    cronJobId: 'asr_finetuning',
+    runVerb: 'Export & train',
+  },
+  {
+    key: 'prompts',
+    label: 'LLM prompts',
+    blurb: 'Title & memory edits tune the extraction prompts.',
+    icon: Sparkles,
+    readyTypes: ['title', 'memory'],
+    cronJobId: 'prompt_optimization',
+    runVerb: 'Optimize prompts',
+  },
+]
+
+const TYPE_LABEL: Record<string, string> = {
+  diarization: 'speaker relabels',
+  transcript: 'transcript corrections',
+  speech_suggestion_correction: 'suggestion-correction triples',
+  timing: 'timing edits',
+  insert: 'inserts',
+  deletion: 'deletions',
+  title: 'title edits',
+  memory: 'memory edits',
 }
 
 export default function Finetuning() {
-  const { data: status = null, isLoading: statusLoading, error: statusError, refetch: refetchStatus } = useFinetuningStatus()
-  const { data: cronJobs = [], isLoading: cronLoading, error: cronError, refetch: refetchCron } = useCronJobs()
-
-  const loading = statusLoading || cronLoading
-  const queryError = statusError?.message || cronError?.message || null
+  const { isAdmin } = useAuth()
+  const { data: externalServices } = useExternalServices(isAdmin, false)
+  const { data: status = null, isLoading: statusLoading, refetch: refetchStatus } = useFinetuningStatus()
+  const { data: cronJobs = [], isLoading: cronLoading, refetch: refetchCron } = useCronJobs()
+  const runJob = useRunCronJob()
+  const retryFailed = useRetryFailedAnnotations()
+  const deleteFailed = useDeleteFailedAnnotations()
+  const deleteOrphaned = useDeleteOrphanedAnnotations()
 
   const [error, setError] = useState<string | null>(null)
   const [successMessage, setSuccessMessage] = useState<string | null>(null)
-  const [runningJobId, setRunningJobId] = useState<string | null>(null)
-  const [showOrphanPanel, setShowOrphanPanel] = useState(false)
+  const [runningKey, setRunningKey] = useState<string | null>(null)
   const [cleaningType, setCleaningType] = useState<string | null>(null)
-  const [editingSchedule, setEditingSchedule] = useState<string | null>(null)
-  const [scheduleInput, setScheduleInput] = useState('')
-
-  const toggleJob = useToggleCronJob()
-  const updateSchedule = useUpdateCronSchedule()
-  const runJob = useRunCronJob()
-  const processAnnotations = useProcessAnnotations()
-  const deleteOrphaned = useDeleteOrphanedAnnotations()
 
-  const loadAll = () => {
-    refetchStatus()
-    refetchCron()
-  }
+  const loading = statusLoading || cronLoading
+  const counts = (status?.annotation_counts || {}) as Record<string, AnnotationTypeCounts>
 
-  const displayError = queryError || error
+  const cronFor = (jobId: string | null) => (jobId ? cronJobs.find((j: any) => j.job_id === jobId) : undefined)
 
-  const handleProcessAnnotations = async () => {
+  const handleRun = async (t: ModelTarget) => {
+    if (!t.cronJobId) return
+    setError(null)
+    setSuccessMessage(null)
+    setRunningKey(t.key)
     try {
-      setError(null)
-      setSuccessMessage(null)
-      const data = await processAnnotations.mutateAsync('diarization')
-      const totalProcessed = data.total_processed ?? 0
-      const failedCount = data.failed_count ?? 0
-
-      if (totalProcessed === 0 && failedCount === 0) {
-        setError(data.message || 'No annotations ready for training')
-      } else if (totalProcessed === 0 && failedCount > 0) {
-        const errorDetail = data.errors?.length ? `: ${data.errors.join(', ')}` : ''
-        setError(`All ${failedCount} annotations failed to process${errorDetail}`)
-      } else if (failedCount > 0) {
-        setSuccessMessage(`Processed ${totalProcessed} annotations (${failedCount} failed)`)
-      } else {
-        setSuccessMessage(`Successfully processed ${totalProcessed} annotations for training`)
-      }
+      const data = await runJob.mutateAsync(t.cronJobId)
+      if (data.error) setError(`${t.label}: ${data.error}`)
+      else if (data.processed === 0 && data.message) setError(`${t.label}: ${data.message}`)
+      else setSuccessMessage(`${t.label}: ${data.processed ?? 0} processed`)
+      refetchStatus(); refetchCron()
     } catch (err: any) {
-      setError(err.response?.data?.detail || err.message || 'Failed to process annotations')
-    }
-  }
-
-  const handleCleanOrphaned = async (annotationType: string) => {
-    try {
-      setCleaningType(annotationType)
-      setError(null)
-      setSuccessMessage(null)
-      const data = await deleteOrphaned.mutateAsync(annotationType)
-      if (data.deleted_count > 0) {
-        setSuccessMessage(`Cleaned up ${data.deleted_count} orphaned ${annotationType} annotations`)
-      } else {
-        setSuccessMessage('No orphaned annotations found')
-      }
-      setShowOrphanPanel(false)
-    } catch (err: any) {
-      setError(err.response?.data?.detail || err.message || 'Failed to clean orphaned annotations')
+      setError(err.response?.data?.detail || err.message || 'Run failed')
     } finally {
-      setCleaningType(null)
+      setRunningKey(null)
     }
   }
 
-  const handleReattach = async () => {
+  const handleRetryFailed = async () => {
+    setError(null); setSuccessMessage(null)
     try {
-      await finetuningApi.reattachOrphanedAnnotations()
+      const data = await retryFailed.mutateAsync('diarization')
+      setSuccessMessage(`Reset ${data.reset_count ?? 0} failed annotations — retried on the next run`)
     } catch (err: any) {
-      const detail = err.response?.data?.detail || 'Reattach functionality coming soon'
-      setSuccessMessage(detail)
+      setError(err.response?.data?.detail || err.message || 'Failed to reset annotations')
     }
   }
 
-  const handleToggleJob = async (jobId: string, currentEnabled: boolean) => {
+  const handleDiscardFailed = async () => {
+    if (!window.confirm('Discard all failed annotations? This permanently deletes annotations that keep failing to train.')) return
+    setError(null); setSuccessMessage(null)
     try {
-      setError(null)
-      await toggleJob.mutateAsync({ jobId, enabled: !currentEnabled })
+      const data = await deleteFailed.mutateAsync('diarization')
+      setSuccessMessage(`Discarded ${data.deleted_count ?? 0} failed annotations`)
     } catch (err: any) {
-      setError(err.response?.data?.detail || err.message || 'Failed to update job')
+      setError(err.response?.data?.detail || err.message || 'Failed to discard annotations')
     }
   }
 
-  const handleRunNow = async (jobId: string) => {
+  const handleCleanOrphaned = async (annotationType: string) => {
+    setCleaningType(annotationType)
+    setError(null); setSuccessMessage(null)
     try {
-      setRunningJobId(jobId)
-      setError(null)
-      setSuccessMessage(null)
-      const data = await runJob.mutateAsync(jobId)
-      const jobName = JOB_DISPLAY_NAMES[jobId] || jobId
-
-      if (data.error) {
-        setError(`Job '${jobName}' failed: ${data.error}`)
-      } else if (data.processed === 0 && data.message) {
-        setError(`${jobName}: ${data.message}`)
-      } else if (data.processed !== undefined) {
-        const parts: string[] = []
-        if (data.enrolled) parts.push(`${data.enrolled} new speakers enrolled`)
-        if (data.appended) parts.push(`${data.appended} speakers updated`)
-        if (data.failed) parts.push(`${data.failed} failed`)
-        const detail = parts.length ? ` (${parts.join(', ')})` : ''
-        setSuccessMessage(`${jobName}: ${data.processed} annotations processed${detail}`)
-      } else {
-        setSuccessMessage(`Job '${jobName}' completed successfully`)
-      }
+      const data = await deleteOrphaned.mutateAsync(annotationType)
+      setSuccessMessage(data.deleted_count > 0 ? `Cleaned ${data.deleted_count} orphaned ${annotationType} annotations` : 'No orphaned annotations found')
     } catch (err: any) {
-      setError(err.response?.data?.detail || err.message || 'Failed to run job')
+      setError(err.response?.data?.detail || err.message || 'Failed to clean orphaned annotations')
     } finally {
-      setRunningJobId(null)
-    }
-  }
-
-  const handleEditSchedule = (jobId: string, currentSchedule: string) => {
-    setEditingSchedule(jobId)
-    setScheduleInput(currentSchedule)
-  }
-
-  const handleSaveSchedule = async (jobId: string) => {
-    try {
-      setError(null)
-      await updateSchedule.mutateAsync({ jobId, schedule: scheduleInput })
-      setEditingSchedule(null)
-    } catch (err: any) {
-      setError(err.response?.data?.detail || err.message || 'Invalid cron expression')
+      setCleaningType(null)
     }
   }
 
@@ -208,253 +159,151 @@ export default function Finetuning() {
     )
   }
 
+  const totalOrphaned = Object.values(counts).reduce((s, c) => s + (c.orphaned || 0), 0)
+  const failedCount = status?.failed_annotation_count || 0
+  const speakerHealthUrl = externalServices?.services
+    ?.find(service => service.name === 'speaker-recognition')
+    ?.ui_url?.replace(/\/$/, '')
+
   return (
     <div className="max-w-4xl">
       {/* Header */}
-      <div className="flex justify-between items-center mb-6">
+      <div className="flex justify-between items-start mb-6">
         <div className="flex items-center space-x-2">
           <Zap className="h-6 w-6 text-blue-600" />
-          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">Fine-tuning & Jobs</h1>
+          <div>
+            <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">Training</h1>
+            <p className="text-sm text-gray-500 dark:text-gray-400">Teach the models from what you've corrected. Schedules live in Settings → Automation.</p>
+          </div>
         </div>
-        <button
-          onClick={loadAll}
-          className="flex items-center space-x-2 px-4 py-2 bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-300 rounded-lg hover:bg-gray-200 dark:hover:bg-gray-600 transition-colors"
-        >
-          <RefreshCw className="h-4 w-4" />
-          <span>Refresh</span>
-        </button>
+        <Button variant="secondary" size="md" onClick={() => { refetchStatus(); refetchCron() }} icon={<RefreshCw className="h-4 w-4" />}>Refresh</Button>
       </div>
 
-      {/* Error/Success Messages */}
-      {displayError && (
-        <div className="mb-4 p-4 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-700 rounded-lg flex items-start space-x-2">
-          <AlertCircle className="h-5 w-5 text-red-600 dark:text-red-400 flex-shrink-0 mt-0.5" />
-          <span className="text-red-700 dark:text-red-300">{displayError}</span>
-        </div>
+      {error && (
+        <Alert tone="danger" className="mb-4" icon={<AlertTriangle className="h-5 w-5 flex-shrink-0" />}>{error}</Alert>
       )}
-
       {successMessage && (
-        <div className="mb-4 p-4 bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-700 rounded-lg flex items-start space-x-2">
-          <CheckCircle className="h-5 w-5 text-green-600 dark:text-green-400 flex-shrink-0 mt-0.5" />
-          <span className="text-green-700 dark:text-green-300">{successMessage}</span>
-        </div>
+        <Alert tone="success" className="mb-4" icon={<CheckCircle2 className="h-5 w-5 flex-shrink-0" />}>{successMessage}</Alert>
       )}
 
-      {/* Cron Jobs Section */}
-      <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4">Scheduled Jobs</h2>
-      <div className="grid grid-cols-1 md:grid-cols-2 gap-4 mb-8">
-        {cronJobs.map((job) => (
-          <div
-            key={job.job_id}
-            className="bg-white dark:bg-gray-800 rounded-lg shadow p-5 border border-gray-200 dark:border-gray-700"
-          >
-            {/* Job Header */}
-            <div className="flex items-center justify-between mb-3">
-              <h3 className="text-base font-semibold text-gray-900 dark:text-gray-100">
-                {JOB_DISPLAY_NAMES[job.job_id] || job.job_id}
-              </h3>
-              <button
-                onClick={() => handleToggleJob(job.job_id, job.enabled)}
-                title={job.enabled ? 'Disable' : 'Enable'}
-              >
-                {job.enabled ? (
-                  <ToggleRight className="h-6 w-6 text-green-500" />
-                ) : (
-                  <ToggleLeft className="h-6 w-6 text-gray-400" />
-                )}
-              </button>
-            </div>
-
-            {/* Description */}
-            <p className="text-sm text-gray-500 dark:text-gray-400 mb-3">{job.description}</p>
-
-            {/* Schedule */}
-            <div className="flex items-center space-x-2 mb-2">
-              <Clock className="h-4 w-4 text-gray-400 flex-shrink-0" />
-              {editingSchedule === job.job_id ? (
-                <div className="flex items-center space-x-1 flex-1">
-                  <input
-                    type="text"
-                    value={scheduleInput}
-                    onChange={(e) => setScheduleInput(e.target.value)}
-                    className="flex-1 text-sm font-mono px-2 py-1 border border-gray-300 dark:border-gray-600 rounded bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100"
-                    onKeyDown={(e) => {
-                      if (e.key === 'Enter') handleSaveSchedule(job.job_id)
-                      if (e.key === 'Escape') setEditingSchedule(null)
-                    }}
-                    autoFocus
-                  />
-                  <button onClick={() => handleSaveSchedule(job.job_id)}>
-                    <Check className="h-4 w-4 text-green-500" />
-                  </button>
-                  <button onClick={() => setEditingSchedule(null)}>
-                    <X className="h-4 w-4 text-gray-400" />
-                  </button>
+      {/* Model cards */}
+      <div className="space-y-4">
+        {MODEL_TARGETS.map((t) => {
+          const breakdown = t.readyTypes.map((ty) => ({ ty, count: counts[ty]?.applied || 0 }))
+          const ready = breakdown.reduce((s, b) => s + b.count, 0)
+          const trained = t.readyTypes.reduce((s, ty) => s + (counts[ty]?.trained || 0), 0)
+          const cron = cronFor(t.cronJobId)
+          const Icon = t.icon
+          const running = runningKey === t.key || cron?.running
+          return (
+            <div key={t.key} className="bg-white dark:bg-gray-800 rounded-xl shadow p-6 border border-gray-200 dark:border-gray-700">
+              <div className="flex items-start justify-between gap-4">
+                <div className="flex items-start gap-3 min-w-0">
+                  <div className="p-2.5 rounded-lg bg-blue-50 dark:bg-blue-900/30"><Icon className="h-6 w-6 text-blue-600 dark:text-blue-400" /></div>
+                  <div className="min-w-0">
+                    <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100">{t.label}</h3>
+                    <p className="text-sm text-gray-500 dark:text-gray-400">{t.blurb}</p>
+                    <div className="mt-3 flex flex-wrap gap-x-4 gap-y-1">
+                      {breakdown.map((b) => (
+                        <span key={b.ty} className="text-xs text-gray-600 dark:text-gray-300">
+                          <span className={`font-semibold ${b.count ? 'text-gray-900 dark:text-gray-100' : 'text-gray-400'}`}>{b.count}</span> {TYPE_LABEL[b.ty] || b.ty}
+                        </span>
+                      ))}
+                    </div>
+                  </div>
+                </div>
+                <div className="text-right flex-shrink-0">
+                  <div className="text-3xl font-bold text-gray-900 dark:text-gray-100">{ready}</div>
+                  <div className="text-[11px] uppercase tracking-wide text-gray-400">ready to teach</div>
                 </div>
-              ) : (
-                <>
-                  <span className="text-sm text-gray-700 dark:text-gray-300">
-                    {humanCron(job.schedule)}
-                  </span>
-                  <span className="text-xs font-mono text-gray-400">({job.schedule})</span>
-                  <button onClick={() => handleEditSchedule(job.job_id, job.schedule)}>
-                    <Edit3 className="h-3.5 w-3.5 text-gray-400 hover:text-gray-600" />
-                  </button>
-                </>
-              )}
-            </div>
-
-            {/* Last / Next Run */}
-            <div className="text-xs text-gray-500 dark:text-gray-400 space-y-1 mb-3">
-              <div>Last run: {formatTimestamp(job.last_run)}</div>
-              <div>Next run: {formatTimestamp(job.next_run)}</div>
-            </div>
-
-            {/* Error */}
-            {job.last_error && (
-              <div className="text-xs text-red-500 mb-3 truncate" title={job.last_error}>
-                Error: {job.last_error}
               </div>
-            )}
 
-            {/* Run Now Button */}
-            <button
-              onClick={() => handleRunNow(job.job_id)}
-              disabled={runningJobId === job.job_id || job.running}
-              className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white text-sm rounded-lg hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed transition-colors"
-            >
-              {runningJobId === job.job_id || job.running ? (
-                <>
-                  <RefreshCw className="h-4 w-4 animate-spin" />
-                  <span>Running...</span>
-                </>
-              ) : (
-                <>
-                  <Play className="h-4 w-4" />
-                  <span>Run Now</span>
-                </>
+              {t.key === 'speaker' && (
+                <div className="mt-3 flex flex-wrap items-center gap-x-3 gap-y-2 text-xs text-gray-600 dark:text-gray-300">
+                  <span>Enrollment changes identification immediately; review its evidence after adding or relabeling clips.</span>
+                  {speakerHealthUrl && (
+                    <a
+                      href={`${speakerHealthUrl}/enrollment-health`}
+                      target="_blank"
+                      rel="noreferrer"
+                      className="inline-flex items-center gap-1 font-medium text-blue-700 dark:text-blue-300 hover:underline focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 rounded-sm"
+                    >
+                      Check enrollment health <ArrowUpRight className="h-3.5 w-3.5" />
+                    </a>
+                  )}
+                </div>
               )}
-            </button>
-          </div>
-        ))}
-      </div>
-
-      {/* Annotation Statistics — All Types */}
-      {(() => {
-        const totalOrphaned = Object.values((status?.annotation_counts || {}) as Record<string, AnnotationTypeCounts>)
-          .reduce((sum, c) => sum + (c.orphaned || 0), 0)
 
-        return (
-          <div className="mb-4">
-            <div className="flex items-center justify-between">
-              <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">Annotations</h2>
-              {totalOrphaned > 0 && (
-                <button
-                  onClick={() => setShowOrphanPanel(!showOrphanPanel)}
-                  className="flex items-center space-x-1.5 px-3 py-1.5 bg-amber-50 dark:bg-amber-900/30 border border-amber-300 dark:border-amber-600 text-amber-700 dark:text-amber-400 rounded-lg hover:bg-amber-100 dark:hover:bg-amber-900/50 transition-colors text-sm"
-                >
-                  <AlertTriangle className="h-4 w-4" />
-                  <span>{totalOrphaned} orphaned</span>
-                </button>
-              )}
+              <div className="mt-4 pt-4 border-t border-gray-100 dark:border-gray-700 flex items-center justify-between">
+                <div className="flex items-center gap-4 text-xs text-gray-500 dark:text-gray-400">
+                  {cron?.enabled
+                    ? <span className="inline-flex items-center gap-1 text-green-700 dark:text-green-400"><CheckCircle2 className="h-3.5 w-3.5" /> auto-on</span>
+                    : <span className="inline-flex items-center gap-1"><CircleDashed className="h-3.5 w-3.5" /> {t.cronJobId ? 'manual' : 'instant'}</span>}
+                  {t.cronJobId && <span className="inline-flex items-center gap-1"><Clock className="h-3.5 w-3.5" /> {formatTimestamp(cron?.last_run)}</span>}
+                  <span>{trained} taught</span>
+                  {cron?.last_error && <span className="text-red-500 truncate max-w-[180px]" title={cron.last_error}>error</span>}
+                </div>
+                {t.cronJobId ? (
+                  <Button
+                    variant="primary"
+                    size="md"
+                    onClick={() => handleRun(t)}
+                    disabled={!!running || ready === 0}
+                    icon={running ? <RefreshCw className="h-4 w-4 animate-spin" /> : <Play className="h-4 w-4" />}
+                  >
+                    {running ? 'Running…' : t.runVerb}
+                  </Button>
+                ) : (
+                  <Link
+                    to="/data-audit"
+                    className="inline-flex items-center gap-2 px-4 py-2 rounded-lg border border-blue-300 dark:border-blue-700 text-blue-700 dark:text-blue-300 text-sm font-medium hover:bg-blue-50 dark:hover:bg-blue-900/20"
+                  >
+                    Review &amp; enroll in Data Audit <ArrowUpRight className="h-4 w-4" />
+                  </Link>
+                )}
+              </div>
             </div>
+          )
+        })}
+      </div>
 
-            {/* Orphan cleanup panel */}
-            {showOrphanPanel && totalOrphaned > 0 && (
-              <div className="mt-3 p-4 bg-amber-50 dark:bg-amber-900/20 border border-amber-200 dark:border-amber-700 rounded-lg">
-                <p className="text-sm text-amber-800 dark:text-amber-300 mb-3">
-                  These annotations reference conversations that no longer exist.
-                </p>
-                <div className="space-y-2">
-                  {Object.entries((status?.annotation_counts || {}) as Record<string, AnnotationTypeCounts>).map(([key, counts]) => {
-                    const orphaned = counts.orphaned || 0
-                    if (orphaned === 0) return null
-                    const { label } = getAnnotationDisplay(key)
-                    return (
-                      <div key={key} className="flex items-center justify-between">
-                        <span className="text-sm text-gray-700 dark:text-gray-300">
-                          {label}: {orphaned} orphaned
-                        </span>
-                        <div className="flex space-x-2">
-                          <button
-                            onClick={() => handleCleanOrphaned(key)}
-                            disabled={cleaningType === key}
-                            className="px-3 py-1 bg-amber-600 text-white text-xs rounded hover:bg-amber-700 disabled:bg-gray-300 transition-colors"
-                          >
-                            {cleaningType === key ? 'Cleaning...' : 'Clean up'}
-                          </button>
-                          <button
-                            onClick={handleReattach}
-                            className="px-3 py-1 bg-gray-200 dark:bg-gray-600 text-gray-500 dark:text-gray-400 text-xs rounded cursor-not-allowed"
-                            title="Coming soon"
-                          >
-                            Reattach
-                          </button>
-                        </div>
-                      </div>
-                    )
-                  })}
+      {/* Maintenance — failed/orphaned annotation recovery (collapsed) */}
+      {(failedCount > 0 || totalOrphaned > 0) && (
+        <details className="mt-6 group">
+          <summary className="cursor-pointer text-sm text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 select-none">
+            Maintenance — {failedCount > 0 && `${failedCount} failed`}{failedCount > 0 && totalOrphaned > 0 && ', '}{totalOrphaned > 0 && `${totalOrphaned} orphaned`} annotation{failedCount + totalOrphaned === 1 ? '' : 's'}
+          </summary>
+          <div className="mt-3 space-y-4">
+            {failedCount > 0 && (
+              <div className="p-4 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-700 rounded-lg">
+                <div className="flex items-center justify-between mb-2">
+                  <span className="text-sm font-semibold text-red-700 dark:text-red-300">{failedCount} annotation{failedCount === 1 ? '' : 's'} failed to train</span>
+                  <div className="flex space-x-2">
+                    <Button variant="primary" onClick={handleRetryFailed} disabled={retryFailed.isPending || deleteFailed.isPending}>{retryFailed.isPending ? 'Retrying…' : 'Retry'}</Button>
+                    <Button variant="danger" onClick={handleDiscardFailed} disabled={retryFailed.isPending || deleteFailed.isPending}>{deleteFailed.isPending ? 'Discarding…' : 'Discard'}</Button>
+                  </div>
                 </div>
+                {status?.failed_annotation_errors?.length > 0 && (
+                  <ul className="text-xs text-red-600 dark:text-red-400 list-disc list-inside space-y-0.5">
+                    {status.failed_annotation_errors.map((e: string, i: number) => <li key={i} className="truncate" title={e}>{e}</li>)}
+                  </ul>
+                )}
               </div>
             )}
-          </div>
-        )
-      })()}
-      {status?.annotation_counts && (
-        <div className="space-y-6 mb-6">
-          {Object.entries(status.annotation_counts! as Record<string, AnnotationTypeCounts>).map(([key, counts]) => {
-            const { label, description } = getAnnotationDisplay(key)
-            return (
-              <div key={key}>
-                <div className="flex items-center space-x-2 mb-2">
-                  <h3 className="text-base font-medium text-gray-900 dark:text-gray-100">{label}</h3>
-                  <span className="text-xs text-gray-500 dark:text-gray-400">{description}</span>
-                </div>
-                <div className="grid grid-cols-2 md:grid-cols-4 gap-3">
-                  <StatCard label="Total" value={counts.total} />
-                  <StatCard label="Pending" value={counts.pending} subtitle="Not yet applied" />
-                  <StatCard label="Applied" value={counts.applied} color="blue" subtitle="Applied, not trained" />
-                  <StatCard label="Trained" value={counts.trained} color="green" subtitle="Sent to model" />
-                </div>
+            {totalOrphaned > 0 && (
+              <div className="p-4 bg-amber-50 dark:bg-amber-900/20 border border-amber-200 dark:border-amber-700 rounded-lg space-y-2">
+                <p className="text-sm text-amber-800 dark:text-amber-300">These annotations reference conversations that no longer exist.</p>
+                {Object.entries(counts).map(([key, c]) => c.orphaned > 0 && (
+                  <div key={key} className="flex items-center justify-between">
+                    <span className="text-sm text-gray-700 dark:text-gray-300">{key}: {c.orphaned} orphaned</span>
+                    <button onClick={() => handleCleanOrphaned(key)} disabled={cleaningType === key} className="px-3 py-1 bg-amber-600 text-white text-xs rounded hover:bg-amber-700 disabled:bg-gray-300">{cleaningType === key ? 'Cleaning…' : 'Clean up'}</button>
+                  </div>
+                ))}
               </div>
-            )
-          })}
-        </div>
-      )}
-
-      {/* Fallback if annotation_counts not available */}
-      {!status?.annotation_counts && (
-        <div className="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
-          <StatCard label="Pending" value={status?.pending_annotation_count || 0} subtitle="Not yet applied" />
-          <StatCard label="Ready for Training" value={status?.applied_annotation_count || 0} color="blue" subtitle="Applied but not trained" />
-          <StatCard label="Trained" value={status?.trained_annotation_count || 0} color="green" subtitle="Sent to model" />
-        </div>
+            )}
+          </div>
+        </details>
       )}
-
-      {/* Manual Training Trigger */}
-      <div className="bg-white dark:bg-gray-800 rounded-lg shadow p-6">
-        <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4">Manual Speaker Training</h2>
-        <p className="text-sm text-gray-600 dark:text-gray-400 mb-4">
-          Process applied diarization annotations and send them to the speaker recognition service for model fine-tuning.
-        </p>
-        <button
-          onClick={handleProcessAnnotations}
-          disabled={processAnnotations.isPending || (status?.applied_annotation_count || 0) === 0}
-          className="flex items-center space-x-2 px-6 py-3 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:bg-gray-300 disabled:cursor-not-allowed transition-colors"
-        >
-          {processAnnotations.isPending ? (
-            <>
-              <RefreshCw className="h-5 w-5 animate-spin" />
-              <span>Processing...</span>
-            </>
-          ) : (
-            <>
-              <Zap className="h-5 w-5" />
-              <span>Process {status?.applied_annotation_count || 0} Diarization Annotations</span>
-            </>
-          )}
-        </button>
-      </div>
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/pages/LiveRecord.tsx b/backends/advanced/webui/src/pages/LiveRecord.tsx
index 2f934d8c..ad2f958c 100644
--- a/backends/advanced/webui/src/pages/LiveRecord.tsx
+++ b/backends/advanced/webui/src/pages/LiveRecord.tsx
@@ -1,9 +1,11 @@
-import { Radio, Zap, Archive, Settings } from 'lucide-react'
+import { Radio, Zap, Archive, Settings, Monitor, Mic } from 'lucide-react'
 import { useRecording } from '../contexts/RecordingContext'
+import { Button } from '../components/ui'
 import SimplifiedControls from '../components/audio/SimplifiedControls'
 import StatusDisplay from '../components/audio/StatusDisplay'
 import AudioVisualizer from '../components/audio/AudioVisualizer'
 import SimpleDebugPanel from '../components/audio/SimpleDebugPanel'
+import WakeFeedback from '../components/audio/WakeFeedback'
 
 export default function LiveRecord() {
   const recording = useRecording()
@@ -11,16 +13,16 @@ export default function LiveRecord() {
   return (
     <div>
       {/* Header */}
-      <div className="flex items-center justify-between mb-6">
+      <div className="flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between mb-6">
         <div className="flex items-center space-x-2">
-          <Radio className="h-6 w-6 text-blue-600" />
+          <Radio className="h-6 w-6 text-blue-600 flex-shrink-0" />
           <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
             Live Audio Recording
           </h1>
         </div>
 
         {/* Mode Toggle */}
-        <div className="flex items-center gap-2">
+        <div className="flex flex-wrap items-center gap-2">
           <button
             onClick={() => recording.setMode('streaming')}
             disabled={recording.isRecording}
@@ -54,8 +56,108 @@ export default function LiveRecord() {
         </div>
       </div>
 
-      {/* Microphone Selector */}
-      {recording.availableDevices.length > 1 && (
+      {/* Audio Source Toggle */}
+      <div className="mb-4 flex flex-wrap items-center gap-3">
+        <div className={`inline-flex rounded-lg border border-gray-300 dark:border-gray-600 bg-gray-100 dark:bg-gray-800 p-0.5 ${recording.isRecording ? 'opacity-50 pointer-events-none' : ''}`}>
+          <button
+            onClick={() => recording.setAudioSource('mic')}
+            disabled={recording.isRecording}
+            className={`flex items-center gap-1.5 px-3 py-1.5 rounded-md text-sm font-medium transition-all ${
+              recording.audioSource === 'mic'
+                ? 'bg-blue-600 text-white shadow-sm'
+                : 'text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
+            }`}
+          >
+            <Mic className="h-3.5 w-3.5" />
+            <span>Mic</span>
+          </button>
+          <button
+            onClick={() => recording.setAudioSource('meeting')}
+            disabled={recording.isRecording}
+            className={`flex items-center gap-1.5 px-3 py-1.5 rounded-md text-sm font-medium transition-all ${
+              recording.audioSource === 'meeting'
+                ? 'bg-blue-600 text-white shadow-sm'
+                : 'text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
+            }`}
+          >
+            <Mic className="h-3.5 w-3.5" />
+            <Monitor className="h-3.5 w-3.5" />
+            <span>Meeting</span>
+          </button>
+          <button
+            onClick={() => recording.setAudioSource('tab')}
+            disabled={recording.isRecording}
+            className={`flex items-center gap-1.5 px-3 py-1.5 rounded-md text-sm font-medium transition-all ${
+              recording.audioSource === 'tab'
+                ? 'bg-blue-600 text-white shadow-sm'
+                : 'text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-200'
+            }`}
+          >
+            <Monitor className="h-3.5 w-3.5" />
+            <span>Tab</span>
+          </button>
+        </div>
+        <span className="text-sm text-gray-500 dark:text-gray-400">
+          {recording.audioSource === 'mic'
+            ? 'Microphone only'
+            : recording.audioSource === 'meeting'
+              ? recording.supportsDisplayAudio
+                ? 'Mic + tab audio (you\'ll be asked to select a tab)'
+                : 'Mic + system audio (captured from a monitor device)'
+              : recording.supportsDisplayAudio
+                ? 'Browser tab audio only (no microphone)'
+                : 'System audio only (captured from a monitor device)'}
+        </span>
+      </div>
+
+      {/* Firefox/Zen: getDisplayMedia can't deliver audio, so system audio comes
+          from a PipeWire/PulseAudio "Monitor of …" loopback input instead */}
+      {recording.audioSource !== 'mic' && !recording.supportsDisplayAudio && (() => {
+        const monitors = recording.availableDevices.filter(d => /monitor/i.test(d.label))
+        return (
+          <div className="mb-4 space-y-2">
+            <div className="flex items-center gap-2">
+              <Monitor className="h-4 w-4 text-gray-500 dark:text-gray-400 flex-shrink-0" />
+              <label className="text-sm font-medium text-gray-700 dark:text-gray-300 flex-shrink-0">
+                System audio:
+              </label>
+              {monitors.length > 0 ? (
+                <select
+                  value={recording.monitorDeviceId ?? ''}
+                  onChange={(e) => recording.setMonitorDeviceId(e.target.value || null)}
+                  disabled={recording.isRecording}
+                  className={`
+                    flex-1 min-w-0 text-sm px-2 py-1.5 rounded-lg border
+                    bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100
+                    border-gray-300 dark:border-gray-600
+                    ${recording.isRecording ? 'opacity-50 cursor-not-allowed' : 'cursor-pointer'}
+                  `}
+                >
+                  <option value="">Choose "Monitor of …" output device</option>
+                  {monitors.map((device) => (
+                    <option key={device.deviceId} value={device.deviceId}>
+                      {device.label}
+                    </option>
+                  ))}
+                </select>
+              ) : (
+                <Button variant="secondary" size="sm" onClick={() => recording.requestDeviceAccess()}>
+                  Load audio devices…
+                </Button>
+              )}
+            </div>
+            <p className="text-xs text-gray-500 dark:text-gray-400">
+              Firefox-based browsers (like Zen) can't share tab audio, so system audio is recorded from a
+              PipeWire/PulseAudio "Monitor of …" loopback device — no share dialog will appear. Pick the
+              monitor of the output you're actually listening through (headphones vs speakers each have
+              their own); it captures everything playing through that output.
+            </p>
+          </div>
+        )
+      })()}
+
+      {/* Microphone Selector (hidden in tab-only mode) */}
+      {recording.audioSource !== 'tab' && recording.availableDevices.length > 1 && (
         <div className="mb-4 flex items-center gap-2">
           <Settings className="h-4 w-4 text-gray-500 dark:text-gray-400 flex-shrink-0" />
           <label className="text-sm font-medium text-gray-700 dark:text-gray-300 flex-shrink-0">
@@ -73,7 +175,10 @@ export default function LiveRecord() {
             `}
           >
             <option value="">System Default</option>
-            {recording.availableDevices.map((device) => (
+            {recording.availableDevices
+              // In Firefox meeting mode, monitor devices belong in the System audio selector
+              .filter(d => recording.supportsDisplayAudio || recording.audioSource === 'mic' || !/monitor/i.test(d.label))
+              .map((device) => (
               <option key={device.deviceId} value={device.deviceId}>
                 {device.label || `Microphone (${device.deviceId.slice(0, 8)}...)`}
               </option>
@@ -102,21 +207,71 @@ export default function LiveRecord() {
       {/* Main Controls - Single START button */}
       <SimplifiedControls recording={recording} />
 
+      {/* System-audio capture health (meeting/tab mode) */}
+      {recording.isRecording && recording.audioSource !== 'mic' && (
+        <div className={`mb-6 -mt-2 p-3 rounded-lg border text-sm ${
+          recording.systemAudioStatus === 'silent'
+            ? 'bg-orange-50 dark:bg-orange-900/20 border-orange-200 dark:border-orange-800 text-orange-700 dark:text-orange-300'
+            : 'bg-gray-50 dark:bg-gray-800 border-gray-200 dark:border-gray-700 text-gray-600 dark:text-gray-400'
+        }`}>
+          <span className="font-medium">System audio:</span>{' '}
+          {recording.systemAudioLabel ?? 'not captured'}
+          {recording.systemAudioStatus === 'active' && (
+            <span className="text-green-600 dark:text-green-400"> — receiving audio ✓</span>
+          )}
+          {recording.systemAudioStatus === 'silent' && (
+            <span>
+              {' '}— <strong>no signal detected.</strong> If something is playing, this is the wrong capture
+              device: pick the "Monitor of …" entry matching the output you're actually listening through
+              (headphones vs speakers each have their own monitor), then restart the recording.
+            </span>
+          )}
+        </div>
+      )}
+
       {/* Status Display - Shows setup progress */}
       <StatusDisplay recording={recording} />
 
       {/* Audio Visualizer - Shows waveform when recording */}
-      <AudioVisualizer 
+      <AudioVisualizer
         isRecording={recording.isRecording}
         analyser={recording.analyser}
       />
 
+      {/* Live streaming transcript - real-time text from the streaming STT provider */}
+      {(recording.isRecording || recording.liveTranscript) && (
+        <div className="mt-4 bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
+          <div className="flex items-center gap-2 mb-2">
+            <span className="relative flex h-2.5 w-2.5">
+              {recording.isRecording && (
+                <span className="animate-ping absolute inline-flex h-full w-full rounded-full bg-green-400 opacity-75"></span>
+              )}
+              <span className={`relative inline-flex rounded-full h-2.5 w-2.5 ${recording.isRecording ? 'bg-green-500' : 'bg-gray-400'}`}></span>
+            </span>
+            <h3 className="text-sm font-medium text-gray-700 dark:text-gray-300">
+              Live Transcript
+            </h3>
+            <span className="text-xs text-gray-400">(streaming)</span>
+          </div>
+          <p className="text-gray-900 dark:text-gray-100 whitespace-pre-wrap min-h-[1.5rem]">
+            {recording.liveTranscript || (
+              <span className="text-gray-400 italic">
+                {recording.isRecording ? 'Listening…' : ''}
+              </span>
+            )}
+          </p>
+        </div>
+      )}
+
+      {/* Wake-word feedback - pulses on arm/end-of-turn + shows recognized command */}
+      <WakeFeedback />
+
       {/* Instructions */}
-      <div className="mt-8 bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-lg p-4">
-        <h3 className="font-medium text-blue-800 dark:text-blue-200 mb-2">
+      <div className="mt-8 bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
+        <h3 className="font-medium text-gray-700 dark:text-gray-200 mb-2">
           📝 How it Works
         </h3>
-        <ul className="text-sm text-blue-700 dark:text-blue-300 space-y-1">
+        <ul className="text-sm text-gray-600 dark:text-gray-400 space-y-1">
           <li>• <strong>Choose your mode:</strong> Streaming for real-time or Batch for complete file processing</li>
           <li>• <strong>One-click recording:</strong> Single button handles complete setup automatically</li>
           <li>• <strong>Sequential process:</strong> Mic access → WebSocket connection → Audio session → Recording</li>
@@ -136,4 +291,4 @@ export default function LiveRecord() {
       <SimpleDebugPanel recording={recording} />
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/LoginPage.tsx b/backends/advanced/webui/src/pages/LoginPage.tsx
index 7093e73a..a6f6f3ea 100644
--- a/backends/advanced/webui/src/pages/LoginPage.tsx
+++ b/backends/advanced/webui/src/pages/LoginPage.tsx
@@ -3,6 +3,7 @@ import { Navigate } from 'react-router-dom'
 import { useAuth } from '../contexts/AuthContext'
 import { BACKEND_URL } from '../services/api'
 import { Music, Eye, EyeOff } from 'lucide-react'
+import { Button } from '../components/ui'
 
 export default function LoginPage() {
   const [email, setEmail] = useState('')
@@ -118,20 +119,16 @@ export default function LoginPage() {
           )}
 
           <div>
-            <button
-              type="submit"
-              disabled={isLoading}
-              className="group relative w-full flex justify-center py-2 px-4 border border-transparent text-sm font-medium rounded-md text-white bg-blue-600 hover:bg-blue-700 focus:outline-none focus:ring-2 focus:ring-offset-2 focus:ring-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
-            >
+            <Button type="submit" variant="primary" size="md" disabled={isLoading} className="w-full">
               {isLoading ? (
                 <div className="animate-spin rounded-full h-4 w-4 border-b-2 border-white"></div>
               ) : (
                 'Sign in'
               )}
-            </button>
+            </Button>
           </div>
         </form>
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/Memories.tsx b/backends/advanced/webui/src/pages/Memories.tsx
deleted file mode 100644
index 57bedf53..00000000
--- a/backends/advanced/webui/src/pages/Memories.tsx
+++ /dev/null
@@ -1,656 +0,0 @@
-import { useState, useEffect } from 'react'
-import { useNavigate, useSearchParams } from 'react-router-dom'
-import { Brain, Search, RefreshCw, Trash2, Calendar, Tag, X, Target, Users, CheckSquare, ArrowUpDown } from 'lucide-react'
-import { memoriesApi, systemApi } from '../services/api'
-import { useAuth } from '../contexts/AuthContext'
-import { useMemories, useDeleteMemory } from '../hooks/useMemories'
-import { EntityList, PromisesList } from '../components/knowledge-graph'
-import '../styles/slider.css'
-
-interface Memory {
-  id: string
-  memory: string
-  category?: string
-  created_at: string
-  updated_at: string
-  user_id: string
-  score?: number
-  metadata?: any
-  hash?: string
-  role?: string
-}
-
-type Tab = 'memories' | 'entities' | 'promises'
-type SortOrder = 'newest' | 'oldest'
-
-export default function Memories() {
-  const navigate = useNavigate()
-  const [searchParams, setSearchParams] = useSearchParams()
-  const [activeTab, setActiveTab] = useState<Tab>((searchParams.get('tab') as Tab) || 'memories')
-  const [searchQuery, setSearchQuery] = useState('')
-  const [sortOrder, setSortOrder] = useState<SortOrder>('newest')
-  const [actionError, setActionError] = useState<string | null>(null)
-
-  // Semantic search state
-  const [semanticResults, setSemanticResults] = useState<Memory[]>([])
-  const [isSemanticFilterActive, setIsSemanticFilterActive] = useState(false)
-  const [semanticQuery, setSemanticQuery] = useState('')
-  const [semanticLoading, setSemanticLoading] = useState(false)
-  const [relevanceThreshold, setRelevanceThreshold] = useState(0) // 0-100 percentage
-
-  // System configuration state
-  const [memoryProviderSupportsThreshold, setMemoryProviderSupportsThreshold] = useState(false)
-  const [memoryProvider, setMemoryProvider] = useState<string>('')
-
-  const { user } = useAuth()
-
-  const {
-    data: memoriesData,
-    isLoading: loading,
-    error: queryError,
-    refetch: refetchMemories,
-  } = useMemories(user?.id)
-
-  const memories = (() => {
-    if (!memoriesData) return []
-    const data = memoriesData.memories || memoriesData || []
-    return Array.isArray(data) ? data : []
-  })()
-  const totalCount = memoriesData?.total_count ?? null
-  const error = queryError?.message ?? actionError ?? null
-
-  const handleTabChange = (tab: Tab) => {
-    setActiveTab(tab)
-    setSearchParams({ tab })
-  }
-
-  const loadSystemConfig = async () => {
-    try {
-      const response = await systemApi.getMetrics()
-      const supports = response.data.memory_provider_supports_threshold || false
-      const provider = response.data.memory_provider || 'unknown'
-      setMemoryProviderSupportsThreshold(supports)
-      setMemoryProvider(provider)
-      console.log('🔧 Memory provider:', provider, 'supports threshold:', supports)
-    } catch (err: any) {
-      console.error('❌ Failed to load system config:', err)
-      // Default to false if we can't determine
-      setMemoryProviderSupportsThreshold(false)
-      setMemoryProvider('unknown')
-    }
-  }
-
-  useEffect(() => {
-    loadSystemConfig()
-  }, [])
-
-  // Semantic search handlers
-  const handleSemanticSearch = async () => {
-    if (!searchQuery.trim() || !user?.id) return
-
-    try {
-      setSemanticLoading(true)
-
-      // Use current threshold for server-side filtering if memory provider supports it
-      const thresholdToUse = memoryProviderSupportsThreshold
-        ? relevanceThreshold
-        : undefined
-
-      const response = await memoriesApi.search(
-        searchQuery.trim(),
-        user.id,
-        50,
-        thresholdToUse
-      )
-
-      console.log('🔍 Search response:', response.data)
-      console.log('🎯 Used threshold:', thresholdToUse)
-
-      setSemanticResults(response.data.results || [])
-      setSemanticQuery(searchQuery.trim())
-      setIsSemanticFilterActive(true)
-      setSearchQuery('') // Clear search box
-      setActionError(null)
-    } catch (err: any) {
-      setActionError(err.message || 'Semantic search failed')
-    } finally {
-      setSemanticLoading(false)
-    }
-  }
-
-  const clearSemanticFilter = () => {
-    setIsSemanticFilterActive(false)
-    setSemanticResults([])
-    setSemanticQuery('')
-    setSearchQuery('')
-    setRelevanceThreshold(0) // Reset threshold
-  }
-
-  const deleteMemoryMutation = useDeleteMemory()
-
-  const handleDeleteMemory = async (memoryId: string) => {
-    if (!confirm('Are you sure you want to delete this memory?')) return
-
-    try {
-      await deleteMemoryMutation.mutateAsync(memoryId)
-      // Also remove from semantic results if present
-      if (isSemanticFilterActive) {
-        setSemanticResults(semanticResults.filter(m => m.id !== memoryId))
-      }
-    } catch (err: any) {
-      setActionError(err.message || 'Failed to delete memory')
-    }
-  }
-
-  // Update filtering logic with client-side threshold filtering after search
-  const currentMemories = isSemanticFilterActive ? semanticResults : memories
-
-  // Apply relevance threshold filter (client-side for all providers after search)
-  const thresholdFilteredMemories = isSemanticFilterActive && relevanceThreshold > 0
-    ? currentMemories.filter(memory => {
-        if (!memory.score) return true // If no score, show it
-        const relevancePercentage = memory.score * 100
-        return relevancePercentage >= relevanceThreshold
-      })
-    : currentMemories
-
-  // Apply text search filter
-  const filteredMemories = thresholdFilteredMemories.filter(memory =>
-    memory.memory.toLowerCase().includes(searchQuery.toLowerCase()) ||
-    (memory.category?.toLowerCase() || '').includes(searchQuery.toLowerCase())
-  )
-
-  // Apply sort order
-  const sortedMemories = [...filteredMemories].sort((a, b) => {
-    const dateA = new Date(a.created_at).getTime()
-    const dateB = new Date(b.created_at).getTime()
-    return sortOrder === 'newest' ? dateB - dateA : dateA - dateB
-  })
-
-  const formatDate = (dateInput: string | number | undefined | null) => {
-    // Handle missing/undefined dates
-    if (dateInput === undefined || dateInput === null || dateInput === '') {
-      return 'N/A'
-    }
-
-    // Handle both timestamp numbers and date strings
-    let date: Date
-
-    if (typeof dateInput === 'number') {
-      // Unix timestamp - multiply by 1000 if needed
-      date = dateInput > 1e10 ? new Date(dateInput) : new Date(dateInput * 1000)
-    } else if (typeof dateInput === 'string') {
-      // Try parsing as ISO string first, then as timestamp
-      if (dateInput.match(/^\d+$/)) {
-        // String containing only digits - treat as timestamp
-        const timestamp = parseInt(dateInput)
-        date = timestamp > 1e10 ? new Date(timestamp) : new Date(timestamp * 1000)
-      } else {
-        // Regular date string
-        date = new Date(dateInput)
-      }
-    } else {
-      date = new Date(dateInput)
-    }
-
-    // Check if date is valid
-    if (isNaN(date.getTime())) {
-      console.warn('Invalid date:', dateInput)
-      return 'N/A'
-    }
-
-    return date.toLocaleString()
-  }
-
-  const getCategoryColor = (category: string) => {
-    const colors = {
-      'personal': 'bg-blue-100 text-blue-800',
-      'work': 'bg-green-100 text-green-800',
-      'health': 'bg-red-100 text-red-800',
-      'entertainment': 'bg-purple-100 text-purple-800',
-      'education': 'bg-yellow-100 text-yellow-800',
-      'default': 'bg-gray-100 text-gray-800'
-    }
-    return colors[category as keyof typeof colors] || colors.default
-  }
-
-  // Simple function to render memory content with proper formatting
-  const renderMemoryText = (content: string) => {
-    // Handle multi-line content (bullet points from backend normalization)
-    const lines = content.split('\n').filter(line => line.trim())
-
-    if (lines.length > 1) {
-      return (
-        <div className="space-y-1">
-          {lines.map((line, index) => (
-            <div key={index} className="text-gray-900 dark:text-gray-100">
-              {line}
-            </div>
-          ))}
-        </div>
-      )
-    }
-
-    // Single line content
-    return (
-      <p className="text-gray-900 dark:text-gray-100 leading-relaxed">
-        {content}
-      </p>
-    )
-  }
-
-  const renderMemoryContent = (memory: Memory) => {
-    // Backend now handles all normalization, so we can directly display the content
-    return renderMemoryText(memory.memory)
-  }
-
-  return (
-    <div>
-      {/* Header */}
-      <div className="flex items-center justify-between mb-6">
-        <div className="flex items-center space-x-2">
-          <Brain className="h-6 w-6 text-blue-600" />
-          <div>
-            <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
-              Knowledge & Memory
-            </h1>
-            {memoryProvider && activeTab === 'memories' && (
-              <p className="text-xs text-gray-500 dark:text-gray-400 mt-0.5">
-                Provider: {memoryProvider === 'chronicle' ? 'Chronicle' : memoryProvider === 'openmemory_mcp' ? 'OpenMemory MCP' : memoryProvider}
-              </p>
-            )}
-          </div>
-        </div>
-      </div>
-
-      {/* Tab Navigation */}
-      <div className="flex space-x-1 mb-6 border-b border-gray-200 dark:border-gray-700">
-        <button
-          onClick={() => handleTabChange('memories')}
-          className={`flex items-center space-x-2 px-4 py-2 text-sm font-medium rounded-t-lg transition-colors ${
-            activeTab === 'memories'
-              ? 'bg-blue-100 dark:bg-blue-900/30 text-blue-700 dark:text-blue-300 border-b-2 border-blue-600'
-              : 'text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:bg-gray-100 dark:hover:bg-gray-800'
-          }`}
-        >
-          <Brain className="h-4 w-4" />
-          <span>Memories</span>
-        </button>
-        <button
-          onClick={() => handleTabChange('entities')}
-          className={`flex items-center space-x-2 px-4 py-2 text-sm font-medium rounded-t-lg transition-colors ${
-            activeTab === 'entities'
-              ? 'bg-blue-100 dark:bg-blue-900/30 text-blue-700 dark:text-blue-300 border-b-2 border-blue-600'
-              : 'text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:bg-gray-100 dark:hover:bg-gray-800'
-          }`}
-        >
-          <Users className="h-4 w-4" />
-          <span>Entities</span>
-        </button>
-        <button
-          onClick={() => handleTabChange('promises')}
-          className={`flex items-center space-x-2 px-4 py-2 text-sm font-medium rounded-t-lg transition-colors ${
-            activeTab === 'promises'
-              ? 'bg-blue-100 dark:bg-blue-900/30 text-blue-700 dark:text-blue-300 border-b-2 border-blue-600'
-              : 'text-gray-500 dark:text-gray-400 hover:text-gray-700 dark:hover:text-gray-200 hover:bg-gray-100 dark:hover:bg-gray-800'
-          }`}
-        >
-          <CheckSquare className="h-4 w-4" />
-          <span>Promises</span>
-        </button>
-      </div>
-
-      {/* Tab Content */}
-      {activeTab === 'entities' && (
-        <EntityList
-          onEntityClick={(entity) => {
-            console.log('Entity clicked:', entity)
-            // Could navigate to entity detail page in the future
-          }}
-        />
-      )}
-
-      {activeTab === 'promises' && (
-        <PromisesList
-          onPromiseClick={(promise) => {
-            console.log('Promise clicked:', promise)
-            // Could navigate to conversation source
-            if (promise.source_conversation_id) {
-              navigate(`/conversations/${promise.source_conversation_id}`)
-            }
-          }}
-        />
-      )}
-
-      {activeTab === 'memories' && (
-        <>
-
-      {/* Controls */}
-      <div className="space-y-4 mb-6">
-        <div className="flex items-center justify-end">
-          <button
-            onClick={() => refetchMemories()}
-            disabled={loading || !user}
-            className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 transition-colors disabled:opacity-50"
-          >
-            <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
-            <span>Refresh</span>
-          </button>
-        </div>
-
-        {/* Search */}
-        {memories.length > 0 && (
-          <div className="space-y-4">
-            <div className="relative flex items-center">
-              <Search className="absolute left-3 top-1/2 transform -translate-y-1/2 h-4 w-4 text-gray-400 z-10" />
-              <input
-                type="text"
-                value={searchQuery}
-                onChange={(e) => setSearchQuery(e.target.value)}
-                placeholder="Search memories..."
-                className="w-full pl-10 pr-32 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
-                onKeyDown={(e) => e.key === 'Enter' && handleSemanticSearch()}
-              />
-              <button
-                onClick={handleSemanticSearch}
-                disabled={!searchQuery.trim() || semanticLoading || !user}
-                className="absolute right-2 flex items-center space-x-1 px-3 py-1 bg-blue-600 text-white text-sm rounded hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-                title="Semantic search using AI"
-              >
-                <Brain className={`h-3 w-3 ${semanticLoading ? 'animate-pulse' : ''}`} />
-                <span>{semanticLoading ? 'Searching...' : 'Semantic'}</span>
-              </button>
-            </div>
-
-            {/* Initial Search Threshold Slider - Show for Chronicle provider */}
-            {memoryProviderSupportsThreshold && (
-              <div className="bg-gray-50 dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-md p-4">
-                <div className="flex items-center justify-between mb-2">
-                  <label className="text-sm font-medium text-gray-700 dark:text-gray-300">
-                    {isSemanticFilterActive ? 'Result Filtering (Client-side)' : 'Initial Search Threshold (Server-side)'}
-                  </label>
-                  <div className="flex items-center space-x-2">
-                    <span className="text-sm text-gray-600 dark:text-gray-400">
-                      {relevanceThreshold}%
-                    </span>
-                  </div>
-                </div>
-                <div className="flex items-center space-x-3">
-                  <input
-                    type="range"
-                    min="0"
-                    max="100"
-                    value={relevanceThreshold}
-                    onChange={(e) => setRelevanceThreshold(Number(e.target.value))}
-                    className="flex-1 h-2 bg-gray-200 dark:bg-gray-700 rounded-lg appearance-none cursor-pointer slider"
-                    style={{
-                      ['--progress' as any]: `${relevanceThreshold}%`,
-                      background: `linear-gradient(to right, #3B82F6 0%, #3B82F6 ${relevanceThreshold}%, #E5E7EB ${relevanceThreshold}%, #E5E7EB 100%)`
-                    }}
-                    disabled={semanticLoading}
-                  />
-                  <button
-                    onClick={() => setRelevanceThreshold(0)}
-                    className="text-xs px-2 py-1 text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-200 border border-gray-300 dark:border-gray-600 rounded disabled:opacity-50"
-                    title="Reset threshold"
-                    disabled={semanticLoading}
-                  >
-                    Reset
-                  </button>
-                </div>
-                <p className="mt-2 text-xs text-gray-500 dark:text-gray-400">
-                  {isSemanticFilterActive ? (
-                    relevanceThreshold > 0 ?
-                      `Filtering loaded results: showing memories with ≥ ${relevanceThreshold}% relevance` :
-                      'Showing all loaded results'
-                  ) : (
-                    relevanceThreshold > 0 ?
-                      `Next search will filter server-side: memories with ≥ ${relevanceThreshold}% relevance` :
-                      'Next search will return all results (no server-side filtering)'
-                  )}
-                </p>
-              </div>
-            )}
-          </div>
-        )}
-      </div>
-
-      {/* Semantic Filter Indicator */}
-      {isSemanticFilterActive && (
-        <div className="mb-4">
-          <div className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-md p-3">
-            <div className="flex items-center justify-between">
-              <div className="flex items-center space-x-2">
-                <Brain className="h-4 w-4 text-blue-600 dark:text-blue-400" />
-                <span className="text-sm text-blue-700 dark:text-blue-300">
-                  Semantic search active: "{semanticQuery}"
-                </span>
-              </div>
-              <button
-                onClick={clearSemanticFilter}
-                className="text-blue-600 dark:text-blue-400 hover:text-blue-800 dark:hover:text-blue-200 transition-colors"
-                title="Clear semantic filter"
-              >
-                <X className="h-4 w-4" />
-              </button>
-            </div>
-          </div>
-        </div>
-      )}
-
-      {/* Status Messages */}
-      {user && (memories.length > 0 || isSemanticFilterActive) && (
-        <div className="mb-4">
-          <div className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-md p-4 flex items-center justify-between">
-            <p className="text-sm text-blue-700 dark:text-blue-300">
-              {isSemanticFilterActive ? (
-                relevanceThreshold > 0 ? (
-                  searchQuery ? (
-                    `Showing ${filteredMemories.length} of ${semanticResults.length} semantic matches (filtered by ≥${relevanceThreshold}% relevance + "${searchQuery}")`
-                  ) : (
-                    `Showing ${thresholdFilteredMemories.length} of ${semanticResults.length} semantic matches (filtered by ≥${relevanceThreshold}% relevance)`
-                  )
-                ) : (
-                  searchQuery ? (
-                    `Showing ${filteredMemories.length} of ${semanticResults.length} semantic matches (filtered by "${searchQuery}")`
-                  ) : (
-                    `Showing all ${semanticResults.length} semantic matches for "${semanticQuery}"`
-                  )
-                )
-              ) : (
-                totalCount !== null ? (
-                  `Showing ${memories.length} of ${totalCount} memories`
-                ) : (
-                  `Showing ${memories.length} memories`
-                )
-              )}
-            </p>
-            <div className="flex items-center space-x-2 ml-4">
-              <ArrowUpDown className="h-3.5 w-3.5 text-blue-600 dark:text-blue-400" />
-              <select
-                value={sortOrder}
-                onChange={(e) => setSortOrder(e.target.value as SortOrder)}
-                className="text-sm bg-white dark:bg-gray-800 border border-blue-300 dark:border-blue-700 text-blue-700 dark:text-blue-300 rounded px-2 py-1 focus:outline-none focus:ring-1 focus:ring-blue-500"
-              >
-                <option value="newest">Newest first</option>
-                <option value="oldest">Oldest first</option>
-              </select>
-            </div>
-          </div>
-        </div>
-      )}
-
-      {/* Error Message */}
-      {error && (
-        <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-4 mb-6">
-          <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-        </div>
-      )}
-
-      {/* Loading */}
-      {loading && (
-        <div className="flex items-center justify-center h-32">
-          <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-blue-600"></div>
-          <span className="ml-2 text-gray-600 dark:text-gray-400">Loading memories...</span>
-        </div>
-      )}
-
-      {/* Memories List */}
-      {!loading && filteredMemories.length > 0 && (
-        <div className="space-y-4">
-          <div className="flex justify-between items-center">
-            <p className="text-sm text-gray-600 dark:text-gray-400">
-              {isSemanticFilterActive ? (
-                relevanceThreshold > 0 ? (
-                  searchQuery ? (
-                    `Relevance filtered (≥${relevanceThreshold}%) + text filtered: ${filteredMemories.length} results`
-                  ) : (
-                    `Relevance filtered (≥${relevanceThreshold}%): ${thresholdFilteredMemories.length} results`
-                  )
-                ) : (
-                  searchQuery ? (
-                    `Found ${filteredMemories.length} semantic results matching "${searchQuery}"`
-                  ) : (
-                    `Found ${filteredMemories.length} semantic matches`
-                  )
-                )
-              ) : (
-                searchQuery ? (
-                  `Found ${filteredMemories.length} memories matching "${searchQuery}"`
-                ) : totalCount !== null ? (
-                  `Showing ${filteredMemories.length} of ${totalCount} memories`
-                ) : (
-                  `Found ${filteredMemories.length} memories`
-                )
-              )}
-            </p>
-          </div>
-
-          <div className="space-y-4">
-            {sortedMemories.map((memory) => (
-              <div
-                key={memory.id}
-                className="bg-gray-50 dark:bg-gray-700 rounded-lg border border-gray-200 dark:border-gray-600 hover:border-blue-400 dark:hover:border-blue-500 transition-colors group"
-              >
-                {/* Clickable Memory Content Area */}
-                <div
-                  onClick={() => navigate(`/memories/${memory.id}`)}
-                  className="p-6 cursor-pointer"
-                >
-                  {/* Memory Header */}
-                  <div className="flex justify-between items-start mb-4">
-                    <div className="flex items-center space-x-4">
-                      <div className="flex items-center space-x-2 text-sm text-gray-600 dark:text-gray-400">
-                        <Calendar className="h-4 w-4" />
-                        <span>{formatDate(memory.created_at)}</span>
-                      </div>
-                      {memory.category && (
-                        <div className="flex items-center space-x-2">
-                          <Tag className="h-4 w-4 text-gray-400" />
-                          <span className={`px-2 py-1 rounded-full text-xs font-medium ${getCategoryColor(memory.category)}`}>
-                            {memory.category}
-                          </span>
-                        </div>
-                      )}
-                      {memory.score != null && isSemanticFilterActive && (
-                        <div className="flex items-center space-x-1 text-xs text-gray-500 dark:text-gray-400">
-                          <Target className="h-3 w-3" />
-                          <span>Relevance: {(memory.score * 100).toFixed(1)}%</span>
-                        </div>
-                      )}
-                      {memory.score != null && !isSemanticFilterActive && (
-                        <span className="text-xs text-gray-500 dark:text-gray-400">
-                          Score: {memory.score.toFixed(3)}
-                        </span>
-                      )}
-                    </div>
-                  </div>
-
-                  {/* Memory Title (if available) */}
-                  {memory.metadata?.name && (
-                    <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-3">
-                      {memory.metadata.name}
-                    </h3>
-                  )}
-
-                  {/* Memory Content */}
-                  <div className="prose prose-sm max-w-none group-hover:text-blue-600 dark:group-hover:text-blue-400 transition-colors">
-                    {renderMemoryContent(memory)}
-                  </div>
-
-                  {/* Metadata */}
-                  {memory.metadata && (
-                    <div className="mt-4 pt-4 border-t border-gray-200 dark:border-gray-600">
-                      <details className="text-sm">
-                        <summary className="cursor-pointer text-gray-600 dark:text-gray-400 hover:text-gray-900 dark:hover:text-gray-100">
-                          View metadata
-                        </summary>
-                        <pre className="mt-2 p-2 bg-gray-100 dark:bg-gray-800 rounded text-xs overflow-x-auto">
-                          {JSON.stringify(memory.metadata, null, 2)}
-                        </pre>
-                      </details>
-                    </div>
-                  )}
-                </div>
-
-                {/* Delete Button - Outside clickable area */}
-                <div className="px-6 pb-4">
-                  <button
-                    onClick={(e) => {
-                      e.stopPropagation()
-                      handleDeleteMemory(memory.id)
-                    }}
-                    className="w-full p-2 text-red-600 hover:bg-red-50 dark:hover:bg-red-900/20 rounded-md transition-colors border border-red-200 dark:border-red-800 hover:border-red-400 dark:hover:border-red-600"
-                    title="Delete memory"
-                  >
-                    <div className="flex items-center justify-center space-x-2">
-                      <Trash2 className="h-4 w-4" />
-                      <span className="text-sm">Delete Memory</span>
-                    </div>
-                  </button>
-                </div>
-              </div>
-            ))}
-          </div>
-        </div>
-      )}
-
-      {/* Empty States */}
-      {!loading && !user && (
-        <div className="text-center text-gray-500 dark:text-gray-400 py-12">
-          <Brain className="h-12 w-12 mx-auto mb-4 opacity-50" />
-          <p>Please log in to view your memories</p>
-        </div>
-      )}
-
-      {!loading && user && filteredMemories.length === 0 && !error && (
-        <div className="text-center text-gray-500 dark:text-gray-400 py-12">
-          <Brain className="h-12 w-12 mx-auto mb-4 opacity-50" />
-          <p>
-            {isSemanticFilterActive ? (
-              searchQuery ? (
-                `No semantic results found matching "${searchQuery}"`
-              ) : (
-                `No semantic matches found for "${semanticQuery}"`
-              )
-            ) : (
-              searchQuery
-                ? `No memories found matching "${searchQuery}"`
-                : `No memories found`
-            )}
-          </p>
-          {isSemanticFilterActive && (
-            <button
-              onClick={clearSemanticFilter}
-              className="mt-4 text-blue-600 dark:text-blue-400 hover:text-blue-800 dark:hover:text-blue-200 text-sm underline"
-            >
-              Clear semantic filter and view all memories
-            </button>
-          )}
-        </div>
-      )}
-      </>
-      )}
-    </div>
-  )
-}
diff --git a/backends/advanced/webui/src/pages/MemoriesRouter.tsx b/backends/advanced/webui/src/pages/MemoriesRouter.tsx
deleted file mode 100644
index fa8038f3..00000000
--- a/backends/advanced/webui/src/pages/MemoriesRouter.tsx
+++ /dev/null
@@ -1,9 +0,0 @@
-import Memories from './Memories'
-
-/**
- * Memories page wrapper.
- * Always displays Chronicle native Memories component (backend proxies to provider).
- */
-export default function MemoriesRouter() {
-  return <Memories />
-}
diff --git a/backends/advanced/webui/src/pages/MemoryDetail.tsx b/backends/advanced/webui/src/pages/MemoryDetail.tsx
deleted file mode 100644
index 0d3513ab..00000000
--- a/backends/advanced/webui/src/pages/MemoryDetail.tsx
+++ /dev/null
@@ -1,494 +0,0 @@
-import { useState } from 'react'
-import { useParams, useNavigate } from 'react-router-dom'
-import { useQueryClient } from '@tanstack/react-query'
-import { ArrowLeft, Calendar, Tag, Trash2, RefreshCw, Edit3, Save, X, MessageSquare } from 'lucide-react'
-import { annotationsApi } from '../services/api'
-import { useAuth } from '../contexts/AuthContext'
-import { useMemoryDetail, useDeleteMemory } from '../hooks/useMemories'
-
-interface Memory {
-  id: string
-  memory: string
-  category?: string
-  created_at: string
-  updated_at: string
-  user_id: string
-  score?: number
-  metadata?: {
-    name?: string
-    timeRanges?: Array<{
-      start: string
-      end: string
-      name?: string
-    }>
-    isPerson?: boolean
-    isEvent?: boolean
-    isPlace?: boolean
-    extractedWith?: {
-      model: string
-      timestamp: string
-    }
-    [key: string]: any
-  }
-  hash?: string
-  role?: string
-  source_conversation?: {
-    conversation_id: string
-    title?: string
-    summary?: string
-    created_at?: string
-  }
-}
-
-export default function MemoryDetail() {
-  const { id } = useParams<{ id: string }>()
-  const navigate = useNavigate()
-  const { user } = useAuth()
-  const queryClient = useQueryClient()
-
-  const {
-    data: memoryData,
-    isLoading: loading,
-    error: queryError,
-  } = useMemoryDetail(id, user?.id)
-
-  const memory = memoryData as Memory | undefined
-
-  const error = queryError?.message ?? ((!loading && !memory) ? 'Memory not found' : null)
-
-  // Inline editing state
-  const [isEditing, setIsEditing] = useState(false)
-  const [editedContent, setEditedContent] = useState('')
-  const [isSaving, setIsSaving] = useState(false)
-  const [saveError, setSaveError] = useState<string | null>(null)
-
-  const handleStartEdit = () => {
-    if (memory) {
-      setEditedContent(memory.memory)
-      setIsEditing(true)
-      setSaveError(null)
-    }
-  }
-
-  const handleCancelEdit = () => {
-    setIsEditing(false)
-    setEditedContent('')
-    setSaveError(null)
-  }
-
-  const handleSaveEdit = async () => {
-    if (!memory || !id || !user?.id) return
-
-    // Don't save if content hasn't changed
-    if (editedContent === memory.memory) {
-      setIsEditing(false)
-      return
-    }
-
-    setIsSaving(true)
-    setSaveError(null)
-
-    try {
-      // Create annotation to update memory
-      await annotationsApi.createMemoryAnnotation({
-        memory_id: id,
-        original_text: memory.memory,
-        corrected_text: editedContent
-      })
-
-      // Update query cache
-      queryClient.setQueryData(['memory', id], {
-        ...memory,
-        memory: editedContent,
-        updated_at: new Date().toISOString()
-      })
-
-      setIsEditing(false)
-      console.log('✅ Memory updated successfully')
-    } catch (err: any) {
-      console.error('❌ Failed to save memory:', err)
-      setSaveError(err.response?.data?.detail || err.message || 'Failed to save changes')
-    } finally {
-      setIsSaving(false)
-    }
-  }
-
-  const handleKeyDown = (e: React.KeyboardEvent<HTMLTextAreaElement>) => {
-    if (e.key === 'Enter' && (e.ctrlKey || e.metaKey)) {
-      e.preventDefault()
-      handleSaveEdit()
-    } else if (e.key === 'Escape') {
-      e.preventDefault()
-      handleCancelEdit()
-    }
-  }
-
-  const deleteMemoryMutation = useDeleteMemory()
-
-  const handleDelete = async () => {
-    if (!memory || !id) return
-
-    const confirmed = window.confirm('Are you sure you want to delete this memory?')
-    if (!confirmed) return
-
-    try {
-      await deleteMemoryMutation.mutateAsync(id)
-      navigate('/memories')
-    } catch (err: any) {
-      console.error('Failed to delete memory:', err)
-      alert('Failed to delete memory: ' + (err.message || 'Unknown error'))
-    }
-  }
-
-  const formatDate = (dateInput: string | number | undefined | null) => {
-    if (dateInput === undefined || dateInput === null || dateInput === '') {
-      return 'N/A'
-    }
-
-    let date: Date
-
-    if (typeof dateInput === 'number') {
-      date = dateInput > 1e10 ? new Date(dateInput) : new Date(dateInput * 1000)
-    } else if (typeof dateInput === 'string') {
-      if (dateInput.match(/^\d+$/)) {
-        const timestamp = parseInt(dateInput)
-        date = timestamp > 1e10 ? new Date(timestamp) : new Date(timestamp * 1000)
-      } else {
-        date = new Date(dateInput)
-      }
-    } else {
-      date = new Date(dateInput)
-    }
-
-    if (isNaN(date.getTime())) {
-      return 'N/A'
-    }
-
-    return date.toLocaleString('en-US', {
-      year: 'numeric',
-      month: 'short',
-      day: 'numeric',
-      hour: '2-digit',
-      minute: '2-digit'
-    })
-  }
-
-  const getMemoryTypeIcon = () => {
-    if (memory?.metadata?.isEvent) return '📅'
-    if (memory?.metadata?.isPerson) return '👤'
-    if (memory?.metadata?.isPlace) return '📍'
-    return '🧠'
-  }
-
-  const getMemoryTypeLabel = () => {
-    if (memory?.metadata?.isEvent) return 'Event'
-    if (memory?.metadata?.isPerson) return 'Person'
-    if (memory?.metadata?.isPlace) return 'Place'
-    return 'Memory'
-  }
-
-  if (loading) {
-    return (
-      <div className="max-w-4xl mx-auto p-6">
-        <div className="flex items-center gap-4 mb-6">
-          <button
-            onClick={() => navigate('/memories')}
-            className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100"
-          >
-            <ArrowLeft className="w-5 h-5" />
-            Back
-          </button>
-        </div>
-        <div className="flex items-center justify-center py-12">
-          <RefreshCw className="w-6 h-6 animate-spin text-blue-600" />
-          <span className="ml-3 text-gray-600 dark:text-gray-400">Loading memory...</span>
-        </div>
-      </div>
-    )
-  }
-
-  if (error || !memory) {
-    return (
-      <div className="max-w-4xl mx-auto p-6">
-        <div className="flex items-center gap-4 mb-6">
-          <button
-            onClick={() => navigate('/memories')}
-            className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100"
-          >
-            <ArrowLeft className="w-5 h-5" />
-            Back
-          </button>
-        </div>
-        <div className="border border-red-200 dark:border-red-800 rounded-lg p-8 text-center bg-red-50 dark:bg-red-900/20">
-          <p className="text-red-600 dark:text-red-400">
-            {error || 'Memory not found'}
-          </p>
-        </div>
-      </div>
-    )
-  }
-
-  return (
-    <div className="max-w-4xl mx-auto p-6 space-y-6">
-      {/* Header */}
-      <div className="flex items-center justify-between">
-        <button
-          onClick={() => navigate('/memories')}
-          className="flex items-center gap-2 text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100 transition-colors"
-        >
-          <ArrowLeft className="w-5 h-5" />
-          Back to Memories
-        </button>
-        <button
-          onClick={handleDelete}
-          className="flex items-center gap-2 px-4 py-2 bg-red-600 text-white rounded-lg hover:bg-red-700 transition-colors"
-        >
-          <Trash2 className="w-4 h-4" />
-          Delete
-        </button>
-      </div>
-
-      {/* Main Content */}
-      <div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
-        {/* Left Column - Memory Content */}
-        <div className="lg:col-span-2 space-y-6">
-          {/* Memory Card */}
-          <div className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6">
-            <div className="flex items-start gap-3 mb-4">
-              <div className="text-3xl">{getMemoryTypeIcon()}</div>
-              <div className="flex-1">
-                <div className="flex items-center gap-2 mb-2">
-                  <span className="px-2 py-1 text-xs font-medium bg-blue-100 dark:bg-blue-900/30 text-blue-700 dark:text-blue-400 rounded">
-                    {getMemoryTypeLabel()}
-                  </span>
-                  {memory.category && (
-                    <span className="px-2 py-1 text-xs font-medium bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-300 rounded flex items-center gap-1">
-                      <Tag className="w-3 h-3" />
-                      {memory.category}
-                    </span>
-                  )}
-                </div>
-                {memory.metadata?.name && (
-                  <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100 mb-3">
-                    {memory.metadata.name}
-                  </h1>
-                )}
-
-                {/* Editable Memory Content */}
-                <div className="relative">
-                  {isEditing ? (
-                    // Edit mode
-                    <div className="space-y-3">
-                      <textarea
-                        value={editedContent}
-                        onChange={(e) => setEditedContent(e.target.value)}
-                        onKeyDown={handleKeyDown}
-                        className="w-full min-h-[150px] px-4 py-3 text-gray-700 dark:text-gray-300 bg-white dark:bg-gray-900 border-2 border-blue-500 dark:border-blue-400 rounded-lg focus:outline-none focus:ring-2 focus:ring-blue-500 dark:focus:ring-blue-400 resize-y leading-relaxed"
-                        placeholder="Enter memory content..."
-                        autoFocus
-                        disabled={isSaving}
-                      />
-
-                      {saveError && (
-                        <div className="text-sm text-red-600 dark:text-red-400">
-                          {saveError}
-                        </div>
-                      )}
-
-                      <div className="flex items-center gap-2">
-                        <button
-                          onClick={handleSaveEdit}
-                          disabled={isSaving || editedContent === memory.memory}
-                          className="flex items-center gap-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-                        >
-                          <Save className="w-4 h-4" />
-                          {isSaving ? 'Saving...' : 'Save'}
-                        </button>
-                        <button
-                          onClick={handleCancelEdit}
-                          disabled={isSaving}
-                          className="flex items-center gap-2 px-4 py-2 bg-gray-200 dark:bg-gray-700 text-gray-700 dark:text-gray-300 rounded-lg hover:bg-gray-300 dark:hover:bg-gray-600 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-                        >
-                          <X className="w-4 h-4" />
-                          Cancel
-                        </button>
-                        <span className="text-xs text-gray-500 dark:text-gray-400 ml-2">
-                          Ctrl+Enter to save, Esc to cancel
-                        </span>
-                      </div>
-                    </div>
-                  ) : (
-                    // View mode with hover to edit
-                    <div
-                      onClick={handleStartEdit}
-                      className="group cursor-pointer rounded-lg p-3 -mx-3 transition-colors hover:bg-yellow-50 dark:hover:bg-yellow-900/10"
-                      title="Click to edit"
-                    >
-                      <p className="text-gray-700 dark:text-gray-300 leading-relaxed whitespace-pre-wrap">
-                        {memory.memory}
-                      </p>
-                      <div className="opacity-0 group-hover:opacity-100 transition-opacity mt-2 flex items-center gap-1 text-sm text-gray-500 dark:text-gray-400">
-                        <Edit3 className="w-4 h-4" />
-                        <span>Click to edit</span>
-                      </div>
-                    </div>
-                  )}
-                </div>
-              </div>
-            </div>
-          </div>
-
-          {/* Time Ranges */}
-          {memory.metadata?.timeRanges && memory.metadata.timeRanges.length > 0 && (
-            <div className="bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg p-6">
-              <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center gap-2">
-                <Calendar className="w-5 h-5" />
-                Time Ranges
-              </h2>
-              <div className="space-y-3">
-                {memory.metadata.timeRanges.map((range, index) => (
-                  <div key={index} className="flex items-start gap-3 p-3 bg-gray-50 dark:bg-gray-700/50 rounded-lg">
-                    <Calendar className="w-4 h-4 mt-1 text-blue-600 dark:text-blue-400" />
-                    <div className="flex-1">
-                      {range.name && (
-                        <div className="font-medium text-gray-900 dark:text-gray-100 mb-1">
-                          {range.name}
-                        </div>
-                      )}
-                      <div className="text-sm text-gray-600 dark:text-gray-400">
-                        <div><strong>Start:</strong> {formatDate(range.start)}</div>
-                        <div><strong>End:</strong> {formatDate(range.end)}</div>
-                      </div>
-                    </div>
-                  </div>
-                ))}
-              </div>
-            </div>
-          )}
-        </div>
-
-        {/* Right Column - Metadata */}
-        <div className="space-y-6">
-          {/* Metadata Card */}
-          <div className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
-            <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3">
-              Metadata
-            </h3>
-            <dl className="space-y-3 text-sm">
-              <div className="flex justify-between items-start">
-                <dt className="text-gray-600 dark:text-gray-400">Created:</dt>
-                <dd className="text-gray-900 dark:text-gray-100 text-right">
-                  {formatDate(memory.created_at)}
-                </dd>
-              </div>
-              <div className="flex justify-between items-start">
-                <dt className="text-gray-600 dark:text-gray-400">Updated:</dt>
-                <dd className="text-gray-900 dark:text-gray-100 text-right">
-                  {formatDate(memory.updated_at)}
-                </dd>
-              </div>
-              {memory.score !== undefined && memory.score !== null && (
-                <div className="flex justify-between items-start">
-                  <dt className="text-gray-600 dark:text-gray-400">Score:</dt>
-                  <dd className="text-gray-900 dark:text-gray-100">
-                    {memory.score.toFixed(3)}
-                  </dd>
-                </div>
-              )}
-              {memory.hash && (
-                <div className="flex justify-between items-start">
-                  <dt className="text-gray-600 dark:text-gray-400">Hash:</dt>
-                  <dd className="font-mono text-xs text-gray-900 dark:text-gray-100 truncate max-w-[150px]" title={memory.hash}>
-                    {memory.hash.substring(0, 12)}...
-                  </dd>
-                </div>
-              )}
-            </dl>
-          </div>
-
-          {/* Extraction Metadata */}
-          {memory.metadata?.extractedWith && (
-            <div className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
-              <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3">
-                Extraction
-              </h3>
-              <dl className="space-y-3 text-sm">
-                <div className="flex justify-between items-start">
-                  <dt className="text-gray-600 dark:text-gray-400">Model:</dt>
-                  <dd className="font-mono text-xs text-gray-900 dark:text-gray-100">
-                    {memory.metadata.extractedWith.model}
-                  </dd>
-                </div>
-                <div className="flex justify-between items-start">
-                  <dt className="text-gray-600 dark:text-gray-400">Time:</dt>
-                  <dd className="text-gray-900 dark:text-gray-100 text-right">
-                    {formatDate(memory.metadata.extractedWith.timestamp)}
-                  </dd>
-                </div>
-              </dl>
-            </div>
-          )}
-
-          {/* Source Conversation */}
-          {memory.source_conversation && (
-            <div className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-lg p-4">
-              <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3 flex items-center gap-2">
-                <MessageSquare className="w-4 h-4" />
-                Source Conversation
-              </h3>
-              <div className="space-y-2">
-                <button
-                  onClick={() => navigate(`/conversations/${memory.source_conversation!.conversation_id}`)}
-                  className="text-sm font-medium text-blue-700 dark:text-blue-300 hover:underline text-left"
-                >
-                  {memory.source_conversation.title || 'Untitled Conversation'}
-                </button>
-                {memory.source_conversation.summary && (
-                  <p className="text-xs text-gray-600 dark:text-gray-400 line-clamp-3">
-                    {memory.source_conversation.summary}
-                  </p>
-                )}
-                {memory.source_conversation.created_at && (
-                  <p className="text-xs text-gray-500 dark:text-gray-500">
-                    {formatDate(memory.source_conversation.created_at)}
-                  </p>
-                )}
-              </div>
-            </div>
-          )}
-
-          {/* Additional Metadata */}
-          {(() => {
-            const INTERNAL_KEYS = [
-              'name', 'timeRanges', 'isPerson', 'isEvent', 'isPlace', 'extractedWith',
-              'source_id', 'user_id', 'user_email', 'client_id', 'source', 'timestamp',
-              'extraction_enabled', 'client_name', 'mcp_server', 'chronicle_user_id',
-              'chronicle_user_email',
-            ]
-            const visibleEntries = memory.metadata
-              ? Object.entries(memory.metadata).filter(([key]) => !INTERNAL_KEYS.includes(key))
-              : []
-
-            return visibleEntries.length > 0 ? (
-              <div className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-lg p-4">
-                <h3 className="text-sm font-semibold text-gray-500 dark:text-gray-400 uppercase mb-3">
-                  Additional Data
-                </h3>
-                <dl className="space-y-2 text-sm">
-                  {visibleEntries.map(([key, value]) => (
-                    <div key={key} className="flex justify-between items-start gap-2">
-                      <dt className="text-gray-600 dark:text-gray-400 capitalize">{key}:</dt>
-                      <dd className="text-gray-900 dark:text-gray-100 text-right truncate max-w-[150px]" title={String(value)}>
-                        {typeof value === 'object' ? JSON.stringify(value) : String(value)}
-                      </dd>
-                    </div>
-                  ))}
-                </dl>
-              </div>
-            ) : null
-          })()}
-        </div>
-      </div>
-    </div>
-  )
-}
diff --git a/backends/advanced/webui/src/pages/MemoryLedger.tsx b/backends/advanced/webui/src/pages/MemoryLedger.tsx
new file mode 100644
index 00000000..48b4bb65
--- /dev/null
+++ b/backends/advanced/webui/src/pages/MemoryLedger.tsx
@@ -0,0 +1,371 @@
+import { useMemo, useState } from 'react'
+import { Link } from 'react-router-dom'
+import {
+  ScrollText, RefreshCw, ChevronRight, ChevronDown, ExternalLink,
+  Sparkles, Bot, PenLine, Trash2, FileText, type LucideIcon,
+} from 'lucide-react'
+import { useAuth } from '../contexts/AuthContext'
+import { useMemoryLedger, useMemoryAuditDiff } from '../hooks/useMemoryLedger'
+import type { MemoryAuditEntry } from '../services/api'
+import { Button, MetadataChip, StateBadge } from '../components/ui'
+
+// ---- Provenance classification -------------------------------------------
+// The ledger answers "who changed this memory and why". The backend owns the
+// taxonomy (cause × actor → source_kind/source_label, see services/memory/
+// audit.py); the UI maps the coarse `source_kind` to a distinguishing icon and
+// prints the precise `source_label` (e.g. "Speaker reprocess" vs "Transcript
+// reprocess" both share the reprocess family). The chip stays muted — the icon
+// and label carry the category; provenance is metadata, not a state signal.
+
+type SourceKind = MemoryAuditEntry['source_kind']
+
+interface SourceMeta {
+  kind: SourceKind
+  label: string
+  Icon: LucideIcon
+}
+
+const KIND_ICON: Record<SourceKind, LucideIcon> = {
+  extraction: Sparkles,
+  reprocess: RefreshCw,
+  human: PenLine,
+  agent: Bot,
+  bulk: Trash2,
+  other: FileText,
+}
+
+function classifySource(e: MemoryAuditEntry): SourceMeta {
+  const kind = e.source_kind ?? 'other'
+  return { kind, label: e.source_label || 'system', Icon: KIND_ICON[kind] ?? FileText }
+}
+
+// Deletions are the safety-relevant operation to scan for in an audit log, so
+// they keep a restrained danger tint; every other operation is plain metadata.
+const isDestructiveOp = (op: string) => op === 'delete' || op === 'delete_all'
+
+const SOURCE_FILTERS: { value: SourceKind | 'all'; label: string }[] = [
+  { value: 'all', label: 'All sources' },
+  { value: 'extraction', label: 'AI extraction' },
+  { value: 'agent', label: 'Memory agent' },
+  { value: 'reprocess', label: 'Reprocess' },
+  { value: 'human', label: 'Human (Obsidian)' },
+  { value: 'bulk', label: 'Bulk delete' },
+]
+
+function formatTime(iso: string | null): string {
+  if (!iso) return '—'
+  return new Date(iso).toLocaleString()
+}
+
+function formatBytes(n: number | null): string {
+  if (n == null) return ''
+  if (n < 1024) return `${n} B`
+  return `${(n / 1024).toFixed(1)} KB`
+}
+
+// ---- Diff rendering --------------------------------------------------------
+
+function DiffView({ entryId }: { entryId: string }) {
+  const { data, isLoading, error } = useMemoryAuditDiff(entryId)
+
+  if (isLoading) return <div className="px-4 py-3 text-sm text-gray-500 dark:text-gray-400">Loading changes…</div>
+  if (error) return <div className="px-4 py-3 text-sm text-red-600 dark:text-red-400">Failed to load diff.</div>
+  if (!data) return null
+  if (!data.diff_available)
+    return <div className="px-4 py-3 text-sm italic text-gray-500 dark:text-gray-400">{data.reason || 'No content recorded for this change.'}</div>
+  if (!data.diff.trim())
+    return <div className="px-4 py-3 text-sm italic text-gray-500 dark:text-gray-400">No textual change.</div>
+
+  const lines = data.diff.split('\n')
+  return (
+    <pre className="m-3 overflow-x-auto rounded-md border border-gray-200 bg-gray-50 p-3 text-xs leading-relaxed dark:border-gray-700 dark:bg-gray-900">
+      {lines.map((ln, i) => {
+        let cls = 'text-gray-600 dark:text-gray-400'
+        if (ln.startsWith('+++') || ln.startsWith('---')) cls = 'text-gray-400 dark:text-gray-500'
+        else if (ln.startsWith('@@')) cls = 'text-cyan-600 dark:text-cyan-400'
+        else if (ln.startsWith('+')) cls = 'text-green-700 bg-green-50 dark:bg-green-900/20 dark:text-green-300'
+        else if (ln.startsWith('-')) cls = 'text-red-700 bg-red-50 dark:bg-red-900/20 dark:text-red-300'
+        return <div key={i} className={`whitespace-pre-wrap break-words font-mono ${cls}`}>{ln || ' '}</div>
+      })}
+    </pre>
+  )
+}
+
+// ---- One ledger row --------------------------------------------------------
+
+function LedgerRow({ entry }: { entry: MemoryAuditEntry }) {
+  const [open, setOpen] = useState(false)
+  const src = classifySource(entry)
+  const expandable = entry.has_diff
+  const SrcIcon = src.Icon
+
+  return (
+    <div className="rounded-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
+      <button
+        type="button"
+        onClick={() => expandable && setOpen(o => !o)}
+        className={`flex w-full items-center gap-3 px-3 py-2.5 text-left ${
+          expandable ? 'hover:bg-gray-50 dark:hover:bg-gray-700/50 cursor-pointer' : 'cursor-default'
+        }`}
+      >
+        <span className="flex-shrink-0 w-4 text-gray-400">
+          {expandable ? (open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />) : null}
+        </span>
+
+        <MetadataChip className="flex-shrink-0 gap-1">
+          <SrcIcon className="h-3.5 w-3.5" />
+          {src.label}
+        </MetadataChip>
+
+        {isDestructiveOp(entry.operation) ? (
+          <StateBadge tone="danger" className="flex-shrink-0">{entry.operation}</StateBadge>
+        ) : (
+          <MetadataChip className="flex-shrink-0">{entry.operation}</MetadataChip>
+        )}
+
+        <span className="min-w-0 flex-1 truncate font-mono text-sm text-gray-800 dark:text-gray-200" title={entry.note_path || ''}>
+          {entry.note_path || (entry.operation === 'delete_all' ? `entire vault${entry.extra?.count ? ` (${String(entry.extra.count)} notes)` : ''}` : '—')}
+        </span>
+
+        {entry.summary && (
+          <span className="flex-shrink-0 hidden sm:inline text-xs text-gray-500 dark:text-gray-400">{entry.summary}</span>
+        )}
+        {entry.after_bytes != null && (
+          <span className="flex-shrink-0 hidden md:inline text-xs text-gray-400 dark:text-gray-500">{formatBytes(entry.after_bytes)}</span>
+        )}
+
+        {entry.conversation_id && (
+          <Link
+            to={`/conversations/${entry.conversation_id}`}
+            onClick={e => e.stopPropagation()}
+            className="flex-shrink-0 hidden md:inline-flex items-center gap-0.5 text-xs text-blue-600 hover:underline dark:text-blue-400"
+            title="Open source conversation"
+          >
+            conversation <ExternalLink className="h-3 w-3" />
+          </Link>
+        )}
+
+        <span className="flex-shrink-0 w-40 text-right text-xs text-gray-500 dark:text-gray-400">{formatTime(entry.created_at)}</span>
+      </button>
+
+      {open && expandable && <DiffView entryId={entry.id} />}
+    </div>
+  )
+}
+
+// ---- Summary strip ---------------------------------------------------------
+
+function SummaryStrip({ entries }: { entries: MemoryAuditEntry[] }) {
+  const counts = useMemo(() => {
+    const c: Record<SourceKind, number> = { extraction: 0, reprocess: 0, human: 0, agent: 0, bulk: 0, other: 0 }
+    for (const e of entries) c[classifySource(e).kind]++
+    return c
+  }, [entries])
+
+  const cards: { label: string; value: number }[] = [
+    { label: 'Total changes', value: entries.length },
+    { label: 'AI extraction', value: counts.extraction },
+    { label: 'Memory agent', value: counts.agent },
+    { label: 'Reprocess', value: counts.reprocess },
+    { label: 'Human (Obsidian)', value: counts.human },
+    { label: 'Bulk delete', value: counts.bulk },
+  ]
+
+  return (
+    <div className="grid grid-cols-2 gap-3 sm:grid-cols-3 lg:grid-cols-6">
+      {cards.map(c => (
+        <div key={c.label} className="rounded-lg border border-gray-200 bg-gray-50 p-3 dark:border-gray-700 dark:bg-gray-900/40">
+          <div className="text-2xl font-bold text-gray-900 dark:text-gray-100">{c.value}</div>
+          <div className="text-xs text-gray-500 dark:text-gray-400">{c.label}</div>
+        </div>
+      ))}
+    </div>
+  )
+}
+
+// ---- Page ------------------------------------------------------------------
+
+export default function MemoryLedger() {
+  const { isAdmin } = useAuth()
+
+  const [limit, setLimit] = useState(200)
+  const [userIdFilter, setUserIdFilter] = useState('')
+  const [sourceFilter, setSourceFilter] = useState<SourceKind | 'all'>('all')
+  const [operationFilter, setOperationFilter] = useState<string>('all')
+  const [noteSearch, setNoteSearch] = useState('')
+  const [viewMode, setViewMode] = useState<'timeline' | 'by-note'>('timeline')
+
+  const { data, isLoading, error, refetch, isFetching } = useMemoryLedger({
+    limit,
+    ...(isAdmin && userIdFilter.trim() ? { user_id: userIdFilter.trim() } : {}),
+  })
+
+  const entries = data?.entries ?? []
+
+  const filtered = useMemo(() => {
+    const q = noteSearch.trim().toLowerCase()
+    return entries.filter(e => {
+      if (sourceFilter !== 'all' && classifySource(e).kind !== sourceFilter) return false
+      if (operationFilter !== 'all' && e.operation !== operationFilter) return false
+      if (q && !(e.note_path || '').toLowerCase().includes(q)) return false
+      return true
+    })
+  }, [entries, sourceFilter, operationFilter, noteSearch])
+
+  // By-note grouping. Entries arrive newest-first, so Map insertion order is
+  // "most recently changed note first", and each note keeps its own history.
+  const groups = useMemo(() => {
+    const m = new Map<string, MemoryAuditEntry[]>()
+    for (const e of filtered) {
+      const key = e.note_path || '(no note)'
+      const arr = m.get(key)
+      if (arr) arr.push(e)
+      else m.set(key, [e])
+    }
+    return Array.from(m.entries())
+  }, [filtered])
+
+  return (
+    <div>
+      <div className="mb-6 flex items-center justify-between">
+        <div className="flex items-center space-x-2">
+          <ScrollText className="h-6 w-6 text-blue-600" />
+          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">Memory Ledger</h1>
+        </div>
+        <Button
+          variant="secondary"
+          size="sm"
+          onClick={() => refetch()}
+          disabled={isFetching}
+          icon={<RefreshCw className={`h-4 w-4 ${isFetching ? 'animate-spin' : ''}`} />}
+        >
+          Refresh
+        </Button>
+      </div>
+
+      <p className="mb-5 text-sm text-gray-500 dark:text-gray-400">
+        Every change to your memory vault — what the AI extracted, what the memory agent wrote,
+        and what you edited yourself in Obsidian. Expand a row to see the exact before→after diff.
+      </p>
+
+      {error && (
+        <div className="mb-4 rounded-md border border-red-200 bg-red-50 p-4 text-sm text-red-700 dark:border-red-800 dark:bg-red-900/30 dark:text-red-300">
+          {(error as Error).message || 'Failed to load the memory ledger.'}
+        </div>
+      )}
+
+      <div className="mb-5">
+        <SummaryStrip entries={entries} />
+      </div>
+
+      {/* Controls */}
+      <div className="mb-4 flex flex-wrap items-center gap-3">
+        <div className="inline-flex rounded-md border border-gray-200 dark:border-gray-700 overflow-hidden">
+          {(['timeline', 'by-note'] as const).map(m => (
+            <button
+              key={m}
+              onClick={() => setViewMode(m)}
+              className={`px-3 py-1.5 text-sm font-medium ${
+                viewMode === m
+                  ? 'bg-blue-100 text-blue-900 dark:bg-blue-900 dark:text-blue-100'
+                  : 'bg-white text-gray-600 hover:bg-gray-50 dark:bg-gray-800 dark:text-gray-300 dark:hover:bg-gray-700'
+              }`}
+            >
+              {m === 'timeline' ? 'Timeline' : 'By note'}
+            </button>
+          ))}
+        </div>
+
+        <select
+          value={sourceFilter}
+          onChange={e => setSourceFilter(e.target.value as SourceKind | 'all')}
+          className="rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+        >
+          {SOURCE_FILTERS.map(o => <option key={o.value} value={o.value}>{o.label}</option>)}
+        </select>
+
+        <select
+          value={operationFilter}
+          onChange={e => setOperationFilter(e.target.value)}
+          className="rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+        >
+          {['all', 'create', 'update', 'delete', 'rename', 'delete_all'].map(o => (
+            <option key={o} value={o}>{o === 'all' ? 'All operations' : o}</option>
+          ))}
+        </select>
+
+        <input
+          type="text"
+          value={noteSearch}
+          onChange={e => setNoteSearch(e.target.value)}
+          placeholder="Filter by note path…"
+          className="min-w-[12rem] flex-1 rounded-md border border-gray-300 bg-white px-3 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+        />
+
+        <select
+          value={limit}
+          onChange={e => setLimit(Number(e.target.value))}
+          className="rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+        >
+          {[50, 100, 200, 500, 1000].map(n => <option key={n} value={n}>Last {n}</option>)}
+        </select>
+
+        {isAdmin && (
+          <input
+            type="text"
+            value={userIdFilter}
+            onChange={e => setUserIdFilter(e.target.value)}
+            placeholder="user_id (admin)"
+            className="w-44 rounded-md border border-gray-300 bg-white px-3 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+          />
+        )}
+      </div>
+
+      {/* List */}
+      {isLoading ? (
+        <div className="flex items-center justify-center h-40">
+          <div className="h-8 w-8 animate-spin rounded-full border-b-2 border-blue-600" />
+        </div>
+      ) : filtered.length === 0 ? (
+        <div className="rounded-lg border border-dashed border-gray-300 p-10 text-center text-sm text-gray-500 dark:border-gray-700 dark:text-gray-400">
+          No vault changes recorded {entries.length > 0 ? 'for the current filters' : 'yet'}.
+        </div>
+      ) : viewMode === 'timeline' ? (
+        <div className="space-y-2">
+          {filtered.map(e => <LedgerRow key={e.id} entry={e} />)}
+        </div>
+      ) : (
+        <div className="space-y-4">
+          {groups.map(([notePath, items]) => (
+            <NoteGroup key={notePath} notePath={notePath} items={items} />
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
+function NoteGroup({ notePath, items }: { notePath: string; items: MemoryAuditEntry[] }) {
+  const [open, setOpen] = useState(true)
+  return (
+    <div className="rounded-lg border border-gray-200 dark:border-gray-700">
+      <button
+        type="button"
+        onClick={() => setOpen(o => !o)}
+        className="flex w-full items-center gap-2 px-3 py-2 text-left hover:bg-gray-50 dark:hover:bg-gray-700/50"
+      >
+        {open ? <ChevronDown className="h-4 w-4 text-gray-400" /> : <ChevronRight className="h-4 w-4 text-gray-400" />}
+        <FileText className="h-4 w-4 text-gray-400" />
+        <span className="min-w-0 flex-1 truncate font-mono text-sm font-medium text-gray-800 dark:text-gray-200">{notePath}</span>
+        <MetadataChip className="flex-shrink-0">
+          {items.length} {items.length === 1 ? 'change' : 'changes'}
+        </MetadataChip>
+      </button>
+      {open && (
+        <div className="space-y-2 p-2 pt-0">
+          {items.map(e => <LedgerRow key={e.id} entry={e} />)}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/Network.tsx b/backends/advanced/webui/src/pages/Network.tsx
new file mode 100644
index 00000000..62604931
--- /dev/null
+++ b/backends/advanced/webui/src/pages/Network.tsx
@@ -0,0 +1,487 @@
+import { useState } from 'react'
+import { Network as NetworkIcon, RefreshCw, CheckCircle, XCircle, Wifi, WifiOff, Radio, Search, Server, Smartphone, Pencil, Trash2, Check, X } from 'lucide-react'
+import { useQuery, useQueryClient } from '@tanstack/react-query'
+import { useAuth } from '../contexts/AuthContext'
+import { systemApi, clientsApi } from '../services/api'
+import { Button } from '../components/ui'
+
+interface DiscoveredService {
+  name: string
+  url: string | null
+  reachable: boolean
+  error?: string
+  labels?: Record<string, string>
+  host?: string
+}
+
+interface AdvertisedService {
+  name: string
+  port: number
+  label?: string
+}
+
+interface ConnectedDevice {
+  client_id: string
+  device_name: string
+  name?: string  // user-editable friendly label
+  user_email?: string
+  connected: boolean
+  has_active_conversation: boolean
+  last_seen?: number  // seconds since last inbound message
+}
+
+interface NetworkData {
+  tailscale_available: boolean
+  advertising: AdvertisedService[]
+  discovered_services: DiscoveredService[]
+  connected_devices?: ConnectedDevice[]
+  error?: string
+}
+
+// Human-readable "last seen" from seconds-since-last-message.
+function formatAgo(secs?: number): string {
+  if (secs == null) return 'unknown'
+  if (secs < 60) return `${Math.round(secs)}s ago`
+  if (secs < 3600) return `${Math.round(secs / 60)}m ago`
+  if (secs < 86400) return `${Math.round(secs / 3600)}h ago`
+  return `${Math.round(secs / 86400)}d ago`
+}
+
+const SERVICE_DISPLAY: Record<string, { label: string; description: string }> = {
+  'chronicle-backend': { label: 'Chronicle Backend', description: 'Core API and audio processing' },
+  'chronicle-speaker': { label: 'Speaker Recognition', description: 'Voice identification service' },
+  'chronicle-asr': { label: 'ASR Service', description: 'Offline speech-to-text' },
+  'chronicle-llm': { label: 'Local LLM', description: 'Local LLM via llama.cpp' },
+  'chronicle-tts': { label: 'Text-to-Speech', description: 'TTS synthesis service' },
+  'chronicle-relay': { label: 'HAVPE Relay', description: 'ESP32 audio bridge' },
+}
+
+function getServiceDisplay(name: string) {
+  if (SERVICE_DISPLAY[name]) return SERVICE_DISPLAY[name]
+  // Derive a label from unknown chronicle-* names
+  const suffix = name.replace('chronicle-', '')
+  return { label: suffix.charAt(0).toUpperCase() + suffix.slice(1), description: '' }
+}
+
+// The advertising node's OWN view of a service's health, carried in the minidisc
+// labels (health/running) that the node agent refreshes live. Distinct from the
+// reachability icon, which is this backend's own probe of the service URL.
+function healthBadge(health?: string): { text: string; cls: string } | null {
+  switch (health) {
+    case 'healthy':
+      return { text: 'healthy', cls: 'bg-green-100 text-green-700 dark:bg-green-900 dark:text-green-300' }
+    case 'partial':
+      return { text: 'partial', cls: 'bg-yellow-100 text-yellow-700 dark:bg-yellow-900 dark:text-yellow-300' }
+    case 'unhealthy':
+      return { text: 'unhealthy', cls: 'bg-red-100 text-red-700 dark:bg-red-900 dark:text-red-300' }
+    case 'stopped':
+      return { text: 'stopped', cls: 'bg-gray-200 text-gray-600 dark:bg-gray-600 dark:text-gray-300' }
+    default:
+      return null
+  }
+}
+
+// Group discovered services by host
+function groupByHost(services: DiscoveredService[]): Record<string, DiscoveredService[]> {
+  const groups: Record<string, DiscoveredService[]> = {}
+  for (const svc of services) {
+    const host = svc.host || svc.url?.replace(/^https?:\/\//, '').replace(/:\d+$/, '') || 'unknown'
+    if (!groups[host]) groups[host] = []
+    groups[host].push(svc)
+  }
+  return groups
+}
+
+export default function Network() {
+  const { isAdmin } = useAuth()
+  const queryClient = useQueryClient()
+  const [isScanning, setIsScanning] = useState(false)
+  const [editingId, setEditingId] = useState<string | null>(null)
+  const [draftName, setDraftName] = useState('')
+
+  const { data, isLoading, refetch, dataUpdatedAt } = useQuery<NetworkData>({
+    queryKey: ['system', 'network'],
+    queryFn: async () => {
+      const response = await systemApi.getNetworkDiscovery()
+      return response.data
+    },
+    enabled: isAdmin,
+    staleTime: 60_000,
+  })
+
+  const startEdit = (d: ConnectedDevice) => {
+    setEditingId(d.client_id)
+    setDraftName(d.name || d.device_name || d.client_id)
+  }
+  const cancelEdit = () => {
+    setEditingId(null)
+    setDraftName('')
+  }
+  const saveEdit = async (clientId: string) => {
+    const name = draftName.trim()
+    if (name) await clientsApi.rename(clientId, name)
+    cancelEdit()
+    await queryClient.invalidateQueries({ queryKey: ['system', 'network'] })
+  }
+  const forgetDevice = async (clientId: string) => {
+    if (!window.confirm('Forget this device? It will reappear if it reconnects.')) return
+    await clientsApi.forget(clientId)
+    await queryClient.invalidateQueries({ queryKey: ['system', 'network'] })
+  }
+
+  const handleScan = async () => {
+    setIsScanning(true)
+    try {
+      await refetch()
+    } finally {
+      setIsScanning(false)
+    }
+  }
+
+  if (!isAdmin) {
+    return (
+      <div className="text-center">
+        <NetworkIcon className="h-12 w-12 mx-auto mb-4 text-gray-400" />
+        <h2 className="text-xl font-semibold text-gray-900 dark:text-gray-100 mb-2">
+          Access Restricted
+        </h2>
+        <p className="text-gray-600 dark:text-gray-400">
+          You need administrator privileges to view network status.
+        </p>
+      </div>
+    )
+  }
+
+  const loading = isLoading || isScanning
+  const lastUpdated = dataUpdatedAt ? new Date(dataUpdatedAt) : null
+  const advertisedNames = new Set(data?.advertising?.map(s => s.name) || [])
+  const nodeGroups = data?.discovered_services ? groupByHost(data.discovered_services) : {}
+
+  return (
+    <div>
+      {/* Header */}
+      <div className="flex justify-between items-center mb-6">
+        <div className="flex items-center space-x-2">
+          <NetworkIcon className="h-6 w-6 text-blue-600" />
+          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
+            Network
+          </h1>
+        </div>
+        <div className="flex items-center space-x-4">
+          {lastUpdated && (
+            <span className="text-sm text-gray-600 dark:text-gray-400">
+              Last scan: {lastUpdated.toLocaleTimeString()}
+            </span>
+          )}
+          <Button
+            variant="primary"
+            size="md"
+            onClick={handleScan}
+            disabled={loading}
+            icon={loading ? <RefreshCw className="h-4 w-4 animate-spin" /> : <Search className="h-4 w-4" />}
+          >
+            {loading ? 'Scanning...' : 'Scan Network'}
+          </Button>
+        </div>
+      </div>
+
+      {/* Tailscale Status */}
+      <div className={`rounded-lg p-4 border mb-6 ${
+        loading && !data
+          ? 'bg-blue-50 dark:bg-blue-900/20 border-blue-200 dark:border-blue-800'
+          : data?.tailscale_available
+            ? 'bg-green-50 dark:bg-green-900/20 border-green-200 dark:border-green-800'
+            : 'bg-yellow-50 dark:bg-yellow-900/20 border-yellow-200 dark:border-yellow-800'
+      }`}>
+        <div className="flex items-center space-x-3">
+          {loading && !data ? (
+            <>
+              <RefreshCw className="h-5 w-5 text-blue-600 dark:text-blue-400 animate-spin" />
+              <div>
+                <span className="font-medium text-blue-800 dark:text-blue-200">Scanning Network…</span>
+                <p className="text-sm text-blue-600 dark:text-blue-400">
+                  Checking for Tailscale and discovering services on your Tailnet.
+                </p>
+              </div>
+            </>
+          ) : data?.tailscale_available ? (
+            <>
+              <Wifi className="h-5 w-5 text-green-600 dark:text-green-400" />
+              <div>
+                <span className="font-medium text-green-800 dark:text-green-200">Tailscale Connected</span>
+                <p className="text-sm text-green-600 dark:text-green-400">
+                  Service discovery via minidisc is active. Services on your Tailnet can find each other automatically.
+                </p>
+              </div>
+            </>
+          ) : (
+            <>
+              <WifiOff className="h-5 w-5 text-yellow-600 dark:text-yellow-400" />
+              <div>
+                <span className="font-medium text-yellow-800 dark:text-yellow-200">Tailscale Not Detected</span>
+                <p className="text-sm text-yellow-600 dark:text-yellow-400">
+                  {data?.error
+                    ? data.error
+                    : 'Install Tailscale and mount the socket to enable automatic service discovery across machines.'}
+                </p>
+              </div>
+            </>
+          )}
+        </div>
+      </div>
+
+      {/* Advertising (This Node) */}
+      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
+          <Radio className="h-5 w-5 mr-2 text-blue-600" />
+          This Node is Advertising
+        </h3>
+        {data?.advertising && data.advertising.length > 0 ? (
+          <div className="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 gap-3">
+            {data.advertising.map((svc) => {
+              const display = getServiceDisplay(svc.name)
+              const displayLabel = svc.label || display.label
+              return (
+                <div key={svc.name} className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
+                  <div>
+                    <div className="font-medium text-gray-900 dark:text-gray-100">{displayLabel}</div>
+                    <div className="text-sm text-gray-500 dark:text-gray-400">Port {svc.port}</div>
+                  </div>
+                  <span className="text-xs px-2 py-1 bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200 rounded">
+                    broadcasting
+                  </span>
+                </div>
+              )
+            })}
+          </div>
+        ) : (
+          <p className="text-gray-500 dark:text-gray-400 text-center py-4">
+            {data?.tailscale_available
+              ? 'No services being advertised'
+              : 'Tailscale required for service advertisement'}
+          </p>
+        )}
+      </div>
+
+      {/* Discovered Services — grouped by node */}
+      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
+          <Search className="h-5 w-5 mr-2 text-blue-600" />
+          Discovered on Tailnet
+        </h3>
+        {Object.keys(nodeGroups).length > 0 ? (
+          <div className="space-y-4">
+            {Object.entries(nodeGroups).map(([host, allServices]) => {
+              // The node agent advertises a `chronicle-node` self-entry carrying this
+              // node's identity (arch/gpu) — pull it out for the header rather than
+              // showing it as a service row.
+              const nodeEntry = allServices.find(s => s.labels?.type === 'node')
+              const services = allServices.filter(s => s.labels?.type !== 'node')
+              const hasEdge = allServices.some(s => s.labels?.type === 'edge')
+              const arch = nodeEntry?.labels?.arch
+              const hasGpu = nodeEntry?.labels?.gpu === '1'
+              return (
+                <div key={host} className="border border-gray-200 dark:border-gray-600 rounded-lg overflow-hidden">
+                  {/* Node header */}
+                  <div className="flex items-center justify-between px-4 py-2.5 bg-gray-100 dark:bg-gray-700">
+                    <div className="flex items-center space-x-2 flex-wrap">
+                      <Server className="h-4 w-4 text-gray-500 dark:text-gray-400" />
+                      <span className="font-medium text-gray-900 dark:text-gray-100 font-mono text-sm">{host}</span>
+                      {nodeEntry && (
+                        <span className="text-xs px-1.5 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900 dark:text-blue-300 rounded">
+                          node
+                        </span>
+                      )}
+                      {hasEdge && (
+                        <span className="text-xs px-1.5 py-0.5 bg-purple-100 text-purple-700 dark:bg-purple-900 dark:text-purple-300 rounded">
+                          edge
+                        </span>
+                      )}
+                      {arch && (
+                        <span className="text-xs text-gray-500 dark:text-gray-400 font-mono">{arch}</span>
+                      )}
+                      {hasGpu && (
+                        <span className="text-xs px-1.5 py-0.5 bg-emerald-100 text-emerald-700 dark:bg-emerald-900 dark:text-emerald-300 rounded">
+                          GPU
+                        </span>
+                      )}
+                    </div>
+                    <span className="text-xs text-gray-500 dark:text-gray-400">
+                      {services.length} service{services.length !== 1 ? 's' : ''}
+                    </span>
+                  </div>
+                  {/* Services on this node */}
+                  <div className="divide-y divide-gray-100 dark:divide-gray-700">
+                    {services.map((svc) => {
+                      const display = getServiceDisplay(svc.name)
+                      const isLocal = advertisedNames.has(svc.name)
+                      const hb = healthBadge(svc.labels?.health)
+                      return (
+                        <div key={svc.name} className={`p-3 ${!svc.url ? 'opacity-60' : ''}`}>
+                          <div className="flex items-center justify-between">
+                            <div className="flex-1">
+                              <div className="flex items-center space-x-2">
+                                <span className="font-medium text-gray-900 dark:text-gray-100">
+                                  {display.label}
+                                </span>
+                                {hb && (
+                                  <span className={`text-xs px-1.5 py-0.5 rounded ${hb.cls}`}>
+                                    {hb.text}
+                                  </span>
+                                )}
+                                {isLocal && svc.url && (
+                                  <span className="text-xs px-1.5 py-0.5 bg-gray-200 dark:bg-gray-600 text-gray-600 dark:text-gray-300 rounded">
+                                    local
+                                  </span>
+                                )}
+                              </div>
+                              {display.description && (
+                                <div className="text-sm text-gray-500 dark:text-gray-400">
+                                  {display.description}
+                                </div>
+                              )}
+                              {svc.url && (
+                                <code className="text-xs text-gray-600 dark:text-gray-400 font-mono mt-1 block">
+                                  {svc.url}
+                                </code>
+                              )}
+                            </div>
+                            <div className="ml-3 flex-shrink-0">
+                              {svc.url ? (
+                                svc.reachable ? (
+                                  <CheckCircle className="h-5 w-5 text-green-500" />
+                                ) : (
+                                  <XCircle className="h-5 w-5 text-yellow-500" />
+                                )
+                              ) : (
+                                <span className="text-xs text-gray-400 dark:text-gray-500">not found</span>
+                              )}
+                            </div>
+                          </div>
+                        </div>
+                      )
+                    })}
+                  </div>
+                </div>
+              )
+            })}
+          </div>
+        ) : (
+          <p className="text-gray-500 dark:text-gray-400 text-center py-4">
+            {loading
+              ? 'Scanning Tailnet...'
+              : data?.tailscale_available
+                ? 'No services discovered. Make sure other machines are running Chronicle services.'
+                : 'Tailscale required for service discovery'}
+          </p>
+        )}
+      </div>
+
+      {/* Devices */}
+      <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 mb-6">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
+          <Smartphone className="h-5 w-5 mr-2 text-blue-600" />
+          Devices
+        </h3>
+        {data?.connected_devices && data.connected_devices.length > 0 ? (
+          <div className="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 gap-3">
+            {data.connected_devices.map((device) => (
+              <div key={device.client_id} className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
+                <div className="min-w-0">
+                  {editingId === device.client_id ? (
+                    <div className="flex items-center gap-1">
+                      <input
+                        autoFocus
+                        value={draftName}
+                        onChange={(e) => setDraftName(e.target.value)}
+                        onKeyDown={(e) => {
+                          if (e.key === 'Enter') saveEdit(device.client_id)
+                          if (e.key === 'Escape') cancelEdit()
+                        }}
+                        className="px-2 py-1 text-sm rounded border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 w-36"
+                      />
+                      <button onClick={() => saveEdit(device.client_id)} title="Save" className="p-1 text-green-600 hover:text-green-700">
+                        <Check className="h-4 w-4" />
+                      </button>
+                      <button onClick={cancelEdit} title="Cancel" className="p-1 text-gray-500 hover:text-gray-700">
+                        <X className="h-4 w-4" />
+                      </button>
+                    </div>
+                  ) : (
+                    <div className="flex items-center gap-1.5 group">
+                      <span className="font-medium text-gray-900 dark:text-gray-100 truncate">{device.name || device.device_name}</span>
+                      <button onClick={() => startEdit(device)} title="Rename" className="p-0.5 text-gray-400 hover:text-blue-600 opacity-0 group-hover:opacity-100">
+                        <Pencil className="h-3.5 w-3.5" />
+                      </button>
+                    </div>
+                  )}
+                  {device.user_email && (
+                    <div className="text-sm text-gray-500 dark:text-gray-400 truncate">{device.user_email}</div>
+                  )}
+                  <code className="text-xs text-gray-400 dark:text-gray-500 font-mono">{device.client_id}</code>
+                </div>
+                <div className="ml-3 flex-shrink-0 flex flex-col items-end space-y-1">
+                  {device.connected ? (
+                    <span className="text-xs px-2 py-1 bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200 rounded">
+                      online
+                    </span>
+                  ) : (
+                    <span className="text-xs px-2 py-1 bg-gray-100 text-gray-600 dark:bg-gray-600 dark:text-gray-300 rounded">
+                      offline
+                    </span>
+                  )}
+                  <span className="text-xs text-gray-400 dark:text-gray-500">
+                    last seen {formatAgo(device.last_seen)}
+                  </span>
+                  {device.has_active_conversation && (
+                    <span className="text-xs px-2 py-1 bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200 rounded">
+                      streaming
+                    </span>
+                  )}
+                  <button onClick={() => forgetDevice(device.client_id)} title="Forget device" className="p-0.5 text-gray-400 hover:text-red-600">
+                    <Trash2 className="h-3.5 w-3.5" />
+                  </button>
+                </div>
+              </div>
+            ))}
+          </div>
+        ) : (
+          <p className="text-gray-500 dark:text-gray-400 text-center py-4">
+            No devices registered yet
+          </p>
+        )}
+      </div>
+
+      {/* Legend */}
+      <div className="bg-gray-50 dark:bg-gray-700 rounded-lg border border-gray-200 dark:border-gray-600 p-4">
+        <h4 className="text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">Status Legend</h4>
+        <div className="flex flex-wrap gap-4 text-sm text-gray-600 dark:text-gray-400">
+          <div className="flex items-center space-x-1.5">
+            <CheckCircle className="h-4 w-4 text-green-500" />
+            <span>Reachable (this backend's probe)</span>
+          </div>
+          <div className="flex items-center space-x-1.5">
+            <XCircle className="h-4 w-4 text-yellow-500" />
+            <span>Found but /health unreachable</span>
+          </div>
+          <div className="flex items-center space-x-1.5">
+            <span className="text-xs px-1.5 py-0.5 rounded bg-green-100 text-green-700 dark:bg-green-900 dark:text-green-300">healthy</span>
+            <span>Source node's own health (live)</span>
+          </div>
+          <div className="flex items-center space-x-1.5">
+            <span className="text-xs px-1.5 py-0.5 bg-blue-100 text-blue-700 dark:bg-blue-900 dark:text-blue-300 rounded">node</span>
+            <span>Full node agent (control + advertise)</span>
+          </div>
+          <div className="flex items-center space-x-1.5">
+            <span className="text-xs px-1.5 py-0.5 bg-purple-100 text-purple-700 dark:bg-purple-900 dark:text-purple-300 rounded">edge</span>
+            <span>Advertise-only edge node</span>
+          </div>
+          <div className="flex items-center space-x-1.5">
+            <span className="text-xs px-1.5 py-0.5 bg-emerald-100 text-emerald-700 dark:bg-emerald-900 dark:text-emerald-300 rounded">GPU</span>
+            <span>NVIDIA GPU present</span>
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/Plugins.tsx b/backends/advanced/webui/src/pages/Plugins.tsx
index fec527d2..f62b9fd8 100644
--- a/backends/advanced/webui/src/pages/Plugins.tsx
+++ b/backends/advanced/webui/src/pages/Plugins.tsx
@@ -3,6 +3,7 @@ import { Code, Layout, Sparkles } from 'lucide-react'
 import PluginSettings from '../components/PluginSettings'
 import PluginSettingsForm from '../components/PluginSettingsForm'
 import PluginAssistant from '../components/plugins/PluginAssistant'
+import { Tabs } from '../components/ui'
 
 type ViewMode = 'form' | 'assistant' | 'yaml'
 
@@ -19,22 +20,12 @@ export default function Plugins() {
     <div className="p-6">
       {/* View Mode Toggle */}
       <div className="mb-6 flex justify-end">
-        <div className="inline-flex rounded-lg border border-gray-300 dark:border-gray-600 overflow-hidden">
-          {tabs.map((tab) => (
-            <button
-              key={tab.key}
-              onClick={() => setViewMode(tab.key)}
-              className={`flex items-center space-x-2 px-4 py-2 text-sm transition-colors ${
-                viewMode === tab.key
-                  ? 'bg-blue-600 text-white'
-                  : 'bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-200 hover:bg-gray-200 dark:hover:bg-gray-600'
-              }`}
-            >
-              {tab.icon}
-              <span>{tab.label}</span>
-            </button>
-          ))}
-        </div>
+        <Tabs
+          tabs={tabs.map((tab) => ({ value: tab.key, label: tab.label, icon: tab.icon }))}
+          value={viewMode}
+          onChange={setViewMode}
+          variant="pill"
+        />
       </div>
 
       {/* Content */}
diff --git a/backends/advanced/webui/src/pages/Queue.tsx b/backends/advanced/webui/src/pages/Queue.tsx
index d781f096..421cfeb3 100644
--- a/backends/advanced/webui/src/pages/Queue.tsx
+++ b/backends/advanced/webui/src/pages/Queue.tsx
@@ -1,10 +1,11 @@
-import React, { useState, useEffect, useRef, useCallback } from 'react';
+import React, { useState, useEffect, useMemo, useRef } from 'react';
 import {
   Clock,
   Play,
   Pause,
   CheckCircle,
   XCircle,
+  MinusCircle,
   RotateCcw,
   StopCircle,
   Eye,
@@ -22,7 +23,10 @@ import {
   Repeat,
   Zap
 } from 'lucide-react';
-import { queueApi } from '../services/api';
+import { useQueryClient } from '@tanstack/react-query';
+import { useQueueDashboard } from '../hooks/useQueue';
+import { queueApi, conversationsApi } from '../services/api';
+import { Button, Card, Checkbox, Modal, Select } from '../components/ui';
 
 interface QueueStats {
   total_jobs: number;
@@ -114,7 +118,7 @@ interface EventRecord {
   event: string;
   user_id: string;
   plugins_subscribed: string[];
-  plugins_executed: Array<{ plugin_id: string; success: boolean; message: string }>;
+  plugins_executed: Array<{ plugin_id: string; success: boolean; message: string; data?: Record<string, any> | null }>;
   metadata: Record<string, any>;
 }
 
@@ -126,15 +130,15 @@ const EVENT_TYPE_COLORS: Record<string, string> = {
   'button.single_press': 'bg-orange-100 text-orange-700',
   'button.double_press': 'bg-orange-100 text-orange-700',
   'plugin_action': 'bg-indigo-100 text-indigo-700',
+  'wake_word.detected': 'bg-teal-100 text-teal-700',
 };
 const DEFAULT_EVENT_COLOR = 'bg-gray-100 text-gray-700';
 const getEventColor = (eventType: string) => EVENT_TYPE_COLORS[eventType] || DEFAULT_EVENT_COLOR;
 
 const Queue: React.FC = () => {
-  const [jobs, setJobs] = useState<any[]>([]);
-  const [stats, setStats] = useState<QueueStats | null>(null);
-  const [streamingStatus, setStreamingStatus] = useState<StreamingStatus | null>(null);
-  const [loading, setLoading] = useState(true);
+  const queryClient = useQueryClient();
+
+  // UI-only state
   const [selectedJob, setSelectedJob] = useState<any | null>(null);
   const [loadingJobDetails, setLoadingJobDetails] = useState(false);
   const [filters, setFilters] = useState<Filters>({
@@ -148,28 +152,28 @@ const Queue: React.FC = () => {
     total: 0,
     has_more: false
   });
-  const [refreshing, setRefreshing] = useState(false);
   const [showFlushModal, setShowFlushModal] = useState(false);
   const [flushSettings, setFlushSettings] = useState({
     older_than_hours: 24,
     statuses: ['finished', 'failed'],  // RQ standard status names
     flush_all: false,
     include_failed: false,  // For flush_all mode
-    include_completed: false  // For flush_all mode (note: API expects include_completed for backward compat)
+    include_finished: false  // For flush_all mode (RQ standard status name)
   });
   const [flushing, setFlushing] = useState(false);
+  // Preview ("dry run") of the jobs a flush would remove, or null when not previewed yet
+  const [flushPreview, setFlushPreview] = useState<{
+    total_matched: number;
+    jobs: any[];
+    redis_keys_matched?: number;
+    skipped_session_level?: number;
+  } | null>(null);
+  const [previewing, setPreviewing] = useState(false);
   const [expandedConversations, setExpandedConversations] = useState<Set<string>>(new Set());
   const [expandedJobs, setExpandedJobs] = useState<Set<string>>(new Set());
-  const [conversationJobs, setConversationJobs] = useState<{[conversationId: string]: any[]}>({});
-  const [lastUpdate, setLastUpdate] = useState<number>(Date.now());
-  const [autoRefreshEnabled, setAutoRefreshEnabled] = useState<boolean>(() => {
-    // Load from localStorage, default to true
-    const saved = localStorage.getItem('queue_auto_refresh');
-    return saved !== null ? saved === 'true' : true;
-  });
+  const [selectedEvent, setSelectedEvent] = useState<EventRecord | null>(null);
 
   // System events
-  const [events, setEvents] = useState<EventRecord[]>([]);
   const [eventFilters, setEventFilters] = useState<Record<string, 'include' | 'exclude'>>({});
 
   const cycleEventFilter = (eventType: string) => {
@@ -196,162 +200,108 @@ const Queue: React.FC = () => {
   const [completedConvItemsPerPage] = useState(10);
   const [completedConvTimeRange, setCompletedConvTimeRange] = useState(24); // hours
 
-  // Use refs to track current state in interval
-  const expandedConversationsRef = useRef<Set<string>>(new Set());
-  const streamingStatusRef = useRef<StreamingStatus | null>(null);
-  const refreshingRef = useRef<boolean>(false);
-
-  // Update refs when state changes
-  useEffect(() => {
-    expandedConversationsRef.current = expandedConversations;
-  }, [expandedConversations]);
-
+  // 1-second tick for live time elapsed display (no API calls)
+  const [, setTick] = useState(0);
   useEffect(() => {
-    streamingStatusRef.current = streamingStatus;
-  }, [streamingStatus]);
-
-  useEffect(() => {
-    refreshingRef.current = refreshing;
-  }, [refreshing]);
+    const id = setInterval(() => setTick(t => t + 1), 1000);
+    return () => clearInterval(id);
+  }, []);
 
-  // Main data fetch function - uses consolidated dashboard endpoint
-  const fetchData = useCallback(async () => {
-    if (refreshingRef.current) {
-      return;
+  // React Query: SSE events invalidate ['queue'] automatically
+  const expandedConversationIds = useMemo(
+    () => Array.from(expandedConversations),
+    [expandedConversations]
+  );
+  const { data: dashboardData, isLoading: loading, isFetching: refreshing } = useQueueDashboard(expandedConversationIds);
+
+  // Derive state from dashboard data
+  const { jobs, conversationJobs, stats, streamingStatus, events } = useMemo<{
+    jobs: any[];
+    conversationJobs: {[conversationId: string]: any[]};
+    stats: QueueStats | null;
+    streamingStatus: StreamingStatus | null;
+    events: EventRecord[];
+  }>(() => {
+    if (!dashboardData) {
+      return { jobs: [], conversationJobs: {}, stats: null, streamingStatus: null, events: [] };
     }
 
-    setRefreshing(true);
-
-    try {
-      const currentExpanded = expandedConversationsRef.current;
-      const expandedConversationIds = Array.from(currentExpanded);
-
-      // Single API call to get all dashboard data
-      const response = await queueApi.getDashboard(expandedConversationIds);
-      const dashboardData = response.data;
-
-      // Extract jobs from response (using RQ standard status names)
-      const queuedJobs = dashboardData.jobs.queued || [];
-      const startedJobs = dashboardData.jobs.started || [];  // RQ standard, not "processing"
-      const finishedJobs = dashboardData.jobs.finished || [];  // RQ standard, not "completed"
-      const failedJobs = dashboardData.jobs.failed || [];
-
-      // Combine all jobs
-      const allFetchedJobs = [...queuedJobs, ...startedJobs, ...finishedJobs, ...failedJobs];
-
-      // Group jobs by conversation_id (primary identifier for conversations)
-      const jobsByConversation: {[conversationId: string]: any[]} = {};
-
-      allFetchedJobs.forEach(job => {
-        if (!job || !job.job_id) return; // Skip invalid jobs
-
-        // Extract conversation_id from metadata
-        const conversationId = job.meta?.conversation_id;
-        if (conversationId) {
-          if (!jobsByConversation[conversationId]) {
-            jobsByConversation[conversationId] = [];
-          }
-          jobsByConversation[conversationId].push(job);
-
-          // Debug logging for grouping
-        } else {
-          // Only log warning for non-session-level jobs
-          // Audio persistence jobs are expected to not have conversation_id
-          // Job has no conversation_id - cannot group (expected for session-level and audio persistence jobs)
+    // Extract jobs from response (using RQ standard status names)
+    const queuedJobs = dashboardData.jobs?.queued || [];
+    const startedJobs = dashboardData.jobs?.started || [];
+    const finishedJobs = dashboardData.jobs?.finished || [];
+    const failedJobs = dashboardData.jobs?.failed || [];
+    const deferredJobs = dashboardData.jobs?.deferred || [];  // chained jobs waiting on a dependency
+    const scheduledJobs = dashboardData.jobs?.scheduled || [];
+    const allFetchedJobs = [...queuedJobs, ...startedJobs, ...finishedJobs, ...failedJobs, ...deferredJobs, ...scheduledJobs];
+
+    // Group jobs by conversation_id
+    const jobsByConversation: {[conversationId: string]: any[]} = {};
+    allFetchedJobs.forEach(job => {
+      if (!job || !job.job_id) return;
+      const conversationId = job.meta?.conversation_id;
+      if (conversationId) {
+        if (!jobsByConversation[conversationId]) {
+          jobsByConversation[conversationId] = [];
         }
+        jobsByConversation[conversationId].push(job);
+      }
+    });
+
+    // Merge conversation jobs from dashboard response
+    const dashboardConvJobs = dashboardData.conversation_jobs || dashboardData.session_jobs;
+    if (dashboardConvJobs) {
+      Object.entries(dashboardConvJobs).forEach(([conversationId, cJobs]: [string, any]) => {
+        const existingJobs = jobsByConversation[conversationId] || [];
+        const existingJobIds = new Set(existingJobs.map((j: any) => j.job_id));
+        const newJobs = cJobs.filter((j: any) => !existingJobIds.has(j.job_id));
+        jobsByConversation[conversationId] = [...existingJobs, ...newJobs];
       });
+    }
 
-      // Merge conversation jobs from dashboard response (for backward compatibility, check both session_jobs and conversation_jobs)
-      const dashboardConvJobs = dashboardData.conversation_jobs || dashboardData.session_jobs;
-      if (dashboardConvJobs) {
-        Object.entries(dashboardConvJobs).forEach(([conversationId, jobs]: [string, any]) => {
-          // Merge with existing jobs and deduplicate by job_id
-          const existingJobs = jobsByConversation[conversationId] || [];
-          const existingJobIds = new Set(existingJobs.map((j: any) => j.job_id));
-          const newJobs = jobs.filter((j: any) => !existingJobIds.has(j.job_id));
-          jobsByConversation[conversationId] = [...existingJobs, ...newJobs];
-        });
-      }
+    return {
+      jobs: allFetchedJobs,
+      conversationJobs: jobsByConversation,
+      stats: dashboardData.stats || null,
+      streamingStatus: dashboardData.streaming_status || null,
+      events: dashboardData.events || [],
+    };
+  }, [dashboardData]);
 
-      // Update state
-      setJobs(allFetchedJobs);
-      setConversationJobs(jobsByConversation);
-      setStats(dashboardData.stats);
-      setStreamingStatus(dashboardData.streaming_status);
-      setEvents(dashboardData.events || []);
-      setLastUpdate(Date.now());
-
-      // Auto-expand active conversations (those with open_conversation_job in progress)
-      const newExpanded = new Set(expandedConversations);
-      const newExpandedJobs = new Set(expandedJobs);
-      let expandedCount = 0;
-      let expandedJobsCount = 0;
-
-      // Find all conversations with active open_conversation_job
-      Object.entries(jobsByConversation).forEach(([_conversationId, jobs]) => {
-        const openConvJob = jobs.find((j: any) => j.job_type === 'open_conversation_job');
-        if (openConvJob && openConvJob.status === 'started') {
-          const conversationId = openConvJob.meta?.conversation_id;
-          if (conversationId && !expandedConversations.has(conversationId)) {
-            newExpanded.add(conversationId);
-            expandedCount++;
-          }
+  // Auto-expand active conversations when data changes
+  const prevAutoExpandedRef = useRef<Set<string>>(new Set());
+  useEffect(() => {
+    if (!conversationJobs || Object.keys(conversationJobs).length === 0) return;
 
-          // Also expand all job cards in active conversations
-          jobs.forEach((job: any) => {
-            if (!expandedJobs.has(job.job_id)) {
+    const newExpanded = new Set(expandedConversations);
+    const newExpandedJobs = new Set(expandedJobs);
+    let changed = false;
+    let jobsChanged = false;
+
+    Object.entries(conversationJobs).forEach(([, cJobs]) => {
+      const openConvJob = (cJobs as any[]).find((j: any) => j.job_type === 'open_conversation_job');
+      if (openConvJob && openConvJob.status === 'started') {
+        const convId = openConvJob.meta?.conversation_id;
+        if (convId && !newExpanded.has(convId) && !prevAutoExpandedRef.current.has(convId)) {
+          newExpanded.add(convId);
+          prevAutoExpandedRef.current.add(convId);
+          changed = true;
+
+          (cJobs as any[]).forEach((job: any) => {
+            if (!newExpandedJobs.has(job.job_id)) {
               newExpandedJobs.add(job.job_id);
-              expandedJobsCount++;
+              jobsChanged = true;
             }
           });
         }
-      });
-
-      if (expandedCount > 0) {
-        setExpandedConversations(newExpanded);
-      }
-
-      if (expandedJobsCount > 0) {
-        setExpandedJobs(newExpandedJobs);
       }
-    } catch (error: any) {
-      console.error('❌ Error fetching dashboard data:', error);
-
-      // If it's a 401 error, stop auto-refresh to prevent repeated failed requests
-      if (error?.response?.status === 401) {
-        console.warn('🔐 Authentication error detected - disabling auto-refresh');
-        setAutoRefreshEnabled(false);
-      }
-    } finally {
-      setLoading(false);
-      setRefreshing(false);
-    }
-  }, []);
-
-  // Save auto-refresh preference to localStorage
-  useEffect(() => {
-    localStorage.setItem('queue_auto_refresh', autoRefreshEnabled.toString());
-  }, [autoRefreshEnabled]);
-
-  // Auto-refresh interval using useRef
-  useEffect(() => {
-    if (!autoRefreshEnabled) {
-      return;
-    }
-
-    const intervalId = setInterval(() => {
-      fetchData();
-    }, 5000); // Refresh every 5 seconds
+    });
 
-    return () => {
-      clearInterval(intervalId);
-    };
-  }, [fetchData, autoRefreshEnabled]);
+    if (changed) setExpandedConversations(newExpanded);
+    if (jobsChanged) setExpandedJobs(newExpandedJobs);
+  }, [conversationJobs]);
 
-  // Initial data fetch
-  useEffect(() => {
-    fetchData();
-  }, [filters, pagination.offset, fetchData]);
+  const invalidateQueue = () => queryClient.invalidateQueries({ queryKey: ['queue'] });
 
 
   const viewJobDetails = async (jobId: string) => {
@@ -371,7 +321,9 @@ const Queue: React.FC = () => {
   useEffect(() => {
     const handleEscape = (e: KeyboardEvent) => {
       if (e.key === 'Escape') {
-        if (selectedJob) {
+        if (selectedEvent) {
+          setSelectedEvent(null);
+        } else if (selectedJob) {
           setSelectedJob(null);
         } else if (showFlushModal) {
           setShowFlushModal(false);
@@ -381,28 +333,7 @@ const Queue: React.FC = () => {
 
     document.addEventListener('keydown', handleEscape);
     return () => document.removeEventListener('keydown', handleEscape);
-  }, [selectedJob, showFlushModal]);
-
-  // Commented out - keeping for future use
-  // const retryJob = async (jobId: string) => {
-  //   try {
-  //     await queueApi.retryJob(jobId, false);
-  //     fetchData();
-  //   } catch (error) {
-  //     console.error('Error retrying job:', error);
-  //   }
-  // };
-
-  // const cancelJob = async (jobId: string) => {
-  //   if (!confirm('Are you sure you want to cancel this job?')) return;
-
-  //   try {
-  //     await queueApi.cancelJob(jobId);
-  //     fetchData();
-  //   } catch (error) {
-  //     console.error('Error cancelling job:', error);
-  //   }
-  // };
+  }, [selectedJob, showFlushModal, selectedEvent]);
 
   const cleanupStuckWorkers = async () => {
     if (!confirm('This will clean up all stuck workers and pending messages. Continue?')) return;
@@ -417,8 +348,7 @@ const Queue: React.FC = () => {
         ).join('\n')
       }`);
 
-      // Refresh data to show updated counts
-      fetchData();
+      invalidateQueue();
     } catch (error: any) {
       console.error('❌ Error during cleanup:', error);
       alert(`Failed to cleanup workers: ${error.response?.data?.error || error.message}`);
@@ -432,10 +362,9 @@ const Queue: React.FC = () => {
       const response = await queueApi.cleanupOldSessions(3600); // 1 hour
       const data = response.data;
 
-      alert(`✅ Cleanup complete!\n\nRemoved ${data.cleaned_count} old session(s)`);
+      alert(`✅ Cleanup complete!\n\nRemoved ${data.cleaned_sessions} old session(s) and ${data.cleaned_streams} stream(s)`);
 
-      // Refresh data to show updated counts
-      fetchData();
+      invalidateQueue();
     } catch (error: any) {
       console.error('❌ Error during cleanup:', error);
       alert(`Failed to cleanup sessions: ${error.response?.data?.error || error.message}`);
@@ -444,7 +373,7 @@ const Queue: React.FC = () => {
 
   const applyFilters = () => {
     setPagination(prev => ({ ...prev, offset: 0 }));
-    fetchData();
+    invalidateQueue();
   };
 
   const clearFilters = () => {
@@ -559,24 +488,48 @@ const Queue: React.FC = () => {
   };
 
 
+  // A preview reflects a specific set of flush settings; drop it whenever they change
+  useEffect(() => { setFlushPreview(null); }, [flushSettings]);
+
+  const buildFlushBody = (dryRun: boolean) =>
+    flushSettings.flush_all
+      ? {
+          confirm: true,
+          include_failed: flushSettings.include_failed,
+          include_finished: flushSettings.include_finished,
+          dry_run: dryRun,
+        }
+      : {
+          older_than_hours: flushSettings.older_than_hours,
+          statuses: flushSettings.statuses,
+          dry_run: dryRun,
+        };
+
+  const previewFlush = async () => {
+    setPreviewing(true);
+    try {
+      const response = await queueApi.flushJobs(flushSettings.flush_all, buildFlushBody(true));
+      setFlushPreview(response.data);
+    } catch (error: any) {
+      console.error('Error previewing flush:', error);
+      if (error.response?.status === 403) {
+        alert('Admin access required to preview flush');
+      } else {
+        alert(`Failed to preview flush: ${error.response?.data?.detail || error.message}`);
+      }
+    } finally {
+      setPreviewing(false);
+    }
+  };
+
   const flushJobs = async () => {
     setFlushing(true);
     try {
-      const body = flushSettings.flush_all
-        ? {
-            confirm: true,
-            include_failed: flushSettings.include_failed,
-            include_completed: flushSettings.include_completed
-          }
-        : {
-            older_than_hours: flushSettings.older_than_hours,
-            statuses: flushSettings.statuses
-          };
-
-      const response = await queueApi.flushJobs(flushSettings.flush_all, body);
+      const response = await queueApi.flushJobs(flushSettings.flush_all, buildFlushBody(false));
       alert(`Successfully flushed ${response.data.total_removed} jobs!`);
       setShowFlushModal(false);
-      fetchData(); // Refresh the data
+      setFlushPreview(null);
+      invalidateQueue();
     } catch (error: any) {
       console.error('Error flushing jobs:', error);
       if (error.response?.status === 403) {
@@ -613,7 +566,7 @@ const Queue: React.FC = () => {
   const retryJob = async (jobId: string) => {
     try {
       await queueApi.retryJob(jobId);
-      fetchData();
+      invalidateQueue();
     } catch (error) {
       console.error('Failed to retry job:', error);
     }
@@ -622,7 +575,7 @@ const Queue: React.FC = () => {
   const cancelJob = async (jobId: string) => {
     try {
       await queueApi.cancelJob(jobId);
-      fetchData();
+      invalidateQueue();
     } catch (error) {
       console.error('Failed to cancel job:', error);
     }
@@ -650,7 +603,9 @@ const Queue: React.FC = () => {
     const end = job.completed_at || job.ended_at
       ? new Date((job.completed_at || job.ended_at)!).getTime()
       : (job.status === 'started' ? Date.now() : start); // Don't show increasing time for failed jobs
-    const durationMs = end - start;
+    // RQ's started_at/ended_at can be sub-millisecond out of order for near-instant
+    // jobs, yielding a tiny negative; clamp so we never render e.g. "-27ms".
+    const durationMs = Math.max(0, end - start);
 
     if (durationMs < 1000) return `${durationMs}ms`;
     if (durationMs < 60000) return `${(durationMs / 1000).toFixed(1)}s`;
@@ -666,14 +621,9 @@ const Queue: React.FC = () => {
       newExpanded.delete(conversationId);
       setExpandedConversations(newExpanded);
     } else {
-      // Expand and trigger refresh to fetch jobs via dashboard endpoint
+      // Expand — React Query will refetch with the new expanded list
       newExpanded.add(conversationId);
       setExpandedConversations(newExpanded);
-
-      // Trigger a refresh if jobs not already loaded
-      if (!conversationJobs[conversationId]) {
-        fetchData();
-      }
     }
   };
 
@@ -698,60 +648,41 @@ const Queue: React.FC = () => {
   return (
     <div className="space-y-6">
       {/* Header */}
-      <div className="flex justify-between items-center">
+      <div className="flex flex-col gap-3 sm:flex-row sm:justify-between sm:items-center">
         <div className="flex items-center space-x-3">
-          <Layers className="w-6 h-6 text-blue-600" />
+          <Layers className="w-6 h-6 text-blue-600 flex-shrink-0" />
           <div>
             <h1 className="text-2xl font-bold text-gray-900">Queue & Events</h1>
             <p className="text-xs text-gray-500">
-              Last updated: {new Date(lastUpdate).toLocaleTimeString()} • Auto-refresh every 2s
+              Live updates via SSE
             </p>
           </div>
         </div>
-        <div className="flex items-center space-x-2">
-          <button
-            onClick={() => setAutoRefreshEnabled(!autoRefreshEnabled)}
-            className={`flex items-center space-x-2 px-4 py-2 rounded-lg transition-colors ${
-              autoRefreshEnabled
-                ? 'bg-green-600 hover:bg-green-700 text-white'
-                : 'bg-gray-600 hover:bg-gray-700 text-white'
-            }`}
-            title={autoRefreshEnabled ? 'Auto-refresh enabled (click to disable)' : 'Auto-refresh disabled (click to enable)'}
-          >
-            {autoRefreshEnabled ? (
-              <>
-                <Pause className="w-4 h-4" />
-                <span>Auto-refresh ON</span>
-              </>
-            ) : (
-              <>
-                <Play className="w-4 h-4" />
-                <span>Auto-refresh OFF</span>
-              </>
-            )}
-          </button>
-          <button
+        <div className="flex flex-wrap items-center gap-2">
+          <Button
+            variant="danger"
+            size="md"
+            icon={<Trash2 className="w-4 h-4" />}
             onClick={() => setShowFlushModal(true)}
-            className="flex items-center space-x-2 px-4 py-2 bg-red-600 text-white rounded-lg hover:bg-red-700"
           >
-            <Trash2 className="w-4 h-4" />
-            <span>Flush Jobs</span>
-          </button>
-          <button
-            onClick={() => fetchData()}
+            Flush Jobs
+          </Button>
+          <Button
+            variant="primary"
+            size="md"
+            icon={<RefreshCw className={`w-4 h-4 ${refreshing ? 'animate-spin' : ''}`} />}
+            onClick={invalidateQueue}
             disabled={refreshing}
-            className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50"
           >
-            <RefreshCw className={`w-4 h-4 ${refreshing ? 'animate-spin' : ''}`} />
-            <span>Refresh</span>
-          </button>
+            Refresh
+          </Button>
         </div>
       </div>
 
       {/* Stats Cards */}
       {stats && (
         <div className="grid grid-cols-2 md:grid-cols-4 lg:grid-cols-7 gap-4">
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <Layers className="w-5 h-5 text-gray-600" />
               <div>
@@ -759,9 +690,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold">{stats.total_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <Clock className="w-5 h-5 text-yellow-600" />
               <div>
@@ -769,9 +700,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-yellow-600">{stats.queued_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <Play className={`w-5 h-5 text-blue-600 ${stats.started_jobs > 0 ? 'animate-pulse' : ''}`} />
               <div>
@@ -779,9 +710,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-blue-600">{stats.started_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <CheckCircle className="w-5 h-5 text-green-600" />
               <div>
@@ -789,9 +720,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-green-600">{stats.finished_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <XCircle className="w-5 h-5 text-red-600" />
               <div>
@@ -799,9 +730,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-red-600">{stats.failed_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <StopCircle className="w-5 h-5 text-gray-600" />
               <div>
@@ -809,9 +740,9 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-gray-600">{stats.canceled_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
 
-          <div className="bg-white rounded-lg border p-4">
+          <Card raised>
             <div className="flex items-center space-x-2">
               <Pause className="w-5 h-5 text-blue-600" />
               <div>
@@ -819,16 +750,16 @@ const Queue: React.FC = () => {
                 <p className="text-xl font-semibold text-blue-600">{stats.deferred_jobs}</p>
               </div>
             </div>
-          </div>
+          </Card>
         </div>
       )}
 
       {/* Streaming Status */}
       {streamingStatus && (
         <div className="bg-white rounded-lg border overflow-hidden">
-          <div className="px-6 py-4 border-b border-gray-200 flex justify-between items-center">
+          <div className="px-4 sm:px-6 py-4 border-b border-gray-200 flex flex-col gap-3 sm:flex-row sm:justify-between sm:items-center">
             <h3 className="text-lg font-medium">Audio Streaming & Conversations</h3>
-            <div className="flex items-center space-x-2">
+            <div className="flex flex-wrap items-center gap-2">
               <button
                 onClick={cleanupOldSessions}
                 className="flex items-center space-x-2 px-4 py-2 bg-orange-600 text-white rounded-md hover:bg-orange-700 transition-colors text-sm"
@@ -838,7 +769,11 @@ const Queue: React.FC = () => {
                 <span>Cleanup Old Sessions</span>
               </button>
               {streamingStatus?.stream_health && Object.keys(streamingStatus.stream_health).length > 0 && (
-                <button
+                <Button
+                  variant="danger"
+                  size="md"
+                  icon={<Trash2 className="w-4 h-4" />}
+                  title="Force remove ALL active streams"
                   onClick={async () => {
                     const streamCount = Object.keys(streamingStatus.stream_health).length;
                     if (!streamingStatus || !confirm(`Remove ALL ${streamCount} active streams? This will force-delete all streams including actively streaming ones.`)) return;
@@ -846,19 +781,16 @@ const Queue: React.FC = () => {
                     try {
                       const response = await queueApi.cleanupOldSessions(0); // 0 seconds = all sessions
                       const data = response.data;
-                      alert(`✅ Removed ${data.cleaned_count} stream(s)`);
-                      fetchData();
+                      alert(`✅ Removed ${data.cleaned_streams} stream(s)`);
+                      invalidateQueue();
                     } catch (error: any) {
                       console.error('❌ Error removing streams:', error);
                       alert(`Failed to remove streams: ${error.response?.data?.error || error.message}`);
                     }
                   }}
-                  className="flex items-center space-x-2 px-4 py-2 bg-red-600 text-white rounded-md hover:bg-red-700 transition-colors text-sm"
-                  title="Force remove ALL active streams"
                 >
-                  <Trash2 className="w-4 h-4" />
-                  <span>Remove All Streams ({Object.keys(streamingStatus.stream_health).length})</span>
-                </button>
+                  Remove All Streams ({Object.keys(streamingStatus.stream_health).length})
+                </Button>
               )}
               <button
                 onClick={cleanupStuckWorkers}
@@ -935,7 +867,7 @@ const Queue: React.FC = () => {
                         {health.consumer_groups && health.consumer_groups.map((group) => (
                           <div key={group.name} className="mt-2 pt-2 border-t border-gray-200">
                             <div className="text-xs text-gray-600 mb-1">{group.name}:</div>
-                            {group.consumers.map((consumer) => (
+                            {(group.consumers || []).map((consumer) => (
                               <div key={consumer.name} className="flex justify-between text-xs pl-2">
                                 <span className="text-gray-700 truncate">{consumer.name}</span>
                                 <span className={consumer.pending > 0 ? 'text-yellow-600' : 'text-green-600'}>
@@ -1140,7 +1072,7 @@ const Queue: React.FC = () => {
                               className={`flex items-center justify-between p-3 cursor-pointer transition-colors ${hasFailedJob ? 'hover:bg-red-100' : 'hover:bg-cyan-100'}`}
                               onClick={() => toggleConversationExpansion(conversationId)}
                             >
-                              <div className="flex-1">
+                              <div className="flex-1 min-w-0">
                                 <div className="flex items-center space-x-2">
                                   {isExpanded ? (
                                     <ChevronDown className={`w-4 h-4 ${hasFailedJob ? 'text-red-600' : 'text-cyan-600'}`} />
@@ -1166,7 +1098,7 @@ const Queue: React.FC = () => {
                                     </span>
                                   )}
                                 </div>
-                                <div className="mt-1 text-xs text-gray-600">
+                                <div className="mt-1 text-xs text-gray-600 truncate">
                                   Conversation: {conversationId.substring(0, 8)}... •
                                   {createdAt && `Started: ${new Date(createdAt).toLocaleTimeString()} • `}
                                   Words: {wordCount}
@@ -1178,6 +1110,28 @@ const Queue: React.FC = () => {
                                   </div>
                                 )}
                               </div>
+                              {/* Close Conversation Button - only for actively running conversations */}
+                              {openConvJob && openConvJob.status === 'started' && (
+                                <Button
+                                  variant="danger"
+                                  className="flex-shrink-0 ml-3"
+                                  icon={<StopCircle className="w-4 h-4" />}
+                                  title="Close the current active conversation"
+                                  onClick={async (e) => {
+                                    e.stopPropagation();
+                                    if (!confirm(`Close the active conversation for ${clientId}? This will end the current conversation and trigger post-processing.`)) return;
+                                    try {
+                                      await conversationsApi.closeActiveConversation(clientId);
+                                      invalidateQueue();
+                                    } catch (error: any) {
+                                      console.error('Failed to close conversation:', error);
+                                      alert(`Failed to close conversation: ${error.response?.data?.error || error.message}`);
+                                    }
+                                  }}
+                                >
+                                  Close
+                                </Button>
+                              )}
                             </div>
 
                           {/* Expanded Jobs Section */}
@@ -1223,7 +1177,7 @@ const Queue: React.FC = () => {
                                         job,
                                         startTime,
                                         endTime,
-                                        duration: (endTime - startTime) / 1000,
+                                        duration: Math.max(0, endTime - startTime) / 1000,
                                         name: getJobDisplayName(job.job_type),
                                         icon: getJobIcon(job.job_type)
                                       };
@@ -1398,6 +1352,19 @@ const Queue: React.FC = () => {
                                                 </>
                                               )}
 
+                                              {/* transcribe_full_audio_job batch progress */}
+                                              {job.job_type === 'transcribe_full_audio_job' && job.status === 'started' && job.meta?.batch_progress && (
+                                                <div className="mt-1">
+                                                  <div className="flex items-center justify-between text-xs mb-1">
+                                                    <span className="text-blue-700">{job.meta.batch_progress.message}</span>
+                                                    <span className="text-blue-600 font-medium">{job.meta.batch_progress.percent}%</span>
+                                                  </div>
+                                                  <div className="w-full bg-blue-200 rounded-full h-1.5">
+                                                    <div className="bg-blue-600 h-1.5 rounded-full transition-all duration-300" style={{ width: `${job.meta.batch_progress.percent}%` }} />
+                                                  </div>
+                                                </div>
+                                              )}
+
                                               {/* transcribe_full_audio_job metadata */}
                                               {job.job_type === 'transcribe_full_audio_job' && job.result && (
                                                 <>
@@ -1742,7 +1709,7 @@ const Queue: React.FC = () => {
                                           job,
                                           startTime,
                                           endTime,
-                                          duration: (endTime - startTime) / 1000,
+                                          duration: Math.max(0, endTime - startTime) / 1000,
                                           name: getJobDisplayName(job.job_type),
                                           icon: getJobIcon(job.job_type)
                                         };
@@ -1829,10 +1796,12 @@ const Queue: React.FC = () => {
                                                       left: `${startPercent}%`,
                                                       width: `${widthPercent}%`
                                                     }}
-                                                    title={`Started: ${new Date(startTime).toLocaleTimeString()}\nDuration: ${formatDuration(duration)}`}
+                                                    title={`Started: ${new Date(startTime).toLocaleTimeString()}\nDuration: ${formatDuration(duration)}${job.meta?.batch_progress ? `\n${job.meta.batch_progress.message}` : ''}`}
                                                   >
                                                     <span className="text-xs text-white font-medium px-2 truncate">
-                                                      {formatDuration(duration)}
+                                                      {job.status === 'started' && job.meta?.batch_progress
+                                                        ? `${job.meta.batch_progress.current}/${job.meta.batch_progress.total}`
+                                                        : formatDuration(duration)}
                                                     </span>
                                                   </div>
                                                 </div>
@@ -1990,31 +1959,23 @@ const Queue: React.FC = () => {
                             Showing {startIndex + 1}-{Math.min(endIndex, totalConversations)} of {totalConversations} conversations
                           </div>
                           <div className="flex items-center space-x-2">
-                            <button
+                            <Button
+                              variant="primary"
                               onClick={() => setCompletedConvPage(Math.max(1, completedConvPage - 1))}
                               disabled={completedConvPage === 1}
-                              className={`px-3 py-1 text-xs rounded ${
-                                completedConvPage === 1
-                                  ? 'bg-gray-100 text-gray-400 cursor-not-allowed'
-                                  : 'bg-blue-500 text-white hover:bg-blue-600'
-                              }`}
                             >
                               Previous
-                            </button>
+                            </Button>
                             <span className="text-xs text-gray-600">
                               Page {completedConvPage} of {totalPages}
                             </span>
-                            <button
+                            <Button
+                              variant="primary"
                               onClick={() => setCompletedConvPage(Math.min(totalPages, completedConvPage + 1))}
                               disabled={completedConvPage === totalPages}
-                              className={`px-3 py-1 text-xs rounded ${
-                                completedConvPage === totalPages
-                                  ? 'bg-gray-100 text-gray-400 cursor-not-allowed'
-                                  : 'bg-blue-500 text-white hover:bg-blue-600'
-                              }`}
                             >
                               Next
-                            </button>
+                            </Button>
                           </div>
                         </div>
                       )}
@@ -2059,8 +2020,8 @@ const Queue: React.FC = () => {
                 onClick={(e) => {
                   e.stopPropagation();
                   queueApi.clearEvents().then(() => {
-                    setEvents([]);
                     setEventFilters({});
+                    invalidateQueue();
                   });
                 }}
                 className="inline-flex items-center px-2 py-1 rounded text-xs text-red-500 hover:text-red-700 hover:bg-red-50 transition-colors"
@@ -2137,8 +2098,14 @@ const Queue: React.FC = () => {
                   </thead>
                   <tbody className="divide-y divide-gray-200">
                     {filtered.map((evt, idx) => {
-                      const allSuccess = evt.plugins_executed.length > 0 && evt.plugins_executed.every(p => p.success);
-                      const anyFailure = evt.plugins_executed.some(p => !p.success);
+                      const pluginsExecuted = evt.plugins_executed || [];
+                      // A plugin can intentionally no-op (e.g. wake word armed on a
+                      // silent capture). Those carry data.skipped and should read as
+                      // "Skipped", not a failure.
+                      const ranPlugins = pluginsExecuted.filter(p => !p.data?.skipped);
+                      const allSuccess = ranPlugins.length > 0 && ranPlugins.every(p => p.success);
+                      const anyFailure = ranPlugins.some(p => !p.success);
+                      const allSkipped = pluginsExecuted.length > 0 && ranPlugins.length === 0;
 
                       return (
                         <tr key={idx} className="hover:bg-gray-50">
@@ -2151,30 +2118,43 @@ const Queue: React.FC = () => {
                             </span>
                           </td>
                           <td className="px-4 py-2 text-xs text-gray-600 font-mono">
-                            {evt.user_id.length > 12 ? `${evt.user_id.slice(-8)}` : evt.user_id}
+                            {(evt.user_id || '').length > 12 ? `${evt.user_id.slice(-8)}` : evt.user_id}
                           </td>
                           <td className="px-4 py-2 text-xs text-gray-700">
-                            {evt.plugins_executed.length > 0
-                              ? evt.plugins_executed.map(p => p.plugin_id).join(', ')
+                            {pluginsExecuted.length > 0
+                              ? pluginsExecuted.map(p => p.plugin_id).join(', ')
                               : <span className="text-gray-400">none</span>
                             }
                           </td>
                           <td className="px-4 py-2">
-                            {evt.plugins_executed.length === 0 ? (
-                              <span className="text-xs text-gray-400">no plugins ran</span>
-                            ) : allSuccess ? (
-                              <span className="flex items-center space-x-1 text-xs text-green-600">
-                                <CheckCircle className="w-3.5 h-3.5" />
-                                <span>OK</span>
-                              </span>
-                            ) : anyFailure ? (
-                              <span className="flex items-center space-x-1 text-xs text-red-600" title={evt.plugins_executed.filter(p => !p.success).map(p => `${p.plugin_id}: ${p.message}`).join('; ')}>
-                                <XCircle className="w-3.5 h-3.5" />
-                                <span>Error</span>
-                              </span>
-                            ) : (
-                              <span className="text-xs text-gray-500">partial</span>
-                            )}
+                            <div className="flex items-center space-x-2">
+                              {pluginsExecuted.length === 0 ? (
+                                <span className="text-xs text-gray-400">no plugins ran</span>
+                              ) : allSkipped ? (
+                                <span className="text-xs text-gray-500">Skipped</span>
+                              ) : allSuccess ? (
+                                <span className="flex items-center space-x-1 text-xs text-green-600">
+                                  <CheckCircle className="w-3.5 h-3.5" />
+                                  <span>OK</span>
+                                </span>
+                              ) : anyFailure ? (
+                                <span className="flex items-center space-x-1 text-xs text-red-600">
+                                  <XCircle className="w-3.5 h-3.5" />
+                                  <span>Error</span>
+                                </span>
+                              ) : (
+                                <span className="text-xs text-gray-500">partial</span>
+                              )}
+                              {pluginsExecuted.length > 0 && (
+                                <button
+                                  onClick={() => setSelectedEvent(evt)}
+                                  className="text-gray-400 hover:text-gray-600 p-0.5 rounded hover:bg-gray-100"
+                                  title="View details"
+                                >
+                                  <Eye className="w-3.5 h-3.5" />
+                                </button>
+                              )}
+                            </div>
                           </td>
                         </tr>
                       );
@@ -2188,15 +2168,14 @@ const Queue: React.FC = () => {
       </div>
 
       {/* Filters */}
-      <div className="bg-white rounded-lg border p-4">
+      <Card raised>
         <h3 className="text-lg font-medium mb-4">Filters</h3>
         <div className="grid grid-cols-1 md:grid-cols-4 gap-4">
           <div>
             <label className="block text-sm font-medium text-gray-700 mb-1">Status</label>
-            <select
+            <Select
               value={filters.status}
               onChange={(e) => setFilters({ ...filters, status: e.target.value })}
-              className="w-full border border-gray-300 rounded-md px-3 py-2"
             >
               <option value="">All Statuses</option>
               <option value="queued">Queued</option>
@@ -2205,46 +2184,40 @@ const Queue: React.FC = () => {
               <option value="failed">Failed</option>
               <option value="canceled">Canceled</option>
               <option value="deferred">Deferred</option>
-            </select>
+            </Select>
           </div>
 
           <div>
             <label className="block text-sm font-medium text-gray-700 mb-1">Job Type</label>
-            <select
+            <Select
               value={filters.job_type}
               onChange={(e) => setFilters({ ...filters, job_type: e.target.value })}
-              className="w-full border border-gray-300 rounded-md px-3 py-2"
             >
               <option value="">All Types</option>
               <option value="process_audio_files">Audio File Processing</option>
               <option value="process_single_audio_file">Single Audio File</option>
               <option value="reprocess_transcript">Reprocess Transcript</option>
               <option value="reprocess_memory">Reprocess Memory</option>
-            </select>
+            </Select>
           </div>
 
           <div>
             <label className="block text-sm font-medium text-gray-700 mb-1">Priority</label>
-            <select
+            <Select
               value={filters.priority}
               onChange={(e) => setFilters({ ...filters, priority: e.target.value })}
-              className="w-full border border-gray-300 rounded-md px-3 py-2"
             >
               <option value="">All Priorities</option>
               <option value="high">High</option>
               <option value="normal">Normal</option>
               <option value="low">Low</option>
-            </select>
+            </Select>
           </div>
 
           <div className="flex items-end space-x-2">
-            <button
-              onClick={applyFilters}
-              className="flex items-center space-x-1 px-4 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700"
-            >
-              <Filter className="w-4 h-4" />
-              <span>Apply</span>
-            </button>
+            <Button variant="primary" size="md" icon={<Filter className="w-4 h-4" />} onClick={applyFilters}>
+              Apply
+            </Button>
             <button
               onClick={clearFilters}
               className="flex items-center space-x-1 px-4 py-2 bg-gray-600 text-white rounded-md hover:bg-gray-700"
@@ -2254,7 +2227,7 @@ const Queue: React.FC = () => {
             </button>
           </div>
         </div>
-      </div>
+      </Card>
 
           {/* Jobs Table */}
       <div className="bg-white rounded-lg border overflow-hidden">
@@ -2264,7 +2237,7 @@ const Queue: React.FC = () => {
             <button
               onClick={() => {
                 queueApi.clearJobs().then(() => {
-                  fetchData();
+                  invalidateQueue();
                 });
               }}
               className="inline-flex items-center px-2 py-1 rounded text-xs text-red-500 hover:text-red-700 hover:bg-red-50 transition-colors"
@@ -2400,15 +2373,18 @@ const Queue: React.FC = () => {
 
       {/* Job Details Modal */}
       {selectedJob && (
-        <div className="fixed inset-0 bg-gray-600 bg-opacity-50 overflow-y-auto h-full w-full z-50">
-          <div className="relative top-20 mx-auto p-5 border w-11/12 max-w-6xl shadow-lg rounded-md bg-white">
-            <div className="flex justify-between items-center mb-4">
-              <h3 className="text-lg font-medium text-gray-900">Job Details</h3>
-              <button onClick={() => setSelectedJob(null)} className="text-gray-400 hover:text-gray-600">
-                <X className="w-5 h-5" />
-              </button>
-            </div>
-
+        <Modal
+          open
+          onClose={() => setSelectedJob(null)}
+          title="Job Details"
+          maxWidthClassName="max-w-6xl"
+          className="max-h-[90vh] overflow-y-auto"
+          footer={
+            <Button variant="secondary" onClick={() => setSelectedJob(null)}>
+              Close
+            </Button>
+          }
+        >
             {loadingJobDetails ? (
               <div className="flex items-center justify-center py-12">
                 <div className="animate-spin rounded-full h-8 w-8 border-b-2 border-blue-600"></div>
@@ -2627,24 +2603,146 @@ const Queue: React.FC = () => {
                 )}
               </div>
             )}
-          </div>
-        </div>
+        </Modal>
       )}
 
-      {/* Flush Jobs Modal */}
-      {showFlushModal && (
-        <div className="fixed inset-0 bg-gray-600 bg-opacity-50 overflow-y-auto h-full w-full z-50">
-          <div className="relative top-20 mx-auto p-5 border w-11/12 md:w-1/2 lg:w-1/3 shadow-lg rounded-md bg-white">
-            <div className="flex justify-between items-center mb-4">
-              <h3 className="text-lg font-medium text-gray-900 flex items-center">
-                <Trash2 className="w-5 h-5 mr-2" />
-                Flush Jobs
-              </h3>
-              <button onClick={() => setShowFlushModal(false)} className="text-gray-400 hover:text-gray-600">
-                <X className="w-5 h-5" />
-              </button>
+      {/* Event Detail Modal */}
+      {selectedEvent && (
+        <Modal
+          open
+          onClose={() => setSelectedEvent(null)}
+          title="Event Details"
+          maxWidthClassName="max-w-3xl"
+          className="max-h-[90vh] overflow-y-auto"
+          footer={
+            <Button variant="secondary" onClick={() => setSelectedEvent(null)}>
+              Close
+            </Button>
+          }
+        >
+            <div className="space-y-4">
+              <div className="grid grid-cols-2 gap-4">
+                <div>
+                  <label className="block text-sm font-medium text-gray-700">Time</label>
+                  <p className="text-sm text-gray-900">{new Date(selectedEvent.timestamp * 1000).toLocaleString()}</p>
+                </div>
+                <div>
+                  <label className="block text-sm font-medium text-gray-700">Event</label>
+                  <span className={`text-xs px-2 py-0.5 rounded-full font-medium ${getEventColor(selectedEvent.event)}`}>
+                    {selectedEvent.event}
+                  </span>
+                </div>
+                <div>
+                  <label className="block text-sm font-medium text-gray-700">User</label>
+                  <p className="text-sm text-gray-900 font-mono">{selectedEvent.user_id}</p>
+                </div>
+                {selectedEvent.metadata?.client_id && (
+                  <div>
+                    <label className="block text-sm font-medium text-gray-700">Client</label>
+                    <p className="text-sm text-gray-900 font-mono">{selectedEvent.metadata.client_id}</p>
+                  </div>
+                )}
+              </div>
+
+              <div>
+                <label className="block text-sm font-medium text-gray-700 mb-2">Plugin Results</label>
+                <div className="space-y-2">
+                  {(selectedEvent.plugins_executed || []).map((p, i) => {
+                    const skipped = !!p.data?.skipped;
+                    const tone = skipped
+                      ? { card: 'bg-gray-50 border-gray-200', badge: 'bg-gray-100 text-gray-600', text: 'text-gray-700', label: 'Skipped' }
+                      : p.success
+                        ? { card: 'bg-green-50 border-green-200', badge: 'bg-green-100 text-green-700', text: 'text-green-800', label: 'OK' }
+                        : { card: 'bg-red-50 border-red-200', badge: 'bg-red-100 text-red-700', text: 'text-red-800', label: 'Error' };
+                    // Show the plugin's structured output minus the skip flags we
+                    // already render via the badge/detail.
+                    const { skipped: _s, skip_reason: _r, detail, ...restData } = p.data || {};
+                    return (
+                      <div key={i} className={`p-3 rounded-lg border ${tone.card}`}>
+                        <div className="flex items-center space-x-2 mb-1">
+                          {skipped
+                            ? <MinusCircle className="w-4 h-4 text-gray-500" />
+                            : p.success
+                              ? <CheckCircle className="w-4 h-4 text-green-600" />
+                              : <XCircle className="w-4 h-4 text-red-600" />
+                          }
+                          <span className="text-sm font-medium">{p.plugin_id}</span>
+                          <span className={`text-xs px-1.5 py-0.5 rounded ${tone.badge}`}>
+                            {tone.label}
+                          </span>
+                        </div>
+                        {(p.message || detail) && (
+                          <p className={`text-sm ml-6 ${tone.text}`}>
+                            {p.message || detail}
+                          </p>
+                        )}
+                        {Object.keys(restData).length > 0 && (
+                          <pre className="text-xs text-gray-700 bg-white/60 border border-gray-200 rounded p-2 mt-2 ml-6 overflow-auto max-h-40 whitespace-pre-wrap break-words">
+                            {JSON.stringify(restData, null, 2)}
+                          </pre>
+                        )}
+                      </div>
+                    );
+                  })}
+                </div>
+              </div>
+
+              {selectedEvent.metadata && Object.keys(selectedEvent.metadata).length > 0 && (
+                <details>
+                  <summary className="text-sm font-medium text-gray-700 cursor-pointer hover:text-gray-900">
+                    Raw Metadata
+                  </summary>
+                  <pre className="text-xs text-gray-900 bg-gray-50 p-2 rounded overflow-auto max-h-40 mt-2 whitespace-pre-wrap break-words">
+                    {JSON.stringify(selectedEvent.metadata, null, 2)}
+                  </pre>
+                </details>
+              )}
             </div>
+        </Modal>
+      )}
 
+      {/* Flush Jobs Modal */}
+      {showFlushModal && (
+        <Modal
+          open
+          onClose={() => { setShowFlushModal(false); setFlushPreview(null); }}
+          title="Flush Jobs"
+          icon={<Trash2 className="w-5 h-5" />}
+          maxWidthClassName="max-w-lg"
+          className="max-h-[90vh] overflow-y-auto"
+          footer={
+            <>
+              <Button
+                variant="secondary"
+                size="md"
+                className="flex-1"
+                onClick={() => { setShowFlushModal(false); setFlushPreview(null); }}
+              >
+                Cancel
+              </Button>
+              <Button
+                variant="secondary"
+                size="md"
+                className="flex-1"
+                onClick={previewFlush}
+                disabled={previewing || (!flushSettings.flush_all && flushSettings.statuses.length === 0)}
+                icon={previewing ? <RotateCcw className="w-4 h-4 animate-spin" /> : <Eye className="w-4 h-4" />}
+              >
+                {previewing ? 'Previewing...' : 'Preview'}
+              </Button>
+              <Button
+                variant={flushSettings.flush_all ? 'danger' : 'primary'}
+                size="md"
+                className="flex-1"
+                onClick={flushJobs}
+                disabled={flushing || (!flushSettings.flush_all && flushSettings.statuses.length === 0)}
+                icon={flushing ? <RotateCcw className="w-4 h-4 animate-spin" /> : <Trash2 className="w-4 h-4" />}
+              >
+                {flushing ? 'Flushing...' : flushSettings.flush_all ? 'Flush ALL Jobs' : 'Flush Selected Jobs'}
+              </Button>
+            </>
+          }
+        >
             <div className="space-y-4">
               <div className="bg-yellow-50 border border-yellow-200 rounded-lg p-3">
                 <div className="flex items-center">
@@ -2670,10 +2768,9 @@ const Queue: React.FC = () => {
                     <div className="ml-6 mt-2 space-y-2">
                       <div>
                         <label className="block text-xs text-gray-600 mb-1">Remove jobs older than:</label>
-                        <select
+                        <Select
                           value={flushSettings.older_than_hours}
                           onChange={(e) => setFlushSettings(prev => ({ ...prev, older_than_hours: parseInt(e.target.value) }))}
-                          className="w-full text-sm border border-gray-300 rounded px-2 py-1"
                         >
                           <option value={1}>1 hour</option>
                           <option value={6}>6 hours</option>
@@ -2681,34 +2778,31 @@ const Queue: React.FC = () => {
                           <option value={24}>24 hours</option>
                           <option value={72}>3 days</option>
                           <option value={168}>1 week</option>
-                        </select>
+                        </Select>
                       </div>
 
                       <div>
                         <label className="block text-xs text-gray-600 mb-1">Job statuses to remove:</label>
                         <div className="space-y-1">
                           {['finished', 'failed', 'canceled'].map(status => (
-                            <label key={status} className="flex items-center space-x-2">
-                              <input
-                                type="checkbox"
-                                checked={flushSettings.statuses.includes(status)}
-                                onChange={(e) => {
-                                  if (e.target.checked) {
-                                    setFlushSettings(prev => ({
-                                      ...prev,
-                                      statuses: [...prev.statuses, status]
-                                    }));
-                                  } else {
-                                    setFlushSettings(prev => ({
-                                      ...prev,
-                                      statuses: prev.statuses.filter(s => s !== status)
-                                    }));
-                                  }
-                                }}
-                                className="text-blue-600"
-                              />
-                              <span className="text-xs capitalize">{status}</span>
-                            </label>
+                            <Checkbox
+                              key={status}
+                              checked={flushSettings.statuses.includes(status)}
+                              onChange={(e) => {
+                                if (e.target.checked) {
+                                  setFlushSettings(prev => ({
+                                    ...prev,
+                                    statuses: [...prev.statuses, status]
+                                  }));
+                                } else {
+                                  setFlushSettings(prev => ({
+                                    ...prev,
+                                    statuses: prev.statuses.filter(s => s !== status)
+                                  }));
+                                }
+                              }}
+                              label={<span className="text-xs capitalize">{status}</span>}
+                            />
                           ))}
                         </div>
                       </div>
@@ -2733,72 +2827,68 @@ const Queue: React.FC = () => {
                       <div className="bg-red-50 border border-red-200 rounded p-2">
                         <p className="text-xs text-red-800">
                           ⚠️ This will flush queued, started, deferred, scheduled, and canceled jobs.
-                          {!flushSettings.include_failed && !flushSettings.include_completed &&
-                            " Failed and completed jobs preserved for debugging."}
+                          {!flushSettings.include_failed && !flushSettings.include_finished &&
+                            " Failed and finished jobs preserved for debugging."}
                         </p>
                       </div>
 
                       <div className="space-y-1">
-                        <label className="flex items-center space-x-2">
-                          <input
-                            type="checkbox"
-                            checked={flushSettings.include_failed}
-                            onChange={(e) => setFlushSettings(prev => ({ ...prev, include_failed: e.target.checked }))}
-                            className="text-red-600"
-                          />
-                          <span className="text-xs text-gray-700">Also flush failed jobs</span>
-                        </label>
-
-                        <label className="flex items-center space-x-2">
-                          <input
-                            type="checkbox"
-                            checked={flushSettings.include_completed}
-                            onChange={(e) => setFlushSettings(prev => ({ ...prev, include_completed: e.target.checked }))}
-                            className="text-red-600"
-                          />
-                          <span className="text-xs text-gray-700">Also flush completed jobs</span>
-                        </label>
+                        <Checkbox
+                          checked={flushSettings.include_failed}
+                          onChange={(e) => setFlushSettings(prev => ({ ...prev, include_failed: e.target.checked }))}
+                          label={<span className="text-xs text-gray-700">Also flush failed jobs</span>}
+                        />
+
+                        <Checkbox
+                          checked={flushSettings.include_finished}
+                          onChange={(e) => setFlushSettings(prev => ({ ...prev, include_finished: e.target.checked }))}
+                          label={<span className="text-xs text-gray-700">Also flush finished jobs</span>}
+                        />
                       </div>
                     </div>
                   )}
                 </div>
               </div>
 
-              <div className="flex space-x-2 pt-4 border-t">
-                <button
-                  onClick={() => setShowFlushModal(false)}
-                  className="flex-1 px-4 py-2 border border-gray-300 text-gray-700 rounded-lg hover:bg-gray-50"
-                >
-                  Cancel
-                </button>
-                <button
-                  onClick={flushJobs}
-                  disabled={flushing || (!flushSettings.flush_all && flushSettings.statuses.length === 0)}
-                  className={`flex-1 px-4 py-2 text-white rounded-lg disabled:opacity-50 ${
-                    flushSettings.flush_all
-                      ? 'bg-red-600 hover:bg-red-700'
-                      : 'bg-blue-600 hover:bg-blue-700'
-                  }`}
-                >
-                  {flushing ? (
-                    <>
-                      <RotateCcw className="w-4 h-4 animate-spin inline mr-2" />
-                      Flushing...
-                    </>
+              {/* Preview (dry run) of exactly what this flush would remove */}
+              {flushPreview && (
+                <div className="mt-2 border rounded-lg overflow-hidden">
+                  <div className="px-3 py-2 bg-gray-50 border-b text-xs font-medium text-gray-700 flex justify-between items-center">
+                    <span>
+                      {flushPreview.total_matched} job{flushPreview.total_matched === 1 ? '' : 's'} will be removed
+                      {typeof flushPreview.redis_keys_matched === 'number' &&
+                        ` + ${flushPreview.redis_keys_matched} Redis key${flushPreview.redis_keys_matched === 1 ? '' : 's'}`}
+                    </span>
+                    {!!flushPreview.skipped_session_level && (
+                      <span className="text-gray-500">{flushPreview.skipped_session_level} session-level skipped</span>
+                    )}
+                  </div>
+                  {flushPreview.jobs.length === 0 ? (
+                    <div className="px-3 py-4 text-center text-xs text-gray-500">Nothing matches these settings.</div>
                   ) : (
-                    <>
-                      <Trash2 className="w-4 h-4 inline mr-2" />
-                      {flushSettings.flush_all ? 'Flush ALL Jobs' : 'Flush Selected Jobs'}
-                    </>
+                    <div className="max-h-48 overflow-y-auto divide-y divide-gray-100">
+                      {flushPreview.jobs.map((job: any) => (
+                        <div key={job.job_id} className="px-3 py-1.5 text-xs flex items-center justify-between">
+                          <div className="min-w-0 truncate">
+                            <span className="font-medium text-gray-800">{job.job_type}</span>
+                            <span className="text-gray-400 ml-2 font-mono">{job.job_id?.substring(0, 8)}</span>
+                            {job.client_id && <span className="text-gray-500 ml-2">{job.client_id}</span>}
+                          </div>
+                          <div className="flex items-center space-x-2 flex-shrink-0 ml-2">
+                            <span className={`px-1.5 py-0.5 rounded ${getStatusColor(job.status)}`}>{job.status}</span>
+                            {typeof job.age_hours === 'number' && <span className="text-gray-500">{job.age_hours}h</span>}
+                          </div>
+                        </div>
+                      ))}
+                    </div>
                   )}
-                </button>
-              </div>
+                </div>
+              )}
             </div>
-          </div>
-        </div>
+        </Modal>
       )}
     </div>
   );
 };
 
-export default Queue;
\ No newline at end of file
+export default Queue;
diff --git a/backends/advanced/webui/src/pages/Settings.tsx b/backends/advanced/webui/src/pages/Settings.tsx
index 34f910af..68e3fa25 100644
--- a/backends/advanced/webui/src/pages/Settings.tsx
+++ b/backends/advanced/webui/src/pages/Settings.tsx
@@ -1,11 +1,16 @@
 import { useState, useEffect } from 'react'
-import { Settings as SettingsIcon, CheckCircle, AlertCircle, RefreshCw, Volume2, Sliders, Brain, Mic, Users, Cpu, Play, Loader2, X, Check } from 'lucide-react'
-import { systemApi, speakerApi } from '../services/api'
+import { useQueryClient } from '@tanstack/react-query'
+import { Settings as SettingsIcon, CheckCircle, AlertCircle, RefreshCw, Volume2, Sliders, Mic, Users, Cpu, Play, Loader2, X, Check, UserCircle, Database, Plus, Trash2, Pencil } from 'lucide-react'
+import { systemApi, speakerApi, authApi } from '../services/api'
 import { useAuth } from '../contexts/AuthContext'
-import { useDiarizationSettings, useLLMOperations, useMemoryProvider, useMiscSettings } from '../hooks/useSystem'
+import { useDiarizationSettings, useLLMOperations, useMiscSettings, useModels, ModelView, ModelType } from '../hooks/useSystem'
+import ExternalServices from '../components/ExternalServices'
+import AsrContextSettings from '../components/AsrContextSettings'
+import AutomationSettings from '../components/AutomationSettings'
+import { Alert, Button, IconButton, Input, Modal, Select, Textarea } from '../components/ui'
 
 interface DiarizationSettings {
-  diarization_source: 'deepgram' | 'pyannote'
+  diarization_source: 'provider' | 'pyannote'
   similarity_threshold: number
   min_duration: number
   collar: number
@@ -19,13 +24,12 @@ export default function Settings() {
 
   // TanStack Query hooks
   const { data: diarizationData } = useDiarizationSettings()
-  const { data: memoryProviderData } = useMemoryProvider()
   const { data: miscSettingsData } = useMiscSettings()
   const { data: llmOpsData, refetch: refetchLLMOps } = useLLMOperations()
 
   // Local state for editable settings
   const [diarizationSettings, setDiarizationSettings] = useState<DiarizationSettings>({
-    diarization_source: 'pyannote',
+    diarization_source: 'provider',
     similarity_threshold: 0.15,
     min_duration: 0.5,
     collar: 2.0,
@@ -34,39 +38,61 @@ export default function Settings() {
     max_speakers: 6
   })
   const [diarizationLoading, setDiarizationLoading] = useState(false)
-  const [currentProvider, setCurrentProvider] = useState<string>('')
-  const [availableProviders, setAvailableProviders] = useState<string[]>([])
-  const [selectedProvider, setSelectedProvider] = useState<string>('')
-  const [providerLoading, setProviderLoading] = useState(false)
-  const [providerMessage, setProviderMessage] = useState('')
 
   const [miscSettings, setMiscSettings] = useState({
-    always_persist_enabled: false,
-    use_provider_segments: false,
     per_segment_speaker_id: false,
-    transcription_job_timeout_seconds: 900,
-    always_batch_retranscribe: false
+    streaming_fallback_timeout_seconds: 120,
+    always_batch_retranscribe: false,
+    live_segmentation: 'streaming_stt' as 'streaming_stt' | 'windowed_batch' | 'off',
   })
   const [miscLoading, setMiscLoading] = useState(false)
   const [miscMessage, setMiscMessage] = useState('')
 
+  // Identity settings (how the user/assistant are labeled when extracting chat memories)
+  const [displayName, setDisplayName] = useState('')
+  const [assistantName, setAssistantName] = useState('')
+  const [identityLoading, setIdentityLoading] = useState(false)
+  const [identityMessage, setIdentityMessage] = useState('')
+
   // Sync query data into local editable state
   useEffect(() => {
     if (diarizationData) setDiarizationSettings(diarizationData)
   }, [diarizationData])
 
-  useEffect(() => {
-    if (memoryProviderData) {
-      setCurrentProvider(memoryProviderData.currentProvider)
-      setAvailableProviders(memoryProviderData.availableProviders)
-      setSelectedProvider(memoryProviderData.currentProvider)
-    }
-  }, [memoryProviderData])
 
   useEffect(() => {
     if (miscSettingsData) setMiscSettings(miscSettingsData)
   }, [miscSettingsData])
 
+  // Load current identity from the user's profile
+  useEffect(() => {
+    authApi.getMe()
+      .then((res) => {
+        setDisplayName(res.data.display_name || '')
+        setAssistantName(res.data.assistant_name || '')
+      })
+      .catch(() => {
+        // Non-fatal: leave fields blank if profile can't be loaded
+      })
+  }, [])
+
+  const saveIdentity = async () => {
+    try {
+      setIdentityLoading(true)
+      setIdentityMessage('')
+      await authApi.updateMe({
+        display_name: displayName.trim(),
+        assistant_name: assistantName.trim(),
+      })
+      setIdentityMessage('Identity saved successfully')
+      setTimeout(() => setIdentityMessage(''), 3000)
+    } catch (err: any) {
+      setIdentityMessage('Error: ' + (err.response?.data?.detail || err.message))
+    } finally {
+      setIdentityLoading(false)
+    }
+  }
+
   const saveMiscSettings = async () => {
     try {
       setMiscLoading(true)
@@ -85,30 +111,6 @@ export default function Settings() {
     }
   }
 
-  const saveMemoryProvider = async () => {
-    if (selectedProvider === currentProvider) {
-      setProviderMessage('Provider is already set to ' + selectedProvider)
-      setTimeout(() => setProviderMessage(''), 3000)
-      return
-    }
-
-    try {
-      setProviderLoading(true)
-      setProviderMessage('')
-      const response = await systemApi.setMemoryProvider(selectedProvider)
-      if (response.data.status === 'success') {
-        setCurrentProvider(selectedProvider)
-        setProviderMessage('Provider updated successfully')
-      } else {
-        setProviderMessage('Failed to update provider')
-      }
-    } catch (err: any) {
-      setProviderMessage('Error: ' + (err.response?.data?.error || err.message))
-    } finally {
-      setProviderLoading(false)
-    }
-  }
-
   const saveDiarizationSettings = async () => {
     try {
       setDiarizationLoading(true)
@@ -150,56 +152,46 @@ export default function Settings() {
       </div>
 
       <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
-        {/* Memory Provider */}
+        {/* Identity */}
         <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
           <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
-            <Brain className="h-5 w-5 mr-2 text-blue-600" />
-            Memory Provider
+            <UserCircle className="h-5 w-5 mr-2 text-blue-600" />
+            Identity
           </h3>
+          <p className="text-xs text-gray-500 dark:text-gray-400 mb-4">
+            Names used to label who is speaking when extracting memories from chat.
+            Leave blank to fall back to the generic "User" and "Assistant".
+          </p>
           <div className="space-y-3">
-            {/* Current Provider Display */}
-            <div className="flex items-center justify-between text-sm">
-              <span className="text-gray-600 dark:text-gray-400">Current:</span>
-              <span className="font-semibold text-blue-600 dark:text-blue-400">
-                {currentProvider || 'Loading...'}
-              </span>
+            <div>
+              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+                Your name
+              </label>
+              <Input
+                type="text"
+                value={displayName}
+                onChange={(e) => setDisplayName(e.target.value)}
+                placeholder="e.g. Ankush"
+              />
             </div>
-
-            {/* Provider Selector */}
-            <div className="space-y-2">
-              <select
-                value={selectedProvider}
-                onChange={(e) => setSelectedProvider(e.target.value)}
-                disabled={providerLoading || availableProviders.length === 0}
-                className="w-full px-3 py-2 text-sm border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500 focus:border-blue-500 disabled:opacity-50 disabled:cursor-not-allowed"
-              >
-                {availableProviders.map((provider) => (
-                  <option key={provider} value={provider}>
-                    {provider === 'chronicle' && 'Chronicle mem'}
-                    {provider === 'openmemory_mcp' && 'OpenMemory (mem0)'}
-                  </option>
-                ))}
-              </select>
-              <button
-                onClick={saveMemoryProvider}
-                disabled={providerLoading || selectedProvider === currentProvider}
-                className="w-full px-3 py-2 text-sm bg-blue-600 text-white rounded-md hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-              >
-                {providerLoading ? 'Saving...' : selectedProvider === currentProvider ? 'No Changes' : 'Update Provider'}
-              </button>
+            <div>
+              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">
+                Assistant name
+              </label>
+              <Input
+                type="text"
+                value={assistantName}
+                onChange={(e) => setAssistantName(e.target.value)}
+                placeholder="e.g. Chronicle"
+              />
             </div>
-
-            {/* Status Message */}
-            {providerMessage && (
-              <div className={`p-2 rounded-md text-xs ${
-                providerMessage.includes('Error')
-                  ? 'bg-red-50 dark:bg-red-900/20 text-red-700 dark:text-red-300'
-                  : providerMessage.includes('already')
-                    ? 'bg-yellow-50 dark:bg-yellow-900/20 text-yellow-700 dark:text-yellow-300'
-                    : 'bg-green-50 dark:bg-green-900/20 text-green-700 dark:text-green-300'
-              }`}>
-                {providerMessage}
-              </div>
+            <Button variant="primary" size="md" className="w-full" onClick={saveIdentity} disabled={identityLoading}>
+              {identityLoading ? 'Saving...' : 'Save Identity'}
+            </Button>
+            {identityMessage && (
+              <Alert tone={identityMessage.includes('Error') ? 'danger' : 'success'} className="text-xs">
+                {identityMessage}
+              </Alert>
             )}
           </div>
         </div>
@@ -222,16 +214,16 @@ export default function Settings() {
                   <input
                     type="radio"
                     name="diarization_source"
-                    value="deepgram"
-                    checked={diarizationSettings.diarization_source === 'deepgram'}
+                    value="provider"
+                    checked={diarizationSettings.diarization_source === 'provider'}
                     onChange={(e) => setDiarizationSettings(prev => ({
                       ...prev,
-                      diarization_source: e.target.value as 'deepgram' | 'pyannote'
+                      diarization_source: e.target.value as 'provider' | 'pyannote'
                     }))}
                     className="mr-2"
                   />
                   <span className="text-sm text-gray-700 dark:text-gray-300">
-                    <strong>Deepgram</strong> - Use cloud-based diarization (requires API key)
+                    <strong>Provider</strong> - Trust speaker segments from the transcription provider when available
                   </span>
                 </label>
                 <label className="flex items-center">
@@ -242,41 +234,23 @@ export default function Settings() {
                     checked={diarizationSettings.diarization_source === 'pyannote'}
                     onChange={(e) => setDiarizationSettings(prev => ({
                       ...prev,
-                      diarization_source: e.target.value as 'deepgram' | 'pyannote'
+                      diarization_source: e.target.value as 'provider' | 'pyannote'
                     }))}
                     className="mr-2"
                   />
                   <span className="text-sm text-gray-700 dark:text-gray-300">
-                    <strong>Pyannote</strong> - Use local diarization with configurable parameters
+                    <strong>Pyannote</strong> - Always re-diarize locally with configurable parameters
                   </span>
                 </label>
               </div>
               <div className="text-xs text-gray-500 dark:text-gray-400 mt-2">
-                {diarizationSettings.diarization_source === 'deepgram'
-                  ? 'Deepgram handles diarization automatically. The parameters below apply only to speaker identification.'
-                  : 'Pyannote provides local diarization with full parameter control.'
+                {diarizationSettings.diarization_source === 'provider'
+                  ? 'Diarized segments from the transcription provider are used as-is; Pyannote runs as a fallback when the provider does not diarize. The parameters below apply to the fallback and speaker identification.'
+                  : 'Pyannote re-diarizes every transcript locally with full parameter control.'
                 }
               </div>
             </div>
 
-            {/* Warning for Deepgram with Pyannote params */}
-            {diarizationSettings.diarization_source === 'deepgram' && (
-              <div className="bg-yellow-50 dark:bg-yellow-900/20 border border-yellow-200 dark:border-yellow-700 rounded-md p-3">
-                <div className="flex">
-                  <AlertCircle className="h-5 w-5 text-yellow-400 mr-2 flex-shrink-0" />
-                  <div>
-                    <h4 className="text-sm font-medium text-yellow-800 dark:text-yellow-300">
-                      Note: Deepgram Diarization Mode
-                    </h4>
-                    <p className="text-sm text-yellow-700 dark:text-yellow-400 mt-1">
-                      Ignored parameters hidden: speaker count, collar, timing settings.
-                      Only similarity threshold applies to speaker identification.
-                    </p>
-                  </div>
-                </div>
-              </div>
-            )}
-
             {/* Similarity Threshold (always shown) */}
             <div>
               <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
@@ -299,9 +273,8 @@ export default function Settings() {
               </div>
             </div>
 
-            {/* Pyannote-specific parameters (conditionally shown) */}
-            {diarizationSettings.diarization_source === 'pyannote' && (
-              <>
+            {/* Pyannote parameters (apply when pyannote diarizes, including provider fallback) */}
+            <>
                 {/* Min Duration */}
                 <div>
                   <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
@@ -405,18 +378,19 @@ export default function Settings() {
                     />
                   </div>
                 </div>
-              </>
-            )}
+            </>
 
             {/* Save Button */}
             <div className="pt-4 border-t border-gray-200 dark:border-gray-600">
-              <button
+              <Button
+                variant="primary"
+                size="md"
+                className="w-full"
                 onClick={saveDiarizationSettings}
                 disabled={diarizationLoading}
-                className="w-full px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
               >
                 {diarizationLoading ? 'Saving...' : 'Save Diarization Settings'}
-              </button>
+              </Button>
             </div>
           </div>
         </div>
@@ -429,47 +403,23 @@ export default function Settings() {
           </h3>
 
           <div className="space-y-4">
-            {/* Always Persist Audio Toggle */}
-            <div className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
-              <div className="flex-1">
-                <div className="font-medium text-gray-900 dark:text-gray-100">
-                  Always Persist Audio
-                </div>
-                <div className="text-sm text-gray-600 dark:text-gray-400">
-                  Create conversations for all audio sessions, even when no speech is detected
-                </div>
-              </div>
-              <label className="relative inline-flex items-center cursor-pointer ml-4">
-                <input
-                  type="checkbox"
-                  checked={miscSettings.always_persist_enabled}
-                  onChange={(e) => setMiscSettings(prev => ({
-                    ...prev,
-                    always_persist_enabled: e.target.checked
-                  }))}
-                  className="sr-only peer"
-                />
-                <div className="w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-600 peer-checked:after:translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:left-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600"></div>
-              </label>
-            </div>
-
-            {/* Use Provider Segments Toggle */}
+            {/* Always Batch Re-Transcribe Toggle */}
             <div className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
               <div className="flex-1">
                 <div className="font-medium text-gray-900 dark:text-gray-100">
-                  Use Provider Segments
+                  Always Batch Re-Transcribe
                 </div>
                 <div className="text-sm text-gray-600 dark:text-gray-400">
-                  Use speech segments from transcription provider instead of speaker service diarization
+                  After each streaming conversation, re-transcribe with the batch provider for higher quality. Streaming transcript is shown immediately as a preview; memories and summaries are only generated from the batch result.
                 </div>
               </div>
               <label className="relative inline-flex items-center cursor-pointer ml-4">
                 <input
                   type="checkbox"
-                  checked={miscSettings.use_provider_segments}
+                  checked={miscSettings.always_batch_retranscribe}
                   onChange={(e) => setMiscSettings(prev => ({
                     ...prev,
-                    use_provider_segments: e.target.checked
+                    always_batch_retranscribe: e.target.checked
                   }))}
                   className="sr-only peer"
                 />
@@ -477,27 +427,30 @@ export default function Settings() {
               </label>
             </div>
 
-            {/* Always Batch Re-Transcribe Toggle */}
+            {/* Pseudo-streaming via batch Toggle */}
             <div className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
               <div className="flex-1">
                 <div className="font-medium text-gray-900 dark:text-gray-100">
-                  Always Batch Re-Transcribe
+                  Pseudo-streaming via batch
                 </div>
                 <div className="text-sm text-gray-600 dark:text-gray-400">
-                  After each streaming conversation, re-transcribe with the batch provider for higher quality. Streaming transcript is shown immediately as a preview; memories and summaries are only generated from the batch result.
+                  {miscSettings.live_segmentation === 'streaming_stt'
+                    ? 'A real streaming STT provider is configured (stt_stream), so live transcripts come from it directly. This batch-window preview does not apply.'
+                    : 'Show a live transcript preview during recording by batch-transcribing fixed audio windows -- for batch ASR (e.g. VibeVoice) that has no true streaming. When off, no live transcript is shown; the full transcript is produced by batch transcription when the conversation ends. Changing this restarts the workers.'}
                 </div>
               </div>
               <label className="relative inline-flex items-center cursor-pointer ml-4">
                 <input
                   type="checkbox"
-                  checked={miscSettings.always_batch_retranscribe}
+                  disabled={miscSettings.live_segmentation === 'streaming_stt'}
+                  checked={miscSettings.live_segmentation === 'windowed_batch'}
                   onChange={(e) => setMiscSettings(prev => ({
                     ...prev,
-                    always_batch_retranscribe: e.target.checked
+                    live_segmentation: e.target.checked ? 'windowed_batch' : 'off'
                   }))}
                   className="sr-only peer"
                 />
-                <div className="w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-600 peer-checked:after:translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:left-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600"></div>
+                <div className="w-11 h-6 bg-gray-200 peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-blue-300 dark:peer-focus:ring-blue-800 rounded-full peer dark:bg-gray-600 peer-checked:after:translate-x-full peer-checked:after:border-white after:content-[''] after:absolute after:top-[2px] after:left-[2px] after:bg-white after:border-gray-300 after:border after:rounded-full after:h-5 after:w-5 after:transition-all dark:border-gray-600 peer-checked:bg-blue-600 peer-disabled:opacity-40 peer-disabled:cursor-not-allowed"></div>
               </label>
             </div>
 
@@ -539,10 +492,10 @@ export default function Settings() {
             <div className="flex items-center justify-between">
               <div>
                 <div className="text-sm font-medium text-gray-700 dark:text-gray-300">
-                  Transcription Job Timeout
+                  Streaming Fallback Timeout
                 </div>
                 <div className="text-sm text-gray-600 dark:text-gray-400">
-                  Max seconds for transcription jobs ({Math.round(miscSettings.transcription_job_timeout_seconds / 60)} min). Increase for slow local STT.
+                  Max seconds for streaming fallback check ({Math.round(miscSettings.streaming_fallback_timeout_seconds / 60)} min). How long to wait before giving up on batch transcription fallback.
                 </div>
               </div>
               <input
@@ -550,35 +503,36 @@ export default function Settings() {
                 min={60}
                 max={7200}
                 step={60}
-                value={miscSettings.transcription_job_timeout_seconds}
+                value={miscSettings.streaming_fallback_timeout_seconds}
                 onChange={(e) => setMiscSettings(prev => ({
                   ...prev,
-                  transcription_job_timeout_seconds: Math.max(60, Math.min(7200, parseInt(e.target.value) || 60))
+                  streaming_fallback_timeout_seconds: Math.max(60, Math.min(7200, parseInt(e.target.value) || 60))
                 }))}
                 className="ml-4 w-24 px-2 py-1 text-sm border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 focus:ring-2 focus:ring-blue-500 focus:border-blue-500"
               />
             </div>
 
+
             {/* Status Message */}
             {miscMessage && (
-              <div className={`p-2 rounded-md text-sm ${
-                miscMessage.includes('Error') || miscMessage.includes('Failed')
-                  ? 'bg-red-50 dark:bg-red-900/20 text-red-700 dark:text-red-300'
-                  : 'bg-green-50 dark:bg-green-900/20 text-green-700 dark:text-green-300'
-              }`}>
+              <Alert
+                tone={miscMessage.includes('Error') || miscMessage.includes('Failed') ? 'danger' : 'success'}
+              >
                 {miscMessage}
-              </div>
+              </Alert>
             )}
 
             {/* Save Button */}
             <div className="pt-4 border-t border-gray-200 dark:border-gray-600">
-              <button
+              <Button
+                variant="primary"
+                size="md"
+                className="w-full"
                 onClick={saveMiscSettings}
                 disabled={miscLoading}
-                className="w-full px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
               >
                 {miscLoading ? 'Saving...' : 'Save Processing Settings'}
-              </button>
+              </Button>
             </div>
           </div>
         </div>
@@ -593,6 +547,25 @@ export default function Settings() {
             onSaved={refetchLLMOps}
           />
         )}
+
+        {/* Active Models — repoint which registry model each role uses */}
+        <ActiveModelsCard isAdmin={isAdmin} />
+
+        {/* Automation & schedules — when background jobs run (run-now lives on Training) */}
+        <AutomationSettings isAdmin={isAdmin} />
+
+        {/* ASR recognition hints (keyword boosting vs LLM context prompt) */}
+        <div className="lg:col-span-2">
+          <AsrContextSettings isAdmin={isAdmin} />
+        </div>
+
+        {/* ASR / TTS Providers (host service-manager agent) — switch the running service + its model */}
+        <div className="lg:col-span-2">
+          <ExternalServices isAdmin={isAdmin} mode="providers" />
+        </div>
+
+        {/* Model Registry — add/edit/delete model definitions and API keys */}
+        <ModelRegistryCard isAdmin={isAdmin} />
       </div>
     </div>
   )
@@ -782,24 +755,19 @@ function LLMOperationsCard({ data, onSaved }: { data: LLMOpsData; onSaved: () =>
 
       {/* Status Message */}
       {message && (
-        <div className={`mt-4 p-2 rounded-md text-sm ${
-          message.includes('Error') || message.includes('Failed')
-            ? 'bg-red-50 dark:bg-red-900/20 text-red-700 dark:text-red-300'
-            : 'bg-green-50 dark:bg-green-900/20 text-green-700 dark:text-green-300'
-        }`}>
+        <Alert
+          tone={message.includes('Error') || message.includes('Failed') ? 'danger' : 'success'}
+          className="mt-4"
+        >
           {message}
-        </div>
+        </Alert>
       )}
 
       {/* Save Button */}
       <div className="mt-4 pt-4 border-t border-gray-200 dark:border-gray-600">
-        <button
-          onClick={handleSave}
-          disabled={saving}
-          className="w-full px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-        >
+        <Button variant="primary" size="md" className="w-full" onClick={handleSave} disabled={saving}>
           {saving ? 'Saving...' : 'Save AI Model Settings'}
-        </button>
+        </Button>
       </div>
     </div>
   )
@@ -813,6 +781,11 @@ function SpeakerConfiguration({ user }: { user: any }) {
   const [loading, setLoading] = useState(false)
   const [saving, setSaving] = useState(false)
   const [message, setMessage] = useState('')
+  // Wake-word speaker gate: only let a wake word fire for selected speakers.
+  const [gateEnabled, setGateEnabled] = useState(false)
+  const [gateSpeakers, setGateSpeakers] = useState<any[]>([])
+  const [gateSaving, setGateSaving] = useState(false)
+  const [gateMessage, setGateMessage] = useState('')
 
   useEffect(() => {
     loadSpeakerData()
@@ -821,10 +794,11 @@ function SpeakerConfiguration({ user }: { user: any }) {
   const loadSpeakerData = async () => {
     setLoading(true)
     try {
-      const [configResponse, speakersResponse, statusResponse] = await Promise.allSettled([
+      const [configResponse, speakersResponse, statusResponse, gateResponse] = await Promise.allSettled([
         speakerApi.getSpeakerConfiguration(),
         speakerApi.getEnrolledSpeakers(),
-        user?.is_superuser ? speakerApi.getSpeakerServiceStatus() : Promise.resolve({ data: null })
+        user?.is_superuser ? speakerApi.getSpeakerServiceStatus() : Promise.resolve({ data: null }),
+        speakerApi.getWakewordSpeakerGate()
       ])
 
       if (configResponse.status === 'fulfilled') {
@@ -839,6 +813,11 @@ function SpeakerConfiguration({ user }: { user: any }) {
         setSpeakerServiceStatus(statusResponse.value.data)
       }
 
+      if (gateResponse.status === 'fulfilled') {
+        setGateEnabled(!!gateResponse.value.data.enabled)
+        setGateSpeakers(gateResponse.value.data.speakers || [])
+      }
+
     } catch (error) {
       console.error('Error loading speaker data:', error)
       setMessage('Failed to load speaker configuration')
@@ -882,6 +861,35 @@ function SpeakerConfiguration({ user }: { user: any }) {
     setMessage('Configuration reset. Click Save to apply changes.')
   }
 
+  const toggleGateSpeaker = (speaker: any) => {
+    const isSelected = gateSpeakers.some(gs => gs.speaker_id === speaker.id)
+    if (isSelected) {
+      setGateSpeakers(prev => prev.filter(gs => gs.speaker_id !== speaker.id))
+    } else {
+      setGateSpeakers(prev => [...prev, { speaker_id: speaker.id, name: speaker.name }])
+    }
+  }
+
+  const saveWakewordGate = async () => {
+    setGateSaving(true)
+    setGateMessage('')
+    try {
+      await speakerApi.updateWakewordSpeakerGate(gateEnabled, gateSpeakers)
+      setGateMessage(
+        gateEnabled
+          ? `Saved! Wake word will only fire for ${gateSpeakers.length} selected speaker(s).`
+          : 'Saved! Wake word speaker gate disabled.'
+      )
+      setTimeout(() => setGateMessage(''), 3000)
+    } catch (error: any) {
+      console.error('Error saving wake-word speaker gate:', error)
+      setGateMessage(`Failed to save: ${error.response?.data?.error || error.message}`)
+    } finally {
+      setGateSaving(false)
+    }
+  }
+
+  // ↓ SpeakerConfiguration body continues below; new model-config cards live at file end.
   // Don't show the section if speaker service is explicitly disabled or unavailable
   const shouldShowSection = speakerServiceStatus !== null || enrolledSpeakers.length > 0 || loading
 
@@ -1002,16 +1010,548 @@ function SpeakerConfiguration({ user }: { user: any }) {
                 </p>
               )}
             </div>
-            <button
-              onClick={saveSpeakerConfiguration}
-              disabled={saving}
-              className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50 disabled:cursor-not-allowed"
-            >
+            <Button variant="primary" size="md" onClick={saveSpeakerConfiguration} disabled={saving}>
               {saving ? 'Saving...' : 'Save Configuration'}
-            </button>
+            </Button>
+          </div>
+
+          {/* Wake Word Speaker Gate */}
+          <div className="pt-6 mt-2 border-t border-gray-200 dark:border-gray-600 space-y-4">
+            <div>
+              <h4 className="text-base font-semibold text-gray-900 dark:text-gray-100">
+                Wake word access
+              </h4>
+              <p className="text-sm text-gray-600 dark:text-gray-400 mt-1">
+                When on, a wake word only triggers a command if one of the selected
+                people is recognized in what was said. Others saying the wake word are
+                ignored. If the speaker service is unavailable, the wake word still fires.
+              </p>
+            </div>
+
+            {/* Enable toggle */}
+            <label className="flex items-center cursor-pointer select-none">
+              <input
+                type="checkbox"
+                checked={gateEnabled}
+                onChange={(e) => setGateEnabled(e.target.checked)}
+                className="h-4 w-4 text-blue-600 rounded border-gray-300"
+              />
+              <span className="ml-2 text-sm font-medium text-gray-700 dark:text-gray-300">
+                Only fire for selected people
+              </span>
+            </label>
+
+            {/* Speaker allowlist (only when gating) */}
+            {gateEnabled && (
+              <>
+                {gateSpeakers.length === 0 && (
+                  <div className="flex items-start p-3 bg-yellow-50 dark:bg-yellow-900/20 border border-yellow-200 dark:border-yellow-700 rounded-md">
+                    <AlertCircle className="h-5 w-5 text-yellow-400 mr-2 flex-shrink-0" />
+                    <p className="text-sm text-yellow-700 dark:text-yellow-400">
+                      No one selected yet — the gate stays inert (all commands fire) until you pick at least one person.
+                    </p>
+                  </div>
+                )}
+                <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-3 max-h-60 overflow-y-auto">
+                  {enrolledSpeakers.map((speaker) => {
+                    const isSelected = gateSpeakers.some(gs => gs.speaker_id === speaker.id)
+                    return (
+                      <div
+                        key={speaker.id}
+                        className={`p-3 border rounded-lg cursor-pointer transition-colors ${
+                          isSelected
+                            ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20 text-blue-900 dark:text-blue-300'
+                            : 'border-gray-200 dark:border-gray-600 bg-gray-50 dark:bg-gray-700 text-gray-700 dark:text-gray-300 hover:border-gray-300 dark:hover:border-gray-500'
+                        }`}
+                        onClick={() => toggleGateSpeaker(speaker)}
+                      >
+                        <div className="flex items-center">
+                          <div className={`w-4 h-4 mr-3 rounded border-2 flex items-center justify-center ${
+                            isSelected ? 'border-blue-500 bg-blue-500' : 'border-gray-300 dark:border-gray-500'
+                          }`}>
+                            {isSelected && <CheckCircle className="h-3 w-3 text-white" />}
+                          </div>
+                          <div className="font-medium">{speaker.name}</div>
+                        </div>
+                      </div>
+                    )
+                  })}
+                </div>
+              </>
+            )}
+
+            {/* Save */}
+            <div className="flex items-center justify-between pt-2">
+              <div className="flex-1">
+                {gateMessage && (
+                  <p className={`text-sm ${gateMessage.includes('Failed') ? 'text-red-600' : 'text-green-600'}`}>
+                    {gateMessage}
+                  </p>
+                )}
+              </div>
+              <Button variant="primary" size="md" onClick={saveWakewordGate} disabled={gateSaving}>
+                {gateSaving ? 'Saving...' : 'Save Wake Word Access'}
+              </Button>
+            </div>
           </div>
         </div>
       )}
     </div>
   )
 }
+
+// ─────────────────────────────────────────────────────────────────────────────
+// Active Models — repoint which registry model each role (llm/stt/...) uses.
+// ─────────────────────────────────────────────────────────────────────────────
+
+const ACTIVE_MODEL_ROLES: { key: string; type: ModelType; label: string; hint: string }[] = [
+  { key: 'llm', type: 'llm', label: 'LLM', hint: 'Memory, summaries, chat' },
+  { key: 'fast_llm', type: 'llm', label: 'Fast LLM', hint: 'Lightweight / quick tasks' },
+  { key: 'embedding', type: 'embedding', label: 'Embedding', hint: 'Vector search' },
+  { key: 'stt', type: 'stt', label: 'Batch STT', hint: 'File / full-audio transcription' },
+  { key: 'stt_stream', type: 'stt_stream', label: 'Streaming STT', hint: 'Live transcription' },
+  { key: 'tts', type: 'tts', label: 'TTS', hint: 'Text-to-speech' },
+]
+
+function ActiveModelsCard({ isAdmin }: { isAdmin: boolean }) {
+  const queryClient = useQueryClient()
+  const { data } = useModels(isAdmin)
+  const [selected, setSelected] = useState<Record<string, string>>({})
+  const [saving, setSaving] = useState(false)
+  const [message, setMessage] = useState('')
+
+  useEffect(() => {
+    if (data?.defaults) {
+      const next: Record<string, string> = {}
+      for (const r of ACTIVE_MODEL_ROLES) next[r.key] = data.defaults[r.key] ?? ''
+      setSelected(next)
+    }
+  }, [data])
+
+  if (!isAdmin || !data) return null
+
+  const dirty = ACTIVE_MODEL_ROLES.some(
+    r => (selected[r.key] ?? '') !== (data.defaults[r.key] ?? '')
+  )
+
+  const handleSave = async () => {
+    const updates: Record<string, string> = {}
+    for (const r of ACTIVE_MODEL_ROLES) {
+      const v = selected[r.key]
+      if (v && v !== (data.defaults[r.key] ?? '')) updates[r.key] = v
+    }
+    if (Object.keys(updates).length === 0) return
+    try {
+      setSaving(true)
+      setMessage('')
+      const res = await systemApi.setActiveDefaults(updates)
+      if (res.data.status === 'success') {
+        setMessage('Saved — restart workers (System page) so in-flight jobs pick up the change')
+        queryClient.invalidateQueries({ queryKey: ['system'] })
+        setTimeout(() => setMessage(''), 6000)
+      } else {
+        setMessage(res.data.message || 'Failed to save')
+      }
+    } catch (err: any) {
+      setMessage('Error: ' + (err.response?.data?.detail || err.message))
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
+      <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-2 flex items-center">
+        <Cpu className="h-5 w-5 mr-2 text-blue-600" />
+        Active Models
+      </h3>
+      <p className="text-xs text-gray-500 dark:text-gray-400 mb-4">
+        The model each role uses. Cloud and local models both appear here. Switching STT
+        repoints the default only — to start/stop the local ASR container use ASR / TTS
+        Providers below.
+      </p>
+      <div className="space-y-3">
+        {ACTIVE_MODEL_ROLES.map(r => {
+          const opts = data.models[r.type] || []
+          return (
+            <div key={r.key} className="flex items-center justify-between gap-3">
+              <div className="min-w-0">
+                <div className="text-sm font-medium text-gray-700 dark:text-gray-300">{r.label}</div>
+                <div className="text-xs text-gray-500 dark:text-gray-400">{r.hint}</div>
+              </div>
+              <select
+                value={selected[r.key] ?? ''}
+                onChange={e => setSelected(p => ({ ...p, [r.key]: e.target.value }))}
+                className="w-56 shrink-0 px-2 py-1.5 text-sm border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100"
+              >
+                {!data.defaults[r.key] && <option value="">(not set)</option>}
+                {opts.length === 0 && <option value="">(none available)</option>}
+                {opts.map(m => (
+                  <option key={m.name} value={m.name}>
+                    {m.name} — {m.model_provider}
+                  </option>
+                ))}
+              </select>
+            </div>
+          )
+        })}
+      </div>
+      {message && (
+        <Alert
+          tone={message.startsWith('Error') || message.includes('Failed') ? 'danger' : 'success'}
+          className="mt-4"
+        >
+          {message}
+        </Alert>
+      )}
+      <div className="mt-4 pt-4 border-t border-gray-200 dark:border-gray-600">
+        <Button variant="primary" size="md" className="w-full" onClick={handleSave} disabled={saving || !dirty}>
+          {saving ? 'Saving...' : 'Save Active Models'}
+        </Button>
+      </div>
+    </div>
+  )
+}
+
+// ─────────────────────────────────────────────────────────────────────────────
+// Model Registry — add / edit / delete model definitions (incl. API keys/URLs).
+// ─────────────────────────────────────────────────────────────────────────────
+
+const MODEL_TYPE_LABELS: Record<ModelType, string> = {
+  llm: 'LLM',
+  embedding: 'Embedding',
+  stt: 'Batch STT',
+  stt_stream: 'Streaming STT',
+  tts: 'TTS',
+}
+const MODEL_TYPE_ORDER: ModelType[] = ['llm', 'embedding', 'stt', 'stt_stream', 'tts']
+const API_KEY_MASK = '••••••••'
+
+interface ModelForm {
+  name: string
+  model_type: ModelType
+  model_provider: string
+  api_family: string
+  model_name: string
+  model_url: string
+  api_key: string
+  description: string
+  capabilities: string
+  embedding_dimensions: string
+  model_params: string
+}
+
+function emptyModelForm(): ModelForm {
+  return {
+    name: '', model_type: 'llm', model_provider: 'openai', api_family: 'openai',
+    model_name: '', model_url: '', api_key: '', description: '',
+    capabilities: '', embedding_dimensions: '', model_params: '',
+  }
+}
+
+function modelToForm(m: ModelView): ModelForm {
+  return {
+    name: m.name,
+    model_type: m.model_type,
+    model_provider: m.model_provider,
+    api_family: m.api_family || 'openai',
+    model_name: m.model_name,
+    model_url: m.model_url,
+    api_key: m.api_key || '',
+    description: m.description || '',
+    capabilities: (m.capabilities || []).join(', '),
+    embedding_dimensions: m.embedding_dimensions != null ? String(m.embedding_dimensions) : '',
+    model_params: m.model_params && Object.keys(m.model_params).length
+      ? JSON.stringify(m.model_params, null, 2)
+      : '',
+  }
+}
+
+function ModelRegistryCard({ isAdmin }: { isAdmin: boolean }) {
+  const queryClient = useQueryClient()
+  const { data } = useModels(isAdmin)
+  const [form, setForm] = useState<ModelForm | null>(null)
+  const [isNew, setIsNew] = useState(false)
+  const [saving, setSaving] = useState(false)
+  const [error, setError] = useState('')
+  const [tests, setTests] = useState<Record<string, { loading: boolean; success?: boolean; latency?: number; error?: string }>>({})
+
+  if (!isAdmin || !data) return null
+
+  const openAdd = () => { setForm(emptyModelForm()); setIsNew(true); setError('') }
+  const openEdit = (m: ModelView) => { setForm(modelToForm(m)); setIsNew(false); setError('') }
+
+  const handleDelete = async (m: ModelView) => {
+    if (!window.confirm(`Delete model '${m.name}'? This cannot be undone.`)) return
+    try {
+      await systemApi.deleteModel(m.name)
+      queryClient.invalidateQueries({ queryKey: ['system'] })
+    } catch (err: any) {
+      alert(err.response?.data?.detail || err.message)
+    }
+  }
+
+  const handleTest = async (m: ModelView) => {
+    setTests(prev => ({ ...prev, [m.name]: { loading: true } }))
+    try {
+      const res = await systemApi.testModel(m.name)
+      const d = res.data
+      setTests(prev => ({ ...prev, [m.name]: { loading: false, success: d.success, latency: d.latency_ms, error: d.error } }))
+    } catch (err: any) {
+      setTests(prev => ({ ...prev, [m.name]: { loading: false, success: false, error: err.message } }))
+    }
+  }
+
+  const handleSubmit = async () => {
+    if (!form) return
+    if (!form.name.trim()) { setError('Name is required'); return }
+    const payload: Record<string, any> = {
+      name: form.name.trim(),
+      model_type: form.model_type,
+      model_provider: form.model_provider.trim() || 'unknown',
+      api_family: form.api_family.trim() || 'openai',
+      model_name: form.model_name.trim(),
+      model_url: form.model_url.trim(),
+      description: form.description.trim() || null,
+    }
+    // api_key: '' clears it; the mask sentinel is preserved by the backend.
+    payload.api_key = form.api_key
+    if (form.capabilities.trim()) {
+      payload.capabilities = form.capabilities.split(',').map(s => s.trim()).filter(Boolean)
+    }
+    if (form.embedding_dimensions.trim()) {
+      const dim = parseInt(form.embedding_dimensions)
+      if (!Number.isNaN(dim)) payload.embedding_dimensions = dim
+    }
+    if (form.model_params.trim()) {
+      try {
+        payload.model_params = JSON.parse(form.model_params)
+      } catch {
+        setError('Model params must be valid JSON')
+        return
+      }
+    }
+    try {
+      setSaving(true)
+      setError('')
+      await systemApi.upsertModel(payload)
+      queryClient.invalidateQueries({ queryKey: ['system'] })
+      setForm(null)
+    } catch (err: any) {
+      setError(err.response?.data?.detail || err.message)
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  const keyState = (m: ModelView) =>
+    !m.api_key_is_set ? '—' : m.api_key_is_ref ? 'Set (env)' : 'Set (inline)'
+
+  return (
+    <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6 lg:col-span-2">
+      <div className="flex items-center justify-between mb-4">
+        <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 flex items-center">
+          <Database className="h-5 w-5 mr-2 text-blue-600" />
+          Model Registry
+        </h3>
+        <Button variant="primary" icon={<Plus className="h-4 w-4" />} onClick={openAdd}>
+          Add Model
+        </Button>
+      </div>
+      <p className="text-xs text-gray-500 dark:text-gray-400 mb-4">
+        Provider/model definitions. Built-in templates (defaults.yml) are read-only; models
+        defined here can be edited or deleted. Store shared secrets as <code className="px-1 bg-gray-100 dark:bg-gray-700 rounded">{'${oc.env:VAR}'}</code> references.
+      </p>
+
+      <div className="overflow-x-auto">
+        <table className="w-full text-sm">
+          <thead>
+            <tr className="border-b border-gray-200 dark:border-gray-600 text-left text-gray-700 dark:text-gray-300">
+              <th className="py-2 pr-3 font-medium">Name</th>
+              <th className="py-2 px-3 font-medium">Provider</th>
+              <th className="py-2 px-3 font-medium">Model</th>
+              <th className="py-2 px-3 font-medium">API key</th>
+              <th className="py-2 px-3 font-medium">Source</th>
+              <th className="py-2 pl-3 font-medium text-right">Actions</th>
+            </tr>
+          </thead>
+          <tbody>
+            {MODEL_TYPE_ORDER.flatMap(type => {
+              const rows = data.models[type] || []
+              if (rows.length === 0) return []
+              return [
+                <tr key={`hdr-${type}`} className="bg-gray-50 dark:bg-gray-700/40">
+                  <td colSpan={6} className="py-1.5 px-3 text-xs font-semibold uppercase tracking-wide text-gray-500 dark:text-gray-400">
+                    {MODEL_TYPE_LABELS[type]}
+                  </td>
+                </tr>,
+                ...rows.map(m => {
+                  const test = tests[m.name]
+                  const isBuiltin = m.source === 'default'
+                  return (
+                    <tr key={m.name} className="border-b border-gray-100 dark:border-gray-700">
+                      <td className="py-2 pr-3">
+                        <span className="font-medium text-gray-900 dark:text-gray-100">{m.name}</span>
+                        {m.is_default && (
+                          <span className="ml-2 px-1.5 py-0.5 text-[10px] rounded bg-gray-200 text-gray-600 dark:bg-gray-600 dark:text-gray-300">default</span>
+                        )}
+                      </td>
+                      <td className="py-2 px-3 text-gray-600 dark:text-gray-400">{m.model_provider}</td>
+                      <td className="py-2 px-3 text-gray-600 dark:text-gray-400 truncate max-w-[180px]" title={m.model_url || m.model_name}>{m.model_name}</td>
+                      <td className="py-2 px-3 text-gray-600 dark:text-gray-400">{keyState(m)}</td>
+                      <td className="py-2 px-3">
+                        <span className={`px-1.5 py-0.5 text-[10px] rounded ${isBuiltin ? 'bg-gray-200 text-gray-600 dark:bg-gray-600 dark:text-gray-300' : 'bg-gray-100 text-gray-500 dark:bg-gray-700 dark:text-gray-400'}`}>
+                          {isBuiltin ? 'built-in' : 'config'}
+                        </span>
+                      </td>
+                      <td className="py-2 pl-3">
+                        <div className="flex items-center justify-end gap-1">
+                          {(m.model_type === 'llm' || m.model_type === 'embedding') && (
+                            <button
+                              onClick={() => handleTest(m)}
+                              disabled={test?.loading}
+                              className="inline-flex items-center gap-1 px-2 py-1 text-xs rounded border border-gray-300 dark:border-gray-600 hover:bg-gray-50 dark:hover:bg-gray-700 disabled:opacity-50"
+                              title={test?.error || 'Test connection'}
+                            >
+                              {test?.loading ? <Loader2 className="h-3 w-3 animate-spin" />
+                                : test?.success === true ? <Check className="h-3 w-3 text-green-500" />
+                                : test?.success === false ? <X className="h-3 w-3 text-red-500" />
+                                : <Play className="h-3 w-3" />}
+                              {test?.latency ? `${test.latency}ms` : 'Test'}
+                            </button>
+                          )}
+                          <IconButton label="Edit model" onClick={() => openEdit(m)}>
+                            <Pencil className="h-3.5 w-3.5" />
+                          </IconButton>
+                          <IconButton
+                            label={m.is_default ? 'Active default — repoint first' : isBuiltin ? 'Built-in template (defaults.yml)' : 'Delete model'}
+                            danger
+                            onClick={() => handleDelete(m)}
+                            disabled={m.is_default || isBuiltin}
+                          >
+                            <Trash2 className="h-3.5 w-3.5 text-red-600" />
+                          </IconButton>
+                        </div>
+                      </td>
+                    </tr>
+                  )
+                }),
+              ]
+            })}
+          </tbody>
+        </table>
+      </div>
+
+      {form && (
+        <ModelEditModal
+          form={form}
+          setForm={setForm}
+          isNew={isNew}
+          saving={saving}
+          error={error}
+          onCancel={() => setForm(null)}
+          onSubmit={handleSubmit}
+        />
+      )}
+    </div>
+  )
+}
+
+function ModelEditModal({
+  form, setForm, isNew, saving, error, onCancel, onSubmit,
+}: {
+  form: ModelForm
+  setForm: (f: ModelForm) => void
+  isNew: boolean
+  saving: boolean
+  error: string
+  onCancel: () => void
+  onSubmit: () => void
+}) {
+  const set = (field: keyof ModelForm, value: string) => setForm({ ...form, [field]: value } as ModelForm)
+  const label = 'block text-xs font-medium text-gray-600 dark:text-gray-400 mb-1'
+
+  return (
+    <Modal
+      open
+      onClose={onCancel}
+      title={isNew ? 'Add Model' : `Edit ${form.name}`}
+      maxWidthClassName="max-w-lg"
+      className="max-h-[90vh] overflow-y-auto"
+      closeOnEscape={false}
+      footer={
+        <>
+          <Button variant="secondary" size="md" onClick={onCancel}>
+            Cancel
+          </Button>
+          <Button variant="primary" size="md" onClick={onSubmit} disabled={saving}>
+            {saving ? 'Saving…' : 'Save Model'}
+          </Button>
+        </>
+      }
+    >
+        <div className="grid grid-cols-2 gap-3">
+          <div>
+            <label className={label}>Name {isNew && <span className="text-red-500">*</span>}</label>
+            <Input value={form.name} onChange={e => set('name', e.target.value)} disabled={!isNew} placeholder="e.g. openai-llm" />
+          </div>
+          <div>
+            <label className={label}>Type</label>
+            <Select value={form.model_type} onChange={e => set('model_type', e.target.value)} disabled={!isNew}>
+              {MODEL_TYPE_ORDER.map(t => <option key={t} value={t}>{MODEL_TYPE_LABELS[t]}</option>)}
+            </Select>
+          </div>
+          <div>
+            <label className={label}>Provider</label>
+            <Input value={form.model_provider} onChange={e => set('model_provider', e.target.value)} placeholder="openai, ollama, deepgram…" />
+          </div>
+          <div>
+            <label className={label}>API family</label>
+            <Input value={form.api_family} onChange={e => set('api_family', e.target.value)} placeholder="openai, http, websocket" />
+          </div>
+          <div>
+            <label className={label}>Model name</label>
+            <Input value={form.model_name} onChange={e => set('model_name', e.target.value)} placeholder="provider-specific id" />
+          </div>
+          <div>
+            <label className={label}>Embedding dims</label>
+            <Input value={form.embedding_dimensions} onChange={e => set('embedding_dimensions', e.target.value)} placeholder="e.g. 1536" />
+          </div>
+          <div className="col-span-2">
+            <label className={label}>Base URL</label>
+            <Input value={form.model_url} onChange={e => set('model_url', e.target.value)} placeholder="https://api.openai.com/v1 (blank = Tailnet discovery)" />
+          </div>
+          <div className="col-span-2">
+            <label className={label}>API key</label>
+            <Input
+              type={form.api_key === API_KEY_MASK ? 'text' : 'password'}
+              value={form.api_key}
+              onChange={e => set('api_key', e.target.value)}
+              placeholder="inline key or ${oc.env:OPENAI_API_KEY}"
+            />
+            <p className="text-[10px] text-gray-400 mt-1">
+              Leave the dots ({API_KEY_MASK}) to keep the stored secret. Clear to remove. Prefer <code>{'${oc.env:VAR}'}</code> for shared keys.
+            </p>
+          </div>
+          <div className="col-span-2">
+            <label className={label}>Capabilities (comma-separated)</label>
+            <Input value={form.capabilities} onChange={e => set('capabilities', e.target.value)} placeholder="word_timestamps, segments, keyword_boosting…" />
+          </div>
+          <div className="col-span-2">
+            <label className={label}>Description</label>
+            <Input value={form.description} onChange={e => set('description', e.target.value)} />
+          </div>
+          <div className="col-span-2">
+            <label className={label}>Model params (JSON)</label>
+            <Textarea className="font-mono text-xs" rows={3} value={form.model_params} onChange={e => set('model_params', e.target.value)} placeholder='{"temperature": 0.2, "max_tokens": 2000}' />
+          </div>
+        </div>
+
+        {error && (
+          <Alert tone="danger" className="mt-3">
+            {error}
+          </Alert>
+        )}
+    </Modal>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/System.tsx b/backends/advanced/webui/src/pages/System.tsx
index 3345134c..631bc4bb 100644
--- a/backends/advanced/webui/src/pages/System.tsx
+++ b/backends/advanced/webui/src/pages/System.tsx
@@ -1,8 +1,45 @@
 import { useState, useEffect, useRef, useCallback } from 'react'
-import { Activity, RefreshCw, CheckCircle, XCircle, AlertCircle, Users, Database, Server, MoreVertical, RotateCcw, Power } from 'lucide-react'
+import { Activity, RefreshCw, CheckCircle, XCircle, AlertCircle, Users, Database, Server, MoreVertical, RotateCcw, Power, Smartphone, Copy, Check } from 'lucide-react'
+import { QRCodeSVG } from 'qrcode.react'
+import { Link } from 'react-router-dom'
 import { useAuth } from '../contexts/AuthContext'
-import { useSystemData, useRestartWorkers, useRestartBackend } from '../hooks/useSystem'
+import { useTheme } from '../contexts/ThemeContext'
+import { useSystemData, useRestartWorkers, useRestartBackend, useBackendVersion } from '../hooks/useSystem'
 import { systemApi } from '../services/api'
+import ExternalServices from '../components/ExternalServices'
+import RemoteControl from '../components/RemoteControl'
+import { Alert, Button, IconButton, Modal } from '../components/ui'
+
+function getBackendHttpUrl(): string {
+  const { protocol, hostname, port } = window.location
+
+  const isStandardPort =
+    (protocol === 'https:' && (port === '' || port === '443')) ||
+    (protocol === 'http:' && (port === '' || port === '80'))
+
+  const basePath = import.meta.env.BASE_URL
+  if (isStandardPort && basePath && basePath !== '/') {
+    return `${protocol}//${hostname}`
+  }
+
+  if (import.meta.env.VITE_BACKEND_URL) {
+    const url = import.meta.env.VITE_BACKEND_URL as string
+    if (url.startsWith('/') || url === '') {
+      return `${protocol}//${hostname}${port ? `:${port}` : ''}`
+    }
+    return url
+  }
+
+  if (isStandardPort) {
+    return `${protocol}//${hostname}`
+  }
+
+  if (port === '5173') {
+    return `${protocol}//${hostname}:8000`
+  }
+
+  return `${protocol}//${hostname}${port ? `:${port}` : ''}`
+}
 
 interface ServiceStatus {
   healthy: boolean
@@ -12,6 +49,41 @@ interface ServiceStatus {
 
 export default function System() {
   const { isAdmin } = useAuth()
+  const { isDark } = useTheme()
+  const [copied, setCopied] = useState(false)
+  const backendUrl = getBackendHttpUrl()
+
+  // QR payload is a JSON bundle the mobile app parses (it also still accepts a
+  // bare URL for backwards compatibility). serviceManagerUrl is the backend host
+  // on :8775 so the app can auto-discover the agent. The SM token is NOT included
+  // — it's a server-side secret and is not exposed to the browser.
+  const qrPayload = (() => {
+    try {
+      const u = new URL(backendUrl)
+      // The service-manager agent serves plain HTTP on the tailnet (no TLS).
+      const serviceManagerUrl = `http://${u.hostname}:8775`
+      return JSON.stringify({ backendUrl, serviceManagerUrl })
+    } catch {
+      return backendUrl
+    }
+  })()
+
+  const handleCopyUrl = async () => {
+    try {
+      await navigator.clipboard.writeText(backendUrl)
+      setCopied(true)
+      setTimeout(() => setCopied(false), 2000)
+    } catch {
+      const textArea = document.createElement('textarea')
+      textArea.value = backendUrl
+      document.body.appendChild(textArea)
+      textArea.select()
+      document.execCommand('copy')
+      document.body.removeChild(textArea)
+      setCopied(true)
+      setTimeout(() => setCopied(false), 2000)
+    }
+  }
 
   // TanStack Query hooks for data fetching
   const { data: systemData, isLoading: loading, error: systemError, refetch: refetchSystem, dataUpdatedAt } = useSystemData(isAdmin)
@@ -20,9 +92,12 @@ export default function System() {
   const restartWorkersMutation = useRestartWorkers()
   const restartBackendMutation = useRestartBackend()
 
+  // Backend build version (muted chip in the header)
+  const { data: backendVersion } = useBackendVersion()
+
   // UI state
   const [menuOpen, setMenuOpen] = useState(false)
-  const [confirmModal, setConfirmModal] = useState<'workers' | 'backend' | null>(null)
+  const [confirmModal, setConfirmModal] = useState<'workers' | 'backend' | 'both' | null>(null)
   const [restartingBackend, setRestartingBackend] = useState(false)
   const [workerBanner, setWorkerBanner] = useState(false)
   const menuRef = useRef<HTMLDivElement>(null)
@@ -108,6 +183,19 @@ export default function System() {
     })
   }
 
+  const handleRestartBoth = () => {
+    setConfirmModal(null)
+    restartWorkersMutation.mutate(undefined, {
+      onSuccess: () => {
+        restartBackendMutation.mutate(undefined, {
+          onSuccess: () => {
+            pollHealth()
+          },
+        })
+      },
+    })
+  }
+
   const getStatusIcon = (healthy: boolean) => {
     return healthy
       ? <CheckCircle className="h-5 w-5 text-green-500" />
@@ -126,19 +214,17 @@ export default function System() {
     const displayNames: Record<string, string> = {
       'mongodb': 'MONGODB',
       'redis': 'REDIS & RQ WORKERS',
-      'audioai': 'AUDIOAI',
+      'llm': 'LLM',
+      'fast_llm': 'LLM (FAST)',
       'mem0': 'MEM0',
       'memory_service': 'MEMORY SERVICE',
-      'speech_to_text': 'SPEECH TO TEXT',
-      'speaker_recognition': 'SPEAKER RECOGNITION',
-      'openmemory_mcp': 'OPENMEMORY MCP'
+      'speech_to_text': 'SPEECH TO TEXT (BATCH)',
+      'speech_to_text_streaming': 'SPEECH TO TEXT (STREAMING)',
+      'speaker_recognition': 'SPEAKER RECOGNITION'
     }
     return displayNames[service] || service.replace('_', ' ').toUpperCase()
   }
 
-  const formatDate = (dateString: string) => {
-    return new Date(dateString).toLocaleString()
-  }
 
   if (!isAdmin) {
     return (
@@ -193,37 +279,42 @@ export default function System() {
       )}
 
       {/* Header */}
-      <div className="flex justify-between items-center mb-6">
+      <div className="flex flex-col gap-3 sm:flex-row sm:justify-between sm:items-center mb-6">
         <div className="flex items-center space-x-2">
-          <Activity className="h-6 w-6 text-blue-600" />
+          <Activity className="h-6 w-6 text-blue-600 flex-shrink-0" />
           <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
             System Status
           </h1>
         </div>
-        <div className="flex items-center space-x-4">
+        <div className="flex flex-wrap items-center gap-2 sm:gap-4">
+          {backendVersion?.version && (
+            <span
+              className="text-xs font-mono px-2 py-1 rounded bg-gray-100 dark:bg-gray-700 text-gray-500 dark:text-gray-400"
+              title={backendVersion.timestamp ? `Built ${backendVersion.timestamp}` : undefined}
+            >
+              Backend {backendVersion.version}
+            </span>
+          )}
           {lastUpdated && (
             <span className="text-sm text-gray-600 dark:text-gray-400">
               Last updated: {lastUpdated.toLocaleTimeString()}
             </span>
           )}
-          <button
+          <Button
+            variant="primary"
+            size="md"
+            icon={<RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />}
             onClick={loadSystemData}
             disabled={loading}
-            className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors disabled:opacity-50"
           >
-            <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
-            <span>Refresh</span>
-          </button>
+            Refresh
+          </Button>
 
           {/* Three-dot menu */}
           <div className="relative" ref={menuRef}>
-            <button
-              onClick={() => setMenuOpen(prev => !prev)}
-              className="p-2 rounded-lg hover:bg-gray-100 dark:hover:bg-gray-700 transition-colors"
-              title="System actions"
-            >
-              <MoreVertical className="h-5 w-5 text-gray-600 dark:text-gray-400" />
-            </button>
+            <IconButton label="System actions" onClick={() => setMenuOpen(prev => !prev)}>
+              <MoreVertical className="h-5 w-5" />
+            </IconButton>
             {menuOpen && (
               <div className="absolute right-0 mt-1 w-52 bg-white dark:bg-gray-800 border border-gray-200 dark:border-gray-700 rounded-lg shadow-lg z-20 py-1">
                 <button
@@ -233,7 +324,6 @@ export default function System() {
                   <RotateCcw className="h-4 w-4 mr-2" />
                   Restart Workers
                 </button>
-                <div className="border-t border-gray-200 dark:border-gray-700 my-1" />
                 <button
                   onClick={() => { setMenuOpen(false); setConfirmModal('backend') }}
                   className="w-full flex items-center px-4 py-2 text-sm text-red-600 dark:text-red-400 hover:bg-gray-50 dark:hover:bg-gray-700"
@@ -241,6 +331,14 @@ export default function System() {
                   <Power className="h-4 w-4 mr-2" />
                   Restart Backend
                 </button>
+                <div className="border-t border-gray-200 dark:border-gray-700 my-1" />
+                <button
+                  onClick={() => { setMenuOpen(false); setConfirmModal('both') }}
+                  className="w-full flex items-center px-4 py-2 text-sm text-red-600 dark:text-red-400 hover:bg-gray-50 dark:hover:bg-gray-700"
+                >
+                  <RefreshCw className="h-4 w-4 mr-2" />
+                  Restart Both
+                </button>
               </div>
             )}
           </div>
@@ -249,85 +347,79 @@ export default function System() {
 
       {/* Confirmation Modals */}
       {confirmModal && (
-        <div className="fixed inset-0 z-40 bg-black/50 flex items-center justify-center" onClick={() => setConfirmModal(null)}>
-          <div
-            className="bg-white dark:bg-gray-800 rounded-lg shadow-xl max-w-md w-full mx-4 p-6"
-            onClick={e => e.stopPropagation()}
-          >
-            {confirmModal === 'workers' ? (
-              <>
-                <div className="flex items-center space-x-3 mb-4">
-                  <div className="p-2 rounded-full bg-blue-100 dark:bg-blue-900/30">
-                    <RotateCcw className="h-5 w-5 text-blue-600 dark:text-blue-400" />
-                  </div>
-                  <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100">
-                    Restart Workers
-                  </h3>
-                </div>
-                <p className="text-sm text-gray-600 dark:text-gray-400 mb-2">
-                  Workers will finish their current jobs before restarting. This is safe to run at any time.
-                </p>
-                <p className="text-sm text-gray-500 dark:text-gray-500 mb-6">
-                  Use this after changing plugin configuration or config.yml settings.
-                </p>
-                <div className="flex justify-end space-x-3">
-                  <button
-                    onClick={() => setConfirmModal(null)}
-                    className="px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-lg transition-colors"
-                  >
-                    Cancel
-                  </button>
-                  <button
-                    onClick={handleRestartWorkers}
-                    className="px-4 py-2 text-sm bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
-                  >
-                    Restart Workers
-                  </button>
-                </div>
-              </>
+        <Modal
+          open
+          onClose={() => setConfirmModal(null)}
+          title={
+            confirmModal === 'workers' ? 'Restart Workers'
+              : confirmModal === 'backend' ? 'Restart Backend'
+              : 'Restart Both'
+          }
+          icon={
+            confirmModal === 'workers' ? (
+              <div className="p-2 rounded-full bg-blue-100 dark:bg-blue-900/30">
+                <RotateCcw className="h-5 w-5 text-blue-600 dark:text-blue-400" />
+              </div>
+            ) : confirmModal === 'backend' ? (
+              <div className="p-2 rounded-full bg-red-100 dark:bg-red-900/30">
+                <Power className="h-5 w-5 text-red-600 dark:text-red-400" />
+              </div>
             ) : (
-              <>
-                <div className="flex items-center space-x-3 mb-4">
-                  <div className="p-2 rounded-full bg-red-100 dark:bg-red-900/30">
-                    <Power className="h-5 w-5 text-red-600 dark:text-red-400" />
-                  </div>
-                  <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100">
-                    Restart Backend
-                  </h3>
-                </div>
-                <p className="text-sm text-gray-600 dark:text-gray-400 mb-2">
-                  This will restart the entire backend process. The service will be briefly unavailable.
-                </p>
-                <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-3 mb-6">
-                  <p className="text-sm text-red-700 dark:text-red-300">
-                    Active WebSocket connections and streaming sessions will be dropped.
-                  </p>
-                </div>
-                <div className="flex justify-end space-x-3">
-                  <button
-                    onClick={() => setConfirmModal(null)}
-                    className="px-4 py-2 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-100 dark:hover:bg-gray-700 rounded-lg transition-colors"
-                  >
-                    Cancel
-                  </button>
-                  <button
-                    onClick={handleRestartBackend}
-                    className="px-4 py-2 text-sm bg-red-600 text-white rounded-lg hover:bg-red-700 transition-colors"
-                  >
-                    Restart Backend
-                  </button>
-                </div>
-              </>
-            )}
-          </div>
-        </div>
+              <div className="p-2 rounded-full bg-red-100 dark:bg-red-900/30">
+                <RefreshCw className="h-5 w-5 text-red-600 dark:text-red-400" />
+              </div>
+            )
+          }
+          footer={
+            <>
+              <Button variant="ghost" size="md" onClick={() => setConfirmModal(null)}>
+                Cancel
+              </Button>
+              <Button
+                variant={confirmModal === 'workers' ? 'primary' : 'danger'}
+                size="md"
+                onClick={
+                  confirmModal === 'workers' ? handleRestartWorkers
+                    : confirmModal === 'backend' ? handleRestartBackend
+                    : handleRestartBoth
+                }
+              >
+                {confirmModal === 'workers' ? 'Restart Workers'
+                  : confirmModal === 'backend' ? 'Restart Backend'
+                  : 'Restart Both'}
+              </Button>
+            </>
+          }
+        >
+          {confirmModal === 'workers' ? (
+            <>
+              <p className="mb-2">
+                Workers will finish their current jobs before restarting. This is safe to run at any time.
+              </p>
+              <p className="text-gray-500 dark:text-gray-500">
+                Use this after changing plugin configuration or config.yml settings.
+              </p>
+            </>
+          ) : (
+            <>
+              <p className="mb-2">
+                {confirmModal === 'backend'
+                  ? 'This will restart the entire backend process. The service will be briefly unavailable.'
+                  : 'This will restart workers and then the backend. The service will be briefly unavailable.'}
+              </p>
+              <Alert tone="danger">
+                Active WebSocket connections and streaming sessions will be dropped.
+              </Alert>
+            </>
+          )}
+        </Modal>
       )}
 
       {/* Error Message */}
       {error && (
-        <div className="bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded-md p-4 mb-6">
-          <p className="text-sm text-red-700 dark:text-red-300">{error}</p>
-        </div>
+        <Alert tone="danger" className="mb-6">
+          {error}
+        </Alert>
       )}
 
       {/* Overall Health Status */}
@@ -432,19 +524,19 @@ export default function System() {
 
               {/* Info */}
               {configDiagnostics.info.map((info: any, idx: number) => (
-                <div key={`info-${idx}`} className="bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-md p-3">
+                <div key={`info-${idx}`} className="bg-gray-50 dark:bg-gray-800/50 border border-gray-200 dark:border-gray-700 rounded-md p-3">
                   <div className="flex items-start space-x-2">
-                    <CheckCircle className="h-5 w-5 text-blue-600 dark:text-blue-400 flex-shrink-0 mt-0.5" />
+                    <CheckCircle className="h-5 w-5 text-gray-400 dark:text-gray-500 flex-shrink-0 mt-0.5" />
                     <div className="flex-1">
                       <div className="flex items-center space-x-2 mb-1">
-                        <span className="text-xs font-semibold text-blue-700 dark:text-blue-300 uppercase">
+                        <span className="text-xs font-semibold text-gray-600 dark:text-gray-300 uppercase">
                           {info.component}
                         </span>
-                        <span className="text-xs px-2 py-0.5 bg-blue-200 dark:bg-blue-800 text-blue-800 dark:text-blue-200 rounded">
+                        <span className="text-xs px-2 py-0.5 bg-gray-200 dark:bg-gray-600 text-gray-600 dark:text-gray-300 rounded">
                           INFO
                         </span>
                       </div>
-                      <p className="text-sm text-blue-700 dark:text-blue-300">
+                      <p className="text-sm text-gray-600 dark:text-gray-400">
                         {info.message}
                       </p>
                     </div>
@@ -456,6 +548,17 @@ export default function System() {
         </div>
       )}
 
+      {/* External Services (host service-manager agent) — lifecycle only.
+          Provider config + ASR context now live on the Settings page. */}
+      <div className="mb-6">
+        <ExternalServices isAdmin={isAdmin} mode="lifecycle" />
+      </div>
+
+      {/* Claude remote-control session (spawn Claude Code sessions from the phone) */}
+      <div className="mb-6">
+        <RemoteControl isAdmin={isAdmin} />
+      </div>
+
       <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
         {/* Services Status */}
         {healthData?.services && (
@@ -485,10 +588,15 @@ export default function System() {
                       </span>
                     )}
                     {(status as any).provider && (
-                      <span className="text-xs text-blue-600 dark:text-blue-400">
+                      <span className="text-xs text-gray-500 dark:text-gray-400">
                         ({(status as any).provider})
                       </span>
                     )}
+                    {(status as any).model && (
+                      <span className="text-xs text-gray-500 dark:text-gray-500 block">
+                        {(status as any).model}
+                      </span>
+                    )}
                     {service === 'redis' && (status as any).worker_count !== undefined && (
                       <div className="text-xs text-gray-600 dark:text-gray-400 mt-1">
                         Workers: {(status as any).worker_count} total
@@ -559,11 +667,7 @@ export default function System() {
                       </div>
                       <div className="flex items-center space-x-3">
                         <span className="text-gray-600 dark:text-gray-400 text-xs">{worker.queues?.join(', ')}</span>
-                        <span className={`px-2 py-0.5 rounded text-xs ${
-                          worker.state === 'idle'
-                            ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
-                            : 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200'
-                        }`}>
+                        <span className="px-2 py-0.5 rounded text-xs bg-gray-100 text-gray-600 dark:bg-gray-600 dark:text-gray-300">
                           {worker.state}
                         </span>
                       </div>
@@ -575,38 +679,22 @@ export default function System() {
           </div>
         )}
 
-        {/* Active Clients */}
+        {/* Active Clients — full device management lives on the Network page (Devices),
+            which is the superset (online + offline, rename/forget, last-seen). Keep a
+            live count here with a link, rather than duplicating the table. */}
         <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
           <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100 mb-4 flex items-center">
             <Users className="h-5 w-5 mr-2 text-blue-600" />
             Active Clients ({activeClients.length})
           </h3>
-          {activeClients.length > 0 ? (
-            <div className="space-y-2 max-h-48 overflow-y-auto">
-              {activeClients.map((client: any) => (
-                <div key={client.id} className="flex items-center justify-between p-3 bg-gray-50 dark:bg-gray-700 rounded-md">
-                  <div>
-                    <div className="font-medium text-gray-900 dark:text-gray-100">{client.id}</div>
-                    <div className="text-sm text-gray-600 dark:text-gray-400">
-                      User: {client.user_id}
-                    </div>
-                  </div>
-                  <div className="text-right">
-                    <div className="text-sm text-gray-600 dark:text-gray-400">
-                      Connected: {formatDate(client.connected_at)}
-                    </div>
-                    <div className="text-sm text-gray-600 dark:text-gray-400">
-                      Last: {formatDate(client.last_activity)}
-                    </div>
-                  </div>
-                </div>
-              ))}
-            </div>
-          ) : (
-            <p className="text-gray-500 dark:text-gray-400 text-center py-4">
-              No active clients
-            </p>
-          )}
+          <p className="text-sm text-gray-600 dark:text-gray-400">
+            {activeClients.length > 0
+              ? `${activeClients.length} client${activeClients.length !== 1 ? 's' : ''} currently connected.`
+              : 'No clients currently connected.'}{' '}
+            <Link to="/network" className="text-blue-600 dark:text-blue-400 hover:underline">
+              Manage all devices on the Network page →
+            </Link>
+          </p>
         </div>
 
         {/* Debug Metrics */}
@@ -639,6 +727,40 @@ export default function System() {
         )}
       </div>
 
+      {/* Connect App */}
+      <div className="mt-6 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
+        <div className="flex items-center space-x-3 mb-3">
+          <Smartphone className="h-5 w-5 text-blue-600" />
+          <h3 className="text-lg font-semibold text-gray-900 dark:text-gray-100">Connect App</h3>
+        </div>
+        <p className="text-sm text-gray-600 dark:text-gray-400 mb-4">
+          Scan this QR code with the Chronicle mobile app to connect it to your backend.
+        </p>
+        <div className="flex flex-col items-center space-y-4">
+          <div className="p-4 bg-white rounded-xl shadow-sm border border-gray-200 dark:border-gray-600">
+            <QRCodeSVG
+              value={qrPayload}
+              size={200}
+              level="M"
+              fgColor={isDark ? '#1f2937' : '#111827'}
+              bgColor="#ffffff"
+            />
+          </div>
+          <div className="flex items-center space-x-2">
+            <code className="px-3 py-1.5 bg-gray-100 dark:bg-gray-700 rounded text-sm text-gray-800 dark:text-gray-200 font-mono">
+              {backendUrl}
+            </code>
+            <IconButton label="Copy URL" onClick={handleCopyUrl}>
+              {copied ? (
+                <Check className="h-4 w-4 text-green-500" />
+              ) : (
+                <Copy className="h-4 w-4" />
+              )}
+            </IconButton>
+          </div>
+        </div>
+      </div>
+
       {/* Raw Data (Debug) */}
       {readinessData && (
         <div className="mt-6 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 p-6">
diff --git a/backends/advanced/webui/src/pages/SystemEvents.tsx b/backends/advanced/webui/src/pages/SystemEvents.tsx
new file mode 100644
index 00000000..5e0c33ef
--- /dev/null
+++ b/backends/advanced/webui/src/pages/SystemEvents.tsx
@@ -0,0 +1,459 @@
+import { useState } from 'react'
+import { Link } from 'react-router-dom'
+import { useQueryClient } from '@tanstack/react-query'
+import {
+  AlertTriangle, AlertOctagon, Info, RefreshCw, ChevronRight, ChevronDown,
+  Check, ExternalLink, ShieldAlert, Copy, type LucideIcon,
+} from 'lucide-react'
+import { useAuth } from '../contexts/AuthContext'
+import { useSystemEvents, useSystemEventsSummary } from '../hooks/useSystemEvents'
+import { systemEventsApi, type SystemEvent, type SystemEventsFilter } from '../services/api'
+import { Button, Alert, Checkbox } from '../components/ui'
+
+// ---- Severity + category styling ------------------------------------------
+
+type Severity = SystemEvent['severity']
+
+const SEVERITY_STYLE: Record<Severity, { chip: string; Icon: LucideIcon; text: string }> = {
+  critical: { chip: 'text-red-700 bg-red-100 dark:bg-red-900/40 dark:text-red-300', Icon: AlertOctagon, text: 'text-red-600 dark:text-red-400' },
+  error: { chip: 'text-red-700 bg-red-50 dark:bg-red-900/30 dark:text-red-300', Icon: AlertTriangle, text: 'text-red-600 dark:text-red-400' },
+  warning: { chip: 'text-amber-700 bg-amber-50 dark:bg-amber-900/30 dark:text-amber-300', Icon: AlertTriangle, text: 'text-amber-600 dark:text-amber-400' },
+  info: { chip: 'text-blue-700 bg-blue-50 dark:bg-blue-900/30 dark:text-blue-300', Icon: Info, text: 'text-blue-600 dark:text-blue-400' },
+}
+
+const CATEGORY_CHIP: Record<string, string> = {
+  service: 'text-purple-700 bg-purple-50 dark:bg-purple-900/30 dark:text-purple-300',
+  client: 'text-cyan-700 bg-cyan-50 dark:bg-cyan-900/30 dark:text-cyan-300',
+  pipeline: 'text-indigo-700 bg-indigo-50 dark:bg-indigo-900/30 dark:text-indigo-300',
+  job: 'text-orange-700 bg-orange-50 dark:bg-orange-900/30 dark:text-orange-300',
+  plugin: 'text-pink-700 bg-pink-50 dark:bg-pink-900/30 dark:text-pink-300',
+  config: 'text-yellow-700 bg-yellow-50 dark:bg-yellow-900/30 dark:text-yellow-300',
+  api: 'text-teal-700 bg-teal-50 dark:bg-teal-900/30 dark:text-teal-300',
+  log: 'text-gray-600 bg-gray-100 dark:bg-gray-700 dark:text-gray-300',
+}
+
+const SEVERITIES: Severity[] = ['critical', 'error', 'warning', 'info']
+const CATEGORIES = ['service', 'client', 'pipeline', 'job', 'plugin', 'config', 'api', 'log']
+
+function formatTime(iso: string | null): string {
+  if (!iso) return '—'
+  return new Date(iso).toLocaleString()
+}
+
+// ---- One event row ---------------------------------------------------------
+
+function EventRow({
+  event, onAck, selected, onToggleSelect,
+}: {
+  event: SystemEvent
+  onAck: (id: string) => void
+  selected: boolean
+  onToggleSelect: (id: string) => void
+}) {
+  const [open, setOpen] = useState(false)
+  const sev = SEVERITY_STYLE[event.severity] ?? SEVERITY_STYLE.info
+  const SevIcon = sev.Icon
+  const expandable = !!(event.detail || event.traceback || Object.keys(event.metadata || {}).length)
+
+  return (
+    <div className={`rounded-lg border overflow-hidden ${event.acked ? 'border-gray-200 opacity-60 dark:border-gray-700' : selected ? 'border-green-400 dark:border-green-600' : 'border-gray-200 dark:border-gray-700'}`}>
+      <button
+        type="button"
+        onClick={() => expandable && setOpen(o => !o)}
+        className={`flex w-full flex-wrap items-center gap-x-3 gap-y-1 px-3 py-2.5 text-left ${
+          expandable ? 'hover:bg-gray-50 dark:hover:bg-gray-700/50 cursor-pointer' : 'cursor-default'
+        }`}
+      >
+        {!event.acked && (
+          <input
+            type="checkbox"
+            checked={selected}
+            onClick={e => e.stopPropagation()}
+            onChange={() => onToggleSelect(event.id)}
+            className="flex-shrink-0 rounded"
+            title="Select for bulk acknowledge"
+          />
+        )}
+
+        <span className="flex-shrink-0 w-4 text-gray-400">
+          {expandable ? (open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />) : null}
+        </span>
+
+        <span className={`inline-flex items-center gap-1 flex-shrink-0 rounded-full px-2 py-0.5 text-xs font-medium ${sev.chip}`}>
+          <SevIcon className="h-3.5 w-3.5" />
+          {event.severity}
+        </span>
+
+        <span className={`flex-shrink-0 rounded px-1.5 py-0.5 text-xs font-medium ${CATEGORY_CHIP[event.category] || CATEGORY_CHIP.log}`}>
+          {event.category}
+        </span>
+
+        <span className="min-w-0 flex-1 truncate text-sm text-gray-800 dark:text-gray-200" title={event.title}>
+          {event.title}
+        </span>
+
+        {event.count > 1 && (
+          <span className="flex-shrink-0 rounded-full bg-gray-200 px-1.5 py-0.5 text-xs font-semibold text-gray-700 dark:bg-gray-600 dark:text-gray-200" title="Times this event recurred">
+            ×{event.count}
+          </span>
+        )}
+
+        <span className="flex-shrink-0 hidden md:inline max-w-[12rem] truncate font-mono text-xs text-gray-400 dark:text-gray-500" title={event.source}>
+          {event.source}
+        </span>
+
+        {event.client_id && (
+          <span className="flex-shrink-0 hidden lg:inline font-mono text-xs text-cyan-600 dark:text-cyan-400" title="client_id">
+            {event.client_id}
+          </span>
+        )}
+
+        {event.conversation_id && (
+          <Link
+            to={`/conversations/${event.conversation_id}`}
+            onClick={e => e.stopPropagation()}
+            className="flex-shrink-0 hidden md:inline-flex items-center gap-0.5 text-xs text-blue-600 hover:underline dark:text-blue-400"
+            title="Open related conversation"
+          >
+            conversation <ExternalLink className="h-3 w-3" />
+          </Link>
+        )}
+
+        <span className="flex-shrink-0 w-40 text-right text-xs text-gray-500 dark:text-gray-400">
+          {formatTime(event.last_seen_at || event.created_at)}
+        </span>
+
+        {!event.acked && (
+          <button
+            type="button"
+            onClick={e => { e.stopPropagation(); onAck(event.id) }}
+            className="flex-shrink-0 inline-flex items-center gap-1 rounded px-1.5 py-0.5 text-xs text-gray-500 hover:bg-green-50 hover:text-green-700 dark:text-gray-400 dark:hover:bg-green-900/30 dark:hover:text-green-300"
+            title="Acknowledge"
+          >
+            <Check className="h-3.5 w-3.5" />
+          </button>
+        )}
+      </button>
+
+      {open && expandable && (
+        <div className="border-t border-gray-100 px-4 py-3 dark:border-gray-700/60">
+          {event.detail && (
+            <pre className="mb-2 overflow-x-auto whitespace-pre-wrap break-words rounded-md border border-gray-200 bg-gray-50 p-2 text-xs text-gray-700 dark:border-gray-700 dark:bg-gray-900 dark:text-gray-300">
+              {event.detail}
+            </pre>
+          )}
+          {event.traceback && (
+            <pre className="mb-2 overflow-x-auto whitespace-pre-wrap break-words rounded-md border border-red-200 bg-red-50 p-2 text-xs text-red-800 dark:border-red-900 dark:bg-red-900/20 dark:text-red-300">
+              {event.traceback}
+            </pre>
+          )}
+          {Object.keys(event.metadata || {}).length > 0 && (
+            <div className="flex flex-wrap gap-2 text-xs text-gray-500 dark:text-gray-400">
+              {Object.entries(event.metadata).map(([k, v]) => (
+                <span key={k} className="rounded bg-gray-100 px-1.5 py-0.5 font-mono dark:bg-gray-700">
+                  {k}={String(v)}
+                </span>
+              ))}
+            </div>
+          )}
+          <div className="mt-2 text-xs text-gray-400 dark:text-gray-500">
+            First seen {formatTime(event.created_at)}
+            {event.user_id ? ` · user ${event.user_id}` : ''}
+          </div>
+        </div>
+      )}
+    </div>
+  )
+}
+
+// ---- Summary strip ---------------------------------------------------------
+
+function SummaryStrip({ summary }: { summary?: { total: number; unacked: number; by_severity: Record<string, number> } }) {
+  const bySev = summary?.by_severity ?? {}
+  const cards: { label: string; value: number; cls: string }[] = [
+    { label: 'Total (window)', value: summary?.total ?? 0, cls: 'text-gray-900 dark:text-gray-100' },
+    { label: 'Critical', value: bySev.critical ?? 0, cls: 'text-red-600 dark:text-red-400' },
+    { label: 'Error', value: bySev.error ?? 0, cls: 'text-red-500 dark:text-red-400' },
+    { label: 'Warning', value: bySev.warning ?? 0, cls: 'text-amber-600 dark:text-amber-400' },
+    { label: 'Info', value: bySev.info ?? 0, cls: 'text-blue-600 dark:text-blue-400' },
+    { label: 'Unacknowledged', value: summary?.unacked ?? 0, cls: 'text-orange-600 dark:text-orange-400' },
+  ]
+  return (
+    <div className="grid grid-cols-2 gap-3 sm:grid-cols-3 lg:grid-cols-6">
+      {cards.map(c => (
+        <div key={c.label} className="rounded-lg border border-gray-200 bg-gray-50 p-3 dark:border-gray-700 dark:bg-gray-900/40">
+          <div className={`text-2xl font-bold ${c.cls}`}>{c.value}</div>
+          <div className="text-xs text-gray-500 dark:text-gray-400">{c.label}</div>
+        </div>
+      ))}
+    </div>
+  )
+}
+
+// ---- Page ------------------------------------------------------------------
+
+const WINDOWS = [
+  { value: 1, label: 'Last 1h' },
+  { value: 6, label: 'Last 6h' },
+  { value: 24, label: 'Last 24h' },
+  { value: 24 * 7, label: 'Last 7d' },
+  { value: 24 * 30, label: 'Last 30d' },
+]
+
+export default function SystemEvents() {
+  const { isAdmin } = useAuth()
+  const queryClient = useQueryClient()
+
+  const [severity, setSeverity] = useState('')
+  const [category, setCategory] = useState('')
+  const [source, setSource] = useState('')
+  const [clientId, setClientId] = useState('')
+  const [showAcked, setShowAcked] = useState(false)
+  const [windowHours, setWindowHours] = useState(24)
+  const [limit, setLimit] = useState(200)
+  const [selected, setSelected] = useState<Set<string>>(new Set())
+  const [copied, setCopied] = useState(false)
+
+  const filter: SystemEventsFilter = {
+    ...(severity ? { severity } : {}),
+    ...(category ? { category } : {}),
+    ...(source ? { source } : {}),
+    ...(clientId.trim() ? { client_id: clientId.trim() } : {}),
+    ...(showAcked ? {} : { acked: false }),
+    since_hours: windowHours,
+    limit,
+  }
+
+  const { data, isLoading, error, refetch, isFetching } = useSystemEvents(filter, isAdmin)
+  const { data: summary } = useSystemEventsSummary(windowHours, isAdmin)
+
+  if (!isAdmin) {
+    return (
+      <div className="rounded-lg border border-dashed border-gray-300 p-10 text-center dark:border-gray-700">
+        <ShieldAlert className="mx-auto mb-3 h-8 w-8 text-gray-400" />
+        <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">Access Restricted</h2>
+        <p className="text-sm text-gray-500 dark:text-gray-400">System errors are visible to administrators only.</p>
+      </div>
+    )
+  }
+
+  const events = data?.events ?? []
+  const sources = Object.keys(summary?.by_source ?? {})
+  const unackedVisibleIds = events.filter(e => !e.acked).map(e => e.id)
+  const allVisibleSelected = unackedVisibleIds.length > 0 && unackedVisibleIds.every(id => selected.has(id))
+
+  const refresh = () => {
+    queryClient.invalidateQueries({ queryKey: ['system-events'] })
+    queryClient.invalidateQueries({ queryKey: ['system-events-summary'] })
+  }
+
+  const onAck = (id: string) => {
+    systemEventsApi.ack(id).then(refresh)
+  }
+
+  const toggleSelect = (id: string) => {
+    setSelected(prev => {
+      const next = new Set(prev)
+      if (next.has(id)) next.delete(id)
+      else next.add(id)
+      return next
+    })
+  }
+
+  const toggleSelectAllVisible = () => {
+    setSelected(prev => {
+      if (unackedVisibleIds.every(id => prev.has(id))) {
+        const next = new Set(prev)
+        unackedVisibleIds.forEach(id => next.delete(id))
+        return next
+      }
+      return new Set([...prev, ...unackedVisibleIds])
+    })
+  }
+
+  const onAckSelected = () => {
+    const ids = [...selected]
+    if (ids.length === 0) return
+    systemEventsApi.ackSelected(ids).then(() => {
+      setSelected(new Set())
+      refresh()
+    })
+  }
+
+  const formatEvent = (e: SystemEvent): string => {
+    const ts = e.last_seen_at || e.created_at || ''
+    const lines = [
+      `[${e.severity.toUpperCase()}] ${e.title}${e.count > 1 ? ` (×${e.count})` : ''}`,
+      `category: ${e.category} | source: ${e.source}${ts ? ` | ${ts}` : ''}`,
+    ]
+    if (e.client_id) lines.push(`client_id: ${e.client_id}`)
+    if (e.conversation_id) lines.push(`conversation_id: ${e.conversation_id}`)
+    if (e.detail) lines.push('', e.detail)
+    if (e.traceback) lines.push('', e.traceback)
+    return lines.join('\n')
+  }
+
+  const onCopySelected = () => {
+    const chosen = events.filter(e => selected.has(e.id))
+    if (chosen.length === 0) return
+    const text = chosen.map(formatEvent).join('\n\n' + '─'.repeat(60) + '\n\n')
+    navigator.clipboard.writeText(text).then(() => {
+      setCopied(true)
+      setTimeout(() => setCopied(false), 2000)
+    })
+  }
+
+  const onAckAll = () => {
+    if (!window.confirm('Acknowledge all unacknowledged events matching the current filters?')) return
+    const { acked: _acked, limit: _limit, offset: _offset, ...ackParams } = filter
+    systemEventsApi.ackAll(ackParams).then(refresh)
+  }
+
+  const onClearAcked = () => {
+    if (!window.confirm('Delete all acknowledged events?')) return
+    systemEventsApi.clear(true).then(refresh)
+  }
+
+  return (
+    <div>
+      <div className="mb-6 flex flex-col gap-3 sm:flex-row sm:items-center sm:justify-between">
+        <div className="flex items-center space-x-2">
+          <AlertTriangle className="h-6 w-6 text-red-600 flex-shrink-0" />
+          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">System Errors</h1>
+        </div>
+        <div className="flex flex-wrap items-center gap-2">
+          {selected.size > 0 && (
+            <>
+              <Button
+                variant="primary"
+                size="md"
+                onClick={onCopySelected}
+                title="Copy the selected events to the clipboard"
+                icon={copied ? <Check className="h-4 w-4" /> : <Copy className="h-4 w-4" />}
+              >
+                {copied ? 'Copied!' : `Copy errors (${selected.size})`}
+              </Button>
+              <button
+                onClick={onAckSelected}
+                className="flex items-center gap-2 rounded-md bg-green-600 px-3 py-2 text-sm font-medium text-white hover:bg-green-700"
+                title="Acknowledge the selected events"
+              >
+                <Check className="h-4 w-4" />
+                Acknowledge selected ({selected.size})
+              </button>
+            </>
+          )}
+          <button
+            onClick={onAckAll}
+            disabled={(summary?.unacked ?? 0) === 0}
+            className="flex items-center gap-2 rounded-md bg-green-50 px-3 py-2 text-sm font-medium text-green-700 hover:bg-green-100 disabled:opacity-50 disabled:hover:bg-green-50 dark:bg-green-900/30 dark:text-green-300 dark:hover:bg-green-900/50"
+            title="Acknowledge all unacknowledged events matching the current filters"
+          >
+            <Check className="h-4 w-4" />
+            Acknowledge all
+          </button>
+          <Button variant="secondary" size="md" onClick={onClearAcked}>
+            Clear acknowledged
+          </Button>
+          <Button
+            variant="secondary"
+            size="md"
+            onClick={() => refetch()}
+            disabled={isFetching}
+            icon={<RefreshCw className={`h-4 w-4 ${isFetching ? 'animate-spin' : ''}`} />}
+          >
+            Refresh
+          </Button>
+        </div>
+      </div>
+
+      <p className="mb-5 text-sm text-gray-500 dark:text-gray-400">
+        Operational and application failures across the system — captured backend errors, client
+        error-disconnects, failed jobs, plugin failures, and service crash-loop / recovery transitions.
+        New events stream in live. Retained for 30 days.
+      </p>
+
+      {error && (
+        <Alert tone="danger" className="mb-4">
+          {(error as Error).message || 'Failed to load system events.'}
+        </Alert>
+      )}
+
+      <div className="mb-5">
+        <SummaryStrip summary={summary} />
+      </div>
+
+      {/* Controls */}
+      <div className="mb-4 flex flex-wrap items-center gap-3">
+        <select value={severity} onChange={e => setSeverity(e.target.value)} className="min-w-0 max-w-full rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200">
+          <option value="">All severities</option>
+          {SEVERITIES.map(s => <option key={s} value={s}>{s}</option>)}
+        </select>
+
+        <select value={category} onChange={e => setCategory(e.target.value)} className="min-w-0 max-w-full rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200">
+          <option value="">All categories</option>
+          {CATEGORIES.map(c => <option key={c} value={c}>{c}</option>)}
+        </select>
+
+        <select value={source} onChange={e => setSource(e.target.value)} className="min-w-0 max-w-full rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200">
+          <option value="">All sources</option>
+          {sources.map(s => <option key={s} value={s}>{s}</option>)}
+        </select>
+
+        <input
+          type="text"
+          value={clientId}
+          onChange={e => setClientId(e.target.value)}
+          placeholder="client_id…"
+          className="w-40 rounded-md border border-gray-300 bg-white px-3 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200"
+        />
+
+        <select value={windowHours} onChange={e => setWindowHours(Number(e.target.value))} className="min-w-0 max-w-full rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200">
+          {WINDOWS.map(w => <option key={w.value} value={w.value}>{w.label}</option>)}
+        </select>
+
+        <select value={limit} onChange={e => setLimit(Number(e.target.value))} className="min-w-0 max-w-full rounded-md border border-gray-300 bg-white px-2 py-1.5 text-sm dark:border-gray-600 dark:bg-gray-800 dark:text-gray-200">
+          {[50, 100, 200, 500].map(n => <option key={n} value={n}>Last {n}</option>)}
+        </select>
+
+        <Checkbox label="Show acknowledged" checked={showAcked} onChange={e => setShowAcked(e.target.checked)} />
+
+        <Checkbox
+          label="Select all visible"
+          title="Select all unacknowledged events shown below"
+          checked={allVisibleSelected}
+          disabled={unackedVisibleIds.length === 0}
+          onChange={toggleSelectAllVisible}
+        />
+      </div>
+
+      {/* List */}
+      {isLoading ? (
+        <div className="flex items-center justify-center h-40">
+          <div className="h-8 w-8 animate-spin rounded-full border-b-2 border-blue-600" />
+        </div>
+      ) : events.length === 0 ? (
+        <div className="rounded-lg border border-dashed border-gray-300 p-10 text-center text-sm text-gray-500 dark:border-gray-700 dark:text-gray-400">
+          No events for the current filters. 🎉
+        </div>
+      ) : (
+        <div className="space-y-2">
+          {events.map(ev => (
+            <EventRow
+              key={ev.id}
+              event={ev}
+              onAck={onAck}
+              selected={selected.has(ev.id)}
+              onToggleSelect={toggleSelect}
+            />
+          ))}
+          {data && data.total > events.length && (
+            <div className="pt-2 text-center text-xs text-gray-400 dark:text-gray-500">
+              Showing {events.length} of {data.total}. Narrow filters or raise the limit to see more.
+            </div>
+          )}
+        </div>
+      )}
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/Timeline.tsx b/backends/advanced/webui/src/pages/Timeline.tsx
new file mode 100644
index 00000000..f84b679a
--- /dev/null
+++ b/backends/advanced/webui/src/pages/Timeline.tsx
@@ -0,0 +1,254 @@
+import { useEffect, useMemo, useState } from 'react'
+import { useMutation, useQuery } from '@tanstack/react-query'
+import { Activity, AppWindow, ArrowDownUp, CalendarDays, Copy, Image, Link2, Monitor, RefreshCw } from 'lucide-react'
+import { deviceInputApi, DeviceInputItem } from '../services/api'
+import { timeAgo } from '../utils/timeAgo'
+import { Button, Card, IconButton } from '../components/ui'
+
+function dayBounds(day: string) {
+  const start = new Date(`${day}T00:00:00`)
+  const end = new Date(start)
+  end.setDate(end.getDate() + 1)
+  return [start.toISOString(), end.toISOString()] as const
+}
+
+function ItemIcon({ item }: { item: DeviceInputItem }) {
+  if (item.kind === 'immich_memory') return <Image className="w-5 h-5" />
+  if (item.kind === 'activity' || item.kind === 'observation' || item.kind === 'screen_context') return <AppWindow className="w-5 h-5" />
+  return <Activity className="w-5 h-5" />
+}
+
+function TimelineThumbnail({ item }: { item: DeviceInputItem }) {
+  useQuery({
+    queryKey: ['device-input-thumbnail-request', item.id],
+    queryFn: async () => (await deviceInputApi.requestThumbnail(item.id)).data,
+    enabled: item.kind === 'activity' && item.metadata.thumbnail_available !== true,
+    staleTime: Infinity,
+    retry: false,
+  })
+  const thumbnail = useQuery({
+    queryKey: ['device-input-thumbnail', item.id],
+    queryFn: async () => (await deviceInputApi.getThumbnail(item.id)).data,
+    enabled: item.metadata.thumbnail_available === true,
+    staleTime: Infinity,
+  })
+  const url = useMemo(
+    () => thumbnail.data ? URL.createObjectURL(thumbnail.data) : null,
+    [thumbnail.data],
+  )
+  useEffect(() => () => { if (url) URL.revokeObjectURL(url) }, [url])
+  if (!url) return null
+  return <img src={url} alt="Screen captured during this activity" loading="lazy" className="mt-3 max-h-64 max-w-full w-auto rounded-md object-contain" />
+}
+
+const AUDIO_SESSION_GAP_MS = 90_000
+const AUDIO_SESSION_MAX_MS = 30 * 60_000
+const TIMELINE_ORDER_KEY = 'chronicle_timeline_order'
+
+type TimelineOrder = 'newest' | 'oldest'
+
+const TIME_RIBBON_SEGMENTS = {
+  oldest: [
+    'from-purple-600 to-amber-600',
+    'from-amber-600 to-cyan-600',
+    'from-cyan-600 to-green-600',
+    'from-green-600 to-orange-600',
+    'from-orange-600 to-purple-600',
+  ],
+  newest: [
+    'from-purple-600 to-orange-600',
+    'from-orange-600 to-green-600',
+    'from-green-600 to-cyan-600',
+    'from-cyan-600 to-amber-600',
+    'from-amber-600 to-purple-600',
+  ],
+} satisfies Record<TimelineOrder, string[]>
+
+function timeOfDayClass(timestamp: string) {
+  const hour = new Date(timestamp).getHours()
+  if (hour < 6) return 'bg-purple-700'
+  if (hour < 10) return 'bg-amber-700'
+  if (hour < 14) return 'bg-cyan-700'
+  if (hour < 18) return 'bg-green-700'
+  if (hour < 21) return 'bg-orange-700'
+  return 'bg-purple-700'
+}
+
+export function groupTimelineAudio(items: DeviceInputItem[]): DeviceInputItem[] {
+  const visible = items.filter(item => item.kind !== 'audio')
+  const bySource = new Map<string, DeviceInputItem[]>()
+  for (const item of items) {
+    if (item.kind !== 'audio') continue
+    bySource.set(item.source_id, [...(bySource.get(item.source_id) || []), item])
+  }
+
+  for (const [sourceId, sourceItems] of bySource) {
+    const ordered = sourceItems.sort((a, b) => Date.parse(a.captured_at) - Date.parse(b.captured_at))
+    let session: DeviceInputItem | null = null
+    for (const item of ordered) {
+      const itemStart = Date.parse(item.captured_at)
+      const itemEnd = Date.parse(item.ended_at || item.captured_at)
+      const sessionStart = session ? Date.parse(session.captured_at) : 0
+      const sessionEnd = session ? Date.parse(session.ended_at || session.captured_at) : 0
+      if (!session || itemStart - sessionEnd > AUDIO_SESSION_GAP_MS || itemStart - sessionStart >= AUDIO_SESSION_MAX_MS) {
+        session = {
+          ...item,
+          id: `audio-session:${sourceId}:${item.id}`,
+          metadata: {
+            chunk_count: 1,
+            directions: item.metadata.direction ? [item.metadata.direction] : [],
+          },
+        }
+        visible.push(session)
+        continue
+      }
+      session.ended_at = new Date(Math.max(sessionEnd, itemEnd)).toISOString()
+      session.metadata.chunk_count += 1
+      const direction = item.metadata.direction
+      if (direction && !session.metadata.directions.includes(direction)) {
+        session.metadata.directions.push(direction)
+      }
+    }
+  }
+  return visible.sort((a, b) => Date.parse(a.captured_at) - Date.parse(b.captured_at))
+}
+
+function formatDuration(item: DeviceInputItem) {
+  const seconds = Math.max(0, Math.round((Date.parse(item.ended_at || item.captured_at) - Date.parse(item.captured_at)) / 1000))
+  if (seconds < 60) return `${seconds}s`
+  const minutes = Math.floor(seconds / 60)
+  return `${minutes}m ${seconds % 60}s`
+}
+
+export default function Timeline() {
+  const [day, setDay] = useState(() => new Date().toISOString().slice(0, 10))
+  const [order, setOrder] = useState<TimelineOrder>(() => {
+    return localStorage.getItem(TIMELINE_ORDER_KEY) === 'oldest' ? 'oldest' : 'newest'
+  })
+  const [start, end] = useMemo(() => dayBounds(day), [day])
+  const timeline = useQuery({
+    queryKey: ['device-timeline', day],
+    queryFn: async () => (await deviceInputApi.getTimeline(start, end)).data.items,
+    refetchInterval: 10_000,
+  })
+  const sources = useQuery({ queryKey: ['device-input-sources'], queryFn: async () => (await deviceInputApi.getSources()).data.sources, refetchInterval: 30_000 })
+  const pairing = useMutation({ mutationFn: async () => (await deviceInputApi.createPairingCode()).data })
+  const visibleItems = useMemo(() => groupTimelineAudio(timeline.data || []), [timeline.data])
+  const orderedItems = useMemo(
+    () => order === 'newest' ? [...visibleItems].reverse() : visibleItems,
+    [order, visibleItems],
+  )
+
+  useEffect(() => {
+    localStorage.setItem(TIMELINE_ORDER_KEY, order)
+  }, [order])
+
+  return (
+    <div className="space-y-8">
+      <header className="flex flex-col justify-between gap-4 sm:flex-row sm:items-end">
+        <div>
+          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100 flex items-center gap-2"><CalendarDays className="w-6 h-6 text-blue-600" />Day Ribbon</h1>
+          <p className="text-sm text-gray-500 dark:text-gray-400 mt-1">Conversations, desktop activity and salient photo memories.</p>
+        </div>
+        <div className="grid grid-cols-1 gap-3 min-[420px]:grid-cols-2">
+          <label className="flex flex-col gap-1.5 text-xs font-semibold uppercase tracking-wide text-blue-700 dark:text-blue-300">
+            Date
+            <input
+              type="date"
+              value={day}
+              onChange={event => setDay(event.target.value)}
+              className="min-h-10 rounded-md border border-blue-300 bg-blue-50 px-3 py-2 text-sm font-semibold normal-case tracking-normal text-blue-950 outline-none transition-colors [color-scheme:light] focus:border-blue-500 focus:ring-2 focus:ring-blue-500/30 dark:border-blue-700 dark:bg-blue-950/40 dark:text-blue-100 dark:[color-scheme:dark]"
+            />
+          </label>
+          <label className="flex flex-col gap-1.5 text-xs font-semibold uppercase tracking-wide text-gray-600 dark:text-gray-300">
+            Order
+            <span className="relative">
+              <ArrowDownUp className="pointer-events-none absolute left-3 top-1/2 h-4 w-4 -translate-y-1/2 text-gray-500 dark:text-gray-400" />
+              <select
+                aria-label="Timeline order"
+                value={order}
+                onChange={event => setOrder(event.target.value as TimelineOrder)}
+                className="min-h-10 w-full appearance-none rounded-md border border-gray-300 bg-white py-2 pl-9 pr-8 text-sm font-medium normal-case tracking-normal text-gray-900 outline-none transition-colors focus:border-blue-500 focus:ring-2 focus:ring-blue-500/30 dark:border-gray-600 dark:bg-gray-800 dark:text-gray-100"
+              >
+                <option value="newest">Newest first</option>
+                <option value="oldest">Oldest first</option>
+              </select>
+              <span aria-hidden="true" className="pointer-events-none absolute right-3 top-1/2 -translate-y-1/2 text-xs text-gray-500">▾</span>
+            </span>
+          </label>
+        </div>
+      </header>
+
+      <section>
+        <div className="flex items-center justify-between mb-3">
+          <h2 className="font-semibold text-gray-900 dark:text-gray-100">Sources</h2>
+          <Button variant="secondary" size="md" onClick={() => pairing.mutate()} icon={<Link2 className="w-4 h-4" />}>Pair ScreenPipe</Button>
+        </div>
+        {pairing.data && (
+          <div className="mb-3 rounded-lg border border-blue-200 bg-blue-50 p-3 text-sm text-gray-700 dark:border-blue-800 dark:bg-blue-950/30 dark:text-gray-200">
+            Pairing code <code className="font-mono font-bold mx-1">{pairing.data.code}</code> expires {new Date(pairing.data.expires_at).toLocaleTimeString()}.
+            <IconButton label="Copy pairing code" onClick={() => navigator.clipboard.writeText(pairing.data!.code)} className="ml-2"><Copy className="w-4 h-4" /></IconButton>
+          </div>
+        )}
+        <div className="grid sm:grid-cols-2 xl:grid-cols-3 gap-3">
+          {(sources.data || []).map(source => (
+            <Card key={source.source_id} className="flex gap-3">
+              <Monitor className="h-5 w-5 text-gray-500 dark:text-gray-400" />
+              <div className="min-w-0">
+                <div className="truncate font-medium text-gray-900 dark:text-gray-100">{source.name}</div>
+                <div className="text-xs text-gray-500 dark:text-gray-400">{source.provider} · {source.platform}</div>
+                <div className={`mt-1 text-xs ${source.status === 'online' ? 'text-green-600 dark:text-green-400' : source.status === 'error' ? 'text-red-600 dark:text-red-400' : 'text-gray-500 dark:text-gray-400'}`}>{source.status}{source.last_seen_at ? ` · ${timeAgo(source.last_seen_at)}` : ''}</div>
+              </div>
+            </Card>
+          ))}
+          {!sources.isLoading && !sources.data?.length && <div className="rounded-lg border border-dashed border-gray-300 p-4 text-sm text-gray-500 dark:border-gray-600 dark:text-gray-400">No capture sources paired.</div>}
+        </div>
+      </section>
+
+      <section>
+        <div className="mb-4 flex items-center gap-2"><h2 className="font-semibold text-gray-900 dark:text-gray-100">Activity</h2>{timeline.isFetching && <RefreshCw className="w-4 h-4 animate-spin text-gray-400" />}</div>
+        <div className="relative ml-3 space-y-4">
+          {!!orderedItems.length && (
+            <span
+              aria-hidden="true"
+              className="absolute bottom-0 left-0 top-0 flex w-1.5 flex-col overflow-hidden rounded-full ring-1 ring-black/10 dark:ring-white/15"
+            >
+              {TIME_RIBBON_SEGMENTS[order].map((segment, index) => (
+                <span
+                  key={`${order}-${index}`}
+                  className={`min-h-0 flex-1 bg-gradient-to-b ${segment}`}
+                />
+              ))}
+            </span>
+          )}
+          {orderedItems.map(item => (
+            <article
+              key={item.id}
+              data-captured-at={item.captured_at}
+              className="relative ml-7 rounded-lg border border-gray-200 p-4 dark:border-gray-700"
+            >
+              <span
+                className={`absolute -left-[2.6rem] top-4 rounded-full p-1.5 text-white ring-2 ring-white dark:ring-gray-800 ${timeOfDayClass(item.captured_at)}`}
+              >
+                <ItemIcon item={item} />
+              </span>
+              <div className="text-xs text-gray-500 dark:text-gray-400">
+                {new Date(item.captured_at).toLocaleTimeString()} {item.ended_at && `– ${new Date(item.ended_at).toLocaleTimeString()}`}
+                {Date.now() - Date.parse(item.ended_at || item.captured_at) < 86_400_000 && <span className="ml-2 text-gray-400">· {timeAgo(item.ended_at || item.captured_at)}</span>}
+              </div>
+              <h3 className="mt-1 font-medium text-gray-900 dark:text-gray-100">{item.kind === 'audio' ? 'Audio capture' : item.metadata.app_name || item.metadata.window_name || (item.kind === 'activity' ? 'Screen change' : item.kind === 'observation' ? 'Screen observation' : item.kind)}</h3>
+              {item.kind === 'audio' && <p className="text-sm text-gray-500 dark:text-gray-400">{formatDuration(item)} · {item.metadata.chunk_count} chunks{item.metadata.directions?.length ? ` · ${item.metadata.directions.join(' + ')}` : ''}</p>}
+              {item.kind === 'observation' && <p className="mt-1 text-xs text-gray-500 dark:text-gray-400">{item.lifecycle === 'open' ? 'Open' : formatDuration(item)} · {item.samples?.length || 0} context sample{item.samples?.length === 1 ? '' : 's'}{item.curation ? ` · ${item.curation}` : ''}{item.related_conversation_ids?.length ? ` · ${item.related_conversation_ids.length} audio link${item.related_conversation_ids.length === 1 ? '' : 's'}` : ''}</p>}
+              {item.metadata.window_name && item.metadata.window_name !== item.metadata.app_name && <p className="truncate text-sm text-gray-500 dark:text-gray-400">{item.metadata.window_name}</p>}
+              {item.kind === 'activity' && item.metadata.text && <p className="text-sm text-gray-600 dark:text-gray-300 mt-2 line-clamp-3">{item.metadata.text}</p>}
+              {item.kind === 'observation' && item.samples?.length ? <p className="mt-2 line-clamp-3 text-sm text-gray-600 dark:text-gray-300">{item.samples[item.samples.length - 1].text}</p> : null}
+              {item.kind === 'observation' && item.vault_paths?.length ? <p className="mt-2 text-xs text-green-600 dark:text-green-400">Vault: {item.vault_paths.join(', ')}</p> : null}
+              <TimelineThumbnail item={item} />
+            </article>
+          ))}
+          {!timeline.isLoading && !orderedItems.length && <div className="ml-6 rounded-lg border border-dashed border-gray-300 p-6 text-sm text-gray-500 dark:border-gray-600 dark:text-gray-400">Nothing captured for this day.</div>}
+        </div>
+      </section>
+    </div>
+  )
+}
diff --git a/backends/advanced/webui/src/pages/Upload.tsx b/backends/advanced/webui/src/pages/Upload.tsx
index 4d455af9..33ade3b9 100644
--- a/backends/advanced/webui/src/pages/Upload.tsx
+++ b/backends/advanced/webui/src/pages/Upload.tsx
@@ -1,10 +1,24 @@
-import React, { useState, useCallback, useEffect } from 'react'
-import { Upload as UploadIcon, File, X, CheckCircle, AlertCircle, RefreshCw, FolderPlus, PlayCircle, Archive } from 'lucide-react'
-import { uploadApi, obsidianApi } from '../services/api'
+import React, { useCallback, useRef, useState } from 'react'
+import {
+  AlertCircle,
+  ArrowRight,
+  Brain,
+  CheckCircle,
+  File,
+  FileArchive,
+  PenLine,
+  RefreshCw,
+  Upload as UploadIcon,
+  X,
+} from 'lucide-react'
+import { useNavigate } from 'react-router-dom'
+import { dataAuditApi, uploadApi } from '../services/api'
 import { useAuth } from '../contexts/AuthContext'
+import { Button, IconButton, Input, Alert } from '../components/ui'
 
 const SUPPORTED_EXTENSIONS = ['.wav', '.mp3', '.m4a', '.flac', '.ogg', '.mp4', '.webm']
 const VIDEO_EXTENSIONS = ['.mp4', '.webm']
+type UploadMode = 'memory' | 'annotation'
 
 interface UploadFile {
   file: File
@@ -14,12 +28,22 @@ interface UploadFile {
 }
 
 export default function Upload() {
+  const navigate = useNavigate()
   const [files, setFiles] = useState<UploadFile[]>([])
   const [isUploading, setIsUploading] = useState(false)
   const [dragActive, setDragActive] = useState(false)
   const [uploadProgress, setUploadProgress] = useState(0)
   const [gdriveFolderId, setGdriveFolderId] = useState('')
   const [videoWarning, setVideoWarning] = useState(false)
+  const [uploadMode, setUploadMode] = useState<UploadMode>('memory')
+  const [uploadSummary, setUploadSummary] = useState('')
+  const [importedDataset, setImportedDataset] = useState<{
+    id: string
+    clipCount: number
+  } | null>(null)
+  const fileInputRef = useRef<HTMLInputElement>(null)
+
+  const annotationOnly = uploadMode === 'annotation'
 
   const { isAdmin } = useAuth()
 
@@ -33,15 +57,6 @@ export default function Upload() {
     message: ''
   })
 
-  // Obsidian import state
-  const [obsidianZip, setObsidianZip] = useState<File | null>(null)
-  const [obsidianUploadProgress, setObsidianUploadProgress] = useState(0)
-  const [obsidianJobId, setObsidianJobId] = useState<string | null>(null)
-  const [obsidianStatus, setObsidianStatus] = useState<any>(null)
-  const [obsidianPolling, setObsidianPolling] = useState(false)
-  const [obsidianMessage, setObsidianMessage] = useState('')
-  const [obsidianError, setObsidianError] = useState('')
-
   // Handle Google Drive folder submission
   const handleGDriveSubmit = async () => {
     if (!gdriveFolderId) return
@@ -53,6 +68,7 @@ export default function Upload() {
       await uploadApi.uploadFromGDriveFolder({
         gdrive_folder_id: gdriveFolderId,
         device_name: 'upload',
+        annotation_only: annotationOnly,
       })
 
       setGdriveUploadStatus({
@@ -76,6 +92,7 @@ export default function Upload() {
 
     const acceptedFiles = Array.from(selectedFiles).filter((file) => {
       const ext = '.' + file.name.split('.').pop()?.toLowerCase()
+      if (annotationOnly && ext === '.zip') return true
       return (
         file.type.startsWith('audio/') ||
         file.type.startsWith('video/') ||
@@ -83,6 +100,20 @@ export default function Upload() {
       )
     })
 
+    const datasetFiles = acceptedFiles.filter((file) => file.name.toLowerCase().endsWith('.zip'))
+    if (datasetFiles.length > 0) {
+      const datasetFile = datasetFiles[0]
+      setFiles([{
+        file: datasetFile,
+        id: generateId(),
+        status: 'pending',
+      }])
+      setVideoWarning(false)
+      setUploadSummary('')
+      setImportedDataset(null)
+      return
+    }
+
     const hasVideo = acceptedFiles.some((file) => {
       const ext = '.' + file.name.split('.').pop()?.toLowerCase()
       return file.type.startsWith('video/') || VIDEO_EXTENSIONS.includes(ext)
@@ -96,6 +127,8 @@ export default function Upload() {
     }))
 
     setFiles((prev) => [...prev, ...newFiles])
+    setUploadSummary('')
+    setImportedDataset(null)
   }
 
   const removeFile = (id: string) => {
@@ -114,111 +147,85 @@ export default function Upload() {
     e.stopPropagation()
     setDragActive(false)
     handleFileSelect(e.dataTransfer.files)
-  }, [])
+  }, [annotationOnly])
+
+  const selectMode = (mode: UploadMode) => {
+    if (mode === uploadMode) return
+    setUploadMode(mode)
+    setFiles([])
+    setVideoWarning(false)
+    setUploadProgress(0)
+    setUploadSummary('')
+    setImportedDataset(null)
+    if (fileInputRef.current) fileInputRef.current.value = ''
+  }
 
   const uploadFiles = async () => {
-    if (files.length === 0) return
+    const pendingFiles = files.filter((file) => file.status === 'pending')
+    if (pendingFiles.length === 0) return
 
     setIsUploading(true)
     setUploadProgress(0)
 
     try {
+      const pendingIds = new Set(pendingFiles.map((file) => file.id))
+      const isDatasetImport =
+        annotationOnly &&
+        pendingFiles.length === 1 &&
+        pendingFiles[0].file.name.toLowerCase().endsWith('.zip')
       const formData = new FormData()
-      files.forEach(({ file }) => {
-        formData.append('files', file)
-      })
+      if (isDatasetImport) {
+        formData.append('dataset', pendingFiles[0].file)
+      } else {
+        pendingFiles.forEach(({ file }) => formData.append('files', file))
+      }
 
       setFiles((prev) =>
-        prev.map((f) => ({ ...f, status: 'uploading' }))
+        prev.map((f) => pendingIds.has(f.id) ? { ...f, status: 'uploading' } : f)
       )
 
-      await uploadApi.uploadAudioFiles(formData, (progress) => {
-        setUploadProgress(progress)
-      })
+      const response = isDatasetImport
+        ? await dataAuditApi.importDataset(formData, setUploadProgress)
+        : await uploadApi.uploadAudioFiles(formData, setUploadProgress, { annotationOnly })
 
       setFiles((prev) =>
-        prev.map((f) => ({ ...f, status: 'success' }))
+        prev.map((f) => pendingIds.has(f.id) ? { ...f, status: 'success' } : f)
       )
+      setUploadSummary(
+        isDatasetImport
+          ? `${response.data.summary.imported} clips imported for review${response.data.summary.skipped ? `, ${response.data.summary.skipped} already present` : ''}.`
+          : annotationOnly
+            ? `${pendingFiles.length} file${pendingFiles.length === 1 ? '' : 's'} sent to the annotation workspace.`
+            : `${pendingFiles.length} file${pendingFiles.length === 1 ? '' : 's'} sent for processing.`
+      )
+      if (isDatasetImport) {
+        setImportedDataset({
+          id: response.data.dataset_id,
+          clipCount: response.data.summary.imported + response.data.summary.skipped,
+        })
+      }
     } catch (err: any) {
       console.error('Upload failed:', err)
 
       setFiles((prev) =>
-        prev.map((f) => ({
-          ...f,
-          status: 'error',
-          error: err.message || 'Upload failed',
-        }))
+        prev.map((f) =>
+          f.status === 'uploading'
+            ? {
+                ...f,
+                status: 'error',
+                error: err?.response?.data?.error || err.message || 'Upload failed',
+              }
+            : f
+        )
       )
+      setUploadSummary('')
+      setImportedDataset(null)
     } finally {
       setIsUploading(false)
       setUploadProgress(100)
     }
   }
 
-  // Obsidian handlers
-  const handleObsidianZipSelect = (fileList: FileList | null) => {
-    const f = fileList?.[0]
-    if (!f) return
-    if (!f.name.toLowerCase().endsWith('.zip')) {
-      setObsidianError('Please select a .zip file containing your Obsidian vault')
-      return
-    }
-    setObsidianError('')
-    setObsidianZip(f)
-    setObsidianUploadProgress(0)
-    setObsidianJobId(null)
-    setObsidianStatus(null)
-  }
-
-  const uploadObsidianZip = async () => {
-    if (!obsidianZip) return
-    setObsidianError('')
-    setObsidianMessage('')
-    setObsidianUploadProgress(0)
-    try {
-      const res = await obsidianApi.uploadZip(obsidianZip, (p) => setObsidianUploadProgress(p))
-      setObsidianJobId(res.data.job_id)
-      setObsidianMessage(`Uploaded. Found ${res.data.total_files} notes. Click Start to ingest.`)
-    } catch (err: any) {
-      setObsidianError(err.response?.data?.detail || 'Failed to upload vault zip')
-    }
-  }
-
-  const startObsidianIngestion = async () => {
-    if (!obsidianJobId) return
-    setObsidianError('')
-    setObsidianMessage('Starting ingestion...')
-    try {
-      await obsidianApi.start(obsidianJobId)
-      setObsidianPolling(true)
-    } catch (err: any) {
-      setObsidianError(err.response?.data?.detail || 'Failed to start ingestion')
-    }
-  }
-
-  useEffect(() => {
-    let interval: number | undefined
-    if (obsidianPolling && obsidianJobId) {
-      const poll = async () => {
-        try {
-          const res = await obsidianApi.status(obsidianJobId)
-          setObsidianStatus(res.data)
-          if (res.data.status === 'finished' || res.data.status === 'failed') {
-            setObsidianPolling(false)
-            setObsidianMessage(res.data.status === 'finished' ? '✅ Ingestion completed' : `❌ Failed: ${res.data.error || 'unknown error'}`)
-          }
-        } catch (err) {
-          setObsidianPolling(false)
-          setObsidianError('Failed to fetch status')
-        }
-      }
-      poll()
-      interval = window.setInterval(poll, 1500)
-    }
-    return () => {
-      if (interval) window.clearInterval(interval)
-    }
-  }, [obsidianPolling, obsidianJobId])
 
   const clearCompleted = () => {
     const remaining = files.filter((f) => f.status === 'pending' || f.status === 'uploading')
@@ -267,44 +274,76 @@ export default function Upload() {
       <div className="flex items-center space-x-2 mb-6">
         <UploadIcon className="h-6 w-6 text-blue-600" />
         <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
-          Upload Audio Files
+          Upload Audio
         </h1>
       </div>
 
+      <div className="mb-6">
+        <div className="inline-grid grid-cols-2 gap-1 rounded-lg bg-gray-100 p-1 dark:bg-gray-800">
+          <button
+            type="button"
+            aria-pressed={uploadMode === 'memory'}
+            onClick={() => selectMode('memory')}
+            className={`flex min-h-10 items-center justify-center gap-2 rounded-md px-4 py-2 text-sm font-medium transition-colors ${
+              uploadMode === 'memory'
+                ? 'bg-white text-gray-900 shadow-sm dark:bg-gray-700 dark:text-gray-100'
+                : 'text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100'
+            }`}
+          >
+            <Brain className="h-4 w-4" />
+            Process memories
+          </button>
+          <button
+            type="button"
+            aria-pressed={uploadMode === 'annotation'}
+            onClick={() => selectMode('annotation')}
+            className={`flex min-h-10 items-center justify-center gap-2 rounded-md px-4 py-2 text-sm font-medium transition-colors ${
+              uploadMode === 'annotation'
+                ? 'bg-white text-gray-900 shadow-sm dark:bg-gray-700 dark:text-gray-100'
+                : 'text-gray-600 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-100'
+            }`}
+          >
+            <PenLine className="h-4 w-4" />
+            Annotation workspace
+          </button>
+        </div>
+        <p className="mt-2 text-sm text-gray-600 dark:text-gray-400">
+          {annotationOnly
+            ? 'Import a Chronicle dataset with transcripts, or transcribe new audio without changing memory.'
+            : 'Transcribe audio and run the normal memory pipeline.'}
+        </p>
+      </div>
+
       {/* Google Drive Folder Upload */}
       <div className="mb-6 p-4 bg-gray-50 dark:bg-gray-700 rounded-lg border border-gray-200 dark:border-gray-600">
         <label className="block mb-2 font-medium text-gray-900 dark:text-gray-100">
-          Paste Google Drive Folder ID:
+          Google Drive folder ID
         </label>
 
-        <div className="flex space-x-2">
-          <input
+        <div className="flex flex-col gap-2 sm:flex-row">
+          <Input
             type="text"
             value={gdriveFolderId}
             onChange={(e) => setGdriveFolderId(e.target.value)}
             placeholder="1AbCdEfGhIjKlMnOpQrStUvWxYz123456"
-            className="flex-1 px-3 py-2 border rounded-lg dark:bg-gray-800 dark:text-gray-100"
+            className="min-w-0 flex-1"
           />
 
-          <button
+          <Button
+            variant="primary"
+            size="md"
             onClick={handleGDriveSubmit}
             disabled={isUploading || !gdriveFolderId}
-            className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50"
+            className="w-full whitespace-nowrap sm:w-auto"
           >
-            {isUploading ? 'Submitting...' : 'Submit Folder'}
-          </button>
+            {isUploading ? 'Submitting...' : annotationOnly ? 'Import for review' : 'Process folder'}
+          </Button>
         </div>
 
         {gdriveUploadStatus.type && (
-          <div
-            className={`mt-3 p-3 rounded-lg text-sm ${
-              gdriveUploadStatus.type === 'success'
-                ? 'bg-green-100 text-green-800 border border-green-300'
-                : 'bg-red-100 text-red-800 border border-red-300'
-            }`}
-          >
+          <Alert tone={gdriveUploadStatus.type === 'success' ? 'success' : 'danger'} className="mt-3">
             {gdriveUploadStatus.message}
-          </div>
+          </Alert>
         )}
       </div>
 
@@ -322,36 +361,33 @@ export default function Upload() {
       >
         <UploadIcon className="h-12 w-12 mx-auto mb-4 text-gray-400" />
         <h3 className="text-lg font-medium text-gray-900 dark:text-gray-100 mb-2">
-          Drop audio files here or click to browse
+          {annotationOnly ? 'Drop audio or a Chronicle dataset ZIP' : 'Drop audio files here'}
         </h3>
         <p className="text-sm text-gray-600 dark:text-gray-400 mb-4">
-          Supported formats: WAV, MP3, M4A, FLAC, OGG, MP4, WebM
+          {annotationOnly
+            ? 'ZIP datasets keep their existing transcripts; audio files are transcribed.'
+            : 'WAV, MP3, M4A, FLAC, OGG, MP4, or WebM'}
         </p>
 
         <input
+          ref={fileInputRef}
           type="file"
           multiple
-          accept="audio/*,video/mp4,video/webm,.wav,.mp3,.m4a,.flac,.ogg,.mp4,.webm"
+          accept={`${annotationOnly ? '.zip,' : ''}audio/*,video/mp4,video/webm,.wav,.mp3,.m4a,.flac,.ogg,.mp4,.webm`}
           onChange={(e) => handleFileSelect(e.target.files)}
           className="absolute inset-0 w-full h-full opacity-0 cursor-pointer"
         />
 
-        <button
-          onClick={() => (document.querySelector('input[type="file"]') as HTMLInputElement)?.click()}
-          className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700"
-        >
-          Select Files
-        </button>
+        <Button type="button" variant="primary" size="md" onClick={() => fileInputRef.current?.click()}>
+          Select files
+        </Button>
       </div>
 
       {/* Video Warning */}
       {videoWarning && (
-        <div className="mt-4 p-3 bg-amber-50 dark:bg-amber-900/20 border border-amber-300 dark:border-amber-700 rounded-lg flex items-start gap-2">
-          <AlertCircle className="h-5 w-5 text-amber-600 dark:text-amber-400 flex-shrink-0 mt-0.5" />
-          <p className="text-sm text-amber-800 dark:text-amber-300">
-            Video files detected — only the audio track will be extracted.
-          </p>
-        </div>
+        <Alert tone="warning" className="mt-4" icon={<AlertCircle className="h-5 w-5 flex-shrink-0" />}>
+          Video files detected — only the audio track will be extracted.
+        </Alert>
       )}
 
       {/* File List */}
@@ -362,19 +398,23 @@ export default function Upload() {
               Files ({files.length})
             </h2>
             <div className="flex space-x-2">
-              <button
-                onClick={clearCompleted}
-                className="px-3 py-1 text-sm bg-gray-600 text-white rounded hover:bg-gray-700"
-              >
+              <Button variant="secondary" onClick={clearCompleted}>
                 Clear Completed
-              </button>
-              <button
+              </Button>
+              <Button
+                variant="primary"
+                size="md"
                 onClick={uploadFiles}
                 disabled={isUploading || files.every((f) => f.status !== 'pending')}
-                className="px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 disabled:opacity-50"
               >
-                {isUploading ? 'Uploading...' : 'Upload All'}
-              </button>
+                {isUploading
+                  ? 'Uploading...'
+                  : annotationOnly
+                    ? files.some((f) => f.file.name.toLowerCase().endsWith('.zip'))
+                      ? 'Import dataset'
+                      : 'Add to annotation workspace'
+                    : 'Process files'}
+              </Button>
             </div>
           </div>
 
@@ -417,12 +457,9 @@ export default function Upload() {
                   </span>
 
                   {uploadFile.status === 'pending' && (
-                    <button
-                      onClick={() => removeFile(uploadFile.id)}
-                      className="p-1 text-red-600 hover:bg-red-50 dark:hover:bg-red-900/20 rounded"
-                    >
+                    <IconButton label="Remove file" danger onClick={() => removeFile(uploadFile.id)}>
                       <X className="h-4 w-4" />
-                    </button>
+                    </IconButton>
                   )}
                 </div>
               </div>
@@ -431,6 +468,27 @@ export default function Upload() {
         </div>
       )}
 
+      {uploadSummary && (
+        <div className="mt-6 flex flex-col gap-3 rounded-lg border border-green-200 bg-green-50 p-4 text-sm text-green-800 dark:border-green-800 dark:bg-green-900/20 dark:text-green-300 sm:flex-row sm:items-center sm:justify-between">
+          <div className="flex items-start gap-2">
+            <CheckCircle className="mt-0.5 h-4 w-4 flex-shrink-0" />
+            <span>{uploadSummary}</span>
+          </div>
+          {importedDataset && importedDataset.clipCount > 0 && (
+            <button
+              type="button"
+              onClick={() =>
+                navigate(`/data-audit?dataset=${encodeURIComponent(importedDataset.id)}`)
+              }
+              className="flex min-h-10 w-full items-center justify-center gap-2 rounded-md bg-green-700 px-4 py-2 font-medium text-white hover:bg-green-800 sm:w-auto"
+            >
+              Review {importedDataset.clipCount} clip{importedDataset.clipCount === 1 ? '' : 's'}
+              <ArrowRight className="h-4 w-4" />
+            </button>
+          )}
+        </div>
+      )}
+
       {/* Upload Progress */}
       {isUploading && (
         <div className="mt-6 p-4 bg-blue-50 dark:bg-blue-900/20 border border-blue-200 dark:border-blue-800 rounded-lg">
@@ -454,113 +512,20 @@ export default function Upload() {
         </div>
       )}
 
-      {/* Instructions */}
-      <div className="mt-8 bg-yellow-50 dark:bg-yellow-900/20 border border-yellow-200 dark:border-yellow-800 rounded-lg p-4">
-        <h3 className="font-medium text-yellow-800 dark:text-yellow-200 mb-2">
-          📝 Upload Instructions
-        </h3>
-        <ul className="text-sm text-yellow-700 dark:text-yellow-300 space-y-1">
-          <li>• Audio files will be processed sequentially for transcription and memory extraction</li>
-          <li>• Processing time varies based on audio length (roughly 3× duration + 60s)</li>
-          <li>• Large files or multiple files may cause timeout errors</li>
-          <li>• Check the Conversations tab for processed results</li>
-          <li>• Supported formats: WAV, MP3, M4A, FLAC, OGG, MP4, WebM</li>
-        </ul>
-      </div>
-
-      {/* Obsidian Vault Import */}
-      {isAdmin && (
-        <div className="mt-8 p-6 bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700">
-          <div className="flex items-center justify-between mb-4">
-            <div className="flex items-center space-x-2">
-              <FolderPlus className="h-5 w-5 text-purple-600" />
-              <h2 className="text-lg font-semibold text-gray-900 dark:text-gray-100">Obsidian Vault Import</h2>
-            </div>
+      <div className="mt-8 border-t border-gray-200 pt-4 text-sm text-gray-600 dark:border-gray-700 dark:text-gray-400">
+        {annotationOnly ? (
+          <div className="flex items-center gap-2">
+            <FileArchive className="h-4 w-4" />
+            Imported clips remain editable conversations but are permanently excluded from memory.
           </div>
-
-          <p className="text-sm text-gray-600 dark:text-gray-400 mb-4">
-            Upload a .zip of your Obsidian vault, then click Start to ingest notes into Neo4j. Progress will be shown below.
-          </p>
-
-          {/* Zip selector */}
-          <div className="flex flex-wrap items-center gap-3">
-            <label className="px-4 py-2 bg-gray-100 dark:bg-gray-700 text-gray-800 dark:text-gray-200 rounded-lg cursor-pointer hover:bg-gray-200 dark:hover:bg-gray-600">
-              <Archive className="inline h-4 w-4 mr-2" /> Select Vault .zip
-              <input type="file" accept=".zip" className="hidden" onChange={(e) => handleObsidianZipSelect(e.target.files)} />
-            </label>
-
-            <button
-              onClick={uploadObsidianZip}
-              disabled={!obsidianZip}
-              className="px-4 py-2 bg-purple-600 text-white rounded-lg hover:bg-purple-700 disabled:opacity-50"
-            >
-              Upload Zip
-            </button>
-
-            <button
-              onClick={startObsidianIngestion}
-              disabled={!obsidianJobId || obsidianPolling}
-              className="px-4 py-2 bg-green-600 text-white rounded-lg hover:bg-green-700 disabled:opacity-50 flex items-center"
-            >
-              <PlayCircle className="h-4 w-4 mr-2" /> Start Ingestion
-            </button>
+        ) : (
+          <div className="flex items-center gap-2">
+            <Brain className="h-4 w-4" />
+            Uploaded audio follows the full transcription and memory pipeline.
           </div>
+        )}
+      </div>
 
-          {obsidianZip && (
-            <div className="mt-2 text-sm text-gray-700 dark:text-gray-300">Selected: {obsidianZip.name}</div>
-          )}
-
-          {/* Upload progress */}
-          {obsidianZip && obsidianUploadProgress > 0 && obsidianUploadProgress < 100 && (
-            <div className="mt-4">
-              <div className="flex items-center justify-between mb-1">
-                <span className="text-sm text-purple-700 dark:text-purple-300">Uploading vault...</span>
-                <span className="text-sm text-purple-600 dark:text-purple-400">{obsidianUploadProgress}%</span>
-              </div>
-              <div className="w-full bg-purple-200 dark:bg-purple-900 rounded-full h-2">
-                <div className="bg-purple-600 h-2 rounded-full transition-all duration-300" style={{ width: `${obsidianUploadProgress}%` }} />
-              </div>
-            </div>
-          )}
-
-          {/* Ingestion status */}
-          {obsidianStatus && (
-            <div className="mt-4 p-3 bg-gray-50 dark:bg-gray-700 rounded-md border border-gray-200 dark:border-gray-600">
-              <div className="flex justify-between text-sm">
-                <div>Status: <span className="font-medium">{obsidianStatus.status}</span></div>
-                <div>Processed: {obsidianStatus.processed}/{obsidianStatus.total} ({obsidianStatus.percent}%)</div>
-              </div>
-              <div className="w-full bg-blue-200 dark:bg-blue-900 rounded-full h-2 mt-2">
-                <div className="bg-blue-600 h-2 rounded-full transition-all duration-300" style={{ width: `${obsidianStatus.percent || 0}%` }} />
-              </div>
-              {obsidianStatus.last_file && (
-                <div className="mt-2 text-xs text-gray-600 dark:text-gray-300 truncate">Last file: {obsidianStatus.last_file}</div>
-              )}
-              {obsidianStatus.errors?.length > 0 && (
-                <div className="mt-2 text-xs text-red-600 dark:text-red-400">
-                  <div className="mb-1">Errors: {obsidianStatus.errors.length}</div>
-                  <details className="mt-1">
-                    <summary className="cursor-pointer text-red-700 dark:text-red-300">View first 10 errors</summary>
-                    <ul className="mt-2 space-y-1">
-                      {(obsidianStatus.errors.slice(0, 10) as string[]).map((e: string, idx: number) => (
-                        <li key={idx} className="break-all">{e}</li>
-                      ))}
-                    </ul>
-                  </details>
-                </div>
-              )}
-            </div>
-          )}
-
-          {/* Messages */}
-          {obsidianMessage && (
-            <div className="mt-3 p-2 bg-green-50 dark:bg-green-900/20 border border-green-200 dark:border-green-800 rounded text-sm text-green-700 dark:text-green-300">{obsidianMessage}</div>
-          )}
-          {obsidianError && (
-            <div className="mt-3 p-2 bg-red-50 dark:bg-red-900/20 border border-red-200 dark:border-red-800 rounded text-sm text-red-700 dark:text-red-300">{obsidianError}</div>
-          )}
-        </div>
-      )}
     </div>
   )
 }
diff --git a/backends/advanced/webui/src/pages/Users.tsx b/backends/advanced/webui/src/pages/Users.tsx
index a60675bf..817547d5 100644
--- a/backends/advanced/webui/src/pages/Users.tsx
+++ b/backends/advanced/webui/src/pages/Users.tsx
@@ -2,6 +2,7 @@ import React, { useState } from 'react'
 import { Users as UsersIcon, Plus, Edit, Trash2, RefreshCw, Shield, User, Mail } from 'lucide-react'
 import { useAuth } from '../contexts/AuthContext'
 import { useUsers, useCreateUser, useUpdateUser, useDeleteUser } from '../hooks/useUsers'
+import { Button, IconButton, Input, Label, Checkbox, StateBadge } from '../components/ui'
 
 interface User {
   _id: string
@@ -118,28 +119,16 @@ export default function Users() {
   return (
     <div>
       {/* Header */}
-      <div className="flex justify-between items-center mb-6">
+      <div className="flex flex-col gap-3 sm:flex-row sm:justify-between sm:items-center mb-6">
         <div className="flex items-center space-x-2">
-          <UsersIcon className="h-6 w-6 text-blue-600" />
+          <UsersIcon className="h-6 w-6 text-blue-600 flex-shrink-0" />
           <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">
             User Management
           </h1>
         </div>
-        <div className="flex items-center space-x-2">
-          <button
-            onClick={() => refetch()}
-            className="flex items-center space-x-2 px-4 py-2 bg-gray-600 text-white rounded-lg hover:bg-gray-700 transition-colors"
-          >
-            <RefreshCw className="h-4 w-4" />
-            <span>Refresh</span>
-          </button>
-          <button
-            onClick={() => setShowCreateForm(true)}
-            className="flex items-center space-x-2 px-4 py-2 bg-blue-600 text-white rounded-lg hover:bg-blue-700 transition-colors"
-          >
-            <Plus className="h-4 w-4" />
-            <span>Add User</span>
-          </button>
+        <div className="flex flex-wrap items-center gap-2">
+          <Button variant="secondary" size="md" onClick={() => refetch()} icon={<RefreshCw className="h-4 w-4" />}>Refresh</Button>
+          <Button variant="primary" size="md" onClick={() => setShowCreateForm(true)} icon={<Plus className="h-4 w-4" />}>Add User</Button>
         </div>
       </div>
 
@@ -165,79 +154,61 @@ export default function Users() {
           <form onSubmit={editingUser ? handleUpdateUser : handleCreateUser} className="space-y-4">
             <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
               <div>
-                <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+                <Label className="mb-2">
                   Name
-                </label>
-                <input
+                </Label>
+                <Input
                   type="text"
                   required
                   value={formData.display_name}
                   onChange={(e) => setFormData({ ...formData, display_name: e.target.value })}
-                  className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
                 />
               </div>
               <div>
-                <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+                <Label className="mb-2">
                   Email
-                </label>
-                <input
+                </Label>
+                <Input
                   type="email"
                   required
                   value={formData.email}
                   onChange={(e) => setFormData({ ...formData, email: e.target.value })}
-                  className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
                 />
               </div>
             </div>
-            
+
             <div>
-              <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-2">
+              <Label className="mb-2">
                 Password {editingUser && "(leave blank to keep current password)"}
-              </label>
-              <input
+              </Label>
+              <Input
                 type="password"
                 required={!editingUser}
                 value={formData.password}
                 onChange={(e) => setFormData({ ...formData, password: e.target.value })}
-                className="w-full px-3 py-2 border border-gray-300 dark:border-gray-600 rounded-md bg-white dark:bg-gray-800 text-gray-900 dark:text-gray-100 focus:outline-none focus:ring-2 focus:ring-blue-500"
               />
             </div>
 
             <div className="flex items-center space-x-6">
-              <label className="flex items-center space-x-2">
-                <input
-                  type="checkbox"
-                  checked={formData.is_superuser}
-                  onChange={(e) => setFormData({ ...formData, is_superuser: e.target.checked })}
-                  className="rounded border-gray-300"
-                />
-                <span className="text-sm text-gray-700 dark:text-gray-300">Administrator</span>
-              </label>
-              <label className="flex items-center space-x-2">
-                <input
-                  type="checkbox"
-                  checked={formData.is_active}
-                  onChange={(e) => setFormData({ ...formData, is_active: e.target.checked })}
-                  className="rounded border-gray-300"
-                />
-                <span className="text-sm text-gray-700 dark:text-gray-300">Active</span>
-              </label>
+              <Checkbox
+                label="Administrator"
+                checked={formData.is_superuser}
+                onChange={(e) => setFormData({ ...formData, is_superuser: e.target.checked })}
+              />
+              <Checkbox
+                label="Active"
+                checked={formData.is_active}
+                onChange={(e) => setFormData({ ...formData, is_active: e.target.checked })}
+              />
             </div>
 
             <div className="flex space-x-2">
-              <button
-                type="submit"
-                className="px-4 py-2 bg-blue-600 text-white rounded-md hover:bg-blue-700 transition-colors"
-              >
+              <Button type="submit" variant="primary" size="md">
                 {editingUser ? 'Update User' : 'Create User'}
-              </button>
-              <button
-                type="button"
-                onClick={resetForm}
-                className="px-4 py-2 bg-gray-600 text-white rounded-md hover:bg-gray-700 transition-colors"
-              >
+              </Button>
+              <Button type="button" variant="secondary" size="md" onClick={resetForm}>
                 Cancel
-              </button>
+              </Button>
             </div>
           </form>
         </div>
@@ -250,7 +221,7 @@ export default function Users() {
           <span className="ml-2 text-gray-600 dark:text-gray-400">Loading users...</span>
         </div>
       ) : (
-        <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 overflow-hidden">
+        <div className="bg-white dark:bg-gray-800 rounded-lg border border-gray-200 dark:border-gray-700 overflow-x-auto">
           <table className="min-w-full divide-y divide-gray-200 dark:divide-gray-700">
             <thead className="bg-gray-50 dark:bg-gray-700">
               <tr>
@@ -293,38 +264,24 @@ export default function Users() {
                   <td className="px-6 py-4 whitespace-nowrap">
                     <div className="flex items-center">
                       {user.is_superuser && <Shield className="h-4 w-4 text-blue-600 mr-1" />}
-                      <span className={`px-2 inline-flex text-xs leading-5 font-semibold rounded-full ${
-                        user.is_superuser 
-                          ? 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200'
-                          : 'bg-gray-100 text-gray-800 dark:bg-gray-700 dark:text-gray-200'
-                      }`}>
+                      <StateBadge tone={user.is_superuser ? 'info' : 'neutral'}>
                         {user.is_superuser ? 'Admin' : 'User'}
-                      </span>
+                      </StateBadge>
                     </div>
                   </td>
                   <td className="px-6 py-4 whitespace-nowrap">
-                    <span className={`px-2 inline-flex text-xs leading-5 font-semibold rounded-full ${
-                      user.is_active 
-                        ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
-                        : 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200'
-                    }`}>
+                    <StateBadge tone={user.is_active ? 'success' : 'danger'}>
                       {user.is_active ? 'Active' : 'Inactive'}
-                    </span>
+                    </StateBadge>
                   </td>
                   <td className="px-6 py-4 whitespace-nowrap text-right text-sm font-medium">
                     <div className="flex justify-end space-x-2">
-                      <button
-                        onClick={() => handleEditUser(user)}
-                        className="text-blue-600 hover:text-blue-900 dark:text-blue-400 dark:hover:text-blue-300"
-                      >
+                      <IconButton label="Edit user" onClick={() => handleEditUser(user)}>
                         <Edit className="h-4 w-4" />
-                      </button>
-                      <button
-                        onClick={() => handleDeleteUser(user)}
-                        className="text-red-600 hover:text-red-900 dark:text-red-400 dark:hover:text-red-300"
-                      >
+                      </IconButton>
+                      <IconButton label="Delete user" danger onClick={() => handleDeleteUser(user)}>
                         <Trash2 className="h-4 w-4" />
-                      </button>
+                      </IconButton>
                     </div>
                   </td>
                 </tr>
@@ -342,4 +299,4 @@ export default function Users() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/src/pages/WakeWordLab.tsx b/backends/advanced/webui/src/pages/WakeWordLab.tsx
new file mode 100644
index 00000000..33a652e6
--- /dev/null
+++ b/backends/advanced/webui/src/pages/WakeWordLab.tsx
@@ -0,0 +1,754 @@
+import { useCallback, useEffect, useRef, useState } from 'react'
+import { Mic, Radio, Trash2, Check, X, RefreshCw, Target, AlertTriangle, Square, Volume2, ShieldCheck, Eye, HelpCircle, CopyX, ArrowRightLeft } from 'lucide-react'
+import { wakewordApi, WakeStream, WakeSample, WakeWordConfig, WakeStats } from '../services/api'
+import { useAuth } from '../contexts/AuthContext'
+import { Alert, Button, Card, IconButton, StatCard, Tabs } from '../components/ui'
+
+type Bucket = 'pending' | 'positive' | 'negative'
+
+// Native <audio> volume tops out at 1.0; route playback through a Web Audio gain
+// node to amplify past that ceiling when clips are too faint to hear. The boost
+// button cycles through these levels (1 = off).
+const BOOST_LEVELS = [1, 4, 8]
+
+const BUCKET_LABELS: Record<Bucket, string> = {
+  pending: 'Pending review',
+  positive: 'Positives (wake)',
+  negative: 'Negatives (not wake)',
+}
+
+const pretty = (name: string) => name.replace(/_/g, ' ')
+
+export default function WakeWordLab() {
+  const { isAdmin } = useAuth()
+  const [words, setWords] = useState<WakeWordConfig[]>([])
+  const [streams, setStreams] = useState<WakeStream[]>([])
+  const [stats, setStats] = useState<Record<string, WakeStats>>({})
+  const [error, setError] = useState<string | null>(null)
+  const [loading, setLoading] = useState(false)
+  // Bumped after any mutation (label/move/delete/dedupe); every section re-fetches
+  // its clips when it changes, so a moved clip appears in the target section with
+  // no manual refresh.
+  const [dataVersion, setDataVersion] = useState(0)
+  const [gain, setGain] = useState(() => {
+    const saved = Number(localStorage.getItem('wakewordVolumeBoost'))
+    return BOOST_LEVELS.includes(saved) ? saved : 1
+  })
+
+  const cycleBoost = () => setGain((g) => {
+    const next = BOOST_LEVELS[(BOOST_LEVELS.indexOf(g) + 1) % BOOST_LEVELS.length]
+    localStorage.setItem('wakewordVolumeBoost', String(next))
+    return next
+  })
+
+  const refreshMeta = useCallback(async () => {
+    try {
+      const [s, st] = await Promise.all([wakewordApi.getStreams(), wakewordApi.getStats()])
+      setStreams(s.data.streams)
+      setStats(st.data)
+      setError(null)
+    } catch (e: any) {
+      setError(e?.response?.data?.detail || 'Wake-word service unreachable')
+    }
+  }, [])
+
+  // Passed to every section: refresh shared meta AND signal all sections to
+  // re-fetch their clip lists (so cross-section moves show up automatically).
+  const onSectionChanged = useCallback(() => {
+    refreshMeta()
+    setDataVersion((v) => v + 1)
+  }, [refreshMeta])
+
+  // Flip a word between normal dispatch and collect-only (shadow) mode. The
+  // service returns the refreshed per-word config, which we splice straight into
+  // local state so the badge/toggle updates without a round-trip refresh.
+  const toggleCollectOnly = useCallback(async (name: string, value: boolean) => {
+    try {
+      const { data } = await wakewordApi.setCollectOnly(name, value)
+      setWords(data.wakewords)
+      setError(null)
+    } catch (e: any) {
+      setError(e?.response?.data?.detail || 'Could not change collect-only mode')
+    }
+  }, [])
+
+  // Flip a word's second-stage verifier on/off (the verifier stays loaded; off
+  // falls back to the stage-1 model). Same splice-in-place refresh as above.
+  const toggleVerifier = useCallback(async (name: string, value: boolean) => {
+    try {
+      const { data } = await wakewordApi.setVerifierEnabled(name, value)
+      setWords(data.wakewords)
+      setError(null)
+    } catch (e: any) {
+      setError(e?.response?.data?.detail || 'Could not change verifier mode')
+    }
+  }, [])
+
+  const refreshAll = useCallback(async () => {
+    setLoading(true)
+    try {
+      const { data } = await wakewordApi.getModels()
+      setWords(data.wakewords)
+    } catch {
+      setWords([])
+    }
+    await refreshMeta()
+    setDataVersion((v) => v + 1)
+    setLoading(false)
+  }, [refreshMeta])
+
+  useEffect(() => { refreshAll() }, [refreshAll])
+  // Poll streams/stats so a freshly-started recording shows up to prime, and a
+  // just-finished prime's clip-count bumps without a manual refresh.
+  useEffect(() => {
+    const t = setInterval(refreshMeta, 4000)
+    return () => clearInterval(t)
+  }, [refreshMeta])
+
+  return (
+    <div>
+      {/* Header */}
+      <div className="flex items-center justify-between mb-6">
+        <div className="flex items-center space-x-2">
+          <Target className="h-6 w-6 text-blue-600" />
+          <h1 className="text-2xl font-bold text-gray-900 dark:text-gray-100">Wake-Word Lab</h1>
+        </div>
+        <div className="flex items-center gap-2">
+          <Button
+            variant="secondary"
+            icon={<RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />}
+            onClick={refreshAll}
+          >
+            Refresh
+          </Button>
+        </div>
+      </div>
+
+      {/* Volume boost stays reachable while scrolling the long per-word clip lists */}
+      <button
+        onClick={cycleBoost}
+        title={gain > 1 ? `Volume boost ${gain}× — tap to cycle` : 'Boost playback volume for faint clips — tap to cycle 4× / 8×'}
+        className={`fixed bottom-6 right-6 z-50 flex items-center gap-2 px-4 py-2.5 rounded-full text-sm shadow-lg ${
+          gain > 1
+            ? 'bg-blue-600 text-white hover:bg-blue-700'
+            : 'bg-gray-100 dark:bg-gray-700 text-gray-700 dark:text-gray-300 hover:bg-gray-200 dark:hover:bg-gray-600'
+        }`}
+      >
+        <Volume2 className="h-4 w-4" />
+        Volume boost {gain > 1 ? `${gain}×` : 'off'}
+      </button>
+
+      <p className="mb-4 text-sm text-gray-600 dark:text-gray-400">
+        Close the training loop, per wake word: review false positives the model fired on,
+        and capture clips of yourself saying that word (false negatives). Each section below
+        is one wake word — labeled clips roll straight into that word's next retrain.
+      </p>
+
+      {error && (
+        <Alert tone="danger" icon={<AlertTriangle className="h-4 w-4" />} className="mb-4">
+          {error}
+        </Alert>
+      )}
+
+      {/* Shared active-streams indicator */}
+      <Card className="mb-6">
+        <h2 className="mb-2 flex items-center gap-2 text-sm font-semibold text-gray-800 dark:text-gray-200">
+          <Radio className="h-4 w-4" /> Active streams
+        </h2>
+        {streams.length === 0 ? (
+          <p className="text-sm text-gray-500 dark:text-gray-400">
+            No live streams. Start a recording (Live Record) and it will appear here — then use
+            an “I'll say it now” button in a wake-word section below.
+          </p>
+        ) : (
+          <ul className="flex flex-wrap gap-2">
+            {streams.map((s) => (
+              <li key={s.client_id} className="flex items-center gap-2 rounded-md bg-gray-50 dark:bg-gray-800 px-3 py-1.5 text-sm font-mono text-gray-700 dark:text-gray-300">
+                <span className={`h-2 w-2 rounded-full ${s.armed ? 'bg-amber-500' : 'bg-green-500'}`} />
+                {s.client_id}
+                {s.priming && (
+                  <span className="rounded bg-green-100 dark:bg-green-900 px-1.5 py-0.5 text-xs text-green-700 dark:text-green-300">
+                    enrolling “{pretty(s.prime_wakeword || '')}”…
+                  </span>
+                )}
+              </li>
+            ))}
+          </ul>
+        )}
+      </Card>
+
+      {/* One section per wake word */}
+      {words.length === 0 ? (
+        <p className="py-8 text-center text-sm text-gray-500 dark:text-gray-400">
+          No wake words configured.
+        </p>
+      ) : (
+        <div className="space-y-8">
+          {words.map((w) => (
+            <WakeWordSection
+              key={w.name}
+              word={w}
+              allWords={words.map((x) => x.name)}
+              stats={stats[w.name]}
+              streams={streams}
+              gain={gain}
+              dataVersion={dataVersion}
+              isAdmin={isAdmin}
+              onChanged={onSectionChanged}
+              onToggleCollectOnly={toggleCollectOnly}
+              onToggleVerifier={toggleVerifier}
+              onError={setError}
+            />
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
+function WakeWordSection({
+  word,
+  allWords,
+  stats,
+  streams,
+  gain,
+  dataVersion,
+  isAdmin,
+  onChanged,
+  onToggleCollectOnly,
+  onToggleVerifier,
+  onError,
+}: {
+  word: WakeWordConfig
+  allWords: string[]
+  stats?: WakeStats
+  streams: WakeStream[]
+  gain: number
+  dataVersion: number
+  isAdmin: boolean
+  onChanged: () => void
+  onToggleCollectOnly: (name: string, value: boolean) => void
+  onToggleVerifier: (name: string, value: boolean) => void
+  onError: (msg: string | null) => void
+}) {
+  const [bucket, setBucket] = useState<Bucket>('pending')
+  const [samples, setSamples] = useState<WakeSample[]>([])
+  const [primedMsg, setPrimedMsg] = useState<string | null>(null)
+
+  // Is any stream currently being primed/enrolled for THIS word?
+  const primingStream = streams.find((s) => s.priming && s.prime_wakeword === word.name)
+
+  const refreshSamples = useCallback(async (b: Bucket) => {
+    try {
+      const { data } = await wakewordApi.getSamples(word.name, b)
+      setSamples(data.samples)
+    } catch {
+      setSamples([])
+    }
+  }, [word.name])
+
+  // Re-fetch on bucket change AND whenever any section mutates data (dataVersion),
+  // so a clip moved here from another section shows up without a page refresh.
+  useEffect(() => { refreshSamples(bucket) }, [bucket, refreshSamples, dataVersion])
+
+  // When this word's prime session ends, pull pending so the clip shows up.
+  const wasPriming = useRef(false)
+  useEffect(() => {
+    const now = !!primingStream
+    if (wasPriming.current && !now) {
+      setPrimedMsg(null)
+      refreshSamples(bucket)
+      onChanged()
+    }
+    wasPriming.current = now
+  }, [primingStream, bucket, refreshSamples, onChanged])
+
+  const prime = async () => {
+    try {
+      const { data } = await wakewordApi.prime(word.name)
+      setBucket('pending')
+      setPrimedMsg(`Primed ${data.client_id} — say “${pretty(word.name)}” now (auto-stops in 10s)…`)
+      setTimeout(() => setPrimedMsg(null), 10000)
+      onChanged()
+    } catch (e: any) {
+      onError(e?.response?.data?.detail || 'Could not prime stream')
+    }
+  }
+
+  const stopPrime = async () => {
+    if (!primingStream) return
+    try {
+      await wakewordApi.unprime(primingStream.client_id)
+      setPrimedMsg(null)
+      setTimeout(() => { refreshSamples('pending'); onChanged() }, 500)
+    } catch (e: any) {
+      onError(e?.response?.data?.detail || 'Could not stop priming')
+    }
+  }
+
+  const label = async (id: string, lbl: 'wake' | 'not_wake') => {
+    await wakewordApi.label(id, lbl)
+    await refreshSamples(bucket)
+    onChanged()
+  }
+
+  const remove = async (id: string) => {
+    await wakewordApi.remove(id)
+    await refreshSamples(bucket)
+    onChanged()
+  }
+
+  // Move a clip to another wake word's PENDING. The common case is acoustic
+  // overlap (a bare "hermes" that armed hey_hermes by priority), but the picker
+  // lists EVERY word — so a clip that's a false-negative for the right word (and
+  // therefore never co-fired it) can still be re-homed there as training data.
+  const moveTo = async (id: string, target: string) => {
+    try {
+      await wakewordApi.move(id, target, 'pending')
+      onChanged()
+    } catch (e: any) {
+      onError(e?.response?.data?.detail || 'Could not move clip')
+    }
+  }
+
+  // Copy a clip into another word's PENDING, source stays (shared-FP fan-out: a
+  // false positive that fired several words is a hard negative for each).
+  const copyTo = async (id: string, target: string) => {
+    try {
+      await wakewordApi.copy(id, target, 'pending')
+      onChanged()
+    } catch (e: any) {
+      onError(e?.response?.data?.detail || 'Could not copy clip')
+    }
+  }
+
+  const [deduping, setDeduping] = useState(false)
+  const dedupe = async () => {
+    setDeduping(true)
+    try {
+      const { data } = await wakewordApi.dedupe(word.name)
+      const r = data[word.name]
+      const conflictMsg = r?.conflicts ? ` — ⚠ ${r.conflicts} clip(s) labeled both wake & not` : ''
+      setPrimedMsg(
+        r ? `Removed ${r.removed} duplicate clip(s); ${r.kept_unique} unique remain${conflictMsg}` : 'Dedupe complete'
+      )
+      setTimeout(() => setPrimedMsg(null), 7000)
+      await refreshSamples(bucket)
+      onChanged()
+    } catch (e: any) {
+      onError(e?.response?.data?.detail || 'Could not remove duplicates')
+    } finally {
+      setDeduping(false)
+    }
+  }
+
+  return (
+    <section className="rounded-xl border border-gray-200 dark:border-gray-700">
+      {/* Section header: word + config */}
+      <div className="flex flex-wrap items-center gap-3 border-b border-gray-200 dark:border-gray-700 px-4 py-3">
+        <h2 className="text-lg font-bold text-gray-900 dark:text-gray-100">“{pretty(word.name)}”</h2>
+        <span className="rounded bg-gray-100 dark:bg-gray-800 px-2 py-0.5 font-mono text-xs text-gray-600 dark:text-gray-400">
+          {word.model}
+        </span>
+        {!word.verifier ? (
+          <span className="rounded bg-gray-100 dark:bg-gray-800 px-2 py-0.5 text-xs text-gray-500 dark:text-gray-400">
+            no verifier
+          </span>
+        ) : isAdmin ? (
+          <button
+            onClick={() => onToggleVerifier(word.name, !word.verifier_enabled)}
+            title={
+              word.verifier_enabled
+                ? 'Second-stage verifier is ON — each arm is confirmed by the verifier before it dispatches; arms it judges false are dropped. Click to disable (fall back to the stage-1 model alone).'
+                : 'Verifier is OFF — arms dispatch on the stage-1 acoustic model alone (no second-stage check). The verifier is still loaded. Click to re-enable it.'
+            }
+            className={`flex items-center gap-1 rounded px-2 py-0.5 text-xs transition-colors ${
+              word.verifier_enabled
+                ? 'bg-green-100 dark:bg-green-900/40 text-green-700 dark:text-green-300 hover:bg-green-200 dark:hover:bg-green-900'
+                : 'bg-gray-100 dark:bg-gray-800 text-gray-500 dark:text-gray-400 hover:bg-gray-200 dark:hover:bg-gray-700'
+            }`}
+          >
+            <ShieldCheck className="h-3.5 w-3.5" /> verifier {word.verifier_enabled ? 'on' : 'off'}
+          </button>
+        ) : (
+          <span
+            className={`flex items-center gap-1 rounded px-2 py-0.5 text-xs ${
+              word.verifier_enabled
+                ? 'bg-green-100 dark:bg-green-900/40 text-green-700 dark:text-green-300'
+                : 'bg-gray-100 dark:bg-gray-800 text-gray-500 dark:text-gray-400'
+            }`}
+            title={
+              word.verifier_enabled
+                ? 'Second-stage verifier active — arms are confirmed before dispatch'
+                : 'Verifier loaded but disabled — arms dispatch on the stage-1 model alone'
+            }
+          >
+            <ShieldCheck className="h-3.5 w-3.5" /> verifier {word.verifier_enabled ? 'on' : 'off'}
+          </span>
+        )}
+        {isAdmin ? (
+          <button
+            onClick={() => onToggleCollectOnly(word.name, !word.collect_only)}
+            title={
+              word.collect_only
+                ? 'Collect-only is ON — this word fires live to gather false-positive review data but does NOT trigger the assistant. Click to make it a normal wake word again.'
+                : 'Normal wake word — fires trigger the assistant. Click to switch to collect-only (shadow): fires live to gather review data without dispatching, playing a tone, or blocking other words.'
+            }
+            className={`flex items-center gap-1 rounded px-2 py-0.5 text-xs transition-colors ${
+              word.collect_only
+                ? 'bg-amber-100 dark:bg-amber-900/40 text-amber-700 dark:text-amber-300 hover:bg-amber-200 dark:hover:bg-amber-900'
+                : 'bg-gray-100 dark:bg-gray-800 text-gray-500 dark:text-gray-400 hover:bg-gray-200 dark:hover:bg-gray-700'
+            }`}
+          >
+            <Eye className="h-3.5 w-3.5" /> collect-only {word.collect_only ? 'on' : 'off'}
+          </button>
+        ) : (
+          word.collect_only && (
+            <span
+              className="flex items-center gap-1 rounded bg-amber-100 dark:bg-amber-900/40 px-2 py-0.5 text-xs text-amber-700 dark:text-amber-300"
+              title="Collect-only: fires to gather false-positive review data but does not trigger the assistant"
+            >
+              <Eye className="h-3.5 w-3.5" /> collect-only
+            </span>
+          )
+        )}
+        <span className="text-xs text-gray-500 dark:text-gray-400">
+          thr {word.threshold} · patience {word.patience}
+        </span>
+        <div className="ml-auto flex items-center gap-2">
+          <button
+            onClick={dedupe}
+            disabled={deduping}
+            title="Remove exact-duplicate clips (keeps one per group, across pending + labeled)"
+            className="flex items-center gap-1.5 rounded-md bg-gray-100 dark:bg-gray-700 px-3 py-1.5 text-sm text-gray-700 dark:text-gray-300 hover:bg-gray-200 dark:hover:bg-gray-600 disabled:opacity-50"
+          >
+            <CopyX className="h-3.5 w-3.5" /> {deduping ? 'Removing…' : 'Remove duplicates'}
+          </button>
+          {primingStream ? (
+            <button
+              onClick={stopPrime}
+              className="flex items-center gap-1.5 rounded-md bg-red-600 px-3 py-1.5 text-sm font-medium text-white hover:bg-red-700"
+            >
+              <Square className="h-3.5 w-3.5" /> Stop &amp; save
+            </button>
+          ) : (
+            <button
+              onClick={prime}
+              disabled={streams.length === 0}
+              title={streams.length === 0 ? 'Start a recording first' : ''}
+              className="flex items-center gap-1.5 rounded-md bg-blue-600 px-3 py-1.5 text-sm font-medium text-white hover:bg-blue-700 disabled:opacity-40 disabled:cursor-not-allowed"
+            >
+              <Target className="h-3.5 w-3.5" /> I'll say “{pretty(word.name)}” now
+            </button>
+          )}
+        </div>
+      </div>
+
+      <div className="p-4">
+        {primedMsg && (
+          <Alert tone="success" icon={<Mic className="h-4 w-4" />} className="mb-4 font-medium animate-pulse">
+            {primedMsg}
+          </Alert>
+        )}
+
+        {/* Stats */}
+        <div className="mb-4 grid grid-cols-2 sm:grid-cols-4 gap-3">
+          <StatCard label="Pending" value={stats?.pending ?? 0} tone="amber" />
+          <StatCard label="Positives" value={stats?.positive ?? 0} tone="green" />
+          <StatCard label="Negatives" value={stats?.negative ?? 0} tone="red" />
+          <StatCard label="False negatives" value={stats?.false_negatives ?? 0} tone="blue" />
+        </div>
+
+        {/* Bucket tabs + labeling help */}
+        <div className="mb-3 flex items-center gap-2">
+          <Tabs
+            variant="pill"
+            value={bucket}
+            onChange={setBucket}
+            tabs={(Object.keys(BUCKET_LABELS) as Bucket[]).map((b) => ({ value: b, label: BUCKET_LABELS[b] }))}
+          />
+          <div className="ml-auto">
+            <LabelGuide word={pretty(word.name)} />
+          </div>
+        </div>
+
+        {/* Clip list */}
+        {samples.length === 0 ? (
+          <p className="py-6 text-center text-sm text-gray-500 dark:text-gray-400">
+            No clips in “{BUCKET_LABELS[bucket]}” for “{pretty(word.name)}”.
+          </p>
+        ) : (
+          <ul className="space-y-2">
+            {samples.map((s) => (
+              <ClipRow
+                key={s.id}
+                sample={s}
+                allWords={allWords}
+                onLabel={label}
+                onDelete={remove}
+                onMove={moveTo}
+                onCopy={copyTo}
+                gain={gain}
+              />
+            ))}
+          </ul>
+        )}
+      </div>
+    </section>
+  )
+}
+
+// Move/Copy a clip to another wake word. The picker lists EVERY configured word
+// except the one the clip is filed under — so the false-negative case works too:
+// a clip that's really "hermes" but armed "hey hermes" (and never co-fired hermes,
+// so it's nowhere in `alsoFired`) can still be re-homed into hermes. Words that
+// DID co-fire at capture (acoustic overlap) are surfaced first and badged as
+// suggestions, and turn the button purple as a hint that an obvious target exists.
+//   Move = it's really that word's (re-homes the clip, re-enters review there).
+//   Copy = a false positive that applies to both (keep here too; hard negative for each).
+function MoveCopyMenu({
+  targets,
+  alsoFired,
+  onMove,
+  onCopy,
+}: {
+  targets: string[]
+  alsoFired: string[]
+  onMove: (w: string) => void
+  onCopy: (w: string) => void
+}) {
+  const [open, setOpen] = useState(false)
+  const ref = useRef<HTMLDivElement>(null)
+  // Close on click-outside (NOT on mouse-leave — the menu sits in a gap below the
+  // badge and outside its hover box, so leaving the badge to reach a button would
+  // close it before you could click).
+  useEffect(() => {
+    if (!open) return
+    const onDocMouseDown = (e: MouseEvent) => {
+      if (ref.current && !ref.current.contains(e.target as Node)) setOpen(false)
+    }
+    document.addEventListener('mousedown', onDocMouseDown)
+    return () => document.removeEventListener('mousedown', onDocMouseDown)
+  }, [open])
+  if (!targets.length) return null
+  const fired = new Set(alsoFired)
+  // Co-firers first (suggested), original order otherwise (stable sort).
+  const ordered = [...targets].sort((a, b) => Number(fired.has(b)) - Number(fired.has(a)))
+  const hasSuggestion = alsoFired.length > 0
+  const label = !hasSuggestion
+    ? 'Move / Copy'
+    : alsoFired.length === 1
+      ? `also: ${pretty(alsoFired[0])}`
+      : 'also matches other wake words'
+  return (
+    <div ref={ref} className="relative inline-flex">
+      <button
+        onClick={() => setOpen((o) => !o)}
+        title="Move (it's really another word's) or Copy (a shared false positive) to another wake word"
+        className={`flex items-center gap-1 rounded px-1.5 py-0.5 text-xs ${
+          hasSuggestion
+            ? 'bg-purple-100 dark:bg-purple-900/40 text-purple-700 dark:text-purple-300 hover:bg-purple-200 dark:hover:bg-purple-900'
+            : 'bg-gray-100 dark:bg-gray-700 text-gray-600 dark:text-gray-300 hover:bg-gray-200 dark:hover:bg-gray-600'
+        }`}
+      >
+        <ArrowRightLeft className="h-3 w-3" /> {label}
+      </button>
+      {open && (
+        <div className="absolute left-0 top-full z-30 mt-1 w-64 rounded-md border border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800 p-1.5 shadow-lg">
+          <div className="px-1 pb-1.5 text-[11px] leading-tight text-gray-500 dark:text-gray-400">
+            <b>Move</b> = it's really that word's (a real wake).<br />
+            <b>Copy</b> = a false positive that fired both (keep here too).
+          </div>
+          {ordered.map((w) => (
+            <div key={w} className="flex items-center justify-between gap-1 px-1 py-0.5">
+              <span className="flex items-center gap-1 text-xs font-medium text-gray-700 dark:text-gray-200">
+                “{pretty(w)}”
+                {fired.has(w) && (
+                  <span className="rounded bg-purple-100 dark:bg-purple-900/40 px-1 py-px text-[10px] text-purple-700 dark:text-purple-300">
+                    also fired
+                  </span>
+                )}
+              </span>
+              <span className="flex gap-1">
+                <button
+                  onClick={() => { onMove(w); setOpen(false) }}
+                  title={`Move — this clip is really "${pretty(w)}"`}
+                  className="rounded bg-blue-100 dark:bg-blue-900/40 px-2 py-0.5 text-xs text-blue-700 dark:text-blue-300 hover:bg-blue-200 dark:hover:bg-blue-900"
+                >
+                  Move
+                </button>
+                <button
+                  onClick={() => { onCopy(w); setOpen(false) }}
+                  title={`Copy — a false positive that also fires "${pretty(w)}" (hard negative for both)`}
+                  className="rounded bg-gray-100 dark:bg-gray-700 px-2 py-0.5 text-xs text-gray-700 dark:text-gray-300 hover:bg-gray-200 dark:hover:bg-gray-600"
+                >
+                  Copy
+                </button>
+              </span>
+            </div>
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
+// Hover help explaining the three-way labeling decision — crucial when wake words
+// overlap acoustically (e.g. "hermes" ⊂ "hey hermes").
+function LabelGuide({ word }: { word: string }) {
+  return (
+    <div className="relative inline-flex group">
+      <button
+        type="button"
+        className="flex items-center gap-1 rounded-md px-2 py-1 text-xs text-gray-500 dark:text-gray-400 hover:bg-gray-100 dark:hover:bg-gray-700"
+        aria-label="How to label these clips"
+      >
+        <HelpCircle className="h-4 w-4" /> How to label
+      </button>
+      <div
+        role="tooltip"
+        className="invisible opacity-0 group-hover:visible group-hover:opacity-100 transition-opacity absolute right-0 top-full z-20 mt-1 w-96 rounded-lg border border-gray-200 dark:border-gray-700 bg-white dark:bg-gray-800 p-3 text-xs text-gray-700 dark:text-gray-200 shadow-lg"
+      >
+        <p className="mb-1.5">
+          Each clip is audio the model <span className="font-semibold">fired</span> on. Decide what you actually hear:
+        </p>
+        <ul className="space-y-1.5">
+          <li>
+            <span className="font-semibold text-green-600 dark:text-green-400">Wake</span> —
+            a clean, standalone “{word}” was really said. A true positive.
+          </li>
+          <li>
+            <span className="font-semibold text-red-600 dark:text-red-400">Not</span> —
+            it fired but <span className="font-semibold">no “{word}” was said</span> (other speech,
+            noise, a near-miss). This is the real false positive — it's what trains the verifier.
+          </li>
+          <li>
+            <span className="font-semibold text-gray-600 dark:text-gray-300">Delete</span> —
+            ambiguous, or a <span className="italic">different overlapping</span> wake word
+            (e.g. “hey hermes” while reviewing “hermes”). Exclude it.
+          </li>
+        </ul>
+        <p className="mt-2 rounded bg-amber-50 dark:bg-amber-900/30 px-2 py-1 text-amber-800 dark:text-amber-300">
+          ⚠ Don't mark an overlapping word “Not” — it contains the real “{word}” sound, so a
+          negative would teach the model to reject genuine wakes. Delete it instead.
+        </p>
+      </div>
+    </div>
+  )
+}
+
+function ClipRow({
+  sample,
+  allWords,
+  onLabel,
+  onDelete,
+  onMove,
+  onCopy,
+  gain,
+}: {
+  sample: WakeSample
+  allWords: string[]
+  onLabel: (id: string, label: 'wake' | 'not_wake') => void
+  onDelete: (id: string) => void
+  onMove: (id: string, wakeword: string) => void
+  onCopy: (id: string, wakeword: string) => void
+  gain: number
+}) {
+  const [audioUrl, setAudioUrl] = useState<string | null>(null)
+  const urlRef = useRef<string | null>(null)
+  const audioElRef = useRef<HTMLAudioElement | null>(null)
+  const ctxRef = useRef<AudioContext | null>(null)
+  const gainRef = useRef<GainNode | null>(null)
+
+  useEffect(() => {
+    let cancelled = false
+    wakewordApi
+      .getAudioBlob(sample.id)
+      .then((res) => {
+        if (cancelled) return
+        const url = URL.createObjectURL(res.data)
+        urlRef.current = url
+        setAudioUrl(url)
+      })
+      .catch(() => {})
+    return () => {
+      cancelled = true
+      if (urlRef.current) URL.revokeObjectURL(urlRef.current)
+    }
+  }, [sample.id])
+
+  // Lazily route the <audio> element through a gain node — createMediaElementSource
+  // requires a user gesture, so we build the graph on first play.
+  const handlePlay = useCallback(() => {
+    const el = audioElRef.current
+    if (!el) return
+    if (!ctxRef.current) {
+      const Ctx = window.AudioContext || (window as any).webkitAudioContext
+      const ctx = new Ctx()
+      const source = ctx.createMediaElementSource(el)
+      const gainNode = ctx.createGain()
+      source.connect(gainNode).connect(ctx.destination)
+      ctxRef.current = ctx
+      gainRef.current = gainNode
+    }
+    if (gainRef.current) gainRef.current.gain.value = gain
+    ctxRef.current.resume()
+  }, [gain])
+
+  // Reflect live toggle changes on an already-playing clip.
+  useEffect(() => {
+    if (gainRef.current) gainRef.current.gain.value = gain
+  }, [gain])
+
+  // Release the AudioContext when the row unmounts.
+  useEffect(() => () => { ctxRef.current?.close() }, [])
+
+  const when = new Date(sample.created_at_ms).toLocaleString()
+
+  return (
+    <li className="flex flex-wrap items-center gap-3 rounded-md border border-gray-200 dark:border-gray-700 px-3 py-2">
+      <span className="font-mono text-sm font-semibold text-gray-800 dark:text-gray-200 w-16">
+        {sample.score.toFixed(3)}
+      </span>
+      {sample.false_negative && (
+        <span className="rounded bg-blue-100 dark:bg-blue-900 px-1.5 py-0.5 text-xs text-blue-700 dark:text-blue-300">
+          missed
+        </span>
+      )}
+      <MoveCopyMenu
+        targets={allWords.filter((w) => w !== sample.wakeword)}
+        alsoFired={(sample.also_fired ?? []).filter((w) => w !== sample.wakeword)}
+        onMove={(w) => onMove(sample.id, w)}
+        onCopy={(w) => onCopy(sample.id, w)}
+      />
+      <span className="text-xs text-gray-500 dark:text-gray-400">{when}</span>
+      <span className="text-xs text-gray-400 dark:text-gray-500">
+        {sample.duration_secs}s · {sample.reason}
+      </span>
+      {audioUrl ? (
+        <audio ref={audioElRef} onPlay={handlePlay} controls src={audioUrl} className="h-8 max-w-[220px]" />
+      ) : (
+        <span className="text-xs text-gray-400">loading…</span>
+      )}
+      <div className="ml-auto flex items-center gap-1.5">
+        <button
+          onClick={() => onLabel(sample.id, 'wake')}
+          title="Mark as a real wake word (positive)"
+          className="flex items-center gap-1 rounded-md bg-green-100 dark:bg-green-900/40 px-2 py-1 text-xs font-medium text-green-700 dark:text-green-300 hover:bg-green-200 dark:hover:bg-green-900"
+        >
+          <Check className="h-3.5 w-3.5" /> Wake
+        </button>
+        <button
+          onClick={() => onLabel(sample.id, 'not_wake')}
+          title="Mark as NOT the wake word (hard negative)"
+          className="flex items-center gap-1 rounded-md bg-red-100 dark:bg-red-900/40 px-2 py-1 text-xs font-medium text-red-700 dark:text-red-300 hover:bg-red-200 dark:hover:bg-red-900"
+        >
+          <X className="h-3.5 w-3.5" /> Not
+        </button>
+        <IconButton label="Delete clip" danger onClick={() => onDelete(sample.id)}>
+          <Trash2 className="h-3.5 w-3.5" />
+        </IconButton>
+      </div>
+    </li>
+  )
+}
diff --git a/backends/advanced/webui/src/services/api.ts b/backends/advanced/webui/src/services/api.ts
index 69d00486..340a6347 100644
--- a/backends/advanced/webui/src/services/api.ts
+++ b/backends/advanced/webui/src/services/api.ts
@@ -104,6 +104,8 @@ export const authApi = {
     return jwtResponse
   },
   getMe: () => api.get('/users/me'),
+  updateMe: (data: { display_name?: string; assistant_name?: string }) =>
+    api.patch('/users/me', data),
 }
 
 export const conversationsApi = {
@@ -119,8 +121,16 @@ export const conversationsApi = {
     }
   }),
   getById: (id: string) => api.get(`/api/conversations/${id}`),
-  search: (query: string, limit?: number, offset?: number) =>
-    api.get('/api/conversations/search', { params: { q: query, limit, offset } }),
+  search: (
+    query: string,
+    limit?: number,
+    offset?: number,
+    fields?: Array<'title' | 'summary' | 'speakers'>,
+  ) =>
+    api.get('/api/conversations/search', {
+      params: { q: query, limit, offset, fields },
+      paramsSerializer: { indexes: null },
+    }),
   star: (id: string) => api.post(`/api/conversations/${id}/star`),
   delete: (id: string) => api.delete(`/api/conversations/${id}`),
   restore: (id: string) => api.post(`/api/conversations/${id}/restore`),
@@ -128,8 +138,6 @@ export const conversationsApi = {
     params: { permanent: true }
   }),
 
-  getMemories: (id: string) => api.get(`/api/conversations/${id}/memories`),
-
   // Reprocessing endpoints
   reprocessOrphan: (conversationId: string) => api.post(`/api/conversations/${conversationId}/reprocess-orphan`),
   reprocessTranscript: (conversationId: string) => api.post(`/api/conversations/${conversationId}/reprocess-transcript`),
@@ -138,34 +146,144 @@ export const conversationsApi = {
   }),
   reprocessSpeakers: (
     conversationId: string,
-    transcriptVersionId: string = 'active'
+    transcriptVersionId: string = 'active',
+    diarizationSource?: 'provider' | 'pyannote'
   ) =>
     api.post(`/api/conversations/${conversationId}/reprocess-speakers`, null, {
       params: {
-        transcript_version_id: transcriptVersionId
+        transcript_version_id: transcriptVersionId,
+        diarization_source: diarizationSource
       }
     }),
 
-  // Version management
+  // Conversations whose speaker labels would change under the current gallery (admin).
+  // Fingerprint-cached: returns { status: 'cached', report } instantly when nothing
+  // relevant changed; otherwise { job_id } — poll progress via dataAuditApi.
+  scanDrift: (force = false) =>
+    api.post<{ job_id?: string; status: string; report?: unknown }>(
+      '/api/conversations/drift/scan',
+      undefined,
+      { params: force ? { force: true } : undefined }
+    ),
+  backfillDriftClusterEmbeddings: () =>
+    api.post<{ job_id: string; status: string }>(
+      '/api/conversations/drift/backfill-cluster-embeddings'
+    ),
+
+  // Version management (transcript only — memory is no longer versioned)
   activateTranscriptVersion: (conversationId: string, versionId: string) => api.post(`/api/conversations/${conversationId}/activate-transcript/${versionId}`),
-  activateMemoryVersion: (conversationId: string, versionId: string) => api.post(`/api/conversations/${conversationId}/activate-memory/${versionId}`),
   getVersionHistory: (conversationId: string) => api.get(`/api/conversations/${conversationId}/versions`),
+
+  // Memory vault change history (audit ledger)
+  getMemoryAudit: (conversationId: string, limit: number = 100) => api.get(`/api/conversations/${conversationId}/memory-audit`, { params: { limit } }),
+
+  // Active conversation management
+  closeActiveConversation: (clientId: string) => api.post(`/api/conversations/${clientId}/close`),
 }
 
-export const memoriesApi = {
-  getAll: (userId?: string) => api.get('/api/memories', { params: userId ? { user_id: userId } : {} }),
-  getById: (id: string, userId?: string) => api.get(`/api/memories/${id}`, { params: userId ? { user_id: userId } : {} }),
-  search: (query: string, userId?: string, limit: number = 20, scoreThreshold?: number) =>
-    api.get('/api/memories/search', {
-      params: {
-        query,
-        ...(userId && { user_id: userId }),
-        limit,
-        ...(scoreThreshold !== undefined && { score_threshold: scoreThreshold / 100 }) // Convert percentage to decimal
-      }
+export interface DeviceInputSource {
+  source_id: string
+  name: string
+  provider: 'screenpipe' | 'immich'
+  platform: string
+  status: 'pairing' | 'online' | 'offline' | 'error'
+  health: Record<string, unknown>
+  last_seen_at: string | null
+  capabilities: string[]
+}
+
+export interface DeviceInputItem {
+  id: string
+  source_id: string
+  kind: 'audio' | 'activity' | 'observation' | 'screen_context' | 'immich_memory'
+  source_item_id?: string
+  captured_at: string
+  ended_at: string | null
+  metadata: Record<string, any>
+  state: 'received' | 'linked' | 'promoted' | 'rejected'
+  lifecycle?: 'open' | 'closed' | null
+  curation?: 'pending' | 'curating' | 'discarded' | 'duplicate' | 'linked' | 'promoted' | 'failed' | null
+  samples?: Array<Record<string, any>>
+  frame_candidates?: Array<Record<string, any>>
+  related_conversation_ids?: string[]
+  duplicate_of?: string | null
+  agent_reason?: string | null
+  vault_paths?: string[]
+}
+
+export const deviceInputApi = {
+  getSources: () => api.get<{ sources: DeviceInputSource[] }>('/api/device-input/sources'),
+  createPairingCode: () => api.post<{ code: string; expires_at: string }>('/api/device-input/pairing-codes'),
+  getTimeline: (startAt: string, endAt: string) =>
+    api.get<{ items: DeviceInputItem[] }>('/api/device-input/timeline', {
+      params: { start_at: startAt, end_at: endAt },
     }),
-  delete: (id: string) => api.delete(`/api/memories/${id}`),
-  deleteAll: () => api.delete('/api/admin/memory/delete-all'),
+  getThumbnail: (itemId: string) =>
+    api.get<Blob>(`/api/device-input/items/${itemId}/thumbnail`, {
+      responseType: 'blob',
+    }),
+  requestThumbnail: (itemId: string) =>
+    api.post(`/api/device-input/items/${itemId}/request-thumbnail`),
+  getConversationContext: (conversationId: string) =>
+    api.get<{ items: DeviceInputItem[] }>(`/api/device-input/conversations/${conversationId}/context`),
+  requestConversationContext: (conversationId: string) =>
+    api.post(`/api/device-input/conversations/${conversationId}/request-context`),
+  clearConversationContext: (conversationId: string) =>
+    api.delete(`/api/device-input/conversations/${conversationId}/context`),
+  promoteItem: (itemId: string) =>
+    api.post(`/api/device-input/items/${itemId}/promote`),
+}
+
+// One recorded change to the memory vault (the audit ledger). Content lives in
+// the per-entry diff endpoint, not the list, so the list stays light.
+export interface MemoryAuditEntry {
+  id: string
+  user_id: string
+  conversation_id: string | null
+  operation: 'create' | 'update' | 'delete' | 'rename' | 'delete_all'
+  note_path: string | null
+  // Provenance: `cause` is why the memory changed, `strategy` is how the vault
+  // was updated (control flow). `source_kind`/`source_label`/`actor` are the
+  // backend-classified taxonomy the UI renders directly.
+  cause: string | null
+  strategy: string | null
+  source_kind: 'extraction' | 'reprocess' | 'human' | 'agent' | 'bulk' | 'other'
+  source_label: string
+  actor: 'system' | 'user' | 'human_external' | 'agent'
+  provider: string
+  agent_mode: boolean
+  before_hash: string | null
+  after_hash: string | null
+  after_bytes: number | null
+  summary: string | null
+  extra: Record<string, unknown>
+  created_at: string | null
+  has_diff: boolean
+}
+
+export interface MemoryAuditDiff {
+  id: string
+  note_path: string | null
+  operation: string
+  cause: string | null
+  created_at: string | null
+  before_text: string | null
+  after_text: string | null
+  diff: string
+  diff_available: boolean
+  reason?: string
+}
+
+export const memoryApi = {
+  // Memory vault change ledger (newest first). `user_id` honored for admins only.
+  getAudit: (params?: { limit?: number; conversation_id?: string; user_id?: string }) =>
+    api.get<{ user_id: string; count: number; entries: MemoryAuditEntry[] }>(
+      '/api/memories/audit',
+      { params }
+    ),
+  // Lazily-fetched before→after diff for one ledger entry.
+  getAuditDiff: (entryId: string) =>
+    api.get<MemoryAuditDiff>(`/api/memories/audit/${entryId}/diff`),
 }
 
 export const annotationsApi = {
@@ -246,22 +364,55 @@ export const annotationsApi = {
     insert_text: string
     insert_segment_type: string
     insert_speaker?: string
+    insert_start?: number
+    insert_end?: number
   }) => api.post('/api/annotations/insert', data),
 
   getInsertAnnotations: (conversation_id: string) =>
     api.get(`/api/annotations/insert/${conversation_id}`),
+
+  // Timing annotations (waveform region move/resize of an existing segment)
+  createTimingAnnotation: (data: {
+    conversation_id: string
+    segment_index: number
+    new_start: number
+    new_end: number
+  }) => api.post('/api/annotations/timing', data),
+
+  getTimingAnnotations: (conversation_id: string) =>
+    api.get(`/api/annotations/timing/${conversation_id}`),
+
+  // Deletion annotations (remove an existing segment)
+  createDeletionAnnotation: (data: {
+    conversation_id: string
+    segment_index: number
+  }) => api.post('/api/annotations/deletion', data),
+
+  getDeletionAnnotations: (conversation_id: string) =>
+    api.get(`/api/annotations/deletion/${conversation_id}`),
 }
 
 export const finetuningApi = {
-  // Process annotations for training
-  processAnnotations: (annotationType: string = 'diarization') =>
-    api.post('/api/finetuning/process-annotations', null, {
-      params: { annotation_type: annotationType }
-    }),
-
   // Get fine-tuning status
   getStatus: () => api.get('/api/finetuning/status'),
 
+  // Curated enrollment: quality-gated candidate clips + enroll only selected.
+  // includeIdentified surfaces auto-labelled (identification) segments too.
+  getEnrollmentCandidates: (includeIdentified = false, minDuration?: number) =>
+    api.get('/api/finetuning/enrollment-candidates', {
+      params: {
+        include_identified: includeIdentified,
+        ...(minDuration != null ? { min_duration: minDuration } : {}),
+      },
+    }),
+  enrollSelectedClips: (clips: Array<{
+    conversation_id: string
+    segment_index: number
+    start: number
+    end: number
+    speaker: string
+  }>) => api.post('/api/finetuning/enroll-selected', { clips }),
+
   // Orphaned annotation management
   deleteOrphanedAnnotations: (annotationType?: string) =>
     api.delete('/api/finetuning/orphaned-annotations', {
@@ -270,6 +421,16 @@ export const finetuningApi = {
   reattachOrphanedAnnotations: () =>
     api.post('/api/finetuning/orphaned-annotations/reattach'),
 
+  // Failed (stuck) annotation management
+  retryFailedAnnotations: (annotationType?: string) =>
+    api.post('/api/finetuning/failed-annotations/retry', null, {
+      params: annotationType ? { annotation_type: annotationType } : {}
+    }),
+  deleteFailedAnnotations: (annotationType?: string) =>
+    api.delete('/api/finetuning/failed-annotations', {
+      params: annotationType ? { annotation_type: annotationType } : {}
+    }),
+
   // Cron job management
   getCronJobs: () => api.get('/api/finetuning/cron-jobs'),
   updateCronJob: (jobId: string, data: { enabled?: boolean; schedule?: string }) =>
@@ -285,6 +446,12 @@ export const usersApi = {
   delete: (id: string) => api.delete(`/api/users/${id}`),
 }
 
+export const clientsApi = {
+  list: () => api.get('/api/clients'),
+  rename: (clientId: string, name: string) => api.patch(`/api/clients/${clientId}`, { name }),
+  forget: (clientId: string) => api.delete(`/api/clients/${clientId}`),
+}
+
 export const systemApi = {
   getHealth: () => api.get('/health'),
   getReadiness: () => api.get('/readiness'),
@@ -296,11 +463,20 @@ export const systemApi = {
   getDiarizationSettings: () => api.get('/api/diarization-settings'),
   saveDiarizationSettings: (settings: any) => api.post('/api/diarization-settings', settings),
 
+  // ASR hint mechanism (keyword boosting vs LLM context prompt) + per-provider context
+  getAsrContext: () => api.get('/api/asr-context'),
+  saveAsrContext: (model_name: string, context: string) =>
+    api.post('/api/asr-context', { model_name, context }),
+
   // Miscellaneous Configuration Settings
   getMiscSettings: () => api.get('/api/misc-settings'),
-  saveMiscSettings: (settings: { always_persist_enabled?: boolean; use_provider_segments?: boolean; per_segment_speaker_id?: boolean; transcription_job_timeout_seconds?: number }) =>
-    api.post('/api/misc-settings', settings),
-  
+  saveMiscSettings: (settings: {
+    per_segment_speaker_id?: boolean;
+    streaming_fallback_timeout_seconds?: number;
+    always_batch_retranscribe?: boolean;
+    live_segmentation?: 'streaming_stt' | 'windowed_batch' | 'off';
+  }) => api.post('/api/misc-settings', settings),
+
   // Plugin Configuration Management (YAML-based)
   getPluginsConfigRaw: () => api.get('/api/admin/plugins/config'),
   updatePluginsConfigRaw: (configYaml: string) =>
@@ -318,7 +494,7 @@ export const systemApi = {
     orchestration?: {
       enabled: boolean
       events: string[]
-      condition: { type: string; wake_words?: string[] }
+      condition: { type: string; wake_words?: string[]; keywords?: string[]; threshold?: number }
     }
     settings?: Record<string, any>
     env_vars?: Record<string, string>
@@ -327,7 +503,7 @@ export const systemApi = {
     orchestration?: {
       enabled: boolean
       events: string[]
-      condition: { type: string; wake_words?: string[] }
+      condition: { type: string; wake_words?: string[]; keywords?: string[]; threshold?: number }
     }
     settings?: Record<string, any>
     env_vars?: Record<string, string>
@@ -367,9 +543,133 @@ export const systemApi = {
   testLLMModel: (modelName: string | null) =>
     api.post('/api/admin/llm-operations/test', { model_name: modelName }),
 
+  // Model registry + active defaults (Chronicle model configuration)
+  getModels: () => api.get('/api/admin/models'),
+  setActiveDefaults: (defaults: Record<string, string>) =>
+    api.post('/api/admin/defaults', defaults),
+  upsertModel: (model: Record<string, any>) => api.post('/api/admin/models', model),
+  deleteModel: (name: string) =>
+    api.delete(`/api/admin/models/${encodeURIComponent(name)}`),
+  testModel: (modelName: string | null) =>
+    api.post('/api/admin/models/test', { model_name: modelName }),
+
+  // Network discovery
+  getNetworkDiscovery: () => api.get('/api/system/network'),
+
   // System restart operations
   restartWorkers: () => api.post('/api/admin/system/restart-workers'),
   restartBackend: () => api.post('/api/admin/system/restart-backend'),
+
+  // External service management (host service-manager agent)
+  getExternalServices: () => api.get('/api/admin/services'),
+  externalServiceAction: (
+    name: string,
+    action: 'start' | 'stop' | 'restart',
+    options?: { build?: boolean; force?: boolean; node?: string | null },
+  ) =>
+    api.post(`/api/admin/services/${name}/${action}`, options ?? {}),
+  setExternalServiceProvider: (
+    name: string,
+    provider: string,
+    build: boolean = false,
+    lane: 'batch' | 'streaming' = 'batch',
+    node?: string | null,
+  ) =>
+    api.post(`/api/admin/services/${name}/provider`, { provider, build, lane, node }),
+  getExternalServiceOperation: (operationId: string, node?: string | null) =>
+    api.get(`/api/admin/services/operations/${operationId}`, { params: node ? { node } : undefined }),
+
+  // Node code-version updates (git fetch + rebuild/restart via the node agent).
+  // The check does a `git fetch` on the node and can take up to ~90s, so it needs
+  // a longer timeout than the default 60s axios instance.
+  checkNodeUpdate: (node?: string | null, target?: string) =>
+    api.get('/api/admin/update', {
+      params: {
+        ...(node ? { node } : {}),
+        ...(target ? { target } : {}),
+      },
+      timeout: 100_000,
+    }),
+  startNodeUpdate: (body: { target?: string; prebuilt?: string; node?: string | null }) =>
+    api.post('/api/admin/update', body),
+  // Backend build version (unauthenticated). Uses the /api-prefixed mount:
+  // Caddy only routes /api/* (+ a few named paths) to the backend; a bare
+  // /version would fall through to the webui-dev catch-all and 404.
+  getVersion: () => api.get('/api/version'),
+
+  // Claude remote-control session (control Claude Code from your phone)
+  getRemoteControl: () => api.get('/api/admin/remote-control'),
+  remoteControlAction: (action: 'start' | 'stop' | 'restart') =>
+    api.post(`/api/admin/remote-control/${action}`),
+
+  // Observability
+  getObservabilityConfig: () => api.get('/api/observability'),
+}
+
+// ---- System events (admin "System Errors" page) ---------------------------
+
+export interface SystemEvent {
+  id: string
+  severity: 'info' | 'warning' | 'error' | 'critical'
+  category: string
+  source: string
+  title: string
+  detail: string | null
+  traceback: string | null
+  user_id: string | null
+  client_id: string | null
+  conversation_id: string | null
+  count: number
+  acked: boolean
+  metadata: Record<string, unknown>
+  created_at: string | null
+  last_seen_at: string | null
+}
+
+export interface SystemEventsList {
+  events: SystemEvent[]
+  total: number
+  limit: number
+  offset: number
+}
+
+export interface SystemEventsSummary {
+  window_hours: number
+  total: number
+  unacked: number
+  by_severity: Record<string, number>
+  by_category: Record<string, number>
+  by_source: Record<string, number>
+}
+
+export interface SystemEventsFilter {
+  severity?: string
+  category?: string
+  source?: string
+  client_id?: string
+  user_id?: string
+  acked?: boolean
+  since_hours?: number
+  limit?: number
+  offset?: number
+}
+
+export const systemEventsApi = {
+  list: (params: SystemEventsFilter = {}) =>
+    api.get<SystemEventsList>('/api/admin/system-events', { params }),
+  summary: (windowHours = 24) =>
+    api.get<SystemEventsSummary>('/api/admin/system-events/summary', {
+      params: { window_hours: windowHours },
+    }),
+  ack: (id: string) => api.post(`/api/admin/system-events/${id}/ack`),
+  ackSelected: (eventIds: string[]) =>
+    api.post('/api/admin/system-events/ack-selected', { event_ids: eventIds }),
+  ackAll: (params: Omit<SystemEventsFilter, 'acked' | 'limit' | 'offset'> = {}) =>
+    api.post('/api/admin/system-events/ack-all', null, { params }),
+  clear: (ackedOnly = false) =>
+    api.post('/api/admin/system-events/clear', null, {
+      params: { acked_only: ackedOnly },
+    }),
 }
 
 export const queueApi = {
@@ -412,8 +712,12 @@ export const queueApi = {
 }
 
 export const uploadApi = {
-  uploadAudioFiles: (files: FormData, onProgress?: (progress: number) => void) =>
-    api.post('/api/audio/upload', files, {
+  uploadAudioFiles: (
+    files: FormData,
+    onProgress?: (progress: number) => void,
+    options?: { annotationOnly?: boolean }
+  ) =>
+    api.post(options?.annotationOnly ? '/api/audio/upload/annotation' : '/api/audio/upload', files, {
       headers: { 'Content-Type': 'multipart/form-data' },
       timeout: 300000, // 5 minutes
       onUploadProgress: (progressEvent) => {
@@ -424,8 +728,8 @@ export const uploadApi = {
       },
     }),
 
-  uploadFromGDriveFolder: (payload: { gdrive_folder_id: string; device_name?: string }) =>
-    api.post('/api/audio/upload_audio_from_gdrive', null, {
+  uploadFromGDriveFolder: (payload: { gdrive_folder_id: string; device_name?: string; annotation_only?: boolean }) =>
+    api.post(payload.annotation_only ? '/api/audio/upload_audio_from_gdrive/annotation' : '/api/audio/upload_audio_from_gdrive', null, {
       params: {
         gdrive_folder_id: payload.gdrive_folder_id,
         device_name: payload.device_name,
@@ -434,24 +738,6 @@ export const uploadApi = {
     }),
 }
 
-export const obsidianApi = {
-  uploadZip: (file: File, onProgress?: (progress: number) => void) => {
-    const form = new FormData()
-    form.append('file', file)
-    return api.post('/api/obsidian/upload_zip', form, {
-      headers: { 'Content-Type': 'multipart/form-data' },
-      onUploadProgress: (e) => {
-        if (onProgress && e.total) {
-          onProgress(Math.round((e.loaded * 100) / e.total))
-        }
-      },
-      timeout: 300000,
-    })
-  },
-  start: (jobId: string) => api.post('/api/obsidian/start', { job_id: jobId }),
-  status: (jobId: string) => api.get('/api/obsidian/status', { params: { job_id: jobId } }),
-  cancel: (jobId: string) => api.post('/api/obsidian/cancel', { job_id: jobId }),
-}
 
 
 export const chatApi = {
@@ -461,21 +747,23 @@ export const chatApi = {
   getSession: (sessionId: string) => api.get(`/api/chat/sessions/${sessionId}`),
   updateSession: (sessionId: string, title: string) => api.put(`/api/chat/sessions/${sessionId}`, { title }),
   deleteSession: (sessionId: string) => api.delete(`/api/chat/sessions/${sessionId}`),
-  
+
   // Messages
   getMessages: (sessionId: string, limit = 100) => api.get(`/api/chat/sessions/${sessionId}/messages`, { params: { limit } }),
-  
+
   // Memory extraction
   extractMemories: (sessionId: string) => api.post(`/api/chat/sessions/${sessionId}/extract-memories`),
-  
+
   // Statistics
   getStatistics: () => api.get('/api/chat/statistics'),
-  
+
   // Health check
   getHealth: () => api.get('/api/chat/health'),
-  
-  // Streaming chat — OpenAI-compatible completions endpoint
-  sendMessage: (message: string, sessionId?: string, includeObsidianMemory?: boolean) => {
+
+  // Streaming chat — OpenAI-compatible completions endpoint.
+  // Memory is always agentic: the backend's chat agent calls the search_memories
+  // tool (which runs the agentic vault search) when a question needs context.
+  sendMessage: (message: string, sessionId?: string, memoryLimit?: number) => {
     const requestBody: Record<string, unknown> = {
       messages: [{ role: 'user', content: message }],
       stream: true,
@@ -483,8 +771,8 @@ export const chatApi = {
     if (sessionId) {
       requestBody.session_id = sessionId
     }
-    if (includeObsidianMemory) {
-      requestBody.include_obsidian_memory = includeObsidianMemory
+    if (memoryLimit !== undefined) {
+      requestBody.memory_limit = memoryLimit
     }
 
     return fetch(`${BACKEND_URL}/api/chat/completions`, {
@@ -511,57 +799,1116 @@ export const speakerApi = {
 
   // Check speaker service status (admin only)
   getSpeakerServiceStatus: () => api.get('/api/speaker-service-status'),
+
+  // Get current user's wake-word speaker gate (only fire for selected speakers)
+  getWakewordSpeakerGate: () => api.get('/api/wakeword-speaker-gate'),
+
+  // Update the wake-word speaker gate
+  updateWakewordSpeakerGate: (
+    enabled: boolean,
+    speakers: Array<{ speaker_id: string; name: string }>
+  ) => api.post('/api/wakeword-speaker-gate', { enabled, speakers }),
 }
 
-export const knowledgeGraphApi = {
-  // Entity operations
-  getEntities: (entityType?: string, limit: number = 100) =>
-    api.get('/api/knowledge-graph/entities', {
-      params: {
-        ...(entityType && { entity_type: entityType }),
-        limit
-      }
+export interface AuditConversation {
+  conversation_id: string
+  title: string | null
+  client_id: string
+  created_at: string | null
+  duration_seconds: number
+  speakers: string[]
+  // Speech segments not matched to an enrolled speaker — the "needs triage" count.
+  unknown_speech_segments: number
+  // Speech segments identified as a speaker but at low confidence (within the
+  // margin of the match threshold) — likely-wrong labels to review.
+  marginal_identified_segments: number
+  // Pipeline processing status: 'active' | 'completed' | 'failed' | null (legacy).
+  processing_status: string | null
+  failure_stage: string | null
+  analyzed: boolean
+  speech_fraction: number | null
+  derived_operation: 'split' | 'merge' | null
+  audio_archived: boolean
+  audio_archived_at: string | null
+  archive_reason: string | null
+}
+
+export interface AuditSegment {
+  index: number
+  start: number
+  end: number
+  segment_start_time: number
+  text: string
+  speaker: string
+  identified_as: string | null
+  confidence: number | null
+  segment_type: string
+}
+
+export interface AuditSegmentsResponse {
+  conversation_id: string
+  duration_seconds: number
+  audio_available: boolean
+  segments: AuditSegment[]
+}
+
+export interface SegmentIdentifyResponse {
+  found: boolean
+  speaker_id: string | null
+  speaker_name: string | null
+  confidence: number | null
+  threshold?: number
+  status: string | null
+}
+
+export interface TriageApplyResponse {
+  applied_count: number
+  conversation_count: number
+  apply_errors?: string[]
+  enrolled: boolean | null
+}
+
+export interface AuditListResponse {
+  conversations: AuditConversation[]
+  total: number
+  limit: number
+  offset: number
+  scan_capped: boolean
+  speech_threshold: number
+  // Live speaker-match threshold + comfort margin used to compute the
+  // per-conversation "low-confidence" review counts.
+  similarity_threshold: number
+  marginal_margin: number
+  // Conversations the Analyze button would process (user's own live audio
+  // without cached VAD analysis) — 0 means there is nothing to analyze.
+  unanalyzed_count: number
+  // Distinct speaker labels present in the scanned working set, so the
+  // speaker filter offers only labels that exist in the current view.
+  speakers: string[]
+  // Annotation dataset IDs available to the dataset filter.
+  datasets: string[]
+}
+
+export interface AnnotationImportResponse {
+  dataset_id: string
+  schema_version: number
+  message: string
+  results: Array<{
+    clip_id: string
+    status: 'imported' | 'skipped' | 'error'
+    conversation_id?: string
+    error?: string
+  }>
+  summary: {
+    total: number
+    imported: number
+    skipped: number
+    failed: number
+  }
+}
+
+export interface SpeakerConfidenceRow {
+  name: string
+  nseg: number
+  nconv: number
+  mean: number
+  median: number
+  min: number
+  max: number
+  // % of this speaker's identifications below threshold+margin (noise-magnet signal).
+  marginal_pct: number
+  // % that would still clear the live threshold.
+  keep_pct: number
+  // Enrolled but zero stored identifications (e.g. just enrolled); stats are null.
+  never_identified?: boolean
+}
+
+export interface SpeakerConfidenceOverview {
+  threshold: number
+  margin: number
+  total_identified: number
+  conversations_with_ids: number
+  conversations_scanned: number
+  scan_capped: boolean
+  marginal_count: number
+  marginal_fraction: number
+  histogram: { start: number; bin_width: number; counts: number[] }
+  survival: { threshold: number; keep: number; drop: number }[]
+  recommended_threshold: number | null
+  speakers: SpeakerConfidenceRow[]
+}
+
+// In-flight progress published by batch jobs via job.meta "batch_progress".
+export interface BatchProgress {
+  percent?: number
+  message?: string
+  done?: number
+  total?: number
+}
+
+export interface SilenceGap {
+  start_seconds: number
+  end_seconds: number
+  duration_seconds: number
+  start_chunk: number
+  end_chunk: number
+  split_point_seconds: number
+}
+
+export interface SilenceGapsResponse {
+  analyzed: boolean
+  needs_analysis: boolean
+  duration_seconds: number
+  chunk_duration_seconds: number
+  speech_threshold: number
+  min_gap_seconds: number
+  gaps: SilenceGap[]
+}
+
+export interface SpeechRegion {
+  start: number
+  end: number
+}
+
+export interface SpeechRegionsResponse {
+  analyzed: boolean
+  needs_analysis: boolean
+  duration_seconds: number
+  speech_seconds: number
+  speakers?: string[]
+  regions: SpeechRegion[]
+}
+
+export interface SplitChild {
+  conversation_id: string
+  start_seconds: number
+  end_seconds: number
+  duration_seconds: number
+  chunk_count: number
+  has_transcript: boolean
+  jobs: Record<string, string> | null
+}
+
+export interface SplitResponse {
+  parent_conversation_id: string
+  children: SplitChild[]
+}
+
+export interface MergeResponse {
+  merged_conversation_id: string
+  source_conversation_ids: string[]
+  duration_seconds: number
+  chunk_count: number
+  has_transcript: boolean
+  jobs: Record<string, string> | null
+}
+
+export interface ExportConversationSummary {
+  conversation_id: string
+  title: string | null
+  client_id: string | null
+  clip_count?: number
+  clip_seconds?: number
+  skipped_reason?: string
+}
+
+export interface ExportRecord {
+  export_id: string
+  created_at: string
+  created_by: string
+  params: {
+    mode?: 'clips' | 'full'
+    pad_seconds: number
+    speech_threshold: number
+    merge_gap_seconds: number
+    screened?: boolean
+    sensitivity_policy?: string | null
+  }
+  conversations: ExportConversationSummary[]
+  totals: {
+    conversation_count: number
+    exported_conversations: number
+    clip_count: number
+    total_clip_seconds: number
+    excluded_seconds?: number
+    zip_bytes?: number
+  }
+  zip_ready: boolean
+}
+
+// One transcript segment flagged by the privacy screen as too sensitive to share.
+export interface ScreenFlaggedSegment {
+  index: number
+  start: number
+  end: number
+  category: string
+  reason: string
+  speaker?: string | null
+  text?: string | null
+}
+
+export interface ScreenConversationReport {
+  conversation_id: string
+  title?: string | null
+  client_id?: string | null
+  segment_count?: number
+  flagged?: ScreenFlaggedSegment[]
+  flagged_seconds?: number
+  skipped_reason?: string
+  error?: string
+}
+
+export interface ScreenResult {
+  success: boolean
+  policy: string
+  conversations: ScreenConversationReport[]
+  totals: { conversation_count: number; flagged_segments: number }
+}
+
+export interface GuidedEnrollmentClip {
+  conversation_id: string
+  conversation_title: string | null
+  conversation_date: string
+  conversation_duration: number
+  segment_index: number
+  start: number
+  end: number
+  duration: number
+  text: string
+  current_label: string | null
+  stored_confidence: number | null
+  scores: {
+    duration: number | null
+    sim_centroid: number
+    max_clip_sim: number | null
+    n_gallery_clips: number
+    best_other: { speaker_id: string; name: string; score: number } | null
+  }
+  info_score: number
+  novelty: number
+  uncertainty: number
+  reasons: string[]
+}
+
+export interface GuidedEnrollmentSpeaker {
+  speaker_id: string
+  speaker_name: string
+  n_clips: number | null
+  total_duration_s: number | null
+}
+
+export interface GuidedEnrollmentSuggestResponse {
+  speaker: GuidedEnrollmentSpeaker
+  threshold: number
+  batch: GuidedEnrollmentClip[]
+  scanned: number
+  gated_out: number
+  pool_remaining: number
+  reviewed_total: number
+  discovery_indexed: boolean
+  discovery_candidates: number
+}
+
+export interface GuidedEnrollmentDecideResponse {
+  speaker: GuidedEnrollmentSpeaker | null
+  enrolled: number
+  reassigned: number
+  rejected: number
+  skipped: number
+  multiple_speakers: number
+  bad_clips: number
+  health_before: GuidedEnrollmentHealth | null
+  health_after: GuidedEnrollmentHealth | null
+  coverage: { accepted_novelty_mean: number | null }
+  benchmark_job_id: string | null
+  discovery_job_id: string | null
+  errors: { clip: unknown; error: string }[]
+  status: string
+}
+
+export interface GuidedEnrollmentHealth {
+  n_clips: number
+  median_self: number | null
+  n_flagged: number
+  flagged_rate: number
+  verdict: string
+}
+
+export interface GuidedEnrollmentSession {
+  created_at: string
+  health_before: GuidedEnrollmentHealth | null
+  health_after: GuidedEnrollmentHealth | null
+  coverage: { accepted_novelty_mean: number | null }
+  decisions: {
+    enrolled: number
+    reassigned: number
+    rejected: number
+    skipped: number
+    multiple_speakers: number
+    bad_clips: number
+  }
+}
+
+export interface SpeakerBenchmarkReport {
+  created_at: string
+  protocol: string
+  threshold: number
+  embedding_model: string
+  conversation_groups: number
+  dataset: {
+    labeled_clips: number
+    embedded_clips: number
+    speakers: number
+    cache_hits: number
+    embedding_failures: number
+    exclusions: Record<string, number>
+  }
+  learning_curve: Array<{
+    fraction: number
+    train_clips_mean: number
+    top1_accuracy_mean: number | null
+    macro_recall_mean: number | null
+    false_accept_rate_mean: number | null
+    eer_mean: number | null
+  }>
+  folds: Array<{
+    fold: number
+    train_clips: number
+    test_clips: number
+    top1_accuracy: number | null
+    macro_recall: number | null
+    false_accept_rate: number | null
+    eer: number | null
+    per_speaker_recall: Record<string, number>
+    confusion: Record<string, Record<string, number>>
+  }>
+}
+
+export interface SpeakerGalleryBaseline {
+  cutoff: string | null
+  status: string
+  limitations?: string
+  speakers: Array<{
+    speaker_id: string
+    name: string
+    baseline: { n_clips: number; median_self: number | null; n_flagged: number; verdict: string }
+    current: { n_clips: number; median_self: number | null; n_flagged: number; verdict: string } | null
+  }>
+}
+
+export interface GuidedEnrollmentGalleryClip {
+  segment_id: number
+  filename: string
+  duration: number
+  self_score: number | null
+  best_other: { speaker_id: string; name: string; score: number } | null
+  flags: string[]
+  suggested: { speaker_id: string; name: string; score: number } | null
+}
+
+export interface GuidedEnrollmentGalleryResponse {
+  speaker: {
+    speaker_id: string
+    speaker_name: string
+    n_clips: number | null
+    total_duration_s: number | null
+  }
+  verdict: string | null
+  median_self: number | null
+  clips: GuidedEnrollmentGalleryClip[]
+}
+
+export interface GuidedEnrollmentResetResponse {
+  speaker_name: string
+  deleted: {
+    reviews: number
+    sessions: number
+    discovery_matches: number
+    discovery_runs: number
+  }
+  gallery_deleted: boolean
+  status: string
+}
+
+export interface BackgroundCandidate {
+  conversation_id: string
+  title?: string
+  segment_index: number
+  segment_start_time: number
+  start: number
+  end: number
+  text: string
+  bucket_similarity: number
+  snr_db: number | null
+  background_likelihood: number
+  candidate_type: 'noise' | 'background_speech'
+  bucket_similarities: Partial<Record<'noise' | 'background_speech', number>>
+}
+
+export interface BackgroundSuggestResponse {
+  conversation_id: string
+  bucket_size: number
+  candidates: BackgroundCandidate[]
+}
+
+export interface BackgroundScanResponse {
+  bucket_sizes: Record<'noise' | 'background_speech', number>
+  scanned_conversations: number
+  candidates: BackgroundCandidate[]
+}
+
+export interface BackgroundSuppressionSegment {
+  conversation_id: string
+  segment_start: number
+  segment_end: number
+  text?: string
+  cluster_signature?: string
+  background_similarity: number
+  foreground_similarity: number
+  bucket_type?: 'noise' | 'background_speech'
+  zone: 'confident_background' | 'unsure'
+  status: 'applied' | 'shadow' | 'queued' | 'restored' | 'confirmed'
+  source: string
+  previous_identified_as?: string | null
+}
+
+export interface BackgroundSuppressionCluster {
+  cluster_signature: string
+  segments: BackgroundSuppressionSegment[]
+  statuses: Record<string, number>
+  zones: Record<string, number>
+  max_background_similarity: number
+}
+
+export interface BackgroundSuppressionsResponse {
+  conversation_id: string
+  total: number
+  status_counts: Record<string, number>
+  clusters: BackgroundSuppressionCluster[]
+  subject_override: boolean
+}
+
+export interface BackgroundClusterSample {
+  clip_key: string
+  conversation_id: string
+  conversation_title?: string
+  segment_index: number
+  start: number
+  end: number
+  text: string
+  candidate_type: 'noise' | 'background_speech'
+  current_label?: string
+  review_role: 'typical' | 'edge'
+}
+
+export interface BackgroundCluster {
+  cluster_id: string
+  candidate_type: 'noise' | 'background_speech'
+  conversation_id: string
+  conversation_title?: string
+  size: number
+  member_keys: string[]
+  samples: BackgroundClusterSample[]
+  known_speaker_fraction?: number
+  known_speaker_count?: number
+  mean_foreground_confidence?: number
+  mean_foreground_similarity?: number
+  mean_background_similarity?: number
+  suggestion_score?: number
+  mined?: 'harvest' | 'novel' | null
+}
+
+export type BackgroundClusterLane = 'harvest' | 'novel' | 'similar'
+// Review dial: how aggressively the queue surfaces candidates ("more" widens
+// lane thresholds / smaller clusters; production suppression is unaffected).
+export type BackgroundSurface = 'less' | 'default' | 'more'
+
+export interface BackgroundClustersResponse {
+  clusters: BackgroundCluster[]
+  indexed: number
+  remaining: number
+  bucket_sizes: Record<'noise' | 'background_speech', number>
+  review_focus?: 'bootstrap' | 'hard_speech' | 'discovery'
+  lane?: BackgroundClusterLane | null
+  lane_counts?: Partial<Record<BackgroundClusterLane, number>>
+  // "quick_confirms" = clusters the system already believes are background
+  // (sign-off only); "uncertain" is the number that shrinks as it learns.
+  queue_summary?: { unreviewed: number; quick_confirms: number; uncertain: number }
+}
+
+export interface BackgroundClusterDecisionResponse {
+  review_id: string
+  reviewed: number
+  exemplars_added: number
+  duplicates_covered: number
+  decision: 'noise' | 'background_speech' | 'not_background' | 'mixed' | 'dismissed'
+}
+
+export interface BackgroundLatestDecision {
+  review_id?: string
+  decision: 'noise' | 'background_speech' | 'not_background' | 'skip' | 'mixed' | 'dismissed' | null
+  reviewed?: number
+  reviewed_at?: string
+}
+
+export interface BackgroundDecisionHistoryItem {
+  review_id: string
+  cluster_id: string
+  decision: 'noise' | 'background_speech' | 'not_background' | 'skip' | 'mixed' | 'dismissed'
+  reviewed: number
+  clips_affected: number
+  reviewed_at: string
+  samples_reconstructed: boolean
+  samples: (Omit<BackgroundClusterSample, 'review_role'> & {
+    decision?: 'noise' | 'background_speech' | 'not_background'
+  })[]
+}
+
+export interface BackgroundCleanupSample {
+  clip_key: string
+  conversation_id: string
+  conversation_title?: string
+  start: number
+  end: number
+  text: string
+  current_label?: string
+  proposed_label: 'Noise' | 'Background Speech'
+  background_score: number
+  foreground_score: number
+  margin: number
+  tier: 'high' | 'ambiguous'
+}
+
+export interface BackgroundCleanupReport {
+  ready: boolean
+  reason?: string
+  recommendation?: string
+  report_id?: string
+  reference_counts?: Record<'noise' | 'background_speech' | 'foreground', number>
+  high_confidence?: number
+  ambiguous?: number
+  conversations_affected?: number
+  proposed_counts?: Record<'noise' | 'background_speech', number>
+  high_samples?: BackgroundCleanupSample[]
+  ambiguous_samples?: BackgroundCleanupSample[]
+}
+
+export interface BackgroundAccuracyMetric {
+  precision: number
+  recall: number
+  f1: number
+  accuracy: number
+  confusion: { tp: number; fp: number; fn: number; tn: number }
+  samples: number
+}
+
+export interface BackgroundAccuracyReport {
+  ready: boolean
+  reason?: string
+  method?: string
+  reconstructed_review_samples?: boolean
+  reviewed_clusters?: number
+  reviewed_samples?: number
+  decision_counts?: Record<string, number>
+  background_speech_samples?: number
+  baseline?: BackgroundAccuracyMetric
+  adapted?: BackgroundAccuracyMetric
+  f1_change?: number
+  learning_curve?: { annotations: number; f1: number; samples: number }[]
+  errors?: Array<{
+    clip_key: string
+    conversation_id: string
+    conversation_title?: string
+    start: number
+    end: number
+    text: string
+    decision: string
+    predicted: 'background' | 'foreground'
+  }>
+}
+
+export const dataAuditApi = {
+  // Enqueue batch VAD analysis. Returns { job_id, status }.
+  analyze: (conversationIds?: string[], force: boolean = false) =>
+    api.post('/api/data-audit/analyze', {
+      conversation_ids: conversationIds ?? null,
+      force,
+    }),
+
+  // Per-speaker identification-confidence overview (histogram, baselines,
+  // noise magnets, recommended threshold). Computed from stored confidence.
+  getSpeakerConfidence: () =>
+    api.get<SpeakerConfidenceOverview>('/api/data-audit/speakers/confidence'),
+
+  // Poll an analysis job's status (includes in-flight batch progress)
+  getJobStatus: (jobId: string) =>
+    api.get<{ job_id: string; status: string; batch_progress?: BatchProgress }>(
+      `/api/queue/jobs/${jobId}/status`
+    ),
+
+  // Fetch a job's full record (status + meta progress + result)
+  getJobResult: <T = unknown>(jobId: string) =>
+    api.get<{
+      status: string
+      result: T | null
+      meta?: { batch_progress?: BatchProgress }
+    }>(`/api/queue/jobs/${jobId}`),
+
+  // Filtered listing with VAD speech metrics + speaker labels.
+  // Generic param handling so registry filters (filters.tsx) can contribute
+  // params without touching this function: undefined/null and empty arrays
+  // are dropped, arrays become comma-separated values.
+  getConversations: (params: {
+    speech_threshold?: number
+    min_speech_fraction?: number
+    max_speech_fraction?: number
+    min_duration?: number
+    max_duration?: number
+    created_after?: string
+    created_before?: string
+    include_speakers?: string[]
+    exclude_speakers?: string[]
+    archived_only?: boolean
+    limit?: number
+    offset?: number
+    [key: string]: unknown
+  }) =>
+    api.get<AuditListResponse>('/api/data-audit/conversations', {
+      params: Object.fromEntries(
+        Object.entries(params)
+          .filter(([, v]) => v !== undefined && v !== null && !(Array.isArray(v) && v.length === 0))
+          .map(([k, v]) => [k, Array.isArray(v) ? v.join(',') : v])
+      ),
+    }),
+
+  // Archive (hard-delete audio, keep metadata stub)
+  archive: (conversationIds: string[], reason: string) =>
+    api.post('/api/data-audit/archive', {
+      conversation_ids: conversationIds,
+      reason,
+    }),
+
+  // Detected silence gaps (candidate split points) from cached chunk VAD scores
+  getSilenceGaps: (conversationId: string, params?: { speech_threshold?: number; min_gap_seconds?: number }) =>
+    api.get<SilenceGapsResponse>(`/api/data-audit/conversations/${conversationId}/silence-gaps`, { params }),
+
+  // Merged speech intervals for speech-skip playback
+  getSpeechRegions: (conversationId: string, speakers?: string[]) =>
+    api.get<SpeechRegionsResponse>(
+      `/api/data-audit/conversations/${conversationId}/speech-regions`,
+      { params: speakers?.length ? { speakers: speakers.join(',') } : undefined }
+    ),
+
+  // Active-version transcript segments (with speaker-recognition confidence)
+  // for the speaker-triage panel.
+  getSegments: (conversationId: string) =>
+    api.get<AuditSegmentsResponse>(
+      `/api/data-audit/conversations/${conversationId}/segments`
+    ),
+
+  // Live speaker suggestion for one segment: closest enrolled speaker + cosine.
+  identifySegment: (conversationId: string, start: number, end: number) =>
+    api.post<SegmentIdentifyResponse>(
+      `/api/data-audit/conversations/${conversationId}/segments/identify`,
+      { start, end }
+    ),
+
+  // Guided enrollment: next batch of highest-information clips for a speaker.
+  guidedEnrollmentSuggest: (
+    speakerName: string,
+    order: 'informative' | 'confidence' = 'informative'
+  ) =>
+    api.post<GuidedEnrollmentSuggestResponse>(
+      '/api/data-audit/enrollment/guided/suggest',
+      { speaker_name: speakerName, batch_size: 5, order }
+    ),
+
+  // Guided enrollment: record accept/reject decisions; accepted clips enroll.
+  guidedEnrollmentDecide: (
+    speakerName: string,
+    decisions: {
+      conversation_id: string
+      start: number
+      end: number
+      original_start: number
+      original_end: number
+      decision: 'accept' | 'reject' | 'skip' | 'bad_clip' | 'multiple_speakers' | 'another_speaker'
+      actual_speaker?: string
+      scores?: GuidedEnrollmentClip['scores']
+    }[]
+  ) =>
+    api.post<GuidedEnrollmentDecideResponse>(
+      '/api/data-audit/enrollment/guided/decide',
+      { speaker_name: speakerName, decisions }
+    ),
+
+  guidedEnrollmentHistory: (speakerName: string) =>
+    api.get<{ speaker_name: string; sessions: GuidedEnrollmentSession[] }>(
+      '/api/data-audit/enrollment/guided/history',
+      { params: { speaker_name: speakerName } }
+    ),
+
+  discoverSpeakerCorpus: (speakerName: string, includeDeleted = false) =>
+    api.post<{ job_id: string; status: string; reused: boolean }>(
+      '/api/data-audit/enrollment/guided/discover',
+      { speaker_name: speakerName, batch_size: 5, include_deleted: includeDeleted }
+    ),
+
+  // Upload an unlabelled audio corpus and mine it for one speaker: files become
+  // annotation-only conversations; discovery is chained after transcription.
+  mineCorpusAudio: (speakerName: string, files: File[]) => {
+    const form = new FormData()
+    form.append('speaker_name', speakerName)
+    files.forEach((f) => form.append('files', f))
+    return api.post<{
+      speaker_name: string
+      ingested: number
+      failed: { filename: string; error: string }[]
+      transcription_jobs: number
+      transcription_available: boolean
+      discovery_job_id: string | null
+    }>('/api/data-audit/enrollment/guided/mine', form, {
+      headers: { 'Content-Type': 'multipart/form-data' },
+    })
+  },
+
+  getSpeakerCorpusDiscovery: (speakerName: string) =>
+    api.get<{
+      speaker_name: string
+      job_id: string | null
+      status: string | null
+      matched_segments: number
+    }>('/api/data-audit/enrollment/guided/discover', {
+      params: { speaker_name: speakerName },
     }),
 
-  getEntity: (entityId: string) =>
-    api.get(`/api/knowledge-graph/entities/${entityId}`),
+  runSpeakerBenchmark: () =>
+    api.post<{ job_id: string; status: string }>('/api/data-audit/enrollment/benchmark'),
+
+  getLatestSpeakerBenchmark: () =>
+    api.get<{ report: SpeakerBenchmarkReport | null }>(
+      '/api/data-audit/enrollment/benchmark/latest'
+    ),
+
+  getSpeakerGalleryBaseline: () =>
+    api.get<SpeakerGalleryBaseline>('/api/data-audit/enrollment/baseline'),
+
+  // Enrolled clips for one speaker with per-clip contamination flags.
+  getEnrollmentGallery: (speakerName: string) =>
+    api.get<GuidedEnrollmentGalleryResponse>(
+      '/api/data-audit/enrollment/guided/gallery',
+      { params: { speaker_name: speakerName } }
+    ),
+
+  // Remove one enrolled clip from the voiceprint (quarantined by default).
+  deleteEnrollmentGalleryClip: (speakerName: string, segmentId: number, hard = false) =>
+    api.post(
+      `/api/data-audit/enrollment/guided/gallery/segments/${segmentId}/delete`,
+      { speaker_name: speakerName, hard }
+    ),
+
+  // Forget all guided-enrollment state for a speaker name (reviews, history,
+  // discovery); optionally also purge the voiceprint gallery.
+  resetGuidedEnrollment: (speakerName: string, purgeGallery = false) =>
+    api.post<GuidedEnrollmentResetResponse>(
+      '/api/data-audit/enrollment/guided/reset',
+      { speaker_name: speakerName, purge_gallery: purgeGallery }
+    ),
+
+  // Count of unapplied triage decisions and conversations they span.
+  getTriagePending: () =>
+    api.get<{ pending_count: number; conversation_count: number }>(
+      '/api/data-audit/triage/pending'
+    ),
+
+  // Bulk-apply all pending speaker-triage decisions across every conversation.
+  applyTriage: () =>
+    api.post<TriageApplyResponse>('/api/data-audit/triage/apply'),
+
+  // Rank a conversation's unknown segments as "potentially background" by
+  // similarity to the confirmed-background bucket + low SNR.
+  backgroundSuggest: (conversationId: string, limit = 10) =>
+    api.get<BackgroundSuggestResponse>('/api/data-audit/background/suggest', {
+      params: { conversation_id: conversationId, limit },
+    }),
 
-  getEntityRelationships: (entityId: string) =>
-    api.get(`/api/knowledge-graph/entities/${entityId}/relationships`),
+  // Corpus-wide "potentially background" feed across recent conversations.
+  backgroundScan: (limit = 40, maxConversations = 8) =>
+    api.get<BackgroundScanResponse>('/api/data-audit/background/scan', {
+      params: { limit, max_conversations: maxConversations },
+    }),
 
-  updateEntity: (entityId: string, data: { name?: string; details?: string; icon?: string }) =>
-    api.patch(`/api/knowledge-graph/entities/${entityId}`, data),
+  backgroundAdd: (
+    conversationId: string,
+    start: number,
+    end: number,
+    bucketType: 'noise' | 'background_speech'
+  ) =>
+    api.post('/api/data-audit/background/add', {
+      conversation_id: conversationId,
+      start,
+      end,
+      bucket_type: bucketType,
+      source: 'review',
+    }),
 
-  deleteEntity: (entityId: string) =>
-    api.delete(`/api/knowledge-graph/entities/${entityId}`),
+  startBackgroundIndex: () =>
+    api.post<{ job_id: string; status: string; reused: boolean }>(
+      '/api/data-audit/background/index'
+    ),
+
+  getBackgroundIndex: () =>
+    api.get<{ job_id: string | null; status: string | null; indexed: number }>(
+      '/api/data-audit/background/index'
+    ),
+
+  getBackgroundClusters: (
+    limit = 6,
+    samplesPerCluster = 5,
+    lane?: BackgroundClusterLane,
+    surface: BackgroundSurface = 'default'
+  ) =>
+    api.get<BackgroundClustersResponse>('/api/data-audit/background/clusters', {
+      params: { limit, samples_per_cluster: samplesPerCluster, lane, surface },
+    }),
 
-  // Search
-  searchEntities: (query: string, limit: number = 20) =>
-    api.get('/api/knowledge-graph/search', {
-      params: { query, limit }
+  decideBackgroundCluster: (
+    cluster: BackgroundCluster,
+    decision: 'noise' | 'background_speech' | 'not_background' | 'mixed' | 'dismissed',
+    sampleDecisions: Record<string, 'noise' | 'background_speech' | 'not_background'> = {}
+  ) =>
+    api.post<BackgroundClusterDecisionResponse>('/api/data-audit/background/clusters/decide', {
+      cluster_id: cluster.cluster_id,
+      member_keys: cluster.member_keys,
+      review_sample_keys: cluster.samples.map((sample) => sample.clip_key),
+      decision,
+      sample_decisions: sampleDecisions,
     }),
 
-  // Promise operations
-  getPromises: (status?: string, limit: number = 50) =>
-    api.get('/api/knowledge-graph/promises', {
-      params: {
-        ...(status && { status }),
-        limit
-      }
+  getLatestBackgroundDecision: () =>
+    api.get<BackgroundLatestDecision>('/api/data-audit/background/clusters/latest-decision'),
+
+  getBackgroundDecisionHistory: (limit = 50) =>
+    api.get<{ decisions: BackgroundDecisionHistoryItem[] }>(
+      '/api/data-audit/background/clusters/decisions',
+      { params: { limit } }
+    ),
+
+  undoBackgroundDecision: (reviewId: string) =>
+    api.delete<{ undone: boolean; clips_restored: number; references_removed: number }>(
+      `/api/data-audit/background/clusters/decisions/${reviewId}`
+    ),
+
+  getBackgroundCleanupReport: () =>
+    api.get<BackgroundCleanupReport>('/api/data-audit/background/cleanup/report'),
+
+  getBackgroundAccuracyReport: () =>
+    api.get<BackgroundAccuracyReport>('/api/data-audit/background/accuracy/report'),
+
+  applyBackgroundCleanup: (reportId: string) =>
+    api.post<{ job_id: string; status: string; report_id: string }>(
+      '/api/data-audit/background/cleanup/apply',
+      { report_id: reportId }
+    ),
+
+  // Change a past cluster review's verdict in place (annotation-history edit).
+  editBackgroundDecision: (
+    reviewId: string,
+    decision: 'noise' | 'background_speech' | 'not_background' | 'dismissed'
+  ) =>
+    api.post(`/api/data-audit/background/clusters/decisions/${reviewId}/edit`, {
+      decision,
     }),
 
-  updatePromiseStatus: (promiseId: string, status: string) =>
-    api.patch(`/api/knowledge-graph/promises/${promiseId}`, { status }),
+  // Suppression ledger: what was marked background in one conversation.
+  backgroundSuppressions: (conversationId: string) =>
+    api.get<BackgroundSuppressionsResponse>(
+      `/api/data-audit/background/suppressions/${conversationId}`
+    ),
+
+  backgroundSuppressionDecide: (
+    conversationId: string,
+    clusterSignature: string,
+    decision: 'restore' | 'confirm'
+  ) =>
+    api.post('/api/data-audit/background/suppressions/decide', {
+      conversation_id: conversationId,
+      cluster_signature: clusterSignature,
+      decision,
+    }),
 
-  deletePromise: (promiseId: string) =>
-    api.delete(`/api/knowledge-graph/promises/${promiseId}`),
+  // Split a conversation at the given time points (seconds)
+  split: (conversationId: string, splitPoints: number[]) =>
+    api.post<SplitResponse>(`/api/data-audit/conversations/${conversationId}/split`, {
+      split_points: splitPoints,
+    }),
 
-  // Timeline
-  getTimeline: (start: string, end: string, limit: number = 100) =>
-    api.get('/api/knowledge-graph/timeline', {
-      params: { start, end, limit }
+  // Merge adjacent conversations into a new one
+  merge: (conversationIds: string[]) =>
+    api.post<MergeResponse>('/api/data-audit/merge', {
+      conversation_ids: conversationIds,
     }),
 
-  // Health check
-  getHealth: () => api.get('/api/knowledge-graph/health'),
+  // Default shareability policy (prefill for the privacy-screen editor)
+  getSensitivityPolicy: () =>
+    api.get<{ policy: string }>('/api/data-audit/sensitivity-policy'),
+
+  // Enqueue a privacy screen over the selected conversations.
+  // Returns { job_id, status }; fetch the result via getJobResult<ScreenResult>.
+  screenExport: (conversationIds: string[], policy?: string) =>
+    api.post<{ job_id: string; status: string }>('/api/data-audit/export/screen', {
+      conversation_ids: conversationIds,
+      policy: policy ?? null,
+    }),
+
+  // Enqueue an annotation-dataset export (speech-cropped clips + manifest).
+  // `excluded_ranges` (conversation_id → withheld [start,end] ranges from the
+  // privacy screen) are carved out of the exported audio + transcript.
+  // Returns { job_id, export_id, status }.
+  startExport: (
+    conversationIds: string[],
+    params?: {
+      mode?: 'clips' | 'full'
+      pad_seconds?: number
+      speech_threshold?: number
+      merge_gap_seconds?: number
+      excluded_ranges?: Record<string, number[][]>
+      sensitivity_policy?: string | null
+    }
+  ) =>
+    api.post<{ job_id: string; export_id: string; status: string }>('/api/data-audit/export', {
+      conversation_ids: conversationIds,
+      ...params,
+    }),
+
+  // Import an export-compatible ZIP as memory-excluded conversations with the
+  // manifest transcripts already active in the editor.
+  importDataset: (dataset: FormData, onProgress?: (progress: number) => void) =>
+    api.post<AnnotationImportResponse>('/api/data-audit/import', dataset, {
+      headers: { 'Content-Type': 'multipart/form-data' },
+      timeout: 300000,
+      onUploadProgress: (progressEvent) => {
+        if (onProgress && progressEvent.total) {
+          onProgress(Math.round((progressEvent.loaded * 100) / progressEvent.total))
+        }
+      },
+    }),
+
+  // List completed annotation exports
+  listExports: () => api.get<{ exports: ExportRecord[] }>('/api/data-audit/exports'),
+
+  // Direct download URL (token as query param so the browser streams to disk)
+  exportDownloadUrl: (exportId: string) => {
+    const token = localStorage.getItem(getStorageKey('token')) || ''
+    return `${BACKEND_URL}/api/data-audit/exports/${exportId}/download?token=${token}`
+  },
+
+  // Delete an export (zip + metadata) from the server
+  deleteExport: (exportId: string) => api.delete(`/api/data-audit/exports/${exportId}`),
+}
+
+// Wake-word data-collection (the "Hermes" training flywheel). Proxied through
+// the backend to the standalone wakeword-service.
+export interface WakeStream {
+  client_id: string
+  priming: boolean
+  prime_wakeword?: string | null
+  armed: boolean
+}
+
+// Per-word config the service runs (one section per word in the Wake-Word Lab).
+export interface WakeWordConfig {
+  name: string
+  model: string
+  verifier: boolean          // a verifier file is loaded for this word (capability)
+  verifier_enabled: boolean  // and it is currently consulted (the runtime toggle)
+  threshold: number
+  patience: number
+  collect_only: boolean
+}
+
+export interface WakeStats {
+  pending: number
+  positive: number
+  negative: number
+  false_negatives: number
+}
+
+export interface WakeSample {
+  id: string
+  wakeword: string
+  bucket: string
+  client_id: string
+  session_id: string
+  score: number
+  reason: string
+  kind: string
+  source: string
+  also_fired?: string[]
+  sample_rate: number
+  created_at_ms: number
+  duration_secs: number
+  label?: string
+  false_negative?: boolean
+}
+
+export const wakewordApi = {
+  // Configured wake words (+ per-word config). available/active kept for the
+  // acoustic-condition picker; wakewords drives the Lab's per-word sections.
+  getModels: () =>
+    api.get<{ available: string[]; active: string | null; wakewords: WakeWordConfig[] }>(
+      '/api/wakeword/models'
+    ),
+  getStreams: () => api.get<{ streams: WakeStream[] }>('/api/wakeword/streams'),
+  // Toggle a word between normal dispatch and collect-only (shadow) mode. Admin
+  // only; effective live and persisted across restarts. Returns refreshed config.
+  setCollectOnly: (wakeword: string, collect_only: boolean) =>
+    api.post<{ wakewords: WakeWordConfig[] }>('/api/wakeword/collect_only', {
+      wakeword,
+      collect_only,
+    }),
+  // Toggle a word's second-stage verifier on/off. Admin only; the verifier stays
+  // loaded (disabling falls back to stage-1). Effective live and persisted.
+  setVerifierEnabled: (wakeword: string, enabled: boolean) =>
+    api.post<{ wakewords: WakeWordConfig[] }>('/api/wakeword/verifier_enabled', {
+      wakeword,
+      enabled,
+    }),
+  // Enroll a specific word. No client_id -> backend primes the caller's recorder.
+  prime: (wakeword: string, client_id?: string) =>
+    api.post('/api/wakeword/prime', { wakeword, ...(client_id ? { client_id } : {}) }),
+  // Manually end an in-progress prime; the captured attempt is saved to pending.
+  unprime: (client_id?: string) =>
+    api.post('/api/wakeword/unprime', client_id ? { client_id } : {}),
+  getSamples: (wakeword: string, bucket: 'pending' | 'positive' | 'negative') =>
+    api.get<{ wakeword: string; bucket: string; samples: WakeSample[] }>(
+      '/api/wakeword/samples',
+      { params: { wakeword, bucket } }
+    ),
+  // Per-word stats: { "hey_hermes": {pending, positive, negative, false_negatives}, ... }
+  getStats: () => api.get<Record<string, WakeStats>>('/api/wakeword/samples/stats'),
+  // Remove exact-duplicate clips within a wake word (keeps one per group).
+  dedupe: (wakeword: string) =>
+    api.post<Record<string, { duplicate_groups: number; removed: number; removed_by_bucket: Record<string, number>; kept_unique: number; conflicts: number }>>(
+      '/api/wakeword/samples/dedupe', null, { params: { wakeword } }
+    ),
+  getAudioBlob: (id: string) =>
+    api.get(`/api/wakeword/samples/${encodeURIComponent(id)}/audio`, {
+      responseType: 'blob',
+    }),
+  label: (id: string, label: 'wake' | 'not_wake') =>
+    api.post(`/api/wakeword/samples/${encodeURIComponent(id)}/label`, { label }),
+  // Move a clip to a different wake word's bucket (default pending) — for the
+  // overlap case (a bare "hermes" that armed hey_hermes by priority).
+  move: (id: string, wakeword: string, bucket: 'pending' | 'positive' | 'negative' = 'pending') =>
+    api.post(`/api/wakeword/samples/${encodeURIComponent(id)}/move`, null, {
+      params: { wakeword, bucket },
+    }),
+  // Copy a clip into another word's bucket (source stays) — a shared FP that fired
+  // multiple words is a hard negative for each.
+  copy: (id: string, wakeword: string, bucket: 'pending' | 'positive' | 'negative' = 'pending') =>
+    api.post(`/api/wakeword/samples/${encodeURIComponent(id)}/copy`, null, {
+      params: { wakeword, bucket },
+    }),
+  remove: (id: string) => api.delete(`/api/wakeword/samples/${encodeURIComponent(id)}`),
 }
diff --git a/backends/advanced/webui/src/styles/slider.css b/backends/advanced/webui/src/styles/slider.css
index 0fca88d9..f74ca6e8 100644
--- a/backends/advanced/webui/src/styles/slider.css
+++ b/backends/advanced/webui/src/styles/slider.css
@@ -21,7 +21,7 @@ input[type="range"].slider::-webkit-slider-thumb {
   width: 20px;
   height: 20px;
   border-radius: 50%;
-  background: #3B82F6;
+  background: #d2694a;
   cursor: pointer;
   box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
   transition: transform 0.2s, box-shadow 0.2s;
@@ -29,7 +29,7 @@ input[type="range"].slider::-webkit-slider-thumb {
 
 input[type="range"].slider::-webkit-slider-thumb:hover {
   transform: scale(1.1);
-  box-shadow: 0 2px 8px rgba(59, 130, 246, 0.5);
+  box-shadow: 0 2px 8px rgba(210, 105, 74, 0.5);
 }
 
 /* Firefox */
@@ -38,7 +38,7 @@ input[type="range"].slider::-moz-range-thumb {
   height: 20px;
   border: none;
   border-radius: 50%;
-  background: #3B82F6;
+  background: #d2694a;
   cursor: pointer;
   box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
   transition: transform 0.2s, box-shadow 0.2s;
@@ -46,7 +46,7 @@ input[type="range"].slider::-moz-range-thumb {
 
 input[type="range"].slider::-moz-range-thumb:hover {
   transform: scale(1.1);
-  box-shadow: 0 2px 8px rgba(59, 130, 246, 0.5);
+  box-shadow: 0 2px 8px rgba(210, 105, 74, 0.5);
 }
 
 /* Track styling for gradient effect */
@@ -66,13 +66,13 @@ input[type="range"].slider::-moz-range-track {
 
 /* Dark mode adjustments */
 .dark input[type="range"].slider {
-  background: linear-gradient(to right, #3B82F6 var(--progress), #374151 var(--progress));
+  background: linear-gradient(to right, #d2694a var(--progress), #2c251d var(--progress));
 }
 
 .dark input[type="range"].slider::-webkit-slider-thumb {
-  background: #60A5FA;
+  background: #e07856;
 }
 
 .dark input[type="range"].slider::-moz-range-thumb {
-  background: #60A5FA;
-}
\ No newline at end of file
+  background: #e07856;
+}
diff --git a/backends/advanced/webui/src/utils/audioFormat.ts b/backends/advanced/webui/src/utils/audioFormat.ts
new file mode 100644
index 00000000..c9543d33
--- /dev/null
+++ b/backends/advanced/webui/src/utils/audioFormat.ts
@@ -0,0 +1,37 @@
+/**
+ * Shared audio-format detection for playback.
+ *
+ * The backend can serve conversation audio as ogg/opus (small) or wav (universal).
+ * We prefer opus where the browser can decode it, and fall back to wav otherwise.
+ *
+ * Two layers:
+ * - `AUDIO_FORMAT` / `SUPPORTS_OPUS` — a static snapshot taken at module load, for
+ *   non-WebAudio uses like the download button (it just needs a stable choice).
+ * - `decodeFormat()` / `demoteToWav()` — the *runtime* format used by the Web Audio
+ *   scheduler. Safari advertises opus support but then throws inside
+ *   `decodeAudioData` for ogg/opus, so the scheduler permanently demotes to wav on
+ *   the first decode failure.
+ */
+
+export const SUPPORTS_OPUS = (() => {
+  try {
+    const a = document.createElement('audio')
+    return a.canPlayType('audio/ogg; codecs=opus') !== ''
+  } catch {
+    return false
+  }
+})()
+
+// Static snapshot for non-WebAudio consumers (download buttons, etc.).
+export const AUDIO_FORMAT: 'opus' | 'wav' = SUPPORTS_OPUS ? 'opus' : 'wav'
+
+// Runtime format used by the Web Audio scheduler — may be demoted to 'wav'.
+let runtimeFormat: 'opus' | 'wav' = AUDIO_FORMAT
+
+export function decodeFormat(): 'opus' | 'wav' {
+  return runtimeFormat
+}
+
+export function demoteToWav(): void {
+  runtimeFormat = 'wav'
+}
diff --git a/backends/advanced/webui/src/utils/audioPlayback.ts b/backends/advanced/webui/src/utils/audioPlayback.ts
new file mode 100644
index 00000000..e61215c6
--- /dev/null
+++ b/backends/advanced/webui/src/utils/audioPlayback.ts
@@ -0,0 +1,61 @@
+/**
+ * Plays backend→device "downlink" audio in the browser.
+ *
+ * The backend forwards wake-word tones and Hermes TTS replies down the recording
+ * WebSocket as `play-audio` frames: `{ type: 'play-audio', data: { audio_b64, format } }`.
+ * Both tones and TTS arrive as base64-encoded audio (the wake-word service sends its
+ * tones inline as `play-audio` too), so a single handler covers both.
+ *
+ * Mirrors the React Native app's `app/src/utils/audioPlayback.ts`, adapted to the
+ * browser (Blob URL + HTMLAudioElement instead of expo-file-system/expo-audio).
+ */
+
+export interface DownlinkAudioData {
+  audio_b64?: string
+  format?: string
+  announcement?: boolean
+}
+
+function base64ToArrayBuffer(b64: string): ArrayBuffer {
+  const binary = atob(b64)
+  const buffer = new ArrayBuffer(binary.length)
+  const bytes = new Uint8Array(buffer)
+  for (let i = 0; i < binary.length; i++) {
+    bytes[i] = binary.charCodeAt(i)
+  }
+  return buffer
+}
+
+const MIME_BY_FORMAT: Record<string, string> = {
+  wav: 'audio/wav',
+  mp3: 'audio/mpeg',
+  ogg: 'audio/ogg',
+  flac: 'audio/flac',
+}
+
+/**
+ * Decode and play a `play-audio` downlink frame's data through the default output.
+ *
+ * Best-effort: a malformed payload or a blocked autoplay just produces no sound and
+ * is logged, never thrown — audio output must never break the recording session.
+ * The mic stream uses echo cancellation, so playing a short tone/TTS while recording
+ * generally won't feed back into the captured audio.
+ */
+export function playDownlinkAudio(data: DownlinkAudioData | undefined): void {
+  if (!data?.audio_b64) return
+  try {
+    const buffer = base64ToArrayBuffer(data.audio_b64)
+    const mime = MIME_BY_FORMAT[(data.format || 'wav').toLowerCase()] || 'audio/wav'
+    const url = URL.createObjectURL(new Blob([buffer], { type: mime }))
+    const audio = new Audio(url)
+    const cleanup = () => URL.revokeObjectURL(url)
+    audio.onended = cleanup
+    audio.onerror = cleanup
+    audio.play().catch((err) => {
+      cleanup()
+      console.warn('Downlink audio playback blocked:', err)
+    })
+  } catch (err) {
+    console.warn('Failed to play downlink audio:', err)
+  }
+}
diff --git a/backends/advanced/webui/src/utils/speakerLabels.ts b/backends/advanced/webui/src/utils/speakerLabels.ts
new file mode 100644
index 00000000..f86ceda0
--- /dev/null
+++ b/backends/advanced/webui/src/utils/speakerLabels.ts
@@ -0,0 +1,10 @@
+const NUMBERED_UNKNOWN_SPEAKER = /^unknown speaker\s+(\d+)$/i
+
+export function nextUnknownSpeakerLabel(speakerNames: string[]): string {
+  const highestNumber = speakerNames.reduce((highest, name) => {
+    const match = NUMBERED_UNKNOWN_SPEAKER.exec(name.trim())
+    return match ? Math.max(highest, Number(match[1])) : highest
+  }, 0)
+
+  return `Unknown Speaker ${highestNumber + 1}`
+}
diff --git a/backends/advanced/webui/src/utils/timeAgo.ts b/backends/advanced/webui/src/utils/timeAgo.ts
new file mode 100644
index 00000000..f8465b10
--- /dev/null
+++ b/backends/advanced/webui/src/utils/timeAgo.ts
@@ -0,0 +1,8 @@
+// Human-readable relative time from an ISO timestamp.
+export function timeAgo(iso: string): string {
+  const secs = Math.max(0, (Date.now() - Date.parse(iso)) / 1000)
+  if (secs < 45) return 'a few seconds ago'
+  if (secs < 3600) return `${Math.round(secs / 60)}m ago`
+  if (secs < 86400) return `${Math.round(secs / 3600)}h ago`
+  return `${Math.round(secs / 86400)}d ago`
+}
diff --git a/backends/advanced/webui/src/vite-env.d.ts b/backends/advanced/webui/src/vite-env.d.ts
index e4671017..401a59ba 100644
--- a/backends/advanced/webui/src/vite-env.d.ts
+++ b/backends/advanced/webui/src/vite-env.d.ts
@@ -6,4 +6,4 @@ interface ImportMetaEnv {
 
 interface ImportMeta {
   readonly env: ImportMetaEnv
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/tailwind.config.js b/backends/advanced/webui/tailwind.config.js
index 73324ed5..7a271c68 100644
--- a/backends/advanced/webui/tailwind.config.js
+++ b/backends/advanced/webui/tailwind.config.js
@@ -1,12 +1,15 @@
 /** @type {import('tailwindcss').Config} */
+import espressoPreset from './chronicle-espresso-preset.js'
+
 export default {
   content: [
     "./index.html",
     "./src/**/*.{js,ts,jsx,tsx}",
   ],
   darkMode: 'class',
+  presets: [espressoPreset],
   theme: {
     extend: {},
   },
   plugins: [],
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/tsconfig.json b/backends/advanced/webui/tsconfig.json
index 7355a7c8..7891d62e 100644
--- a/backends/advanced/webui/tsconfig.json
+++ b/backends/advanced/webui/tsconfig.json
@@ -23,4 +23,4 @@
   },
   "include": ["src"],
   "references": [{ "path": "./tsconfig.node.json" }]
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/tsconfig.node.json b/backends/advanced/webui/tsconfig.node.json
index 099658cf..42872c59 100644
--- a/backends/advanced/webui/tsconfig.node.json
+++ b/backends/advanced/webui/tsconfig.node.json
@@ -7,4 +7,4 @@
     "allowSyntheticDefaultImports": true
   },
   "include": ["vite.config.ts"]
-}
\ No newline at end of file
+}
diff --git a/backends/advanced/webui/vite.config.ts b/backends/advanced/webui/vite.config.ts
index 5fd3955f..642c0485 100644
--- a/backends/advanced/webui/vite.config.ts
+++ b/backends/advanced/webui/vite.config.ts
@@ -24,4 +24,4 @@ export default defineConfig({
     outDir: 'dist',
     sourcemap: false,
   },
-})
\ No newline at end of file
+})
diff --git a/backends/advanced/worker_healthcheck.py b/backends/advanced/worker_healthcheck.py
new file mode 100644
index 00000000..46001654
--- /dev/null
+++ b/backends/advanced/worker_healthcheck.py
@@ -0,0 +1,81 @@
+#!/usr/bin/env python3
+"""Container healthcheck for the ``workers`` service.
+
+The workers container runs a process supervisor (``worker_orchestrator.py``) with
+``restart: unless-stopped``, so Docker only notices total process exit. That
+misses the cases that actually matter: the RQ worker fleet silently shrinking, or
+a stream-consumer that's alive-but-wedged. This probe makes those visible by
+failing (exit 1) when:
+
+  1. fewer than ``MIN_RQ_WORKERS`` fresh RQ workers are registered in Redis, or
+  2. any stream-consumer heartbeat (``worker:heartbeat:*``) is stale.
+
+Used as the ``workers`` service healthcheck in docker-compose.yml.
+"""
+
+import os
+import sys
+import time
+
+from redis import Redis
+
+from advanced_omi_backend.heartbeat import is_rq_worker_fresh
+
+REDIS_URL = os.getenv("REDIS_URL", "redis://redis:6379/0")
+MIN_RQ_WORKERS = int(os.getenv("MIN_RQ_WORKERS", "6"))
+# A stream-consumer beats once per ~1s main-loop iteration; 90s of silence means
+# its loop has stopped turning (wedged) even though the process may still be up.
+HEARTBEAT_MAX_AGE = int(os.getenv("WORKER_HEARTBEAT_MAX_AGE", "90"))
+HEARTBEAT_PREFIX = "worker:heartbeat:"
+
+
+def main() -> int:
+    try:
+        redis_client = Redis.from_url(REDIS_URL)
+        redis_client.ping()
+    except Exception as e:  # noqa: BLE001
+        print(f"unhealthy: redis unreachable: {e}")
+        return 1
+
+    # 1. Fresh RQ worker registrations. Redis can retain registrations from dead
+    #    containers, so Worker.all() alone is not a liveness signal.
+    try:
+        from rq import Worker
+
+        rq_count = sum(
+            is_rq_worker_fresh(worker) for worker in Worker.all(connection=redis_client)
+        )
+    except Exception as e:  # noqa: BLE001
+        print(f"unhealthy: could not count RQ workers: {e}")
+        return 1
+
+    if rq_count < MIN_RQ_WORKERS:
+        print(f"unhealthy: only {rq_count}/{MIN_RQ_WORKERS} RQ workers registered")
+        return 1
+
+    # 2. Stream-consumer heartbeat staleness. Absent key => that worker isn't
+    #    enabled (ignored); present-but-stale => its main loop wedged.
+    now = time.time()
+    stale = []
+    for key in redis_client.scan_iter(match=f"{HEARTBEAT_PREFIX}*", count=100):
+        value = redis_client.get(key)
+        if value is None:
+            continue
+        try:
+            age = now - float(value)
+        except (TypeError, ValueError):
+            continue
+        if age > HEARTBEAT_MAX_AGE:
+            name = key.decode() if isinstance(key, bytes) else key
+            stale.append(f"{name[len(HEARTBEAT_PREFIX):]}({age:.0f}s)")
+
+    if stale:
+        print(f"unhealthy: stale stream-consumer heartbeats: {', '.join(stale)}")
+        return 1
+
+    print(f"ok: {rq_count} RQ workers registered, no stale heartbeats")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/backends/advanced/worker_orchestrator.py b/backends/advanced/worker_orchestrator.py
index fb4b6a10..19520c97 100755
--- a/backends/advanced/worker_orchestrator.py
+++ b/backends/advanced/worker_orchestrator.py
@@ -131,7 +131,9 @@ async def startup(self):
         # 6. Setup signal handlers
         loop = asyncio.get_running_loop()
         for sig in (signal.SIGTERM, signal.SIGINT):
-            loop.add_signal_handler(sig, lambda s=sig: asyncio.create_task(self._signal_handler(s)))
+            loop.add_signal_handler(
+                sig, lambda s=sig: asyncio.create_task(self._signal_handler(s))
+            )
 
         logger.info("✅ Signal handlers configured (SIGTERM, SIGINT)")
 
@@ -143,7 +145,9 @@ async def startup(self):
         await self.health_monitor.start()
         logger.info("✅ Health monitor started")
 
-        logger.info("⏳ Workers running - health monitor will auto-restart failed workers")
+        logger.info(
+            "⏳ Workers running - health monitor will auto-restart failed workers"
+        )
 
     def _cleanup_stale_workers(self) -> int:
         """
@@ -209,8 +213,26 @@ async def run(self):
             # Perform startup
             await self.startup()
 
-            # Wait for shutdown signal
-            await self.shutdown_event.wait()
+            # Wait for either a shutdown signal OR the health-monitor task dying.
+            # The monitor is what restarts failed workers; if it crashes, the
+            # process would otherwise sit here forever "Up" with no supervision.
+            # Treat its death as fatal so the container restart policy recovers it.
+            monitor_task = self.health_monitor.monitor_task
+            shutdown_wait = asyncio.ensure_future(self.shutdown_event.wait())
+            try:
+                await asyncio.wait(
+                    {shutdown_wait, monitor_task},
+                    return_when=asyncio.FIRST_COMPLETED,
+                )
+            finally:
+                shutdown_wait.cancel()
+
+            if not self.shutdown_event.is_set() and monitor_task.done():
+                exc = monitor_task.exception()
+                raise RuntimeError(
+                    "Health monitor task exited unexpectedly — failing the "
+                    "orchestrator so the container restarts and supervision resumes"
+                ) from exc
 
         except Exception as e:
             logger.exception(f"❌ Orchestrator error: {e}")
diff --git a/backends/charts/advanced-backend/Chart.yaml b/backends/charts/advanced-backend/Chart.yaml
index c70e0509..4d9c0ad6 100644
--- a/backends/charts/advanced-backend/Chart.yaml
+++ b/backends/charts/advanced-backend/Chart.yaml
@@ -10,4 +10,3 @@ keywords:
 sources:
   - https://github.com/BasedHardware/Friend
 home: https://github.com/BasedHardware/Friend
-
diff --git a/backends/charts/advanced-backend/templates/_helpers.tpl b/backends/charts/advanced-backend/templates/_helpers.tpl
index a03d090a..00180fc8 100644
--- a/backends/charts/advanced-backend/templates/_helpers.tpl
+++ b/backends/charts/advanced-backend/templates/_helpers.tpl
@@ -49,4 +49,3 @@ Selector labels
 app.kubernetes.io/name: {{ include "advanced-backend.name" . }}
 app.kubernetes.io/instance: {{ .Release.Name }}
 {{- end }}
-
diff --git a/backends/charts/advanced-backend/templates/pvc.yaml b/backends/charts/advanced-backend/templates/pvc.yaml
index 99ca25a7..a8e248a4 100644
--- a/backends/charts/advanced-backend/templates/pvc.yaml
+++ b/backends/charts/advanced-backend/templates/pvc.yaml
@@ -17,4 +17,3 @@ spec:
   storageClassName: {{ .Values.persistence.storageClass }}
   {{- end }}
 {{- end }}
-
diff --git a/backends/charts/advanced-backend/values.yaml b/backends/charts/advanced-backend/values.yaml
index a3a2812f..e19734cd 100644
--- a/backends/charts/advanced-backend/values.yaml
+++ b/backends/charts/advanced-backend/values.yaml
@@ -52,7 +52,7 @@ ingress:
     nginx.ingress.kubernetes.io/proxy-buffering: "off"
     nginx.ingress.kubernetes.io/proxy-request-buffering: "off"
     nginx.ingress.kubernetes.io/proxy-http-version: "1.1"
-   
+
   # hosts: defined in ingress-values.yaml and overridden by Skaffold
   # tls:
   #   - secretName: chronicle-tls
@@ -73,7 +73,6 @@ resources:
 env:
   # These are set by Skaffold setValueTemplates for Kubernetes-specific URLs
   # MONGODB_URI: set by Skaffold
-  # QDRANT_BASE_URL: set by Skaffold
   # REDIS_URL: set by Skaffold in templates
 
   # Override only specific values if needed
diff --git a/backends/charts/qdrant/Chart.yaml b/backends/charts/qdrant/Chart.yaml
deleted file mode 100644
index 610be48b..00000000
--- a/backends/charts/qdrant/Chart.yaml
+++ /dev/null
@@ -1,13 +0,0 @@
-apiVersion: v2
-name: qdrant
-description: Qdrant vector database
-version: 0.1.0
-appVersion: "1.11.7"
-keywords:
-  - vector
-  - database
-  - qdrant
-sources:
-  - https://github.com/qdrant/qdrant
-home: https://qdrant.tech
-
diff --git a/backends/charts/qdrant/templates/_helpers.tpl b/backends/charts/qdrant/templates/_helpers.tpl
deleted file mode 100644
index 84032009..00000000
--- a/backends/charts/qdrant/templates/_helpers.tpl
+++ /dev/null
@@ -1,52 +0,0 @@
-{{/*
-Expand the name of the chart.
-*/}}
-{{- define "qdrant.name" -}}
-{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }}
-{{- end }}
-
-{{/*
-Create a default fully qualified app name.
-We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
-If release name contains chart name it will be used as a full name.
-*/}}
-{{- define "qdrant.fullname" -}}
-{{- if .Values.fullnameOverride }}
-{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }}
-{{- else }}
-{{- $name := default .Chart.Name .Values.nameOverride }}
-{{- if contains $name .Release.Name }}
-{{- .Release.Name | trunc 63 | trimSuffix "-" }}
-{{- else }}
-{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }}
-{{- end }}
-{{- end }}
-{{- end }}
-
-{{/*
-Create chart name and version as used by the chart label.
-*/}}
-{{- define "qdrant.chart" -}}
-{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }}
-{{- end }}
-
-{{/*
-Common labels
-*/}}
-{{- define "qdrant.labels" -}}
-helm.sh/chart: {{ include "qdrant.chart" . }}
-{{ include "qdrant.selectorLabels" . }}
-{{- if .Chart.AppVersion }}
-app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
-{{- end }}
-app.kubernetes.io/managed-by: {{ .Release.Service }}
-{{- end }}
-
-{{/*
-Selector labels
-*/}}
-{{- define "qdrant.selectorLabels" -}}
-app.kubernetes.io/name: {{ include "qdrant.name" . }}
-app.kubernetes.io/instance: {{ .Release.Name }}
-{{- end }}
-
diff --git a/backends/charts/qdrant/templates/deployment.yaml b/backends/charts/qdrant/templates/deployment.yaml
deleted file mode 100644
index a182b914..00000000
--- a/backends/charts/qdrant/templates/deployment.yaml
+++ /dev/null
@@ -1,111 +0,0 @@
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: {{ include "qdrant.fullname" . }}
-  labels:
-    {{- include "qdrant.labels" . | nindent 4 }}
-spec:
-  replicas: {{ .Values.replicaCount }}
-  strategy:
-    type: RollingUpdate
-    rollingUpdate:
-      maxUnavailable: 1
-      maxSurge: 0
-  selector:
-    matchLabels:
-      {{- include "qdrant.selectorLabels" . | nindent 6 }}
-  template:
-    metadata:
-      labels:
-        {{- include "qdrant.selectorLabels" . | nindent 8 }}
-    spec:
-      terminationGracePeriodSeconds: 30
-      {{- with .Values.podSecurityContext }}
-      securityContext:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- if .Values.persistence.enabled }}
-      initContainers:
-        - name: fix-permissions
-          image: busybox:latest
-          command:
-            - sh
-            - -c
-            - |
-              chown -R 1000:1000 /qdrant/storage && \
-              chmod -R 755 /qdrant/storage && \
-              mkdir -p /qdrant/storage/snapshots/tmp && \
-              mkdir -p /qdrant/snapshots/tmp && \
-              chown -R 1000:1000 /qdrant/storage/snapshots && \
-              chown -R 1000:1000 /qdrant/snapshots && \
-              chmod -R 755 /qdrant/storage/snapshots && \
-              chmod -R 755 /qdrant/snapshots
-          volumeMounts:
-            - name: data-volume
-              mountPath: /qdrant/storage
-            - name: snapshots-volume
-              mountPath: /qdrant/snapshots
-          securityContext:
-            runAsUser: 0
-      {{- end }}
-      containers:
-        - name: {{ .Chart.Name }}
-          image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
-          imagePullPolicy: {{ .Values.image.pullPolicy }}
-          {{- with .Values.containerSecurityContext }}
-          securityContext:
-            {{- toYaml . | nindent 12 }}
-          {{- end }}
-          ports:
-            - name: http
-              containerPort: {{ .Values.service.port }}
-              protocol: TCP
-            - name: grpc
-              containerPort: {{ .Values.service.grpcPort }}
-              protocol: TCP
-          livenessProbe:
-            httpGet:
-              path: /
-              port: http
-            initialDelaySeconds: 30
-            periodSeconds: 10
-          readinessProbe:
-            httpGet:
-              path: /
-              port: http
-            initialDelaySeconds: 5
-            periodSeconds: 5
-          lifecycle:
-            preStop:
-              exec:
-                command: ["/bin/sh", "-c", "sleep 15"]
-          resources:
-            {{- toYaml .Values.resources | nindent 12 }}
-          volumeMounts:
-            {{- if .Values.persistence.enabled }}
-            - name: data-volume
-              mountPath: {{ .Values.persistence.mountPath }}
-            {{- end }}
-            - name: snapshots-volume
-              mountPath: /qdrant/snapshots
-      volumes:
-        {{- if .Values.persistence.enabled }}
-        - name: data-volume
-          persistentVolumeClaim:
-            claimName: {{ include "qdrant.fullname" . }}-data
-        {{- end }}
-        - name: snapshots-volume
-          emptyDir: {}
-      {{- with .Values.nodeSelector }}
-      nodeSelector:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- with .Values.affinity }}
-      affinity:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- with .Values.tolerations }}
-      tolerations:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-
diff --git a/backends/charts/qdrant/templates/pvc.yaml b/backends/charts/qdrant/templates/pvc.yaml
deleted file mode 100644
index df968b48..00000000
--- a/backends/charts/qdrant/templates/pvc.yaml
+++ /dev/null
@@ -1,18 +0,0 @@
-{{- if .Values.persistence.enabled }}
-apiVersion: v1
-kind: PersistentVolumeClaim
-metadata:
-  name: {{ include "qdrant.fullname" . }}-data
-  labels:
-    {{- include "qdrant.labels" . | nindent 4 }}
-spec:
-  accessModes:
-    - {{ .Values.persistence.accessMode }}
-  resources:
-    requests:
-      storage: {{ .Values.persistence.size }}
-  {{- if .Values.persistence.storageClass }}
-  storageClassName: {{ .Values.persistence.storageClass }}
-  {{- end }}
-{{- end }}
-
diff --git a/backends/charts/qdrant/templates/service.yaml b/backends/charts/qdrant/templates/service.yaml
deleted file mode 100644
index 53737729..00000000
--- a/backends/charts/qdrant/templates/service.yaml
+++ /dev/null
@@ -1,20 +0,0 @@
-apiVersion: v1
-kind: Service
-metadata:
-  name: {{ include "qdrant.fullname" . }}
-  labels:
-    {{- include "qdrant.labels" . | nindent 4 }}
-spec:
-  type: {{ .Values.service.type }}
-  ports:
-    - port: {{ .Values.service.port }}
-      targetPort: http
-      protocol: TCP
-      name: http
-    - port: {{ .Values.service.grpcPort }}
-      targetPort: grpc
-      protocol: TCP
-      name: grpc
-  selector:
-    {{- include "qdrant.selectorLabels" . | nindent 4 }}
-
diff --git a/backends/charts/qdrant/values.yaml b/backends/charts/qdrant/values.yaml
deleted file mode 100644
index 3f929708..00000000
--- a/backends/charts/qdrant/values.yaml
+++ /dev/null
@@ -1,44 +0,0 @@
-# Default values for qdrant
-replicaCount: 1
-
-image:
-  repository: qdrant/qdrant
-  pullPolicy: IfNotPresent
-  tag: "v1.15.4"
-
-nameOverride: ""
-fullnameOverride: ""
-
-service:
-  type: ClusterIP
-  port: 6333
-  grpcPort: 6334
-
-resources:
-  limits:
-    cpu: 1000m
-    memory: 2Gi
-  requests:
-    cpu: 500m
-    memory: 1Gi
-
-persistence:
-  enabled: true
-  storageClass: "openebs-hostpath"
-  accessMode: ReadWriteOnce
-  size: 10Gi
-  mountPath: /qdrant/storage
-
-# Pod-level security context
-podSecurityContext:
-  fsGroup: 1000
-
-# Container-level security context
-containerSecurityContext:
-  runAsUser: 1000
-  runAsGroup: 1000
-  runAsNonRoot: true
-
-nodeSelector: {}
-tolerations: []
-affinity: {}
diff --git a/backends/charts/webui/Chart.yaml b/backends/charts/webui/Chart.yaml
index 869eba76..39638675 100644
--- a/backends/charts/webui/Chart.yaml
+++ b/backends/charts/webui/Chart.yaml
@@ -10,4 +10,3 @@ keywords:
 sources:
   - https://github.com/BasedHardware/Friend
 home: https://github.com/BasedHardware/Friend
-
diff --git a/backends/charts/webui/templates/_helpers.tpl b/backends/charts/webui/templates/_helpers.tpl
index f51de748..ec2f1c1f 100644
--- a/backends/charts/webui/templates/_helpers.tpl
+++ b/backends/charts/webui/templates/_helpers.tpl
@@ -49,4 +49,3 @@ Selector labels
 app.kubernetes.io/name: {{ include "webui.name" . }}
 app.kubernetes.io/instance: {{ .Release.Name }}
 {{- end }}
-
diff --git a/backends/charts/webui/templates/ingress.yaml b/backends/charts/webui/templates/ingress.yaml
index 9d9dd018..22df3005 100644
--- a/backends/charts/webui/templates/ingress.yaml
+++ b/backends/charts/webui/templates/ingress.yaml
@@ -40,4 +40,3 @@ spec:
           {{- end }}
     {{- end }}
 {{- end }}
-
diff --git a/backends/charts/webui/values.yaml b/backends/charts/webui/values.yaml
index 1dce6ab4..23ea8d74 100644
--- a/backends/charts/webui/values.yaml
+++ b/backends/charts/webui/values.yaml
@@ -12,7 +12,7 @@ fullnameOverride: ""
 service:
   type: LoadBalancer
   port: 80
-  nodePort: 31011  
+  nodePort: 31011
 
 ingress:
   enabled: true
@@ -31,7 +31,7 @@ ingress:
   commonPaths: &commonPaths
     - path: /
       pathType: Prefix
-  
+
   hosts:
     - host: webui.example.com  # Overridden by Skaffold setValueTemplates
       paths: *commonPaths
@@ -54,9 +54,9 @@ resources:
 env:
   # Backend connection (will be set by Skaffold)
   REACT_APP_BACKEND_URL: ""
-  
+
   # Vite allowed hosts configured at build time via Docker buildArgs
-  
+
   # Other environment variables
   NODE_ENV: "production"
 
diff --git a/backends/other-backends/example-satellite/.dockerignore b/backends/other-backends/example-satellite/.dockerignore
index bf75d312..a3c6792d 100644
--- a/backends/other-backends/example-satellite/.dockerignore
+++ b/backends/other-backends/example-satellite/.dockerignore
@@ -2,4 +2,4 @@
 !pyproject.toml
 !uv.lock
 !main.py
-!sounds/
\ No newline at end of file
+!sounds/
diff --git a/backends/other-backends/example-satellite/README.md b/backends/other-backends/example-satellite/README.md
index d118271d..1227f8b5 100644
--- a/backends/other-backends/example-satellite/README.md
+++ b/backends/other-backends/example-satellite/README.md
@@ -11,5 +11,3 @@ To scan for Omi devices and list them:
 ```bash
 uv run python3 -c 'from omi.bluetooth import print_devices;print_devices()'
 ```
-
-
diff --git a/backends/other-backends/example-satellite/main.py b/backends/other-backends/example-satellite/main.py
index 7f7ec98a..9549510b 100644
--- a/backends/other-backends/example-satellite/main.py
+++ b/backends/other-backends/example-satellite/main.py
@@ -43,6 +43,7 @@
 DEFAULT_OMI_MAC = "C67EDFB1-56C8-7A6F-0776-7303E8F697AF"
 DEFAULT_OMI_CHAR_UUID = "19B10001-E8F2-537E-4F6C-D104768A1214"
 
+
 ###############################################################################
 # BLE → PCM helper
 ###############################################################################
@@ -87,8 +88,10 @@ def _cb(_: int, data: bytes):
                     self._q.put_nowait(pcm)
                 except asyncio.QueueFull:
                     _LOGGER.warning("PCM queue full - dropping packet")
+
         await listen_to_omi(self._mac, self._char_uuid, _cb)
 
+
 ###############################################################################
 # Satellite mix-in: consume _OmiMic instead of built-in mic service
 ###############################################################################
@@ -113,9 +116,12 @@ async def stopped(self):
 
     async def _pump(self):
         async for pcm in self._mic_src.pcm_iter():
-            evt = AudioChunk(rate=RATE, width=WIDTH, channels=CHANNELS, audio=pcm).event()
+            evt = AudioChunk(
+                rate=RATE, width=WIDTH, channels=CHANNELS, audio=pcm
+            ).event()
             await self.event_from_mic(evt, audio_bytes=pcm)
 
+
 ###############################################################################
 # Handler bridging TCP client ↔ satellite
 ###############################################################################
@@ -137,13 +143,10 @@ async def handle_event(self, event: Event) -> bool:  # noqa: D401
             info = Info(
                 satellite=Satellite(
                     name="Omi Bluetooth Satellite",
-                    attribution=Attribution(
-                        name="Omi",
-                        url="https://omi.com"
-                    ),
+                    attribution=Attribution(name="Omi", url="https://omi.com"),
                     installed=True,
                     description="Omi Bluetooth Satellite",
-                    version="0.1.0"
+                    version="0.1.0",
                 )
             )
             await self.write_event(info.event())
@@ -155,11 +158,15 @@ async def disconnect(self) -> None:
         await self._sat.clear_server()
         await super().disconnect()
 
+
 ###############################################################################
 # SatelliteSettings factory (matches frozen dataclass definition)
 ###############################################################################
 
-def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> SatelliteSettings:
+
+def build_settings(
+    *, wake_uri: str | None, wake_names: list[str] | None
+) -> SatelliteSettings:
     mic = MicSettings(
         uri=None,
         command=None,
@@ -169,8 +176,23 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
     snd = SndSettings(
         awake_wav="./sounds/awake_sound.wav",
         done_wav="./sounds/done_sound.wav",
-        command=["sox", "-t", "raw", "-r", "22050", "-c", "1", "-e", "signed-integer", "-b", "16", "-", "-t", "coreaudio"]
-        )
+        command=[
+            "sox",
+            "-t",
+            "raw",
+            "-r",
+            "22050",
+            "-c",
+            "1",
+            "-e",
+            "signed-integer",
+            "-b",
+            "16",
+            "-",
+            "-t",
+            "coreaudio",
+        ],
+    )
     # event = EventSettings()
     # timer = TimerSettings()
 
@@ -179,7 +201,10 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
             uri=wake_uri,
             command=None,
             reconnect_seconds=1.0,
-            names=[WakeWordAndPipeline(name=n, pipeline="Omi BT Wakeword Pipeline") for n in (wake_names or [])],
+            names=[
+                WakeWordAndPipeline(name=n, pipeline="Omi BT Wakeword Pipeline")
+                for n in (wake_names or [])
+            ],
             rate=RATE,
             width=WIDTH,
             channels=CHANNELS,
@@ -197,7 +222,7 @@ def build_settings(*, wake_uri: str | None, wake_names: list[str] | None) -> Sat
 
 
 def register_service(ip: str, port: int):
-    desc = {'uri': f'tcp://{ip}:{port}'}
+    desc = {"uri": f"tcp://{ip}:{port}"}
     info = ServiceInfo(
         "_wyoming._tcp.local.",
         "OmiSatellite._wyoming._tcp.local.",
@@ -211,6 +236,7 @@ def register_service(ip: str, port: int):
     zeroconf.register_service(info)
     return zeroconf
 
+
 ###############################################################################
 # Entry-point
 ###############################################################################
@@ -224,6 +250,7 @@ async def _run_satellite(sat: SatelliteBase, host: str, port: int):
         _LOGGER.error(f"Failed to start satellite server: {e}")
         raise
 
+
 async def main():
     p = argparse.ArgumentParser()
     p.add_argument("--host", default="0.0.0.0")
@@ -237,31 +264,38 @@ async def main():
 
     logging_level = logging.DEBUG if args.debug else logging.INFO
     print(f"Logging level: {logging_level}")
-    logging.basicConfig(level=logging_level, format="%(asctime)s %(levelname)s: %(message)s")
+    logging.basicConfig(
+        level=logging_level, format="%(asctime)s %(levelname)s: %(message)s"
+    )
 
     try:
         mic_src = _OmiMic(args.omi_mac, args.omi_char_uuid)
         await mic_src.start()
 
-        settings = build_settings(wake_uri=args.wake_uri, wake_names=args.wake_word_name)
+        settings = build_settings(
+            wake_uri=args.wake_uri, wake_names=args.wake_word_name
+        )
 
         sat_cls = type(
             "OmiBluetoothSatellite",
-            (_BluetoothMixin, WakeStreamingSatellite if args.wake_uri else AlwaysStreamingSatellite),
+            (
+                _BluetoothMixin,
+                WakeStreamingSatellite if args.wake_uri else AlwaysStreamingSatellite,
+            ),
             {},
         )
         _LOGGER.info(f"Creating satellite with class: {sat_cls.__name__}")
         satellite: SatelliteBase = sat_cls(settings, mic_src)  # type: ignore[arg-type]
 
-
-                
         # Initialize satellite
         await satellite.started()
-        
+
         try:
-            
+
             await asyncio.gather(
-                asyncio.create_task(_run_satellite(satellite, args.host, args.port), name="tcp"),
+                asyncio.create_task(
+                    _run_satellite(satellite, args.host, args.port), name="tcp"
+                ),
                 asyncio.create_task(satellite.run(), name="sat-loop"),
             )
         finally:
@@ -271,6 +305,7 @@ async def main():
         _LOGGER.error(f"Error in main: {e}", exc_info=True)
         raise
 
+
 def get_lan_ip():
     s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
     try:
@@ -283,6 +318,7 @@ def get_lan_ip():
         s.close()
     return ip
 
+
 if __name__ == "__main__":
     try:
         zeroconf = register_service(get_lan_ip(), 10700)
@@ -294,4 +330,4 @@ def get_lan_ip():
         pass
     finally:
         zeroconf.unregister_all_services()
-        zeroconf.close()
\ No newline at end of file
+        zeroconf.close()
diff --git a/backends/other-backends/omi-webhook-compatible/.dockerignore b/backends/other-backends/omi-webhook-compatible/.dockerignore
index 3fdb22fd..8d0b2ce4 100644
--- a/backends/other-backends/omi-webhook-compatible/.dockerignore
+++ b/backends/other-backends/omi-webhook-compatible/.dockerignore
@@ -3,4 +3,4 @@
 !pyproject.toml
 !README.md
 !uv.lock
-!audio_recordings
\ No newline at end of file
+!audio_recordings
diff --git a/backends/other-backends/omi-webhook-compatible/.env.template b/backends/other-backends/omi-webhook-compatible/.env.template
index afb5193e..fc752ed5 100644
--- a/backends/other-backends/omi-webhook-compatible/.env.template
+++ b/backends/other-backends/omi-webhook-compatible/.env.template
@@ -1 +1 @@
-NGROK_AUTHTOKEN=
\ No newline at end of file
+NGROK_AUTHTOKEN=
diff --git a/backends/other-backends/omi-webhook-compatible/README.md b/backends/other-backends/omi-webhook-compatible/README.md
index 81f8051e..d2041cf3 100644
--- a/backends/other-backends/omi-webhook-compatible/README.md
+++ b/backends/other-backends/omi-webhook-compatible/README.md
@@ -191,4 +191,4 @@ docker compose down && docker compose up -d
 
 - **[Advanced Backend](../../advanced/)**: Full-featured alternative with transcription
 - **[Simple Backend](../../simple/)**: WebSocket-based audio streaming
-- **[ASR Services](../../../extras/asr-services/)**: Offline transcription services
\ No newline at end of file
+- **[ASR Services](../../../extras/asr-services/)**: Offline transcription services
diff --git a/backends/other-backends/omi-webhook-compatible/main.py b/backends/other-backends/omi-webhook-compatible/main.py
index 23a43d09..7874deb2 100644
--- a/backends/other-backends/omi-webhook-compatible/main.py
+++ b/backends/other-backends/omi-webhook-compatible/main.py
@@ -1,9 +1,10 @@
-import fastapi
-import uvicorn
+import os
 import wave
 from datetime import datetime
-import os
-from fastapi import Request, HTTPException
+
+import fastapi
+import uvicorn
+from fastapi import HTTPException, Request
 
 app = fastapi.FastAPI()
 
@@ -27,6 +28,7 @@
 COMP_NAME = "not compressed"
 # --- End WAV File Parameters ---
 
+
 @app.post("/webhook/audio_bytes")
 async def receive_audio_bytes(request: Request):
     """
@@ -43,21 +45,25 @@ async def receive_audio_bytes(request: Request):
         filename = os.path.join(AUDIO_DIR, f"audio_{timestamp}.wav")
 
         # Write the audio bytes to a WAV file
-        with wave.open(filename, 'wb') as wf:
+        with wave.open(filename, "wb") as wf:
             wf.setnchannels(N_CHANNELS)
             wf.setsampwidth(SAMP_WIDTH)
             wf.setframerate(FRAME_RATE)
             wf.writeframes(audio_bytes)
 
-        return {"message": "Audio received and saved successfully", "filename": filename}
+        return {
+            "message": "Audio received and saved successfully",
+            "filename": filename,
+        }
 
     except HTTPException as e:
         # Re-raise HTTPExceptions to let FastAPI handle them
         raise e
     except Exception as e:
-        print(f"Error processing audio: {e}") # For server-side logging
+        print(f"Error processing audio: {e}")  # For server-side logging
         raise HTTPException(status_code=500, detail=f"Error processing audio: {str(e)}")
 
+
 def main():
     """
     Main function to run the FastAPI server.
@@ -65,11 +71,12 @@ def main():
     print(f"Starting Uvicorn server. Listening on http://0.0.0.0:8000")
     print(f"Audio files will be saved in: {os.path.abspath(AUDIO_DIR)}")
     print("POST audio bytes to http://0.0.0.0:8000/webhook/audio_bytes")
-    
+
     # It's common to run uvicorn from the command line like:
     # uvicorn main:app --reload
     # However, for self-contained execution for this example, we can run it programmatically.
     uvicorn.run(app, host="0.0.0.0", port=8000)
 
+
 if __name__ == "__main__":
     main()
diff --git a/backends/simple/.dockerignore b/backends/simple/.dockerignore
index 8af8bbf1..3ffb44a0 100644
--- a/backends/simple/.dockerignore
+++ b/backends/simple/.dockerignore
@@ -3,4 +3,4 @@
 !Dockerfile
 !pyproject.toml
 !README.md
-!main.py
\ No newline at end of file
+!main.py
diff --git a/backends/simple/.env.template b/backends/simple/.env.template
index e1117bd9..02d74513 100644
--- a/backends/simple/.env.template
+++ b/backends/simple/.env.template
@@ -10,4 +10,4 @@ NGROK_DOMAIN=your-subdomain.ngrok-free.app
 
 # Alternative: For random domain (comment out NGROK_DOMAIN above and use this):
 # Leave NGROK_DOMAIN empty or remove the --domain parameter from docker-compose.yml
-# NGROK_DOMAIN=
\ No newline at end of file
+# NGROK_DOMAIN=
diff --git a/backends/simple/README.md b/backends/simple/README.md
index d9cb2c69..db7cedeb 100644
--- a/backends/simple/README.md
+++ b/backends/simple/README.md
@@ -74,7 +74,7 @@ client{id}_{timestamp}_{segment}.wav
 The service supports Wyoming protocol events:
 
 - **audio-start**: Begins audio session
-- **audio-chunk**: Contains Opus audio data  
+- **audio-chunk**: Contains Opus audio data
 - **audio-stop**: Ends audio session and flushes remaining audio
 
 For clients not using Wyoming protocol, raw Opus packets are accepted with automatic session management.
@@ -127,7 +127,7 @@ The service provides basic logging for connection and audio processing status.
 ## Limitations
 
 - **No Transcription**: Audio is only saved, not transcribed
-- **No Memory Processing**: No conversation memory or LLM integration  
+- **No Memory Processing**: No conversation memory or LLM integration
 - **Basic Session Management**: Simple session tracking without advanced features
 - **Storage Only**: Files are saved but not indexed or searchable
 
@@ -169,4 +169,4 @@ Client (Opus) → WebSocket → OmiOpusDecoder → PCM Buffer → WAV Files
 
 - **[Advanced Backend](../advanced/)**: Full-featured backend with transcription and memory
 - **[Mobile App](../../app/)**: React Native client for audio streaming
-- **[Speaker Recognition](../../extras/speaker-recognition/)**: Speaker identification service
\ No newline at end of file
+- **[Speaker Recognition](../../extras/speaker-recognition/)**: Speaker identification service
diff --git a/backends/simple/main.py b/backends/simple/main.py
index 7ef44d61..ca1ae001 100644
--- a/backends/simple/main.py
+++ b/backends/simple/main.py
@@ -31,25 +31,26 @@
 CHUNK_DIR = Path("./audio_chunks")
 CHUNK_DIR.mkdir(parents=True, exist_ok=True)
 
+
 ###############################################################################
 # Wyoming Protocol Support
 ###############################################################################
 async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
     """Parse Wyoming protocol or fall back to raw Opus audio.
-    
+
     Returns:
         Tuple of (header_dict, payload_bytes or None)
     """
     # Read data from WebSocket
     message = await ws.receive()
-    
+
     # Handle text message (JSON header)
     if "text" in message:
         header_text = message["text"]
         # Wyoming protocol uses newline-terminated JSON
-        if not header_text.endswith('\n'):
-            header_text += '\n'
-        
+        if not header_text.endswith("\n"):
+            header_text += "\n"
+
         # Parse JSON header
         json_line = header_text.strip()
         try:
@@ -58,18 +59,20 @@ async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
             # Invalid JSON, treat as error
             audio_logger.warning(f"Invalid JSON header: {json_line}")
             return {"type": "error", "data": {"message": "Invalid JSON"}}, None
-        
+
         # If payload is expected, read binary data
         payload = None
-        if header.get('payload_length', 0) > 0:
+        if header.get("payload_length", 0) > 0:
             payload_msg = await ws.receive()
             if "bytes" in payload_msg:
                 payload = payload_msg["bytes"]
             else:
-                audio_logger.warning(f"Expected binary payload but got: {payload_msg.keys()}")
-                
+                audio_logger.warning(
+                    f"Expected binary payload but got: {payload_msg.keys()}"
+                )
+
         return header, payload
-    
+
     # Handle binary message (backward compatibility - treat as raw Opus audio)
     elif "bytes" in message:
         # For simple backend, we expect Opus audio, not PCM
@@ -79,13 +82,13 @@ async def parse_wyoming_protocol(ws: WebSocket) -> Tuple[dict, Optional[bytes]]:
             "type": "audio-chunk",
             "data": {
                 "format": "opus",  # Indicate this is Opus, not PCM
-                "timestamp": int(datetime.utcnow().timestamp() * 1000)
+                "timestamp": int(datetime.utcnow().timestamp() * 1000),
             },
             "data_length": None,
-            "payload_length": len(opus_data)
+            "payload_length": len(opus_data),
         }
         return header, opus_data
-    
+
     else:
         raise ValueError(f"Unexpected WebSocket message type: {message.keys()}")
 
@@ -143,7 +146,9 @@ async def _flush_segment(self):
             wf.setsampwidth(SAMPLE_WIDTH)
             wf.setframerate(SAMPLE_RATE)
             wf.writeframes(pcm_bytes)
-        audio_logger.info("Client %s: wrote %s (%.1fs)", self.id, wav_path.name, duration)
+        audio_logger.info(
+            "Client %s: wrote %s (%.1fs)", self.id, wav_path.name, duration
+        )
 
         # Reset buffers
         self.pcm_frames.clear()
@@ -166,7 +171,7 @@ async def ws_endpoint(ws: WebSocket):
     state = ClientState(ws, client_id)
     clients.append(state)
     audio_logger.info("Client %s connected", client_id)
-    
+
     audio_session_active = False
     packet_count = 0
 
@@ -176,21 +181,23 @@ async def ws_endpoint(ws: WebSocket):
                 audio_logger.debug("Client %s: waiting for message...", client_id)
                 # Parse Wyoming protocol or raw audio
                 header, payload = await parse_wyoming_protocol(ws)
-                
-                if header['type'] == 'audio-start':
+
+                if header["type"] == "audio-start":
                     # Audio session started
                     audio_session_active = True
-                    audio_format = header.get('data', {})
+                    audio_format = header.get("data", {})
                     audio_logger.info(
                         f"Client {client_id}: Audio session started - "
                         f"Format: {audio_format}"
                     )
                     packet_count = 0
-                    
-                elif header['type'] == 'audio-chunk' and payload:
+
+                elif header["type"] == "audio-chunk" and payload:
                     packet_count += 1
                     # Check if this is Opus audio (from Wyoming or raw)
-                    if header.get('data', {}).get('format') == 'opus' or not 'format' in header.get('data', {}):
+                    if header.get("data", {}).get(
+                        "format"
+                    ) == "opus" or not "format" in header.get("data", {}):
                         # This is Opus audio that needs decoding
                         audio_logger.debug(
                             f"Client {client_id}: received Opus packet #{packet_count} "
@@ -203,8 +210,8 @@ async def ws_endpoint(ws: WebSocket):
                             f"Client {client_id}: Received non-Opus audio format: "
                             f"{header.get('data', {}).get('format')}"
                         )
-                        
-                elif header['type'] == 'audio-stop':
+
+                elif header["type"] == "audio-stop":
                     # Audio session stopped
                     audio_session_active = False
                     audio_logger.info(
@@ -214,24 +221,26 @@ async def ws_endpoint(ws: WebSocket):
                     # Flush any remaining audio
                     await state._flush_segment()
                     packet_count = 0
-                    
-                elif header['type'] == 'error':
+
+                elif header["type"] == "error":
                     # Error in protocol parsing
                     audio_logger.error(
                         f"Client {client_id}: Protocol error - {header.get('data', {}).get('message')}"
                     )
-                    
+
                 else:
                     # Unknown event type, ignore
                     audio_logger.debug(
                         f"Client {client_id}: Ignoring Wyoming event type '{header['type']}'"
                     )
-                    
+
             except WebSocketDisconnect:
                 break  # graceful client close
             except Exception as e:
-                audio_logger.error(f"Client {client_id}: Error processing message - {e}")
-                
+                audio_logger.error(
+                    f"Client {client_id}: Error processing message - {e}"
+                )
+
     finally:
         clients.remove(state)
         # Flush remainder (<30s) before goodbye
diff --git a/clients.py b/clients.py
new file mode 100644
index 00000000..00f4941e
--- /dev/null
+++ b/clients.py
@@ -0,0 +1,424 @@
+"""
+Client-node components: registry + native unit management.
+
+A Chronicle *client node* is a machine that only captures and streams data —
+a desktop/laptop running the tray, the ScreenPipe collector, vault sync — with
+no compose services and no GPU. These run as native user units (systemd user
+services on Linux, launchd agents on macOS), not containers, so services.py's
+compose machinery never touches them. This module is the single place that
+knows how to install/inspect/restart them, shared by:
+
+  - ``services.py client ...``            (CLI install/status/uninstall)
+  - ``updates.py``                        (restart installed clients after a code update)
+  - ``edge/service_manager.py``           (expose + control them from the hub WebUI)
+  - the components' own CLIs              (e.g. ``chronicle-tray install``)
+
+Stdlib-only on purpose: updates.py and the node agent must always be able to
+import it, and client installs happen before any project venv exists.
+"""
+
+import os
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parent
+
+IS_MACOS = sys.platform == "darwin"
+
+_SYSTEMD_USER_DIR = Path.home() / ".config" / "systemd" / "user"
+_LAUNCH_AGENTS_DIR = Path.home() / "Library" / "LaunchAgents"
+_MAC_LOG_DIR = Path.home() / "Library" / "Logs" / "Chronicle"
+
+# name -> component config. Keys:
+#   path         project dir relative to the repo root (a uv project)
+#   description  human description (unit Description= / WebUI)
+#   unit         systemd user unit name (Linux)
+#   label        launchd label (macOS)
+#   command      argv appended to ``uv run --project <path>`` in the unit
+#   graphical    needs a desktop session (tray): graphical-session target /
+#                launchd ProcessType Interactive
+#   after_units  extra systemd After= ordering deps (Linux only)
+CLIENT_COMPONENTS = {
+    "tray": {
+        "path": "extras/chronicle-tray",
+        "description": "Chronicle desktop tray (vault sync, ScreenPipe, pendant)",
+        "unit": "chronicle-tray.service",
+        "label": "com.chronicle.tray",
+        "command": ["chronicle-tray", "run"],
+        "graphical": True,
+    },
+    "screenpipe-collector": {
+        "path": "extras/screenpipe-collector",
+        "description": "ScreenPipe → Chronicle forwarder (audio + app activity)",
+        "unit": "chronicle-screenpipe.service",
+        "label": "com.chronicle.screenpipe",
+        "command": ["chronicle-screenpipe", "run"],
+        "after_units": ["screenpipe.service"],
+    },
+}
+
+# Superseded single-purpose units the unified tray replaces. Still restarted
+# after updates while installed (they run from this checkout too); the vault
+# ones are auto-removed when the tray is installed because two trays would
+# fight over the same private Syncthing instance.
+LEGACY_LINUX_UNITS = ["chronicle-desktop.service"]
+LEGACY_MACOS_LABELS = ["com.chronicle.vault-sync", "com.chronicle.wearable-client"]
+# Legacy units that hard-conflict with the tray (shared Syncthing home/ports).
+_TRAY_CONFLICTS_LINUX = ["chronicle-desktop.service"]
+_TRAY_CONFLICTS_MACOS = ["com.chronicle.vault-sync"]
+# The pendant section replaces the wearable menu bar app (one BLE connection
+# per device) — only a conflict when the tray is installed with that extra.
+_PENDANT_CONFLICTS_MACOS = ["com.chronicle.wearable-client"]
+
+
+def _find_uv() -> str:
+    uv = shutil.which("uv")
+    if uv:
+        return uv
+    for candidate in (
+        Path.home() / ".local" / "bin" / "uv",
+        Path.home() / ".cargo" / "bin" / "uv",
+        Path("/usr/local/bin/uv"),
+        Path("/opt/homebrew/bin/uv"),
+    ):
+        if candidate.exists():
+            return str(candidate)
+    raise RuntimeError(
+        "uv not found — install it: curl -LsSf https://astral.sh/uv/install.sh | sh"
+    )
+
+
+def _unit_path_env(uv_path: str) -> str:
+    """PATH for units: user units get a minimal PATH, so pin one that resolves
+    uv and the binaries components shell out to (syncthing, screenpipe)."""
+    dirs = [
+        str(Path(uv_path).parent),
+        str(Path.home() / ".local" / "bin"),
+        "/opt/homebrew/bin",
+        "/usr/local/sbin",
+        "/usr/local/bin",
+        "/usr/sbin",
+        "/usr/bin",
+        "/sbin",
+        "/bin",
+    ]
+    seen: list[str] = []
+    for d in dirs:
+        if d not in seen:
+            seen.append(d)
+    return ":".join(seen)
+
+
+def _exec_argv(name: str, extras=()) -> list[str]:
+    cfg = CLIENT_COMPONENTS[name]
+    uv = _find_uv()
+    argv = [uv, "run", "--project", str(REPO_ROOT / cfg["path"])]
+    for extra in extras:
+        argv += ["--extra", extra]
+    return argv + list(cfg["command"])
+
+
+# ── systemd (Linux) ──────────────────────────────────────────────────────────
+
+
+def _systemctl(*args) -> subprocess.CompletedProcess:
+    return subprocess.run(
+        ["systemctl", "--user", *args], capture_output=True, text=True
+    )
+
+
+def _systemd_available() -> bool:
+    if shutil.which("systemctl") is None:
+        return False
+    try:
+        result = _systemctl("is-system-running")
+    except OSError:
+        return False
+    return (result.stdout or "").strip() in (
+        "running",
+        "degraded",
+        "starting",
+        "initializing",
+        "maintenance",
+        "stopping",
+    )
+
+
+def _install_linux(name: str, extras=()) -> None:
+    cfg = CLIENT_COMPONENTS[name]
+    if not _systemd_available():
+        raise RuntimeError(
+            "no systemd user instance — on WSL set systemd=true in /etc/wsl.conf"
+        )
+    uv = _find_uv()
+    project = REPO_ROOT / cfg["path"]
+    afters = ["network-online.target"] + list(cfg.get("after_units", []))
+    wanted = "default.target"
+    if cfg.get("graphical"):
+        afters.insert(0, "graphical-session.target")
+        wanted = "graphical-session.target"
+    exec_start = " ".join(_exec_argv(name, extras))
+    unit = _SYSTEMD_USER_DIR / cfg["unit"]
+    unit.parent.mkdir(parents=True, exist_ok=True)
+    unit.write_text(
+        "[Unit]\n"
+        f"Description={cfg['description']}\n"
+        + "".join(f"After={a}\n" for a in afters)
+        + "\n[Service]\nType=simple\n"
+        f"WorkingDirectory={project}\n"
+        f"Environment=PATH={_unit_path_env(uv)}\n"
+        f"ExecStart={exec_start}\n"
+        "Restart=on-failure\nRestartSec=5\n"
+        f"\n[Install]\nWantedBy={wanted}\n"
+    )
+    subprocess.run(["loginctl", "enable-linger"], capture_output=True)
+    _systemctl("daemon-reload")
+    result = _systemctl("enable", "--now", cfg["unit"])
+    if result.returncode != 0:
+        raise RuntimeError(
+            f"systemctl enable --now {cfg['unit']} failed: {result.stderr.strip()}"
+        )
+
+
+def _uninstall_linux_unit(unit: str) -> None:
+    _systemctl("disable", "--now", unit)
+    (_SYSTEMD_USER_DIR / unit).unlink(missing_ok=True)
+    _systemctl("daemon-reload")
+
+
+# ── launchd (macOS) ──────────────────────────────────────────────────────────
+
+
+def _plist_path(label: str) -> Path:
+    return _LAUNCH_AGENTS_DIR / f"{label}.plist"
+
+
+def _launchctl(*args) -> subprocess.CompletedProcess:
+    return subprocess.run(["launchctl", *args], capture_output=True, text=True)
+
+
+def _dotenv_values(env_file: Path) -> dict:
+    """Minimal KEY=VALUE parser (stdlib-only; unit env vars, not full dotenv)."""
+    values = {}
+    if not env_file.exists():
+        return values
+    for line in env_file.read_text().splitlines():
+        line = line.strip()
+        if not line or line.startswith("#") or "=" not in line:
+            continue
+        key, _, value = line.partition("=")
+        values[key.strip()] = value.strip().strip("'\"")
+    return values
+
+
+def _install_macos(name: str, extras=()) -> None:
+    import plistlib
+
+    cfg = CLIENT_COMPONENTS[name]
+    label = cfg["label"]
+    project = REPO_ROOT / cfg["path"]
+    log_file = _MAC_LOG_DIR / f"{name}.log"
+    _MAC_LOG_DIR.mkdir(parents=True, exist_ok=True)
+
+    # launchd starts agents with no login env. The tray reads the repository-root
+    # .env itself so edits take effect on restart instead of being copied into
+    # (and potentially shadowed by) its plist. Other components retain their
+    # project-local environment.
+    env = {} if name == "tray" else _dotenv_values(project / ".env")
+    env["PATH"] = _unit_path_env(_find_uv()) + ":" + os.environ.get("PATH", "")
+
+    plist = {
+        "Label": label,
+        "ProgramArguments": _exec_argv(name, extras),
+        "WorkingDirectory": str(project),
+        "RunAtLoad": True,
+        "KeepAlive": {"SuccessfulExit": False},
+        "ThrottleInterval": 10,
+        "StandardOutPath": str(log_file),
+        "StandardErrorPath": str(log_file),
+        "EnvironmentVariables": env,
+    }
+    if cfg.get("graphical"):
+        plist["ProcessType"] = "Interactive"
+
+    path = _plist_path(label)
+    path.parent.mkdir(parents=True, exist_ok=True)
+    if path.exists():
+        _launchctl("bootout", f"gui/{os.getuid()}", str(path))
+    with open(path, "wb") as f:
+        plistlib.dump(plist, f)
+    result = _launchctl("bootstrap", f"gui/{os.getuid()}", str(path))
+    if result.returncode != 0:
+        raise RuntimeError(
+            f"launchctl bootstrap {label} failed: {result.stderr.strip()}"
+        )
+
+
+def _uninstall_macos_label(label: str) -> None:
+    path = _plist_path(label)
+    if path.exists():
+        _launchctl("bootout", f"gui/{os.getuid()}", str(path))
+    path.unlink(missing_ok=True)
+
+
+# ── public API ───────────────────────────────────────────────────────────────
+
+
+def component_installed(name: str) -> bool:
+    cfg = CLIENT_COMPONENTS[name]
+    if IS_MACOS:
+        return _plist_path(cfg["label"]).exists()
+    return (_SYSTEMD_USER_DIR / cfg["unit"]).exists()
+
+
+def component_active(name: str) -> bool:
+    cfg = CLIENT_COMPONENTS[name]
+    if IS_MACOS:
+        return _launchctl("print", f"gui/{os.getuid()}/{cfg['label']}").returncode == 0
+    return _systemctl("is-active", cfg["unit"]).returncode == 0
+
+
+def component_status(name: str) -> dict:
+    installed = component_installed(name)
+    return {
+        "name": name,
+        "description": CLIENT_COMPONENTS[name]["description"],
+        "installed": installed,
+        "active": component_active(name) if installed else False,
+    }
+
+
+def installed_components() -> list[str]:
+    return [name for name in CLIENT_COMPONENTS if component_installed(name)]
+
+
+def install_component(name: str, extras=()) -> None:
+    """Install (or reinstall) a component as a login user unit and start it.
+
+    Installing the tray removes the superseded single-purpose tray units it
+    replaces — two trays would race for the same private Syncthing instance.
+    Raises RuntimeError with a human-readable reason on failure.
+    """
+    if name not in CLIENT_COMPONENTS:
+        raise RuntimeError(f"Unknown client component: {name}")
+    if name == "tray":
+        conflicts = _TRAY_CONFLICTS_MACOS if IS_MACOS else _TRAY_CONFLICTS_LINUX
+        if "pendant" in extras and IS_MACOS:
+            conflicts = conflicts + _PENDANT_CONFLICTS_MACOS
+        for legacy in conflicts:
+            if _legacy_installed(legacy):
+                _remove_legacy(legacy)
+                print(f"Removed superseded unit {legacy} (replaced by the tray)")
+    if IS_MACOS:
+        _install_macos(name, extras)
+    else:
+        _install_linux(name, extras)
+
+
+def uninstall_component(name: str) -> None:
+    cfg = CLIENT_COMPONENTS[name]
+    if IS_MACOS:
+        _uninstall_macos_label(cfg["label"])
+    else:
+        _uninstall_linux_unit(cfg["unit"])
+
+
+def component_action(name: str, action: str) -> bool:
+    """start | stop | restart an installed component. Returns success."""
+    cfg = CLIENT_COMPONENTS[name]
+    if IS_MACOS:
+        domain = f"gui/{os.getuid()}"
+        if action == "stop":
+            return _launchctl("bootout", domain, str(_plist_path(cfg["label"]))).returncode == 0
+        if action == "start":
+            return _launchctl("bootstrap", domain, str(_plist_path(cfg["label"]))).returncode == 0
+        return _launchctl("kickstart", "-k", f"{domain}/{cfg['label']}").returncode == 0
+    if action not in ("start", "stop", "restart"):
+        raise RuntimeError(f"Unknown action: {action}")
+    return _systemctl(action, cfg["unit"]).returncode == 0
+
+
+# ── legacy units (pre-unified-tray installs) ─────────────────────────────────
+
+
+def _legacy_installed(unit_or_label: str) -> bool:
+    if IS_MACOS:
+        return _plist_path(unit_or_label).exists()
+    return (_SYSTEMD_USER_DIR / unit_or_label).exists()
+
+
+def _remove_legacy(unit_or_label: str) -> None:
+    if IS_MACOS:
+        _uninstall_macos_label(unit_or_label)
+    else:
+        _uninstall_linux_unit(unit_or_label)
+
+
+def _restart_legacy(unit_or_label: str) -> bool:
+    if IS_MACOS:
+        return (
+            _launchctl(
+                "kickstart", "-k", f"gui/{os.getuid()}/{unit_or_label}"
+            ).returncode
+            == 0
+        )
+    return _systemctl("restart", unit_or_label).returncode == 0
+
+
+def installed_legacy_units() -> list[str]:
+    legacy = LEGACY_MACOS_LABELS if IS_MACOS else LEGACY_LINUX_UNITS
+    return [u for u in legacy if _legacy_installed(u)]
+
+
+# ── update integration ───────────────────────────────────────────────────────
+
+
+def restart_installed(progress=None) -> list[tuple[str, bool]]:
+    """Restart every installed client unit so it picks up updated code.
+
+    Used by updates.perform_update() after the checkout moves: the units all
+    ``uv run`` straight from this checkout, so a restart is all an update
+    needs. Best-effort by design — a tray that fails to relaunch must not fail
+    (or roll back) a node update. Returns [(unit, ok)].
+    """
+    progress = progress or (lambda msg: None)
+    results: list[tuple[str, bool]] = []
+    for name in installed_components():
+        progress(f"Restarting {name}…")
+        results.append((name, component_action(name, "restart")))
+    for legacy in installed_legacy_units():
+        progress(f"Restarting {legacy}…")
+        results.append((legacy, _restart_legacy(legacy)))
+    return results
+
+
+# ── companion binaries ───────────────────────────────────────────────────────
+
+
+def binary_checks() -> list[dict]:
+    """Presence of the external binaries client components rely on, with an
+    install suggestion for anything missing."""
+    if IS_MACOS:
+        syncthing_hint = "brew install syncthing"
+    elif shutil.which("pacman"):
+        syncthing_hint = "sudo pacman -S syncthing"
+    else:
+        syncthing_hint = "sudo apt install syncthing"
+    checks = [
+        {
+            "name": "screenpipe",
+            "needed_by": "screenpipe-collector",
+            "found": shutil.which("screenpipe") is not None,
+            "suggest": "install ScreenPipe: curl -fsSL get.screenpi.pe/cli | sh "
+            "(see https://screenpi.pe), then `screenpipe service install`",
+        },
+        {
+            "name": "syncthing",
+            "needed_by": "tray (vault sync)",
+            "found": shutil.which("syncthing") is not None,
+            "suggest": syncthing_hint,
+        },
+    ]
+    return checks
diff --git a/config.env.template b/config.env.template
index bc7d0ca4..3f85beba 100644
--- a/config.env.template
+++ b/config.env.template
@@ -32,7 +32,6 @@ BACKEND_PORT = 8000
 WEBUI_PORT = 5173
 SPEAKER_PORT = 8085
 MONGODB_PORT = 27017
-QDRANT_PORT = 6333
 NGROK_PORT = 4040
 
 # Kubernetes node ports (for LoadBalancer services)
@@ -82,27 +81,12 @@ PARAKEET_ASR_URL = http://host.docker.internal:8767
 MONGODB_URI = mongodb://mongo:$(MONGODB_PORT)
 MONGODB_K8S_URI = mongodb://mongodb.$(INFRASTRUCTURE_NAMESPACE).svc.cluster.local:27017/friend
 
-# Qdrant URLs
-# (Connection details managed in config.yml)
-QDRANT_K8S_URL = qdrant.$(INFRASTRUCTURE_NAMESPACE).svc.cluster.local
-
-# Neo4j configuration (optional)
-NEO4J_HOST = neo4j.root.local.svc.cluster.local
-NEO4J_USER = neo4j
-NEO4J_PASSWORD = neo4jpass
-
 # ========================================
 # MEMORY PROVIDER CONFIGURATION
 # ========================================
 
-# Memory Provider: friend_lite or openmemory_mcp
-MEMORY_PROVIDER = openmemory_mcp
-
-# OpenMemory MCP configuration (when MEMORY_PROVIDER=openmemory_mcp)
-OPENMEMORY_MCP_URL = http://mem0-api.svc.cluster.local:8765
-OPENMEMORY_CLIENT_NAME = friend_lite
-OPENMEMORY_USER_ID = user
-OPENMEMORY_TIMEOUT = 30
+# Memory Provider: chronicle (agentic Markdown vault) — the only provider
+MEMORY_PROVIDER = chronicle
 
 # ========================================
 # SPEAKER RECOGNITION CONFIGURATION
@@ -138,7 +122,7 @@ WEBUI_URL = http://$(DOMAIN_PREFIX).$(DOMAIN):$(WEBUI_PORT)
 SPEAKER_SERVICE_URL = http://$(SPEAKER_HOST):$(SPEAKER_PORT)
 
 # CORS and Vite configuration
-CORS_ORIGINS = http://$(DOMAIN):$(WEBUI_PORT),http://$(DOMAIN):3000,http://localhost:$(WEBUI_PORT),http://localhost:3000
+CORS_ORIGINS = http://$(DOMAIN):$(WEBUI_PORT),http://localhost:$(WEBUI_PORT)
 VITE_ALLOWED_HOSTS = localhost 127.0.0.1 $(DOMAIN_PREFIX).$(DOMAIN) $(EXTERNAL_DOMAIN) $(SPEAKER_HOST)
 
 # Model configuration
@@ -149,16 +133,16 @@ VITE_ALLOWED_HOSTS = localhost 127.0.0.1 $(DOMAIN_PREFIX).$(DOMAIN) $(EXTERNAL_D
 # ========================================
 
 # Groq API (alternative LLM provider)
-GROQ_API_KEY = 
+GROQ_API_KEY =
 
 # Langfuse telemetry
-LANGFUSE_PUBLIC_KEY = 
-LANGFUSE_SECRET_KEY = 
+LANGFUSE_PUBLIC_KEY =
+LANGFUSE_SECRET_KEY =
 LANGFUSE_HOST = http://x.x.x.x:3002
 LANGFUSE_ENABLE_TELEMETRY = false
 
 # Ngrok for external access
-NGROK_AUTHTOKEN = 
+NGROK_AUTHTOKEN =
 
 # Audio processing settings
 # (Managed in config.yml or hardcoded in constants)
@@ -209,7 +193,7 @@ SPEAKER_MEMORY_REQUEST = 2Gi
 # ========================================
 # ADD NEW ENVIRONMENT VARIABLES HERE
 # ========================================
-# 
+#
 # To add a new environment variable:
 # 1. Add it to this file (either as a default value with ?= or computed with =)
 # 2. That's it! It will be automatically available in all generated configs
diff --git a/config/README.md b/config/README.md
index c38d22de..52a70c8c 100644
--- a/config/README.md
+++ b/config/README.md
@@ -52,14 +52,13 @@ defaults:
   llm: openai-llm          # Default LLM model
   embedding: openai-embed  # Default embedding model
   stt: stt-deepgram       # Default speech-to-text
-  vector_store: vs-qdrant # Default vector database
 ```
 
 ### Models
 
 Array of model definitions - each model includes:
 - `name`: Unique identifier
-- `model_type`: llm, embedding, stt, tts, vector_store
+- `model_type`: llm, embedding, stt, tts
 - `model_provider`: openai, ollama, deepgram, parakeet, etc.
 - `model_name`: Provider-specific model name
 - `model_url`: API endpoint
@@ -72,7 +71,7 @@ Memory extraction and storage configuration:
 
 ```yaml
 memory:
-  provider: chronicle  # chronicle or openmemory_mcp
+  provider: chronicle  # agentic Markdown vault (the only provider)
   timeout_seconds: 1200
   extraction:
     enabled: true
@@ -148,6 +147,6 @@ Before committing `config/plugins.yml`, manually verify:
 ## Documentation
 
 For detailed configuration guides, see:
-- `/backends/advanced/Docs/memories.md` - Memory settings
+- `/docs/backend/memories.md` - Memory settings
 - `/quickstart.md` - Setup guide
-- `/CLAUDE.md` - Project overview and technical reference
+- `/AGENTS.md` - Project overview and technical reference
diff --git a/config/config.yml.template b/config/config.yml.template
index c4aaa5ae..fec21287 100644
--- a/config/config.yml.template
+++ b/config/config.yml.template
@@ -1,12 +1,19 @@
 defaults:
   llm: openai-llm
+  # Optional separate fast LLM for quick, latency-sensitive tasks (wake-word
+  # follow-ups). Empty -> reuse defaults.llm. Configure via the wizard (writes a
+  # 'fast-llm' model entry keyed off FAST_LLM_API_KEY) or set the model name here.
+  fast_llm: ''
   embedding: openai-embed
   stt: stt-deepgram
   # Transcription provider selection:
   # - stt-deepgram: Cloud-based (requires DEEPGRAM_API_KEY in .env)
   # - stt-parakeet-batch: Local ASR (requires Parakeet service running)
   tts: tts-http
-  vector_store: vs-qdrant
+  # Live transcription path: "streaming_stt" (uses stt_stream) or "windowed_batch"
+  # (batch-transcribes fixed ~windowed_batch_seconds windows using stt; for setups
+  # with no streaming ASR). Defaults to streaming_stt.
+  live_segmentation: streaming_stt
 models:
 - name: emberfang-llm
   description: Emberfang One LLM
@@ -84,16 +91,6 @@ models:
     temperature: 0.2
     max_tokens: 2000
   model_output: json
-- name: vs-qdrant
-  description: Qdrant vector database
-  model_type: vector_store
-  model_provider: qdrant
-  api_family: qdrant
-  model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-  model_params:
-    host: ${oc.env:QDRANT_BASE_URL,qdrant}
-    port: ${oc.env:QDRANT_PORT,6333}
-    collection_name: omi_memories
 - name: stt-parakeet-batch
   description: Parakeet NeMo ASR (batch)
   model_type: stt
@@ -174,6 +171,11 @@ models:
       method: POST
       path: /transcribe
       content_type: multipart/form-data
+      timeout: 300
+      # Per-read timeout for NDJSON batch progress responses.
+      # Each batch window can take minutes; this timeout covers
+      # the gap between successive progress lines.
+      read_timeout: 600
       response:
         type: json
         extract:
@@ -277,7 +279,7 @@ models:
   model_type: stt
   model_provider: smallest
   api_family: http
-  model_url: https://waves-api.smallest.ai/api/v1/pulse
+  model_url: https://api.smallest.ai/waves/v1/pulse
   api_key: ${oc.env:SMALLEST_API_KEY,''}
   capabilities:
     - word_timestamps
@@ -290,8 +292,11 @@ models:
         Authorization: Bearer ${oc.env:SMALLEST_API_KEY,''}
       query:
         model: pulse
-        language: en
+        # hi natively covers Hindi-English code-switching; en hallucinates massive
+        # insertions on Hindi speech (158% corpus WER vs 12.9% with hi on CoSHE-100)
+        language: hi
         word_timestamps: 'true'
+        diarize: 'true'
       response:
         type: json
         extract:
@@ -319,12 +324,15 @@ models:
   api_family: websocket
   model_url: wss://api.deepgram.com/v1/listen
   api_key: ${oc.env:DEEPGRAM_API_KEY,''}
+  capabilities:
+    - diarization
   operations:
     query:
       model: nova-3
       language: multi
       smart_format: 'true'
       punctuate: 'true'
+      diarize: 'true'
       encoding: linear16
       sample_rate: 16000
       channels: '1'
@@ -355,12 +363,33 @@ models:
       final_type: final
       extract:
         text: text
+- name: stt-gemma4-stream
+  description: Google Gemma 4 E2B-it (streaming-ish, bounded rolling window + MTP)
+  model_type: stt_stream
+  model_provider: gemma4
+  api_family: websocket
+  model_url: ws://${oc.env:GEMMA4_ASR_URL,host.docker.internal:8767}/stream
+  api_key: ''
+  capabilities:
+    - diarization
+  operations:
+    query: {}
+    end:
+      message:
+        type: CloseStream
+    expect:
+      interim_type: interim
+      final_type: final
+      extract:
+        text: text
+        words: words
+        segments: segments
 - name: stt-smallest-stream
   description: Smallest.ai Pulse streaming transcription over WebSocket
   model_type: stt_stream
   model_provider: smallest
   api_family: websocket
-  model_url: wss://waves-api.smallest.ai/api/v1/pulse/get_text
+  model_url: wss://api.smallest.ai/waves/v1/pulse/get_text
   api_key: ${oc.env:SMALLEST_API_KEY,''}
   capabilities:
     - word_timestamps
@@ -368,7 +397,8 @@ models:
   operations:
     auth_prefix: Bearer
     query:
-      language: en
+      # hi natively covers Hindi-English code-switching (see stt-smallest note)
+      language: hi
       encoding: linear16
       sample_rate: 16000
       word_timestamps: 'true'
@@ -393,19 +423,6 @@ memory:
       dates, locations, numbers, and key details. Keep items concise and useful.
 
       '
-  openmemory_mcp:
-    server_url: http://localhost:8765
-    client_name: chronicle
-    user_id: default
-    timeout: 30
-  obsidian:
-    enabled: false
-    neo4j_host: neo4j
-    timeout: 30
-  knowledge_graph:
-    enabled: false
-    neo4j_host: neo4j
-    timeout: 30
 
 speaker_recognition:
   # Enable/disable speaker recognition (overrides DISABLE_SPEAKER_RECOGNITION env var)
diff --git a/config/defaults.yml b/config/defaults.yml
index 75e931d2..1a58bd19 100644
--- a/config/defaults.yml
+++ b/config/defaults.yml
@@ -8,7 +8,6 @@ defaults:
   stt: stt-deepgram
   stt_stream: stt-deepgram-stream
   tts: tts-http
-  vector_store: vs-qdrant
 
 models:
   # ===========================
@@ -27,6 +26,22 @@ models:
       max_tokens: 2000
     model_output: json
 
+  # Fallback LLM: retried once when the main LLM is unreachable (connection
+  # failure/timeout/5xx). Enabled by setting defaults.fallback_llm: fallback-llm
+  # (the wizard asks). gpt-5-nano = cheapest OpenAI reasoning-class model.
+  - name: fallback-llm
+    description: Fallback LLM used when the primary LLM is unreachable
+    model_type: llm
+    model_provider: openai
+    api_family: openai
+    model_name: gpt-5-nano
+    model_url: https://api.openai.com/v1
+    api_key: ${oc.env:OPENAI_API_KEY,''}
+    model_params:
+      temperature: 0.2
+      max_tokens: 4000
+    model_output: json
+
   - name: local-llm
     description: Local Ollama LLM
     model_type: llm
@@ -53,6 +68,38 @@ models:
       max_tokens: 2000
     model_output: json
 
+  - name: llamacpp-llm
+    description: Local LLM via llama.cpp (GLM-4.7-Flash)
+    model_type: llm
+    model_provider: llamacpp
+    api_family: openai
+    thinking: true  # gemma/qwen-class thinking model — controls thinking via chat template
+    model_name: glm-4.7-flash
+    # Empty LLM_BASE_URL → resolve a tailnet-advertised chronicle-llm live (with /v1
+    # appended); else the host-local default. An explicit URL always wins.
+    model_url: ${oc.env:LLM_BASE_URL,''}
+    discovery_service: chronicle-llm
+    discovery_path: /v1
+    discovery_default: http://host.docker.internal:8083/v1
+    api_key: no-key
+    model_params:
+      temperature: 0.2
+      max_tokens: 2000
+    model_output: json
+
+  - name: gemma4-llm
+    description: Gemma 4 E2B-it (unified model, reuses ASR service)
+    model_type: llm
+    model_provider: gemma4
+    api_family: openai
+    model_name: gemma-4-E2B-it
+    model_url: http://${oc.env:GEMMA4_ASR_URL,host.docker.internal:8767}/v1
+    api_key: no-key
+    model_params:
+      temperature: 0.2
+      max_tokens: 2000
+    model_output: json
+
   # ===========================
   # Embedding Models
   # ===========================
@@ -78,6 +125,17 @@ models:
     embedding_dimensions: 768
     model_output: vector
 
+  - name: llamacpp-embed
+    description: Local embeddings via llama.cpp (nomic-embed-text-v1.5)
+    model_type: embedding
+    model_provider: llamacpp
+    api_family: openai
+    model_name: nomic-embed-text-v1.5
+    model_url: http://host.docker.internal:8082/v1
+    api_key: no-key
+    embedding_dimensions: 768
+    model_output: vector
+
   # ===========================
   # Speech-to-Text Models
   # ===========================
@@ -88,6 +146,10 @@ models:
     api_family: http
     model_url: https://api.deepgram.com/v1
     api_key: ${oc.env:DEEPGRAM_API_KEY,''}
+    # keyword_boosting: hot words sent as the `keyterm` query param (acoustic bias,
+    # never echoed into output).
+    capabilities:
+      - keyword_boosting
     operations:
       stt_transcribe:
         method: POST
@@ -116,8 +178,102 @@ models:
     model_type: stt
     model_provider: parakeet
     api_family: http
-    model_url: http://${oc.env:PARAKEET_ASR_URL,172.17.0.1:8767}
+    # Empty PARAKEET_ASR_URL → resolve a tailnet-advertised chronicle-asr live
+    # (config-from-tailnet-later); else fall back to the host-local default. An
+    # explicit URL (own/remote endpoint) always wins. Scheme is added if missing.
+    model_url: ${oc.env:PARAKEET_ASR_URL,''}
+    discovery_service: chronicle-asr
+    discovery_default: http://172.17.0.1:8767
+    api_key: ''
+    # keyword_boosting: hot words sent as the `context_info` form field (acoustic
+    # recognition hint, never echoed into output).
+    capabilities:
+      - keyword_boosting
+    operations:
+      stt_transcribe:
+        method: POST
+        path: /transcribe
+        content_type: multipart/form-data
+        response:
+          type: json
+          extract:
+            text: text
+            words: words
+            segments: segments
+
+  - name: stt-nemotron-batch
+    description: Nemotron 3.5 ASR (batch lane of the same NeMo service that streams)
+    model_type: stt
+    model_provider: nemo
+    api_family: http
+    # Nemotron serves batch + streaming from one container on 8772 (not 8767).
+    model_url: http://${oc.env:NEMOTRON_ASR_STREAM_URL,host.docker.internal:8772}
+    api_key: ''
+    capabilities:
+      - word_timestamps
+      - segments
+      - keyword_boosting
+    operations:
+      stt_transcribe:
+        method: POST
+        path: /transcribe
+        content_type: multipart/form-data
+        timeout: 600
+        response:
+          type: json
+          extract:
+            text: text
+            words: words
+            segments: segments
+
+  - name: stt-gemma4
+    description: Google Gemma 4 E2B-it (batch, LLM-backbone, MTP)
+    model_type: stt
+    model_provider: gemma4
+    api_family: http
+    model_url: ${oc.env:GEMMA4_ASR_URL,''}
+    discovery_service: chronicle-asr
+    discovery_default: http://host.docker.internal:8767
+    api_key: ''
+    # context_prompt: Gemma 4 is an LLM and consumes context as prompt text, so it
+    # is given the user-authored asr_context only — NOT the plugin wake-word boost
+    # list, which it would echo into the transcript. (No diarization: E2B collapses
+    # multi-speaker audio to one speaker; see gemma4/service.py get_capabilities.)
+    capabilities:
+      - context_prompt
+    asr_context: ''
+    operations:
+      stt_transcribe:
+        method: POST
+        path: /transcribe
+        content_type: multipart/form-data
+        response:
+          type: json
+          extract:
+            text: text
+            words: words
+            segments: segments
+
+  - name: stt-granite
+    description: IBM Granite Speech 4.1 (batch, LLM-backbone; en/fr/de/es/pt)
+    model_type: stt
+    model_provider: granite
+    api_family: http
+    model_url: ${oc.env:GRANITE_ASR_URL,''}
+    discovery_service: chronicle-asr
+    discovery_default: http://host.docker.internal:8767
     api_key: ''
+    # context_prompt: Granite is an LLM-backbone ASR and consumes context as prompt
+    # text, so it is given the user-authored asr_context only — NOT the plugin
+    # wake-word boost list, which it would echo into the transcript.
+    # diarization + segments: Granite emits speaker-attributed segments with real
+    # model timestamps (two-pass: timestamps + speaker attribution), so the backend
+    # uses these for speaker turns and skips pyannote (GRANITE_DIARIZE=0 to disable).
+    capabilities:
+      - context_prompt
+      - diarization
+      - segments
+    asr_context: ''
     operations:
       stt_transcribe:
         method: POST
@@ -130,16 +286,44 @@ models:
             words: words
             segments: segments
 
+  - name: stt-af-next
+    description: NVIDIA Audio Flamingo Next (batch, prompt-based diarization with timestamps; noncommercial license)
+    model_type: stt
+    model_provider: af_next
+    api_family: http
+    model_url: ${oc.env:AF_NEXT_ASR_URL,''}
+    discovery_service: chronicle-asr
+    discovery_default: http://host.docker.internal:8767
+    api_key: ''
+    capabilities:
+      - segments
+      - diarization
+      - keyword_boosting
+    operations:
+      stt_transcribe:
+        method: POST
+        path: /transcribe
+        content_type: multipart/form-data
+        timeout: 3600
+        response:
+          type: json
+          extract:
+            text: text
+            segments: segments
+
   - name: stt-qwen3-asr
     description: Qwen3-ASR via vLLM (batch, 52 languages)
     model_type: stt
     model_provider: qwen3-asr
     api_family: http
-    model_url: http://${oc.env:QWEN3_ASR_URL,host.docker.internal:8767}
+    model_url: ${oc.env:QWEN3_ASR_URL,''}
+    discovery_service: chronicle-asr
+    discovery_default: http://host.docker.internal:8767
     api_key: ''
     capabilities:
       - multilingual
       - language_detection
+      - keyword_boosting
     operations:
       stt_transcribe:
         method: POST
@@ -175,7 +359,7 @@ models:
     model_type: stt
     model_provider: smallest
     api_family: http
-    model_url: https://waves-api.smallest.ai/api/v1/pulse
+    model_url: https://api.smallest.ai/waves/v1/pulse
     api_key: ${oc.env:SMALLEST_API_KEY,''}
     capabilities:
       - word_timestamps
@@ -188,8 +372,11 @@ models:
           Authorization: Bearer ${oc.env:SMALLEST_API_KEY,''}
         query:
           model: pulse
-          language: en
+          # hi natively covers Hindi-English code-switching; en hallucinates massive
+          # insertions on Hindi speech (158% corpus WER vs 12.9% with hi on CoSHE-100)
+          language: hi
           word_timestamps: 'true'
+          diarize: 'true'
         response:
           type: json
           extract:
@@ -207,12 +394,16 @@ models:
     api_family: websocket
     model_url: wss://api.deepgram.com/v1/listen
     api_key: ${oc.env:DEEPGRAM_API_KEY,''}
+    capabilities:
+      - diarization
+      - keyword_boosting
     operations:
       query:
         model: nova-3
         language: multi
         smart_format: 'true'
         punctuate: 'true'
+        diarize: 'true'
         encoding: linear16
         sample_rate: 16000
         channels: '1'
@@ -280,12 +471,58 @@ models:
           words: words
           segments: segments
 
+  - name: stt-nemotron-stream
+    description: Nemotron 3.5 cache-aware streaming ASR (NeMo, ~100ms latency)
+    model_type: stt_stream
+    model_provider: nemotron
+    api_family: websocket
+    model_url: ws://${oc.env:NEMOTRON_ASR_STREAM_URL,host.docker.internal:8772}/stream
+    api_key: ''
+    capabilities:
+      - multilingual
+    operations:
+      query: {}
+      end:
+        message:
+          type: CloseStream
+      expect:
+        interim_type: interim
+        final_type: final
+        extract:
+          text: text
+          words: words
+          segments: segments
+
+  - name: stt-gemma4-stream
+    description: Google Gemma 4 E2B-it (streaming-ish, bounded rolling window + MTP)
+    model_type: stt_stream
+    model_provider: gemma4
+    api_family: websocket
+    # Same gemma4-asr service as the batch entry; the /stream path is the WS endpoint.
+    model_url: ws://${oc.env:GEMMA4_ASR_URL,host.docker.internal:8767}/stream
+    api_key: ''
+    # No diarization (E2B collapses speakers). The /stream endpoint does not accept
+    # context, so no keyword_boosting/context_prompt — it gets no ASR hints.
+    capabilities: []
+    operations:
+      query: {}
+      end:
+        message:
+          type: CloseStream
+      expect:
+        interim_type: interim
+        final_type: final
+        extract:
+          text: text
+          words: words
+          segments: segments
+
   - name: stt-smallest-stream
     description: Smallest.ai Pulse streaming transcription over WebSocket
     model_type: stt_stream
     model_provider: smallest
     api_family: websocket
-    model_url: wss://waves-api.smallest.ai/api/v1/pulse/get_text
+    model_url: wss://api.smallest.ai/waves/v1/pulse/get_text
     api_key: ${oc.env:SMALLEST_API_KEY,''}
     capabilities:
       - word_timestamps
@@ -293,11 +530,13 @@ models:
     operations:
       auth_prefix: Bearer
       query:
-        language: en
+        # hi natively covers Hindi-English code-switching (see stt-smallest note)
+        language: hi
         encoding: linear16
         sample_rate: 16000
         word_timestamps: 'true'
         diarize: 'true'
+        sentence_timestamps: 'true'
       end:
         message:
           type: finalize
@@ -309,26 +548,28 @@ models:
           words: words
           segments: utterances
 
-  # ===========================
-  # Vector Store
-  # ===========================
-  - name: vs-qdrant
-    description: Qdrant vector database
-    model_type: vector_store
-    model_provider: qdrant
-    api_family: qdrant
-    model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-    model_params:
-      host: ${oc.env:QDRANT_BASE_URL,qdrant}
-      port: ${oc.env:QDRANT_PORT,6333}
-      collection_name: omi_memories
-
 # ===========================
 # Memory Configuration
 # ===========================
 memory:
+  # Chronicle's agentic Markdown vault is the only memory provider.
   provider: chronicle
   timeout_seconds: 1200
+  # How the memory agent executes vault writes:
+  #   direct — built-in tool-calling loop via the configured LLM (metered API calls)
+  #   codex  — OpenAI Codex CLI running on the vault directory (uses a ChatGPT
+  #            subscription; needs the codex binary + auth in CODEX_HOME — the
+  #            wizard mounts ~/.codex into the containers)
+  agent_executor: direct
+  codex:
+    model: "gpt-5.6-terra"          # faster/lower-cost Codex model for read-heavy vault work
+    reasoning_effort: low           # keep routine ingestion economical; raise for quality evals
+    # codex --sandbox. workspace-write (writes confined to the vault dir) needs
+    # bubblewrap, which cannot run nested inside the rootless-podman containers —
+    # there the container is the isolation boundary and the wizard sets
+    # danger-full-access instead.
+    sandbox_mode: workspace-write
+    timeout_seconds: 900            # per-run wall clock before the run is failed
   extraction:
     enabled: true
     prompt: |
@@ -336,19 +577,6 @@ memory:
       Include personal preferences, plans, names, dates, locations, numbers, and key details.
       Keep items concise and useful.
 
-  # OpenMemory MCP provider settings (used when provider: openmemory_mcp)
-  openmemory_mcp:
-    server_url: http://localhost:8765
-    client_name: chronicle
-    user_id: default
-    timeout: 30
-
-  # Obsidian Neo4j provider settings (legacy)
-  obsidian:
-    enabled: false
-    neo4j_host: neo4j-mem0
-    timeout: 30
-
 # ===========================
 # Speaker Recognition
 # ===========================
@@ -364,7 +592,7 @@ speaker_recognition:
   hf_token: ${oc.env:HF_TOKEN,''}
 
   # Speaker identification threshold
-  similarity_threshold: 0.15
+  similarity_threshold: 0.5
 
   # Diarization chunking configuration (speaker service self-managed chunking)
   # Maximum audio duration (seconds) for single PyAnnote call
@@ -386,6 +614,14 @@ asr_services:
     batch_threshold_seconds: 300    # Audio longer than this triggers batching
     batch_duration_seconds: 240     # Non-overlapping window size
     batch_overlap_seconds: 30       # Overlap between windows
+    # Silence gate — VibeVoice echoes the context_info prompt back as a phantom
+    # transcript on near-silent windows. Windows with < silence_min_voiced_ms of
+    # voiced audio (frame RMS > silence_energy_floor on a [-1,1] signal) skip the
+    # model and emit nothing. Validated: echo windows have 0-60ms voiced, real
+    # speech 510ms+. Set silence_gate_enabled: false to disable.
+    silence_gate_enabled: true
+    silence_energy_floor: 0.01      # Per-frame RMS floor for a "voiced" frame
+    silence_min_voiced_ms: 200      # Min voiced audio for a window to be transcribed
 
 # ===========================
 # Chat Configuration
@@ -415,10 +651,20 @@ llm_operations:
     temperature: 0.1
     max_tokens: 2000
     response_format: json
+  # Vault memory agent (tool-calling loop that writes notes). Reasoning models
+  # spend completion tokens on reasoning before emitting any tool call or text,
+  # so the budget must cover reasoning + a full note body — too small a cap
+  # returns an empty message (finish_reason=length) and no vault writes.
+  memory_agent:
+    reasoning_effort: low
+    max_tokens: 8000
   title_summary:
     temperature: 0.3
   detailed_summary:
     temperature: 0.3
+    # Reasoning models spend completion tokens on reasoning before any output;
+    # long transcripts overflow small model-level caps and return empty content.
+    max_tokens: 8000
   entity_extraction:
     temperature: 0.1
     max_tokens: 2000
@@ -429,6 +675,12 @@ llm_operations:
     temperature: 0.3
     max_tokens: 4000
   plugin_assistant: {}
+  # Privacy screen for annotation exports: flag segments too personal to
+  # share with an outside annotator. JSON output (list of flagged indices).
+  sensitivity_screening:
+    temperature: 0.0
+    max_tokens: 2000
+    response_format: json
 
 # ===========================
 # Backend Configuration
@@ -448,36 +700,39 @@ backend:
     model: gpt-4o-mini
     timeout: 60
 
-  # Audio processing settings
-  audio:
-    # When enabled, always persist audio even if no speech is detected
-    # This creates conversations for all audio sessions regardless of speech content
-    always_persist_enabled: false
-
   # Transcription provider configuration
   transcription:
     provider: deepgram  # or parakeet
     api_key: ${oc.env:DEEPGRAM_API_KEY,''}
     base_url: https://api.deepgram.com
-    # Fallback to provider segments when speaker service unavailable
-    # When true: Use segments from transcription provider (e.g., mock provider in tests)
-    # When false: Expect speaker service to create segments via diarization (default production behavior)
-    use_provider_segments: false
-    # Transcription job timeout in seconds (default 15 min; increase for slow local STT)
+    # Transcription job timeout in seconds (how long to wait for batch transcription)
     job_timeout_seconds: 900
     # When enabled, automatically re-transcribe every streaming conversation with the batch provider
     # Streaming transcript is shown as a preview; memories/summaries only generated from batch result
     always_batch_retranscribe: false
 
   # Diarization settings
+  # diarization_source: "provider" trusts diarized segments from the transcription
+  # provider when available (falls back to pyannote otherwise);
+  # "pyannote" always re-diarizes via the speaker service
   diarization:
-    diarization_source: pyannote
-    similarity_threshold: 0.15
+    diarization_source: provider
+    similarity_threshold: 0.5
     min_duration: 0.5
     collar: 2.0
     min_duration_off: 1.5
     min_speakers: 2
     max_speakers: 6
+    # Cross-chunk speaker reconciliation (links per-chunk centroids into global
+    # speakers when long audio is chunked). Minimum cosine similarity to merge two
+    # chunk-local speaker centroids — lower merges more aggressively. max_speakers
+    # also caps the resulting global speaker count.
+    reconciliation_threshold: 0.4
+    # Open-set identification: a diarized speaker is only named if the best gallery
+    # match beats the runner-up by at least this cosine margin (else "unknown").
+    identify_margin: 0.1
+    # Prevent one enrolled speaker from being assigned to two diarized speakers.
+    exclusive: true
 
   # Cleanup settings for soft-deleted conversations
   cleanup:
@@ -492,7 +747,6 @@ backend:
 
   # Conversation stop conditions
   conversation_stop:
-    transcription_buffer_seconds: 120    # Periodic transcription interval (2 minutes)
     speech_inactivity_threshold: 60      # Speech gap threshold for closure (1 minute)
 
   # Audio storage paths
@@ -503,6 +757,17 @@ backend:
 # ===========================
 # Cron Jobs Configuration
 # ===========================
+# ===========================
+# Observability Configuration
+# ===========================
+observability:
+  langfuse:
+    # Browser-accessible URL for linking to Langfuse sessions.
+    # Distinct from LANGFUSE_HOST which may be an internal Docker URL.
+    # Example with Chronicle HTTPS: https://my-node.example.ts.net:3443
+    # Direct non-HTTPS fallback: http://localhost:3002
+    public_url: ''
+
 cron_jobs:
   speaker_finetuning:
     description: "Process speaker diarization annotations and send to speaker recognition service for training"
@@ -520,3 +785,54 @@ cron_jobs:
     description: "Analyze user annotations and optimize LLM prompts"
     enabled: false
     schedule: "0 4 * * 0"
+  annotation_suggestions:
+    description: "Use LLM to surface potential transcript errors for user review"
+    enabled: false
+    schedule: "0 5 * * *"
+  auto_clean:
+    description: "Auto-archive speech-free conversations (deletes audio, keeps metadata)"
+    enabled: false
+    schedule: "0 3 * * *"
+  immich_memories:
+    description: "Discover a bounded set of salient Immich photo candidates"
+    enabled: false
+    schedule: "30 4 * * *"
+  device_audio_ingest:
+    description: "Assemble uploaded device audio into speech-driven conversations"
+    enabled: true
+    schedule: "*/2 * * * *"
+  observation_curation:
+    description: "Curate novel ScreenPipe observations into durable vault context"
+    enabled: true
+    schedule: "*/5 * * * *"
+
+# Data Audit / auto-clean "level" (thresholds for the auto_clean cron job).
+# Kept separate from cron_jobs.auto_clean so toggling the schedule in the UI
+# does not overwrite these values. Conservative by default: only essentially
+# speech-free recordings are archived.
+data_audit:
+  vad_provider: ten_vad             # swappable VAD backend for audio analysis
+  auto_clean:
+    speech_prob_threshold: 0.5      # VAD frame prob at/above this counts as speech
+    max_speech_fraction: 0.03       # archive only if <= 3% of frames are speech
+    min_duration: 30.0              # ignore clips shorter than this (seconds)
+    max_archive_per_run: 100        # safety cap on archives per sweep
+  export:
+    # Privacy screen for annotation exports. The policy is user-editable per
+    # export in the UI; this is the default prefill. It targets personally
+    # sensitive content (comfort, not a strict PII definition) — names and
+    # identifiers are intentionally kept so annotators can label speakers.
+    sensitivity:
+      policy: |
+        Flag segments I would not be comfortable sharing with an outside
+        annotator because they are personally sensitive. In particular:
+        - my family, household, or living situation
+        - health (physical or mental), medical or therapy details
+        - personal finances, income, debts, or specific expenses
+        - romantic relationships or sex life
+        - religious or political beliefs stated as personal conviction
+        - confidential business deals: named counterparties, terms, or
+          unreleased plans
+        Do NOT flag general technical discussion, abstract product/business
+        strategy, publicly-known facts, or people's names used only for
+        context (annotators need names for speaker labels).
diff --git a/config/plugins.yml.template b/config/plugins.yml.template
index 789cd9ed..6f3f9db7 100644
--- a/config/plugins.yml.template
+++ b/config/plugins.yml.template
@@ -27,10 +27,9 @@ plugins:
       # - transcript.batch    # Uncomment to also handle batch transcription
       # - conversation.complete  # Uncomment to handle completed conversations
     condition:
-      type: wake_word
-      wake_words:  # Support multiple wake words
-        - hey vivi      # Example: "hey vivi, turn off the lights"
-        - hey jarvis    # Example: "hey jarvis, what's the temperature"
+      type: keyword_anywhere  # Trigger when keyword appears anywhere in transcript
+      keywords:  # Support multiple keywords
+        - vivi            # Example: "turn off the lights, vivi"
     ha_url: http://host.docker.internal:8123  # Your Home Assistant URL
     ha_token: ${HA_TOKEN}  # ALWAYS use env var - never paste actual token here!
     # To get a long-lived token:
@@ -85,7 +84,7 @@ plugins:
   # Double press: cross-plugin call (e.g., toggle lights via Home Assistant)
   #
   # Actions are configured in: plugins/test_button_actions/config.yml
-  # See: backends/advanced/Docs/plugin-development-guide.md for button event data flow
+  # See: docs/backend/plugin-development-guide.md for button event data flow
 
   test_button_actions:
     enabled: false  # Set to true to enable button actions
diff --git a/config_manager.py b/config_manager.py
index 1c5079a2..886dc2bb 100644
--- a/config_manager.py
+++ b/config_manager.py
@@ -16,7 +16,7 @@
     # For backend service
     config = ConfigManager(service_path="backends/advanced")
     provider = config.get_memory_provider()
-    config.set_memory_provider("openmemory_mcp")
+    config.set_memory_provider("chronicle")
 
     # Auto-detects paths from cwd
     config = ConfigManager()
@@ -27,8 +27,9 @@
 import shutil
 from datetime import datetime
 from pathlib import Path
-from typing import Any, Dict, Optional
+from typing import Any, Dict, List, Optional
 
+from dotenv import set_key as dotenv_set_key
 from ruamel.yaml import YAML
 
 logger = logging.getLogger(__name__)
@@ -40,7 +41,9 @@
 class ConfigManager:
     """Manages Chronicle configuration across config.yml and .env files."""
 
-    def __init__(self, service_path: Optional[str] = None, repo_root: Optional[Path] = None):
+    def __init__(
+        self, service_path: Optional[str] = None, repo_root: Optional[Path] = None
+    ):
         """
         Initialize ConfigManager.
 
@@ -63,8 +66,10 @@ def __init__(self, service_path: Optional[str] = None, repo_root: Optional[Path]
         self.config_yml_path = self.repo_root / "config" / "config.yml"
         self.env_path = self.service_path / ".env" if self.service_path else None
 
-        logger.debug(f"ConfigManager initialized: repo_root={self.repo_root}, "
-                    f"service_path={self.service_path}, config_yml={self.config_yml_path}")
+        logger.debug(
+            f"ConfigManager initialized: repo_root={self.repo_root}, "
+            f"service_path={self.service_path}, config_yml={self.config_yml_path}"
+        )
 
     def _find_repo_root(self) -> Path:
         """Find repository root using __file__ location (config_manager.py is always at repo root)."""
@@ -78,7 +83,6 @@ def _detect_service_path(self) -> Optional[str]:
         known_services = [
             "backends/advanced",
             "extras/speaker-recognition",
-            "extras/openmemory-mcp",
             "extras/asr-services",
         ]
 
@@ -90,6 +94,26 @@ def _detect_service_path(self) -> Optional[str]:
         logger.debug("Could not auto-detect service path from cwd")
         return None
 
+    def ensure_config_yml(self) -> None:
+        """Create config.yml from template if it doesn't exist.
+
+        Raises:
+            RuntimeError: If config.yml doesn't exist and template is not found.
+        """
+        if self.config_yml_path.exists():
+            return
+
+        template_path = self.config_yml_path.parent / "config.yml.template"
+        if not template_path.exists():
+            raise RuntimeError(
+                f"config.yml.template not found at {template_path}. "
+                "Cannot create config.yml."
+            )
+
+        self.config_yml_path.parent.mkdir(parents=True, exist_ok=True)
+        shutil.copy(template_path, self.config_yml_path)
+        logger.info(f"Created {self.config_yml_path} from template")
+
     def _load_config_yml(self) -> Dict[str, Any]:
         """Load config.yml file."""
         if not self.config_yml_path.exists():
@@ -99,7 +123,7 @@ def _load_config_yml(self) -> Dict[str, Any]:
             )
 
         try:
-            with open(self.config_yml_path, 'r') as f:
+            with open(self.config_yml_path, "r") as f:
                 config = _yaml.load(f)
                 if config is None:
                     raise RuntimeError(
@@ -120,12 +144,14 @@ def _save_config_yml(self, config: Dict[str, Any]):
             # Create backup
             if self.config_yml_path.exists():
                 timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-                backup_path = self.config_yml_path.parent / f"config.yml.backup.{timestamp}"
+                backup_path = (
+                    self.config_yml_path.parent / f"config.yml.backup.{timestamp}"
+                )
                 shutil.copy2(self.config_yml_path, backup_path)
                 logger.info(f"Backed up config.yml to {backup_path.name}")
 
             # Write updated config
-            with open(self.config_yml_path, 'w') as f:
+            with open(self.config_yml_path, "w") as f:
                 _yaml.dump(config, f)
 
             logger.info(f"Saved config.yml to {self.config_yml_path}")
@@ -145,33 +171,13 @@ def _update_env_file(self, key: str, value: str):
             return
 
         try:
-            # Read current .env
-            with open(self.env_path, 'r') as f:
-                lines = f.readlines()
-
-            # Update or add line
-            key_found = False
-            updated_lines = []
-
-            for line in lines:
-                if line.strip().startswith(f"{key}="):
-                    updated_lines.append(f"{key}={value}\n")
-                    key_found = True
-                else:
-                    updated_lines.append(line)
-
-            # If key wasn't found, add it
-            if not key_found:
-                updated_lines.append(f"\n# Auto-updated by ConfigManager\n{key}={value}\n")
-
             # Create backup
             backup_path = f"{self.env_path}.bak"
             shutil.copy2(self.env_path, backup_path)
             logger.debug(f"Backed up .env to {backup_path}")
 
-            # Write updated file
-            with open(self.env_path, 'w') as f:
-                f.writelines(updated_lines)
+            # Update key using python-dotenv (handles add-or-update automatically)
+            dotenv_set_key(str(self.env_path), key, value, quote_mode="never")
 
             # Update environment variable for current process
             os.environ[key] = value
@@ -182,12 +188,33 @@ def _update_env_file(self, key: str, value: str):
             logger.error(f"Failed to update .env file: {e}")
             raise
 
+    def get_enabled_services(self) -> Dict[str, bool]:
+        """Return the enabled-services map from config.yml (``services:`` section).
+
+        This is the single source of truth for which services the lifecycle
+        (services.py ``--all``) starts/stops — independent of whether a service's
+        ``.env`` happens to exist.
+        """
+        config = self._load_config_yml()
+        return dict(config.get("services", {}) or {})
+
+    def set_enabled_services(self, services: Dict[str, bool]) -> None:
+        """Write the enabled-services map to config.yml (``services:`` section).
+
+        Args:
+            services: Mapping of lifecycle service name → enabled bool. Replaces the
+                whole ``services:`` section so it always reflects the latest wizard run.
+        """
+        config = self._load_config_yml()
+        config["services"] = {name: bool(on) for name, on in services.items()}
+        self._save_config_yml(config)
+
     def get_memory_provider(self) -> str:
         """
         Get current memory provider from config.yml.
 
         Returns:
-            Memory provider name (chronicle or openmemory_mcp)
+            Memory provider name (chronicle)
         """
         config = self._load_config_yml()
         provider = config.get("memory", {}).get("provider", "chronicle").lower()
@@ -207,7 +234,7 @@ def set_memory_provider(self, provider: str) -> Dict[str, Any]:
         2. .env: MEMORY_PROVIDER variable (backward compatibility, if service_path set)
 
         Args:
-            provider: Memory provider name (chronicle or openmemory_mcp)
+            provider: Memory provider name (chronicle)
 
         Returns:
             Dict with status and details of the update
@@ -215,9 +242,9 @@ def set_memory_provider(self, provider: str) -> Dict[str, Any]:
         Raises:
             ValueError: If provider is invalid
         """
-        # Validate provider
+        # Validate provider. Chronicle (agentic vault) is currently the only provider.
         provider = provider.lower().strip()
-        valid_providers = ["chronicle", "openmemory_mcp"]
+        valid_providers = ["chronicle"]
 
         if provider not in valid_providers:
             raise ValueError(
@@ -248,7 +275,7 @@ def set_memory_provider(self, provider: str) -> Dict[str, Any]:
             "config_yml_path": str(self.config_yml_path),
             "env_path": str(self.env_path) if self.env_path else None,
             "requires_restart": True,
-            "status": "success"
+            "status": "success",
         }
 
     def get_memory_config(self) -> Dict[str, Any]:
@@ -282,6 +309,25 @@ def update_memory_config(self, updates: Dict[str, Any]):
         if "provider" in updates and self.env_path:
             self._update_env_file("MEMORY_PROVIDER", updates["provider"])
 
+    def update_backend_config(self, updates: Dict[str, Any]):
+        """
+        Update the ``backend`` section of config.yml (deep merge).
+
+        Used for backend-scoped settings such as ASR context
+        (``backend.asr.context.<model_name>``), diarization, etc.
+
+        Args:
+            updates: Dict of updates to merge into the backend config
+        """
+        config = self._load_config_yml()
+
+        if "backend" not in config:
+            config["backend"] = {}
+
+        self._deep_merge(config["backend"], updates)
+
+        self._save_config_yml(config)
+
     def _deep_merge(self, base: dict, updates: dict) -> None:
         """
         Recursively merge updates into base dictionary.
@@ -326,6 +372,63 @@ def update_config_defaults(self, updates: Dict[str, str]):
 
         self._save_config_yml(config)
 
+    def add_or_update_model(self, model_def: Dict[str, Any]):
+        """
+        Add or update a model in the models list by name.
+
+        Args:
+            model_def: Model definition dict with at least a 'name' key.
+        """
+        config = self._load_config_yml()
+        if "models" not in config:
+            config["models"] = []
+        # Update existing or append
+        for i, m in enumerate(config["models"]):
+            if m.get("name") == model_def["name"]:
+                config["models"][i] = model_def
+                break
+        else:
+            config["models"].append(model_def)
+        self._save_config_yml(config)
+
+    def _load_defaults_yml(self) -> Dict[str, Any]:
+        """Load the shipped defaults.yml (read-only model/template definitions)."""
+        defaults_path = self.config_yml_path.parent / "defaults.yml"
+        if not defaults_path.exists():
+            logger.warning(f"defaults.yml not found at {defaults_path}")
+            return {}
+        with open(defaults_path, "r") as f:
+            return _yaml.load(f) or {}
+
+    def sync_models_from_defaults(self, names: List[str]) -> List[str]:
+        """Overwrite the named model entries in config.yml with their canonical
+        definitions from defaults.yml.
+
+        config.yml model entries override defaults.yml *by name* (see the backend
+        config_loader merge), so a stale full copy of e.g. ``llamacpp-llm`` in
+        config.yml silently shadows the templated default — pinning a hardcoded
+        ``model_url`` that ignores ``LLM_BASE_URL`` and dropping the discovery
+        keys. Re-syncing restores the env-var reference (and discovery_* keys) so
+        the wizard's endpoint choice actually takes effect.
+
+        Returns the list of model names that were synced.
+        """
+        defaults = self._load_defaults_yml()
+        default_models = {
+            m.get("name"): m
+            for m in (defaults.get("models", []) or [])
+            if isinstance(m, dict) and m.get("name")
+        }
+        synced: List[str] = []
+        for name in names:
+            model_def = default_models.get(name)
+            if model_def is None:
+                logger.warning(f"Model '{name}' not found in defaults.yml; cannot sync")
+                continue
+            self.add_or_update_model(model_def)
+            synced.append(name)
+        return synced
+
     def get_full_config(self) -> Dict[str, Any]:
         """
         Get complete config.yml as dictionary.
diff --git a/discovery.py b/discovery.py
new file mode 100644
index 00000000..562bd8f2
--- /dev/null
+++ b/discovery.py
@@ -0,0 +1,310 @@
+"""
+Zero-config service discovery for Chronicle on Tailscale networks.
+
+Thin wrapper around minidisc-python. Services advertise themselves on the
+Tailnet; consumers discover them automatically. Every function is safe to call
+even when Tailscale or minidisc is unavailable — they return None gracefully.
+
+Resolution priority (used by resolve_service_url):
+  1. Explicit environment variable (manual override always wins)
+  2. Minidisc discovery (automatic if Tailscale available)
+  3. Default value / disabled
+"""
+
+import importlib.util
+import logging
+import os
+import stat
+import threading
+import time
+from typing import Optional
+
+logger = logging.getLogger(__name__)
+
+# ── Service name constants ──────────────────────────────────────────────
+CHRONICLE_BACKEND = "chronicle-backend"
+CHRONICLE_SPEAKER = "chronicle-speaker"
+CHRONICLE_ASR = "chronicle-asr"
+CHRONICLE_LLM = "chronicle-llm"
+CHRONICLE_TTS = "chronicle-tts"
+CHRONICLE_RELAY = "chronicle-relay"
+
+_TAILSCALE_SOCKET = "/var/run/tailscale/tailscaled.sock"
+
+
+def is_tailscale_available() -> bool:
+    """Check whether the Tailscale daemon socket exists on this machine.
+
+    Uses stat to verify the path is actually a Unix socket, not just a
+    directory (Docker creates empty dirs for missing bind-mount sources).
+    """
+    try:
+        return stat.S_ISSOCK(os.stat(_TAILSCALE_SOCKET).st_mode)
+    except (OSError, ValueError):
+        return False
+
+
+def advertise_service(
+    port: int,
+    name: str,
+    labels: Optional[dict] = None,
+):
+    """Advertise a service on the local Tailnet.
+
+    Returns the registry handle (keep a reference to stay advertised),
+    or None if Tailscale/minidisc is unavailable.
+    """
+    try:
+        # Lazy import: optional dependency — this module is imported by consumers
+        # (e.g. the backend) that don't guarantee minidisc is installed.
+        import minidisc
+
+        # start_registry() blocks on ready.wait() with no timeout.
+        # If the server thread can't bind (e.g., Docker container without
+        # Tailscale interfaces), it hangs forever. Run with a timeout.
+        registry_holder = []
+
+        def _try_start():
+            registry_holder.append(minidisc.start_registry())
+
+        t = threading.Thread(target=_try_start, daemon=True)
+        t.start()
+        t.join(timeout=5)
+
+        if not registry_holder:
+            logger.debug(
+                "minidisc registry startup timed out after 5s — skipping advertisement"
+            )
+            return None
+
+        registry = registry_holder[0]
+        registry.advertise_service(port, name, labels or {})
+        logger.info("Advertising '%s' on port %d via minidisc", name, port)
+        return registry
+    except ImportError:
+        logger.debug("minidisc not installed — skipping service advertisement")
+    except Exception as e:
+        logger.debug("minidisc advertisement failed (non-fatal): %s", e)
+    return None
+
+
+def start_advertising(entries: list, backoff: Optional[list] = None):
+    """Advertise multiple services on the Tailnet from a single minidisc registry.
+
+    ``entries`` is a list of ``(name, port, labels)`` tuples. One registry is
+    started and every entry advertised through it; the registry handle is
+    returned and the caller MUST keep a reference to it — minidisc stops
+    advertising once the handle is garbage-collected.
+
+    Returns None (non-fatal) if minidisc is unavailable or the registry could not
+    bind the Tailscale interface — common on Docker Desktop/WSL2, where it may not
+    be bindable immediately, hence the retry/backoff. Advertising is best-effort.
+
+    NOTE: the containerized edge sidecar (``edge/agent.py``) keeps its own copy of
+    this start/backoff logic because its Docker build context excludes this module.
+    """
+    try:
+        # Lazy import: optional dependency — see comment on advertise_service.
+        import minidisc
+    except ImportError:
+        logger.debug("minidisc not installed — skipping advertisement")
+        return None
+
+    # start_registry() blocks on ready.wait() with no timeout; if the server
+    # thread can't bind the Tailscale interface it hangs forever. Run it with a
+    # timeout and retry with backoff (the interface may not be bindable yet).
+    def _try_start_registry():
+        holder = []
+
+        def _go():
+            holder.append(minidisc.start_registry())
+
+        t = threading.Thread(target=_go, daemon=True)
+        t.start()
+        t.join(timeout=10)
+        return holder[0] if holder else None
+
+    registry = None
+    for delay in backoff if backoff is not None else [0, 10, 30, 60]:
+        if delay:
+            time.sleep(delay)
+        try:
+            registry = _try_start_registry()
+        except Exception as e:  # noqa: BLE001 - advertising is best-effort
+            logger.debug("minidisc registry start failed (non-fatal): %s", e)
+            registry = None
+        if registry:
+            break
+        logger.warning(
+            "minidisc registry startup timed out (Tailscale interface not bindable yet)"
+        )
+
+    if not registry:
+        logger.warning(
+            "Could not start minidisc registry — Tailnet advertising disabled"
+        )
+        return None
+
+    for name, port, labels in entries:
+        try:
+            registry.advertise_service(port, name, labels or {})
+            logger.info("Advertising '%s' on port %d via minidisc", name, port)
+        except Exception as e:  # noqa: BLE001 - one bad entry shouldn't kill the rest
+            logger.debug("Failed to advertise '%s' (non-fatal): %s", name, e)
+
+    return registry
+
+
+def discover_service(
+    name: str,
+    labels: Optional[dict] = None,
+    timeout: int = 3,
+) -> Optional[str]:
+    """Discover a service on the Tailnet by name.
+
+    Returns ``"http://{addr}:{port}"`` or None if not found.
+    """
+    try:
+        # Lazy import: optional dependency — see comment on advertise_service.
+        import minidisc
+
+        endpoint = minidisc.find_service(name, labels or {})
+        if endpoint:
+            url = f"http://{endpoint}"
+            logger.info("Discovered '%s' at %s", name, url)
+            return url
+    except ImportError:
+        logger.debug("minidisc not installed — skipping service discovery")
+    except Exception as e:
+        logger.debug("minidisc discovery for '%s' failed (non-fatal): %s", name, e)
+    return None
+
+
+def resolve_service_url(
+    env_var: Optional[str],
+    service_name: str,
+    labels: Optional[dict] = None,
+    default: Optional[str] = None,
+) -> Optional[str]:
+    """Resolve a service URL with graceful fallback.
+
+    Priority:
+      1. Environment variable (if env_var is set and non-empty)
+      2. Minidisc discovery on Tailnet
+      3. default
+    """
+    if env_var:
+        value = os.getenv(env_var)
+        if value:
+            return value
+
+    discovered = discover_service(service_name, labels)
+    if discovered:
+        return discovered
+
+    return default
+
+
+def resolve_backend_url(
+    env_url: Optional[str],
+    *,
+    default: str = "http://localhost:8000",
+    logger: Optional[logging.Logger] = None,
+) -> str:
+    """Resolve the Chronicle backend URL, logging *how* the decision was made.
+
+    Order of preference: explicit ``env_url`` > minidisc discovery > ``default``.
+    Every path logs its outcome, and on fallback it explains *why* discovery did not
+    apply (minidisc missing, no tailscaled socket, or nothing advertised) so the
+    reason shows up in the app's logs instead of silently landing on localhost.
+    """
+    log = logger or logging.getLogger(__name__)
+
+    if env_url:
+        log.info("Backend URL set explicitly: %s", env_url)
+        return env_url
+
+    minidisc_installed = importlib.util.find_spec("minidisc") is not None
+    socket_present = is_tailscale_available()
+
+    if not minidisc_installed:
+        log.warning("Auto-discovery off: minidisc-python is not installed")
+    elif not socket_present:
+        log.warning(
+            "Auto-discovery off: tailscaled socket %s is absent "
+            "(normal with the macOS GUI Tailscale app)",
+            _TAILSCALE_SOCKET,
+        )
+    else:
+        discovered = discover_service(CHRONICLE_BACKEND)
+        if discovered:
+            log.info("Discovered backend via minidisc: %s", discovered)
+            return discovered
+        log.warning(
+            "Auto-discovery found no '%s' service on the tailnet", CHRONICLE_BACKEND
+        )
+
+    log.warning(
+        "Falling back to %s. Set BACKEND_URL in .env to your server, "
+        "e.g. https://<your-host>.ts.net",
+        default,
+    )
+    return default
+
+
+def _parse_endpoint(endpoint: str) -> tuple[str, int]:
+    """Parse a minidisc endpoint string like '100.99.62.5:8989' into (address, port)."""
+    if not endpoint:
+        return ("", 0)
+    try:
+        host, port_str = endpoint.rsplit(":", 1)
+        return (host, int(port_str))
+    except (ValueError, AttributeError):
+        return (endpoint, 0)
+
+
+def list_all_services() -> list[dict]:
+    """List all chronicle-* services on the Tailnet via minidisc.
+
+    Returns a list of dicts with keys: name, address, port, labels.
+    Gracefully returns [] on ImportError or any exception.
+    """
+    try:
+        # Lazy import: optional dependency — see comment on advertise_service.
+        import minidisc
+
+        raw = minidisc.list_services()
+        results = []
+        for svc in raw:
+            name = getattr(svc, "name", None) or (
+                svc.get("name") if isinstance(svc, dict) else None
+            )
+            if not name or not name.startswith("chronicle-"):
+                continue
+            labels = (
+                getattr(svc, "labels", {})
+                if not isinstance(svc, dict)
+                else svc.get("labels", {})
+            )
+            # minidisc Service objects use 'endpoint' (e.g. "100.x.x.x:8000"),
+            # not separate address/port fields.
+            endpoint = (
+                getattr(svc, "endpoint", "")
+                if not isinstance(svc, dict)
+                else svc.get("endpoint", "")
+            )
+            address, port = _parse_endpoint(str(endpoint))
+            results.append(
+                {
+                    "name": name,
+                    "address": address,
+                    "port": port,
+                    "labels": labels,
+                }
+            )
+        return results
+    except ImportError:
+        logger.debug("minidisc not installed — cannot list services")
+    except Exception as e:
+        logger.debug("minidisc list_services failed (non-fatal): %s", e)
+    return []
diff --git a/docs/README.md b/docs/README.md
new file mode 100644
index 00000000..66f57fa1
--- /dev/null
+++ b/docs/README.md
@@ -0,0 +1,27 @@
+# Chronicle Documentation
+
+This directory is the canonical home for Chronicle's technical documentation.
+Start with the repository [Quick Start Guide](../quickstart.md) for installation and
+day-to-day operation, and use [AGENTS.md](../AGENTS.md) for development conventions.
+
+## System
+
+- [Project overview](overview.md): components, deployment topology, and repository layout
+- [Testing and coverage](testing.md): fast Python lanes, coverage reports, and integration tests
+- [Audio pipeline](audio-pipeline-architecture.md): session, transcription, and memory flow
+- [Initialization system](init-system.md): setup wizard and service orchestration
+- [ScreenPipe capture nodes](screenpipe.md): local capture, Chronicle ingestion, desktop controls, and logs
+- [Podman](podman.md): rootless containers, GPU access, and engine migration
+- [SSL certificates](ssl-certificates.md): HTTPS setup and certificate trust
+
+## Backend
+
+- [Authentication](backend/auth.md): user identity, JWTs, and protected endpoints
+- [Memory system](backend/memories.md): agentic Markdown vault and retrieval
+- [Data archive and memory rebuild](backend/data-archive.md): full export/import and clean vault reconstruction
+- [Plugin configuration](backend/plugin-configuration.md): configuration and secret boundaries
+- [Plugin development](backend/plugin-development-guide.md): plugin lifecycle and APIs
+
+Service-specific instructions remain beside their implementations, such as
+[`extras/speaker-recognition/`](../extras/speaker-recognition/README.md) and
+[`extras/tts/`](../extras/tts/README.md).
diff --git a/docs/agents/frontend-ux-review.md b/docs/agents/frontend-ux-review.md
new file mode 100644
index 00000000..4fd197c6
--- /dev/null
+++ b/docs/agents/frontend-ux-review.md
@@ -0,0 +1,55 @@
+# Frontend UX Review Notes
+
+Use these Chronicle-specific lessons together with the installed
+`frontend-design-principles` skill and the repository's `screenshots` skill.
+
+## Visual hierarchy
+
+- Metadata should look like metadata. Use muted text and existing metadata rows;
+  do not give transcript versions, counts, or implementation details a colored
+  panel or prominent chip.
+- Color must communicate action or state. Decorative blue/amber treatments make
+  low-priority information compete with the conversation title and primary task.
+- Do not allocate a dedicated row to one small fact. Fold secondary information
+  into an existing row or omit it when it does not help a decision.
+- Apply the squint test before presenting a UI: the title and primary task should
+  remain dominant, and no incidental control should jump out.
+
+## Interaction design
+
+- Avoid duplicate actions. Destructive and maintenance actions such as
+  reprocessing belong in the three-dots menu when they are not the page's primary
+  task.
+- When making a card clickable, preserve every nested interaction. Use semantic
+  buttons for expanders and explicit event boundaries around editors, dropdowns,
+  playback, and selectable content. Verify both card navigation and nested controls
+  in a browser regression check.
+- A large click target needs a subtle hover/focus affordance; it should not require
+  a redundant "View details" link.
+- Small icon-only controls need an adequate hit area, an accessible name, and a
+  visible keyboard focus state.
+
+## Review workflows
+
+- A review surface must provide enough coverage to support judgment. One or two
+  clips are anecdotes, not a useful acoustic sample.
+- Keep semantically different training data separate. Chronicle uses `Noise` for
+  non-speech/undeciphered audio and `Background Speech` for intelligible speech
+  from TV, radio, media, or distant non-participants.
+- Show source context, timestamps, playback, coverage counts, and enough diverse
+  candidates to compare acoustic conditions. Balance quality with responsiveness;
+  the current background sampler targets 20 candidates per bucket across eight
+  conversations.
+
+## Visual verification
+
+- Capture the rendered page after the final change at 1440×1000 using
+  `skills/screenshots/SKILL.md`; authenticated and dynamic routes must use real data.
+- Inspect the screenshot rather than treating capture as proof. Look for wasted
+  rows, competing accents, inconsistent control styling, tiny targets, raw IDs,
+  redundant links, and controls that appear when they have no content.
+- Exercise interactions separately with Playwright. A static screenshot cannot
+  detect event bubbling, navigation conflicts, empty expanders, or unusable menus.
+- Treat login redirects, blank pages, unresolved loading, and development-server
+  reload loops as failed verification—not successful screenshots.
+
diff --git a/docs/audio-pipeline-architecture.md b/docs/audio-pipeline-architecture.md
new file mode 100644
index 00000000..88b02733
--- /dev/null
+++ b/docs/audio-pipeline-architecture.md
@@ -0,0 +1,462 @@
+# Audio Pipeline Architecture
+
+How audio flows through Chronicle from capture to storage, including processing stages, Redis streams, data storage, the plugin system, and error handling.
+
+## Overview
+
+Chronicle's audio pipeline is built on:
+
+- **Redis Streams**: Distributed message queues for audio chunks and transcription results
+- **Background Tasks**: Async consumers that process streams independently
+- **RQ Job Queue**: Orchestrates session-level and conversation-level workflows
+
+**Key Insight**: Multiple workers independently consume the **same audio stream** using Redis Consumer Groups, enabling parallel processing (transcription + disk persistence) without duplication.
+
+## Architecture Diagram
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                        AUDIO INPUT                              │
+│  WebSocket (/ws) │ File Upload (/audio/upload) │ Google Drive  │
+└────────────────────────────────┬────────────────────────────────┘
+                                 ↓
+                    ┌────────────────────────┐
+                    │  AudioStreamProducer   │
+                    │  - Chunk audio (0.25s) │
+                    │  - Session metadata    │
+                    └────────────┬───────────┘
+                                 ↓
+                    ┌────────────────────────────────┐
+                    │ Redis WAL (Per Recording)      │
+                    │ audio:stream:{session_id}      │
+                    └─────┬──────────────────┬───────┘
+                          ↓                  ↓
+          ┌───────────────────────┐  ┌──────────────────────┐
+          │ Transcription Consumer│  │ Audio Persistence    │
+          │ (streaming or batch)  │  │ Consumer Group       │
+          │                       │  │                      │
+          │ → Deepgram WebSocket  │  │ → Writes WAV files   │
+          │ → Batch buffering     │  │ → Monitors rotation  │
+          │ → Publish results     │  │ → Stores file paths  │
+          │ → TRIGGERS PLUGINS    │  │                      │
+          └───────────┬───────────┘  └──────────┬───────────┘
+                      ↓                          ↓
+          ┌───────────────────────┐  ┌──────────────────────┐
+          │ transcription:results │  │ Disk Storage         │
+          │ :{session_id}         │  │ data/chunks/*.wav    │
+          └───────────┬───────────┘  └──────────────────────┘
+                      ↓
+          ┌───────────────────────┐
+          │ TranscriptionResults  │
+          │ Aggregator            │
+          └───────────┬───────────┘
+                      ↓
+          ┌───────────────────────┐
+          │   RQ Job Pipeline     │
+          ├───────────────────────┤
+          │ speech_detection_job  │ ← Session-level
+          │         ↓             │
+          │ open_conversation_job │ ← Conversation-level
+          │         ↓             │
+          │ Post-Conversation:    │
+          │ • speaker_recognition │
+          │ • memory_extraction ──┤→ memory.processed plugin
+          │ • title_generation    │
+          │ • event_dispatch ─────┤→ conversation.complete plugin
+          └───────────┬───────────┘
+                      ↓
+          ┌───────────────────────┐
+          │   Final Storage       │
+          ├───────────────────────┤
+          │ MongoDB: conversations│
+          │ Disk: WAV files       │
+          │ FalkorDB: Memories +  │
+          │   Knowledge Graph     │
+          └───────────────────────┘
+```
+
+## Data Sources
+
+| Source | Endpoint | Details |
+|--------|----------|---------|
+| **WebSocket Streaming** | `/ws?codec=pcm\|opus&token=xxx&device_name=xxx` | Wyoming Protocol (JSON lines + binary). Handlers: `handle_pcm_websocket()`, `handle_omi_websocket()`. JWT required. |
+| **File Upload** | `POST /api/audio/upload` | Multiple WAV files (multipart). Admin only. Device ID: `{user_id_suffix}-upload` or custom. |
+| **Google Drive** | `POST /api/audio/upload_audio_from_gdrive` | Downloads from Google Drive folder ID, enqueues for processing. |
+
+**File**: `backends/advanced/src/advanced_omi_backend/routers/websocket_routes.py` (WS), `api_router.py` (upload)
+
+## Redis Streams: The Central Pipeline
+
+### Audio Stream
+
+Key: `audio:stream:{session_id}`
+
+- Recording-specific isolation (a reconnect cannot mutate an older capture)
+- Fan-out: multiple consumer groups read the same stream
+- Uncapped and unexpired until terminal consumer-group drain is proven
+- Every audio entry carries its immutable `conversation_id` owner
+
+### Session Metadata
+
+Key: `audio:session:{session_id}` — Redis Hash, no TTL while active
+
+Fields: `user_id`, `client_id`, `connection_id`, `stream_name`, `status` (`active` → `finalizing` → `complete`), `chunks_published`, `speech_detection_job_id`, `audio_persistence_job_id`, `websocket_connected`, `transcription_error`
+
+### Other Redis Keys
+
+| Key | Type | Purpose | TTL |
+|-----|------|---------|-----|
+| `transcription:results:{session_id}` | Stream | Final transcription results | Deleted on conversation end |
+| `transcription:interim:{session_id}` | Pub/Sub | Real-time interim results for UI | Ephemeral |
+| `transcription:complete:{session_id}` | String | Completion signal (`"1"` or `"error"`) | 5 min |
+| `conversation:current:{session_id}` | String | Current conversation ID (signals WAV rotation) | 24 hours |
+| `audio:file:{conversation_id}` | String | Audio file path on disk | 24 hours |
+| `session:conversation_count:{session_id}` | Counter | Conversations in session | 1 hour |
+| `speech_detection_job:{session_id}` | String | Job ID for cleanup | 1 hour after close |
+| `system:event_log` | List | Plugin event audit log (capped at 1000) | None |
+
+## Producer: AudioStreamProducer
+
+**File**: `services/audio_stream/producer.py` — runs in `chronicle-backend` container
+
+1. **`init_session()`**: Creates `audio:session:{session_id}` hash, initializes in-memory buffer
+2. **`add_audio_chunk()`**: Buffers incoming audio and atomically checks `ACTIVE`, snapshots `conversation:current:{session_id}`, and appends a fixed 0.25s entry to `audio:stream:{session_id}`
+3. **`finalize_session()`**: Appends the residual audio and END marker before advancing producer state
+
+## Dual-Consumer Architecture
+
+Redis Consumer Groups enable two independent consumers on the same audio stream.
+
+### Consumer 1: Transcription
+
+**A. Streaming** (`services/transcription/streaming_consumer.py`)
+- Consumer group: `streaming-transcription`
+- Opens persistent Deepgram WebSocket per stream, sends chunks immediately
+- Publishes interim results via Pub/Sub, final results to `transcription:results:{session_id}` stream
+- Triggers `transcript.streaming` plugin event on final results
+- ACKs messages after processing
+
+**B. Batch** (`services/audio_stream/consumer.py`)
+- Consumer group: `{provider}_workers` (e.g., `deepgram_workers`, `parakeet_workers`)
+- Buffers 30 chunks (~7.5s), batch transcribes, adjusts timestamps, publishes results
+- ACKs after publishing; it never trims the shared raw WAL
+
+### Consumer 2: Audio Persistence
+
+**File**: `workers/audio_jobs.py` — `audio_streaming_persistence_job()`
+
+- Consumer group: `audio_persistence`
+- Encodes PCM to Opus and writes `audio_chunks` documents to MongoDB in real time
+- Reads the immutable `conversation_id` stamped on each WAL entry
+- Replays pending entries before reading new entries
+- Commits a majority+journaled Mongo chunk before ACKing exact Redis message IDs
+- Updates each owning conversation's chunk-count, duration, and compression metadata
+
+Placeholder creation and assignment are owned by
+`services/audio_stream/conversation_lifecycle.py`. The module serializes creation per
+session, checks that the session is still active, and atomically publishes an assignment
+only when no current owner exists. This prevents a conversation close immediately followed
+by session finalization from creating an empty, permanently active placeholder.
+
+### Fan-Out Visualization
+
+```
+audio:stream:user01-phone
+    ├─ Consumer Group: "streaming-transcription"
+    │  └─ streaming-worker → Deepgram WS → results stream + plugins
+    ├─ Consumer Group: "deepgram_workers"
+    │  └─ batch workers → Buffer(30) → API → results stream
+    └─ Consumer Group: "audio_persistence"
+       └─ persistence-worker → WAV file on disk
+```
+
+## Transcription Results Aggregator
+
+**File**: `services/audio_stream/aggregator.py` — stateless, in-memory
+
+- **`get_combined_results(session_id)`**: Reads all entries from results stream, combines text/segments/words. Streaming mode uses latest final result; batch mode combines sequentially.
+- **`get_realtime_results(session_id, last_id)`**: Incremental polling for live UI updates.
+
+## Job Queue Orchestration (RQ)
+
+**File**: `controllers/queue_controller.py` — enqueued in `chronicle-backend`, executed in `rq-worker`
+
+### Job Pipeline
+
+```
+Session Starts
+    ↓
+stream_speech_detection_job          ← Session-level, up to 24h
+    ↓ (speech detected)
+open_conversation_job                ← Conversation-level, up to 3h
+    ↓ (conversation ends)
+Post-Conversation Chain (RQ depends_on):
+  [transcribe_full_audio_job]        ← File uploads only, RAISES on failure
+  → recognize_speakers_job           ← 20 min timeout
+  → memory_extraction_job            ← 15 min timeout
+  → generate_title_summary_job       ← 5 min timeout
+  → dispatch_conversation_complete   ← 2 min timeout
+```
+
+### Speech Detection Job
+
+**File**: `workers/transcription_jobs.py` — `stream_speech_detection_job()`
+
+Polls `TranscriptionResultsAggregator` at 1s intervals. Speech criteria: word count > 10, duration > 5s, confidence above threshold. When detected: creates conversation in MongoDB, enqueues `open_conversation_job`, exits (restarts after conversation ends). Checks `transcription_error` flag on each poll.
+
+### Open Conversation Job
+
+**File**: `workers/conversation_jobs.py` — `open_conversation_job()`
+
+1. Creates conversation in MongoDB
+2. Sets `conversation:current:{session_id}` → triggers WAV file rotation
+3. Polls transcription updates (1s), dispatches `transcript.streaming` plugin events
+4. Tracks inactivity (60s timeout). End conditions: disconnect, manual stop, inactivity, plugin close
+5. Waits for transcription completion (30s max) and audio file path
+6. Enqueues post-conversation pipeline
+7. Calls `handle_end_of_conversation()` → conditionally clears its own assignment and,
+   only if the session remains active, assigns the next always-persist placeholder before
+   re-enqueuing speech detection
+
+### Post-Conversation Jobs
+
+| Job | What it does | On Failure |
+|-----|-------------|------------|
+| `transcribe_full_audio_job` | Batch transcribes full audio (file uploads only). Dispatches `transcript.batch` plugin event. | **Raises** → blocks entire chain |
+| `recognize_speakers_job` | Sends audio + segments to speaker service, updates speaker labels | Returns dict → chain continues |
+| `memory_extraction_job` | LLM extracts facts, stores in FalkorDB (Chronicle native) or OpenMemory. Dispatches `memory.processed` plugin event | Returns dict → chain continues |
+| `generate_title_summary_job` | LLM generates title/summary, updates MongoDB | Returns dict → chain continues |
+| `dispatch_conversation_complete_event_job` | Dispatches `conversation.complete` plugin event | Returns dict |
+
+**Critical RQ behavior**: A raised exception marks a job "failed" and all dependent jobs stay **deferred forever**. This is why most post-conversation jobs return `{"success": False}` instead of raising.
+
+### Session Restart
+
+`handle_end_of_conversation()` (`utils/conversation_utils.py`): Deletes transcription results stream, increments conversation count, re-enqueues speech detection if WebSocket still connected.
+
+## Data Storage
+
+### MongoDB (`chronicle` database)
+
+**`conversations` collection**:
+```python
+{
+    "conversation_id": "uuid",
+    "audio_uuid": "session_id",
+    "user_id": ObjectId,
+    "client_id": "user01-phone",
+    "title": "Meeting notes",
+    "summary": "...",
+    "detailed_summary": "...",
+    "transcript": "Full text",
+    "audio_path": "1704067200000_user01-phone_convid.wav",
+    "active_transcript_version": "v1",
+    "transcript_versions": { "v1": { "text": "...", "segments": [...], "words": [...], "provider": "deepgram" } },
+    "segments": [SpeakerSegment],  # mirrors active version
+    "created_at": "...", "completed_at": "...",
+    "end_reason": "user_stopped|inactivity_timeout|websocket_disconnect",
+    "deleted": false
+}
+```
+Indexes: `user_id`, `client_id`, `conversation_id` (unique)
+
+**`audio_chunks` collection**: Raw audio session data (`audio_uuid`, `user_id`, `client_id`). Always created; conversations only created when speech detected.
+
+### Disk Storage
+
+Location: `backends/advanced/data/chunks/` (volume-mounted)
+Format: `{timestamp_ms}_{client_id}_{conversation_id}.wav`
+Created by `audio_streaming_persistence_job()`, read by post-conversation jobs. Manual cleanup only.
+
+### Memory Storage
+
+- **FalkorDB** (Chronicle native): Container `falkordb`, port 6379. Graph (ConvDoc/ConvChunk/ConvEntity + Entity/Relationship KG) with embedded vector + BM25 indexes. Hybrid search.
+- **OpenMemory MCP**: Container `openmemory-mcp`, port 8765, cross-client storage (uses its own internal Qdrant).
+
+Both written by `memory_extraction_job()`, read by `/api/memories/search`.
+
+## Plugin System
+
+**Framework**: `backends/advanced/src/advanced_omi_backend/plugins/` (base.py, router.py, events.py, services.py)
+**Implementations**: `plugins/` at repo root
+
+### Events
+
+| Event | Emitted By | When |
+|-------|-----------|------|
+| `transcript.streaming` | Streaming consumer + open_conversation_job | Each final transcription result |
+| `transcript.batch` | transcribe_full_audio_job | After batch transcription |
+| `conversation.complete` | dispatch_conversation_complete_event_job | After all post-conversation jobs |
+| `memory.processed` | memory_extraction_job | After memory extraction |
+| `conversation.starred` | conversation_controller.toggle_star() | User stars/unstars via API |
+| `button.single_press` / `button.double_press` | websocket_controller._handle_button_event() | OMI device button tap |
+| `plugin_action` | PluginServices.call_plugin() | Cross-plugin call |
+
+**Note**: `transcript.streaming` is dispatched from **two** sites — the streaming consumer (FastAPI process) and `open_conversation_job` (RQ worker process) — ensuring wake-word plugins react in real-time.
+
+### Event Data
+
+| Event | Key Fields in `PluginContext.data` |
+|-------|-----------|
+| `transcript.*` | `transcript`, `segment_id`, `conversation_id`, `segments`, `word_count` |
+| `conversation.complete` | `conversation` (dict), `transcript`, `duration`, `conversation_id` |
+| `memory.processed` | `memories` (list), `conversation` (dict), `memory_count` |
+| `conversation.starred` | `conversation_id`, `starred` (bool), `starred_at`, `title` |
+| `button.*` | `state`, `timestamp`, `audio_uuid`, `session_id`, `client_id` |
+
+### Discovery and Loading
+
+On startup (`app_factory.py`, Phase 4):
+1. `discover_plugins()` scans `plugins/` directory for subdirectories with `plugin.py`
+2. Imports module, finds `BasePlugin` subclass by introspection
+3. Three-layer config merge: `plugins/{id}/config.yml` (defaults) → `plugins/{id}/.env` (secrets) → `config/plugins.yml` (orchestration)
+4. Instantiates plugin, calls `register_prompts()`, `register_plugin()`, `initialize()`
+5. Builds inverted index: `_plugins_by_event[event] → [plugin_ids]`
+
+**RQ Workers**: `ensure_plugin_router()` handles lazy re-initialization in worker processes.
+**Hot Reload**: `reload_plugins()` purges `sys.modules`, builds new router, atomically swaps global.
+
+### Dispatch Flow
+
+`PluginRouter.dispatch_event()`:
+1. Lookup plugins by event (O(1) index)
+2. For each enabled plugin: check condition → build context → call handler
+3. On exception: log with traceback, continue to next plugin (never propagates)
+4. Log event to `system:event_log` Redis list
+5. `should_continue=False` stops the chain; exceptions do not
+
+### Condition Types
+
+| Type | Behavior |
+|------|----------|
+| `always` | Always executes |
+| `wake_word` | Checks if transcript **starts with** any `wake_words`, extracts command after wake word |
+| `keyword_anywhere` | Checks if keyword appears **anywhere**, extracts remaining text as command |
+| `conditional` | Reserved for future use (currently always executes) |
+
+Button and starred events bypass all transcript-based conditions.
+
+### Plugin Services
+
+```python
+await context.services.close_conversation(session_id, reason)   # Trigger post-processing
+await context.services.star_conversation(session_id)             # Star/unstar
+result = await context.services.call_plugin("homeassistant", "toggle_lights", data)  # Cross-plugin
+```
+
+`close_conversation()`: Checks `conversation:current:{session_id}` in Redis, signals `open_conversation_job` to end.
+`call_plugin()`: Direct call bypassing router dispatch.
+
+### ASR Keyword Hints
+
+Plugin router collects `wake_words`/`keywords` from enabled plugins via `get_asr_keywords()`, injected as recognition hints into Deepgram (`keyterm`) and VibeVoice (`context_info`).
+
+### Configuration
+
+```yaml
+# config/plugins.yml (orchestration, committed)
+plugins:
+  my_plugin:
+    enabled: true
+    events: [transcript.streaming, conversation.complete]
+    condition: { type: wake_word, wake_words: ["hey chronicle"] }
+    api_url: ${MY_API_URL}
+
+# plugins/{id}/config.yml (non-secret defaults, committed)
+# plugins/{id}/.env (secrets, gitignored)
+```
+
+### Button Event Flow
+
+```
+OMI Device (BLE button) → friend-lite-sdk (parse_button_event)
+  → BLE Client (Wyoming protocol: {"type": "button-event", ...})
+  → Backend (_handle_button_event) → dispatch_event to plugins
+  → Plugin (on_button_event) → can close_conversation/call_plugin
+```
+
+### Existing Plugins
+
+| Plugin | Events | Purpose |
+|--------|--------|---------|
+| `email_summarizer` | `conversation.complete` | Emails conversation summaries |
+| `homeassistant` | `plugin_action` | Smart home control via cross-plugin calls |
+| `test_event` | `conversation.complete` | Test/debug event logging |
+| `test_button_actions` | `button.single_press`, `button.double_press` | Button → close conversation, star, call plugin |
+
+## Failure Handling
+
+### Per-Component Behavior
+
+| Component | On Failure | Net Effect |
+|-----------|-----------|------------|
+| **Streaming transcription** (Deepgram WS) | Sets `transcription_error` in session hash, re-raises. No retry. | Speech detection exits on next poll. User must reconnect. |
+| **Batch transcription** (API) | Logged, messages NOT ACKed. Dead consumer cleanup (30s) eventually ACKs and discards. | Failed chunks silently lost. |
+| **Speech detection job** | Checks `transcription_error` each poll. 60s no-activity watchdog. 2h max runtime. | No conversation created. No automatic restart. |
+| **Conversation job** | `try/finally` always calls `handle_end_of_conversation(end_reason="error")`. | Session always recovers; failed conversation may be marked deleted. |
+| **Audio persistence** | Buffer NOT cleared on write failure (can retry next chunk). | Audio partially lost on persistent failures; logged but not surfaced. |
+| **WebSocket disconnect** | `cleanup_client_state()` → `finalize_session()` → 60s TTL on stream. Does NOT cancel speech detection. | Orderly shutdown. In-flight processing completes. |
+| **Redis connection** | No circuit breaker. Unhandled `ConnectionError` → RQ marks job failed. | Dependent jobs stay deferred forever. Manual recovery needed. |
+
+### Post-Conversation Job Failures
+
+| Job | On Failure | Chain Impact |
+|-----|-----------|-------------|
+| `transcribe_full_audio_job` | **Raises** | All downstream deferred **forever** |
+| `recognize_speakers_job` | Returns dict | Chain continues without speaker labels |
+| `memory_extraction_job` | Returns dict | Chain continues without memories |
+| `generate_title_summary_job` | Returns dict | Chain continues without title |
+
+### Conversation Job `try/finally` Pattern
+
+```python
+end_of_conversation_handled = False
+try:
+    # ... conversation phases ...
+    end_of_conversation_handled = True
+    return await handle_end_of_conversation(...)
+finally:
+    if not end_of_conversation_handled:
+        await handle_end_of_conversation(..., end_reason="error")
+```
+
+### Dead Consumer Cleanup
+
+- **Automatic**: `cleanup_dead_consumers()` — 30s idle threshold → XCLAIM + XACK (discards, no reprocess) + DELCONSUMER
+- **Manual**: `cleanup_stuck_stream_workers()` endpoint — 5 min idle threshold, same pattern
+- **Zombie RQ jobs**: `check_job_alive()` called each iteration of long-running jobs; exits if job missing from Redis
+
+### Edge Cases
+
+- **No meaningful speech**: `transcribe_full_audio_job` marks conversation `deleted=True`, `end_reason="no_meaningful_speech"` (word count < 10, duration < 5s)
+- **Audio file not ready**: 30s timeout → conversation marked deleted with `end_reason="audio_file_not_ready"`
+- **Stream trimming**: MAXLEN 25,000 on audio streams; results streams deleted after conversation ends
+- **Session timeout**: 24h max → graceful exit, cleanup
+
+### Job Timeouts
+
+| Job | Queue | Timeout |
+|-----|-------|---------|
+| `speech_detection_job` | `transcription_queue` | 24 hours |
+| `audio_persistence_job` | `audio_queue` | 24 hours |
+| `recognize_speakers_job` | `default_queue` | 20 min |
+| `memory_extraction_job` | `memory_queue` | 15 min |
+| `generate_title_summary_job` | `default_queue` | 5 min |
+
+On timeout, RQ kills the job. Dependent deferred jobs stay deferred forever.
+
+### BackgroundTaskManager
+
+**File**: `task_manager.py` — tracks all async tasks in the FastAPI process.
+
+- `track_task()` / `_task_done()`: Register, detect completion/error, cap completed at 1,000
+- `_periodic_cleanup()`: Every 30s, cancels tasks exceeding timeout
+- `shutdown()`: Cancels all, waits 30s
+- `cancel_tasks_for_client()`: On disconnect, cancels non-processing tasks (preserves `transcription_chunk`, `memory`, `cropping`)
+
+### What the Pipeline Does NOT Do
+
+- **No retry logic**: Failures log-and-continue or raise/return-failure. No backoff, no dead letter queues.
+- **No circuit breakers**: External service outages cause immediate failures.
+- **No cascade job cancellation**: Failed/timed-out RQ jobs leave dependents deferred forever.
+- **No automatic session recovery**: Failed speech detection → session dead until reconnect.
diff --git a/docs/backend/audio-durability.md b/docs/backend/audio-durability.md
new file mode 100644
index 00000000..a9b415e8
--- /dev/null
+++ b/docs/backend/audio-durability.md
@@ -0,0 +1,104 @@
+# Raw audio durability state machine
+
+Chronicle has one raw-audio durability path:
+
+`backend process buffer -> Redis Stream WAL -> journaled MongoDB audio chunk -> Redis XACK`
+
+There is no alternate persistence fallback. An error stops the transition and leaves
+the last durable state intact.
+
+## Guarantee boundary
+
+The guarantee begins when Redis returns success from `XADD`. Redis runs AOF with
+`appendfsync always`, so that response follows a filesystem sync. Before `XADD`
+returns, bytes exist only in the backend/device transport and cannot survive a backend
+host crash; closing the connection on ingress error prevents Chronicle from pretending
+that such a capture remained contiguous.
+
+## Session transitions
+
+| From | Event and required commit | To | Error behavior |
+|---|---|---|---|
+| Disconnected | audio-start begins initialization | Connecting | Connection is rejected; no audio accepted |
+| Connecting | A unique session/WAL exists, a Mongo conversation owner is atomically assigned, and the single persistence job is live | Active | State does not become ingress-ready |
+| Active | One transaction verifies session `ACTIVE`, snapshots its owner, and `XADD`s the owned audio | Active | Producer buffer and sequence stay unchanged; connection stops |
+| Active/owner A | Conversation closes while capture continues; Mongo owner B is inserted, then Redis pointer A→B is compare-and-swapped | Active/owner B | Candidate B is deleted; owner A remains |
+| Active | Residual producer buffer `XADD` succeeds, then terminal marker `XADD` succeeds, then session status is written | Draining | Status does not advance and the same buffer/session remains retryable |
+| Draining | Producer commits `FINISHED` (no more `XADD`s are legal) | Producer-finished | A failed write leaves the connection/session available for the same finalization transition |
+| Producer-finished | Persistence group has zero lag, zero pending entries, and no local PCM | Persistence-complete/retained | Stream remains if proof is unavailable |
+| Persistence-complete | Every required and registered consumer group has zero lag and zero pending entries | Stream deleted | Stream remains |
+
+`SessionStatus.ACTIVE` may exist briefly inside Connecting, but the controller does not
+return to the receive loop until owner assignment and job liveness both succeed. Each
+recording attempt has a new `session_id`; reconnect never resets an older hash, stream,
+consumer, or producer buffer.
+
+## Error semantics
+
+`Error` is an attempt outcome, not a second storage path or a state that consumes data.
+
+| Error location | Observable result | State retained |
+|---|---|---|
+| Connecting | audio-start/connection is rejected | No ingress-ready session |
+| Producer before Redis accepts | socket is closed; no later packet is accepted | Exact producer buffer and chunk number |
+| Disconnect/finalize | client is not removed, so reconnect must retry cleanup first | Same unique session and producer buffer |
+| Mongo insert or metadata update | RQ attempt fails and retries | Redis entries remain pending |
+| After Mongo insert, before ACK | RQ retry finds the provenance-keyed chunk | Mongo chunk plus pending Redis IDs |
+| Retention inspection | deletion is refused | Full Redis stream |
+
+There is no `continue`, guessed owner, age-based delete, alternate store, or
+administrative ACK on these paths.
+
+## Redis message transitions
+
+| State | Redis evidence | Only legal next transition |
+|---|---|---|
+| Accepted/unread | persistence group `lag > 0`; entry contains `conversation_id` | `XREADGROUP` makes it pending |
+| Pending | persistence group `pending > 0` | Encode and commit Mongo chunk |
+| Mongo committed | chunk has the stream/message provenance key and the write is majority+journal acknowledged | Update visible metadata |
+| Metadata committed | Mongo writes succeeded | `XACK` the exact source IDs |
+| Acknowledged | group no longer owns the IDs | Eligible for stream-level drain proof |
+
+A worker crash before `XACK` leaves entries pending. Every worker attempt starts by
+reading its pending list before reading new entries. If the Mongo insert succeeded but
+the worker died before `XACK`, the unique `(source_stream,
+source_first_message_id)` key turns replay into an idempotent metadata retry rather
+than duplicate audio.
+
+## Worker runtime transitions
+
+The persistence worker tracks two independent axes:
+
+- Reader: `recovering_pending -> tailing_new`
+- Session: `active -> draining`
+
+Completion is legal only in `(tailing_new, draining)` after the persistence group is
+proven drained. Any exception changes the RQ attempt to Error; unread/pending Redis
+state is not changed, and the next RQ attempt starts again at `recovering_pending`.
+
+Conversation handoff has no unassigned interval. The lifecycle inserts the successor
+first and compare-and-swaps the Redis pointer, while producer `XADD` watches that same
+pointer. The persistence worker groups by the immutable owner on each entry; a pointer
+change or worker restart cannot merge two conversations.
+
+## Forbidden cleanup
+
+Raw `audio:stream:*` keys must never be:
+
+- capped with `MAXLEN`;
+- trimmed by an independent consumer;
+- expired because a socket disconnected or a stream is old;
+- administratively claimed and ACKed without committing the side effect;
+- deleted while the session is active or any group has unknown/non-zero lag or pending.
+
+Age is not durability evidence.
+
+## Regression coverage
+
+`tests/test_audio_durability.py` covers Redis append failure, inactive/ownerless
+ingress, owner rotation, Mongo failure, pending recovery, commit-before-ACK crash
+replay, retention lag, terminal residual flush, and legal runtime transitions.
+`tests/test_audio_persistence_lifecycle.py` covers the conversation-close/finalize
+race. `tests/test_streaming_persistence_invariant.py` covers unique reconnect sessions,
+connection-level fail-closed behavior, failed-disconnect retention, ordered stop, and
+persistence liveness.
diff --git a/backends/advanced/Docs/auth.md b/docs/backend/auth.md
similarity index 99%
rename from backends/advanced/Docs/auth.md
rename to docs/backend/auth.md
index b1b9c273..fd019c90 100644
--- a/backends/advanced/Docs/auth.md
+++ b/docs/backend/auth.md
@@ -16,11 +16,11 @@ class User(BeanieBaseUser, Document):
     is_active: bool = True
     is_superuser: bool = False
     is_verified: bool = False
-    
+
     # Custom fields
     display_name: Optional[str] = None
     registered_clients: dict[str, dict] = Field(default_factory=dict)
-    
+
     @property
     def user_id(self) -> str:
         """Return string representation of MongoDB ObjectId for backward compatibility."""
@@ -41,7 +41,7 @@ class UserManager(BaseUserManager[User, PydanticObjectId]):
         """Authenticate with email+password"""
         username = credentials.get("username")
         # Email-based authentication only
-        
+
     async def get_by_email(self, email: str) -> Optional[User]:
         """Get user by email address"""
 ```
@@ -287,7 +287,7 @@ curl -H "Authorization: Bearer $TOKEN" http://localhost:8000/users/me
    ```bash
    # Old
    AUTH_USERNAME=abc123  # Custom user_id (deprecated)
-   
+
    # New
    AUTH_USERNAME=user@example.com  # Email address only
    ```
@@ -296,7 +296,7 @@ curl -H "Authorization: Bearer $TOKEN" http://localhost:8000/users/me
    ```python
    # Old
    username = AUTH_USERNAME  # Could be email or user_id
-   
+
    # New
    username = AUTH_USERNAME  # Email address only
    ```
@@ -336,4 +336,4 @@ async def get_all_data(user: User = Depends(current_superuser)):
 # Unified user dashboard
 ```
 
-This authentication system provides enterprise-grade security with developer-friendly APIs, supporting email/password authentication and modern OAuth flows while maintaining proper data isolation and user management capabilities using MongoDB's robust ObjectId system.
\ No newline at end of file
+This authentication system provides enterprise-grade security with developer-friendly APIs, supporting email/password authentication and modern OAuth flows while maintaining proper data isolation and user management capabilities using MongoDB's robust ObjectId system.
diff --git a/docs/backend/data-archive.md b/docs/backend/data-archive.md
new file mode 100644
index 00000000..e0058da0
--- /dev/null
+++ b/docs/backend/data-archive.md
@@ -0,0 +1,132 @@
+# Data Archive and Memory Rebuild
+
+Chronicle can export its durable data to a checksummed `.chronicle` archive,
+restore that archive, and reconstruct the Markdown memory vault from the active
+conversation transcripts.
+
+## What is archived
+
+The archive contains:
+
+- every MongoDB collection as a BSON stream, including users, conversations,
+  transcript versions, annotations, chat data, and `audio_chunks`;
+- the original Opus bytes and timing metadata stored in each audio chunk;
+- `data/conversation_docs/`, `data/memory_md/`, and legacy
+  `data/audio_chunks/` files;
+- a versioned manifest with the document count, byte size, and SHA-256 digest
+  of every archive member.
+
+BSON is used instead of JSON so MongoDB ObjectIds, datetimes, binary audio, and
+nested transcript data round-trip without conversion. Archives include password
+hashes and personal data from the users collection. Store them as sensitive data.
+
+## Maintenance window
+
+Export is not a transactional MongoDB snapshot. For a consistent archive, stop
+new device ingestion and the services that write data while running maintenance:
+
+```bash
+cd backends/advanced
+docker compose stop chronicle-backend workers annotation-cron
+./chronicle-data.sh export
+docker compose start chronicle-backend workers annotation-cron
+```
+
+`chronicle-data.sh` uses a one-off Compose container, so the backend service may
+remain stopped. Set `CONTAINER_ENGINE=podman` or `COMPOSE_CMD=podman-compose` for
+a Podman deployment.
+
+## Export and verify
+
+With no output argument, archives are written under `data/backups/`:
+
+```bash
+./chronicle-data.sh export
+./chronicle-data.sh export /app/data/backups/before-upgrade.chronicle
+./chronicle-data.sh verify /app/data/backups/before-upgrade.chronicle
+```
+
+The exporter writes to a partial file and renames it only after completion. The
+importer verifies the complete manifest and every checksum before changing MongoDB
+or filesystem data.
+
+During import, Chronicle first groups conversations by chunk structure, then decodes
+only matching candidates and fingerprints their PCM samples. This detects the same
+clip even when its Opus container bytes differ. If identical audio occurs more than
+once in the archive, only the earliest conversation by `created_at` is imported; its
+transcript versions are retained and the later conversation plus related audio
+chunks, annotations, waveforms, and other conversation-scoped records are skipped.
+Merge imports also compare against audio already in MongoDB, where the existing
+conversation wins. Every skipped duplicate is written to the application log and
+printed by the CLI with both conversation IDs.
+
+## Restore an archive
+
+Merge restore upserts documents by MongoDB `_id` and overlays filesystem files:
+
+```bash
+./chronicle-data.sh import /app/data/backups/before-upgrade.chronicle
+```
+
+Replace restore clears every collection and filesystem root represented by the
+archive before restoring it:
+
+```bash
+./chronicle-data.sh import /app/data/backups/before-upgrade.chronicle \
+  --replace --force
+```
+
+Use `--database-only` to leave the current vault and legacy filesystem audio
+untouched.
+
+## Restore and rebuild derived data
+
+`--rebuild-from` imports the durable MongoDB records, deliberately skips the
+archived `memory_audit` collection and vault files, clears current derived memory
+state for all users, and queues active transcripts from the selected stage:
+
+```bash
+./chronicle-data.sh import /app/data/backups/before-upgrade.chronicle \
+  --replace --rebuild-from memory --force
+
+./chronicle-data.sh import /app/data/backups/before-upgrade.chronicle \
+  --replace --rebuild-from speakers --force
+```
+
+The `speakers` mode runs speaker recognition first and creates new active transcript
+versions before starting memory reconstruction. It processes every non-deleted
+conversation with an active transcript; `memory_excluded=true` conversations receive
+speaker processing but remain excluded from memory. The `memory` mode starts directly
+from the imported active transcripts.
+
+Transcript-only conversations that have no stored audio chunks are reported and
+skipped by the speaker stage. They still participate in memory reconstruction from
+their imported active transcript.
+
+Speaker and memory jobs are ordered chronologically within each user through RQ
+dependencies. A failed speaker conversation is logged and skipped without blocking
+later conversations; its memory is rebuilt from the unchanged active transcript.
+Different users can rebuild in parallel. A copy of the old vault is written to
+`data/backups/memory_vault_<timestamp>.tar.gz` before it is cleared; pass
+`--no-vault-backup` to disable that copy.
+
+Start the workers after the import command queues the replay chains:
+
+```bash
+docker compose start workers chronicle-backend annotation-cron
+```
+
+## Rebuild memory from current data
+
+The same clean rebuild can run without importing an archive:
+
+```bash
+./chronicle-data.sh rebuild-memory --dry-run
+./chronicle-data.sh rebuild-memory --force
+./chronicle-data.sh rebuild-memory --rebuild-from speakers --force
+./chronicle-data.sh rebuild-memory --user-id 507f1f77bcf86cd799439011 --force
+```
+
+The rebuild refuses to start when an existing queued, deferred, scheduled, or
+running speaker or memory job targets any selected conversation. Syncthing
+`.stfolder` and `.stignore` markers are retained while vault content is cleared.
diff --git a/docs/backend/memories.md b/docs/backend/memories.md
new file mode 100644
index 00000000..087def94
--- /dev/null
+++ b/docs/backend/memories.md
@@ -0,0 +1,109 @@
+# Memory Service: The Agentic Markdown Vault
+
+> 📖 **Prerequisite**: Read the [Quick Start Guide](../../quickstart.md) first for system overview.
+
+This document explains how Chronicle stores and retrieves memories.
+
+Chronicle has **one** memory provider: `chronicle`. It is an **agentic Markdown vault** — a directory of Obsidian-style notes that is the single source of truth for memories. There is no separate vector database, no embeddings, and no hybrid search index. Memories are plain Markdown files; both writing and reading are driven by tool-calling LLM agents.
+
+**Code References**:
+- **Provider**: `src/advanced_omi_backend/services/memory/providers/chronicle.py`
+- **Memory agents**: `src/advanced_omi_backend/services/memory/agent/` (write agent + read/retrieval agent)
+- **Memory extraction job**: runs in the post-conversation RQ chain (`memory_extraction_job`), calls `memory_service.add_memory()`
+- **Configuration**: `config/config.yml` (memory + LLM sections) + `src/model_registry.py`
+
+## Overview
+
+```
+Conversation transcript
+        │
+        ▼ memory_extraction_job → memory_service.add_memory()
+┌─────────────────────────────┐
+│  Write agent (_add_memory_  │   tool-calling LLM
+│  agent)                     │   • record conversation note
+│                             │   • surgically edit People/
+│                             │     Topics/Category notes
+└──────────────┬──────────────┘
+               ▼
+   data/conversation_docs/<user_id>/   ← the vault (source of truth)
+        Conversations/<id>.md
+        People/<name>.md
+        Topics/<topic>.md
+        <Category>/<name>.md
+               ▲
+               │ ripgrep (grep / glob / read_note tools)
+┌──────────────┴──────────────┐
+│  Read agent (_search_vault_ │   tool-calling LLM
+│  grep)                      │   • greps the vault
+│                             │   • reads relevant notes
+│                             │   • synthesizes an answer
+└─────────────────────────────┘
+               ▲
+   /api/memories/search   and   chat `search_memories` tool
+```
+
+## Storage: the vault layout
+
+The vault lives on disk at:
+
+```
+data/conversation_docs/<user_id>/
+```
+
+It is per-user (keyed by the MongoDB ObjectId `user_id`) and organized into note types:
+
+| Note type | Path | Contents |
+|-----------|------|----------|
+| **Conversations** | `Conversations/<conversation_id>.md` | One note per conversation — the record of what was discussed. |
+| **People** | `People/<name>.md` | A note per person mentioned, accumulating facts about them over time. |
+| **Topics** | `Topics/<topic>.md` | A note per recurring topic. |
+| **Categories** | `<Category>/<name>.md` | Other category notes (e.g. places, projects, preferences). |
+
+These are ordinary Markdown files — readable, editable, and grep-able. Because the vault is the system of record, memories survive as durable text rather than as opaque vector rows.
+
+## Write path: the memory agent
+
+Memory extraction runs as part of the post-conversation RQ pipeline. After a conversation closes, `memory_extraction_job` calls `memory_service.add_memory()`, which invokes the **write agent** (`_add_memory_agent` in `providers/chronicle.py`).
+
+The write agent is a **tool-calling LLM**. Given the conversation transcript and metadata, it:
+
+1. Records the conversation as a new `Conversations/<conversation_id>.md` note.
+2. **Surgically edits** existing People / Topics / Category notes — adding or updating facts in place rather than blindly appending — and creates new notes when a person/topic/category is seen for the first time.
+
+This is LLM-driven extraction: the agent decides what is worth remembering and where it belongs in the vault.
+
+## Read path: the retrieval agent
+
+Search is served by the **read agent** (`_search_vault_grep`), a read-only tool-calling LLM that operates over the vault with three tools:
+
+- `grep` — full-text ripgrep across the notes
+- `glob` — find notes by path/name pattern
+- `read_note` — read a specific note's contents
+
+Given a query, the agent greps the vault, reads the relevant notes, and **synthesizes an answer**. The result returned to the caller is:
+
+- the **synthesized answer** as the top result, plus
+- the **notes it read** (cited note paths) as supporting context.
+
+There is no vector similarity score — relevance comes from the agent's reasoning over the text it retrieves.
+
+## Chat integration
+
+Chat is always **agentic / tool-calling**. The chat LLM is given a `search_memories` tool; when it needs context about the user it calls that tool, which runs the same agentic vault search and returns the synthesized answer plus the cited note paths. The chat model then incorporates that into its reply.
+
+## API Endpoints
+
+- `GET /api/memories/search?query={query}&limit={limit}` — runs the agentic vault search and returns the synthesized answer plus the notes the read agent consulted.
+- Other `/api/memories/*` management endpoints operate over the vault notes.
+
+## Vault sync to Obsidian (separate feature)
+
+The vault is designed to be edited and viewed directly. The optional **vault-sync** feature (`extras/vault-sync/`, macOS menu bar app) syncs `data/conversation_docs/` to an Obsidian vault via Syncthing, so you can browse and hand-edit your memory notes in Obsidian. Human edits made in Obsidian sync back into the vault. This sync is independent of the memory provider itself — the vault on the backend remains the source of truth.
+
+## What was removed
+
+For historical context, the previous architecture used **FalkorDB** hybrid search (vector + BM25 + entity-graph BFS over ConvDoc/ConvChunk/ConvEntity nodes and a knowledge graph), plus alternative providers (OpenMemory MCP, Graphiti) and Qdrant/Mem0 vector storage. **All of these have been removed.** There is now a single `chronicle` provider backed entirely by the Markdown vault; the `falkordb` container and `FALKORDB_*` environment variables no longer exist.
+
+## Configuration
+
+The memory provider is `chronicle` and requires only an LLM (for the write and read agents) and the vault directory. LLM selection follows the standard backend LLM configuration (`LLM_PROVIDER`, `OPENAI_API_KEY`/`OPENAI_MODEL` or Ollama settings) in `config/config.yml` and `.env`. No vector store, embedding model, or graph database needs to be configured.
diff --git a/backends/advanced/Docs/plugin-configuration.md b/docs/backend/plugin-configuration.md
similarity index 97%
rename from backends/advanced/Docs/plugin-configuration.md
rename to docs/backend/plugin-configuration.md
index a4c7b222..79b71c70 100644
--- a/backends/advanced/Docs/plugin-configuration.md
+++ b/docs/backend/plugin-configuration.md
@@ -393,7 +393,7 @@ ha_token = prompt_token("Home Assistant", env_file_path="../../.env")
 
 ## See Also
 
-- [CLAUDE.md](../../../CLAUDE.md) - Main documentation
-- [Plugin Development Guide](plugin-development.md) - Creating custom plugins
-- [Environment Variables](environment-variables.md) - Complete .env reference
-- [setup_utils.py](../../../setup_utils.py) - Shared setup utility reference
+- [AGENTS.md](../../AGENTS.md) - Main development reference
+- [Plugin Development Guide](plugin-development-guide.md) - Creating custom plugins
+- [Configuration Guide](../../config/README.md) - Configuration and environment reference
+- [setup_utils.py](../../setup_utils.py) - Shared setup utility reference
diff --git a/backends/advanced/Docs/plugin-development-guide.md b/docs/backend/plugin-development-guide.md
similarity index 99%
rename from backends/advanced/Docs/plugin-development-guide.md
rename to docs/backend/plugin-development-guide.md
index d5ddf3fa..14df1024 100644
--- a/backends/advanced/Docs/plugin-development-guide.md
+++ b/docs/backend/plugin-development-guide.md
@@ -189,7 +189,7 @@ async def on_conversation_complete(self, context: PluginContext):
 
 **Use Cases**:
 - Memory indexing
-- Knowledge graph updates
+- Vault note post-processing
 - Memory notifications
 - Analytics
 
@@ -206,7 +206,7 @@ async def on_memory_processed(self, context: PluginContext):
 
 **When**: OMI device button is pressed
 **Context Data**:
-- `state` (str): Button state (`SINGLE_TAP`, `DOUBLE_TAP`)
+- `state` (str): Button state (`SINGLE_PRESS`, `DOUBLE_PRESS`)
 - `timestamp` (float): Unix timestamp of the event
 - `audio_uuid` (str): Current audio session UUID (may be None)
 - `session_id` (str): Streaming session ID (for conversation close)
@@ -222,7 +222,7 @@ friend-lite-sdk (extras/friend-lite-sdk/)
   → parse_button_event() converts payload → ButtonState IntEnum
   ↓
 BLE Client (extras/local-wearable-client/ or mobile app)
-  → Formats as Wyoming protocol: {"type": "button-event", "data": {"state": "SINGLE_TAP"}}
+  → Formats as Wyoming protocol: {"type": "button-event", "data": {"state": "SINGLE_PRESS"}}
   → Sends over WebSocket
   ↓
 Backend (websocket_controller.py)
diff --git a/docs/codex-vault-evaluation-2026-07-17.md b/docs/codex-vault-evaluation-2026-07-17.md
new file mode 100644
index 00000000..ad041bc1
--- /dev/null
+++ b/docs/codex-vault-evaluation-2026-07-17.md
@@ -0,0 +1,122 @@
+# Codex Vault Evaluation — 2026-07-17
+
+## Question
+
+Can Chronicle's Codex CLI memory executor build a useful vault from scratch, and how
+does it compare with the existing direct tool-calling/API-agent vault?
+
+## Experimental setup
+
+- Replayed the same eight high-worthiness conversations used by the 2026-07-16 deep
+  fidelity audit: four long technical/work conversations and four personal
+  Hindi-English conversations.
+- Source: `backends/advanced/data/transcript_categorization/transcripts.jsonl`.
+- Baseline: the existing direct-agent vault at
+  `backends/advanced/data/conversation_docs/69b80e5894aa9ec334a421c9`.
+- Candidate: an empty scaffolded vault at
+  `artifacts/memory-executor-eval/codex-audited-8`.
+- Executor: Codex CLI authenticated through the ChatGPT subscription.
+- Model: `gpt-5.6-terra`, reasoning effort `low`. The model and effort were explicitly
+  pinned and recorded in `evaluation-manifest.json`; no global CLI default was used.
+- Runs were sequential. The evaluator disabled Redis locking only inside its isolated
+  one-process throwaway vault; production locking was unchanged.
+
+The model received the transcript, vault schema, and correctness invariants. It chose
+how to inspect and edit the vault itself. The prompt does not prescribe grep/ripgrep or
+a host-selected file-reading plan.
+
+## Execution result
+
+All 8/8 conversations completed successfully with no reported Codex errors or
+truncation.
+
+| Measure | Result |
+|---|---:|
+| Total wall time | 888.5 s (14.8 min) |
+| Per conversation | 46.6–291.1 s |
+| Conversation notes | 8 |
+| Person notes | 32 |
+| Topic notes | 22 |
+| Files in candidate vault, including scaffold | 68 |
+| Candidate conversation-note bytes | 14,228 |
+| Baseline conversation-note bytes | 15,543 |
+
+The wide run-time and tool-count variation (3–5 shell command groups) shows that Codex
+did not execute one fixed host-side recipe. It chose a materially broader entity pass
+for the largest Verizon/Galileo conversation.
+
+## Quality comparison
+
+### Better than the direct-agent baseline
+
+1. **Better late-transcript coverage.** The candidate captured the FDE/customer-account
+   half of `5c0b2333`, JPMC/Morgan Stanley context, Vipul's workload-boundary discussion,
+   and the DevOps/Grafana follow-up. Vipul's person note also records his prior DB ML
+   engineering work and roughly five years of experience.
+2. **Recovered a previously missed health fact.** `19f5a281` now records the advice to
+   avoid synthetic folic acid because of a genetic marker.
+3. **More useful people layer.** Named participants and mentioned people are promoted
+   into notes rather than leaving almost all biographical information in conversation
+   prose. Asif now has a note tied to the incorrect L4 email action item.
+4. **More careful uncertainty in one known attribution trap.** `7620c7b4` says a flooded
+   RabbitMQ queue was *suspected*, that the cause required verification, and that Ragu's
+   production visibility was needed. This is better than presenting the hypothesis as
+   an established cause.
+5. **Semantic titles.** All eight titles are meaningful. The worst baseline raw-ASR
+   titles (for example, “So, the chronicle. I forgot. Yeah,”) are gone.
+6. **Conservative noisy-case handling.** The noisy `fd3f7f7d` note is short and does not
+   invent named people or confident personal claims.
+
+### Still weak or worse
+
+1. **Important omissions remain.** `a4ed37ac` still omits Ankush's father not attending
+   the wedding and the surrounding estrangement. `d0de4521` captures UPI, insurance,
+   medication reminders, journaling, and the scam, but still omits the sickness/Prayal
+   portion. The customer-escalation/anger dynamic around Asif's email in `ea282e40`
+   remains flattened.
+2. **Entity creation overshoots.** The fresh eight-note candidate created 32 People and
+   22 Topic notes. Some are useful promotion; some are weak one-mention entities or ASR
+   name variants (`Watsal`, `Shoy`) that need reconciliation before a full rebuild.
+3. **Unresolved links remain.** Candidate conversation notes contain 213 links to 66
+   distinct targets, with 18 occurrences / 11 distinct targets unresolved (`JPMC`,
+   `Morgan Stanley`, `Pune`, `RabbitMQ`, languages, and several one-off things). The
+   baseline eight notes contain fewer links (68) and 8 distinct unresolved targets.
+   Codex greatly improves graph richness but does not yet satisfy graph closure.
+4. **Possible over-specific action ownership still needs source-level grading.** The
+   generated actions look plausible, but this pass did not independently label every
+   action and attribution against transcript spans. Execution success is not a semantic
+   correctness score.
+
+## Verdict
+
+At the cheapest suitable current Codex tier tested, Codex mode is already a better
+*memory builder* than the direct-agent baseline on coverage, titles, people promotion,
+and later-transcript recall. It is not ready for an unattended full rebuild because it
+trades the old vault's under-coverage for a noisier, partially unresolved entity graph.
+
+The right next iteration is not a larger model by default. First add deterministic
+post-run graph validation (resolve or remove every emitted entity link), case/name
+reconciliation, and a small semantic regression rubric for the known facts above. Then
+run the identical harness with `gpt-5.6-terra` low and a larger model; because the
+executor prompt specifies outcomes rather than reading technique, that comparison will
+measure the models' own strategies fairly.
+
+Official Codex guidance describes `gpt-5.6-terra` as the faster, lower-cost choice for
+read-heavy scans and supporting-document processing, while `gpt-5.6` is the starting
+point for demanding ambiguous multi-step agent work:
+<https://learn.chatgpt.com/docs/models>.
+
+## Reproduction
+
+From `backends/advanced`:
+
+```bash
+uv run python scripts/evaluate_memory_executor.py \
+  --executor codex \
+  --model gpt-5.6-terra \
+  --reasoning-effort low \
+  --dataset data/transcript_categorization/transcripts.jsonl \
+  --output ../../artifacts/memory-executor-eval/codex-audited-8
+```
+
+The output directory must be empty unless `--keep-output` is explicitly supplied.
diff --git a/docs/fleet-updates.md b/docs/fleet-updates.md
new file mode 100644
index 00000000..a5239a5c
--- /dev/null
+++ b/docs/fleet-updates.md
@@ -0,0 +1,82 @@
+# Fleet Updates
+
+How Chronicle nodes learn about and apply code updates, and how the hub drives
+updates across the cluster. (Phase 1+2 of the fleet-update plan: compute nodes.
+Mobile OTA and ESP32 firmware distribution are separate, later phases.)
+
+## Version truth
+
+A node is a git checkout, so its version is `git describe` on that checkout
+(e.g. `v0.2.2-32-g07e194ee`). `updates.py` (repo root) owns this:
+
+- `repo_version()` → `{describe, commit, branch, dirty}` — `branch` is `None`
+  for detached (release-tag) installs.
+- The node agent reports it in `GET /node` (`version`) and rides it on the
+  Tailnet advertisement (`chronicle-node` label `version`), so the hub sees
+  cluster-wide version drift without polling.
+- Container images bake `CHRONICLE_BUILD_VERSION` at build time (git describe
+  locally, the release tag in CI) — the backend serves it at `GET /version` and
+  in `/health`. If the image version lags the checkout version, the containers
+  need a rebuild/restart.
+
+## Update modes
+
+`updates.py` picks the mode from how the node was installed:
+
+- **branch mode** — HEAD is on a branch with an upstream (dev checkouts,
+  `edge/install.sh --branch` installs): `git pull --rebase --autostash`.
+- **release mode** — HEAD is detached (root `install.sh` clones the latest
+  release tag) or an explicit `--tag`: fetch tags, check out the target
+  (default: latest `v*` tag). Refuses on a dirty tree.
+
+After the checkout moves, every enabled service (per `config/config.yml
+services:`) is restarted with `up --build` — or with prebuilt registry images
+when a prebuilt tag is given (same `CHRONICLE_REGISTRY`/`CHRONICLE_TAG` env
+contract as `services.py start --use-prebuilt`).
+
+**Rollback:** if any service fails to come up on the new code, the checkout is
+restored to the previous commit (detached — local branches are never rewritten)
+and the services are restarted from the old code.
+
+## CLI (any node)
+
+```bash
+uv run --with-requirements setup-requirements.txt python services.py update --check   # is an update available?
+uv run --with-requirements setup-requirements.txt python services.py update           # update + rebuild/restart services
+uv run ... python services.py update --tag v0.3.0                                     # pin a specific tag/ref
+uv run ... python services.py update --prebuilt v0.3.0                                # pull GHCR images instead of building
+uv run ... python services.py update --no-restart                                     # move the checkout only
+```
+
+## Node agent API (`:8775`)
+
+- `GET /update?node=<host>&target=<ref>` — update check (fetches origin;
+  `node` forwards to a peer's agent over the Tailnet, like service actions).
+- `POST /update` `{target?, prebuilt?, node?}` — runs the update as a standard
+  agent operation (`{operation}` to poll via `GET /operations/{id}`), with
+  progress in `phase`. On success the agent restarts itself last (via its
+  systemd unit, else re-exec) so it also runs the new code.
+
+The backend proxies these for the WebUI as `GET/POST /admin/update` (admin
+only); the System page shows per-node versions with check/update actions.
+Updating the **hub** restarts the backend — the WebUI briefly disconnects.
+
+## GitHub → users flow
+
+1. CI (`advanced-docker-compose-build.yml`) builds images on release/main and
+   pushes to GHCR with `CHRONICLE_BUILD_VERSION` baked in.
+2. A node's update check compares its checkout against its upstream branch or
+   the latest `v*` release tag (via `git fetch`, no GitHub API dependency).
+3. Applying an update moves the checkout and rebuilds locally by default;
+   `prebuilt` switches to pulling the CI images instead.
+4. The hub fans updates out node-by-node through the node agents.
+
+## Known limits
+
+- The agent re-exec path doesn't re-resolve Python deps; if
+  `setup-requirements.txt` changed, re-run `./start.sh` (systemd-managed agents
+  are fine — the unit restart goes through `uv run`).
+- No automatic/scheduled updates — checks and applies are operator-triggered
+  (by design for a system doing live audio capture).
+- Mobile app (expo-updates currently disabled) and ESP32 firmware (ESPHome
+  push-flash) are not covered yet.
diff --git a/Docs/init-system.md b/docs/init-system.md
similarity index 53%
rename from Docs/init-system.md
rename to docs/init-system.md
index 895d727d..e8b8103f 100644
--- a/Docs/init-system.md
+++ b/docs/init-system.md
@@ -3,8 +3,9 @@
 ## Quick Links
 
 - **👉 [Start Here: Quick Start Guide](../quickstart.md)** - Main setup path for new users
-- **📚 [Full Documentation](../CLAUDE.md)** - Comprehensive reference  
+- **📚 [Full Documentation](../AGENTS.md)** - Comprehensive reference
 - **🏗️ [Architecture Details](overview.md)** - Technical deep dive
+- **🐧 [Running with Podman](podman.md)** - Use Podman instead of Docker (engine selection, rootless/GPU)
 
 ---
 
@@ -15,7 +16,7 @@ Chronicle uses a unified initialization system with clean separation of concerns
 - **Configuration** (`wizard.py`) - Set up service configurations, API keys, and .env files
 - **Service Management** (`services.py`) - Start, stop, and manage running services
 
-The root orchestrator handles service selection and delegates configuration to individual service scripts. In general, setup scripts only configure and do not start services automatically. Exceptions: `extras/asr-services` and `extras/openmemory-mcp` are startup scripts. This prevents unnecessary resource usage and gives you control over when services actually run.
+The root orchestrator handles service selection and delegates configuration to individual service scripts. In general, setup scripts only configure and do not start services automatically. Exception: `extras/asr-services` is a startup script. This prevents unnecessary resource usage and gives you control over when services actually run.
 
 > **New to Chronicle?** Most users should start with the [Quick Start Guide](../quickstart.md) instead of this detailed reference.
 
@@ -30,7 +31,6 @@ The root orchestrator handles service selection and delegates configuration to i
 - **Backend**: `backends/advanced/init.py` - Complete Python-based interactive setup
 - **Speaker Recognition**: `extras/speaker-recognition/init.py` - Python-based interactive setup
 - **ASR Services**: `extras/asr-services/setup.sh` - Service startup script
-- **OpenMemory MCP**: `extras/openmemory-mcp/setup.sh` - External server startup
 
 ## Usage
 
@@ -59,45 +59,35 @@ Each service can be configured independently:
 cd backends/advanced
 uv run --with-requirements setup-requirements.txt python init.py
 
-# Speaker Recognition only  
+# Speaker Recognition only
 cd extras/speaker-recognition
 ./setup.sh
 
 # ASR Services only
-cd extras/asr-services  
-./setup.sh
-
-# OpenMemory MCP only
-cd extras/openmemory-mcp
+cd extras/asr-services
 ./setup.sh
 ```
 
 ## Service Details
 
 ### Advanced Backend
-- **Interactive setup** for authentication, LLM, transcription, and memory providers
+- **Interactive setup** for authentication, LLM, and transcription (memory is the agentic Markdown vault — no provider choice)
 - **Accepts arguments**: `--speaker-service-url`, `--parakeet-asr-url`
 - **Generates**: Complete `.env` file with all required configuration
 - **Default ports**: Backend (8000), WebUI (5173)
 
-### Speaker Recognition  
+### Speaker Recognition
 - **Prompts for**: Hugging Face token, compute mode (cpu/gpu)
 - **Service port**: 8085
 - **WebUI port**: 5173
 - **Requires**: HF_TOKEN for pyannote models
 
 ### ASR Services
-- **Starts**: Parakeet ASR service via Docker Compose  
+- **Starts**: Parakeet ASR service via Docker Compose
 - **Service port**: 8767
 - **Purpose**: Offline speech-to-text processing
 - **No configuration required**
 
-### OpenMemory MCP
-- **Starts**: External OpenMemory MCP server
-- **Service port**: 8765  
-- **WebUI**: Available at http://localhost:8765
-- **Purpose**: Cross-client memory compatibility
-
 ## Automatic URL Coordination
 
 When using the orchestrated setup, service URLs are automatically configured:
@@ -112,10 +102,10 @@ Note (Linux): If `host.docker.internal` is unavailable, add `extra_hosts: - "hos
 
 ## Key Benefits
 
-✅ **No Unnecessary Building** - Services are only started when you explicitly request them  
-✅ **Resource Efficient** - Parakeet ASR won't start if you're using cloud transcription  
-✅ **Clean Separation** - Configuration vs service management are separate concerns  
-✅ **Unified Control** - Single command to start/stop all services  
+✅ **No Unnecessary Building** - Services are only started when you explicitly request them
+✅ **Resource Efficient** - Parakeet ASR won't start if you're using cloud transcription
+✅ **Clean Separation** - Configuration vs service management are separate concerns
+✅ **Unified Control** - Single command to start/stop all services
 ✅ **Selective Starting** - Choose which services to run based on your current needs
 
 ## Ports & Access
@@ -126,8 +116,8 @@ Note (Linux): If `host.docker.internal` is unavailable, add `extra_hosts: - "hos
 |---------|----------|-------------|------------|
 | **Advanced Backend** | 8000 | 5173 | http://localhost:8000 (API), http://localhost:5173 (Dashboard) |
 | **Speaker Recognition** | 8085 | 5175* | http://localhost:8085 (API), http://localhost:5175 (WebUI) |
+| **Langfuse** | 3002 | 3002 | http://localhost:3002 (WebUI/API) |
 | **Parakeet ASR** | 8767 | - | http://localhost:8767 (API) |
-| **OpenMemory MCP** | 8765 | 8765 | http://localhost:8765 (API + WebUI) |
 
 *Speaker Recognition WebUI port is configurable via REACT_UI_PORT
 
@@ -139,8 +129,9 @@ Note: Browsers require HTTPS for microphone access over network.
 |---------|-----------|------------|------------|
 | **Advanced Backend** | 80->443 | 443 | https://localhost/ (Main), https://localhost/api/ (API) |
 | **Speaker Recognition** | 8081->8444 | 8444 | https://localhost:8444/ (Main), https://localhost:8444/api/ (API) |
+| **Langfuse** | 3002 (direct fallback) | 3443 | https://localhost:3443/ (WebUI/API) |
 
-nginx services start automatically with the standard docker compose command.
+Caddy services start automatically with the standard compose command when HTTPS is configured.
 
 See [ssl-certificates.md](ssl-certificates.md) for HTTPS/SSL setup details.
 
@@ -148,7 +139,86 @@ See [ssl-certificates.md](ssl-certificates.md) for HTTPS/SSL setup details.
 Services use `host.docker.internal` for inter-container communication:
 - `http://127.0.0.1:8085` - Speaker Recognition
 - `http://host.docker.internal:8767` - Parakeet ASR
-- `http://host.docker.internal:8765` - OpenMemory MCP
+
+## Node Agent (WebUI control + Tailnet advertising)
+
+The **node agent** (`edge/service_manager.py`) is a small host-side HTTP API that does
+two jobs for one machine:
+
+1. **Control** — lets the WebUI System page start/stop/restart services and switch the
+   active ASR/TTS provider (it wraps `services.py`).
+2. **Advertise** — announces this node's services (and itself, as `chronicle-node`) on
+   the Tailnet via minidisc, so the backend/other nodes discover them. The advertised
+   labels carry **live** state — `running` and `health` — refreshed on a timer
+   (`ADVERTISE_REFRESH_SECS`, default 30s), not just what's enabled. This folds in the
+   old standalone discovery agent, which has been removed.
+
+It must run natively on the host: docker compose needs host bind-mount paths, and (on
+Docker Desktop/WSL2) a container can't bind the Tailscale interface to advertise.
+
+- **Started automatically** by `./start.sh` / `./restart.sh` on **any** start (so a
+  service-only node with no backend still advertises); stopped by `./stop.sh` (full
+  `stop --all` only — a backend-only stop leaves it up and advertising)
+- **Manual control**: `uv run --with-requirements setup-requirements.txt python services.py manager start|stop|restart`
+- **Identity / cluster**: `GET /node` (host, Tailscale name/IP, arch, GPU) and `GET /cluster` (live tailnet view); both token-gated. `GET /health` is unauthed.
+- **Port**: 8775 (override with `SERVICE_MANAGER_PORT`)
+- **Auth**: bearer token, auto-generated into `backends/advanced/.env` as `SERVICE_MANAGER_TOKEN` on first start; the backend reads the same value and proxies admin-only requests (`/api/admin/services/*`) to the agent
+- **Distributed setups**: run the agent on the machine that hosts the services and point the backend at it via `SERVICE_MANAGER_URL` (e.g. `http://gpu-box.ts.net:8775`); copy the token into both machines' configuration
+- **Logs / PID**: `edge/service-manager.log`, `edge/.service-manager.pid`
+- **Remote service nodes**: a GPU box / RPi that runs a single service joins the cluster either via the wizard (*Setup type → Join a cluster*) or the one-liner `edge/install.sh <service>` — **both default to the node agent** (advertise + control + reboot persistence) and need no `SERVICE_MANAGER_URL` wiring. The legacy advertise-only `edge-agent` sidecar (`--profile edge`) is the secondary fallback via `edge/install.sh --advertise-only`, for boxes where you don't want a host process (no control, no WSL2). See [edge/README.md](../edge/README.md).
+
+### Auto-start on boot (systemd user services)
+
+`manager install` installs **two** systemd *user* services (with linger, so they
+start without an interactive login):
+
+1. **`chronicle-service-manager`** — the node agent itself. It runs **natively on the
+   host**, not in Docker, so it does **not** come back after a reboot on its own; a
+   fresh boot otherwise leaves the WebUI System page showing "Service manager not up,
+   use ./start.sh". `Type=exec`, started immediately on install.
+2. **`chronicle-stack`** — a `Type=oneshot` that runs `services.py start --all` on
+   boot to bring the **container stack** back (the enabled set from `config.yml`,
+   exactly what `./start.sh` does). Under **Docker** the containers' `restart:`
+   policy revives them on boot, so this is belt-and-suspenders; under **rootless
+   Podman** it's essential — Podman is daemonless and nothing re-applies `restart:`
+   policies after a reboot (see [podman.md](podman.md)). Ordered
+   `After=chronicle-service-manager.service`; enabled for boot only (installing it
+   does **not** kick off a full `start --all` — `./start.sh` owns the running stack).
+
+The wizard offers both near the end of setup ("Auto-start on boot"); you can also do
+it manually:
+
+```bash
+# Install both units (~/.config/systemd/user/chronicle-{service-manager,stack}.service),
+# enable linger, start the agent now and register the stack for boot
+uv run --with-requirements setup-requirements.txt python services.py manager install
+
+# Remove both
+uv run --with-requirements setup-requirements.txt python services.py manager uninstall
+```
+
+Once installed, `./start.sh` defers to systemd (`systemctl --user start`) instead of
+spawning a background process, `./stop.sh --all` leaves the managed agent running,
+and `./status.sh` reports the agent as `(systemd user service)` and shows whether
+stack-on-boot is enabled. Manage them directly with `systemctl --user
+status|stop|restart chronicle-service-manager` (or `chronicle-stack`); view logs with
+`journalctl --user -u chronicle-service-manager` (or `-u chronicle-stack`).
+
+> **Upgrading from the old two-agent layout:** the standalone `chronicle-discovery`
+> systemd unit is obsolete (the node agent advertises now). `./start.sh` and
+> `services.py manager install` auto-disable and remove a leftover `chronicle-discovery`
+> unit, so no manual cleanup is needed.
+
+> **Requires a systemd user instance.** On a normal Linux host this is available out
+> of the box. On **WSL**, enable systemd first: add a `[boot]` section with
+> `systemd=true` to `/etc/wsl.conf`, run `wsl --shutdown`, then reopen the terminal.
+> If it's unavailable, the wizard/CLI prints this hint and skips installation.
+
+From the WebUI (System page → External Services) you can start/stop/restart any
+enabled service and switch ASR/TTS providers. Provider switches write the new
+`ASR_PROVIDER`/`TTS_PROVIDER` to the service's `.env`, stop the old container, and
+start the new one (they share a port). Tick "Build images" if the new provider's
+image hasn't been built yet.
 
 ## Service Management
 
@@ -198,14 +268,14 @@ uv run --with-requirements setup-requirements.txt python services.py restart bac
 uv run --with-requirements setup-requirements.txt python services.py stop --all
 
 # Stop specific services
-uv run --with-requirements setup-requirements.txt python services.py stop asr-services openmemory-mcp
+uv run --with-requirements setup-requirements.txt python services.py stop asr-services speaker-recognition
 ```
 
 </details>
 
 **Important Notes:**
-- **Restart** restarts containers without rebuilding - use for configuration changes (.env updates)
-- **For code changes**, use `./stop.sh` then `./start.sh` to rebuild images
+- **Restart** recreates containers in place (`up --force-recreate`) without rebuilding the image — it re-reads `.env`/config and picks up **volume-mounted code** (e.g. the backend's `./src`), so it's enough for most config and code changes
+- **For dependency/Dockerfile changes** (anything baked into the image), use `./stop.sh` then `./start.sh` to rebuild images
 - Convenience scripts handle common operations; use direct commands for specific service selection
 
 ### Manual Service Management
@@ -215,14 +285,11 @@ You can also manage services individually:
 # Advanced Backend
 cd backends/advanced && docker compose up --build -d
 
-# Speaker Recognition  
+# Speaker Recognition
 cd extras/speaker-recognition && docker compose up --build -d
 
 # ASR Services (only if using offline transcription)
 cd extras/asr-services && docker compose up --build -d
-
-# OpenMemory MCP (only if using openmemory_mcp provider)
-cd extras/openmemory-mcp && docker compose up --build -d
 ```
 
 ## Configuration Files
@@ -250,7 +317,7 @@ cd extras/openmemory-mcp && docker compose up --build -d
 # Backend health
 curl http://localhost:8000/health
 
-# Speaker Recognition health  
+# Speaker Recognition health
 curl http://localhost:8085/health
 
 # ASR service health
@@ -267,4 +334,4 @@ cd backends/advanced && docker compose logs chronicle-backend
 
 # Speaker Recognition logs
 cd extras/speaker-recognition && docker compose logs speaker-service
-```
\ No newline at end of file
+```
diff --git a/docs/memory-rebuild-audit-2026-07-16.md b/docs/memory-rebuild-audit-2026-07-16.md
new file mode 100644
index 00000000..da4387cb
--- /dev/null
+++ b/docs/memory-rebuild-audit-2026-07-16.md
@@ -0,0 +1,243 @@
+# Memory Rebuild Audit - 2026-07-16
+
+## Scope
+
+Read-only audit of the live Chronicle database and generated vault after rebuild
+`b5982bbd1fb4`.
+
+- Vault: `backends/advanced/data/conversation_docs/69b80e5894aa9ec334a421c9`
+- Source: live MongoDB `chronicle` database
+- Archive: `backends/advanced/data/backups/chronicle_20260715_203124.chronicle`
+- Eligible source conversations: 169
+- Generated conversation paths: 169
+
+The earlier `169 notes, 0 missing, 0 empty` check only established that each expected
+path existed and had nonzero bytes. It did not validate Markdown schema, semantic
+content, source metadata, speaker accuracy, or whether a note was an empty template.
+
+## Verdict
+
+The rebuilt vault is not usable as a clean memory reconstruction. The defects are
+systemic and originate in speaker identification, transcript segment assembly, memory
+agent output validation, and missing source metadata. Do not treat the current vault as
+a faithful derivative of the imported conversations.
+
+## Confirmed Findings
+
+### Conversation notes
+
+- 169/169 expected filenames exist, with no extra conversation filenames.
+- Only 13/169 start with parseable YAML frontmatter.
+- Only 7/169 have valid leading frontmatter with the exact filename-matching
+  `conversation_id`.
+- 124 are heading-only notes with no usable frontmatter.
+- 18 are entirely enclosed in Markdown code fences.
+- 11 start directly with `categories:` and omit the YAML opener.
+- 3 contain literal `\n`, `+++`, or similarly malformed serialization.
+- 32/169 fail the required Summary / Key Facts / Action Items section contract.
+- 44 files are at most 400 bytes.
+- 18 have an empty Summary and 15 have empty Key Facts.
+- 13 notes collapse into two identical empty-template bodies after metadata/title removal.
+- All source conversations have a date and audio duration. Every generated date is
+  incorrect: 106 notes omit it and all dates present use the rebuild date rather than
+  `created_at`. No note contains a valid numeric duration; 109 omit it and 60 use
+  `unknown`.
+- 58 titles are placeholders or unusable, including `Unknown Conversation`,
+  `Unnamed Conversation`, UUID-only titles, and literal `<title>`.
+
+Examples:
+
+- `Conversations/2f22d2b5-9f51-4645-8d77-9ce2c79fa2c8.md` is an empty `<title>`
+  template for a 5,612-character source transcript.
+- `Conversations/5c0b2333-acb6-4c45-800d-0d3d3ad0cb91.md` is an empty `<title>`
+  template for a 29,044-character source transcript.
+- `Conversations/7620c7b4-c6c4-433d-b2c3-4404ff5346b9.md` is an empty UUID-titled
+  template for a 30,136-character source transcript.
+- `Conversations/beb6c35c-ede3-41dc-9fac-1f0898f65296.md` contains a corrupted
+  internal conversation ID.
+
+### Content quality
+
+- 130/169 conversation notes contain nonempty action items.
+- 396 populated checklist actions were generated.
+- 288 use generic speculative follow-up verbs.
+- In 261, the action verb does not occur in the source transcript. This is a heuristic
+  warning rather than proof by itself, but manual samples confirm invented tasks.
+- 29 conversation notes contain 305 exact duplicate substantive lines.
+- `1be751bc-d82e-4c0d-99c5-02fe0359dc5d.md` contains 111 action items; two lines are
+  repeated 49 and 48 times.
+- `f1c214c4-6f46-48c8-a58a-6445b2da27f1.md` contains 65 duplicate action entries.
+- `004c8021-6e12-48a0-8948-7155a936b20f.md` turns dialogue about Sweden/Houston
+  into a group travel-planning task and assigns an unclear purchase statement to a
+  named person.
+
+### Speaker identification
+
+- Production config sets speaker similarity to `0.15`; the speaker service default and
+  documented normal threshold is `0.5`.
+- Per-segment identification is enabled, allowing different enrolled identities to be
+  assigned independently to segments that came from the same provider speaker.
+- 7,213 segments received an enrolled identity.
+- 4,571/7,213 (63%) are below `0.5`; 1,872 are below `0.3`.
+- The gallery contains 43 identities, many backed by a single unverifiable enrollment
+  clip.
+- 50 conversations have more than six recognized identities.
+- Source diarization has a median of three unique speakers. Identification inflated
+  identity count in 96/169 conversations.
+- `2dbb81a6-126d-477d-a241-f9d4fa9d2f70` expanded from four source speakers to 35
+  identities; `0614c7d6-05eb-4327-ac4f-23c7ccddb1e6` expanded from four to 32.
+- False identities are propagated into conversation titles, People notes, facts, and
+  action ownership. For example, `Amitabh Bachchan` is assigned in 14 conversations,
+  often from one segment with confidence around 0.16-0.27.
+
+### Segment duplication
+
+- Memory processing concatenates every active speech segment without overlap or text
+  deduplication.
+- 101/169 active conversations contain 2,478 adjacent temporal overlaps.
+- 82 contain 968 overlapping boundaries with repeated text, totaling 9,835 repeated
+  tokens.
+- In 16 resegmented conversations, speaker processing increased overlap pairs from 213
+  to 412 and repeated-boundary tokens from 717 to 1,986.
+- `7620c7b4-c6c4-433d-b2c3-4404ff5346b9` has 37,934 segment words for a 5,828-word
+  transcript, a 6.51x expansion. This explains its context overflow and empty memory.
+
+### People and topics
+
+- Only 3/59 People notes and 20/252 Topic notes have valid leading frontmatter.
+- 12 People notes are unreferenced by any conversation note.
+- 200-210 Topic notes are unreferenced, depending on whether malformed metadata links
+  are counted.
+- Conversation metadata contains 39 unresolved person links and 33 unresolved topic
+  links, largely due to case/name drift.
+- Placeholder people exist under multiple variants such as `Speaker 0`, `Speaker 1`,
+  `Unknown Speaker 1`, `UnknownSpeaker1`, `Unknown_Speaker_1`, and hyphenated forms.
+- Near-duplicate topic families include Esperflow Login, home automation, Formula One,
+  wake word, wedding planning, and conversation fragmentation.
+
+### Audio import and ingestion residue
+
+- Whole-conversation decoded-PCM dedupe worked for the archive's 10 duplicate pairs.
+- The archive had 234 conversations and 13,494 chunks; the imported database has 224
+  conversations. Exactly 10 later duplicate conversations were skipped, retaining the
+  first archive version.
+- A fresh decoded-PCM scan finds no remaining whole-conversation duplicate group among
+  same-structure candidates.
+- Separately, the live database has 179 duplicate `(conversation_id, chunk_index)` groups
+  containing 183 extra chunk documents across 14 conversations. These are distinct
+  compressed bytes and are residue inside retained conversations, not whole-clip
+  duplicates.
+- `audio_chunks_count` disagrees with the actual chunk count on 19 conversations.
+- Current PCM dedupe only compares candidates with identical chunk structure, so
+  identical PCM split across different chunk boundaries is not detected.
+- Duplicate warnings are logger-only and are not preserved as durable system events.
+
+### Audit ledger
+
+- All 429 update records have a null `before_hash`, breaking update-chain provenance.
+- Six current files differ from the latest audited `after_text`, caused by backlink
+  rewrites that were not recorded as changes.
+
+## Root Causes
+
+1. `config/config.yml` overrides speaker similarity from the service default `0.5` to
+   `0.15` and enables per-segment identity assignment.
+2. `workers/memory_jobs.py` concatenates overlapping active segments without
+   normalization.
+3. The Chronicle provider passes neither source `created_at` nor duration to
+   `MemoryAgent.run`, although that method accepts both parameters.
+4. `providers/chronicle.py` considers a rebuild successful when the expected path merely
+   exists. It does not validate frontmatter, exact ID, source date/duration, required
+   sections, placeholders, or substantive content.
+5. A general `write_note` tool lets the LLM render schema-critical files as arbitrary
+   Markdown. The local 14B model frequently emits malformed tool arguments and ignores
+   the template contract; fallback completion does not provide deterministic schema
+   enforcement.
+6. Import dedupe operates at the conversation level and does not reconcile duplicate
+   chunk indices within the retained conversation.
+
+## Required Before Another Rebuild
+
+1. Raise speaker matching to a calibrated open-set threshold and disable per-segment
+   identity assignment for rebuilds. Reject ambiguous matches instead of forcing names.
+2. Audit/clean the enrollment gallery, especially single-clip and contaminated speakers.
+3. Repair duplicate chunk-index residue and count mismatches before reconstructing audio
+   or running speaker jobs.
+4. Normalize active segments before memory input: stable sort, overlap-aware text
+   dedupe, and a bounded context representation.
+5. Pass the source date, source title, and measured duration into memory generation.
+6. Replace free-form conversation-note writes with a structured tool or deterministic
+   renderer.
+7. Validate generated notes semantically before marking a job successful. Empty
+   templates, placeholder titles, malformed YAML, wrong IDs, wrong metadata, and runaway
+   duplicate lines must fail validation.
+8. Record import dedupe decisions and every vault mutation durably.
+9. Run a small canary rebuild and require the checks in this report to pass before a
+   full 169-conversation rebuild.
+
+## Method
+
+Three independent read-only audits inspected structure/source mapping, content fidelity,
+and deduplication. Checks used the live MongoDB records, active/source transcript-version
+pairs, generated Markdown, audit ledger, speaker-service enrollment health, and decoded
+PCM fingerprints. No vault, database, queue, or speaker enrollment data was modified.
+
+## Remediation Result
+
+The clean rebuild completed on 2026-07-16 as run `970899d4dea6`.
+
+- A new 419.9 MiB checksummed archive was created at
+  `/app/data/backups/chronicle_20260716_100153.chronicle`; the pre-rebuild vault was
+  also saved as `/app/data/backups/memory_vault_20260716_100800.tar.gz`.
+- 501 later audio-chunk rows were removed from 485 duplicate
+  `(conversation_id, chunk_index)` groups across 33 conversations. The decisions are
+  retained in `data_repair_audit`, and the live database now has zero duplicate groups.
+- Audio count/duration metadata was recomputed from surviving chunks for 203
+  conversations; 13 stale conversation records changed.
+- Speaker recognition replayed 178 audio conversations at threshold `0.5` with
+  per-segment naming disabled. 177 jobs succeeded; `f2375851-de3d-476e-a5fa-1e15f95ad2bc`
+  produced no segments and failed cleanly, leaving its imported source transcript active
+  with no partial speaker version. One transcript-only conversation was skipped.
+- Memory replay processed 169 eligible conversations with GPT-5.4 mini. It accepted 151
+  substantive GPT notes and created 18 source-preserving fallback notes only after both
+  GPT attempts returned empty semantic sections.
+- Final vault validation found 169 exact-ID conversation files, zero missing or extra
+  files, zero ID/date/duration/category errors, zero unknown/Hermes person links, zero
+  exact duplicate fact lines, and zero duplicate H2 sections.
+- `People/Hermes.md` was merged into `Topics/Hermes.md`; 24 exact repeated fact lines
+  were removed from nine structured notes.
+- The rebuilt audit ledger has 745 rows. No `update` row has a null `before_hash`.
+- Langfuse recorded 2,102,644 uncached input tokens, 11,917,440 cached input tokens,
+  206,096 output tokens, and an actual GPT-5.4-mini cost of `$3.398223`.
+- Speaker identity remains the non-deterministic limitation: 14 conversations retain
+  more than six `Unknown Speaker N` labels because the available audio/gallery evidence
+  did not justify assigning names. Those labels were kept unknown rather than guessed.
+
+## Post-Remediation Verification
+
+A second read-only audit of the completed run confirmed that the vault is structurally
+sound, but not semantically perfect.
+
+- All 169 eligible conversations have one exact-ID note with parseable trusted metadata,
+  substantive Summary and Key Facts sections, and no exact duplicate substantive lines.
+- Audio storage has zero duplicate `(conversation_id, chunk_index)` groups, orphan audio
+  IDs, count mismatches, duration mismatches, or remaining same-structure PCM duplicate
+  groups. Memory-input normalization produces no exact duplicate inputs.
+- All current generated Markdown tracked by the audit ledger matches its latest hash.
+  Six unaudited Markdown files are expected static hubs/templates. All 745 audit rows have
+  intact update chains.
+- The focused rebuild regression suite passes: 37 tests.
+- Eighteen conversations use deterministic source-excerpt fallbacks. Most sources are
+  short or unintelligible, but two fallbacks are materially lossy. One of those sources,
+  `31649f4e-df0d-41c6-ad8d-53152cef1690`, is itself corrupted provider/control-token
+  output rather than a normal transcript.
+- Eight active transcripts contain chat control tokens with serialized segment arrays,
+  and eleven contain extreme repeated-word sequences. Some generated memories faithfully
+  preserve those bad inputs as if they were real content. These require a transcript
+  quality gate and targeted retranscription/rebuild, not another blind full replay.
+- Three placeholder action items (`None captured` / `None recorded`) and several vague or
+  meta follow-ups remain. Ten of 153 person links are not supported by either an active
+  speaker label or a literal name in the transcript and need review.
+- Twenty-five Topic notes and two People notes have empty `About` sections. Two Topic
+  notes contain a duplicated Conversations base embed. Unresolved topic links are allowed
+  breadcrumbs under the current agent contract rather than structural failures.
diff --git a/Docs/overview.md b/docs/overview.md
similarity index 79%
rename from Docs/overview.md
rename to docs/overview.md
index 927bbf16..7c709e7a 100644
--- a/Docs/overview.md
+++ b/docs/overview.md
@@ -10,14 +10,14 @@ The goal is a personal AI that gets better the more you use it: the more context
 - **Multimodal**: Audio is the primary input today, but the architecture supports images, visual context, and other data sources.
 - **Memories from everything**: Events produce memories. A conversation yields facts about people, plans, and preferences. A photo yields location, context, and associations.
 - **Self-hosted**: Runs on your hardware, your data stays with you.
-- **Hackable**: Designed to be forked, modified, and extended. Pluggable providers for transcription, LLM, memory storage, and analysis.
+- **Hackable**: Designed to be forked, modified, and extended. Pluggable providers for transcription, LLM, and analysis; memories live in an agentic Markdown vault.
 
 ## How It Works
 
 ```
 Audio/Images/Data  →  Ingestion  →  Processing  →  Memories
                                                       ↓
-                                                 Vector Store
+                                               Markdown Vault
                                                       ↓
                                               Retrieval & Search
 ```
@@ -28,14 +28,14 @@ Audio/Images/Data  →  Ingestion  →  Processing  →  Memories
 2. **Transcription**: Deepgram (cloud) or Parakeet (local) converts speech to text
 3. **Speaker Recognition**: Optional identification of who said what (pyannote)
 4. **Memory Extraction**: LLM extracts facts, preferences, and context from transcripts
-5. **Storage**: Memories stored as vectors in Qdrant for semantic search
+5. **Storage**: Memories recorded as notes in an agentic Markdown vault (Obsidian-style, at `data/conversation_docs/<user_id>/`)
 
 ### Image Pipeline (In Development)
 
 1. **Import**: Zip upload, or sync from external services (e.g., Immich)
 2. **Analysis**: Extract EXIF metadata, captions, detected objects
 3. **Memory Extraction**: Same LLM pipeline, different source type
-4. **Storage**: Same vector store, queryable alongside conversation memories
+4. **Storage**: Same Markdown vault, queryable alongside conversation memories
 
 ## Architecture
 
@@ -51,13 +51,14 @@ Audio/Images/Data  →  Ingestion  →  Processing  →  Memories
 │  └──────────────┘    └──────┬───────┘               │
 │                             │                        │
 │  ┌──────────────┐    ┌──────▼───────┐  ┌──────────┐ │
-│  │ Web UI       │    │   Workers    │  │ Qdrant   │ │
-│  │ (React)      │    │  (RQ/Redis)  │  │ (Vector) │ │
+│  │ Web UI       │    │   Workers    │  │ Markdown │ │
+│  │ (React)      │    │  (RQ/Redis)  │  │  Vault   │ │
+│  │              │    │              │  │ (memory) │ │
 │  └──────────────┘    └──────────────┘  └──────────┘ │
 │                                                       │
 │  Transcription:  Deepgram (cloud) or Parakeet (local) │
 │  LLM:           OpenAI (cloud) or Ollama (local)      │
-│  Optional:      Speaker Recognition, OpenMemory MCP   │
+│  Optional:      Speaker Recognition                   │
 └─────────────────────────────────────────────────────┘
 ```
 
@@ -70,8 +71,9 @@ Audio/Images/Data  →  Ingestion  →  Processing  →  Memories
 | **Mobile App** | `app/` | React Native app for OMI device pairing |
 | **Speaker Recognition** | `extras/speaker-recognition/` | Voice identification service |
 | **ASR Services** | `extras/asr-services/` | Local speech-to-text (Parakeet) |
-| **OpenMemory MCP** | `extras/openmemory-mcp/` | Cross-client memory compatibility |
+| **TTS Services** | `extras/tts/` | Text-to-speech (TADA, Fish Speech, KittenTTS) |
 | **HAVPE Relay** | `extras/havpe-relay/` | ESP32 audio bridge |
+| **Vault Sync** | `extras/vault-sync/` | macOS menu bar app — syncs your conversation_docs vault to Obsidian via Syncthing |
 
 ### Pluggable Providers
 
@@ -79,8 +81,9 @@ Chronicle is designed around swappable providers:
 
 - **Transcription**: Deepgram API or local Parakeet ASR
 - **LLM**: OpenAI or local Ollama
-- **Memory Storage**: Chronicle native (Qdrant) or OpenMemory MCP
+- **Memory Storage**: agentic Markdown vault (the single source of truth)
 - **Speaker Recognition**: pyannote-based service (optional)
+- **Text-to-Speech**: TADA, Fish Speech (GPU), or KittenTTS (CPU) — optional
 
 ## Repository Structure
 
@@ -94,10 +97,11 @@ chronicle/
 ├── extras/
 │   ├── speaker-recognition/ # Voice identification
 │   ├── asr-services/        # Local ASR (Parakeet)
-│   ├── openmemory-mcp/      # External memory server
-│   └── havpe-relay/         # ESP32 audio bridge
+│   ├── tts/                 # Text-to-speech (TADA, Fish Speech, KittenTTS)
+│   ├── havpe-relay/         # ESP32 audio bridge
+│   └── vault-sync/          # macOS menu bar app: vault ⇄ Obsidian via Syncthing
 ├── config/                  # Central configuration
-├── Docs/                    # Documentation
+├── docs/                    # Documentation
 ├── tests/                   # Integration tests (Robot Framework)
 ├── wizard.py                # Setup wizard
 └── services.py              # Service lifecycle manager
@@ -124,4 +128,5 @@ open http://localhost:5173
 - [Initialization System](init-system.md) — Setup wizard internals and port configuration
 - [Audio Pipeline Architecture](audio-pipeline-architecture.md) — Deep technical reference
 - [SSL Certificates](ssl-certificates.md) — HTTPS setup
-- [Backend Architecture](../backends/advanced/Docs/architecture.md) — Backend internals
+- [Authentication Architecture](backend/auth.md) — Backend authentication internals
+- [Memory System](backend/memories.md) — Agentic Markdown vault architecture
diff --git a/docs/plans/screen-context-memory.md b/docs/plans/screen-context-memory.md
new file mode 100644
index 00000000..4d9f245c
--- /dev/null
+++ b/docs/plans/screen-context-memory.md
@@ -0,0 +1,272 @@
+# Event-Driven Screen and Audio Memory Curation
+
+## Summary
+
+Chronicle should maintain two representations of device context:
+
+1. A compact system observation layer containing event-driven screen metadata,
+   incremental context samples, sparse previews, audio links, Immich candidates, and
+   curation outcomes.
+2. A curated vault layer containing only durable knowledge and selected images that the
+   Codex memory agent judges useful.
+
+A long uninterrupted activity is one observation, but not one payload. For example, six
+hours in the same editor remains one activity span while materially different code,
+documentation, terminal, or browser states are appended as context samples. The backend
+can process those samples incrementally and decide which details deserve memory.
+
+ScreenPipe and Immich remain the high-resolution sources of truth. Chronicle does not
+mirror complete frame streams or photo libraries.
+
+## Observation lifecycle and send timing
+
+### Meaningful context boundaries
+
+The local collector identifies an activity by `(app, window title, browser URL)`. Every
+switch opens a local candidate immediately; the collector does not throw away the first
+10 seconds. A 10-second stability window delays the remote `open` send so passive
+launchers, notifications, task switchers, and other unmodified transient windows can be
+folded into the surrounding activity.
+
+If a short-lived candidate receives keyboard/mouse interaction, changes its visible
+content or title, starts/stops media, or otherwise produces a meaningful ScreenPipe
+capture trigger, it is finalized and sent as its own short observation when the user
+switches away—even when it lasted less than 10 seconds. That meaningful excursion closes
+the prior uninterrupted observation, and returning opens a new observation for the prior
+app. The backend may relate or deduplicate those adjacent observations, but the collector
+never discards the intentional short interaction.
+
+The collector sends:
+
+- An `open` upsert after a new context remains stable for 10 seconds. This includes the
+  activity identity, start time, an initial bounded text sample, and ranked local frame
+  pointers.
+- A `sample` upsert while the same activity remains open when its accessibility/OCR text
+  changes materially. Text is normalized and fingerprinted locally; identical or
+  near-identical content is not resent. Samples have a two-minute minimum cooldown only
+  within that unchanged observation. A switch to another app/window is a new candidate
+  and is never blocked by this cooldown.
+- A liveness sample after 15 minutes without a prior sample when the device is active.
+  This is a safety boundary for long editing, reading, video, or terminal sessions; it
+  appends to the same observation and does not create a new observation or memory.
+- A `close` upsert on a meaningful switch, lock, capture pause, or graceful service
+  shutdown. It includes the final duration, final useful text state, and the best frame
+  candidates seen across the activity.
+
+An all-day unchanged window therefore produces one observation with incremental samples,
+not a series of five-minute or 30-minute observations. A truly static or idle screen
+produces only lightweight liveness updates, which the backend can mark as duplicates.
+
+The open observation and unsent samples are persisted in the collector state directory.
+After a crash or restart, the collector resumes or finalizes that observation using
+ScreenPipe's local frame history and its saved cursor.
+
+### Context sample contents
+
+Each sample contains only compact context:
+
+- capture timestamp and elapsed activity duration
+- app, window title, browser URL, and capture trigger
+- bounded accessibility/OCR excerpt, normalized before fingerprinting
+- content fingerprint and previous-sample relationship
+- first, last, and representative ScreenPipe frame IDs
+- idle, locked, blank, or DRM-paused markers when available
+
+The collector retains up to three ranked frame candidates per observation. Ranking uses
+dwell time, useful text, nonblank metadata, distance from a switch boundary, and visual or
+textual novelty. Frame IDs are source pointers; pixels are not uploaded with every sample.
+
+## Backend observation model
+
+Add `observation` to `DeviceInputItem.kind` and represent lifecycle separately from
+curation:
+
+- lifecycle: `open` or `closed`
+- curation: `pending`, `curating`, `discarded`, `duplicate`, `linked`, `promoted`, or
+  `failed`
+
+An observation stores its ordered context samples, ranked frame candidates, related audio
+conversation IDs, duplicate target, curation revision, agent reason, vault paths, and
+media provenance. Use the ScreenPipe source ID plus the observation's first frame ID as
+the idempotency key.
+
+Expose authenticated device endpoints for opening/upserting and closing observations.
+Retries must update the existing observation and deduplicate samples by fingerprint and
+timestamp rather than creating additional records. The existing source heartbeat handles
+service liveness; heartbeats never create observations.
+
+The timeline response exposes the observation span, current/open state, samples, preview,
+related conversations, duplicate target, and vault outcome.
+
+## Sparse screenshot selection
+
+The backend automatically requests at most one 640px preview from the observation's best
+frame candidate. It does not request a preview for idle, locked, DRM-paused, blank, or
+metadata-poor observations.
+
+The curation agent may request one alternative preview if the first is unusable and a
+different ranked candidate exists. Thus an observation normally transfers zero or one
+image and has a hard automatic limit of two previews, even when it lasts all day.
+
+If the agent elects to retain a ScreenPipe image, the backend requests a bounded 1280px
+still from the local source. If the source is offline or the original has expired, it may
+promote the existing preview. No full frame sequence is transferred.
+
+For Immich, Chronicle inspects metadata and low-resolution thumbnails first. It fetches an
+original asset only after the agent explicitly chooses to promote that image.
+
+## Audio correlation and retention decisions
+
+ScreenPipe audio capture and forwarding remain independent of screen observations.
+Chronicle continues to run VAD and transcription on received audio, then correlates each
+completed audio session with observations from the same source and overlapping timestamps.
+Microphone and system-output streams remain separate.
+
+The curation agent receives:
+
+- new observation samples since its previous revision
+- app/window/URL context and elapsed duration
+- available preview images
+- related audio direction, transcript segments, and conversation summaries
+- nearby Immich asset metadata and thumbnails
+- relevant existing vault-note summaries
+
+System-output dialogue must be interpreted as media content rather than personal speech.
+For a show, film, game, or song, the agent may retain the title, episode, progress, and
+explicit user reactions, but must never turn character dialogue into facts about the user.
+Microphone speech is considered separately and facts are attributed only when speaker
+evidence supports that attribution.
+
+When an open observation accumulates novel samples, the backend coalesces them into a
+curation revision. It invokes the agent at most once per 15 minutes while the observation
+is open and once more when it closes. Exact duplicate samples are eliminated before this
+stage. The agent may write nothing, update an existing note, or record only a subset of
+the supplied context. Deterministic revision IDs prevent repeated jobs from repeating
+vault edits.
+
+The agent classifies each revision as:
+
+- novel and worth recording
+- related to an existing observation, conversation, or vault note
+- duplicate of a canonical observation
+- routine or low-value and discarded
+
+Duplicate observations remain as compact audit markers linked to the canonical item.
+Their redundant preview bytes are deleted and they do not trigger another vault write.
+
+## Vault representation and media promotion
+
+Raw observations remain in Chronicle's database and are never represented as fake audio
+conversations.
+
+The agent writes useful routine context into `Daily/YYYY-MM-DD.md`. Durable experiences
+such as parties, trips, meetings, projects, games, shows, or recurring research receive
+appropriate event, project, topic, place, or media notes. Observations link to overlapping
+real conversations instead of duplicating transcript content.
+
+Promoted images are content-addressed at `_media/<sha256>.<ext>` and embedded with Obsidian
+links. Note frontmatter records:
+
+- source provider (`screenpipe` or `immich`)
+- source ID and frame or asset ID
+- capture time
+- related observation and conversation IDs
+- content hash
+
+Media is deduplicated by content hash across ScreenPipe and Immich. Promoted vault media
+is retained independently, while the local services remain the source for higher-resolution
+or additional context. Failed source retrieval remains retryable and must not leave partial
+notes or media files.
+
+## Privacy and retention
+
+- Preserve ScreenPipe PII removal and bounded text excerpts.
+- Never send ScreenPipe's SQLite database, complete OCR history, or complete frame stream.
+- Keep compact observation metadata and duplicate decisions as the durable audit record.
+- Delete backend previews after discard or duplicate classification unless they are linked
+  to another retained observation.
+- Do not delete ScreenPipe or Immich originals during backend cleanup.
+- If the visual Codex executor is unavailable, leave visual curation pending rather than
+  falling back to a lower-confidence text-only promotion decision.
+
+## Implementation areas
+
+### Collector
+
+- Replace remote per-transition activity uploads with observation lifecycle upserts.
+- Add local text fingerprinting, novelty comparison, cooldown handling, sample buffering,
+  candidate ranking, and crash recovery.
+- Continue querying ScreenPipe locally on the existing short polling loop; polling does not
+  imply remote transmission.
+
+### Backend
+
+- Extend the device-input model and API with observations, samples, lifecycle, curation,
+  duplicate links, and vault outcomes.
+- Change automatic thumbnail creation from every salient activity to sparse observation
+  previews.
+- Correlate processed ScreenPipe audio and discovered Immich assets by timestamps.
+- Add idempotent, revision-based observation curation jobs and source-agnostic media
+  promotion.
+
+### Agent
+
+- Add an observation-curation prompt and executor contract separate from the conversation
+  memory contract.
+- Allow the Codex executor to inspect supplied previews, existing vault structure, related
+  conversations, and Immich candidates.
+- Require explicit structured decisions before vault or media mutation.
+
+### UI and operations
+
+- Display observations as evolving spans with their sample count, duration, preview,
+  related audio, duplicate target, and vault outcome.
+- Add metrics for opens, closes, samples sent/deduplicated, previews, curation revisions,
+  duplicate/discard/promote decisions, and source retrieval failures.
+- Document the lifecycle and troubleshooting in `docs/screenpipe.md`.
+- Do not backfill historical ScreenPipe frames in the initial rollout.
+
+## Test and acceptance plan
+
+- Stable switches open and close exactly one observation. Sub-10-second passive transient
+  switches are folded into the surrounding activity, while short interactions with input,
+  media controls, title changes, or meaningful content changes are retained.
+- Switching to a music player, changing playback, and immediately switching back creates
+  a short music-player observation even when the whole interaction is under 10 seconds and
+  occurs within another observation's two-minute sample cooldown.
+- Six hours in one editor remains one observation while materially different code/context
+  produces incremental samples.
+- Static and idle screens do not create repeated content or previews.
+- Sample retries, close retries, crashes, and restarts are idempotent and preserve ordering.
+- Observations continue when audio forwarding is disabled.
+- Each observation automatically transfers at most one preview, with one agent-requested
+  alternative allowed.
+- Audio sessions link by timestamp without mixing input and output semantics.
+- Media dialogue cannot create personal facts; viewing progress and explicit reactions can.
+- Incremental curation revisions cannot duplicate vault edits.
+- Exact and semantic duplicates retain audit markers but no redundant preview or vault note.
+- ScreenPipe and Immich promotion share content-hash deduplication and offline retry behavior.
+- Agent outcomes cover no-op, discard, duplicate, text-only update, linked-note update,
+  dedicated-note creation, and image promotion.
+- Existing audio ingestion, conversation processing, bounded ScreenPipe queries, timeline
+  retrieval, and Immich discovery remain functional.
+- Live verification switches among several apps, spends an extended period coding in one
+  window, plays system audio, and then switches away. The result must be one observation
+  per meaningful context, incremental coding samples, correctly linked audio, sparse
+  images, and conservative vault edits.
+
+## Defaults
+
+- Remote-open stability delay: 10 seconds; meaningful short interactions bypass it on
+  close.
+- Minimum interval between semantic samples in the same unchanged observation: 2 minutes;
+  it never applies across app/window switches.
+- Maximum active interval without a liveness sample: 15 minutes.
+- Maximum OCR/accessibility excerpt per sample: 2,000 characters.
+- Ranked frame candidates per observation: 3.
+- Automatically transferred previews per observation: 1.
+- Maximum previews including agent-requested fallback: 2.
+- Maximum open-observation curation frequency: once per 15 minutes, plus final close.
+- Immich correlation window: 30 minutes before or after the observation span.
+- No fixed five-minute or 30-minute observation boundary.
+- No initial historical backfill.
diff --git a/docs/podman.md b/docs/podman.md
new file mode 100644
index 00000000..7913842e
--- /dev/null
+++ b/docs/podman.md
@@ -0,0 +1,161 @@
+# Running Chronicle with Podman
+
+Chronicle's service lifecycle (`services.py`, `status.py`, the service-manager
+agent) works with either **Docker** (default) or **Podman**. This is useful where
+Docker Desktop is unavailable (e.g. locked-down work machines) or when you prefer a
+single rootless engine across machines.
+
+Choosing the engine does **not** require editing any compose files — the repo's
+existing compose definitions (profiles, healthchecks, `host.docker.internal`, and
+NVIDIA `deploy.resources` GPU blocks) run unmodified under Podman.
+
+## Selecting the engine
+
+Precedence: environment variable → `config/config.yml` → `docker` default.
+
+```yaml
+# config/config.yml
+container_engine: podman        # "docker" (default) or "podman"
+# compose_cmd: podman-compose   # optional; default derives from container_engine
+```
+
+Or per-shell:
+
+```bash
+export CONTAINER_ENGINE=podman          # used for `network`/`inspect`/`ps`
+export COMPOSE_CMD="podman-compose"     # used for up/down/build/restart
+```
+
+`config.yml` is the recommended home because the **service-manager** and
+**discovery** agents run as systemd *user* services and do not inherit your shell
+environment.
+
+### Why `podman-compose` (not `docker compose` against the podman socket)
+
+On Ubuntu 24.04 (Podman 4.9), `docker compose` talking to Podman's Docker-compat
+socket does **not** perform CDI GPU injection — GPU services start without a GPU.
+`podman-compose` drives the `podman` CLI directly, where CDI works. So for podman,
+the compose front-end is `podman-compose`. The only consequence is that
+`podman-compose`'s `ps` output is not docker-compatible; Chronicle handles this
+internally by querying `podman ps` scoped to the compose project label.
+
+## Host setup (rootless)
+
+1. **Install the engine + compose + (GPU) toolkit:**
+   ```bash
+   sudo apt install -y podman
+   uv tool install podman-compose            # or: sudo apt install podman-compose
+   # GPU hosts only:
+   sudo apt install -y nvidia-container-toolkit
+   ```
+
+2. **GPU hosts — generate the CDI spec** (works in WSL2 with the NVIDIA WSL driver):
+   ```bash
+   sudo nvidia-ctk cdi generate --output=/etc/cdi/nvidia.yaml
+   nvidia-ctk cdi list          # expect nvidia.com/gpu=all
+   # quick check:
+   podman run --rm --device nvidia.com/gpu=all \
+     docker.io/nvidia/cuda:12.6.0-base-ubuntu24.04 nvidia-smi
+   ```
+
+3. **Clear any Docker Desktop credential helper** (otherwise image pulls fail
+   invoking `docker-credential-desktop`):
+   ```bash
+   # if ~/.docker/config.json contains "credsStore": "desktop..."
+   cp ~/.docker/config.json ~/.docker/config.json.bak
+   echo '{}' > ~/.docker/config.json
+   ```
+
+4. **Select podman** in `config/config.yml` (`container_engine: podman`).
+
+5. **Start services as usual:** `./start.sh`, `./status.sh`, `./stop.sh` — they all
+   route through the selected engine.
+
+## Migrating an existing Docker install
+
+- **Data ownership.** Docker creates bind-mounted data (`backends/advanced/data/...`)
+  owned by `root` (root-running containers) or by a service UID like `999`
+  (mongo/redis drop privileges at runtime). Rootless Podman remaps container UIDs
+  through your subuid range, so it can't write either until re-owned. `podman
+  unshare chown` alone fails on the root-owned dirs because real root isn't mapped
+  into your namespace — so it's two steps:
+  ```bash
+  # 1) real root pulls everything back to your user (fixes root-owned dirs;
+  #    container-root maps to you, so root-running services are then correct)
+  sudo chown -R "$(id -un):$(id -gn)" backends/advanced/data
+  # 2) remap services that run as a non-root UID inside (mongo + redis = 999),
+  #    set from inside the podman user namespace
+  podman unshare chown -R 999:999 backends/advanced/data/mongo_data
+  podman unshare chown -R 999:999 backends/advanced/data/redis_data
+  ```
+  General rule for any straggler that can't write: `podman unshare chown -R
+  <container_uid>:<container_uid> <dir>`.
+- **Free the ports.** Stop/decommission Docker Desktop (or `docker compose down`
+  the old stack) so Podman can bind 6379/27017/8000/etc.
+- **Docker Desktop PATH shims.** `/usr/bin/docker` and `/usr/bin/docker-compose` are
+  often Docker Desktop symlinks that go stale when it's removed. They don't affect
+  Podman, but a stale `docker-compose` shim is why a self-contained tool
+  (`podman-compose`) is used rather than borrowing Docker Desktop's binary.
+
+## Caveats
+
+- **Privileged ports (Caddy).** Rootless `ip_unprivileged_port_start` is `1024`, so
+  Caddy's `443` binds but its `80` HTTP→HTTPS redirect does not. Only relevant with
+  the `https`/Caddy profile. If you need it:
+  ```bash
+  sudo sysctl net.ipv4.ip_unprivileged_port_start=80    # persist in /etc/sysctl.d
+  ```
+- **inotify watch exhaustion (WebUI 502 / Vite crash loop).** Containers share the
+  host's `fs.inotify.max_user_watches` pool (default 65536). A host-side IDE file
+  watcher (Cursor/VSCode server) recursively watching this large repo can consume
+  nearly the entire pool, starving the webui container's Vite dev server → it
+  crash-loops with `ENOSPC` on `watch` and Caddy returns 502. (Instances are not the
+  issue — those stay low.) Two fixes, complementary:
+  ```bash
+  # immediate: raise the watch limit (VSCode/Cursor docs recommend this on big repos)
+  echo 'fs.inotify.max_user_watches=524288' | sudo tee /etc/sysctl.d/99-inotify.conf && sudo sysctl --system
+  ```
+  Also add `files.watcherExclude` in the IDE for heavy paths (`**/node_modules`,
+  `**/.venv`, `**/data/**`, `**/model_cache/**`, `golden_data`, `experiments`) so the
+  IDE isn't watching tens of thousands of model/data files.
+- **Reboot persistence.** Docker's daemon restarts `restart: unless-stopped`
+  containers on boot. Rootless Podman is daemonless — nothing re-applies `restart:`
+  policies after a reboot (the policy still covers crash-restart while the box is
+  up, just not the reboot gap). Instead of Podman's own `podman-restart.service`
+  (which only matches `restart-policy=always`, *not* `unless-stopped`), Chronicle
+  ships a **`chronicle-stack`** systemd *user* oneshot that runs `services.py start
+  --all` on boot — the same path as `./start.sh`, respecting the `config.yml`
+  enabled set. It installs (with linger) alongside the node agent via the wizard's
+  "Auto-start on boot" prompt or `services.py manager install`, and is ordered
+  `After=chronicle-service-manager.service`. So no compose-file edits or
+  `podman-restart.service` are needed. Manage/inspect it with `systemctl --user
+  status chronicle-stack` and `journalctl --user -u chronicle-stack`.
+- **Implicit `default` network.** docker-compose silently creates a `<project>_default`
+  network for services that declare no `networks:`. podman-compose instead errors
+  `missing networks: default` once any *other* network (e.g. external
+  `chronicle-network`) is present. Fix: declare `default: {}` in that compose file's
+  top-level `networks:` (a no-op under docker). Only `extras/langfuse` needed this;
+  all compose files now parse under both engines.
+- **Docker Desktop auto-start.** On Windows, Docker Desktop relaunches on login and
+  its `restart: unless-stopped` containers reclaim host ports (27017/6379/…) via the
+  WSL relay, blocking Podman. Uninstall it (or disable login-start + `compose down`
+  the old stack) — note its `/usr/bin/docker{,-compose}` symlinks then dangle
+  harmlessly.
+
+## Toward seamless setup (TODO)
+
+The rootless-podman host prerequisites above are currently manual. To make podman a
+one-command choice for the user, the wizard / `services.py` should automate them when
+`container_engine: podman` is selected. Each is independently scriptable:
+
+| Manual step today | Who should automate it | Notes |
+|---|---|---|
+| `unqualified-search-registries=["docker.io"]` + `short-name-mode="permissive"` | wizard (write `~/.config/containers/registries.conf` if absent) | idempotent; required for builds to resolve short names |
+| `nvidia-ctk cdi generate` (GPU hosts) | wizard (already detects CUDA via `setup_utils.detect_cuda_version`) | needs sudo; prompt + run |
+| `sysctl net.ipv4.ip_unprivileged_port_start=80` | `services.py` preflight when the `https`/Caddy profile is active | needs sudo; only if Caddy enabled. Could also drop Caddy's `:80` listener for rootless |
+| Data-dir ownership remap (`sudo chown` + `podman unshare chown 999`) | a `services.py migrate-podman` helper (one-shot) | only when migrating an existing docker install |
+| Clear Docker Desktop `credsStore` | wizard (detect `desktop` credsStore, offer to neutralize) | harmless on fresh hosts |
+
+Until automated, `docs/podman.md` (this file) is the checklist. The **engine
+abstraction itself** (`container_engine`/`compose_cmd`) is already seamless — only the
+host prerequisites need wiring into setup.
diff --git a/docs/screenpipe.md b/docs/screenpipe.md
new file mode 100644
index 00000000..9e12f55f
--- /dev/null
+++ b/docs/screenpipe.md
@@ -0,0 +1,109 @@
+# ScreenPipe capture nodes
+
+ScreenPipe is Chronicle's local, cross-platform screen/activity capture interface. It
+owns the high-volume frame, OCR, accessibility, and optional audio store on each
+computer. Chronicle does not mirror that entire store: the companion collector sends
+compact, event-driven observations and can fulfill bounded snapshot/OCR requests for
+the timeline and memory curator.
+
+## Component boundaries
+
+- `screenpipe record` captures and retains source data locally.
+- `extras/screenpipe-collector/` pairs the node with Chronicle, maintains the local
+  observation lifecycle, checkpoints progress, and answers bounded media requests.
+- Chronicle's backend stores timeline activity and only the media selected for a
+  durable Chronicle view or memory.
+- `extras/vault-sync/` is the single Chronicle desktop entry point. `main.py` selects
+  the macOS menu bar or Linux system tray adapter; `desktop_core.py` contains their
+  shared state, logging, and vault synchronization.
+- ScreenPipe's own desktop UI is an optional, on-demand local timeline viewer. It is
+  not the recorder and should not autostart or launch a second recording process.
+
+Do not scan or upload the complete frame stream, and do not copy ScreenPipe's SQLite
+database into Chronicle as a second source of truth.
+
+## Observation lifecycle
+
+The companion polls the local ScreenPipe database on its short polling loop, but polling
+does not cause a remote upload. It identifies context by application, window title, and
+browser URL and sends only these lifecycle events:
+
+- A stable context opens after 10 seconds. The first 10 seconds remain buffered locally.
+- Clicks, typing pauses, scroll stops, key presses, clipboard events, visual changes, and
+  manual captures make a short context meaningful immediately. Switching to a music
+  player, changing playback, and switching back is therefore retained even when it takes
+  less than 10 seconds.
+- Passive task-switcher, focus, notification, idle, blank, locked, and DRM-paused flashes
+  can be folded into the surrounding observation.
+- Material OCR/accessibility changes append a sample no more often than every two minutes
+  inside the same unchanged observation. App/window switches are not subject to that
+  cooldown.
+- An active unchanged observation receives a lightweight liveness sample after 15
+  minutes. A six-hour editor session is still one observation with incremental samples.
+- Meaningful switches, capture shutdown, and service shutdown close the observation.
+
+Open state and unsent samples are stored atomically in
+`~/.local/state/chronicle-screenpipe/observations.json`. Backend lifecycle upserts and
+sample fingerprints make retries idempotent.
+
+Each observation carries at most three ranked local frame pointers. Chronicle normally
+requests zero or one 640px preview; the curator may request one different preview. A
+selected ScreenPipe image is then fetched at a bounded 1280px size. ScreenPipe remains
+the high-resolution source and Chronicle never uploads a frame sequence.
+
+The backend correlates observations with overlapping input/output audio conversations
+and nearby Immich candidates. A separate Codex curation pass may discard routine context,
+link a duplicate, append a Daily note, update a durable topic/project/event/media note, or
+promote a content-addressed image into `_media/`. System-output dialogue is always treated
+as media content rather than personal speech. If the visual Codex executor is unavailable,
+curation remains pending.
+
+## Capture mode
+
+Microphone and system-output capture are separate sources. A capture node may record
+neither, system output only, microphone only, or both. Use
+`--audio-transcription-engine disabled` in every enabled mode because Chronicle owns
+speech-to-text. ScreenPipe's `--use-system-default-audio true` follows and enrolls both
+the default input and output; system-only or microphone-only modes therefore require
+an explicit `--audio-device "... (output)"` or `--audio-device "... (input)"` with
+`--use-system-default-audio false`. The collector preserves the source direction when
+it sends audio to Chronicle.
+
+Local capture and Chronicle forwarding are independent policies. The collector's
+`forward_audio` setting accepts `none`, `output`, `input`, or `both`; excluded chunks
+remain in ScreenPipe's local store and are checkpointed without upload. Chronicle also
+processes input and output as separate sessions so microphone and system audio are not
+mixed together before transcription.
+
+The setup wizard's capture-node option delegates to
+`extras/screenpipe-collector/init.py`. Pairing and standalone commands are documented
+in the [companion README](../extras/screenpipe-collector/README.md).
+
+## Desktop controls and logs
+
+On Linux the Chronicle tray controls `screenpipe.service` and
+`chronicle-screenpipe.service`, shows local frame/storage statistics, toggles capture
+modes, and offers timed pauses. Both Linux and macOS expose **View Logs** for the
+current Chronicle desktop process. System-service history remains in the native
+service manager:
+
+```bash
+systemctl --user status screenpipe.service chronicle-screenpipe.service chronicle-desktop.service
+journalctl --user -u screenpipe.service -u chronicle-screenpipe.service -u chronicle-desktop.service
+```
+
+On macOS, use `extras/vault-sync/start.sh logs` for the installed desktop service.
+
+The Linux ScreenPipe UI launcher may set rendering/onboarding environment required by
+the locally installed build, but its desktop autostart entry should remain disabled.
+Open that UI manually only when the full local ScreenPipe timeline is needed; the
+recorder and Chronicle collector remain independently managed background services.
+
+## Implementation map
+
+- `extras/screenpipe-collector/`: collector CLI, observation state machine, checkpoints, and service installation
+- `backends/advanced/src/advanced_omi_backend/routers/modules/device_input_routes.py`: capture-node ingestion API
+- `backends/advanced/src/advanced_omi_backend/services/observation_curation.py`: sparse preview and vault curation
+- `extras/vault-sync/main.py`: cross-platform desktop entry point
+- `extras/vault-sync/desktop_core.py`: shared desktop state, logs, and vault sync
+- `extras/vault-sync/menu_linux.py` and `menu_vault.py`: platform-specific UI adapters
diff --git a/docs/ssl-certificates.md b/docs/ssl-certificates.md
new file mode 100644
index 00000000..9e04585e
--- /dev/null
+++ b/docs/ssl-certificates.md
@@ -0,0 +1,95 @@
+# SSL Certificates & HTTPS
+
+Chronicle uses **Caddy** for automatic HTTPS. The backend Caddy serves both the main
+dashboard and Langfuse; speaker recognition has its own Caddy on a non-conflicting port.
+
+## Why HTTPS is Needed
+
+Modern browsers require HTTPS for:
+- **Microphone access** over network (not localhost)
+- **Secure WebSocket connections** (WSS)
+- **Remote access** via Tailscale/VPN
+- **Production deployments**
+
+Note: the **native mobile app** does not require HTTPS — only browsers do.
+
+## How certificates are managed
+
+Both services front their containers with Caddy:
+
+| Service | Config | HTTP → HTTPS ports |
+|---------|--------|--------------------|
+| Advanced Backend | `backends/advanced/Caddyfile` | `80` → `443` |
+| Langfuse | `backends/advanced/Caddyfile` | direct `3002`; HTTPS `3443` |
+| Speaker Recognition | `extras/speaker-recognition/Caddyfile` | `8081` → `8444` |
+
+With a Tailscale host such as `node.example.ts.net`, the browser UIs are therefore
+`https://node.example.ts.net`, `https://node.example.ts.net:3443` (Langfuse), and
+`https://node.example.ts.net:8444` (speaker recognition). The WebUI System page shows
+these canonical URLs for each running node.
+
+The wizard records the chosen approach as `HTTPS_CERT_MODE` in each service's `.env`:
+
+### `caddy` mode (default)
+
+Caddy obtains **and auto-renews** the certificate itself — no cert files on disk, no
+renewal cron. The Caddyfile has no `tls` directive; Caddy picks the right source from
+the site address:
+
+- **`*.ts.net` (Tailscale)** → fetched from the local `tailscaled` at TLS-handshake
+  time. The wizard mounts the host `tailscaled.sock` into the Caddy container via a
+  generated `docker-compose.override.yml`. Trusted on all devices in your tailnet.
+- **Real domain** → Let's Encrypt via ACME (requires ports 80/443 reachable). Trusted
+  everywhere.
+- **IP address / `localhost`** → Caddy's internal CA (self-signed). Browsers show a
+  warning you can accept; the native app connects fine.
+
+Renewal is automatic (~30 days before expiry), so a Caddy-managed deployment never hits
+an expired cert.
+
+### `static` mode (Docker Desktop + Tailscale fallback)
+
+On Docker Desktop (macOS/Windows) the `tailscaled` socket isn't reachable from the
+Docker VM, so Caddy can't fetch a `*.ts.net` cert. There the wizard issues the cert on
+the host (`tailscale cert` → `certs/server.crt`/`server.key`, mounted into Caddy) and the
+Caddyfile includes a `tls /certs/...` directive. `services.py` renews it on every
+`./start.sh` / `./restart.sh` if it's within 21 days of expiry — no cron needed, since
+those boxes restart frequently.
+
+## Setup via Wizard
+
+When you run `./wizard.sh`, the wizard:
+1. Asks if you want to enable HTTPS
+2. Prompts for your Tailscale name, domain, or IP
+3. Picks `caddy` or `static` mode automatically (based on the address and whether the
+   `tailscaled` socket is available)
+4. Generates the Caddyfile (and, for Caddy-managed Tailscale, the socket-mount override)
+5. Updates CORS settings for HTTPS origins
+
+**No manual certificate generation required.**
+
+## Browser Certificate Warnings
+
+For `*.ts.net` and real domains the certificate is publicly trusted — no warning. For an
+IP or `localhost` address Caddy serves a self-signed internal-CA cert, so browsers warn:
+
+1. Click "Advanced"
+2. Click "Proceed … (unsafe)"
+3. Microphone access will now work
+
+## Troubleshooting
+
+**HTTPS not working**:
+- Check the Caddy containers are running: `docker compose ps` (look for `caddy`)
+- Confirm the served cert: `echo | openssl s_client -connect localhost:443 -servername <your-name> 2>/dev/null | openssl x509 -noout -issuer -enddate`
+- For Caddy-managed Tailscale, confirm the socket is mounted: `docker inspect <caddy-container> --format '{{range .Mounts}}{{.Destination}} {{end}}'` should list `/var/run/tailscale/tailscaled.sock`
+- Check you're using `https://` not `http://`
+
+**Tailscale cert won't issue** (`500 ... failed to create DNS record`):
+- Ensure **MagicDNS** and **HTTPS Certificates** are enabled at https://login.tailscale.com/admin/dns
+- These 500s are usually transient on Tailscale's side; retry after a short wait
+
+**Microphone not accessible**:
+- Ensure you're accessing via HTTPS (not HTTP)
+- Accept the browser certificate warning (IP/localhost only)
+- From a remote device use the Tailscale name/IP, not `localhost`
diff --git a/docs/testing.md b/docs/testing.md
new file mode 100644
index 00000000..1258ae60
--- /dev/null
+++ b/docs/testing.md
@@ -0,0 +1,73 @@
+# Testing and coverage
+
+Chronicle separates fast Python tests from the composed Robot Framework suite. Test commands should
+be run from the directory shown below so each component uses its own dependency and coverage
+configuration.
+
+## Python tests
+
+### Root setup and lifecycle tooling
+
+From the repository root:
+
+```bash
+PYTHONPATH=backends/advanced/src uv run \
+  --with-requirements setup-requirements.txt \
+  --with pytest \
+  --with pytest-cov \
+  pytest tests/unit \
+  --cov \
+  --cov-config=.coveragerc \
+  --cov-report=term-missing \
+  --cov-report=xml \
+  --cov-report=html
+```
+
+### Advanced backend
+
+The default fast lane excludes the MongoDB integration module:
+
+```bash
+cd backends/advanced
+uv sync --locked --group test
+uv run --group test pytest \
+  --ignore=tests/test_audio_persistence_mongodb.py \
+  --cov=advanced_omi_backend \
+  --cov-report=term-missing \
+  --cov-report=xml \
+  --cov-report=html
+```
+
+Run the MongoDB integration module explicitly when the test database is available:
+
+```bash
+uv run --group test pytest tests/test_audio_persistence_mongodb.py
+```
+
+### ASR services
+
+The default fast lane excludes the Parakeet container integration module:
+
+```bash
+cd extras/asr-services
+uv sync --locked --group test
+uv run --group test pytest \
+  --ignore=tests/test_parakeet_service.py \
+  --cov=common \
+  --cov=providers \
+  --cov-report=term-missing \
+  --cov-report=xml \
+  --cov-report=html
+```
+
+Run `tests/test_parakeet_service.py` explicitly on a machine prepared for its Docker and model
+requirements.
+
+Each command writes XML and HTML output to the component's `coverage-reports/` directory. Branch
+coverage is enabled. No minimum percentage is enforced while the baseline suites are being made
+green; CI still fails when a test fails.
+
+## Integration and end-to-end tests
+
+The repository-level `tests/` directory owns composed Robot Framework behavior. Its current
+commands and environment setup are documented in [`tests/README.md`](../tests/README.md).
diff --git a/docs/vault-iteration-plan-2026-07-16.md b/docs/vault-iteration-plan-2026-07-16.md
new file mode 100644
index 00000000..beb0b07f
--- /dev/null
+++ b/docs/vault-iteration-plan-2026-07-16.md
@@ -0,0 +1,132 @@
+# Vault Iteration Plan — 2026-07-16
+
+Follow-up to `memory-rebuild-audit-2026-07-16.md`. Two inputs were produced:
+
+1. **Transcript categorization** of all 169 vault-eligible conversations
+   (gpt-4.1-mini, artifacts in `backends/advanced/data/transcript_categorization/`).
+2. **Deep fidelity audit** of 8 good conversations (transcript vs vault note vs
+   linked entity notes) plus a whole-vault structural audit, run as three
+   independent read-only agent passes over rebuild `970899d4dea6`.
+
+## 1. Categorization result (the workable dataset)
+
+`workable_dataset.json` tiers the 169 conversations:
+
+| Tier | Count | Audio | Meaning |
+|---|---|---|---|
+| keep_core | 130 | 26.8 h | real conversations; 80 rated memory-worthiness 2 |
+| keep_context | 20 | 0.6 h | Hermes/HA voice-command sessions — useful signal, kept and labeled |
+| low_value | 14 | 1.0 h | fragments (11) + background media (3), nothing memorable |
+| prune | 5 | 4.1 h | pure ASR hallucination (repeated-token loops, control tokens) |
+
+Flags: 32 keep_core conversations contain hallucinated ASR spans inside real
+speech (`needs_transcript_cleanup` list); 42 contain HA commands mixed into real
+conversation. The 5 prune conversations are `103910ee`, `12db218d`, `1d349639`,
+`31649f4e`, `4096782e` — together 4.1 h of audio, and the direct source of the
+fabricated `Hermes Chronicle`, `India`, `Myanmar`, `film`, `product` topic notes.
+
+## 2. State of the vault on good cases
+
+Eight high-worthiness conversations were audited fact-by-fact (4 technical/work:
+`5c0b2333`, `99e2a020`, `7620c7b4`, `ea282e40`; 4 personal Hindi-English:
+`a4ed37ac`, `19f5a281`, `d0de4521`, `fd3f7f7d`). Grades ranged C to B.
+
+**What works now (post-remediation baseline):**
+
+- **Zero invented facts across all 8 notes.** Every Key Fact traced to the
+  transcript. On garbage-ASR input the agent correctly stays vague instead of
+  hallucinating (`fd3f7f7d`, `99e2a020`). This conservatism is the foundation to
+  build on.
+- Frontmatter date/duration metadata is now exact (10/10 spot-checks matched to
+  the microsecond).
+- `People/ankush.md` and `People/Anushpa.md` rollups are accurate and are the one
+  reliable retrieval surface today.
+- Action items, where populated, are mostly real commitments (best case
+  `7620c7b4`: 5/5 grounded).
+
+**Failure modes, in order of damage:**
+
+1. **Under-coverage (~half the substance dropped), biased toward the safe
+   surface.** Notes summarize the opening topic and truncate. What gets dropped
+   is precisely what a personal-memory system exists for:
+   - `a4ed37ac`: omits that ankush's father is not attending his wedding and the
+     family estrangement around it (~40% of the conversation).
+   - `19f5a281`: omits the genetic marker → no synthetic folic acid health fact.
+   - `d0de4521`: omits ankush being sick 4-5 days, Prayal visiting, his
+     journaling/meds-reminder workflow, and two real helping-commitments (set up
+     the maid's UPI account, renew जितबहादुर's insurance) — the Action Items
+     section shipped as an empty `- [ ]`.
+   - `5c0b2333`: omits the entire FDE-role/career half, Vipul's bio
+     (ex-Deutsche-Bank, 5 yrs), and the Verizon/JPMC/Morgan-Stanley context.
+   - `ea282e40`: omits the actual point of the call — co-founder Asif's flawed
+     email and the angry-customer escalation dynamic; Asif appears nowhere.
+2. **Attribution smears from broken diarization** — the top correctness lever
+   given inventions are zero. `ea282e40` assigns Tanmay's A100/H100 conclusion to
+   Shiva (the customer who was pushing back); `7620c7b4` turns Vipul's RabbitMQ
+   hypothesis into Ankush's assertion; `d0de4521` collapses two distinct third
+   parties into "the person."
+3. **Titles: 9 notes use the raw first ASR line** ("So, the chronicle. I forgot.
+   Yeah," / "Question. Do you-- whenever you have") and ~15-20 more are fully
+   generic. Grep test: zero titles contain "Hermes" (59 linked conversations) or
+   "Verizon" (a whole escalation call). Title-based retrieval is broken.
+4. **Topic layer is unreliable in both directions.** 91 distinct dangling link
+   targets (157 occurrences, e.g. all 8 topics of `19f5a281`); 25/127 topic notes
+   are empty stubs (including `family`, the dominant theme of the personal
+   corpus); spurious tags (`[[latency]]`, `[[UI design]]` from a "UI team" Slack
+   channel); and **cross-conversation rollup contamination** — `Topics/token
+   sampling.md` and `People/Rishon.md` attribute a different same-day
+   conversation's facts to `99e2a020`.
+5. **People notes waste their structured fields.** All 14 have empty
+   `org/role/relationship/location` even when the transcript states them
+   (Vipul = ex-DB ML engineer reporting to Kerry+Anurag; Shiva Barathi = the
+   Verizon customer). Person-name mentions (Kevin Jacob, Priyanka, Asif, Tanmay)
+   are never promoted to People notes, while one-off trivia ("bong water",
+   "quantum knowledge") do become Topic files — the promotion heuristic is
+   backwards. 11 entity notes are orphans with zero inbound links.
+6. **Junk and command noise pollute the graph.** All 16 junk conversations got
+   full template notes indistinguishable from real ones; 7+ entity notes exist
+   only because of hallucinated audio (`Hermes Chronicle`, `Sunil`, …).
+   `Topics/Hermes.md` (81 link occurrences) buries real wake-word development
+   narrative under dozens of "Hey Hermes, turn off study lights" log lines;
+   `Topics/study.md` and `hall.md` are ~100% command noise.
+
+## 3. Iteration plan (ranked, mapped to pipeline)
+
+1. **Ingestion category gate** — feed `workable_dataset.json` tiers into the
+   rebuild path (`providers/chronicle.py`): skip the 5 prune conversations
+   entirely; render the 20 assistant_command conversations as a compact
+   device-interaction log (timestamp, command, target, outcome) instead of full
+   Summary/Key-Facts notes; stamp `category` + `memory_worthiness` into
+   conversation frontmatter so the memory agent can weight trust. Longer-term,
+   run the same gpt-4.1-mini classifier as a standing transcript-quality gate
+   before memory jobs (`categorize.py` is reusable as-is).
+2. **Speaker reconciliation before summarization** — merge fragmented
+   `Unknown Speaker N` labels per conversation before the transcript reaches
+   `MemoryAgent.run`, and instruct the agent to mark attribution as uncertain
+   rather than pick a name; misattributed health/finance/conflict facts are the
+   highest-damage error class observed.
+3. **Coverage pass for long transcripts** — the agent summarizes the first third
+   and stops. Chunk long transcripts (map-reduce or sectioned outline) and add
+   explicit extraction targets weighted above logistics: health facts,
+   relationships/conflicts, life events, stated commitments, and durable bio
+   facts about people (feed these into the People frontmatter fields). Ban empty
+   `- [ ]` placeholders — omit the section instead.
+4. **Semantic titles with validation** — reject any title that is a prefix of the
+   transcript's first line or matches the generic-placeholder set; require
+   named-entity-bearing titles (`vault` validation in `providers/chronicle.py`
+   already has the hook point; this extends the existing placeholder check).
+5. **Entity-layer integrity** — one mechanism, several symptoms: (a) every
+   emitted `[[topic]]` must either resolve or auto-create a note with an About
+   line (no more 91 dangling targets), (b) rollups must carry per-conversation
+   provenance so two same-day conversations can't blend, (c) promote person-name
+   mentions to People stubs and stop promoting one-off trivia to Topics
+   (frequency ≥ 2 or explicit-salience rule), (d) snap topics to a controlled
+   vocabulary to kill the `weddings` / `wedding planning`, `dairy` × 4 drift.
+6. **One-time cleanup of the current vault** (cheap, no rebuild): delete the 7
+   junk-provenance entity notes, merge the 10 duplicate topic clusters, retitle
+   the 9 raw-ASR notes, reclassify `Samir` as a person, and fill the 14 People
+   frontmatter blocks from facts already present in their bodies.
+
+Items 1, 4, and 6 are mechanical. Items 2, 3, 5 change memory-agent behavior and
+should be validated on the 8 audited conversations (grades above are the
+baseline) before any full replay.
diff --git a/edge/Dockerfile b/edge/Dockerfile
new file mode 100644
index 00000000..a24bb391
--- /dev/null
+++ b/edge/Dockerfile
@@ -0,0 +1,5 @@
+FROM python:3.12-slim
+RUN pip install --no-cache-dir minidisc-python
+COPY agent.py /app/agent.py
+WORKDIR /app
+CMD ["python", "agent.py"]
diff --git a/edge/README.md b/edge/README.md
new file mode 100644
index 00000000..1d41dffd
--- /dev/null
+++ b/edge/README.md
@@ -0,0 +1,144 @@
+# Chronicle Edge Deployment
+
+Deploy Chronicle services on remote machines (RPi, GPU VMs) with one command. Services auto-discover each other via Tailscale.
+
+Two node flavours share the same installer and update flow:
+
+- **Edge node** — runs one or more compose services (GPU boxes, RPis).
+- **Client node** — only captures/streams data: the desktop tray (vault sync,
+  ScreenPipe controls, optional pendant streaming) and the ScreenPipe collector
+  run as native user units. No container engine, no GPU.
+
+## Prerequisites
+
+On the remote machine:
+- Docker (with `docker compose`)
+- Tailscale (connected to your Tailnet)
+- `uv` (Python package manager)
+- `git`
+
+Client nodes (`--client`) need only `git` + `uv` (Tailscale recommended so the
+hub can discover/control the node, but not required).
+
+## Deploy a Service
+
+```bash
+curl -sSL https://raw.githubusercontent.com/SimpleOpenSoftware/chronicle/main/edge/install.sh \
+  | bash -s -- <service-name>
+```
+
+### Available Services
+
+| Name | Description |
+|------|-------------|
+| `speaker-recognition` | Speaker identification (pyannote) |
+| `asr-services` | Offline speech-to-text (Parakeet/NeMo) |
+| `tts` | Text-to-speech synthesis |
+| `llm-services` | Local LLM via llama.cpp |
+| `havpe-relay` | ESP32 audio bridge |
+
+### Examples
+
+```bash
+# Deploy speaker recognition on a GPU machine
+curl -sSL https://raw.githubusercontent.com/SimpleOpenSoftware/chronicle/main/edge/install.sh \
+  | bash -s -- speaker-recognition
+
+# Deploy from a specific branch
+curl -sSL https://raw.githubusercontent.com/SimpleOpenSoftware/chronicle/feat/tailscale-discovery/edge/install.sh \
+  | bash -s -- havpe-relay --branch feat/tailscale-discovery
+
+# Custom install directory (default: ~/chronicle)
+CHRONICLE_HOME=~/my-services curl -sSL ... | bash -s -- havpe-relay
+
+# Client node: unified tray + node agent, no containers
+curl -sSL .../edge/install.sh | bash -s -- --client
+# ... with BLE wearable (pendant) streaming support
+curl -sSL .../edge/install.sh | bash -s -- --client --pendant
+```
+
+## Client Nodes
+
+`--client` installs the [unified Chronicle tray](../extras/chronicle-tray/) as a
+login user unit plus the node agent, and prints install hints for missing
+companion binaries (`screenpipe`, `syncthing`). Manage components with:
+
+```bash
+cd ~/chronicle
+uv run --with-requirements setup-requirements.txt python services.py client status
+uv run --with-requirements setup-requirements.txt python services.py client install screenpipe-collector
+uv run --with-requirements setup-requirements.txt python services.py client uninstall tray
+```
+
+The component units are defined in the repo-root `clients.py` and `uv run`
+straight from the checkout, so node updates (below) restart them on the new
+code automatically; the hub can also see and control them via the agent's
+`/clients` routes.
+
+## What Happens
+
+1. Clones the repo to `~/chronicle/` (or `$CHRONICLE_HOME`)
+2. Runs the service's interactive config wizard (API keys, credentials, etc.)
+3. Starts the service and the **node agent** (`edge/service_manager.py`) — a small
+   native host process that advertises the service on your Tailnet *and* survives
+   reboot via a systemd user service
+4. Service appears on the **Network** page of your Chronicle dashboard, with live
+   health
+
+The node agent is the default. Pass **`--advertise-only`** (alias `--sidecar`) to use
+the legacy containerized `edge-agent` sidecar instead — advertise-only, no control, no
+host process. (`havpe-relay` always uses the sidecar; it isn't node-agent-managed.)
+
+## Manage Edge Services
+
+**Default (node agent):**
+```bash
+cd ~/chronicle
+./status.sh                                   # node + service health
+uv run --with-requirements setup-requirements.txt python services.py stop <service>
+```
+
+**Advertise-only sidecar (`--advertise-only`):**
+```bash
+cd ~/chronicle/extras/<service-dir>
+docker compose --profile edge ps      # status
+docker compose --profile edge logs -f # logs
+docker compose --profile edge down    # stop
+```
+
+## Update a Node
+
+```bash
+cd ~/chronicle
+uv run --with-requirements setup-requirements.txt python services.py update --check
+uv run --with-requirements setup-requirements.txt python services.py update
+```
+
+Branch installs pull their branch; release-tag installs move to the latest `v*`
+tag. Enabled services are rebuilt and restarted from the new code (rolled back
+if one fails to come up), and installed client components (tray, ScreenPipe
+collector) are restarted so they pick up the new code too. Nodes running the
+node agent can also be updated remotely from the hub's WebUI System page (the
+hub fans out to peer agents over the Tailnet). See `docs/fleet-updates.md`.
+
+## How It Works
+
+By default the **node agent** runs natively on the edge box: it starts the service via
+`services.py` and advertises it on your Tailnet via minidisc (Tailscale already running
+on the host). The main Chronicle backend discovers it automatically — no manual IP
+configuration needed. Running natively is required because the agent also drives
+`docker compose` against the host (host bind-mount paths) and, on Docker Desktop/WSL2, a
+container can't bind the Tailscale interface to advertise.
+
+```
+RPi / GPU VM                          Main Server
+─────────────                         ───────────
+Docker: asr-service                   Docker: chronicle-backend
+Host:   node agent (native)    ←TS→   GET /api/system/network
+        ↓                                    ↓
+   advertises on Tailnet              Network page shows node + health
+```
+
+With `--advertise-only`, the advertiser is instead a tiny Docker sidecar (`edge-agent`,
+`network_mode: host` + `tailscaled.sock`) that rides the service's compose lifecycle —
+no host process, but no control and no WSL2 support.
diff --git a/edge/agent.py b/edge/agent.py
new file mode 100644
index 00000000..d12e8473
--- /dev/null
+++ b/edge/agent.py
@@ -0,0 +1,150 @@
+"""
+Edge discovery agent — advertises Chronicle services on the Tailnet via minidisc.
+
+Config-driven: reads what to advertise from the ADVERTISE environment variable
+instead of probing ports. One agent per machine.
+
+  ADVERTISE  — comma-separated name:port pairs
+               e.g. ADVERTISE=chronicle-backend:8000,chronicle-speaker:8085
+
+When launched by services.py, the ADVERTISE string is built automatically from
+configured services. Per-service compose files (e.g. extras/asr-services) set
+their own ADVERTISE for distributed deployments.
+"""
+
+import logging
+import os
+import signal
+import socket
+import sys
+import threading
+import time
+
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s [discovery-agent] %(message)s",
+    datefmt="%H:%M:%S",
+)
+logger = logging.getLogger(__name__)
+
+shutdown = False
+
+
+def _handle_signal(signum, frame):
+    global shutdown
+    logger.info("Received signal %s, shutting down", signal.Signals(signum).name)
+    shutdown = True
+
+
+def _collect_services() -> list[tuple[str, int]]:
+    """Build the list of (name, port) pairs to advertise."""
+    services: list[tuple[str, int]] = []
+    seen: set[str] = set()
+
+    def _add(name: str, port: int):
+        if name not in seen:
+            services.append((name, port))
+            seen.add(name)
+
+    advertise = os.environ.get("ADVERTISE", "").strip()
+    if advertise:
+        for entry in advertise.split(","):
+            entry = entry.strip()
+            if not entry:
+                continue
+            if ":" not in entry:
+                logger.warning(
+                    "Skipping invalid ADVERTISE entry (missing port): %s", entry
+                )
+                continue
+            name, port_str = entry.rsplit(":", 1)
+            try:
+                _add(name.strip(), int(port_str.strip()))
+            except ValueError:
+                logger.warning("Skipping invalid ADVERTISE entry (bad port): %s", entry)
+
+    return services
+
+
+def main():
+    global shutdown
+
+    services = _collect_services()
+    if not services:
+        logger.error("Nothing to advertise. Set ADVERTISE=name:port,...")
+        sys.exit(1)
+
+    hostname = socket.gethostname()
+
+    signal.signal(signal.SIGTERM, _handle_signal)
+    signal.signal(signal.SIGINT, _handle_signal)
+
+    try:
+        # Lazy import: keeps the ImportError path as a clean logged exit(1)
+        # instead of an unhandled traceback if minidisc-python isn't installed.
+        import minidisc
+    except ImportError:
+        logger.error("minidisc-python not installed")
+        sys.exit(1)
+
+    def _try_start_registry():
+        """start_registry() hangs if the background thread can't bind.
+        Run it with a timeout so we can detect the failure."""
+        holder = []
+
+        def _go():
+            holder.append(minidisc.start_registry())
+
+        t = threading.Thread(target=_go, daemon=True)
+        t.start()
+        t.join(timeout=10)
+        return holder[0] if holder else None
+
+    # Retry with backoff — on WSL2, the Tailscale interface may not be
+    # visible inside Docker even with network_mode:host.  On real Linux
+    # (RPi, bare-metal) it works immediately.
+    registry = None
+    backoff = [0, 10, 30, 60]
+    for attempt, delay in enumerate(backoff):
+        if shutdown:
+            break
+        if delay:
+            logger.info(
+                "Retrying in %ds (attempt %d/%d)...", delay, attempt + 1, len(backoff)
+            )
+            for _ in range(delay):
+                if shutdown:
+                    break
+                time.sleep(1)
+        logger.info("Starting minidisc registry...")
+        registry = _try_start_registry()
+        if registry:
+            break
+        logger.warning(
+            "minidisc registry startup timed out (Tailscale interface not bindable)"
+        )
+
+    if not registry:
+        logger.error(
+            "Could not start minidisc registry after %d attempts. "
+            "Tailscale interface may not be reachable from this container "
+            "(common on WSL2/Docker Desktop). Exiting.",
+            len(backoff),
+        )
+        sys.exit(1)
+
+    labels = {"type": "discovery-agent", "host": hostname}
+    for name, port in services:
+        registry.advertise_service(port, name, labels)
+        logger.info("Advertising %s on port %d", name, port)
+
+    logger.info("Discovery agent running — %d service(s) advertised", len(services))
+
+    while not shutdown:
+        time.sleep(60)
+
+    logger.info("Discovery agent stopped")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/edge/install.sh b/edge/install.sh
new file mode 100755
index 00000000..52c33402
--- /dev/null
+++ b/edge/install.sh
@@ -0,0 +1,325 @@
+#!/usr/bin/env bash
+# Chronicle Edge — one-liner service deployment on remote nodes.
+#
+# Usage:
+#   curl -sSL https://raw.githubusercontent.com/.../edge/install.sh | bash -s -- speaker-recognition
+#   curl -sSL ... | bash -s -- asr-services --branch dev
+#   curl -sSL ... | bash -s -- --client [--pendant]      # client node: tray + collectors, no containers
+#
+# Prerequisites: docker (with compose) or podman (with podman-compose), tailscale (connected), uv, git
+#   Engine selected via CONTAINER_ENGINE (default docker); compose via COMPOSE_CMD.
+#   --client needs only git + uv (no container engine, no GPU): it installs the
+#   desktop tray / ScreenPipe collector as user units plus the node agent.
+set -euo pipefail
+
+# ── Defaults ──────────────────────────────────────────────────────────
+BRANCH="main"
+REPO_URL="https://github.com/SimpleOpenSoftware/chronicle.git"
+# Default: run the native node agent (control + advertise, reboot-survivable via
+# systemd). --advertise-only uses the legacy containerized sidecar instead
+# (advertise only, no control, no host process).
+ADVERTISE_ONLY=0
+# Client node: data capture/streaming only (tray, ScreenPipe collector).
+CLIENT_MODE=0
+PENDANT=0
+
+# Resolve CHRONICLE_HOME: explicit env var > detect existing clone > default
+if [[ -n "${CHRONICLE_HOME:-}" ]]; then
+    : # User explicitly set it
+elif [[ -d "$HOME/chronicle/.git" ]]; then
+    CHRONICLE_HOME="$HOME/chronicle"
+elif [[ -d "$PWD/.git" && -d "$PWD/edge" ]]; then
+    CHRONICLE_HOME="$PWD"
+else
+    CHRONICLE_HOME="$HOME/chronicle"
+fi
+
+# ── Service → compose path mapping ───────────────────────────────────
+declare -A SERVICE_PATHS=(
+    [speaker-recognition]=extras/speaker-recognition
+    [asr-services]=extras/asr-services
+    [tts]=extras/tts
+    [llm-services]=extras/llm-services
+    [havpe-relay]=extras/havpe-relay
+)
+
+# ── Colours ───────────────────────────────────────────────────────────
+RED='\033[0;31m'; GREEN='\033[0;32m'; CYAN='\033[0;36m'; YELLOW='\033[1;33m'; NC='\033[0m'
+info()  { echo -e "${CYAN}[edge]${NC} $*"; }
+ok()    { echo -e "${GREEN}[edge]${NC} $*"; }
+warn()  { echo -e "${YELLOW}[edge]${NC} $*"; }
+err()   { echo -e "${RED}[edge]${NC} $*" >&2; }
+
+# ── Parse args ────────────────────────────────────────────────────────
+SERVICE_NAME=""
+while [[ $# -gt 0 ]]; do
+    case "$1" in
+        --branch) BRANCH="$2"; shift 2 ;;
+        --repo)   REPO_URL="$2"; shift 2 ;;
+        --advertise-only|--sidecar) ADVERTISE_ONLY=1; shift ;;
+        --client)  CLIENT_MODE=1; shift ;;
+        --pendant) PENDANT=1; shift ;;
+        --help|-h)
+            echo "Usage: $0 <service-name> [--branch <branch>] [--repo <url>] [--advertise-only]"
+            echo "       $0 --client [--pendant] [--branch <branch>] [--repo <url>]"
+            echo ""
+            echo "  Default: installs the native node agent (control + advertise, survives reboot)."
+            echo "  --advertise-only: legacy containerized sidecar (advertise only, no control)."
+            echo "  --client: client node — desktop tray + ScreenPipe collector as user units,"
+            echo "            no containers/GPU. --pendant adds BLE wearable streaming."
+            echo ""
+            echo "Available services:"
+            for svc in "${!SERVICE_PATHS[@]}"; do echo "  $svc"; done | sort
+            exit 0
+            ;;
+        -*) err "Unknown option: $1"; exit 1 ;;
+        *)  SERVICE_NAME="$1"; shift ;;
+    esac
+done
+
+if [[ "$CLIENT_MODE" != "1" && -z "$SERVICE_NAME" ]]; then
+    err "Service name required (or --client). Run with --help for usage."
+    exit 1
+fi
+
+# ── Validate service name ────────────────────────────────────────────
+if [[ "$CLIENT_MODE" != "1" ]]; then
+    if [[ -z "${SERVICE_PATHS[$SERVICE_NAME]+_}" ]]; then
+        err "Unknown service: $SERVICE_NAME"
+        err "Available: ${!SERVICE_PATHS[*]}"
+        exit 1
+    fi
+    COMPOSE_PATH="${SERVICE_PATHS[$SERVICE_NAME]}"
+fi
+
+# ── Check prerequisites ──────────────────────────────────────────────
+check_cmd() {
+    if ! command -v "$1" &>/dev/null; then
+        err "Required command not found: $1"
+        err "Please install $1 before running this script."
+        exit 1
+    fi
+}
+
+info "Checking prerequisites..."
+check_cmd git
+check_cmd uv
+
+if [[ "$CLIENT_MODE" != "1" ]]; then
+    # Container engine: docker (default) or podman. Override with CONTAINER_ENGINE.
+    ENGINE="${CONTAINER_ENGINE:-docker}"
+    check_cmd "$ENGINE"
+
+    # Resolve the compose command (COMPOSE_CMD wins; else derive from the engine)
+    if [ -n "${COMPOSE_CMD:-}" ]; then
+        COMPOSE="$COMPOSE_CMD"
+    elif [ "$ENGINE" = "podman" ]; then
+        if command -v podman-compose &>/dev/null; then
+            COMPOSE="podman-compose"
+        else
+            err "podman-compose not found. Install it (e.g. 'uv tool install podman-compose')."
+            exit 1
+        fi
+    elif docker compose version &>/dev/null; then
+        COMPOSE="docker compose"
+    elif command -v docker-compose &>/dev/null; then
+        COMPOSE="docker-compose"
+    else
+        err "docker compose not found. Install Docker Compose."
+        exit 1
+    fi
+fi
+
+# Check Tailscale. Edge services need it (discovery + hub control); a client
+# node works without it (local backend URL), so only warn there.
+if ! command -v tailscale &>/dev/null || ! tailscale status &>/dev/null; then
+    if [[ "$CLIENT_MODE" == "1" ]]; then
+        warn "Tailscale not connected — the hub won't discover/control this client node."
+        warn "Install/connect it later for remote updates: https://tailscale.com/download"
+        TAILSCALE_IP="none"
+    elif ! command -v tailscale &>/dev/null; then
+        err "Tailscale not found. Install from https://tailscale.com/download"
+        exit 1
+    else
+        err "Tailscale is not connected. Run: sudo tailscale up"
+        exit 1
+    fi
+else
+    TAILSCALE_IP=$(tailscale ip -4 2>/dev/null || echo "unknown")
+fi
+ok "Prerequisites OK (Tailscale IP: $TAILSCALE_IP)"
+
+# ── Clone / update repo ──────────────────────────────────────────────
+if [[ -d "$CHRONICLE_HOME/.git" && -d "$CHRONICLE_HOME/edge" ]]; then
+    info "Using existing repo at $CHRONICLE_HOME"
+    cd "$CHRONICLE_HOME"
+    current_branch=$(git rev-parse --abbrev-ref HEAD 2>/dev/null || echo "")
+    if [[ "$current_branch" != "$BRANCH" ]]; then
+        git fetch origin "$BRANCH"
+        git checkout "$BRANCH" 2>/dev/null || git checkout -b "$BRANCH" "origin/$BRANCH"
+    fi
+    git pull --rebase --autostash origin "$BRANCH" || {
+        warn "Could not auto-update (you may have local changes). Continuing with current state."
+    }
+else
+    info "Cloning Chronicle (branch: $BRANCH) to $CHRONICLE_HOME..."
+    git clone --depth 1 --branch "$BRANCH" "$REPO_URL" "$CHRONICLE_HOME"
+fi
+cd "$CHRONICLE_HOME"
+ok "Repository ready at $CHRONICLE_HOME"
+
+# ── Client node: tray + collectors as user units, no containers ──────
+if [[ "$CLIENT_MODE" == "1" ]]; then
+    CLIENT_ARGS=""
+    [[ "$PENDANT" == "1" ]] && CLIENT_ARGS="--pendant"
+    info "Installing client components + node agent (no containers, no GPU)..."
+    uv run --with-requirements setup-requirements.txt python3 services.py client install $CLIENT_ARGS
+
+    ok "────────────────────────────────────────"
+    ok "  Client node ready!"
+    ok ""
+    ok "  Tray:     look for the Chronicle icon in your system tray / menu bar"
+    ok "  Status:   uv run --with-requirements setup-requirements.txt python3 services.py client status"
+    ok "  Collector: pair ScreenPipe via the WebUI Timeline → Sources panel, then"
+    ok "             uv run --project extras/screenpipe-collector chronicle-screenpipe pair ..."
+    ok "             uv run --with-requirements setup-requirements.txt python3 services.py client install screenpipe-collector"
+    ok ""
+    ok "  Updates from the hub restart these components automatically."
+    ok "────────────────────────────────────────"
+    exit 0
+fi
+
+# ── Resolve compose path ─────────────────────────────────────────────
+SERVICE_DIR="$CHRONICLE_HOME/$COMPOSE_PATH"
+
+if [[ ! -d "$SERVICE_DIR" ]]; then
+    err "Service directory not found: $SERVICE_DIR"
+    exit 1
+fi
+
+info "Service directory: $SERVICE_DIR"
+
+# ── Resolve backend URL for edge services ─────────────────────────────
+# On edge nodes, host.docker.internal doesn't reach the backend.
+# Try minidisc discovery first, then prompt if needed.
+info "Looking for Chronicle backend on Tailnet..."
+BACKEND_URL=$(cd "$CHRONICLE_HOME" && PYTHONPATH="$CHRONICLE_HOME" uv run --with-requirements "$CHRONICLE_HOME/setup-requirements.txt" python3 -c "
+try:
+    from discovery import CHRONICLE_BACKEND, discover_service
+    url = discover_service(CHRONICLE_BACKEND)
+    if url:
+        print(url, end='')
+    else:
+        print('minidisc found no chronicle-backend service on Tailnet', file=__import__('sys').stderr)
+except Exception as e:
+    print(f'discovery failed: {e}', file=__import__('sys').stderr)
+")
+
+if [[ -n "$BACKEND_URL" ]]; then
+    ok "Auto-discovered backend at $BACKEND_URL"
+else
+    warn "Could not auto-discover backend. Make sure your Chronicle backend is running with Tailscale."
+    read -rp "[edge] Enter your Chronicle backend URL (e.g. http://100.x.x.x:8000): " BACKEND_URL </dev/tty
+    if [[ -z "$BACKEND_URL" ]]; then
+        err "Backend URL is required for edge deployment."
+        exit 1
+    fi
+fi
+
+# ── Run init.py if it exists (interactive config) ─────────────────────
+INIT_SCRIPT="$SERVICE_DIR/init.py"
+if [[ -f "$INIT_SCRIPT" ]]; then
+    # Only pass --backend-url to init scripts that declare it (e.g. havpe-relay).
+    # The ASR/speaker/tts/llm servers don't accept it — they're discovered BY the
+    # backend, not the other way round — and their argparse uses parse_args(), so
+    # passing it unconditionally aborted them with "unrecognized arguments".
+    INIT_ARGS=""
+    if [[ -n "$BACKEND_URL" ]] && grep -q "backend-url" "$INIT_SCRIPT"; then
+        INIT_ARGS="--backend-url $BACKEND_URL"
+    fi
+    info "Running configuration wizard for $SERVICE_NAME..."
+    cd "$SERVICE_DIR"
+    uv run --with-requirements "$CHRONICLE_HOME/setup-requirements.txt" python init.py $INIT_ARGS </dev/tty
+    cd "$CHRONICLE_HOME"
+elif [[ -f "$SERVICE_DIR/setup.sh" ]]; then
+    info "Running setup script for $SERVICE_NAME..."
+    cd "$SERVICE_DIR"
+    bash setup.sh </dev/tty
+    cd "$CHRONICLE_HOME"
+else
+    warn "No init script found — using defaults."
+fi
+
+# ── Create container network ──────────────────────────────────────────
+"$ENGINE" network create chronicle-network 2>/dev/null || true
+
+# ── Start the service ─────────────────────────────────────────────────
+# havpe-relay isn't a services.py-managed service, so it can only use the
+# advertise-only sidecar (the node agent can't start/advertise it).
+if [[ "$SERVICE_NAME" == "havpe-relay" && "$ADVERTISE_ONLY" != "1" ]]; then
+    info "havpe-relay isn't node-agent-managed — using the advertise-only sidecar."
+    ADVERTISE_ONLY=1
+fi
+
+if [[ "$ADVERTISE_ONLY" == "1" ]]; then
+    # Secondary path: service + a containerized advertise-only sidecar that rides
+    # this compose project's lifecycle. No host process, but advertise-only.
+    cd "$SERVICE_DIR"
+    info "Starting $SERVICE_NAME + advertise-only edge sidecar..."
+    PROFILES="--profile edge"
+    if [[ -f .env ]]; then
+        PYTORCH_VERSION=$(grep -s '^PYTORCH_CUDA_VERSION=' .env | cut -d= -f2 | tr -d "'" | tr -d '"' || echo "")
+        if [[ "$PYTORCH_VERSION" == "strixhalo" ]]; then
+            PROFILES="$PROFILES --profile strixhalo"
+        elif [[ "$PYTORCH_VERSION" == cu* ]]; then
+            PROFILES="$PROFILES --profile gpu"
+        elif [[ -n "$PYTORCH_VERSION" ]]; then
+            PROFILES="$PROFILES --profile cpu"
+        fi
+    fi
+    $COMPOSE $PROFILES up --build -d
+    MODE_DESC="advertise-only sidecar (no control)"
+    STATUS_CMD="cd $SERVICE_DIR && $COMPOSE $PROFILES ps"
+    LOGS_CMD="cd $SERVICE_DIR && $COMPOSE $PROFILES logs -f"
+    STOP_CMD="cd $SERVICE_DIR && $COMPOSE $PROFILES down"
+else
+    # Default path: native node agent — starts the service AND advertises it on the
+    # Tailnet (with live health) AND survives reboot via a systemd user service.
+    # services.py drives compose (incl. GPU profiles), so we don't replicate it here.
+    cd "$CHRONICLE_HOME"
+    info "Enabling $SERVICE_NAME in config.yml (node-only; backend stays off)..."
+    uv run --with-requirements setup-requirements.txt python3 - "$SERVICE_NAME" <<'PY'
+import sys
+from config_manager import ConfigManager
+svc = sys.argv[1]
+m = ConfigManager()
+m.ensure_config_yml()
+services = dict(m.get_full_config().get("services") or {})
+services[svc] = True
+services["backend"] = False  # a join node never runs the backend
+m.set_enabled_services(services)
+print(f"enabled {svc}")
+PY
+    info "Starting $SERVICE_NAME + node agent (advertises on the Tailnet)..."
+    uv run --with-requirements setup-requirements.txt python3 services.py start "$SERVICE_NAME" --build
+    info "Installing node agent for boot persistence (skipped if systemd unavailable)..."
+    uv run --with-requirements setup-requirements.txt python3 services.py manager install || true
+    MODE_DESC="node agent (advertise + control, reboot-survivable)"
+    STATUS_CMD="cd $CHRONICLE_HOME && ./status.sh"
+    LOGS_CMD="$ENGINE ps   # then: $ENGINE logs -f <container>"
+    STOP_CMD="cd $CHRONICLE_HOME && uv run --with-requirements setup-requirements.txt python3 services.py stop $SERVICE_NAME"
+fi
+
+ok "────────────────────────────────────────"
+ok "  $SERVICE_NAME is running!"
+ok ""
+ok "  Tailscale IP:  $TAILSCALE_IP"
+ok "  Mode:          $MODE_DESC"
+ok ""
+ok "  Status:  $STATUS_CMD"
+ok "  Logs:    $LOGS_CMD"
+ok "  Stop:    $STOP_CMD"
+ok ""
+ok "  The service should appear on the Network page"
+ok "  of your Chronicle backend dashboard."
+ok "────────────────────────────────────────"
diff --git a/edge/run-on-rpi.sh b/edge/run-on-rpi.sh
new file mode 100755
index 00000000..daf10255
--- /dev/null
+++ b/edge/run-on-rpi.sh
@@ -0,0 +1,11 @@
+#!/usr/bin/env bash
+# Quick deploy havpe-relay on RPi from feat/tailscale-discovery branch
+#
+# Downloads install.sh to a temp file first so stdin stays on the terminal
+# (curl | bash breaks interactive prompts).
+export CHRONICLE_HOME=~/my-services/chronicle
+TMPFILE=$(mktemp /tmp/chronicle-install.XXXXXX.sh)
+curl -sSL https://raw.githubusercontent.com/SimpleOpenSoftware/chronicle/feat/tailscale-discovery/edge/install.sh \
+  -o "$TMPFILE"
+bash "$TMPFILE" havpe-relay --branch feat/tailscale-discovery
+rm -f "$TMPFILE"
diff --git a/edge/service_manager.py b/edge/service_manager.py
new file mode 100644
index 00000000..af53ff5b
--- /dev/null
+++ b/edge/service_manager.py
@@ -0,0 +1,980 @@
+"""
+Node agent — control + advertise a Chronicle node, from the WebUI.
+
+A small host-side HTTP API that wraps services.py (the docker compose
+orchestrator). Runs natively on the host — it MUST, because docker compose needs
+host bind-mount paths and (on Docker Desktop/WSL2) a container can't bind the
+Tailscale interface to advertise. One agent per machine.
+
+It does two jobs that were previously two separate native processes:
+  1. CONTROL   — start/stop/restart services + switch ASR/TTS providers (the
+                 backend proxies the WebUI System page here via SERVICE_MANAGER_URL).
+  2. ADVERTISE — announce this node's services (and itself, as ``chronicle-node``)
+                 on the Tailnet via minidisc, so other nodes/the backend discover
+                 them. This folds in the old standalone discovery agent.
+
+It also exposes node identity (/node) and a live cluster view (/cluster).
+
+Launched by services.py (any ./start.sh) with:
+  SERVICE_MANAGER_TOKEN  — shared secret, required (auto-generated into
+                           backends/advanced/.env on first start)
+  SERVICE_MANAGER_PORT   — default 8775
+  SERVICE_MANAGER_HOST   — default 0.0.0.0 (token-authed; must be reachable
+                           from the backend container via host.docker.internal)
+
+All endpoints except /health require "Authorization: Bearer <token>".
+Compose operations run in a background thread (builds can take minutes);
+POST endpoints return 202 with an operation id to poll. Tailnet advertising runs
+in its own daemon thread so a bind failure never blocks the control API.
+"""
+
+import io
+import ipaddress
+import logging
+import os
+import platform
+import shutil
+import subprocess
+import sys
+import threading
+import time
+import uuid
+from concurrent.futures import ThreadPoolExecutor
+from pathlib import Path
+
+import requests
+import uvicorn
+from dotenv import dotenv_values, set_key
+from fastapi import Depends, FastAPI, HTTPException, Request
+from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
+from pydantic import BaseModel
+from rich.console import Console
+
+REPO_ROOT = Path(__file__).resolve().parent.parent
+sys.path.insert(0, str(REPO_ROOT))
+
+import clients  # noqa: E402  (repo-root clients.py — native client components)
+import discovery  # noqa: E402  (repo-root discovery.py)
+import services  # noqa: E402  (repo-root services.py)
+import status  # noqa: E402  (repo-root status.py — restart-count helper)
+import updates  # noqa: E402  (repo-root updates.py — version + self-update)
+from setup_utils import detect_cuda_version, detect_tailscale_info  # noqa: E402
+
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s [service-manager] %(message)s",
+    datefmt="%H:%M:%S",
+)
+logger = logging.getLogger(__name__)
+
+TOKEN = os.environ.get("SERVICE_MANAGER_TOKEN", "")
+PORT = int(os.environ.get("SERVICE_MANAGER_PORT", "8775"))
+HOST = os.environ.get("SERVICE_MANAGER_HOST", "0.0.0.0")
+
+# Cluster control: trust requests that arrive from a Tailscale-range source IP even
+# without the bearer token, so the hub can control this node's services without
+# sharing tokens across the cluster. Tailnet IPs are only routable between your own
+# tailnet peers, so this scopes "tokenless" control to trusted devices. Set
+# SERVICE_MANAGER_TRUST_TAILNET=0 to require the token from everyone.
+TRUST_TAILNET = os.environ.get("SERVICE_MANAGER_TRUST_TAILNET", "1").lower() not in (
+    "0",
+    "false",
+    "no",
+    "",
+)
+# Tailscale's address ranges: IPv4 CGNAT 100.64.0.0/10 and the ULA IPv6 block.
+_TAILNET_NETS = (
+    ipaddress.ip_network("100.64.0.0/10"),
+    ipaddress.ip_network("fd7a:115c:a1e0::/48"),
+)
+
+VALID_ACTIONS = ("start", "stop", "restart")
+
+# Retained minidisc registry handle — advertising stops if this is GC'd, so it
+# must live for the process lifetime. Set by the advertising daemon thread.
+_advertise_registry = None
+_advertise_lock = threading.Lock()
+# How often the advertising thread refreshes live state (health/running) into the
+# minidisc labels. advertise_service is keyed by port, so a refresh replaces the
+# entry in place rather than duplicating it.
+_ADVERTISE_REFRESH_SECS = int(os.environ.get("ADVERTISE_REFRESH_SECS", "30"))
+
+# Provider-switchable services: service name → (env file key, provider→compose map)
+_PROVIDER_ENV_KEYS = {
+    "asr-services": ("ASR_PROVIDER", services.ASR_PROVIDER_TO_SERVICE),
+    "tts": ("TTS_PROVIDER", services._TTS_PROVIDER_TO_SERVICE),
+}
+
+app = FastAPI(title="Chronicle Service Manager", docs_url=None, redoc_url=None)
+_bearer = HTTPBearer(auto_error=False)
+
+
+def _is_tailnet_ip(host: str | None) -> bool:
+    """Whether host is a Tailscale-range address (the request came from a tailnet peer)."""
+    if not host:
+        return False
+    try:
+        ip = ipaddress.ip_address(host)
+    except ValueError:
+        return False
+    return any(ip in net for net in _TAILNET_NETS)
+
+
+def require_token(
+    request: Request,
+    credentials: HTTPAuthorizationCredentials | None = Depends(_bearer),
+):
+    # Valid bearer token always passes (local backend / docker-bridge callers).
+    if TOKEN and credentials is not None and credentials.credentials == TOKEN:
+        return
+    # Otherwise, trust a tailnet peer (the hub controlling this node over the Tailnet).
+    if TRUST_TAILNET and _is_tailnet_ip(
+        request.client.host if request.client else None
+    ):
+        return
+    if not TOKEN:
+        raise HTTPException(status_code=503, detail="Agent has no token configured")
+    raise HTTPException(status_code=401, detail="Invalid or missing token")
+
+
+# ── Operations: one compose operation at a time, polled by id ────────────────
+
+_ops_lock = threading.Lock()  # guards _operations dict
+_busy_lock = threading.Lock()  # serializes compose operations
+_operations: dict[str, dict] = {}
+_MAX_OPERATIONS = 50
+
+
+def _record_operation(service: str, action: str) -> dict:
+    op = {
+        "id": uuid.uuid4().hex[:12],
+        "service": service,
+        "action": action,
+        "status": "running",
+        "ok": None,
+        "log": "",
+        "phase": "",  # human-readable progress step, updated as the op runs
+        "started_at": time.time(),
+        "finished_at": None,
+    }
+    with _ops_lock:
+        _operations[op["id"]] = op
+        while len(_operations) > _MAX_OPERATIONS:
+            oldest = min(_operations.values(), key=lambda o: o["started_at"])
+            if oldest["status"] == "running":
+                break
+            del _operations[oldest["id"]]
+    return op
+
+
+def _run_operation(op: dict, fn):
+    """Run a compose operation in a thread, capturing services.py console output.
+
+    ``fn`` is called with the op dict so it can publish progress via
+    ``op["phase"]`` (polled by the WebUI).
+    """
+
+    def _go():
+        buf = io.StringIO()
+        original_console = services.console
+        services.console = Console(file=buf, force_terminal=False, width=120)
+        try:
+            ok = fn(op)
+            op["ok"] = bool(ok)
+            op["status"] = "done" if ok else "failed"
+        except Exception as e:
+            logger.exception("Operation %s/%s crashed", op["service"], op["action"])
+            op["ok"] = False
+            op["status"] = "failed"
+            buf.write(f"\nException: {e}\n")
+        finally:
+            services.console = original_console
+            op["log"] = buf.getvalue()[-8000:]
+            op["finished_at"] = time.time()
+            _busy_lock.release()
+            logger.info(
+                "Operation %s %s → %s", op["action"], op["service"], op["status"]
+            )
+
+    threading.Thread(target=_go, daemon=True).start()
+
+
+def _start_operation(service: str, action: str, fn) -> dict:
+    if not _busy_lock.acquire(blocking=False):
+        raise HTTPException(
+            status_code=409, detail="Another operation is already running"
+        )
+    op = _record_operation(service, action)
+    logger.info("Operation %s %s started (%s)", action, service, op["id"])
+    _run_operation(op, fn)
+    return op
+
+
+# ── Service info ─────────────────────────────────────────────────────────────
+
+
+def _provider_info(service_name: str) -> dict | None:
+    if service_name not in _PROVIDER_ENV_KEYS:
+        return None
+    env_key, provider_map = _PROVIDER_ENV_KEYS[service_name]
+    env_path = REPO_ROOT / services.SERVICES[service_name]["path"] / ".env"
+    env_values = dotenv_values(env_path) if env_path.exists() else {}
+    current = (env_values.get(env_key) or "").strip("'\"")
+    info = {
+        "env_key": env_key,
+        "current": current,
+        "available": [
+            {
+                "key": key,
+                "label": (
+                    services._ASR_PROVIDER_LABELS.get(key, key)
+                    if service_name == "asr-services"
+                    else key
+                ),
+                # Whether this provider runs a local container. Switching to/from a
+                # local provider is "heavy" (start/stop, possible model download);
+                # the UI uses this to decide whether to gate the change behind Apply.
+                "local": bool(provider_map.get(key)),
+            }
+            for key in provider_map
+        ],
+    }
+    if service_name == "asr-services":
+        # The active streaming provider is whatever defaults.stt_stream resolves to
+        # (cloud providers leave STREAMING_ASR_PROVIDER empty), not just the env var.
+        info["streaming_current"] = services.active_streaming_asr_provider()
+        info["streaming_available"] = [
+            {"key": key, "label": opt["label"], "local": bool(opt["service"])}
+            for key, opt in services.STREAMING_ASR_PROVIDER_OPTIONS.items()
+        ]
+    return info
+
+
+def _containers_running(name: str) -> bool:
+    """Whether any compose container for this service is currently running.
+
+    Uses the engine-aware status helper (docker compose ps vs podman ps by compose
+    project label) so it works under both docker and podman-compose.
+    """
+    service_path = REPO_ROOT / services.SERVICES[name]["path"]
+    try:
+        return any(
+            c.get("state") == "running" for c in services.compose_ps_json(service_path)
+        )
+    except Exception:
+        return False
+
+
+# A crash-looping container keeps flickering "Up <1s" so its health endpoint never
+# answers — without this it would forever read "starting". Past this many container
+# restarts we call it "unhealthy" instead. RestartCount is lifetime-cumulative but we
+# only consult it while the endpoint is down AND containers are up, so a genuinely
+# booting service (RestartCount stays 0 — it hasn't crashed) still reads "starting".
+RESTART_LOOP_THRESHOLD = 3
+
+
+def _max_restart_count(name: str) -> int:
+    """Highest container RestartCount for this service (0 if unknown).
+
+    Engine-aware via status.get_restart_counts (docker/podman inspect RestartCount).
+    """
+    service_path = REPO_ROOT / services.SERVICES[name]["path"]
+    try:
+        containers = services.compose_ps_json(service_path)
+    except Exception:
+        return 0
+    names = [c["name"] for c in containers if c.get("name")]
+    if not names:
+        return 0
+    counts = status.get_restart_counts(names)
+    return max(counts.values(), default=0)
+
+
+def _effective_health(name: str) -> tuple[str, str]:
+    """(health, detail) with the container-state overrides the raw endpoint check
+    can't see: distinguish a booting service from a crash loop.
+
+    "stopped" from check_service_health only means the endpoint isn't answering. If
+    containers are up we look at the restart count: a fresh boot (GPU model loads take
+    minutes) still has RestartCount 0 → "starting"; a crash loop has climbed past the
+    threshold → "unhealthy".
+    """
+    health, detail = services.check_service_health(name)
+    if health == "stopped" and _containers_running(name):
+        restarts = _max_restart_count(name)
+        if restarts >= RESTART_LOOP_THRESHOLD:
+            return (
+                "unhealthy",
+                f"crash loop: containers restarted {restarts}× without becoming healthy",
+            )
+        return ("starting", "containers up, waiting for health endpoint")
+    return health, detail
+
+
+def _service_entry(name: str, public_host: str | None = None) -> dict:
+    service = services.SERVICES[name]
+    health, detail = _effective_health(name)
+    return {
+        "name": name,
+        "description": service["description"],
+        "ports": service["ports"],
+        "enabled": services.check_service_enabled(name),
+        "health": health,
+        "health_detail": detail,
+        "provider": _provider_info(name),
+        "ui_url": services.service_ui_url(name, public_host or os.uname().nodename),
+    }
+
+
+# ── Cluster routing: control OTHER nodes' services via their agents ───────────
+# The backend (in a container) can't present a Tailnet source IP, so it proxies
+# everything to THIS agent. This agent runs natively on the host with a real
+# Tailnet identity, so host→host calls to peer agents are tailnet-trusted — that's
+# why cross-node merge + forwarding lives here, not in the backend.
+
+_REMOTE_TIMEOUT = 10.0
+
+
+def _self_host() -> str:
+    return os.uname().nodename
+
+
+def _remote_node_agents() -> list[dict]:
+    """Other nodes' agents on the Tailnet as ``[{host, url}]`` (excludes self).
+
+    Each full node advertises itself as ``chronicle-node`` on its agent port, so a
+    discovered node entry is exactly that node's control URL.
+    """
+    self_host = _self_host()
+    agents: list[dict] = []
+    try:
+        for svc in discovery.list_all_services() or []:
+            labels = svc.get("labels", {})
+            if labels.get("type") != "node":
+                continue
+            host = labels.get("host")
+            address = svc.get("address")
+            port = svc.get("port")
+            if host and address and port and host != self_host:
+                agents.append({"host": host, "url": f"http://{address}:{port}"})
+    except Exception:  # noqa: BLE001 - discovery is best-effort
+        logger.warning("remote node discovery failed", exc_info=True)
+    return agents
+
+
+def _remote_services(agent: dict) -> list[dict]:
+    """A peer node's own services (scope=local avoids re-merge), tagged with its host."""
+    try:
+        resp = requests.get(
+            f"{agent['url']}/services",
+            params={"scope": "local"},
+            timeout=_REMOTE_TIMEOUT,
+        )
+        if resp.ok:
+            return [
+                {**s, "node": agent["host"], "remote": True}
+                for s in resp.json().get("services", [])
+            ]
+    except requests.RequestException:
+        logger.debug("remote /services failed for %s", agent.get("host"))
+    return []
+
+
+def _remote_request(
+    node: str,
+    method: str,
+    path: str,
+    json_body: dict | None = None,
+    timeout: float = _REMOTE_TIMEOUT,
+):
+    """Forward a control request to a peer node's agent (host→host, tailnet-trusted)."""
+    agent = next((a for a in _remote_node_agents() if a["host"] == node), None)
+    if agent is None:
+        raise HTTPException(
+            status_code=404, detail=f"No node agent found for host {node!r}"
+        )
+    try:
+        resp = requests.request(
+            method, f"{agent['url']}{path}", json=json_body, timeout=timeout
+        )
+    except requests.RequestException as e:
+        raise HTTPException(status_code=502, detail=f"Node {node} unreachable: {e}")
+    if resp.status_code >= 400:
+        try:
+            detail = resp.json().get("detail", resp.text)
+        except ValueError:
+            detail = resp.text
+        raise HTTPException(status_code=resp.status_code, detail=detail)
+    return resp.json()
+
+
+# ── Tailnet advertising (folds in the old standalone discovery agent) ────────
+
+
+def _node_labels() -> dict:
+    """minidisc labels for this node's self-advertisement (``chronicle-node``).
+
+    Stays consistent with the existing ``{host, type}`` schema (the WebUI Network
+    page groups discovered services by ``labels.host`` and badges ``type=='edge'``).
+    ``type='node'`` distinguishes the orchestrator from advertise-only edge nodes.
+    All values must be strings (minidisc labels are str→str).
+    """
+    return {
+        "host": os.uname().nodename,
+        "type": "node",
+        "arch": platform.machine(),
+        "gpu": "1" if shutil.which("nvidia-smi") else "0",
+        # Code version rides the advertisement so the hub sees cluster-wide
+        # version drift without polling every agent.
+        "version": updates.repo_version()["describe"],
+    }
+
+
+def _service_labels(svc_name: str, hostname: str) -> dict:
+    """Per-service minidisc labels carrying LIVE state, not just 'enabled'.
+
+    Reflects this node's own view — whether containers are up and the health
+    verdict — so a consumer learns what's actually live from the advertisement
+    itself. ``host``/``type`` are kept for the Network page (it groups by host).
+    All values are strings (minidisc labels are str→str).
+    """
+    health, _detail = _effective_health(svc_name)
+    return {
+        "host": hostname,
+        "type": "service",
+        "service": svc_name,
+        "enabled": "1",
+        "running": "1" if _containers_running(svc_name) else "0",
+        "health": health,  # healthy | partial | unhealthy | starting | stopped
+    }
+
+
+def _build_advertise_entries(triples) -> list:
+    """(name, port, labels) for every enabled service + this node, with live state.
+
+    ``triples`` are the ``(discovery_name, port, display_label)`` from
+    ``services._get_advertised_services()`` (passed in to avoid recomputing).
+    """
+    hostname = os.uname().nodename
+    disc_to_svc = {disc: svc for svc, disc in services._DISCOVERY_NAMES.items()}
+    entries = [
+        (
+            disc_name,
+            port,
+            _service_labels(disc_to_svc.get(disc_name, disc_name), hostname),
+        )
+        for disc_name, port, _display in triples
+    ]
+    entries.append(("chronicle-node", PORT, _node_labels()))
+    return entries
+
+
+def _advertise_worker():
+    """Advertise this node's services + itself on the Tailnet, refreshing live
+    state on a timer.
+
+    Runs in a daemon thread so a minidisc bind failure (common on Docker
+    Desktop/WSL2) never blocks the control API. ``advertise_service`` is keyed by
+    port, so re-advertising updates labels in place (no duplicates);
+    ``unlist_service`` drops services that are no longer enabled.
+    """
+    global _advertise_registry
+    registry = None
+    advertised_ports: set = set()
+
+    while True:
+        try:
+            triples = services._get_advertised_services()
+        except Exception:
+            logger.exception("Failed to compute advertised services")
+            triples = []
+        entries = _build_advertise_entries(triples)
+
+        # Local manifest the backend Network page reads — written regardless of
+        # whether minidisc binds, so the "advertising" list shows even where the
+        # Tailscale interface isn't reachable.
+        try:
+            services._write_advertised_services(triples)
+        except Exception:
+            logger.exception("Failed to write advertised-services.json")
+
+        if registry is None:
+            registry = discovery.start_advertising(entries)
+            if registry is not None:
+                with _advertise_lock:
+                    _advertise_registry = registry
+                advertised_ports = {port for _n, port, _l in entries}
+                logger.info("Advertising %d entr(ies) on the Tailnet", len(entries))
+            else:
+                logger.warning(
+                    "Tailnet advertising unavailable (minidisc/tailscale not reachable); "
+                    "retrying in %ds",
+                    _ADVERTISE_REFRESH_SECS,
+                )
+        else:
+            current = {port for _n, port, _l in entries}
+            for name, port, labels in entries:
+                try:
+                    registry.advertise_service(port, name, labels)
+                except Exception as e:  # noqa: BLE001 - refresh is best-effort
+                    logger.debug("re-advertise %s failed (non-fatal): %s", name, e)
+            for stale in advertised_ports - current:
+                try:
+                    registry.unlist_service(stale)
+                except Exception as e:  # noqa: BLE001
+                    logger.debug("unlist port %d failed (non-fatal): %s", stale, e)
+            advertised_ports = current
+
+        time.sleep(_ADVERTISE_REFRESH_SECS)
+
+
+def _start_advertising_thread():
+    threading.Thread(target=_advertise_worker, daemon=True, name="advertise").start()
+
+
+# ── Routes ───────────────────────────────────────────────────────────────────
+
+
+class ActionBody(BaseModel):
+    build: bool = False
+    recreate: bool = False
+    force: bool = False
+    # Owning node host. When set and != this node, the request is forwarded to that
+    # node's agent (host→host, tailnet-trusted). Omitted / self → handled locally.
+    node: str | None = None
+
+
+class ProviderBody(BaseModel):
+    provider: str
+    build: bool = False
+    # "batch" switches ASR_PROVIDER (the stt model); "streaming" switches the
+    # STREAMING_ASR_PROVIDER (the stt_stream model). Only meaningful for asr-services.
+    lane: str = "batch"
+    # Owning node host (see ActionBody.node).
+    node: str | None = None
+
+
+@app.get("/health")
+def health():
+    return {"status": "ok", "host": os.uname().nodename, "agent_port": PORT}
+
+
+@app.get("/node", dependencies=[Depends(require_token)])
+def node_info():
+    """This node's identity + hardware capabilities + per-service status.
+
+    Used (now/by future cluster control) to place services sensibly — e.g. don't
+    offer GPU-only services on an arm64 box with no NVIDIA GPU.
+    """
+    dns, ip = detect_tailscale_info()
+    public_host = dns or ip or _self_host()
+    return {
+        "host": os.uname().nodename,
+        "tailscale": {"dns": dns, "ip": ip},
+        "arch": platform.machine(),
+        "gpu": {
+            # detect_cuda_version returns "" here when nvidia-smi is absent/unparseable
+            "cuda": detect_cuda_version(default=""),
+            "nvidia_smi": shutil.which("nvidia-smi") is not None,
+        },
+        "agent_port": PORT,
+        "version": updates.repo_version(),
+        "services": [_service_entry(name, public_host) for name in services.SERVICES],
+        # Native client components (tray, ScreenPipe collector — clients.py):
+        # user units, not containers, so they ride the same update flow but are
+        # controlled via /clients/{name}/{action} instead of compose.
+        "clients": [
+            clients.component_status(name) for name in clients.CLIENT_COMPONENTS
+        ],
+    }
+
+
+@app.get("/cluster", dependencies=[Depends(require_token)])
+def cluster():
+    """Live view of all chronicle-* services advertised on the Tailnet."""
+    return {"services": discovery.list_all_services()}
+
+
+@app.get("/services", dependencies=[Depends(require_token)])
+def list_services(scope: str = "cluster"):
+    """This node's services, tagged with node host.
+
+    Default ``scope=cluster`` also folds in peer nodes' services (fanned out to their
+    agents in parallel, best-effort). ``scope=local`` returns only this node — used by
+    peers' fan-out so the merge doesn't recurse.
+    """
+    with _ops_lock:
+        running = [o for o in _operations.values() if o["status"] == "running"]
+    self_host = _self_host()
+    dns, ip = detect_tailscale_info()
+    public_host = dns or ip or self_host
+    local = [
+        {
+            **_service_entry(name, public_host),
+            "node": self_host,
+            "remote": False,
+        }
+        for name in services.SERVICES
+    ]
+    operation = running[0] if running else None
+    if scope == "local":
+        return {"services": local, "operation": operation}
+
+    agents = _remote_node_agents()
+    remote: list[dict] = []
+    if agents:
+        with ThreadPoolExecutor(max_workers=min(8, len(agents))) as pool:
+            for svc_list in pool.map(_remote_services, agents):
+                remote.extend(svc_list)
+    return {"services": local + remote, "operation": operation}
+
+
+@app.get("/operations/{op_id}", dependencies=[Depends(require_token)])
+def get_operation(op_id: str, node: str | None = None):
+    # Remote operations live on the node that started them.
+    if node and node != _self_host():
+        return _remote_request(node, "GET", f"/operations/{op_id}")
+    with _ops_lock:
+        op = _operations.get(op_id)
+    if not op:
+        raise HTTPException(status_code=404, detail="Unknown operation")
+    return op
+
+
+@app.post("/services/{name}/provider", dependencies=[Depends(require_token)])
+def set_provider(name: str, body: ProviderBody):
+    # Forward to the owning node's agent if this isn't it (node stripped so the
+    # peer handles it as local).
+    if body.node and body.node != _self_host():
+        return _remote_request(
+            body.node,
+            "POST",
+            f"/services/{name}/provider",
+            {**body.dict(), "node": None},
+        )
+    if name not in _PROVIDER_ENV_KEYS:
+        raise HTTPException(
+            status_code=400, detail=f"{name} does not support provider switching"
+        )
+
+    env_path = REPO_ROOT / services.SERVICES[name]["path"] / ".env"
+    env_path.parent.mkdir(parents=True, exist_ok=True)
+    env_path.touch(exist_ok=True)
+
+    streaming = name == "asr-services" and body.lane == "streaming"
+    # When True, the local-container set doesn't change, so we skip compose
+    # entirely (the backend repoints defaults.stt_stream + signals workers).
+    skip_compose = False
+
+    if streaming:
+        # Streaming lane: STREAMING_ASR_PROVIDER selects the stt_stream model.
+        # Cloud providers (smallest/deepgram) have no local container, so the env
+        # var is cleared and only the batch container is (re)started.
+        env_key = "STREAMING_ASR_PROVIDER"
+        options = services.STREAMING_ASR_PROVIDER_OPTIONS
+        if body.provider not in options:
+            raise HTTPException(
+                status_code=400,
+                detail=f"Unknown streaming provider '{body.provider}'. Available: {', '.join(options)}",
+            )
+        # The streaming companion container (if any) for old vs new selection.
+        old_provider = (
+            dotenv_values(env_path).get("STREAMING_ASR_PROVIDER") or ""
+        ).strip("'\"")
+        old_service = services.STREAMING_ASR_PROVIDER_TO_SERVICE.get(old_provider)
+        new_service = options[body.provider]["service"]
+        # Only local-container providers belong in STREAMING_ASR_PROVIDER (it drives
+        # which companion container `up` starts); cloud providers leave it empty.
+        env_value = body.provider if new_service else ""
+        # If the local container set is unchanged (e.g. cloud→cloud like
+        # smallest→deepgram), don't churn containers — repointing the stt_stream
+        # model is enough, and we avoid a needless heavy batch-model reload.
+        skip_compose = old_service == new_service
+    else:
+        env_key, provider_map = _PROVIDER_ENV_KEYS[name]
+        if body.provider not in provider_map:
+            raise HTTPException(
+                status_code=400,
+                detail=f"Unknown provider '{body.provider}'. Available: {', '.join(provider_map)}",
+            )
+        env_value = body.provider
+
+    set_key(str(env_path), env_key, env_value, quote_mode="never")
+
+    # Does the NEW selection run a local container? Drives both whether we start a
+    # container below and the config.yml enabled flag. For asr-services this is a
+    # property of *either* lane, read fresh from the .env we just wrote; every tts
+    # provider runs a local container.
+    if name == "asr-services":
+        needs_container = services.asr_needs_local_container()
+    else:
+        needs_container = bool(services._TTS_PROVIDER_TO_SERVICE.get(body.provider))
+
+    # Keep config.yml's enabled set in step with the provider choice: the System
+    # page only shows/controls enabled services and ./start.sh only starts them, so
+    # switching to a cloud (container-less) provider must disable the service and
+    # switching to a local one must (re-)enable it — otherwise the dropdown that
+    # made the switch disappears and the lifecycle drifts from the running state.
+    if name == "asr-services" and services.set_service_enabled(name, needs_container):
+        logger.info(
+            "asr-services enabled=%s in config.yml after provider switch",
+            needs_container,
+        )
+
+    def fn(op):
+        if skip_compose:
+            op["phase"] = "Applying provider (no container change)…"
+            return True
+        # down first: providers share one port, so the old container must go
+        # before the new one binds.
+        op["phase"] = "Stopping current service…"
+        ok = services.run_compose_command(name, "down")
+        # Cloud-only selection has no container to start — down is enough. A local
+        # provider is (re)started whether or not it was running before, since
+        # switching *to* a provider means you want it active.
+        if not ok or not needs_container:
+            return ok
+        op["phase"] = f"Starting {body.provider}…"
+        return services.run_compose_command(name, "up", build=body.build)
+
+    op = _start_operation(name, f"provider:{body.provider}", fn)
+    return {"operation": op}
+
+
+# NOTE: declared after /services/{name}/provider so "provider" never matches {action}.
+@app.post("/services/{name}/{action}", dependencies=[Depends(require_token)])
+def service_action(name: str, action: str, body: ActionBody | None = None):
+    body = body or ActionBody()
+    # Forward to the owning node's agent if this isn't it.
+    if body.node and body.node != _self_host():
+        if action not in VALID_ACTIONS:
+            raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+        return _remote_request(
+            body.node,
+            "POST",
+            f"/services/{name}/{action}",
+            {**body.dict(), "node": None},
+        )
+    if name not in services.SERVICES:
+        raise HTTPException(status_code=404, detail=f"Unknown service: {name}")
+    if action not in VALID_ACTIONS:
+        raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+
+    # Stopping/restarting the backend kills the WebUI (and this request's caller).
+    # Require an explicit force flag so it can't happen by accident.
+    if name == "backend" and action in ("stop", "restart") and not body.force:
+        raise HTTPException(
+            status_code=400,
+            detail="Stopping the backend kills the WebUI. Pass force=true to confirm.",
+        )
+
+    if action == "start":
+        if not services.check_service_enabled(name):
+            raise HTTPException(
+                status_code=400,
+                detail=f"{name} is not enabled in config/config.yml — run the wizard first",
+            )
+
+        def fn(op):
+            op["phase"] = "Starting…"
+            return services.run_compose_command(name, "up", build=body.build)
+
+    elif action == "stop":
+
+        def fn(op):
+            op["phase"] = "Stopping…"
+            return services.run_compose_command(name, "down")
+
+    else:  # restart — down + up so provider/env changes take effect
+
+        def fn(op):
+            op["phase"] = "Stopping…"
+            if not services.run_compose_command(name, "down"):
+                return False
+            op["phase"] = "Starting…"
+            return services.run_compose_command(name, "up", build=body.build)
+
+    op = _start_operation(name, action, fn)
+    return {"operation": op}
+
+
+# ── Client components (native user units — tray, ScreenPipe collector) ────────
+# These aren't compose services: they're login units managed by clients.py.
+# Actions are quick (systemctl/launchctl), so they run inline — no operation id.
+
+
+@app.get("/clients", dependencies=[Depends(require_token)])
+def list_clients(node: str | None = None):
+    if node and node != _self_host():
+        return _remote_request(node, "GET", "/clients")
+    return {
+        "clients": [
+            clients.component_status(name) for name in clients.CLIENT_COMPONENTS
+        ],
+        "binaries": clients.binary_checks(),
+    }
+
+
+@app.post("/clients/{name}/{action}", dependencies=[Depends(require_token)])
+def client_action(name: str, action: str, body: ActionBody | None = None):
+    body = body or ActionBody()
+    if body.node and body.node != _self_host():
+        return _remote_request(
+            body.node, "POST", f"/clients/{name}/{action}", {**body.dict(), "node": None}
+        )
+    if name not in clients.CLIENT_COMPONENTS:
+        raise HTTPException(status_code=404, detail=f"Unknown client component: {name}")
+    if action not in VALID_ACTIONS:
+        raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+    if not clients.component_installed(name):
+        raise HTTPException(
+            status_code=400, detail=f"{name} is not installed on this node"
+        )
+    if not clients.component_action(name, action):
+        raise HTTPException(status_code=500, detail=f"{name} {action} failed")
+    return clients.component_status(name)
+
+
+# ── Node self-update ──────────────────────────────────────────────────────────
+#
+# Updating a node = move the git checkout (branch pull or release-tag checkout,
+# see updates.py) + rebuild/restart the enabled services + restart this agent so
+# it too runs the new code. The hub drives peers through the same node-forwarding
+# used by service actions, so one WebUI updates the whole cluster node-by-node.
+
+# Update checks fetch from origin and a forwarded POST returns after only
+# *starting* the peer's operation, but both can sit behind a slow git fetch —
+# give them more headroom than plain control calls.
+_UPDATE_FORWARD_TIMEOUT = 90.0
+
+
+class UpdateBody(BaseModel):
+    # Explicit tag/ref to update to. Omitted → upstream branch, else latest v* tag.
+    target: str | None = None
+    # Prebuilt image tag: pull registry images instead of building locally.
+    prebuilt: str | None = None
+    # Owning node host (see ActionBody.node).
+    node: str | None = None
+
+
+def _restart_self(delay: float = 3.0):
+    """Restart this agent so it runs the just-updated code.
+
+    Deferred a few seconds so the update operation's final poll can still read
+    "done" from THIS process. Under systemd the unit restart re-resolves deps via
+    uv; otherwise re-exec the same interpreter on the updated source (new deps in
+    setup-requirements.txt then need a manual ./start.sh, which is rare enough
+    to accept).
+    """
+
+    def _go():
+        logger.info("Restarting agent to pick up updated code")
+        if services._service_manager_managed():
+            subprocess.run(
+                ["systemctl", "--user", "restart", "chronicle-service-manager"]
+            )
+        else:
+            os.execv(sys.executable, [sys.executable] + sys.argv)
+
+    threading.Timer(delay, _go).start()
+
+
+@app.get("/update", dependencies=[Depends(require_token)])
+def update_check(node: str | None = None, target: str | None = None):
+    """Whether an update is available for this node (fetches from origin).
+
+    ``node`` routes the check to a peer's agent; ``target`` pins a specific
+    tag/ref instead of the default (upstream branch, else latest release tag).
+    """
+    if node and node != _self_host():
+        params = f"?target={target}" if target else ""
+        return _remote_request(
+            node, "GET", f"/update{params}", timeout=_UPDATE_FORWARD_TIMEOUT
+        )
+    return updates.check_update(target=target)
+
+
+@app.post("/update", dependencies=[Depends(require_token)])
+def update_node(body: UpdateBody | None = None):
+    """Update this node: move the checkout, rebuild/restart enabled services,
+    then restart this agent. Returns 202-style {operation} to poll; on the hub
+    this restarts the backend too, so the WebUI must expect a brief outage.
+    """
+    body = body or UpdateBody()
+    if body.node and body.node != _self_host():
+        return _remote_request(
+            body.node,
+            "POST",
+            "/update",
+            {**body.dict(), "node": None},
+            timeout=_UPDATE_FORWARD_TIMEOUT,
+        )
+
+    def fn(op):
+        ok = updates.perform_update(
+            target=body.target,
+            prebuilt=body.prebuilt,
+            progress=lambda msg: op.__setitem__("phase", msg),
+        )
+        if ok:
+            # Even an "already up to date" run is safe to restart on — cheap,
+            # and guarantees the agent never lags the checkout it manages.
+            op["phase"] = "Restarting node agent…"
+            _restart_self()
+        return ok
+
+    op = _start_operation("node", "update", fn)
+    return {"operation": op}
+
+
+# ── Claude remote-control session ────────────────────────────────────────────
+#
+# Lets the WebUI start/stop a `claude remote-control` server (in tmux) on this
+# host, so new Claude Code sessions can be spawned from the phone. Backed by the
+# services.py helpers (tmux + optional systemd unit).
+
+_RC_ACTIONS = ("start", "stop", "restart")
+
+
+@app.get("/remote-control", dependencies=[Depends(require_token)])
+def remote_control_status():
+    return services.remote_control_status()
+
+
+@app.post("/remote-control/{action}", dependencies=[Depends(require_token)])
+def remote_control_action(action: str):
+    if action not in _RC_ACTIONS:
+        raise HTTPException(status_code=404, detail=f"Unknown action: {action}")
+    try:
+        if action == "start":
+            ok = services.start_remote_control()
+        elif action == "stop":
+            ok = services.stop_remote_control()
+        else:  # restart
+            services.stop_remote_control()
+            ok = services.start_remote_control()
+    except Exception as e:  # noqa: BLE001 - surface failure to the WebUI
+        logger.exception("remote-control %s failed", action)
+        raise HTTPException(
+            status_code=500, detail=f"remote-control {action} failed: {e}"
+        )
+    if not ok:
+        raise HTTPException(
+            status_code=500,
+            detail=f"remote-control {action} did not succeed (tmux/claude available?)",
+        )
+    return services.remote_control_status()
+
+
+def main():
+    if not TOKEN:
+        logger.error("SERVICE_MANAGER_TOKEN not set — refusing to start")
+        sys.exit(1)
+    # Advertise on the Tailnet in the background — never blocks the control API.
+    _start_advertising_thread()
+    logger.info("Node agent listening on %s:%d", HOST, PORT)
+    uvicorn.run(app, host=HOST, port=PORT, log_level="warning")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/edge/status.sh b/edge/status.sh
new file mode 100755
index 00000000..2047d6a8
--- /dev/null
+++ b/edge/status.sh
@@ -0,0 +1,53 @@
+#!/usr/bin/env bash
+# Show status of an edge-deployed Chronicle service.
+#
+# Usage: ./status.sh [service-name]
+#   If no service name given, shows Tailscale IP only.
+set -euo pipefail
+
+CHRONICLE_HOME="${CHRONICLE_HOME:-$HOME/chronicle}"
+
+echo "=== Chronicle Edge Status ==="
+echo ""
+
+# Tailscale info
+if command -v tailscale &>/dev/null; then
+    TAILSCALE_IP=$(tailscale ip -4 2>/dev/null || echo "not connected")
+    echo "Tailscale IP: $TAILSCALE_IP"
+else
+    echo "Tailscale: not installed"
+fi
+echo ""
+
+declare -A SERVICE_PATHS=(
+    [speaker-recognition]=extras/speaker-recognition
+    [asr-services]=extras/asr-services
+    [tts]=extras/tts
+    [llm-services]=extras/llm-services
+    [havpe-relay]=extras/havpe-relay
+)
+
+if [[ $# -lt 1 ]]; then
+    echo "Usage: $0 <service-name> to see container status"
+    echo "Available services: ${!SERVICE_PATHS[*]}"
+    exit 0
+fi
+
+SERVICE_NAME="$1"
+
+if [[ -z "${SERVICE_PATHS[$SERVICE_NAME]+_}" ]]; then
+    echo "Unknown service: $SERVICE_NAME"
+    echo "Available: ${!SERVICE_PATHS[*]}"
+    exit 1
+fi
+
+SERVICE_DIR="$CHRONICLE_HOME/${SERVICE_PATHS[$SERVICE_NAME]}"
+
+if [[ ! -d "$SERVICE_DIR" ]]; then
+    echo "Service not found or not installed: $SERVICE_NAME"
+    exit 1
+fi
+
+cd "$SERVICE_DIR"
+echo "=== $SERVICE_NAME containers ==="
+docker compose --profile edge ps
diff --git a/edge/stop.sh b/edge/stop.sh
new file mode 100755
index 00000000..61aae821
--- /dev/null
+++ b/edge/stop.sh
@@ -0,0 +1,40 @@
+#!/usr/bin/env bash
+# Stop an edge-deployed Chronicle service.
+#
+# Usage: ./stop.sh <service-name>
+set -euo pipefail
+
+CHRONICLE_HOME="${CHRONICLE_HOME:-$HOME/chronicle}"
+
+if [[ $# -lt 1 ]]; then
+    echo "Usage: $0 <service-name>"
+    echo "Example: $0 speaker-recognition"
+    exit 1
+fi
+
+SERVICE_NAME="$1"
+
+declare -A SERVICE_PATHS=(
+    [speaker-recognition]=extras/speaker-recognition
+    [asr-services]=extras/asr-services
+    [tts]=extras/tts
+    [llm-services]=extras/llm-services
+    [havpe-relay]=extras/havpe-relay
+)
+
+if [[ -z "${SERVICE_PATHS[$SERVICE_NAME]+_}" ]]; then
+    echo "Unknown service: $SERVICE_NAME"
+    echo "Available: ${!SERVICE_PATHS[*]}"
+    exit 1
+fi
+
+SERVICE_DIR="$CHRONICLE_HOME/${SERVICE_PATHS[$SERVICE_NAME]}"
+
+if [[ ! -d "$SERVICE_DIR" ]]; then
+    echo "Service not found or not installed: $SERVICE_NAME"
+    exit 1
+fi
+
+cd "$SERVICE_DIR"
+docker compose --profile edge down
+echo "$SERVICE_NAME stopped."
diff --git a/extras/asr-services/.env.template b/extras/asr-services/.env.template
index 1a905f1a..ee9381b3 100644
--- a/extras/asr-services/.env.template
+++ b/extras/asr-services/.env.template
@@ -4,7 +4,7 @@
 # =============================================================================
 # Provider Selection
 # =============================================================================
-# Choose one of: faster-whisper, transformers, nemo
+# Choose one of: faster-whisper, transformers, nemo, gemma4, qwen3-asr, vibevoice, af-next
 ASR_PROVIDER=nemo
 
 # =============================================================================
@@ -18,7 +18,7 @@ ASR_PROVIDER=nemo
 #   - deepdml/faster-whisper-large-v3-turbo-ct2 (Speed optimized)
 #
 # Transformers models:
-#   - microsoft/VibeVoice-ASR (7B, speaker diarization)
+#   - microsoft/VibeVoice-ASR-HF (7B, speaker diarization)
 #   - Oriserve/Whisper-Hindi2Hinglish-Prime (Hindi/Hinglish)
 #   - openai/whisper-large-v3 (Original Whisper)
 #
@@ -61,8 +61,16 @@ VAD_FILTER=true
 # Transformers Provider Settings
 # =============================================================================
 # PyTorch data type: float16, float32, bfloat16
+# (used by faster-whisper / transformers providers; fp16 is fine for those)
 TORCH_DTYPE=float16
 
+# VibeVoice dtype — keep bfloat16. fp16 overflows in VibeVoice's long
+# autoregressive decode → repetition/template-leak COLLAPSE on hard far-field
+# audio (and ~2.4x slower from runaway generation). Dedicated var so VibeVoice
+# never inherits the global TORCH_DTYPE above. Only set float16 if you really
+# mean it.
+VIBEVOICE_TORCH_DTYPE=bfloat16
+
 # Enable Flash Attention 2 (requires compatible GPU)
 USE_FLASH_ATTENTION=false
 
@@ -71,3 +79,41 @@ USE_FLASH_ATTENTION=false
 # =============================================================================
 # NeMo's transcribe() handles long audio natively with timestamps=True.
 # No additional configuration needed.
+
+# =============================================================================
+# Gemma 4 Provider Settings
+# =============================================================================
+# Google Gemma 4 multimodal ASR with prompt-based diarization. Default target is
+# the E2B-it model; selecting the gemma4 provider sets GEMMA4_MODEL.
+# GEMMA4_MODEL=google/gemma-4-E2B-it
+#
+# Quantization for the E2B target (~10GB in bf16):
+#   bf16  - default, full precision, fits a 24GB GPU comfortably
+#   8bit  - ~6GB, slightly lower fidelity, slower decode
+#   4bit  - ~4GB, for smaller GPUs
+GEMMA4_QUANT=bf16
+#
+# Multi-Token Prediction (MTP): a small text-only "-assistant" drafter
+# speculatively decodes tokens the target verifies (~1.6x on ASR, no quality
+# change). Set 0 to disable. Override the drafter repo if needed (default is
+# "${GEMMA4_MODEL}-assistant").
+GEMMA4_MTP=1
+# GEMMA4_ASSISTANT_MODEL=google/gemma-4-E2B-it-assistant
+#
+# Streaming (stt-gemma4-stream, the /stream WS endpoint on the same service):
+# Gemma has no word timestamps, so streaming re-decodes a bounded rolling window
+# for interim previews and runs one full transcription at stream end for the
+# final. INTERVAL = how often to emit an interim; WINDOW = how many trailing
+# seconds each interim decodes (caps the per-decode cost on long sessions).
+GEMMA4_STREAM_INTERVAL_SECONDS=4
+GEMMA4_STREAM_WINDOW_SECONDS=30
+
+# --- Cross-service error reporting (backend "System Errors" page) -------------
+# Forward this service's ERROR/CRITICAL logs to the backend so failures here
+# show up on the admin System Errors page instead of only in container logs.
+# Opt-in: set both URL and TOKEN. TOKEN must match the backend's
+# SYSTEM_EVENT_INGEST_TOKEN (or its SERVICE_MANAGER_TOKEN, the default fallback).
+# On a remote/distributed node, point the URL at the backend's Tailscale name.
+# CHRONICLE_INGEST_URL=http://host.docker.internal:8000/api/admin/system-events/ingest
+# CHRONICLE_INGEST_TOKEN=
+# CHRONICLE_SERVICE_NAME=   # optional label override (defaults to the service name)
diff --git a/extras/asr-services/Dockerfile_Parakeet b/extras/asr-services/Dockerfile_Parakeet
index 93b1cc14..752c2e13 100644
--- a/extras/asr-services/Dockerfile_Parakeet
+++ b/extras/asr-services/Dockerfile_Parakeet
@@ -34,4 +34,4 @@ ENV PATH="/app/.venv/bin:$PATH"
 
 EXPOSE 8765
 
-CMD ["python", "parakeet-offline.py", "--port", "8765"]
\ No newline at end of file
+CMD ["python", "parakeet-offline.py", "--port", "8765"]
diff --git a/extras/asr-services/README.md b/extras/asr-services/README.md
index aaa151ff..b609c6ee 100644
--- a/extras/asr-services/README.md
+++ b/extras/asr-services/README.md
@@ -17,7 +17,7 @@ ASR Services uses a **provider-based architecture** where inference engines are
 | `faster-whisper` | CTranslate2 | Fast Whisper inference (4-6x faster) | Whisper Large V3, distil-whisper |
 | `transformers` | HuggingFace | General ASR models | Hindi Whisper, fine-tuned Whisper |
 | `vibevoice` | VibeVoice | Speaker diarization | microsoft/VibeVoice-ASR |
-| `nemo` | NVIDIA NeMo | NeMo models, long audio | Parakeet, Canary |
+| `nemo` | NVIDIA NeMo | NeMo models, long audio, cache-aware streaming | Parakeet, Canary, Nemotron 3.5 |
 
 ## Quick Start
 
@@ -88,6 +88,25 @@ docker compose up -d vibevoice-asr
 |-------|-------------|----------|
 | `nvidia/parakeet-tdt-0.6b-v3` | Production-ready | Enhanced chunking, timestamps |
 | `nvidia/canary-1b` | Multilingual | 1B parameters |
+| `nvidia/nemotron-3.5-asr-streaming-0.6b` | Cache-aware streaming | Real-time `/stream` WS (~100ms), 40 langs, offline `/transcribe` |
+
+#### Nemotron 3.5 Streaming
+
+The `nemo` provider also serves a low-latency `/stream` WebSocket endpoint (the
+Chronicle `stt_stream` contract) using NeMo cache-aware streaming
+(`CacheAwareStreamingAudioBuffer` + `conformer_stream_step`). Interim previews
+and the final result both come from the streaming decode — no full-file
+re-transcription. Latency is set by `NEMO_ATT_CONTEXT_SIZE` (`[56,0]` 80ms ..
+`[56,13]` 1.12s, `[56,3]` 320ms balanced default).
+
+```bash
+cp configs/nemotron-streaming.env .env
+docker compose up --build -d nemotron-stream-asr   # serves :8771 by default
+```
+
+The dedicated `nemotron-stream-asr` compose service reuses the nemo image and
+runs on its own port (`NEMOTRON_STREAM_PORT`, default 8771) so it can be the
+`stt_stream` provider alongside a different batch `stt` provider on 8767.
 
 ## API Endpoints
 
@@ -265,6 +284,28 @@ extras/asr-services/
 3. **Unified API**: All providers expose identical endpoints
 4. **Config profiles**: Pre-made .env files for common setups
 
+### Long-audio progress streaming (read-timeout contract)
+
+For batched providers, a long file can take many minutes to transcribe. The
+`/transcribe` endpoint must keep sending bytes during that work, or the client's
+HTTP read timeout (300s by default) fires mid-transcription and the request fails
+with `ReadTimeout` even though inference is still running.
+
+The base handler (`common/base_service.py`) handles this by returning an **NDJSON
+streaming response** that emits a `{"type": "progress", ...}` line per window —
+but **only when the service class overrides** `supports_batch_progress()` and
+`transcribe_with_progress()`. The defaults return `False` / `NotImplementedError`,
+which falls back to the single-JSON path (response withheld until the whole file
+is done).
+
+> ⚠️ **Known gap — `af_next`**: the `af_next` provider implements
+> `supports_batch_progress`/`transcribe_with_progress` only on its *transcriber*,
+> not on its *service* class, so the base handler never sees them and it always
+> takes the non-streaming path. Long audio through `af_next` will hit the client
+> read timeout. `vibevoice` and `gemma4` wire these methods through on the
+> service class and stream progress correctly — mirror that pattern when fixing
+> `af_next`.
+
 ## Development
 
 ### Local Development
diff --git a/extras/asr-services/client.py b/extras/asr-services/client.py
index 51f33f84..b7c858c9 100644
--- a/extras/asr-services/client.py
+++ b/extras/asr-services/client.py
@@ -27,35 +27,37 @@ def ensure_txt_extension(output_path: str) -> Path:
     """Ensure the output file has a .txt extension."""
     path = Path(output_path)
     if not path.suffix:
-        path = path.with_suffix('.txt')
-    elif path.suffix.lower() != '.txt':
-        path = path.with_suffix(path.suffix + '.txt')
+        path = path.with_suffix(".txt")
+    elif path.suffix.lower() != ".txt":
+        path = path.with_suffix(path.suffix + ".txt")
     return path
 
 
 async def write_transcript(text: str, output_file: Path | None = None):
     """Write transcript to console and optionally to file."""
     print(f"Transcript: {text}")
-    
+
     if output_file:
         try:
             # Append to file (create if doesn't exist)
-            with open(output_file, 'a', encoding='utf-8') as f:
+            with open(output_file, "a", encoding="utf-8") as f:
                 f.write(f"{text}\n")
             logger.info(f"Transcript written to: {output_file}")
         except Exception as e:
             logger.error(f"Failed to write to output file {output_file}: {e}")
 
 
-async def run_mic_transcription(asr_url: str, device_index: int | None = None, output_file: Path | None = None):
+async def run_mic_transcription(
+    asr_url: str, device_index: int | None = None, output_file: Path | None = None
+):
     """Run ASR transcription from microphone input (original behavior)."""
     # Import here to only need pyaudio when calling inputmicstream
     from easy_audio_interfaces.extras.local_audio import InputMicStream
-    
+
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize ASR session
         await client.write_event(Transcribe().event())
         await client.write_event(
@@ -68,9 +70,11 @@ async def mic():
                     sample_rate=SAMP_RATE,
                     channels=CHANNELS,
                     chunk_size=512,
-                    device_index=device_index
+                    device_index=device_index,
                 ) as stream:
-                    logger.info(f"Starting microphone capture from device: {device_index or 'default'}")
+                    logger.info(
+                        f"Starting microphone capture from device: {device_index or 'default'}"
+                    )
                     while True:
                         data = await stream.read()
                         await client.write_event(data.event())
@@ -102,7 +106,9 @@ async def transcriptions():
         print("ASR client stopped.")
 
 
-async def run_mic_transcription_with_timing(asr_url: str, device_index: int | None = None, output_file: Path | None = None):
+async def run_mic_transcription_with_timing(
+    asr_url: str, device_index: int | None = None, output_file: Path | None = None
+):
     """Run ASR transcription from microphone with proper timing and audio-stop signaling."""
     # Import here to only need pyaudio when calling inputmicstream
     from easy_audio_interfaces.extras.local_audio import InputMicStream
@@ -110,16 +116,16 @@ async def run_mic_transcription_with_timing(asr_url: str, device_index: int | No
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize ASR session according to Wyoming protocol
         await client.write_event(Transcribe().event())
         await client.write_event(
             AudioStart(rate=SAMP_RATE, width=SAMP_WIDTH, channels=CHANNELS).event()
         )
-        
+
         recording_start_time = asyncio.get_event_loop().time()
         stop_recording = asyncio.Event()
-        
+
         async def send_audio_and_stop():
             """Send audio for minimum duration then signal stop."""
             try:
@@ -127,36 +133,42 @@ async def send_audio_and_stop():
                     sample_rate=SAMP_RATE,
                     channels=CHANNELS,
                     chunk_size=512,
-                    device_index=device_index
+                    device_index=device_index,
                 ) as stream:
-                    logger.info(f"Starting microphone capture from device: {device_index or 'default'}")
-                    print(f"Recording... (will stop after {MIN_RECORDING_SECONDS} seconds or Ctrl+C)")
-                    
+                    logger.info(
+                        f"Starting microphone capture from device: {device_index or 'default'}"
+                    )
+                    print(
+                        f"Recording... (will stop after {MIN_RECORDING_SECONDS} seconds or Ctrl+C)"
+                    )
+
                     while not stop_recording.is_set():
                         current_time = asyncio.get_event_loop().time()
                         elapsed = current_time - recording_start_time
-                        
+
                         data = await stream.read()
                         await client.write_event(data.event())
                         logger.debug(f"Sent audio chunk: {len(data.audio)} bytes")
-                        
+
                         # After minimum time, automatically stop
                         if elapsed >= MIN_RECORDING_SECONDS:
                             stop_recording.set()
                             break
-                    
+
                     # Send audio-stop to signal ASR to finalize transcript
                     elapsed = asyncio.get_event_loop().time() - recording_start_time
                     print(f"Sending audio stop signal after {elapsed:.1f} seconds...")
                     await client.write_event(AudioStop().event())
                     logger.info("Audio stop signal sent")
-                    
+
             except (KeyboardInterrupt, asyncio.CancelledError):
                 logger.info("Stopping microphone capture...")
                 # Send audio-stop even on interruption
                 try:
                     elapsed = asyncio.get_event_loop().time() - recording_start_time
-                    print(f"Interrupted after {elapsed:.1f} seconds, sending audio stop...")
+                    print(
+                        f"Interrupted after {elapsed:.1f} seconds, sending audio stop..."
+                    )
                     await client.write_event(AudioStop().event())
                     logger.info("Audio stop signal sent on interruption")
                 except:
@@ -184,13 +196,17 @@ async def receive_transcriptions():
                 return
 
         try:
-            await asyncio.gather(send_audio_and_stop(), receive_transcriptions(), return_exceptions=True)
+            await asyncio.gather(
+                send_audio_and_stop(), receive_transcriptions(), return_exceptions=True
+            )
         except (KeyboardInterrupt, asyncio.CancelledError):
             print("\nStopping ASR client...")
         print("ASR client stopped.")
 
 
-async def run_file_transcription(asr_url: str, file_path: str | Path, output_file: Path | None = None):
+async def run_file_transcription(
+    asr_url: str, file_path: str | Path, output_file: Path | None = None
+):
     """Run ASR transcription from audio file input."""
     file_path = Path(file_path)
     if not file_path.exists():
@@ -202,30 +218,26 @@ async def run_file_transcription(asr_url: str, file_path: str | Path, output_fil
 
     stop_event = asyncio.Event()
 
-    resampler = ResamplingBlock(
-        resample_rate=16000,
-        resample_channels=1
-    )
-    
+    resampler = ResamplingBlock(resample_rate=16000, resample_channels=1)
+
     print(f"Connecting to ASR service: {asr_url}")
     async with AsyncTcpClient.from_uri(asr_url) as client:
         print("Connected to ASR service")
-        
+
         # Initialize file streamer to get audio properties
         async with LocalFileStreamer(
-            file_path=file_path,
-            chunk_size_samples=512
+            file_path=file_path, chunk_size_samples=512
         ) as streamer, resampler:
             print(f"Loaded audio file: {file_path}")
             print(f"Sample rate: {streamer.sample_rate}, Channels: {streamer.channels}")
-            
+
             # Initialize ASR session with file's audio properties
             await client.write_event(Transcribe().event())
             await client.write_event(
                 AudioStart(
-                    rate=streamer.sample_rate, 
+                    rate=streamer.sample_rate,
                     width=SAMP_WIDTH,  # wtf???
-                    channels=streamer.channels
+                    channels=streamer.channels,
                 ).event()
             )
             send_start_time = asyncio.get_event_loop().time()
@@ -238,15 +250,19 @@ async def file_reader():
                         async for c in resampler.process_chunk(chunk):
                             await client.write_event(c.event())
                             logger.debug(f"Sent audio chunk: {len(c.audio)} bytes")
-                            await asyncio.sleep(0)  # No delay to send audio as fast as possible
+                            await asyncio.sleep(
+                                0
+                            )  # No delay to send audio as fast as possible
                     logger.info("Finished sending audio file")
                     send_end_time = asyncio.get_event_loop().time()
-                    logger.info(f"Finished sending audio file in {send_end_time - send_start_time:.2f} seconds")
-                    
+                    logger.info(
+                        f"Finished sending audio file in {send_end_time - send_start_time:.2f} seconds"
+                    )
+
                     # Send AudioStop to signal end of stream
                     await client.write_event(AudioStop().event())
                     logger.info("Sent AudioStop event")
-                    
+
                     await asyncio.sleep(TIMEOUT_SECONDS)
                     stop_event.set()
                 except (KeyboardInterrupt, asyncio.CancelledError):
@@ -266,7 +282,9 @@ async def transcriptions():
                         if Transcript.is_type(event.type):
                             transcript = Transcript.from_event(event)
                             await write_transcript(transcript.text, output_file)
-                            logger.info(f"Transcript received in {asyncio.get_event_loop().time() - send_end_time:.2f} seconds")
+                            logger.info(
+                                f"Transcript received in {asyncio.get_event_loop().time() - send_end_time:.2f} seconds"
+                            )
                         else:
                             logger.debug(f"Received event: {event}")
                 except (KeyboardInterrupt, asyncio.CancelledError):
@@ -274,7 +292,9 @@ async def transcriptions():
                     return
 
             try:
-                await asyncio.gather(file_reader(), transcriptions(), return_exceptions=True)
+                await asyncio.gather(
+                    file_reader(), transcriptions(), return_exceptions=True
+                )
             except (KeyboardInterrupt, asyncio.CancelledError):
                 print("\nStopping ASR client...")
             print("ASR client stopped.")
@@ -293,9 +313,9 @@ async def main():
   %(prog)s mic --timed -o output    # Save transcript to output.txt
   %(prog)s file audio.wav           # Transcribe audio file
   %(prog)s file audio.wav -o result # Save transcript to result.txt
-        """
+        """,
     )
-    
+
     parser.add_argument(
         "--asr-url",
         type=str,
@@ -303,60 +323,51 @@ async def main():
         help="ASR service URL (default: %(default)s)",
     )
     parser.add_argument(
-        "-v", "--verbose", 
-        action="count", 
-        default=0, 
-        help="Increase verbosity (-v: INFO, -vv: DEBUG)"
+        "-v",
+        "--verbose",
+        action="count",
+        default=0,
+        help="Increase verbosity (-v: INFO, -vv: DEBUG)",
     )
     parser.add_argument(
-        "-o", "--output",
+        "-o",
+        "--output",
         type=str,
         default=None,
-        help="Output file to write transcripts (.txt will be added if no extension)"
+        help="Output file to write transcripts (.txt will be added if no extension)",
     )
-    
+
     # Create subparsers for different input modes
     subparsers = parser.add_subparsers(
-        dest="command", 
-        help="Input source for audio",
-        required=True
+        dest="command", help="Input source for audio", required=True
     )
-    
+
     # Microphone subcommand
-    mic_parser = subparsers.add_parser(
-        "mic", 
-        help="Capture audio from microphone"
-    )
+    mic_parser = subparsers.add_parser("mic", help="Capture audio from microphone")
     mic_parser.add_argument(
         "--device",
         type=int,
         default=None,
-        help="Audio input device index (default: system default)"
+        help="Audio input device index (default: system default)",
     )
     mic_parser.add_argument(
         "--timed",
         action="store_true",
-        help=f"Record for {MIN_RECORDING_SECONDS} seconds then send audio-stop to get transcript (recommended)"
+        help=f"Record for {MIN_RECORDING_SECONDS} seconds then send audio-stop to get transcript (recommended)",
     )
-    
+
     # File subcommand
-    file_parser = subparsers.add_parser(
-        "file",
-        help="Transcribe audio from file"
-    )
+    file_parser = subparsers.add_parser("file", help="Transcribe audio from file")
     file_parser.add_argument(
-        "file_path",
-        type=str,
-        help="Path to audio file (e.g., audio.wav)"
+        "file_path", type=str, help="Path to audio file (e.g., audio.wav)"
     )
-    
+
     args = parser.parse_args()
 
     # Set up logging
     loglevel = logging.WARNING - (10 * min(args.verbose, 2))
     logging.basicConfig(
-        format="%(asctime)s  %(levelname)s  %(message)s", 
-        level=loglevel
+        format="%(asctime)s  %(levelname)s  %(message)s", level=loglevel
     )
 
     # Process output file if specified
@@ -367,7 +378,7 @@ async def main():
         # Clear the file if it exists (start fresh)
         try:
             output_file.parent.mkdir(parents=True, exist_ok=True)
-            with open(output_file, 'w', encoding='utf-8') as f:
+            with open(output_file, "w", encoding="utf-8") as f:
                 f.write("")  # Clear file
         except Exception as e:
             logger.error(f"Failed to initialize output file {output_file}: {e}")
@@ -375,8 +386,10 @@ async def main():
 
     try:
         if args.command == "mic":
-            if getattr(args, 'timed', False):
-                await run_mic_transcription_with_timing(args.asr_url, args.device, output_file)
+            if getattr(args, "timed", False):
+                await run_mic_transcription_with_timing(
+                    args.asr_url, args.device, output_file
+                )
             else:
                 await run_mic_transcription(args.asr_url, args.device, output_file)
         elif args.command == "file":
@@ -386,7 +399,7 @@ async def main():
     except Exception as e:
         logger.error(f"Error: {e}")
         return 1
-    
+
     return 0
 
 
diff --git a/extras/asr-services/common/__init__.py b/extras/asr-services/common/__init__.py
index 7abc6af8..95db26ef 100644
--- a/extras/asr-services/common/__init__.py
+++ b/extras/asr-services/common/__init__.py
@@ -7,21 +7,21 @@
 - Response models: Pydantic models for standardized API responses
 """
 
-from common.response_models import (
-    TranscriptionResult,
-    Word,
-    Segment,
-    Speaker,
-    HealthResponse,
-    InfoResponse,
-)
 from common.audio_utils import (
     convert_audio_to_numpy,
-    resample_audio,
     load_audio_file,
+    resample_audio,
     save_audio_file,
 )
 from common.base_service import BaseASRService, create_asr_app
+from common.response_models import (
+    HealthResponse,
+    InfoResponse,
+    Segment,
+    Speaker,
+    TranscriptionResult,
+    Word,
+)
 
 __all__ = [
     # Response models
diff --git a/extras/asr-services/common/audio_utils.py b/extras/asr-services/common/audio_utils.py
index 4dad9bff..2823a7d0 100644
--- a/extras/asr-services/common/audio_utils.py
+++ b/extras/asr-services/common/audio_utils.py
@@ -47,9 +47,7 @@ def convert_audio_to_numpy(
         raise ValueError(f"Unsupported sample width: {sample_width}")
 
 
-def numpy_to_audio_bytes(
-    audio_array: np.ndarray, sample_width: int = 2
-) -> bytes:
+def numpy_to_audio_bytes(audio_array: np.ndarray, sample_width: int = 2) -> bytes:
     """
     Convert numpy float32 array to raw audio bytes.
 
@@ -70,6 +68,56 @@ def numpy_to_audio_bytes(
         raise ValueError(f"Unsupported sample width: {sample_width}")
 
 
+def measure_voiced_duration_ms(
+    audio_array: np.ndarray,
+    sample_rate: int = STANDARD_SAMPLE_RATE,
+    energy_floor: float = 0.01,
+    frame_ms: int = 30,
+) -> float:
+    """Cumulative duration (ms) of frames whose RMS exceeds ``energy_floor``.
+
+    A frame-energy VAD: the audio is chopped into ``frame_ms`` frames and a frame
+    counts as "voiced" when its RMS is above ``energy_floor`` (on a [-1, 1] signal).
+    Robust to single clicks/pops (one loud frame contributes only ``frame_ms``),
+    unlike peak amplitude or whole-window mean RMS.
+
+    Args:
+        audio_array: Mono samples normalised to [-1.0, 1.0] (as ``load_audio_file`` returns).
+        sample_rate: Sample rate of ``audio_array``.
+        energy_floor: Per-frame RMS above which a frame is considered speech.
+        frame_ms: Frame length in milliseconds.
+
+    Returns:
+        Total voiced duration in milliseconds.
+    """
+    frame_len = max(1, int(sample_rate * frame_ms / 1000))
+    if len(audio_array) < frame_len:
+        return 0.0
+    n_frames = len(audio_array) // frame_len
+    frames = audio_array[: n_frames * frame_len].reshape(n_frames, frame_len)
+    frame_rms = np.sqrt(np.mean(frames.astype(np.float32) ** 2, axis=1) + 1e-12)
+    return float(np.count_nonzero(frame_rms > energy_floor) * frame_ms)
+
+
+def is_silent(
+    audio_array: np.ndarray,
+    sample_rate: int = STANDARD_SAMPLE_RATE,
+    energy_floor: float = 0.01,
+    min_voiced_ms: float = 200.0,
+    frame_ms: int = 30,
+) -> bool:
+    """True when the clip carries less than ``min_voiced_ms`` of voiced audio.
+
+    Used to gate prompt-conditioned ASR models (VibeVoice/Gemma) which hallucinate
+    their context prompt back as "transcription" on near-silent windows. See
+    :func:`measure_voiced_duration_ms` for the energy-VAD details.
+    """
+    voiced_ms = measure_voiced_duration_ms(
+        audio_array, sample_rate, energy_floor=energy_floor, frame_ms=frame_ms
+    )
+    return voiced_ms < min_voiced_ms
+
+
 def resample_audio(
     audio_array: np.ndarray, original_rate: int, target_rate: int = STANDARD_SAMPLE_RATE
 ) -> np.ndarray:
@@ -163,6 +211,37 @@ def load_audio_file(
     return audio_array, sample_rate
 
 
+def load_audio_bytes(
+    audio_bytes: bytes, target_rate: int = STANDARD_SAMPLE_RATE
+) -> Tuple[np.ndarray, int]:
+    """Load WAV audio from raw bytes into a numpy array (in-memory, no temp file).
+
+    Mirrors ``load_audio_file`` but reads from a bytes buffer — used to decode
+    base64 ``input_audio`` parts from the chat/completions API without round-tripping
+    through disk.
+
+    Args:
+        audio_bytes: WAV-encoded audio data.
+        target_rate: Target sample rate (resamples if different).
+
+    Returns:
+        Tuple of (mono float32 audio_array normalized to [-1, 1], sample_rate).
+    """
+    with wave.open(io.BytesIO(audio_bytes), "rb") as wav_file:
+        sample_rate = wav_file.getframerate()
+        channels = wav_file.getnchannels()
+        sample_width = wav_file.getsampwidth()
+        raw = wav_file.readframes(wav_file.getnframes())
+
+    audio_array = convert_audio_to_numpy(raw, sample_rate, sample_width, channels)
+    if channels > 1:
+        audio_array = convert_to_mono(audio_array, channels)
+    if sample_rate != target_rate:
+        audio_array = resample_audio(audio_array, sample_rate, target_rate)
+        sample_rate = target_rate
+    return audio_array, sample_rate
+
+
 def save_audio_file(
     audio_array: np.ndarray,
     file_path: Union[str, Path],
@@ -234,9 +313,7 @@ def get_audio_duration(
     return len(audio_array) / sample_rate
 
 
-def validate_audio_format(
-    sample_rate: int, channels: int, sample_width: int
-) -> None:
+def validate_audio_format(sample_rate: int, channels: int, sample_width: int) -> None:
     """
     Validate audio format parameters.
 
diff --git a/extras/asr-services/common/base_service.py b/extras/asr-services/common/base_service.py
index 4b5107d1..492c51f3 100644
--- a/extras/asr-services/common/base_service.py
+++ b/extras/asr-services/common/base_service.py
@@ -4,23 +4,35 @@
 Provides a common interface and FastAPI app setup for all ASR providers.
 """
 
+import asyncio
+import json
 import logging
 import os
 import tempfile
 import time
+import wave
 from abc import ABC, abstractmethod
 from typing import Optional
 
-from common.response_models import (
-    HealthResponse,
-    InfoResponse,
-    TranscriptionResult,
-)
+from common.response_models import HealthResponse, InfoResponse, TranscriptionResult
+from common.system_event_reporter import install_system_event_reporter
 from fastapi import FastAPI, File, Form, HTTPException, UploadFile
-from fastapi.responses import JSONResponse
+from fastapi.responses import JSONResponse, StreamingResponse
 
 logger = logging.getLogger(__name__)
 
+# Sentinel returned by _safe_next() when a sync generator is exhausted, so we can
+# step it from the event loop via run_in_executor without StopIteration crossing
+# the async boundary.
+_GEN_DONE = object()
+
+
+def _safe_next(generator):
+    try:
+        return next(generator)
+    except StopIteration:
+        return _GEN_DONE
+
 
 class BaseASRService(ABC):
     """
@@ -54,6 +66,7 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """
         Transcribe audio file and return result.
@@ -61,6 +74,7 @@ async def transcribe(
         Args:
             audio_file_path: Path to audio file (WAV format, 16kHz mono preferred)
             context_info: Optional hot words / context string for providers that support it
+            prompt: Optional custom prompt to override the provider's default transcription prompt
 
         Returns:
             TranscriptionResult with text, words, segments, etc.
@@ -97,11 +111,74 @@ def get_supported_languages(self) -> Optional[list[str]]:
         """
         return None
 
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Return True if this provider reports progress for long audio.
+
+        Providers that batch long audio into windows can override this to
+        return True when the audio exceeds their batching threshold.  The
+        ``/transcribe`` endpoint uses this to decide whether to return an
+        NDJSON streaming response with progress counters.
+
+        Default implementation returns False (no progress reporting).
+        """
+        return False
+
+    def transcribe_with_progress(self, audio_file_path: str, context_info=None):
+        """Generator that yields progress counters then a final result.
+
+        Only called when ``supports_batch_progress()`` returns True.
+        Subclasses that support batch progress must override this.
+
+        Yields:
+            {"type": "progress", "current": i, "total": n}
+            {"type": "result", ...}  (TranscriptionResult.to_dict())
+        """
+        raise NotImplementedError(
+            f"{self.__class__.__name__} does not implement transcribe_with_progress"
+        )
+
     @property
     def is_ready(self) -> bool:
         """Return True if service is ready to handle requests."""
         return self._is_ready
 
+    def max_concurrency(self) -> int:
+        """Max concurrent transcriptions this service runs on the GPU at once.
+
+        Default 1: a single-GPU model serializes inference, so concurrent requests
+        must queue rather than dogpile the GPU (which causes VRAM OOM / wedge).
+        Configurable via the ASR_MAX_CONCURRENCY env var, or override in a provider
+        to derive the limit from available VRAM (memory-aware concurrency).
+        """
+        try:
+            return max(1, int(os.getenv("ASR_MAX_CONCURRENCY", "1")))
+        except ValueError:
+            return 1
+
+    def priority_concurrency(self) -> int:
+        """Concurrent slots reserved for the PRIORITY lane (min 1).
+
+        The priority lane is a separate GPU semaphore from the normal lane, so a
+        latency-sensitive request (e.g. a wake-word command clip) always has a
+        free slot and runs concurrently with a long batch instead of queueing
+        behind it. On a single GPU this means up to (normal + priority) inferences
+        interleave — keep this at 1 and priority clips short to bound VRAM use.
+        Configurable via ASR_PRIORITY_CONCURRENCY.
+        """
+        try:
+            return max(1, int(os.getenv("ASR_PRIORITY_CONCURRENCY", "1")))
+        except ValueError:
+            return 1
+
+
+def _get_audio_duration(file_path: str) -> Optional[float]:
+    """Return audio duration in seconds, or None if unreadable."""
+    try:
+        with wave.open(file_path, "rb") as wf:
+            return wf.getnframes() / wf.getframerate()
+    except Exception:
+        return None
+
 
 def create_asr_app(service: BaseASRService) -> FastAPI:
     """
@@ -119,13 +196,40 @@ def create_asr_app(service: BaseASRService) -> FastAPI:
         description=f"ASR service using {service.provider_name} provider",
     )
 
+    # Forward this service's ERROR/CRITICAL logs to the backend's system-event
+    # ledger so failures here surface on the admin "System Errors" page. No-op
+    # unless CHRONICLE_INGEST_URL/CHRONICLE_INGEST_TOKEN are configured.
+    install_system_event_reporter(source=f"asr-{service.provider_name}")
+
+    # GPU concurrency gates: limit how many transcriptions run at once so a burst of
+    # requests queues at the GPU instead of dogpiling it (which OOMs/wedges a single-GPU
+    # service). Two independent lanes — "normal" and "priority" — each with its own
+    # semaphore (≥1), so a latency-sensitive request gets a dedicated slot and runs
+    # concurrently with a long batch instead of queueing behind it. Created on startup
+    # so they bind to the running event loop. Shared by the streaming and single paths.
+    gate = {}
+
+    # Lazily-loaded forced aligner (MMS_FA). Shared across /align requests; loaded on
+    # first use so providers that never align don't pay the model-load cost.
+    aligner_holder = {}
+    aligner_lock = asyncio.Lock()
+
     @app.on_event("startup")
     async def startup_event():
         """Initialize the transcriber on startup."""
         logger.info(f"Starting {service.provider_name} ASR service...")
         await service.warmup()
+        normal_limit = service.max_concurrency()
+        priority_limit = service.priority_concurrency()
+        gate["normal"] = asyncio.Semaphore(normal_limit)
+        gate["priority"] = asyncio.Semaphore(priority_limit)
+        # Mark ready only after the gates exist, so the /transcribe handler never
+        # races ahead of them being set.
         service._is_ready = True
-        logger.info(f"{service.provider_name} ASR service ready")
+        logger.info(
+            f"{service.provider_name} ASR service ready "
+            f"(normal concurrency: {normal_limit}, priority: {priority_limit})"
+        )
 
     @app.get("/health", response_model=HealthResponse)
     async def health_check():
@@ -150,21 +254,29 @@ async def service_info():
     async def transcribe(
         file: UploadFile = File(...),
         context_info: Optional[str] = Form(None),
+        prompt: Optional[str] = Form(None),
+        priority: bool = Form(False),
     ):
         """
         Transcribe uploaded audio file.
 
         Accepts audio files (WAV, MP3, etc.) and returns transcription
         with word-level timestamps. Optionally accepts context_info
-        (hot words, speaker names, topics) for providers that support it.
+        (hot words, speaker names, topics) and a custom prompt for
+        providers that support it.
         """
         if not service.is_ready:
             raise HTTPException(status_code=503, detail="Service not ready")
 
+        # Pick the GPU lane: priority requests use a dedicated semaphore so they
+        # never queue behind a long batch holding the normal lane.
+        sem = gate["priority"] if priority else gate["normal"]
+
         request_start = time.time()
-        logger.info(f"Transcription request started")
+        logger.info(f"Transcription request started (priority={priority})")
 
         tmp_filename = None
+        streaming_response = False
         try:
             # Read uploaded file
             file_read_start = time.time()
@@ -186,12 +298,55 @@ async def transcribe(
                 tmp_file.write(audio_content)
                 tmp_filename = tmp_file.name
 
-            # Transcribe
+            # Check if provider supports batch progress for this audio
+            audio_duration = _get_audio_duration(tmp_filename)
+            if audio_duration and service.supports_batch_progress(audio_duration):
+                logger.info(
+                    f"Audio is {audio_duration:.1f}s, using batch progress reporting"
+                )
+                streaming_response = True
+
+                async def _ndjson_generator():
+                    """Stream NDJSON progress/result, holding the GPU gate for the
+                    whole inference and stepping the provider's sync generator in a
+                    thread so the event loop stays responsive."""
+                    loop = asyncio.get_event_loop()
+                    async with sem:
+                        sync_gen = service.transcribe_with_progress(
+                            tmp_filename,
+                            context_info=context_info,
+                            prompt=prompt,
+                        )
+                        try:
+                            while True:
+                                event = await loop.run_in_executor(
+                                    None, _safe_next, sync_gen
+                                )
+                                if event is _GEN_DONE:
+                                    break
+                                yield json.dumps(event) + "\n"
+                        finally:
+                            try:
+                                os.unlink(tmp_filename)
+                            except Exception as e:
+                                logger.warning(
+                                    f"Failed to delete temp file {tmp_filename}: {e}"
+                                )
+
+                return StreamingResponse(
+                    _ndjson_generator(),
+                    media_type="application/x-ndjson",
+                )
+
+            # Normal path: single JSON response. Hold the GPU gate across the call so
+            # short-audio requests serialize with streaming ones on the single GPU.
             transcribe_start = time.time()
-            result = await service.transcribe(
-                tmp_filename,
-                context_info=context_info,
-            )
+            async with sem:
+                result = await service.transcribe(
+                    tmp_filename,
+                    context_info=context_info,
+                    prompt=prompt,
+                )
             transcribe_time = time.time() - transcribe_start
             logger.info(f"Transcription completed in {transcribe_time:.3f}s")
 
@@ -208,7 +363,167 @@ async def transcribe(
             raise HTTPException(status_code=500, detail=f"Transcription failed: {e}")
 
         finally:
-            # Cleanup temporary file
+            # Streaming path owns its own cleanup via the generator's finally block.
+            # Only clean up here for the normal (non-streaming) path.
+            if tmp_filename and not streaming_response:
+                try:
+                    os.unlink(tmp_filename)
+                except Exception as e:
+                    logger.warning(f"Failed to delete temp file {tmp_filename}: {e}")
+
+    @app.post("/align")
+    async def align(
+        file: UploadFile = File(...),
+        segments: str = Form(...),
+    ):
+        """Forced-align known segment text to audio, returning word-level timestamps.
+
+        For providers (e.g. VibeVoice) that emit segment-level timestamps + text but no
+        per-word timing. ``segments`` is a JSON array of {start, end, text}; each
+        segment's text is aligned within its own audio window (more accurate and avoids
+        CTC "targets too long" on long files), and word times are returned in absolute
+        conversation time. This lets downstream re-diarization re-attach transcript text
+        to fresh speaker boundaries.
+        """
+        # Lazy import: base_service.py is shared by every provider image, including
+        # ones that don't install torch/numpy/torchaudio. Only providers that call
+        # /align need them.
+        import numpy as np
+        import torch
+        import torchaudio  # only torchaudio.functional.resample (no codec dependency)
+        from common.forced_align import ForcedAligner
+
+        try:
+            seg_list = json.loads(segments)
+        except json.JSONDecodeError as e:
+            raise HTTPException(status_code=400, detail=f"Invalid segments JSON: {e}")
+        if not isinstance(seg_list, list):
+            raise HTTPException(status_code=400, detail="segments must be a JSON array")
+
+        # Lazy-load the aligner once (double-checked under lock).
+        if "fa" not in aligner_holder:
+            async with aligner_lock:
+                if "fa" not in aligner_holder:
+                    fa = ForcedAligner()
+                    await asyncio.get_event_loop().run_in_executor(None, fa.load)
+                    aligner_holder["fa"] = fa
+        fa: ForcedAligner = aligner_holder["fa"]
+
+        tmp_filename = None
+        try:
+            audio_content = await file.read()
+            with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
+                tmp_file.write(audio_content)
+                tmp_filename = tmp_file.name
+
+            # Read WAV via stdlib `wave` (NOT torchaudio.load — newer torchaudio routes
+            # load() through torchcodec, which isn't installed). Audio arrives as 16 kHz
+            # mono PCM16 WAV from the backend's reconstruct_audio_segment.
+            with wave.open(tmp_filename, "rb") as wf:
+                sr = wf.getframerate()
+                n_channels = wf.getnchannels()
+                sampwidth = wf.getsampwidth()
+                raw = wf.readframes(wf.getnframes())
+            if sampwidth != 2:
+                raise HTTPException(
+                    status_code=400,
+                    detail=f"Expected 16-bit PCM WAV, got sample width {sampwidth}",
+                )
+            audio = np.frombuffer(raw, dtype=np.int16).astype(np.float32) / 32768.0
+            if n_channels > 1:  # downmix to mono
+                audio = audio.reshape(-1, n_channels).mean(axis=1)
+            wav = torch.from_numpy(audio).unsqueeze(0)  # (1, N)
+            if sr != fa.sample_rate:
+                wav = torchaudio.functional.resample(wav, sr, fa.sample_rate)
+            sr = fa.sample_rate
+            total_dur = wav.size(1) / sr
+
+            def _fill_none(times, seg_start, seg_end):
+                """Offset window-relative times to absolute and interpolate gaps
+                (words that didn't tokenize, e.g. digits/punctuation)."""
+                n = len(times)
+                res = [None] * n
+                for i, t in enumerate(times):
+                    if t is not None:
+                        res[i] = (t[0] + seg_start, t[1] + seg_start)
+                last_end = seg_start
+                i = 0
+                while i < n:
+                    if res[i] is not None:
+                        last_end = res[i][1]
+                        i += 1
+                        continue
+                    j = i
+                    while j < n and res[j] is None:
+                        j += 1
+                    next_start = res[j][0] if j < n else seg_end
+                    span = max(0.0, next_start - last_end)
+                    step = span / (j - i) if j > i else 0.0
+                    for k in range(i, j):
+                        res[k] = (
+                            last_end + step * (k - i),
+                            last_end + step * (k - i + 1),
+                        )
+                    last_end = next_start
+                    i = j
+                return res
+
+            def _do_align():
+                out_words = []
+                aligned_segs = 0
+                for seg in seg_list:
+                    text = (seg.get("text") or "").strip()
+                    if not text:
+                        continue
+                    s = max(0.0, float(seg.get("start", 0.0)))
+                    e = min(total_dur, float(seg.get("end", s)))
+                    if e <= s:
+                        continue
+                    toks = text.split()
+                    if not toks:
+                        continue
+                    a, b = int(s * sr), int(e * sr)
+                    window = wav[:, a:b]
+                    if window.size(1) < int(0.05 * sr):  # < 50ms, too short to align
+                        continue
+                    times = fa.align(window, toks)
+                    abs_times = _fill_none(times, s, e)
+                    for tok, tm in zip(toks, abs_times):
+                        out_words.append(
+                            {
+                                "word": tok,
+                                "start": round(float(tm[0]), 3),
+                                "end": round(float(tm[1]), 3),
+                                "confidence": None,
+                            }
+                        )
+                    aligned_segs += 1
+                return out_words, aligned_segs
+
+            # Serialize on the GPU's normal lane so alignment doesn't dogpile inference.
+            async with gate["normal"]:
+                words, aligned_segs = await asyncio.get_event_loop().run_in_executor(
+                    None, _do_align
+                )
+
+            logger.info(
+                f"Forced alignment: {len(words)} words across {aligned_segs}"
+                f"/{len(seg_list)} segments ({total_dur:.1f}s audio)"
+            )
+            return JSONResponse(
+                content={
+                    "words": words,
+                    "duration": round(total_dur, 3),
+                    "aligned_segments": aligned_segs,
+                    "total_segments": len(seg_list),
+                }
+            )
+        except HTTPException:
+            raise
+        except Exception as e:
+            logger.exception(f"Forced alignment failed: {e}")
+            raise HTTPException(status_code=500, detail=f"Alignment failed: {e}")
+        finally:
             if tmp_filename:
                 try:
                     os.unlink(tmp_filename)
diff --git a/extras/asr-services/common/batching.py b/extras/asr-services/common/batching.py
index 1c9ac2c5..972118fc 100644
--- a/extras/asr-services/common/batching.py
+++ b/extras/asr-services/common/batching.py
@@ -15,8 +15,11 @@
 from typing import List, Optional, Tuple
 
 import numpy as np
-
-from common.audio_utils import STANDARD_SAMPLE_RATE, load_audio_file, numpy_to_audio_bytes
+from common.audio_utils import (
+    STANDARD_SAMPLE_RATE,
+    load_audio_file,
+    numpy_to_audio_bytes,
+)
 from common.response_models import Segment, Speaker, TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -85,7 +88,9 @@ def split_audio_file(
             wf.writeframes(audio_bytes)
 
         segments.append((tmp.name, start_time, end_time))
-        logger.info(f"  Window {len(segments)-1}: [{start_time:.1f}s - {end_time:.1f}s]")
+        logger.info(
+            f"  Window {len(segments)-1}: [{start_time:.1f}s - {end_time:.1f}s]"
+        )
 
         # Advance by batch_duration (not window size) so next window overlaps
         offset += batch_samples
@@ -149,12 +154,17 @@ def stitch_transcription_results(
                 cutoff = next_start + overlap_seconds / 2
                 offset_segs = [s for s in offset_segs if _seg_midpoint(s) < cutoff]
                 offset_words = [w for w in offset_words if _word_midpoint(w) < cutoff]
+                # Clip to batch territory so segments don't bleed past cutoff
+                offset_segs = _clip_segments(offset_segs, None, cutoff)
+                offset_words = _clip_words(offset_words, None, cutoff)
         elif i == len(batch_results) - 1:
             # Last batch: keep segments after the overlap midpoint with previous batch
             _, prev_start, prev_end = batch_results[i - 1]
             cutoff = batch_start + overlap_seconds / 2
             offset_segs = [s for s in offset_segs if _seg_midpoint(s) >= cutoff]
             offset_words = [w for w in offset_words if _word_midpoint(w) >= cutoff]
+            offset_segs = _clip_segments(offset_segs, cutoff, None)
+            offset_words = _clip_words(offset_words, cutoff, None)
         else:
             # Middle batch: trim both sides
             _, prev_start, prev_end = batch_results[i - 1]
@@ -162,13 +172,17 @@ def stitch_transcription_results(
             _, next_start, _ = batch_results[i + 1]
             right_cutoff = next_start + overlap_seconds / 2
             offset_segs = [
-                s for s in offset_segs
+                s
+                for s in offset_segs
                 if _seg_midpoint(s) >= left_cutoff and _seg_midpoint(s) < right_cutoff
             ]
             offset_words = [
-                w for w in offset_words
+                w
+                for w in offset_words
                 if _word_midpoint(w) >= left_cutoff and _word_midpoint(w) < right_cutoff
             ]
+            offset_segs = _clip_segments(offset_segs, left_cutoff, right_cutoff)
+            offset_words = _clip_words(offset_words, left_cutoff, right_cutoff)
 
         all_segments.extend(offset_segs)
         all_words.extend(offset_words)
@@ -180,7 +194,10 @@ def stitch_transcription_results(
                 abs_end = spk.end + batch_start
                 if spk.id in all_speakers:
                     prev_s, prev_e = all_speakers[spk.id]
-                    all_speakers[spk.id] = (min(prev_s, abs_start), max(prev_e, abs_end))
+                    all_speakers[spk.id] = (
+                        min(prev_s, abs_start),
+                        max(prev_e, abs_end),
+                    )
                 else:
                     all_speakers[spk.id] = (abs_start, abs_end)
 
@@ -188,10 +205,14 @@ def stitch_transcription_results(
     text = " ".join(s.text for s in all_segments if s.text.strip())
 
     # Build speaker list
-    speakers = [
-        Speaker(id=spk_id, start=times[0], end=times[1])
-        for spk_id, times in all_speakers.items()
-    ] if all_speakers else None
+    speakers = (
+        [
+            Speaker(id=spk_id, start=times[0], end=times[1])
+            for spk_id, times in all_speakers.items()
+        ]
+        if all_speakers
+        else None
+    )
 
     # Duration from last segment
     duration = max(s.end for s in all_segments) if all_segments else None
@@ -270,3 +291,48 @@ def _seg_midpoint(seg: Segment) -> float:
 def _word_midpoint(word: Word) -> float:
     """Get the temporal midpoint of a word."""
     return (word.start + word.end) / 2
+
+
+def _clip_segments(
+    segments: List[Segment],
+    left_bound: Optional[float],
+    right_bound: Optional[float],
+) -> List[Segment]:
+    """Clip segment timestamps to batch territory boundaries.
+
+    Segments that bleed past the cutoff into the adjacent batch's territory
+    get their start/end trimmed.  Segments that become degenerate
+    (start >= end) after clipping are dropped.
+
+    Within-batch overlaps are NOT affected — this only clips against the
+    batch boundary, not against sibling segments.
+    """
+    clipped = []
+    for s in segments:
+        start = s.start if left_bound is None else max(s.start, left_bound)
+        end = s.end if right_bound is None else min(s.end, right_bound)
+        if start < end:
+            clipped.append(
+                Segment(text=s.text, start=start, end=end, speaker=s.speaker)
+            )
+    return clipped
+
+
+def _clip_words(
+    words: List[Word],
+    left_bound: Optional[float],
+    right_bound: Optional[float],
+) -> List[Word]:
+    """Clip word timestamps to batch territory boundaries.
+
+    Same logic as _clip_segments but for Word objects.
+    """
+    clipped = []
+    for w in words:
+        start = w.start if left_bound is None else max(w.start, left_bound)
+        end = w.end if right_bound is None else min(w.end, right_bound)
+        if start < end:
+            clipped.append(
+                Word(word=w.word, start=start, end=end, confidence=w.confidence)
+            )
+    return clipped
diff --git a/extras/asr-services/common/forced_align.py b/extras/asr-services/common/forced_align.py
new file mode 100644
index 00000000..f9b385f7
--- /dev/null
+++ b/extras/asr-services/common/forced_align.py
@@ -0,0 +1,113 @@
+"""
+Word-level forced alignment via torchaudio's MMS_FA bundle.
+
+Provider-agnostic helper that takes a known transcript + the audio and returns
+real per-word start/end times (the WhisperX pattern: ASR gives the text, a CTC
+acoustic model gives the timing). Used by ASR providers whose own timestamps are
+unreliable (e.g. Granite's mod-1000 ``[T:N]`` tags saturate on long windows).
+
+The acoustic model is MMS_FA ("Scaling Speech Technology to 1,000+ Languages",
+1100+ languages, CTC) — already available through torchaudio, so no extra pip
+dependency. It works on Latin-script languages out of the box after a simple
+normalization (lowercase, strip accents/punctuation), which covers Granite's
+en/fr/de/es/pt.
+"""
+
+import logging
+import re
+import unicodedata
+
+import torch
+
+logger = logging.getLogger(__name__)
+
+# MMS_FA's character token set is [a-z'] (+ a `<star>` token for unknowns). We
+# normalize each word to that set before alignment; words that reduce to empty
+# (digits, pure punctuation) are skipped and inherit a neighbour's timing.
+_KEEP_RE = re.compile(r"[^a-z']")
+
+
+def normalize_for_alignment(word: str) -> str:
+    """Lowercase, strip accents to ASCII (é→e, ñ→n …), keep only [a-z']."""
+    decomposed = (
+        unicodedata.normalize("NFKD", word).encode("ascii", "ignore").decode("ascii")
+    )
+    return _KEEP_RE.sub("", decomposed.lower())
+
+
+class ForcedAligner:
+    """MMS_FA word-level forced aligner. Load once, reuse across requests."""
+
+    def __init__(self, device: str | None = None):
+        self.device = device or ("cuda" if torch.cuda.is_available() else "cpu")
+        self.model = None
+        self.tokenizer = None
+        self.aligner = None
+        self.sample_rate = 16000
+
+    def load(self) -> None:
+        # Lazy import: defers pulling in the MMS_FA bundle metadata/weights until
+        # the aligner is actually loaded, not at module import time.
+        from torchaudio.pipelines import MMS_FA as bundle
+
+        logger.info("Loading MMS_FA forced-alignment model...")
+        self.model = bundle.get_model().to(self.device)
+        self.model.eval()
+        self.tokenizer = bundle.get_tokenizer()
+        self.aligner = bundle.get_aligner()
+        self.sample_rate = bundle.sample_rate
+        logger.info(f"MMS_FA aligner loaded on {self.device} (sr={self.sample_rate})")
+
+    def align(
+        self, waveform: torch.Tensor, words: list[str]
+    ) -> list[tuple[float, float] | None]:
+        """Align ``words`` to ``waveform`` (1×N, 16 kHz mono float).
+
+        Returns a list parallel to ``words`` of (start_s, end_s) per word, or
+        ``None`` for words that couldn't be tokenized (e.g. digits/punctuation).
+        """
+        if self.model is None:
+            raise RuntimeError("Aligner not loaded. Call load() first.")
+        if waveform.dim() == 1:
+            waveform = waveform.unsqueeze(0)
+
+        normalized = [normalize_for_alignment(w) for w in words]
+        keep_idx = [i for i, n in enumerate(normalized) if n]
+        times: list[tuple[float, float] | None] = [None] * len(words)
+        if not keep_idx:
+            return times
+
+        tokens = [normalized[i] for i in keep_idx]
+        try:
+            with torch.inference_mode():
+                emission, _ = self.model(waveform.to(self.device))
+                token_spans = self.aligner(emission[0], self.tokenizer(tokens))
+
+            # Seconds per emission frame: total samples / num frames / sample rate.
+            sec_per_frame = waveform.size(1) / emission.size(1) / self.sample_rate
+            for k, spans in enumerate(token_spans):
+                orig_i = keep_idx[k]
+                start = spans[0].start * sec_per_frame
+                end = spans[-1].end * sec_per_frame
+                times[orig_i] = (float(start), float(end))
+        except RuntimeError as e:
+            # CTC forced alignment requires emission length >= total tokens +
+            # repeats. A very dense window (many words for its duration, e.g. fast
+            # code-mixed speech, or a hallucinated/repetitive run) violates this and
+            # torchaudio raises "targets length is too long for CTC". Aborting here
+            # would propagate up and kill the entire (possibly hour-long) batch
+            # transcription mid-stream — the connection-drop / "transcription
+            # failed" symptom. Instead, degrade gracefully: keep the text and give
+            # the words evenly-distributed timings across the window so ordering and
+            # approximate timing survive.
+            logger.warning(
+                f"Forced alignment failed ({e}); falling back to proportional "
+                f"timings for {len(keep_idx)} word(s) over "
+                f"{waveform.size(1) / self.sample_rate:.1f}s window"
+            )
+            window_dur = waveform.size(1) / self.sample_rate
+            n = len(keep_idx)
+            step = window_dur / n if n else 0.0
+            for k, orig_i in enumerate(keep_idx):
+                times[orig_i] = (float(k * step), float((k + 1) * step))
+        return times
diff --git a/extras/asr-services/common/response_models.py b/extras/asr-services/common/response_models.py
index e716fc7f..e2b23bf7 100644
--- a/extras/asr-services/common/response_models.py
+++ b/extras/asr-services/common/response_models.py
@@ -4,7 +4,7 @@
 These models provide a standardized API response format across all providers.
 """
 
-from typing import List, Optional
+from typing import Any, Dict, List, Optional
 
 from pydantic import BaseModel, Field
 
@@ -35,7 +35,9 @@ class Speaker(BaseModel):
     """Speaker information from diarization."""
 
     id: str = Field(..., description="Speaker identifier")
-    label: Optional[str] = Field(default=None, description="Human-readable speaker label")
+    label: Optional[str] = Field(
+        default=None, description="Human-readable speaker label"
+    )
     start: float = Field(..., description="Speaker segment start time")
     end: float = Field(..., description="Speaker segment end time")
 
@@ -53,16 +55,21 @@ class TranscriptionResult(BaseModel):
     speakers: Optional[List[Speaker]] = Field(
         default=None, description="Speaker diarization information (if available)"
     )
-    language: Optional[str] = Field(
-        default=None, description="Detected language code"
-    )
+    language: Optional[str] = Field(default=None, description="Detected language code")
     duration: Optional[float] = Field(
         default=None, description="Audio duration in seconds"
     )
+    metadata: Optional[Dict[str, Any]] = Field(
+        default=None,
+        description=(
+            "Provider-specific extras (e.g. reasoning trace from think models, "
+            "raw model output). Not consumed by the main pipeline."
+        ),
+    )
 
     def to_dict(self) -> dict:
         """Convert to dictionary, excluding None values."""
-        result = {
+        result: Dict[str, Any] = {
             "text": self.text,
             "words": [w.model_dump() for w in self.words],
             "segments": [s.model_dump() for s in self.segments],
@@ -73,6 +80,8 @@ def to_dict(self) -> dict:
             result["language"] = self.language
         if self.duration is not None:
             result["duration"] = self.duration
+        if self.metadata is not None:
+            result["metadata"] = self.metadata
         return result
 
 
diff --git a/extras/asr-services/common/system_event_reporter.py b/extras/asr-services/common/system_event_reporter.py
new file mode 100644
index 00000000..bef6ad56
--- /dev/null
+++ b/extras/asr-services/common/system_event_reporter.py
@@ -0,0 +1,154 @@
+"""Best-effort cross-service error reporter.
+
+Ships this service's ``ERROR``/``CRITICAL`` log records to the Chronicle backend's
+system-event ingest endpoint, so failures *inside* a sidecar (ASR, speaker-rec, …)
+show up on the admin "System Errors" page alongside backend errors instead of being
+buried in container logs.
+
+It is the push half of the standard error-aggregation pattern (a mini-Sentry): the
+backend exposes a token-gated ``POST /api/admin/system-events/ingest``; each service
+attaches this handler to its root logger and POSTs error records to it.
+
+Deliberately conservative:
+
+* **Opt-in.** Does nothing unless both ``CHRONICLE_INGEST_URL`` and
+  ``CHRONICLE_INGEST_TOKEN`` are set in the environment.
+* **Non-blocking.** Records go onto a bounded in-memory queue drained by a single
+  daemon thread; the logging call never waits on the network. If the queue is full
+  (backend down / slow), new records are dropped, not buffered unbounded.
+* **No third-party deps.** Uses ``urllib`` so it can drop into any service image.
+* **Never raises.** A failure to report must not perturb the service. Feedback
+  loops are avoided by skipping the reporter's own logger and the http stack.
+
+Usage (once, at startup)::
+
+    from common.system_event_reporter import install_system_event_reporter
+    install_system_event_reporter(source="asr-vibevoice")
+"""
+
+import json
+import logging
+import os
+import queue
+import threading
+import traceback as _traceback
+import urllib.error
+import urllib.request
+
+# Loggers we must never forward — doing so could feed back into this reporter
+# (an error while reporting an error would recurse).
+_SKIP_PREFIXES = (
+    "system_event_reporter",
+    "urllib",
+    "http",
+    "asyncio",
+)
+
+# Cap pending records so a backend outage can't grow memory unbounded.
+_QUEUE_MAX = 500
+
+
+class _SystemEventReporter(logging.Handler):
+    def __init__(self, url: str, token: str, source: str) -> None:
+        super().__init__(level=logging.ERROR)
+        self._url = url
+        self._token = token
+        self._source = source
+        self._queue: "queue.Queue[dict]" = queue.Queue(maxsize=_QUEUE_MAX)
+        self._worker = threading.Thread(
+            target=self._run, name="system-event-reporter", daemon=True
+        )
+        self._worker.start()
+
+    def emit(self, record: logging.LogRecord) -> None:  # noqa: D401
+        try:
+            name = record.name or "root"
+            if any(name.startswith(p) for p in _SKIP_PREFIXES):
+                return
+
+            severity = "critical" if record.levelno >= logging.CRITICAL else "error"
+            message = record.getMessage()
+
+            tb = None
+            if record.exc_info:
+                try:
+                    tb = "".join(_traceback.format_exception(*record.exc_info))
+                except Exception:
+                    tb = None
+
+            payload = {
+                "severity": severity,
+                "category": "service",
+                "source": self._source,
+                "title": message[:500],
+                # Keep the full message when the title would truncate it.
+                "detail": message if len(message) > 500 else None,
+                "traceback": tb,
+                "metadata": {
+                    "logger": name,
+                    "level": record.levelname,
+                    "module": record.module,
+                    "func": record.funcName,
+                    "line": record.lineno,
+                },
+            }
+            try:
+                self._queue.put_nowait(payload)
+            except queue.Full:
+                pass  # drop rather than block the caller
+        except Exception:  # noqa: BLE001 — a logging handler must never raise
+            pass
+
+    def _run(self) -> None:
+        while True:
+            payload = self._queue.get()
+            try:
+                self._post(payload)
+            except Exception:  # noqa: BLE001 — best-effort
+                pass
+
+    def _post(self, payload: dict) -> None:
+        data = json.dumps(payload).encode("utf-8")
+        req = urllib.request.Request(
+            self._url,
+            data=data,
+            method="POST",
+            headers={
+                "Content-Type": "application/json",
+                "Authorization": f"Bearer {self._token}",
+            },
+        )
+        try:
+            with urllib.request.urlopen(req, timeout=5) as resp:
+                resp.read()
+        except urllib.error.URLError:
+            # Backend unreachable or rejected the event — nothing we can do, and we
+            # must not log at ERROR here (that would feed back into this handler).
+            pass
+
+
+_installed = False
+
+
+def install_system_event_reporter(source: str) -> bool:
+    """Attach the reporter to the root logger if configured. Idempotent.
+
+    Returns True if installed (env configured), False if skipped.
+    """
+    global _installed
+    if _installed:
+        return True
+
+    url = os.getenv("CHRONICLE_INGEST_URL", "").strip()
+    token = os.getenv("CHRONICLE_INGEST_TOKEN", "").strip()
+    source = (os.getenv("CHRONICLE_SERVICE_NAME") or source or "unknown").strip()
+    if not url or not token:
+        return False
+
+    logging.getLogger().addHandler(_SystemEventReporter(url, token, source))
+    _installed = True
+    # Safe to log at INFO — this record won't be forwarded (below ERROR).
+    logging.getLogger("system_event_reporter").info(
+        "Cross-service error reporting enabled → %s (source=%s)", url, source
+    )
+    return True
diff --git a/extras/asr-services/docker-compose-test-strixhalo.yml b/extras/asr-services/docker-compose-test-strixhalo.yml
new file mode 100644
index 00000000..35b0afe4
--- /dev/null
+++ b/extras/asr-services/docker-compose-test-strixhalo.yml
@@ -0,0 +1,36 @@
+# docker-compose-test-strixhalo.yml
+# Strix Halo (ROCm) test environment for ASR services
+
+services:
+  parakeet-asr-strixhalo-test:
+    build:
+      context: .
+      dockerfile: providers/nemo/Dockerfile.strixhalo
+    image: parakeet-asr-strixhalo:test
+    ports:
+      - "8768:8765"
+    volumes:
+      - ./model_cache_strix_test:/models
+      - ./debug_test:/app/debug
+      - ./results_test:/app/results
+    user: "0:0"
+    devices:
+      - /dev/kfd:/dev/kfd
+      - /dev/dri:/dev/dri
+    group_add:
+      - "${VIDEO_GID:-985}"
+      - "${RENDER_GID:-989}"
+    environment:
+      - HF_HOME=/models
+      - ASR_MODEL=nvidia/parakeet-tdt-0.6b-v3
+      - HSA_OVERRIDE_GFX_VERSION=11.5.1
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:8765/health"]
+      interval: 30s
+      timeout: 10s
+      retries: 10
+      start_period: 120s
+
+networks:
+  default:
+    name: asr-test-strix-network
diff --git a/extras/asr-services/docker-compose-test.yml b/extras/asr-services/docker-compose-test.yml
index 4653fb9f..090062cd 100644
--- a/extras/asr-services/docker-compose-test.yml
+++ b/extras/asr-services/docker-compose-test.yml
@@ -41,7 +41,6 @@ services:
       - ./results_test:/app/results
     environment:
       - HF_HOME=/models
-    restart: unless-stopped
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8765/health"]
       interval: 30s
@@ -52,4 +51,4 @@ services:
 # Networks for test isolation
 networks:
   default:
-    name: asr-test-network
\ No newline at end of file
+    name: asr-test-network
diff --git a/extras/asr-services/docker-compose-vllm.yml b/extras/asr-services/docker-compose-vllm.yml
new file mode 100644
index 00000000..08b84e1a
--- /dev/null
+++ b/extras/asr-services/docker-compose-vllm.yml
@@ -0,0 +1,19 @@
+services:
+  vibevoice-vllm:
+    build:
+      context: .
+      dockerfile: providers/vibevoice/Dockerfile.vllm
+    image: chronicle-asr-vibevoice-vllm:latest
+    ports:
+      - "${ASR_PORT:-8767}:8000"
+    volumes:
+      - /tmp/chronicle-debug:/tmp/chronicle-debug
+    ipc: host
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    restart: on-failure:3
diff --git a/extras/asr-services/docker-compose.yml b/extras/asr-services/docker-compose.yml
index 84539124..fe31b681 100644
--- a/extras/asr-services/docker-compose.yml
+++ b/extras/asr-services/docker-compose.yml
@@ -24,7 +24,7 @@ services:
       dockerfile: providers/nemo/Dockerfile
       args:
         PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
-    image: chronicle-asr-nemo:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-nemo:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_PORT:-8767}:8765"
     volumes:
@@ -40,6 +40,7 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
       - ASR_MODEL=${ASR_MODEL:-nvidia/parakeet-tdt-0.6b-v3}
       # Legacy support
       - PARAKEET_MODEL=${PARAKEET_MODEL:-${ASR_MODEL:-nvidia/parakeet-tdt-0.6b-v3}}
@@ -49,16 +50,75 @@ services:
       - OVERLAP_DURATION_SECONDS=${OVERLAP_DURATION_SECONDS:-5.0}
       - MIN_AUDIO_FOR_CHUNKING=${MIN_AUDIO_FOR_CHUNKING:-60.0}
       - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    restart: unless-stopped
+
+  # ============================================================================
+  # Nemotron 3.5 Streaming Provider (NeMo cache-aware FastConformer-RNNT)
+  # Reuses the nemo provider image; exposes /transcribe (offline) and /stream
+  # (true cache-aware low-latency streaming, ~100ms). Runs on its own port so it
+  # can serve stt_stream alongside a different batch stt provider on 8767.
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  nemotron-stream-asr:
+    build:
+      context: .
+      dockerfile: providers/nemo/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+        # Nemotron 3.5's prompt-conditioned RNNT class only exists on NeMo main,
+        # overlaid on the stable nemo deps (see providers/nemo/Dockerfile).
+        NEMO_GIT_REF: ${NEMO_GIT_REF:-b7e09985039ada42f40c5f796ef22c711c283c90}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-nemotron:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${NEMOTRON_STREAM_PORT:-8772}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - ASR_MODEL=${NEMOTRON_MODEL:-nvidia/nemotron-3.5-asr-streaming-0.6b}
+      - DEVICE=${DEVICE:-cuda}
+      # Cache-aware streaming attention context "[left,right]" (80ms .. 1.12s
+      # look-ahead). [56,3] = 320ms is the balanced default; [56,0] snappiest,
+      # [56,13] most accurate.
+      - NEMO_ATT_CONTEXT_SIZE=${NEMO_ATT_CONTEXT_SIZE:-[56,3]}
+      # Language prompt key from the model's prompt_dictionary. "auto" is the
+      # language-agnostic prompt (best for code-switched / Hinglish audio);
+      # force one with e.g. en-US, hi-IN, es-ES, zh-CN.
+      - NEMO_TARGET_LANG=${NEMO_TARGET_LANG:-auto}
+      - NEMO_STREAM_INTERVAL_SECONDS=${NEMO_STREAM_INTERVAL_SECONDS:-1.0}
+      - NEMO_FALLBACK_WINDOW_SECONDS=${NEMO_FALLBACK_WINDOW_SECONDS:-30}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
     restart: unless-stopped
 
   # ============================================================================
   # Faster-Whisper Provider (4-6x faster Whisper inference)
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   faster-whisper-asr:
     build:
       context: .
       dockerfile: providers/faster_whisper/Dockerfile
-    image: chronicle-asr-faster-whisper:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-faster-whisper:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_PORT:-8767}:8765"
     volumes:
@@ -74,23 +134,36 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
       - ASR_MODEL=${ASR_MODEL:-Systran/faster-whisper-large-v3}
       - COMPUTE_TYPE=${COMPUTE_TYPE:-float16}
       - DEVICE=${DEVICE:-cuda}
       - DEVICE_INDEX=${DEVICE_INDEX:-0}
       - VAD_FILTER=${VAD_FILTER:-true}
       - LANGUAGE=${LANGUAGE:-}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
     restart: unless-stopped
 
   # ============================================================================
   # VibeVoice Provider (Microsoft VibeVoice-ASR with speaker diarization)
   # Transformers-based approach with speaker diarization support
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   vibevoice-asr:
     build:
       context: .
-      dockerfile: providers/vibevoice/Dockerfile
-    image: chronicle-asr-vibevoice:latest
+      # DEFAULT = transformers backend (bf16). The vLLM single-pass backend
+      # (Dockerfile.vllm) is ~3x faster + more robust but its 18GB footprint needs a
+      # dedicated/40GB+ GPU (it OOMs on a 24GB card shared with other services). To
+      # opt in on a big GPU: VIBEVOICE_DOCKERFILE=providers/vibevoice/Dockerfile.vllm
+      # and ASR_MODEL=microsoft/VibeVoice-ASR. See memory vibevoice-vllm-vs-transformers-bench.
+      dockerfile: ${VIBEVOICE_DOCKERFILE:-providers/vibevoice/Dockerfile}
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-vibevoice:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_PORT:-8767}:8765"
     volumes:
@@ -108,27 +181,259 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
-      - ASR_MODEL=${ASR_MODEL:-microsoft/VibeVoice-ASR}
-      - VIBEVOICE_LLM_MODEL=${VIBEVOICE_LLM_MODEL:-Qwen/Qwen2.5-7B}
-      - VIBEVOICE_ATTN_IMPL=${VIBEVOICE_ATTN_IMPL:-sdpa}
+      - HF_TOKEN=${HF_TOKEN:-}
+      # Transformers backend (default) uses the ...-HF variant. The vLLM backend uses
+      # microsoft/VibeVoice-ASR — set ASR_MODEL=microsoft/VibeVoice-ASR alongside
+      # VIBEVOICE_DOCKERFILE=.../Dockerfile.vllm when opting into vLLM.
+      - ASR_MODEL=${ASR_MODEL:-microsoft/VibeVoice-ASR-HF}
+      # --- vLLM backend (default) ----------------------------------------------
+      - VIBEVOICE_TORCH_DTYPE=${VIBEVOICE_TORCH_DTYPE:-bfloat16}
+      - VIBEVOICE_VLLM_PORT=${VIBEVOICE_VLLM_PORT:-18000}
+      # max-model-len: caps BOTH the audio context AND the startup encoder-profiling
+      # forward (the VRAM peak). The 18GB model leaves ~3GB on a 24GB card, so 16384
+      # is the safe default — it still fits ~18 min of single-pass audio (~7.5 audio
+      # tok/s + the 8192 gen cap). Raise toward 65536 on a 40GB+/dedicated GPU for
+      # longer audio (the model itself supports 61 min).
+      - VIBEVOICE_VLLM_MAX_MODEL_LEN=${VIBEVOICE_VLLM_MAX_MODEL_LEN:-16384}
+      - VIBEVOICE_VLLM_GPU_MEM_UTIL=${VIBEVOICE_VLLM_GPU_MEM_UTIL:-0.9}
+      - VIBEVOICE_VLLM_MAX_NUM_SEQS=${VIBEVOICE_VLLM_MAX_NUM_SEQS:-2}
+      # generation cap — bounds a degenerate request so it can't run away to the model max
+      - VIBEVOICE_VLLM_MAX_TOKENS=${VIBEVOICE_VLLM_MAX_TOKENS:-8192}
+      # enforce-eager (default ON): skip cudagraph/torch.compile so the startup memory
+      # spike doesn't OOM the 18GB model on a 24GB card. Set 0 on a big/dedicated GPU.
+      - VIBEVOICE_VLLM_ENFORCE_EAGER=${VIBEVOICE_VLLM_ENFORCE_EAGER:-1}
+      # Max single-pass audio (minutes*60). Bounds the encoder-cache PROFILING forward
+      # at startup (done at the max feature size) — the main VRAM peak on a 24GB card.
+      # 1200s = 20 min; raise on a bigger GPU. Read by the VibeVoice vLLM plugin.
+      - VIBEVOICE_MAX_AUDIO_DURATION=${VIBEVOICE_MAX_AUDIO_DURATION:-1200}
+      # --- transformers backend (only used when VIBEVOICE_DOCKERFILE=.../Dockerfile) -
+      - VIBEVOICE_ATTN_IMPL=${VIBEVOICE_ATTN_IMPL:-flash_attention_2}
       - DEVICE=${DEVICE:-cuda}
-      - TORCH_DTYPE=${TORCH_DTYPE:-bfloat16}
+      # Dedicated var so vibevoice does NOT inherit a global TORCH_DTYPE=float16 —
+      # fp16 overflows (max ~65504) in long autoregressive decode → Inf/NaN →
+      # repetition/template-leak collapse on hard far-field audio. bf16 (same
+      # exponent range as fp32) is the stable choice; A100/4090 support it natively.
+      # Mirrors the gemma4/granite/af_next dedicated-var treatment.
+      - TORCH_DTYPE=${VIBEVOICE_TORCH_DTYPE:-bfloat16}
       - MAX_NEW_TOKENS=${MAX_NEW_TOKENS:-8192}
-      # Quantization: "4bit", "8bit", or "" (none). 4bit recommended for <=24GB VRAM.
-      - QUANTIZATION=${QUANTIZATION:-4bit}
+      # Decoder runaway guards (far-field collapse mitigation). repetition_penalty>1 and
+      # no_repeat_ngram_size>0 bound the loop/template-leak on noisy audio. Defaults = prod
+      # behavior (1.1 / off).
+      - REPETITION_PENALTY=${REPETITION_PENALTY:-1.1}
+      - NO_REPEAT_NGRAM_SIZE=${NO_REPEAT_NGRAM_SIZE:-0}
+      # Quantization: "none" (default), "8bit", or "4bit". Default is none (full bf16):
+      # 4-bit NF4 causes repetition collapse on hard multi-speaker audio (VibeVoice-ASR-7B is
+      # trained/evaluated unquantized; bf16 is ~10 WER pts better on CoSHE). Use 8bit/4bit
+      # only if VRAM-constrained; the 7B fits in bf16 on a 24GB card.
+      - QUANTIZATION=${QUANTIZATION:-none}
       # LoRA adapter: path to pre-trained adapter to auto-load on startup (optional)
       - LORA_ADAPTER_PATH=${LORA_ADAPTER_PATH:-}
-      # Batching config: managed via config/defaults.yml (asr_services.vibevoice)
+      # Fine-tuning
+      - FINETUNE_ENABLED=${FINETUNE_ENABLED:-false}
+      # Weights & Biases logging (optional)
+      - WANDB_ENABLED=${WANDB_ENABLED:-false}
+      - WANDB_API_KEY=${WANDB_API_KEY:-}
+      - WANDB_PROJECT=${WANDB_PROJECT:-chronicle-asr-finetuning}
+      # Batching config: defaults come from config/defaults.yml (asr_services.vibevoice).
+      # Override here to force smaller batches for testing stitching on short audio.
+      - BATCH_THRESHOLD_SECONDS=${BATCH_THRESHOLD_SECONDS:-}
+      - BATCH_DURATION_SECONDS=${BATCH_DURATION_SECONDS:-}
+      - BATCH_OVERLAP_SECONDS=${BATCH_OVERLAP_SECONDS:-}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
+    restart: unless-stopped
+
+  # ============================================================================
+  # Gemma 4 Provider (Google Gemma 4 E2B-it with prompt-based diarization)
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  gemma4-asr:
+    build:
+      context: .
+      dockerfile: providers/gemma4/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-gemma4:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      # Once the model is cached, run fully offline so startup never depends on
+      # DNS/HF reachability. huggingface_hub 1.x (httpx) turns a transient name-
+      # resolution failure into a fatal "client has been closed" crash instead of
+      # falling back to the local cache. Default 0 so first-run can still download.
+      - HF_HUB_OFFLINE=${HF_HUB_OFFLINE:-0}
+      - TRANSFORMERS_OFFLINE=${TRANSFORMERS_OFFLINE:-0}
+      - ASR_MODEL=${GEMMA4_MODEL:-google/gemma-4-E2B-it}
+      - DEVICE=${DEVICE:-cuda}
+      # Gemma4 bf16 compute dtype (quantization is set by GEMMA4_QUANT below).
+      # Don't inherit the global TORCH_DTYPE — that fp16-overflows on Gemma4 the same
+      # way it did on AF-Next (see asr_provider_landscape memory).
+      - TORCH_DTYPE=${GEMMA4_TORCH_DTYPE:-bfloat16}
+      # E2B is ~10GB in bf16, so default to full precision on a 24GB GPU.
+      # bf16 (default) | 8bit | 4bit (for smaller GPUs).
+      - GEMMA4_QUANT=${GEMMA4_QUANT:-bf16}
+      # Multi-Token Prediction: a small text-only "-assistant" drafter speculatively
+      # decodes (~1.6x on ASR, no quality change). Set 0 to disable; override the
+      # drafter repo with GEMMA4_ASSISTANT_MODEL (default: "${ASR_MODEL}-assistant").
+      - GEMMA4_MTP=${GEMMA4_MTP:-1}
+      - GEMMA4_ASSISTANT_MODEL=${GEMMA4_ASSISTANT_MODEL:-}
+      # Streaming (/stream WS): re-decode the last WINDOW seconds every INTERVAL
+      # seconds for interim previews; one full transcription on stream end.
+      - GEMMA4_STREAM_INTERVAL_SECONDS=${GEMMA4_STREAM_INTERVAL_SECONDS:-4}
+      - GEMMA4_STREAM_WINDOW_SECONDS=${GEMMA4_STREAM_WINDOW_SECONDS:-30}
+      - MAX_NEW_TOKENS=${GEMMA4_MAX_NEW_TOKENS:-512}
+      - BATCH_THRESHOLD_SECONDS=${GEMMA4_BATCH_THRESHOLD_SECONDS:-30}
+      - BATCH_DURATION_SECONDS=${GEMMA4_BATCH_DURATION_SECONDS:-30}
+      - BATCH_OVERLAP_SECONDS=${GEMMA4_BATCH_OVERLAP_SECONDS:-5}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
+    restart: unless-stopped
+
+  # ============================================================================
+  # Granite Speech Provider (IBM Granite Speech, LLM-backbone batch ASR)
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  granite-asr:
+    build:
+      context: .
+      dockerfile: providers/granite/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-granite:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      # Once the model is cached, run fully offline so startup never depends on
+      # DNS/HF reachability (huggingface_hub 1.x turns a transient name-resolution
+      # failure into a fatal crash). Default 0 so first-run can still download.
+      - HF_HUB_OFFLINE=${HF_HUB_OFFLINE:-0}
+      - TRANSFORMERS_OFFLINE=${TRANSFORMERS_OFFLINE:-0}
+      # MMS_FA forced-alignment model (used for diarization timing) is fetched by
+      # torchaudio from download.pytorch.org into TORCH_HOME — point it at the
+      # mounted cache so it persists across container rebuilds.
+      - TORCH_HOME=${TORCH_HOME:-/models/torch}
+      - ASR_MODEL=${GRANITE_MODEL:-ibm-granite/granite-speech-4.1-2b-plus}
+      - DEVICE=${DEVICE:-cuda}
+      # Granite must run bf16 (don't inherit a global TORCH_DTYPE=float16, which
+      # overflows on LLM-backbone ASR the same way it did on Gemma 4 / AF-Next).
+      - TORCH_DTYPE=${GRANITE_TORCH_DTYPE:-bfloat16}
+      - MAX_NEW_TOKENS=${GRANITE_MAX_NEW_TOKENS:-512}
+      # Provider diarization (default on): two passes per window (the model-card
+      # timestamp + speaker-attribution prompts) → speaker segments with real
+      # timestamps, so the backend skips pyannote. Set 0 for raw transcription only.
+      - GRANITE_DIARIZE=${GRANITE_DIARIZE:-1}
+      - GRANITE_DIARIZE_MAX_NEW_TOKENS=${GRANITE_DIARIZE_MAX_NEW_TOKENS:-1024}
+      - BATCH_THRESHOLD_SECONDS=${GRANITE_BATCH_THRESHOLD_SECONDS:-30}
+      - BATCH_DURATION_SECONDS=${GRANITE_BATCH_DURATION_SECONDS:-30}
+      - BATCH_OVERLAP_SECONDS=${GRANITE_BATCH_OVERLAP_SECONDS:-5}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
+    restart: unless-stopped
+
+  # ============================================================================
+  # NVIDIA Audio Flamingo Next Provider (Think variant by default)
+  # Promptable audio LM with timestamped multi-talker diarization.
+  # License: NVIDIA OneWay Noncommercial — research use only.
+  # Uses ASR_PORT 8767 — alternate to gemma4-asr / vibevoice-asr.
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  af-next-asr:
+    build:
+      context: .
+      dockerfile: providers/af_next/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-af-next:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - ASR_MODEL=${AF_NEXT_MODEL:-nvidia/audio-flamingo-next-hf}
+      - DEVICE=${DEVICE:-cuda}
+      # AF-Next must run bf16: at fp16 a ~7B model overflows and on some inputs
+      # the decode collapses into a token-loop ("xtotalzxe xtotaltzxe ..."). The
+      # dedicated var keeps a global TORCH_DTYPE=float16 (set for other providers
+      # in .env) from leaking in here. ~18-24 GB VRAM at bf16.
+      - TORCH_DTYPE=${AF_NEXT_TORCH_DTYPE:-bfloat16}
+      - MAX_NEW_TOKENS=${MAX_NEW_TOKENS:-4096}
+      # 2-min windows: on longer windows AF-Next drops low-priority opening
+      # material (intro montage over music) and slips Devanagari past the
+      # romanize instruction; 2 min stays verbatim + Latin. See
+      # providers/af_next/transcriber.py for the empirical notes.
+      - BATCH_THRESHOLD_SECONDS=${BATCH_THRESHOLD_SECONDS:-120}
+      - BATCH_DURATION_SECONDS=${BATCH_DURATION_SECONDS:-100}
+      - BATCH_OVERLAP_SECONDS=${BATCH_OVERLAP_SECONDS:-20}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
     restart: unless-stopped
 
   # ============================================================================
   # Transformers Provider (Hindi Whisper, HuggingFace models)
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   transformers-asr:
     build:
       context: .
       dockerfile: providers/transformers/Dockerfile
-    image: chronicle-asr-transformers:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-transformers:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_PORT:-8767}:8765"
     volumes:
@@ -144,21 +449,27 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
       - ASR_MODEL=${ASR_MODEL:-openai/whisper-large-v3}
       - USE_FLASH_ATTENTION=${USE_FLASH_ATTENTION:-false}
       - DEVICE=${DEVICE:-cuda}
       - TORCH_DTYPE=${TORCH_DTYPE:-float16}
       - LANGUAGE=${LANGUAGE:-}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
     restart: unless-stopped
 
   # ============================================================================
   # Qwen3-ASR vLLM Server (GPU model serving)
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   qwen3-asr:
     build:
       context: .
       dockerfile: providers/qwen3_asr/Dockerfile.vllm
-    image: chronicle-asr-qwen3-vllm:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-qwen3-vllm:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_VLLM_PORT:-8768}:8000"
     volumes:
@@ -172,6 +483,10 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
     command: >
       ${ASR_MODEL:-Qwen/Qwen3-ASR-1.7B}
       --gpu-memory-utilization ${QWEN3_GPU_MEM:-0.8}
@@ -184,11 +499,13 @@ services:
   # Uses Dockerfile.full with ForcedAligner for word-level timestamps.
   # Without ForcedAligner, the backend has no words to create segments from.
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   qwen3-asr-wrapper:
     build:
       context: .
       dockerfile: providers/qwen3_asr/Dockerfile.full
-    image: chronicle-asr-qwen3-wrapper:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-qwen3-wrapper:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_PORT:-8767}:8765"
     volumes:
@@ -204,6 +521,9 @@ services:
       - QWEN3_VLLM_URL=http://qwen3-asr:8000
       - ASR_MODEL=${ASR_MODEL:-Qwen/Qwen3-ASR-1.7B}
       - FORCED_ALIGNER_MODEL=${FORCED_ALIGNER_MODEL:-Qwen/Qwen3-ForcedAligner-0.6B}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
     depends_on:
       - qwen3-asr
     restart: unless-stopped
@@ -211,25 +531,131 @@ services:
   # ============================================================================
   # Qwen3-ASR Streaming Bridge (WebSocket → vLLM SSE)
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   qwen3-asr-bridge:
     build:
       context: .
       dockerfile: providers/qwen3_asr/Dockerfile
-    image: chronicle-asr-qwen3-bridge:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-qwen3-bridge:${CHRONICLE_TAG:-latest}
     ports:
       - "${ASR_STREAM_PORT:-8769}:8766"
     environment:
       - QWEN3_VLLM_URL=http://qwen3-asr:8000
       - ASR_MODEL=${ASR_MODEL:-Qwen/Qwen3-ASR-1.7B}
       - STREAM_INTERVAL_SECONDS=${STREAM_INTERVAL_SECONDS:-3}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
     command: ["python", "-m", "providers.qwen3_asr.streaming_bridge", "--port", "8766"]
     depends_on:
       - qwen3-asr
     restart: unless-stopped
 
+  # ============================================================================
+  # VibeVoice Provider for AMD Strix Halo (gfx1151 / Ryzen AI Max)
+  # Uses ROCm nightly torch wheels; requires /dev/kfd and /dev/dri
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  vibevoice-asr-strixhalo:
+    build:
+      context: .
+      dockerfile: providers/vibevoice/Dockerfile.strixhalo
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-vibevoice-strixhalo:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+      - ../../config:/app/config:ro
+      - ./lora_adapters:/models/lora_adapters
+    devices:
+      - /dev/kfd:/dev/kfd
+      - /dev/dri:/dev/dri
+    group_add:
+      # Use numeric GIDs - group names (video/render) don't exist in slim Python image.
+      # Find your system's GIDs with: getent group video render
+      - "${VIDEO_GID:-985}"   # video group (Arch default; Ubuntu typically 44)
+      - "${RENDER_GID:-989}"  # render group (Arch default; Ubuntu typically 107)
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - ASR_MODEL=${ASR_MODEL:-microsoft/VibeVoice-ASR-HF}
+      # sdpa is supported on ROCm; flash_attention_2 requires CUDA
+      - VIBEVOICE_ATTN_IMPL=sdpa
+      - DEVICE=${VIBEVOICE_DEVICE:-cuda}
+      - TORCH_DTYPE=${VIBEVOICE_TORCH_DTYPE:-bfloat16}
+      - MAX_NEW_TOKENS=${MAX_NEW_TOKENS:-8192}
+      # bitsandbytes quantization requires CUDA - disable for ROCm
+      # Strix Halo has lot of unified memory, quantization is not needed
+      - QUANTIZATION=
+      - LORA_ADAPTER_PATH=${LORA_ADAPTER_PATH:-}
+      # Fine-tuning
+      - FINETUNE_ENABLED=${FINETUNE_ENABLED:-false}
+      # Weights & Biases logging (optional)
+      - WANDB_ENABLED=${WANDB_ENABLED:-false}
+      - WANDB_API_KEY=${WANDB_API_KEY:-}
+      - WANDB_PROJECT=${WANDB_PROJECT:-chronicle-asr-finetuning}
+      - HSA_OVERRIDE_GFX_VERSION=11.5.1
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    dns:
+      - 8.8.8.8
+      - 8.8.4.4
+    restart: unless-stopped
+
+  # ============================================================================
+  # NeMo Provider for AMD Strix Halo (gfx1151 / Ryzen AI Max)
+  # Uses ROCm nightly torch wheels; requires /dev/kfd and /dev/dri
+  # NeMo without cuda-python (CUDA-only binding); ROCm support is experimental
+  # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  nemo-asr-strixhalo:
+    build:
+      context: .
+      dockerfile: providers/nemo/Dockerfile.strixhalo
+    image: ${CHRONICLE_REGISTRY:-}chronicle-asr-nemo-strixhalo:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${ASR_PORT:-8767}:8765"
+    volumes:
+      - ./model_cache:/models
+      - ./debug:/app/debug
+      - ./results:/app/results
+    devices:
+      - /dev/kfd:/dev/kfd
+      - /dev/dri:/dev/dri
+    group_add:
+      # Use numeric GIDs - group names (video/render) don't exist in slim Python image.
+      # Find your system's GIDs with: getent group video render
+      - "${VIDEO_GID:-985}"   # video group (Arch default; Ubuntu typically 44)
+      - "${RENDER_GID:-989}"  # render group (Arch default; Ubuntu typically 107)
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - ASR_MODEL=${ASR_MODEL:-nvidia/parakeet-tdt-0.6b-v3}
+      # Legacy support
+      - PARAKEET_MODEL=${PARAKEET_MODEL:-${ASR_MODEL:-nvidia/parakeet-tdt-0.6b-v3}}
+      # Enhanced chunking configuration
+      - CHUNKING_ENABLED=${CHUNKING_ENABLED:-true}
+      - CHUNK_DURATION_SECONDS=${CHUNK_DURATION_SECONDS:-30.0}
+      - OVERLAP_DURATION_SECONDS=${OVERLAP_DURATION_SECONDS:-5.0}
+      - MIN_AUDIO_FOR_CHUNKING=${MIN_AUDIO_FOR_CHUNKING:-60.0}
+      - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
+      - HSA_OVERRIDE_GFX_VERSION=11.5.1
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    restart: unless-stopped
+
   # ============================================================================
   # Legacy Parakeet Service (backward compatibility)
   # ============================================================================
+    extra_hosts:
+      - host.docker.internal:host-gateway
   parakeet-asr:
     build:
       context: .
@@ -252,6 +678,7 @@ services:
               capabilities: [gpu]
     environment:
       - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
       - PARAKEET_MODEL=${PARAKEET_MODEL:-nvidia/parakeet-tdt-0.6b-v3}
       # Enhanced chunking configuration
       - CHUNKING_ENABLED=${CHUNKING_ENABLED:-true}
@@ -259,4 +686,27 @@ services:
       - OVERLAP_DURATION_SECONDS=${OVERLAP_DURATION_SECONDS:-5.0}
       - MIN_AUDIO_FOR_CHUNKING=${MIN_AUDIO_FOR_CHUNKING:-60.0}
       - CONFIDENCE_THRESHOLD=${CONFIDENCE_THRESHOLD:-0.8}
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    restart: unless-stopped
+
+  # Edge agent sidecar — advertises this service on the Tailnet
+    extra_hosts:
+      - host.docker.internal:host-gateway
+  edge-agent:
+    build:
+      context: ../../edge
+    network_mode: host
+    environment:
+      - ADVERTISE=chronicle-asr:8767
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    volumes:
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro
     restart: unless-stopped
+    profiles:
+      - edge
+    extra_hosts:
+      - host.docker.internal:host-gateway
diff --git a/extras/asr-services/enhanced_chunking.py b/extras/asr-services/enhanced_chunking.py
index fab9d927..31a2a200 100644
--- a/extras/asr-services/enhanced_chunking.py
+++ b/extras/asr-services/enhanced_chunking.py
@@ -6,12 +6,13 @@
 """
 
 import logging
-import torch
 import time
-from typing import List, Dict, Any, Optional
-from nemo.collections.asr.parts.utils.streaming_utils import FrameBatchChunkedRNNT
+from typing import Any, Dict, List
+
+import torch
 from nemo.collections.asr.parts.utils import rnnt_utils
 from nemo.collections.asr.parts.utils.rnnt_utils import Hypothesis
+from nemo.collections.asr.parts.utils.streaming_utils import FrameBatchChunkedRNNT
 from nemo.collections.asr.parts.utils.timestamp_utils import process_timestamp_outputs
 
 logger = logging.getLogger(__name__)
@@ -28,26 +29,32 @@ class TimestampedFrameBatchChunkedRNNT(FrameBatchChunkedRNNT):
     def __init__(self, asr_model, frame_len=4, total_buffer=4, batch_size=4):
         super().__init__(asr_model, frame_len, total_buffer, batch_size)
         self.all_hypotheses = []
-        self.chunk_offsets = [0]  # Track chunk offsets like NeMo's FrameBatchMultiTaskAED
+        self.chunk_offsets = [
+            0
+        ]  # Track chunk offsets like NeMo's FrameBatchMultiTaskAED
         self.merged_hypothesis = None
 
         # Get model parameters for timestamp calculations (following FrameBatchMultiTaskAED)
-        self.subsampling_factor = getattr(asr_model._cfg.encoder, 'subsampling_factor', 4)
-        self.window_stride = getattr(asr_model._cfg.preprocessor, 'window_stride', 0.01)
+        self.subsampling_factor = getattr(
+            asr_model._cfg.encoder, "subsampling_factor", 4
+        )
+        self.window_stride = getattr(asr_model._cfg.preprocessor, "window_stride", 0.01)
 
         # Ensure model is in eval mode and timestamps enabled
         self.asr_model.eval()
-        if hasattr(self.asr_model, 'decoding'):
+        if hasattr(self.asr_model, "decoding"):
             # Enable word timestamps but not char timestamps to avoid issues
-            if hasattr(self.asr_model.decoding, 'compute_timestamps'):
+            if hasattr(self.asr_model.decoding, "compute_timestamps"):
                 original_value = self.asr_model.decoding.compute_timestamps
                 self.asr_model.decoding.compute_timestamps = True
                 logger.debug(f"Set compute_timestamps=True (was: {original_value})")
 
             # Set timestamp type to word only to avoid char_offsets issues
-            if hasattr(self.asr_model.decoding, 'rnnt_timestamp_type'):
-                self.asr_model.decoding.rnnt_timestamp_type = 'word'
-                logger.debug("Set rnnt_timestamp_type='word' to avoid char offset issues")
+            if hasattr(self.asr_model.decoding, "rnnt_timestamp_type"):
+                self.asr_model.decoding.rnnt_timestamp_type = "word"
+                logger.debug(
+                    "Set rnnt_timestamp_type='word' to avoid char offset issues"
+                )
         else:
             logger.warning("Model does not have decoding attribute!")
 
@@ -72,7 +79,9 @@ def _get_batch_preds(self, keep_logits=False):
 
         for batch in iter(self.data_loader):
             feat_signal, feat_signal_len = batch
-            feat_signal, feat_signal_len = feat_signal.to(device), feat_signal_len.to(device)
+            feat_signal, feat_signal_len = feat_signal.to(device), feat_signal_len.to(
+                device
+            )
 
             # Get encoder outputs - following parent class pattern
             encoded, encoded_len = self.asr_model(
@@ -81,12 +90,15 @@ def _get_batch_preds(self, keep_logits=False):
 
             # KEY CHANGE: Get full Hypothesis objects instead of just text
             # Temporarily disable timestamps to avoid char_offsets error
-            old_compute_timestamps = getattr(self.asr_model.decoding, 'compute_timestamps', False)
+            old_compute_timestamps = getattr(
+                self.asr_model.decoding, "compute_timestamps", False
+            )
             self.asr_model.decoding.compute_timestamps = False
 
             hypotheses = self.asr_model.decoding.rnnt_decoder_predictions_tensor(
-                encoder_output=encoded, encoded_lengths=encoded_len,
-                return_hypotheses=True  # Get hypothesis objects even without timestamps
+                encoder_output=encoded,
+                encoded_lengths=encoded_len,
+                return_hypotheses=True,  # Get hypothesis objects even without timestamps
             )
 
             # Restore original setting
@@ -94,7 +106,9 @@ def _get_batch_preds(self, keep_logits=False):
 
             # Store hypotheses with chunk offset tracking
             self.all_hypotheses.extend(hypotheses)
-            logger.debug(f"Got {len(hypotheses)} hypotheses from chunk {len(self.chunk_offsets)}")
+            logger.debug(
+                f"Got {len(hypotheses)} hypotheses from chunk {len(self.chunk_offsets)}"
+            )
 
             # Update chunk offsets for ALL chunks (following FrameBatchMultiTaskAED pattern)
             for length in feat_signal_len:
@@ -127,22 +141,30 @@ def get_timestamped_results(self):
             self.merged_hypothesis = self._join_hypotheses(self.all_hypotheses)
 
             # Check merged hypothesis results
-            if self.merged_hypothesis and hasattr(self.merged_hypothesis, 'timestamp'):
-                words = self.merged_hypothesis.timestamp.get('word', [])
+            if self.merged_hypothesis and hasattr(self.merged_hypothesis, "timestamp"):
+                words = self.merged_hypothesis.timestamp.get("word", [])
                 if words and len(words) > 0:
                     first_word = words[0]
                     last_word = words[-1]
-                    first_start = first_word.get('start', 0)
-                    last_end = last_word.get('end', 0)
+                    first_start = first_word.get("start", 0)
+                    last_end = last_word.get("end", 0)
 
-                    logger.info(f"Merged {len(words)} words: {first_start:.2f}s to {last_end:.2f}s")
+                    logger.info(
+                        f"Merged {len(words)} words: {first_start:.2f}s to {last_end:.2f}s"
+                    )
 
                     if first_start > 1.0:
-                        logger.warning(f"First word starts at {first_start:.2f}s (may be chunk-relative)")
+                        logger.warning(
+                            f"First word starts at {first_start:.2f}s (may be chunk-relative)"
+                        )
                 else:
                     logger.warning("No word timestamps found in merged hypothesis")
 
-            return [self.merged_hypothesis] if self.merged_hypothesis else self.all_hypotheses
+            return (
+                [self.merged_hypothesis]
+                if self.merged_hypothesis
+                else self.all_hypotheses
+            )
         except Exception as e:
             logger.error(f"Hypothesis joining FAILED: {e}")
             raise e  # Don't silently fall back
@@ -157,9 +179,9 @@ def _join_hypotheses(self, hypotheses):
             score=0.0,
             y_sequence=torch.tensor([]),
             timestamp={
-                'char': [],
-                'word': [],
-                'segment': [],
+                "char": [],
+                "word": [],
+                "segment": [],
             },
         )
 
@@ -177,7 +199,11 @@ def _join_text(self, merged_hypothesis, hypotheses):
 
     def _join_y_sequence(self, merged_hypothesis, hypotheses):
         """Join y_sequence from multiple hypotheses."""
-        y_sequences = [h.y_sequence for h in hypotheses if hasattr(h, 'y_sequence') and h.y_sequence is not None]
+        y_sequences = [
+            h.y_sequence
+            for h in hypotheses
+            if hasattr(h, "y_sequence") and h.y_sequence is not None
+        ]
         if y_sequences:
             merged_hypothesis.y_sequence = torch.cat(y_sequences)
         return merged_hypothesis
@@ -185,22 +211,26 @@ def _join_y_sequence(self, merged_hypothesis, hypotheses):
     def _join_timestamp(self, merged_hypothesis, hypotheses):
         """Join timestamps from multiple hypotheses with proper offset handling."""
         cumulative_offset = 0
-        logger.debug(f"Processing {len(hypotheses)} hypotheses with chunk_offsets: {self.chunk_offsets}")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses with chunk_offsets: {self.chunk_offsets}"
+        )
 
         for i, h in enumerate(hypotheses):
             # Calculate cumulative offset for this hypothesis
             if i < len(self.chunk_offsets):
                 cumulative_offset = self.chunk_offsets[i]
             else:
-                logger.warning(f"Hypothesis {i}: No chunk offset available, using previous offset {cumulative_offset}")
+                logger.warning(
+                    f"Hypothesis {i}: No chunk offset available, using previous offset {cumulative_offset}"
+                )
 
             logger.debug(f"Hypothesis {i}: using cumulative_offset {cumulative_offset}")
 
             # Process word-level timestamps using h.words and h.timestamp tensor
-            if hasattr(h, 'words') and h.words:
+            if hasattr(h, "words") and h.words:
                 word_list = h.words
-                timestamp_tensor = getattr(h, 'timestamp', None)
-                word_confidence = getattr(h, 'word_confidence', []) or []
+                timestamp_tensor = getattr(h, "timestamp", None)
+                word_confidence = getattr(h, "word_confidence", []) or []
 
                 logger.debug(f"Hypothesis {i}: Processing {len(word_list)} words")
 
@@ -211,42 +241,62 @@ def _join_timestamp(self, merged_hypothesis, hypotheses):
                         # Calculate frame indices for this word from the tensor
                         if timestamp_tensor is not None and j < len(timestamp_tensor):
                             frame_start = timestamp_tensor[j].item()
-                            frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                            frame_end = (
+                                timestamp_tensor[j + 1].item()
+                                if j + 1 < len(timestamp_tensor)
+                                else frame_start + 1
+                            )
                         else:
                             # Fallback: estimate frames
                             frame_start = j
                             frame_end = j + 1
 
                         # Apply cumulative offset for absolute timestamps
-                        absolute_frame_start = frame_start + cumulative_offset // self.subsampling_factor
-                        absolute_frame_end = frame_end + cumulative_offset // self.subsampling_factor
+                        absolute_frame_start = (
+                            frame_start + cumulative_offset // self.subsampling_factor
+                        )
+                        absolute_frame_end = (
+                            frame_end + cumulative_offset // self.subsampling_factor
+                        )
 
                         # Convert frames to time using model parameters
-                        start_time = absolute_frame_start * self.window_stride * self.subsampling_factor
-                        end_time = absolute_frame_end * self.window_stride * self.subsampling_factor
+                        start_time = (
+                            absolute_frame_start
+                            * self.window_stride
+                            * self.subsampling_factor
+                        )
+                        end_time = (
+                            absolute_frame_end
+                            * self.window_stride
+                            * self.subsampling_factor
+                        )
 
                         # Get confidence if available
-                        confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                        confidence = (
+                            word_confidence[j] if j < len(word_confidence) else 1.0
+                        )
 
                         # Create word timestamp entry in NeMo format
                         updated_word = {
-                            'word': word_text,
-                            'start_offset': absolute_frame_start,
-                            'end_offset': absolute_frame_end,
-                            'start': start_time,
-                            'end': end_time,
-                            'confidence': confidence
+                            "word": word_text,
+                            "start_offset": absolute_frame_start,
+                            "end_offset": absolute_frame_end,
+                            "start": start_time,
+                            "end": end_time,
+                            "confidence": confidence,
                         }
 
                         updated_timestamps.append(updated_word)
 
                 if updated_timestamps:
-                    logger.debug(f"Hypothesis {i}: processed {len(updated_timestamps)} words")
-                    merged_hypothesis.timestamp['word'].extend(updated_timestamps)
+                    logger.debug(
+                        f"Hypothesis {i}: processed {len(updated_timestamps)} words"
+                    )
+                    merged_hypothesis.timestamp["word"].extend(updated_timestamps)
 
             # Process segment-level timestamps if available
-            if hasattr(h, 'timestamp') and hasattr(h.timestamp, 'get'):
-                segment_timestamps = h.timestamp.get('segment', None)
+            if hasattr(h, "timestamp") and hasattr(h.timestamp, "get"):
+                segment_timestamps = h.timestamp.get("segment", None)
                 if segment_timestamps:
                     updated_timestamps = []
 
@@ -254,27 +304,41 @@ def _join_timestamp(self, merged_hypothesis, hypotheses):
                         if isinstance(segment, dict):
                             updated_segment = segment.copy()
                             # Apply frame offset with subsampling factor
-                            if 'start_offset' in segment:
-                                updated_segment['start_offset'] = segment['start_offset'] + cumulative_offset // self.subsampling_factor
-                            if 'end_offset' in segment:
-                                updated_segment['end_offset'] = segment['end_offset'] + cumulative_offset // self.subsampling_factor
+                            if "start_offset" in segment:
+                                updated_segment["start_offset"] = (
+                                    segment["start_offset"]
+                                    + cumulative_offset // self.subsampling_factor
+                                )
+                            if "end_offset" in segment:
+                                updated_segment["end_offset"] = (
+                                    segment["end_offset"]
+                                    + cumulative_offset // self.subsampling_factor
+                                )
 
                             # Convert to absolute time using model parameters
-                            if 'start_offset' in updated_segment:
-                                updated_segment['start'] = updated_segment['start_offset'] * self.window_stride * self.subsampling_factor
-                            if 'end_offset' in updated_segment:
-                                updated_segment['end'] = updated_segment['end_offset'] * self.window_stride * self.subsampling_factor
+                            if "start_offset" in updated_segment:
+                                updated_segment["start"] = (
+                                    updated_segment["start_offset"]
+                                    * self.window_stride
+                                    * self.subsampling_factor
+                                )
+                            if "end_offset" in updated_segment:
+                                updated_segment["end"] = (
+                                    updated_segment["end_offset"]
+                                    * self.window_stride
+                                    * self.subsampling_factor
+                                )
 
                             updated_timestamps.append(updated_segment)
 
-                    merged_hypothesis.timestamp['segment'].extend(updated_timestamps)
+                    merged_hypothesis.timestamp["segment"].extend(updated_timestamps)
 
         return merged_hypothesis
 
 
-
-
-def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None) -> List[Dict[str, Any]]:
+def extract_timestamps_from_hypotheses_native(
+    hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None
+) -> List[Dict[str, Any]]:
     """
     Extract word-level timestamps using NeMo's native process_timestamp_outputs.
 
@@ -284,45 +348,67 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
         if not hypotheses:
             return []
 
-        logger.debug(f"Processing {len(hypotheses)} hypotheses with chunk_start_time={chunk_start_time}")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses with chunk_start_time={chunk_start_time}"
+        )
 
         # Get model parameters
-        window_stride = getattr(model._cfg.preprocessor, 'window_stride', 0.01) if model else 0.01
-        subsampling_factor = getattr(model._cfg.encoder, 'subsampling_factor', 4) if model else 4
+        window_stride = (
+            getattr(model._cfg.preprocessor, "window_stride", 0.01) if model else 0.01
+        )
+        subsampling_factor = (
+            getattr(model._cfg.encoder, "subsampling_factor", 4) if model else 4
+        )
 
-        logger.debug(f"Model params: window_stride={window_stride}, subsampling_factor={subsampling_factor}")
+        logger.debug(
+            f"Model params: window_stride={window_stride}, subsampling_factor={subsampling_factor}"
+        )
 
         words = []
         for i, hyp in enumerate(hypotheses):
             # Check if hypothesis already has processed timestamp dict (from joining)
-            if hasattr(hyp, 'timestamp') and isinstance(hyp.timestamp, dict) and 'word' in hyp.timestamp:
-                word_timestamps = hyp.timestamp['word']
+            if (
+                hasattr(hyp, "timestamp")
+                and isinstance(hyp.timestamp, dict)
+                and "word" in hyp.timestamp
+            ):
+                word_timestamps = hyp.timestamp["word"]
                 for word_data in word_timestamps:
-                    if isinstance(word_data, dict) and word_data.get('word'):
+                    if isinstance(word_data, dict) and word_data.get("word"):
                         # Already processed by joining - just add chunk offset if needed
-                        final_start = float(word_data.get('start', 0)) + chunk_start_time
-                        final_end = float(word_data.get('end', 0)) + chunk_start_time
+                        final_start = (
+                            float(word_data.get("start", 0)) + chunk_start_time
+                        )
+                        final_end = float(word_data.get("end", 0)) + chunk_start_time
 
                         word_dict = {
-                            'word': word_data['word'],
-                            'start': final_start,
-                            'end': final_end,
-                            'confidence': float(word_data.get('confidence', 1.0))
+                            "word": word_data["word"],
+                            "start": final_start,
+                            "end": final_end,
+                            "confidence": float(word_data.get("confidence", 1.0)),
                         }
                         words.append(word_dict)
 
-            elif hasattr(hyp, 'words') and hyp.words:
+            elif hasattr(hyp, "words") and hyp.words:
                 # Original tensor processing for raw hypotheses
                 word_list = hyp.words
-                timestamp_tensor = getattr(hyp, 'timestamp', None) if hasattr(hyp, 'timestamp') and hasattr(hyp.timestamp, 'shape') else None
-                word_confidence = getattr(hyp, 'word_confidence', []) or []
+                timestamp_tensor = (
+                    getattr(hyp, "timestamp", None)
+                    if hasattr(hyp, "timestamp") and hasattr(hyp.timestamp, "shape")
+                    else None
+                )
+                word_confidence = getattr(hyp, "word_confidence", []) or []
 
                 for j, word_text in enumerate(word_list):
                     if word_text and word_text.strip():  # Skip empty words
                         # Calculate frame indices for this word
                         if timestamp_tensor is not None and j < len(timestamp_tensor):
                             frame_start = timestamp_tensor[j].item()
-                            frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                            frame_end = (
+                                timestamp_tensor[j + 1].item()
+                                if j + 1 < len(timestamp_tensor)
+                                else frame_start + 1
+                            )
                         else:
                             # Fallback: estimate frames
                             frame_start = j
@@ -333,23 +419,27 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
                         end_time = frame_end * window_stride * subsampling_factor
 
                         # Get confidence
-                        confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                        confidence = (
+                            word_confidence[j] if j < len(word_confidence) else 1.0
+                        )
 
                         # Add chunk start time for absolute positioning
                         final_start = start_time + chunk_start_time
                         final_end = end_time + chunk_start_time
 
                         word_dict = {
-                            'word': word_text,
-                            'start': final_start,
-                            'end': final_end,
-                            'confidence': float(confidence)
+                            "word": word_text,
+                            "start": final_start,
+                            "end": final_end,
+                            "confidence": float(confidence),
                         }
                         words.append(word_dict)
 
         logger.info(f"Extracted {len(words)} words")
         if words:
-            logger.info(f"Time range: {words[0]['start']:.2f}s to {words[-1]['end']:.2f}s")
+            logger.info(
+                f"Time range: {words[0]['start']:.2f}s to {words[-1]['end']:.2f}s"
+            )
 
         return words
 
@@ -358,7 +448,9 @@ def extract_timestamps_from_hypotheses_native(hypotheses: List[Hypothesis], chun
         raise e  # Don't silently fall back
 
 
-def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None) -> List[Dict[str, Any]]:
+def extract_timestamps_from_hypotheses(
+    hypotheses: List[Hypothesis], chunk_start_time: float = 0.0, model=None
+) -> List[Dict[str, Any]]:
     """
     Extract word-level timestamps from NeMo Hypothesis objects.
 
@@ -375,21 +467,31 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
         if hypotheses is None:
             return []
 
-        logger.debug(f"Processing {len(hypotheses)} hypotheses for timestamp extraction")
+        logger.debug(
+            f"Processing {len(hypotheses)} hypotheses for timestamp extraction"
+        )
 
         for i, hyp in enumerate(hypotheses):
             logger.debug(f"Processing hypothesis {i}: {type(hyp)}")
 
             try:
                 # Use h.words instead of h.timestamp['word']
-                if hasattr(hyp, 'words') and hyp.words:
+                if hasattr(hyp, "words") and hyp.words:
                     word_list = hyp.words
-                    timestamp_tensor = getattr(hyp, 'timestamp', None)
-                    word_confidence = getattr(hyp, 'word_confidence', []) or []
+                    timestamp_tensor = getattr(hyp, "timestamp", None)
+                    word_confidence = getattr(hyp, "word_confidence", []) or []
 
                     # Convert frame indices to word timestamps using model parameters
-                    window_stride = getattr(model._cfg.preprocessor, 'window_stride', 0.01) if model else 0.01
-                    subsampling_factor = getattr(model._cfg.encoder, 'subsampling_factor', 4) if model else 4
+                    window_stride = (
+                        getattr(model._cfg.preprocessor, "window_stride", 0.01)
+                        if model
+                        else 0.01
+                    )
+                    subsampling_factor = (
+                        getattr(model._cfg.encoder, "subsampling_factor", 4)
+                        if model
+                        else 4
+                    )
 
                     # Process each word with its corresponding frame indices
                     for j, word_text in enumerate(word_list):
@@ -397,40 +499,62 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
                             if word_text and word_text.strip():  # Skip empty words
                                 # Calculate frame indices for this word
                                 # For word j, we typically use frames [j, j+1] or similar pattern
-                                if timestamp_tensor is not None and j < len(timestamp_tensor):
+                                if timestamp_tensor is not None and j < len(
+                                    timestamp_tensor
+                                ):
                                     # Use frame index from tensor
-                                    frame_start = timestamp_tensor[j].item() if j < len(timestamp_tensor) else j
-                                    frame_end = timestamp_tensor[j + 1].item() if j + 1 < len(timestamp_tensor) else frame_start + 1
+                                    frame_start = (
+                                        timestamp_tensor[j].item()
+                                        if j < len(timestamp_tensor)
+                                        else j
+                                    )
+                                    frame_end = (
+                                        timestamp_tensor[j + 1].item()
+                                        if j + 1 < len(timestamp_tensor)
+                                        else frame_start + 1
+                                    )
                                 else:
                                     # Fallback: estimate frame indices
                                     frame_start = j
                                     frame_end = j + 1
 
                                 # Convert frame indices to time using model parameters
-                                start_time = frame_start * window_stride * subsampling_factor
-                                end_time = frame_end * window_stride * subsampling_factor
+                                start_time = (
+                                    frame_start * window_stride * subsampling_factor
+                                )
+                                end_time = (
+                                    frame_end * window_stride * subsampling_factor
+                                )
 
                                 # Get confidence for this word
-                                confidence = word_confidence[j] if j < len(word_confidence) else 1.0
+                                confidence = (
+                                    word_confidence[j]
+                                    if j < len(word_confidence)
+                                    else 1.0
+                                )
 
                                 word_dict = {
-                                    'word': word_text,
-                                    'start': float(start_time) + chunk_start_time,
-                                    'end': float(end_time) + chunk_start_time,
-                                    'confidence': float(confidence)
+                                    "word": word_text,
+                                    "start": float(start_time) + chunk_start_time,
+                                    "end": float(end_time) + chunk_start_time,
+                                    "confidence": float(confidence),
                                 }
                                 words.append(word_dict)
 
                         except Exception as word_error:
-                            logger.error(f"Error processing word {j} '{word_text}': {word_error}")
+                            logger.error(
+                                f"Error processing word {j} '{word_text}': {word_error}"
+                            )
                             raise
 
                 # Fallback: if no word timestamps but we have text, create words from text
-                elif hasattr(hyp, 'text') and hyp.text:
+                elif hasattr(hyp, "text") and hyp.text:
                     try:
                         text_words = hyp.text.split()
                         if text_words:
-                            estimated_duration = max(len(text_words) * 0.5, 1.0)  # 0.5s per word minimum
+                            estimated_duration = max(
+                                len(text_words) * 0.5, 1.0
+                            )  # 0.5s per word minimum
                             word_duration = estimated_duration / len(text_words)
 
                             for j, word in enumerate(text_words):
@@ -438,26 +562,32 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
                                 end_time = chunk_start_time + ((j + 1) * word_duration)
 
                                 word_dict = {
-                                    'word': word,
-                                    'start': start_time,
-                                    'end': end_time,
-                                    'confidence': getattr(hyp, 'score', 1.0)
+                                    "word": word,
+                                    "start": start_time,
+                                    "end": end_time,
+                                    "confidence": getattr(hyp, "score", 1.0),
                                 }
                                 words.append(word_dict)
 
-                            logger.debug(f"Hypothesis {i}: Created {len(text_words)} estimated word timings from text")
+                            logger.debug(
+                                f"Hypothesis {i}: Created {len(text_words)} estimated word timings from text"
+                            )
                     except Exception as text_error:
-                        logger.error(f"Error processing text fallback for hypothesis {i}: {text_error}")
+                        logger.error(
+                            f"Error processing text fallback for hypothesis {i}: {text_error}"
+                        )
 
                 # Create empty word entries for silence/non-speech if hypothesis is empty
                 else:
                     # This represents silence or non-speech audio
-                    words.append({
-                        'word': '',
-                        'start': chunk_start_time,
-                        'end': chunk_start_time + 1.0,
-                        'confidence': 0.0
-                    })
+                    words.append(
+                        {
+                            "word": "",
+                            "start": chunk_start_time,
+                            "end": chunk_start_time + 1.0,
+                            "confidence": 0.0,
+                        }
+                    )
 
             except Exception as hyp_error:
                 logger.error(f"Error processing hypothesis {i}: {hyp_error}")
@@ -470,9 +600,9 @@ def extract_timestamps_from_hypotheses(hypotheses: List[Hypothesis], chunk_start
         return []
 
 
-async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
-                                          frame_len: float = 4.0,
-                                          total_buffer: float = 8.0) -> Dict[str, Any]:
+async def transcribe_with_enhanced_chunking(
+    model, audio_file_path: str, frame_len: float = 4.0, total_buffer: float = 8.0
+) -> Dict[str, Any]:
     """
     Transcribe long audio using enhanced chunking with NeMo's built-in timestamp preservation.
 
@@ -501,9 +631,9 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             # Initialize NeMo's chunked processor with timestamp preservation
             chunker = TimestampedFrameBatchChunkedRNNT(
                 asr_model=model,
-                frame_len=frame_len,      # Frame duration in seconds
-                total_buffer=total_buffer, # Total buffer duration
-                batch_size=1              # Process one chunk at a time
+                frame_len=frame_len,  # Frame duration in seconds
+                total_buffer=total_buffer,  # Total buffer duration
+                batch_size=1,  # Process one chunk at a time
             )
 
             init_end = time.time()
@@ -518,7 +648,7 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             chunker.read_audio_file(
                 audio_filepath=audio_file_path,
                 delay=0,  # No delay
-                model_stride_in_secs=0.02  # 20ms stride typical for ASR
+                model_stride_in_secs=0.02,  # 20ms stride typical for ASR
             )
 
             loading_end = time.time()
@@ -551,7 +681,9 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
             logger.debug(f"Extracting word-level timestamps...")
 
             # Try using native NeMo processing first, fall back to manual if needed
-            words = extract_timestamps_from_hypotheses_native(hypotheses, chunk_start_time=0.0, model=model)
+            words = extract_timestamps_from_hypotheses_native(
+                hypotheses, chunk_start_time=0.0, model=model
+            )
 
             timestamp_end = time.time()
             timestamp_duration = timestamp_end - timestamp_start
@@ -569,16 +701,16 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
 
             # Safe response creation
             if words and len(words) > 0:
-                end_time = words[-1]['end']
+                end_time = words[-1]["end"]
                 logger.info(f"Using end time from last word: {end_time}")
             else:
                 end_time = 0.0
                 logger.info("Using default end time: 0.0")
 
             response = {
-                'text': result_text,
-                'words': words,
-                'segments': [{'start': 0.0, 'end': end_time, 'text': result_text}]
+                "text": result_text,
+                "words": words,
+                "segments": [{"start": 0.0, "end": end_time, "text": result_text}],
             }
 
             format_end = time.time()
@@ -589,11 +721,15 @@ async def transcribe_with_enhanced_chunking(model, audio_file_path: str,
         overall_end = time.time()
         overall_duration = overall_end - overall_start
 
-        logger.info(f"Enhanced chunking completed in {overall_duration:.3f}s - {words_count} words")
-        logger.debug(f"Timing breakdown: init={init_duration:.3f}s, load={loading_duration:.3f}s, process={processing_duration:.3f}s, reconcile={reconcile_duration:.3f}s, extract={timestamp_duration:.3f}s, format={format_duration:.3f}s")
+        logger.info(
+            f"Enhanced chunking completed in {overall_duration:.3f}s - {words_count} words"
+        )
+        logger.debug(
+            f"Timing breakdown: init={init_duration:.3f}s, load={loading_duration:.3f}s, process={processing_duration:.3f}s, reconcile={reconcile_duration:.3f}s, extract={timestamp_duration:.3f}s, format={format_duration:.3f}s"
+        )
 
         return response
 
     except Exception as e:
         logger.error(f"Enhanced chunking failed: {e}")
-        raise
\ No newline at end of file
+        raise
diff --git a/extras/asr-services/init.py b/extras/asr-services/init.py
index a1489e0c..e6a2a2e5 100755
--- a/extras/asr-services/init.py
+++ b/extras/asr-services/init.py
@@ -13,6 +13,7 @@
 from pathlib import Path
 from typing import Any, Dict, Optional
 
+import yaml
 from dotenv import set_key
 from rich.console import Console
 from rich.panel import Panel
@@ -24,7 +25,7 @@
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
 from config_manager import ConfigManager
 from setup_utils import detect_cuda_version as _detect_cuda_version
-from setup_utils import read_env_value
+from setup_utils import read_env_value, resolve_ingest_config
 
 # Provider and model definitions
 PROVIDERS = {
@@ -32,12 +33,32 @@
         "name": "VibeVoice",
         "description": "Microsoft VibeVoice-ASR with built-in speaker diarization",
         "models": {
-            "microsoft/VibeVoice-ASR": "VibeVoice-ASR (7B, speaker diarization, 60-min audio)",
+            "microsoft/VibeVoice-ASR-HF": "VibeVoice-ASR (7B, speaker diarization, 60-min audio)",
         },
-        "default_model": "microsoft/VibeVoice-ASR",
+        "default_model": "microsoft/VibeVoice-ASR-HF",
         "service": "vibevoice-asr",
         # Note: VibeVoice provides diarization but NOT word_timestamps
-        "capabilities": ["timestamps", "diarization", "speaker_identification", "long_form"],
+        "capabilities": [
+            "timestamps",
+            "diarization",
+            "speaker_identification",
+            "long_form",
+        ],
+    },
+    "vibevoice-strixhalo": {
+        "name": "VibeVoice (Strix Halo)",
+        "description": "Microsoft VibeVoice-ASR for AMD Strix Halo (gfx1151 / Ryzen AI Max) with ROCm",
+        "models": {
+            "microsoft/VibeVoice-ASR-HF": "VibeVoice-ASR (7B, speaker diarization, 60-min audio)",
+        },
+        "default_model": "microsoft/VibeVoice-ASR-HF",
+        "service": "vibevoice-asr-strixhalo",
+        "capabilities": [
+            "timestamps",
+            "diarization",
+            "speaker_identification",
+            "long_form",
+        ],
     },
     "faster-whisper": {
         "name": "Faster-Whisper",
@@ -49,12 +70,19 @@
         },
         "default_model": "Systran/faster-whisper-large-v3",
         "service": "faster-whisper-asr",
-        "capabilities": ["timestamps", "word_timestamps", "language_detection", "vad_filter", "translation"],
+        "capabilities": [
+            "timestamps",
+            "word_timestamps",
+            "language_detection",
+            "vad_filter",
+            "translation",
+        ],
     },
     "transformers": {
         "name": "Transformers",
         "description": "HuggingFace models (Hindi Whisper, custom models)",
         "models": {
+            "shunyalabs/zero-stt-hinglish": "Zero STT Hinglish (Whisper Medium, Hindi-English code-switching)",
             "Oriserve/Whisper-Hindi2Hinglish-Prime": "Hindi/Hinglish Whisper (Fine-tuned Large V3)",
             "openai/whisper-large-v3": "OpenAI Whisper Large V3",
         },
@@ -73,6 +101,68 @@
         "service": "nemo-asr",
         "capabilities": ["timestamps", "word_timestamps", "chunked_processing"],
     },
+    "nemotron": {
+        "name": "Nemotron 3.5",
+        "description": "NVIDIA Nemotron 3.5 cache-aware streaming ASR (NeMo, ~100ms, batch + streaming)",
+        "models": {
+            "nvidia/nemotron-3.5-asr-streaming-0.6b": "Nemotron 3.5 Streaming 0.6B (Default)",
+        },
+        "default_model": "nvidia/nemotron-3.5-asr-streaming-0.6b",
+        "service": "nemotron-stream-asr",
+        "capabilities": [
+            "word_timestamps",
+            "segments",
+            "streaming",
+            "multilingual",
+        ],
+    },
+    "nemo-strixhalo": {
+        "name": "NeMo (Strix Halo)",
+        "description": "NVIDIA NeMo ASR for AMD Strix Halo (gfx1151 / Ryzen AI Max) with ROCm",
+        "models": {
+            "nvidia/parakeet-tdt-0.6b-v3": "Parakeet TDT 0.6B v3 (Default)",
+            "nvidia/canary-1b": "Canary 1B (Multilingual)",
+        },
+        "default_model": "nvidia/parakeet-tdt-0.6b-v3",
+        "service": "nemo-asr-strixhalo",
+        "capabilities": ["timestamps", "word_timestamps", "chunked_processing"],
+    },
+    "gemma4": {
+        "name": "Gemma 4",
+        "description": "Google Gemma 4 E2B multimodal (prompt-based diarization, MTP-accelerated)",
+        "models": {
+            "google/gemma-4-E2B-it": "Gemma 4 E2B-it (~10GB VRAM at BF16 + MTP, fits 24GB)",
+            "google/gemma-4-E4B-it": "Gemma 4 E4B-it (8B, ~17GB VRAM at BF16)",
+            "google/gemma-4-12B-it": "Gemma 4 12B-it (~9GB VRAM at 4-bit + MTP, fits 24GB)",
+        },
+        "default_model": "google/gemma-4-E2B-it",
+        "service": "gemma4-asr",
+        "capabilities": ["timestamps", "diarization"],
+    },
+    "granite": {
+        "name": "Granite Speech",
+        "description": "IBM Granite Speech (LLM-backbone, batch; en/fr/de/es/pt)",
+        "models": {
+            "ibm-granite/granite-speech-4.1-2b-plus": "Granite Speech 4.1 2B-plus (default, ~2B, bf16)",
+            "ibm-granite/granite-speech-4.1-2b": "Granite Speech 4.1 2B",
+            "ibm-granite/granite-speech-3.3-8b": "Granite Speech 3.3 8B (English/French)",
+        },
+        "default_model": "ibm-granite/granite-speech-4.1-2b-plus",
+        "service": "granite-asr",
+        "capabilities": ["context_prompt"],
+    },
+    "af-next": {
+        "name": "Audio Flamingo Next",
+        "description": "NVIDIA Audio Flamingo Next (timestamped diarization; NONCOMMERCIAL license)",
+        "models": {
+            "nvidia/audio-flamingo-next-hf": "AF-Next Instruct (default; recommended for ASR — used by NVIDIA's HF Space)",
+            "nvidia/audio-flamingo-next-think-hf": "AF-Next Think (emits <think> reasoning trace; biased toward scene description)",
+            "nvidia/audio-flamingo-next-captioner-hf": "AF-Next Captioner (verbose descriptions)",
+        },
+        "default_model": "nvidia/audio-flamingo-next-hf",
+        "service": "af-next-asr",
+        "capabilities": ["timestamps", "diarization"],
+    },
     "qwen3-asr": {
         "name": "Qwen3-ASR",
         "description": "Qwen3-ASR via vLLM (52 languages, streaming + batch)",
@@ -84,7 +174,12 @@
         "service": "qwen3-asr-wrapper",
         # No diarization (use speaker service for that).
         # word_timestamps provided by ForcedAligner (batch only, enabled via Dockerfile.full).
-        "capabilities": ["word_timestamps", "multilingual", "language_detection", "streaming"],
+        "capabilities": [
+            "word_timestamps",
+            "multilingual",
+            "language_detection",
+            "streaming",
+        ],
     },
 }
 
@@ -98,11 +193,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -120,7 +211,9 @@ def prompt_value(self, prompt: str, default: str = "") -> str:
             self.console.print(f"Using default: {default}")
             return default
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
@@ -132,7 +225,9 @@ def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1"
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -141,6 +236,23 @@ def read_existing_env_value(self, key: str) -> Optional[str]:
         """Read a value from existing .env file (delegates to shared utility)"""
         return read_env_value(".env", key)
 
+    def resolve_hf_token(self) -> Optional[str]:
+        """HF token, in priority order: --hf-token arg, backend .env, repo-root .env,
+        this service's own .env.
+
+        Mirrors how the wizard sources shared secrets: ``backends/advanced/.env`` is
+        the canonical hub on a main machine; the repo-root ``.env`` is the per-node
+        store for backend-less cluster-join nodes. Both are two levels up from here.
+        """
+        arg_token = getattr(self.args, "hf_token", None)
+        if arg_token:
+            return arg_token
+        for path in ("../../backends/advanced/.env", "../../.env", ".env"):
+            value = read_env_value(path, "HF_TOKEN")
+            if value:
+                return value
+        return None
+
     def backup_existing_env(self):
         """Backup existing .env file"""
         env_path = Path(".env")
@@ -148,7 +260,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def detect_cuda_version(self) -> str:
         """Detect system CUDA version (delegates to shared utility)"""
@@ -157,10 +271,12 @@ def detect_cuda_version(self) -> str:
     def select_provider(self) -> str:
         """Select ASR provider"""
         # Check for command-line provider first (skip interactive UI)
-        if hasattr(self.args, 'provider') and self.args.provider:
+        if hasattr(self.args, "provider") and self.args.provider:
             provider = self.args.provider
-            provider_name = PROVIDERS.get(provider, {}).get('name', provider)
-            self.console.print(f"[green]✅[/green] ASR Provider: {provider_name} (configured via wizard)")
+            provider_name = PROVIDERS.get(provider, {}).get("name", provider)
+            self.console.print(
+                f"[green]✅[/green] ASR Provider: {provider_name} (configured via wizard)"
+            )
             return provider
 
         self.print_section("Provider Selection")
@@ -174,41 +290,54 @@ def select_provider(self) -> str:
         table.add_row(
             "vibevoice",
             "Microsoft VibeVoice-ASR",
-            "Built-in speaker diarization, batch only"
+            "Built-in speaker diarization, batch only",
         )
         table.add_row(
-            "qwen3-asr",
-            "Qwen3-ASR via vLLM",
-            "52 languages, streaming + batch"
+            "qwen3-asr", "Qwen3-ASR via vLLM", "52 languages, streaming + batch"
         )
         table.add_row(
             "nemo",
             "NVIDIA NeMo (Parakeet)",
-            "English, streaming + batch, word timestamps"
+            "English, streaming + batch, word timestamps",
         )
+        table.add_row("transformers", "HuggingFace models", "Hindi, custom models")
         table.add_row(
-            "transformers",
-            "HuggingFace models",
-            "Hindi, custom models"
+            "granite",
+            "IBM Granite Speech (LLM-backbone)",
+            "en/fr/de/es/pt, batch",
         )
         table.add_row(
             "faster-whisper",
             "Fast Whisper (CTranslate2)",
-            "Lightweight, fast inference"
+            "Lightweight, fast inference",
         )
         self.console.print(table)
         self.console.print()
 
         provider_choices = {
             "1": "vibevoice - Microsoft VibeVoice-ASR (built-in diarization, batch only)",
-            "2": "qwen3-asr - Qwen3-ASR via vLLM (52 languages, streaming + batch)",
-            "3": "nemo - NVIDIA NeMo Parakeet (streaming + batch, word timestamps)",
-            "4": "transformers - HuggingFace models (Hindi, custom)",
-            "5": "faster-whisper - Fast Whisper (lightweight, fast inference)",
+            "2": "vibevoice-strixhalo - VibeVoice for AMD Strix Halo / Ryzen AI Max (ROCm)",
+            "3": "nemo-strixhalo - NeMo Parakeet for AMD Strix Halo / Ryzen AI Max (ROCm, experimental)",
+            "4": "qwen3-asr - Qwen3-ASR via vLLM (52 languages, streaming + batch)",
+            "5": "nemo - NVIDIA NeMo Parakeet (streaming + batch, word timestamps)",
+            "6": "transformers - HuggingFace models (Hindi, custom)",
+            "7": "faster-whisper - Fast Whisper (lightweight, fast inference)",
+            "8": "granite - IBM Granite Speech (LLM-backbone, en/fr/de/es/pt, batch)",
+            "9": "nemotron - NVIDIA Nemotron 3.5 (true cache-aware streaming ~100ms + batch)",
         }
 
         choice = self.prompt_choice("Choose ASR provider:", provider_choices, "1")
-        choice_to_provider = {"1": "vibevoice", "2": "qwen3-asr", "3": "nemo", "4": "transformers", "5": "faster-whisper"}
+        choice_to_provider = {
+            "1": "vibevoice",
+            "2": "vibevoice-strixhalo",
+            "3": "nemo-strixhalo",
+            "4": "qwen3-asr",
+            "5": "nemo",
+            "6": "transformers",
+            "7": "faster-whisper",
+            "8": "granite",
+            "9": "nemotron",
+        }
         return choice_to_provider[choice]
 
     def select_model(self, provider: str) -> str:
@@ -218,15 +347,19 @@ def select_model(self, provider: str) -> str:
         default_model = provider_info["default_model"]
 
         # Check for command-line model
-        if hasattr(self.args, 'model') and self.args.model:
+        if hasattr(self.args, "model") and self.args.model:
             model = self.args.model
-            self.console.print(f"[green]✅[/green] ASR Model: {model} (configured via wizard)")
+            self.console.print(
+                f"[green]✅[/green] ASR Model: {model} (configured via wizard)"
+            )
             return model
 
         self.print_section(f"Model Selection ({PROVIDERS[provider]['name']})")
 
         # Show available models
-        self.console.print(f"[blue]Available models for {provider_info['name']}:[/blue]")
+        self.console.print(
+            f"[blue]Available models for {provider_info['name']}:[/blue]"
+        )
         model_choices = {}
         for i, (model_id, description) in enumerate(models.items(), 1):
             model_choices[str(i)] = f"{model_id} - {description}"
@@ -247,7 +380,9 @@ def select_model(self, provider: str) -> str:
 
         if choice == str(len(models) + 1):
             # Custom model
-            custom_model = self.prompt_value("Enter model identifier (HuggingFace repo or path)")
+            custom_model = self.prompt_value(
+                "Enter model identifier (HuggingFace repo or path)"
+            )
             return custom_model
         else:
             return list(models.keys())[int(choice) - 1]
@@ -256,28 +391,38 @@ def setup_cuda_version(self):
         """Configure PyTorch CUDA version"""
         self.print_section("PyTorch CUDA Version")
 
-        is_macos = platform.system() == 'Darwin'
+        is_macos = platform.system() == "Darwin"
 
-        if hasattr(self.args, 'pytorch_cuda_version') and self.args.pytorch_cuda_version:
+        if (
+            hasattr(self.args, "pytorch_cuda_version")
+            and self.args.pytorch_cuda_version
+        ):
             cuda_version = self.args.pytorch_cuda_version
-            self.console.print(f"[green][SUCCESS][/green] CUDA version from command line: {cuda_version}")
+            self.console.print(
+                f"[green][SUCCESS][/green] CUDA version from command line: {cuda_version}"
+            )
         elif is_macos:
             cuda_version = "cpu"
-            self.console.print("[blue][INFO][/blue] Detected macOS - using CPU-only PyTorch")
+            self.console.print(
+                "[blue][INFO][/blue] Detected macOS - using CPU-only PyTorch"
+            )
         else:
             detected_cuda = self.detect_cuda_version()
-            self.console.print(f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}")
+            self.console.print(
+                f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}"
+            )
 
             cuda_choices = {
-                "1": "CUDA 12.1 (cu121)",
-                "2": "CUDA 12.6 (cu126) - Recommended",
-                "3": "CUDA 12.8 (cu128)",
+                "1": "CUDA 12.6 (cu126) - Recommended",
+                "2": "CUDA 12.8 (cu128)",
             }
-            cuda_to_choice = {"cu121": "1", "cu126": "2", "cu128": "3"}
-            default_choice = cuda_to_choice.get(detected_cuda, "2")
+            cuda_to_choice = {"cu126": "1", "cu128": "2"}
+            default_choice = cuda_to_choice.get(detected_cuda, "1")
 
-            choice = self.prompt_choice("Choose CUDA version:", cuda_choices, default_choice)
-            choice_to_cuda = {"1": "cu121", "2": "cu126", "3": "cu128"}
+            choice = self.prompt_choice(
+                "Choose CUDA version:", cuda_choices, default_choice
+            )
+            choice_to_cuda = {"1": "cu126", "2": "cu128"}
             cuda_version = choice_to_cuda[choice]
 
         self.config["PYTORCH_CUDA_VERSION"] = cuda_version
@@ -302,12 +447,89 @@ def setup_provider_config(self, provider: str, model: str):
                     self.config["LANGUAGE"] = lang
 
         elif provider == "vibevoice":
-            # VibeVoice uses transformers backend with specific optimizations
-            self.config["TORCH_DTYPE"] = "float16"
+            # VibeVoice uses transformers backend with specific optimizations.
+            # bf16, NOT fp16: VibeVoice's long autoregressive decode overflows in
+            # fp16 (max ~65504) → Inf/NaN → repetition/template-leak collapse on hard
+            # far-field audio (A/B verified: fp16 dropped a 270s window, bf16 clean
+            # + 2.4x faster). Dedicated var so it never inherits a global
+            # TORCH_DTYPE=float16 (which whisper/transformers providers do want).
+            self.config["VIBEVOICE_TORCH_DTYPE"] = "bfloat16"
             self.config["DEVICE"] = "cuda"
             self.config["USE_FLASH_ATTENTION"] = "true"
-            self.console.print("[blue][INFO][/blue] Enabled Flash Attention for VibeVoice")
-            self.console.print("[blue][INFO][/blue] VibeVoice provides built-in speaker diarization (no pyannote needed)")
+            self.console.print(
+                "[blue][INFO][/blue] Enabled Flash Attention for VibeVoice"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] VibeVoice provides built-in speaker diarization (no pyannote needed)"
+            )
+
+            # Fine-tuning configuration (optional)
+            if Confirm.ask("Enable LoRA fine-tuning?", default=False):
+                self.config["FINETUNE_ENABLED"] = "true"
+
+                if Confirm.ask(
+                    "Enable Weights & Biases (wandb) logging?", default=False
+                ):
+                    self.config["WANDB_ENABLED"] = "true"
+                    wandb_key = self.prompt_value(
+                        "wandb API key",
+                        default=read_env_value(str(Path(".env")), "WANDB_API_KEY")
+                        or "",
+                    )
+                    if wandb_key:
+                        self.config["WANDB_API_KEY"] = wandb_key
+                    wandb_project = self.prompt_value(
+                        "wandb project name", default="chronicle-asr-finetuning"
+                    )
+                    self.config["WANDB_PROJECT"] = wandb_project
+                    self.console.print(
+                        "[blue][INFO][/blue] W&B will log training loss, learning rate, and epoch metrics"
+                    )
+                else:
+                    self.config["WANDB_ENABLED"] = "false"
+            else:
+                self.config["FINETUNE_ENABLED"] = "false"
+
+        elif provider == "vibevoice-strixhalo":
+            # Strix Halo uses ROCm; sdpa attention, bfloat16 for gfx1151.
+            # Dedicated var (both vibevoice compose blocks read VIBEVOICE_TORCH_DTYPE).
+            self.config["VIBEVOICE_TORCH_DTYPE"] = "bfloat16"
+            self.config["DEVICE"] = "cuda"
+            self.config["VIBEVOICE_ATTN_IMPL"] = "sdpa"
+            self.config["PYTORCH_CUDA_VERSION"] = "strixhalo"
+            self.console.print(
+                "[blue][INFO][/blue] Configured for AMD Strix Halo (gfx1151) with ROCm"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] VibeVoice provides built-in speaker diarization (no pyannote needed)"
+            )
+
+            # Fine-tuning configuration (optional)
+            if Confirm.ask("Enable LoRA fine-tuning?", default=False):
+                self.config["FINETUNE_ENABLED"] = "true"
+
+                if Confirm.ask(
+                    "Enable Weights & Biases (wandb) logging?", default=False
+                ):
+                    self.config["WANDB_ENABLED"] = "true"
+                    wandb_key = self.prompt_value(
+                        "wandb API key",
+                        default=read_env_value(str(Path(".env")), "WANDB_API_KEY")
+                        or "",
+                    )
+                    if wandb_key:
+                        self.config["WANDB_API_KEY"] = wandb_key
+                    wandb_project = self.prompt_value(
+                        "wandb project name", default="chronicle-asr-finetuning"
+                    )
+                    self.config["WANDB_PROJECT"] = wandb_project
+                    self.console.print(
+                        "[blue][INFO][/blue] W&B will log training loss, learning rate, and epoch metrics"
+                    )
+                else:
+                    self.config["WANDB_ENABLED"] = "false"
+            else:
+                self.config["FINETUNE_ENABLED"] = "false"
 
         elif provider == "transformers":
             self.config["TORCH_DTYPE"] = "float16"
@@ -317,17 +539,33 @@ def setup_provider_config(self, provider: str, model: str):
             # Hindi model-specific
             if "hindi" in model.lower():
                 self.config["LANGUAGE"] = "hi"
-                self.console.print("[blue][INFO][/blue] Set language to Hindi for Hindi Whisper model")
+                self.console.print(
+                    "[blue][INFO][/blue] Set language to Hindi for Hindi Whisper model"
+                )
 
         elif provider == "nemo":
             # NeMo's transcribe() handles long audio natively - no extra config needed
             pass
 
+        elif provider == "nemo-strixhalo":
+            # NeMo with ROCm; no cuda-python (CUDA-only binding)
+            self.config["PYTORCH_CUDA_VERSION"] = "strixhalo"
+            self.console.print(
+                "[blue][INFO][/blue] Configured for AMD Strix Halo (gfx1151) with ROCm"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Note: ROCm support for NeMo is experimental"
+            )
+
         elif provider == "qwen3-asr":
             self.config["QWEN3_GPU_MEM"] = "0.8"
             # No CUDA build needed - uses pre-built vLLM image
-            self.console.print("[blue][INFO][/blue] Qwen3-ASR uses a pre-built vLLM Docker image (no local CUDA build)")
-            self.console.print("[blue][INFO][/blue] Streaming bridge will also be started on port 8769")
+            self.console.print(
+                "[blue][INFO][/blue] Qwen3-ASR uses a pre-built vLLM Docker image (no local CUDA build)"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] Streaming bridge will also be started on port 8769"
+            )
 
     def generate_env_file(self):
         """Generate .env file from configuration"""
@@ -359,20 +597,29 @@ def update_config_yml(self, provider: str):
         """
         provider_to_stt_model = {
             "vibevoice": "stt-vibevoice",
+            "vibevoice-strixhalo": "stt-vibevoice",
             "faster-whisper": "stt-faster-whisper",
             "transformers": "stt-transformers",
             "nemo": "stt-nemo",
+            "nemo-strixhalo": "stt-nemo",
             "qwen3-asr": "stt-qwen3-asr",
+            "gemma4": "stt-gemma4",
+            "af-next": "stt-af-next",
+            "granite": "stt-granite",
+            "nemotron": "stt-nemotron-batch",
         }
 
         # Providers that also have a streaming model
         provider_to_stream_model = {
             "qwen3-asr": "stt-qwen3-asr-stream",
+            "nemotron": "stt-nemotron-stream",
         }
 
         stt_model = provider_to_stt_model.get(provider)
         if not stt_model:
-            self.console.print(f"[yellow][WARNING][/yellow] Unknown provider '{provider}', skipping config.yml update")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Unknown provider '{provider}', skipping config.yml update"
+            )
             return
 
         stream_model = provider_to_stream_model.get(provider)
@@ -394,25 +641,34 @@ def update_config_yml(self, provider: str):
                 # Load defaults.yml to get model definitions
                 defaults_path = config_manager.config_dir / "defaults.yml"
                 if defaults_path.exists():
-                    import yaml
                     with open(defaults_path) as f:
                         defaults = yaml.safe_load(f) or {}
                     defaults_models = defaults.get("models", []) or []
-                    defaults_by_name = {m["name"]: m for m in defaults_models if "name" in m}
+                    defaults_by_name = {
+                        m["name"]: m for m in defaults_models if "name" in m
+                    }
 
                     for name in missing:
                         if name in defaults_by_name:
                             models.append(defaults_by_name[name])
-                            self.console.print(f"[green][SUCCESS][/green] Added model '{name}' to config.yml from defaults")
+                            self.console.print(
+                                f"[green][SUCCESS][/green] Added model '{name}' to config.yml from defaults"
+                            )
                         else:
-                            self.console.print(f"[yellow][WARNING][/yellow] Model '{name}' not found in defaults.yml either")
+                            self.console.print(
+                                f"[yellow][WARNING][/yellow] Model '{name}' not found in defaults.yml either"
+                            )
 
                     config["models"] = models
                     config_manager.save_full_config(config)
                 else:
-                    self.console.print(f"[yellow][WARNING][/yellow] defaults.yml not found, cannot add missing models")
+                    self.console.print(
+                        f"[yellow][WARNING][/yellow] defaults.yml not found, cannot add missing models"
+                    )
             else:
-                self.console.print(f"[blue][INFO][/blue] Model definitions already present in config.yml")
+                self.console.print(
+                    f"[blue][INFO][/blue] Model definitions already present in config.yml"
+                )
 
             # Update defaults
             defaults_update = {"stt": stt_model}
@@ -420,13 +676,21 @@ def update_config_yml(self, provider: str):
                 defaults_update["stt_stream"] = stream_model
             config_manager.update_config_defaults(defaults_update)
 
-            self.console.print(f"[green][SUCCESS][/green] Updated defaults.stt to '{stt_model}' in config/config.yml")
+            self.console.print(
+                f"[green][SUCCESS][/green] Updated defaults.stt to '{stt_model}' in config/config.yml"
+            )
             if stream_model:
-                self.console.print(f"[green][SUCCESS][/green] Updated defaults.stt_stream to '{stream_model}' in config/config.yml")
+                self.console.print(
+                    f"[green][SUCCESS][/green] Updated defaults.stt_stream to '{stream_model}' in config/config.yml"
+                )
 
         except Exception as e:
-            self.console.print(f"[yellow][WARNING][/yellow] Could not update config.yml: {e}")
-            self.console.print("[blue][INFO][/blue] You may need to manually set defaults.stt in config/config.yml")
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Could not update config.yml: {e}"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] You may need to manually set defaults.stt in config/config.yml"
+            )
 
     def show_summary(self, provider: str, model: str):
         """Show configuration summary"""
@@ -445,6 +709,16 @@ def show_summary(self, provider: str, model: str):
         table.add_row("CUDA Version", self.config.get("PYTORCH_CUDA_VERSION", "N/A"))
         table.add_row("Capabilities", ", ".join(provider_info["capabilities"]))
 
+        if self.config.get("FINETUNE_ENABLED") == "true":
+            table.add_row("Fine-tuning", "Enabled (LoRA)")
+            if self.config.get("WANDB_ENABLED") == "true":
+                wandb_project = self.config.get(
+                    "WANDB_PROJECT", "chronicle-asr-finetuning"
+                )
+                table.add_row("W&B Logging", f"Enabled (project: {wandb_project})")
+            else:
+                table.add_row("W&B Logging", "Disabled")
+
         self.console.print(table)
 
     def show_next_steps(self, provider: str):
@@ -455,24 +729,36 @@ def show_next_steps(self, provider: str):
         service_name = PROVIDERS[provider]["service"]
 
         self.console.print("1. Build and start the ASR service:")
-        self.console.print(f"   [cyan]docker compose up --build -d {service_name}[/cyan]")
+        self.console.print(
+            f"   [cyan]docker compose up --build -d {service_name}[/cyan]"
+        )
         self.console.print()
         self.console.print("2. Or use a pre-configured profile:")
-        self.console.print("   [cyan]cp configs/parakeet.env .env && docker compose up --build -d nemo-asr[/cyan]")
+        self.console.print(
+            "   [cyan]cp configs/parakeet.env .env && docker compose up --build -d nemo-asr[/cyan]"
+        )
         self.console.print()
         self.console.print("3. Service will be available at:")
-        self.console.print(f"   [cyan]http://localhost:{self.config.get('ASR_PORT', '8767')}[/cyan]")
+        self.console.print(
+            f"   [cyan]http://localhost:{self.config.get('ASR_PORT', '8767')}[/cyan]"
+        )
         self.console.print()
         self.console.print("4. Test the service:")
-        self.console.print(f"   [cyan]curl http://localhost:{self.config.get('ASR_PORT', '8767')}/health[/cyan]")
+        self.console.print(
+            f"   [cyan]curl http://localhost:{self.config.get('ASR_PORT', '8767')}/health[/cyan]"
+        )
         self.console.print()
         self.console.print("5. Configure Chronicle backend:")
-        self.console.print(f"   Set PARAKEET_ASR_URL=http://host.docker.internal:{self.config.get('ASR_PORT', '8767')}")
+        self.console.print(
+            f"   Set PARAKEET_ASR_URL=http://host.docker.internal:{self.config.get('ASR_PORT', '8767')}"
+        )
 
     def run(self):
         """Run the complete setup process"""
         self.print_header("🎤 ASR Services Setup (Provider-Based Architecture)")
-        self.console.print("Configure offline speech-to-text service with your choice of provider and model")
+        self.console.print(
+            "Configure offline speech-to-text service with your choice of provider and model"
+        )
         self.console.print()
 
         try:
@@ -481,12 +767,35 @@ def run(self):
             model = self.select_model(provider)
 
             # Configure CUDA version (only for providers that need local CUDA builds)
-            if provider in ["nemo", "transformers"]:
+            if provider in ["nemo", "nemotron", "transformers", "granite"]:
                 self.setup_cuda_version()
 
             # Provider-specific configuration
             self.setup_provider_config(provider, model)
 
+            # HF token: several providers pull (possibly gated) models from
+            # HuggingFace; a token avoids rate-limits and unlocks gated repos.
+            hf_token = self.resolve_hf_token()
+            if hf_token:
+                self.config["HF_TOKEN"] = hf_token
+
+            # Cross-service error routing: push this service's ERROR/CRITICAL logs to
+            # the backend's System Errors page. Sourced from the backend .env on the
+            # same machine; opt-in, so only wired when a backend token is found
+            # locally (a remote service node leaves these unset → reporter no-ops).
+            # CHRONICLE_SERVICE_NAME is intentionally NOT set so the source stays
+            # auto-derived per running provider (asr-<provider>) across switches.
+            ingest_url, ingest_token = resolve_ingest_config(
+                ["../../backends/advanced/.env", "../../.env"]
+            )
+            if ingest_url and ingest_token:
+                self.config["CHRONICLE_INGEST_URL"] = ingest_url
+                self.config["CHRONICLE_INGEST_TOKEN"] = ingest_token
+                self.console.print(
+                    "[blue][INFO][/blue] Cross-service error reporting → backend "
+                    "System Errors page enabled"
+                )
+
             # Generate files
             self.print_header("Configuration Complete!")
             self.generate_env_file()
@@ -499,7 +808,9 @@ def run(self):
             self.show_next_steps(provider)
 
             self.console.print()
-            self.console.print("[green][SUCCESS][/green] ASR Services setup complete! 🎉")
+            self.console.print(
+                "[green][SUCCESS][/green] ASR Services setup complete! 🎉"
+            )
 
         except KeyboardInterrupt:
             self.console.print()
@@ -515,17 +826,30 @@ def main():
     parser = argparse.ArgumentParser(description="ASR Services Setup (Provider-Based)")
     parser.add_argument(
         "--provider",
-        choices=["vibevoice", "faster-whisper", "transformers", "nemo", "qwen3-asr"],
-        help="ASR provider to use"
+        choices=[
+            "vibevoice",
+            "vibevoice-strixhalo",
+            "faster-whisper",
+            "transformers",
+            "nemo",
+            "nemo-strixhalo",
+            "qwen3-asr",
+            "gemma4",
+            "af-next",
+            "granite",
+            "nemotron",
+        ],
+        help="ASR provider to use",
     )
+    parser.add_argument("--model", help="Model identifier (HuggingFace repo or path)")
     parser.add_argument(
-        "--model",
-        help="Model identifier (HuggingFace repo or path)"
+        "--pytorch-cuda-version",
+        choices=["cu126", "cu128", "strixhalo"],
+        help="PyTorch CUDA version",
     )
     parser.add_argument(
-        "--pytorch-cuda-version",
-        choices=["cu121", "cu126", "cu128"],
-        help="PyTorch CUDA version"
+        "--hf-token",
+        help="Hugging Face token (avoids HF rate-limits / unlocks gated repos)",
     )
 
     args = parser.parse_args()
diff --git a/extras/asr-services/parakeet-offline.py b/extras/asr-services/parakeet-offline.py
index 111411d5..50146682 100644
--- a/extras/asr-services/parakeet-offline.py
+++ b/extras/asr-services/parakeet-offline.py
@@ -16,6 +16,7 @@
 import tempfile
 import time
 import uuid
+import wave
 from dataclasses import dataclass
 from pathlib import Path
 from typing import Dict, List, Optional, Sequence, cast
@@ -24,13 +25,20 @@
 import numpy as np
 import torch
 import uvicorn
-import wave
 from easy_audio_interfaces.audio_interfaces import ResamplingBlock
 from easy_audio_interfaces.filesystem import LocalFileSink, LocalFileStreamer
+
+# Import enhanced chunking modules
+from enhanced_chunking import (
+    TimestampedFrameBatchChunkedRNNT,
+    extract_timestamps_from_hypotheses,
+    transcribe_with_enhanced_chunking,
+)
 from fastapi import (
     FastAPI,
     File,
     HTTPException,
+    Response,
     UploadFile,
     WebSocket,
     WebSocketDisconnect,
@@ -39,13 +47,6 @@
 from silero_vad import VADIterator, load_silero_vad
 from wyoming.audio import AudioChunk
 
-# Import enhanced chunking modules
-from enhanced_chunking import (
-    TimestampedFrameBatchChunkedRNNT,
-    extract_timestamps_from_hypotheses,
-    transcribe_with_enhanced_chunking,
-)
-
 logger = logging.getLogger(__name__)
 logging.basicConfig(level=logging.INFO)
 
@@ -59,12 +60,16 @@
 CHUNKING_ENABLED = os.getenv("CHUNKING_ENABLED", "true").lower() == "true"
 CHUNK_DURATION_SECONDS = float(os.getenv("CHUNK_DURATION_SECONDS", "30.0"))
 OVERLAP_DURATION_SECONDS = float(os.getenv("OVERLAP_DURATION_SECONDS", "5.0"))
-MIN_AUDIO_FOR_CHUNKING = float(os.getenv("MIN_AUDIO_FOR_CHUNKING", "60.0"))  # Use chunking for audio > 60s
+MIN_AUDIO_FOR_CHUNKING = float(
+    os.getenv("MIN_AUDIO_FOR_CHUNKING", "60.0")
+)  # Use chunking for audio > 60s
 CONFIDENCE_THRESHOLD = float(os.getenv("CONFIDENCE_THRESHOLD", "0.8"))
 
+
 @dataclass
 class ProcessEventConfig:
     """Configuration for streaming processing triggers."""
+
     vad_enabled: bool = False
     vad_silence_ms: int = 1000  # Silence duration to trigger processing
     time_interval_seconds: int = 30  # Max time between processing
@@ -94,6 +99,7 @@ def _chunk_to_numpy_float(chunk: AudioChunk) -> np.ndarray:
     else:
         raise ValueError(f"Unsupported width: {chunk.width}")
 
+
 # --------------------------------------------------------------------------- #
 class SharedTranscriber:
     """Shared transcriber instance that can be used by multiple clients."""
@@ -134,16 +140,22 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
         logger.info("Using chunked transcription for long audio")
 
         # Save audio to temporary file for NeMo processing
-        with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmpfile:
+        with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmpfile:
             tmpfile_name = tmpfile.name
 
             # Convert audio chunks to numpy array and save as WAV
             audio_arrays = []
             for chunk in speech:
                 if chunk.width == 2:
-                    audio_array = np.frombuffer(chunk.audio, dtype=np.int16).astype(np.float32) / np.iinfo(np.int16).max
+                    audio_array = (
+                        np.frombuffer(chunk.audio, dtype=np.int16).astype(np.float32)
+                        / np.iinfo(np.int16).max
+                    )
                 elif chunk.width == 4:
-                    audio_array = np.frombuffer(chunk.audio, dtype=np.int32).astype(np.float32) / np.iinfo(np.int32).max
+                    audio_array = (
+                        np.frombuffer(chunk.audio, dtype=np.int32).astype(np.float32)
+                        / np.iinfo(np.int32).max
+                    )
                 else:
                     raise ValueError(f"Unsupported width: {chunk.width}")
                 audio_arrays.append(audio_array)
@@ -154,7 +166,7 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
             # Convert to int16 for WAV format
             audio_int16 = (full_audio * np.iinfo(np.int16).max).astype(np.int16)
 
-            with wave.open(tmpfile_name, 'wb') as wav_file:
+            with wave.open(tmpfile_name, "wb") as wav_file:
                 wav_file.setnchannels(1)  # Mono
                 wav_file.setsampwidth(2)  # 16-bit
                 wav_file.setframerate(self._rate)
@@ -166,18 +178,22 @@ async def _transcribe_chunked(self, speech: Sequence[AudioChunk]) -> dict:
             result = await transcribe_with_enhanced_chunking(
                 model=self.model,
                 audio_file_path=tmpfile_name,
-                frame_len=4.0,      # 4-second frames
-                total_buffer=8.0    # 8-second total buffer
+                frame_len=4.0,  # 4-second frames
+                total_buffer=8.0,  # 8-second total buffer
             )
 
-            logger.info(f"🔍 ISOLATE: transcribe_with_enhanced_chunking returned: {type(result)}")
+            logger.info(
+                f"🔍 ISOLATE: transcribe_with_enhanced_chunking returned: {type(result)}"
+            )
 
             if result is None:
                 logger.error("🔍 ISOLATE: result is None!")
                 return {"text": "", "words": [], "segments": []}
 
-            logger.info(f"🔍 ISOLATE: result.get('words') type: {type(result.get('words'))}")
-            words = result.get('words', [])
+            logger.info(
+                f"🔍 ISOLATE: result.get('words') type: {type(result.get('words'))}"
+            )
+            words = result.get("words", [])
             logger.info(f"🔍 ISOLATE: words variable type: {type(words)}")
 
             if words is None:
@@ -208,10 +224,14 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
 
         # Use chunked processing for long audio if enabled
         if CHUNKING_ENABLED and total_duration > MIN_AUDIO_FOR_CHUNKING:
-            logger.info(f"Audio duration {total_duration:.1f}s > {MIN_AUDIO_FOR_CHUNKING}s threshold - using chunked processing")
+            logger.info(
+                f"Audio duration {total_duration:.1f}s > {MIN_AUDIO_FOR_CHUNKING}s threshold - using chunked processing"
+            )
             return await self._transcribe_chunked(speech)
 
-        logger.info(f"Audio duration {total_duration:.1f}s - using single-pass processing")
+        logger.info(
+            f"Audio duration {total_duration:.1f}s - using single-pass processing"
+        )
 
         sample_rate = speech[0].rate
         channels = speech[0].channels
@@ -235,14 +255,14 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
             await sink.close()
 
             with torch.no_grad():
-                results = self.model.transcribe( # type: ignore
+                results = self.model.transcribe(  # type: ignore
                     [tmpfile_name], batch_size=1, timestamps=True
                 )
             logger.info(f"Transcription results: {results}")
 
             if results and len(results) > 0:
                 result = results[0]
-                
+
                 # Extract text
                 if hasattr(result, "text") and result.text:
                     text = result.text
@@ -253,36 +273,40 @@ async def _transcribe(self, speech: Sequence[AudioChunk]) -> dict:
 
                 # Extract word-level timestamps - NeMo Parakeet format
                 words = []
-                for word_data in result.timestamp['word']:
+                for word_data in result.timestamp["word"]:
                     word_dict = {
-                        "word": word_data['word'],
-                        "start": word_data['start'],
-                        "end": word_data['end'],
+                        "word": word_data["word"],
+                        "start": word_data["start"],
+                        "end": word_data["end"],
                         "confidence": 1.0,
                     }
                     words.append(word_dict)
-                
-                logger.info(f"NeMo transcription successful: {len(text)} chars, {len(words)} words")
-                
+
+                logger.info(
+                    f"NeMo transcription successful: {len(text)} chars, {len(words)} words"
+                )
+
                 response_data = {
                     "text": text,
                     "words": words,
-                    "segments": []  # Empty for non-RTTM providers
+                    "segments": [],  # Empty for non-RTTM providers
                 }
-                
+
                 # LOG THE FULL RESPONSE FOR DEBUGGING
                 logger.info(f"🔍 PARAKEET RESPONSE DEBUG:")
                 logger.info(f"  - Text length: {len(response_data['text'])}")
                 logger.info(f"  - First 100 chars: {repr(response_data['text'][:100])}")
                 logger.info(f"  - Words count: {len(response_data['words'])}")
-                logger.info(f"  - First 3 words: {response_data['words'][:3] if response_data['words'] else 'None'}")
+                logger.info(
+                    f"  - First 3 words: {response_data['words'][:3] if response_data['words'] else 'None'}"
+                )
                 logger.info(f"  - Full response keys: {list(response_data.keys())}")
-                
+
                 return response_data
             else:
                 logger.warning("NeMo returned empty results")
                 return {"text": "", "words": [], "segments": []}
-                
+
         except Exception as e:
             logger.error(f"Error during transcription: {e}")
             # Re-raise the exception so HTTP endpoint can return proper error code
@@ -296,26 +320,31 @@ async def transcribe_async(self, speech: Sequence[AudioChunk]) -> dict:
         async with self._lock:
             return await self._transcribe(speech)
 
+
 # --------------------------------------------------------------------------- #
 class StreamingSession:
     """Manages a single streaming transcription session."""
-    
-    def __init__(self, session_id: str, config: ProcessEventConfig, transcriber: SharedTranscriber):
+
+    def __init__(
+        self,
+        session_id: str,
+        config: ProcessEventConfig,
+        transcriber: SharedTranscriber,
+    ):
         self.session_id = session_id
         self.config = config
         self.transcriber = transcriber
         self.audio_chunks: List[AudioChunk] = []
         self.last_process_time = time.time()
         self.created_at = time.time()
-        
+
         # Resampling setup - will be configured on first chunk
         self.resampler = ResamplingBlock(
-            resample_rate=PARAKEET_SAMPLING_RATE,
-            resample_channels=1
+            resample_rate=PARAKEET_SAMPLING_RATE, resample_channels=1
         )
-        self.input_rate = None  # Will be set from first chunk  
+        self.input_rate = None  # Will be set from first chunk
         self.needs_resampling = False
-        
+
         # VAD setup
         if config.vad_enabled:
             self.vad_model = load_silero_vad(onnx=True)
@@ -331,21 +360,29 @@ def __init__(self, session_id: str, config: ProcessEventConfig, transcriber: Sha
             self.vad_iterator = None
             self.vad_sample_buffer = None
 
-    async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channels: int) -> bool:
+    async def add_audio_chunk(
+        self, audio_data: bytes, rate: int, width: int, channels: int
+    ) -> bool:
         """Add audio chunk with resampling and check if processing should be triggered."""
-        
+
         # Detect format on first chunk
         if self.input_rate is None:
             self.input_rate = rate
-            self.needs_resampling = (rate != PARAKEET_SAMPLING_RATE or channels != 1)
+            self.needs_resampling = rate != PARAKEET_SAMPLING_RATE or channels != 1
             if self.needs_resampling:
-                logger.info(f"Session {self.session_id}: Resampling {rate}Hz/{channels}ch → {PARAKEET_SAMPLING_RATE}Hz/1ch")
+                logger.info(
+                    f"Session {self.session_id}: Resampling {rate}Hz/{channels}ch → {PARAKEET_SAMPLING_RATE}Hz/1ch"
+                )
             else:
-                logger.info(f"Session {self.session_id}: No resampling needed - audio already at 16kHz mono")
-        
+                logger.info(
+                    f"Session {self.session_id}: No resampling needed - audio already at 16kHz mono"
+                )
+
         # Create input chunk
-        input_chunk = AudioChunk(audio=audio_data, rate=rate, width=width, channels=channels)
-        
+        input_chunk = AudioChunk(
+            audio=audio_data, rate=rate, width=width, channels=channels
+        )
+
         # Resample if needed and keep track of processed chunk for VAD
         processed_chunk = None
         if self.needs_resampling:
@@ -355,17 +392,22 @@ async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channe
         else:
             self.audio_chunks.append(input_chunk)
             processed_chunk = input_chunk  # Use input chunk for VAD
-        
+
         # Check processing triggers
         current_time = time.time()
-        
+
         # Time-based trigger
-        time_trigger = (current_time - self.last_process_time) > self.config.time_interval_seconds
-        
-        # Buffer size trigger  
-        buffer_duration = sum(len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels) for chunk in self.audio_chunks)
+        time_trigger = (
+            current_time - self.last_process_time
+        ) > self.config.time_interval_seconds
+
+        # Buffer size trigger
+        buffer_duration = sum(
+            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels)
+            for chunk in self.audio_chunks
+        )
         buffer_trigger = buffer_duration > self.config.max_buffer_seconds
-        
+
         # VAD trigger
         vad_trigger = False
         if self.config.vad_enabled and self.vad_iterator and processed_chunk:
@@ -373,51 +415,60 @@ async def add_audio_chunk(self, audio_data: bytes, rate: int, width: int, channe
                 # Convert chunk to float for VAD
                 audio_float = _chunk_to_numpy_float(processed_chunk)
                 if self.vad_sample_buffer is not None:
-                    self.vad_sample_buffer = np.append(self.vad_sample_buffer, audio_float)
-                
+                    self.vad_sample_buffer = np.append(
+                        self.vad_sample_buffer, audio_float
+                    )
+
                 # Process in CHUNK_SAMPLES increments
                 while len(self.vad_sample_buffer) >= CHUNK_SAMPLES:
                     samples = self.vad_sample_buffer[:CHUNK_SAMPLES]
                     self.vad_sample_buffer = self.vad_sample_buffer[CHUNK_SAMPLES:]
-                    
+
                     speech_dict = self.vad_iterator(samples)
                     if "end" in speech_dict:
                         vad_trigger = True
                         break
-                        
+
             except Exception as e:
                 logger.warning(f"VAD processing error: {e}")
-        
+
         return time_trigger or buffer_trigger or vad_trigger
 
     async def process_buffered_audio(self) -> dict:
         """Process all buffered audio and return transcription."""
         if not self.audio_chunks:
             return {"text": "", "words": [], "segments": []}
-            
+
         # Check minimum duration
         total_duration = sum(
-            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels) 
+            len(chunk.audio) / (chunk.rate * chunk.width * chunk.channels)
             for chunk in self.audio_chunks
         )
-        
+
         if total_duration < self.config.min_audio_seconds:
-            logger.debug(f"Audio too short ({total_duration:.2f}s), skipping processing")
+            logger.debug(
+                f"Audio too short ({total_duration:.2f}s), skipping processing"
+            )
             return {"text": "", "words": [], "segments": []}
-        
-        logger.info(f"Processing {len(self.audio_chunks)} chunks ({total_duration:.2f}s) for session {self.session_id}")
-        
+
+        logger.info(
+            f"Processing {len(self.audio_chunks)} chunks ({total_duration:.2f}s) for session {self.session_id}"
+        )
+
         # Transcribe buffered audio
         result = await self.transcriber.transcribe_async(self.audio_chunks)
-        
+
         # Clear processed chunks (keep small buffer for continuity)
         processed_chunks = len(self.audio_chunks)
         self.audio_chunks = self.audio_chunks[-2:] if len(self.audio_chunks) > 2 else []
         self.last_process_time = time.time()
-        
-        logger.info(f"Processed {processed_chunks} chunks, result: {len(result.get('text', ''))} chars")
+
+        logger.info(
+            f"Processed {processed_chunks} chunks, result: {len(result.get('text', ''))} chars"
+        )
         return result
 
+
 # --------------------------------------------------------------------------- #
 # FastAPI App
 app = FastAPI(title="Parakeet ASR Service", version="1.0.0")
@@ -426,6 +477,7 @@ async def process_buffered_audio(self) -> dict:
 transcriber: Optional[SharedTranscriber] = None
 active_sessions: Dict[str, StreamingSession] = {}
 
+
 @app.on_event("startup")
 async def startup_event():
     """Initialize the transcriber on startup."""
@@ -435,10 +487,23 @@ async def startup_event():
     await transcriber.warmup()
     logger.info("Parakeet ASR service started")
 
+
 @app.get("/health")
-async def health_check():
-    """Health check endpoint."""
-    return {"status": "healthy", "model": transcriber._model_name if transcriber else "not_loaded"}
+async def health_check(response: Response):
+    """Health check endpoint.
+
+    Reports the actual readiness of the model, not a constant "healthy".
+    Returns 503 until the transcriber and its model are loaded, so a probe
+    can't see green while the service can't actually transcribe.
+    """
+    ready = transcriber is not None and getattr(transcriber, "model", None) is not None
+    if not ready:
+        response.status_code = 503
+    return {
+        "status": "healthy" if ready else "initializing",
+        "model": transcriber._model_name if transcriber else "not_loaded",
+    }
+
 
 @app.post("/transcribe")
 async def batch_transcribe(file: UploadFile = File(...)):
@@ -447,27 +512,32 @@ async def batch_transcribe(file: UploadFile = File(...)):
         raise HTTPException(status_code=503, detail="Transcriber not initialized")
 
     request_start = time.time()
-    logger.info(f"🕐 TIMING: Transcription request started at {time.strftime('%H:%M:%S', time.localtime(request_start))}")
+    logger.info(
+        f"🕐 TIMING: Transcription request started at {time.strftime('%H:%M:%S', time.localtime(request_start))}"
+    )
 
     try:
         # Read uploaded file
         file_read_start = time.time()
         audio_content = await file.read()
         file_read_time = time.time() - file_read_start
-        logger.info(f"🕐 TIMING: File read completed in {file_read_time:.3f}s (size: {len(audio_content)} bytes)")
-        
+        logger.info(
+            f"🕐 TIMING: File read completed in {file_read_time:.3f}s (size: {len(audio_content)} bytes)"
+        )
+
         # Save to temporary file for processing
         with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
             tmp_file.write(audio_content)
             tmp_filename = tmp_file.name
-        
+
         try:
             # TIMING: LocalFileStreamer creation
             streamer_create_start = time.time()
-            streamer = LocalFileStreamer(tmp_filename,
-                                         chunk_size_samples=CHUNK_SAMPLES)
+            streamer = LocalFileStreamer(tmp_filename, chunk_size_samples=CHUNK_SAMPLES)
             streamer_create_time = time.time() - streamer_create_start
-            logger.info(f"🕐 TIMING: LocalFileStreamer creation: {streamer_create_time:.3f}s")
+            logger.info(
+                f"🕐 TIMING: LocalFileStreamer creation: {streamer_create_time:.3f}s"
+            )
 
             # TIMING: streamer.open()
             streamer_open_start = time.time()
@@ -485,7 +555,9 @@ async def batch_transcribe(file: UploadFile = File(...)):
             original_channels = first_chunk.channels
             original_width = first_chunk.width
 
-            logger.info(f"Input audio: {original_rate}Hz, {original_channels}ch, {original_width*8}bit")
+            logger.info(
+                f"Input audio: {original_rate}Hz, {original_channels}ch, {original_width*8}bit"
+            )
 
             # TIMING: Collect all chunks using iter_frames()
             iter_frames_start = time.time()
@@ -497,29 +569,42 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 # Progress every 10,000 chunks
                 if chunk_count % 10000 == 0:
                     elapsed = time.time() - iter_frames_start
-                    logger.info(f"🕐 TIMING: Loaded {chunk_count} chunks in {elapsed:.3f}s so far...")
+                    logger.info(
+                        f"🕐 TIMING: Loaded {chunk_count} chunks in {elapsed:.3f}s so far..."
+                    )
 
             iter_frames_time = time.time() - iter_frames_start
-            logger.info(f"🕐 TIMING: iter_frames() completed: {iter_frames_time:.3f}s for {len(all_chunks)} chunks")
-            logger.info(f"Loaded {len(all_chunks)} audio chunks, total duration: {sum(len(c.audio)/(c.rate*c.width*c.channels) for c in all_chunks):.2f}s")
+            logger.info(
+                f"🕐 TIMING: iter_frames() completed: {iter_frames_time:.3f}s for {len(all_chunks)} chunks"
+            )
+            logger.info(
+                f"Loaded {len(all_chunks)} audio chunks, total duration: {sum(len(c.audio)/(c.rate*c.width*c.channels) for c in all_chunks):.2f}s"
+            )
 
             # TIMING: Setup resampling
             resampling_setup_start = time.time()
-            needs_resampling = (original_rate != PARAKEET_SAMPLING_RATE or original_channels != 1)
+            needs_resampling = (
+                original_rate != PARAKEET_SAMPLING_RATE or original_channels != 1
+            )
             resampling_setup_time = time.time() - resampling_setup_start
-            logger.info(f"🕐 TIMING: Resampling setup check: {resampling_setup_time:.3f}s")
+            logger.info(
+                f"🕐 TIMING: Resampling setup check: {resampling_setup_time:.3f}s"
+            )
 
             if needs_resampling:
-                logger.info(f"Resampling from {original_rate}Hz/{original_channels}ch to {PARAKEET_SAMPLING_RATE}Hz/1ch")
+                logger.info(
+                    f"Resampling from {original_rate}Hz/{original_channels}ch to {PARAKEET_SAMPLING_RATE}Hz/1ch"
+                )
 
                 # TIMING: ResamplingBlock creation
                 resampler_create_start = time.time()
                 resampler = ResamplingBlock(
-                    resample_rate=PARAKEET_SAMPLING_RATE,
-                    resample_channels=1
+                    resample_rate=PARAKEET_SAMPLING_RATE, resample_channels=1
                 )
                 resampler_create_time = time.time() - resampler_create_start
-                logger.info(f"🕐 TIMING: ResamplingBlock creation: {resampler_create_time:.3f}s")
+                logger.info(
+                    f"🕐 TIMING: ResamplingBlock creation: {resampler_create_time:.3f}s"
+                )
 
                 # TIMING: Resample all chunks
                 resampling_start = time.time()
@@ -527,7 +612,9 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 for i, chunk in enumerate(all_chunks):
                     if i % 10000 == 0 and i > 0:
                         elapsed = time.time() - resampling_start
-                        logger.info(f"🕐 TIMING: Resampled {i}/{len(all_chunks)} chunks in {elapsed:.3f}s so far...")
+                        logger.info(
+                            f"🕐 TIMING: Resampled {i}/{len(all_chunks)} chunks in {elapsed:.3f}s so far..."
+                        )
 
                     async for resampled_chunk in resampler.process_chunk(chunk):
                         resampled_chunks.append(resampled_chunk)
@@ -535,14 +622,18 @@ async def batch_transcribe(file: UploadFile = File(...)):
                 resampling_time = time.time() - resampling_start
                 logger.info(f"🕐 TIMING: Resampling completed: {resampling_time:.3f}s")
                 final_chunks = resampled_chunks
-                logger.info(f"Resampled to {len(final_chunks)} chunks at {PARAKEET_SAMPLING_RATE}Hz")
+                logger.info(
+                    f"Resampled to {len(final_chunks)} chunks at {PARAKEET_SAMPLING_RATE}Hz"
+                )
             else:
                 final_chunks = all_chunks
                 logger.info("No resampling needed - audio already at 16kHz mono")
-            
+
             # Transcribe with all chunks (assertion will verify they're all 16kHz)
             transcribe_start = time.time()
-            logger.info(f"🕐 TIMING: Starting NeMo transcription with {len(final_chunks)} chunks")
+            logger.info(
+                f"🕐 TIMING: Starting NeMo transcription with {len(final_chunks)} chunks"
+            )
             result = await transcriber.transcribe_async(final_chunks)
             transcribe_time = time.time() - transcribe_start
             logger.info(f"🕐 TIMING: Transcription completed in {transcribe_time:.3f}s")
@@ -550,10 +641,10 @@ async def batch_transcribe(file: UploadFile = File(...)):
             total_time = time.time() - request_start
             logger.info(f"🕐 TIMING: Total request time: {total_time:.3f}s")
             return JSONResponse(content=result)
-            
+
         finally:
             os.unlink(tmp_filename)
-            
+
     except Exception as e:
         error_time = time.time() - request_start
         if isinstance(e, HTTPException):
@@ -561,90 +652,102 @@ async def batch_transcribe(file: UploadFile = File(...)):
         logger.exception(f"🕐 TIMING: Error occurred after {error_time:.3f}s - {e}")
         raise HTTPException(status_code=500, detail="Internal server error")
 
+
 @app.websocket("/stream")
 async def websocket_endpoint(websocket: WebSocket):
     """WebSocket streaming transcription endpoint."""
     if not transcriber:
         await websocket.close(code=1011, reason="Transcriber not initialized")
         return
-        
+
     await websocket.accept()
     logger.info("WebSocket connection established")
-    
+
     session_id: Optional[str] = None
     session: Optional[StreamingSession] = None
-    
+
     try:
         while True:
             # Receive message
             message = await websocket.receive_text()
             data = json.loads(message)
-            
+
             if data["type"] == "transcribe":
                 # Start new session
                 session_id = data.get("session_id", str(uuid.uuid4()))
                 config_data = data.get("config", {})
                 config = ProcessEventConfig(**config_data)
-                
+
                 session = StreamingSession(session_id, config, transcriber)
                 active_sessions[session_id] = session
-                
-                logger.info(f"Started streaming session {session_id} with config: {config}")
-                await websocket.send_text(json.dumps({
-                    "type": "session_started",
-                    "session_id": session_id
-                }))
-                
+
+                logger.info(
+                    f"Started streaming session {session_id} with config: {config}"
+                )
+                await websocket.send_text(
+                    json.dumps({"type": "session_started", "session_id": session_id})
+                )
+
             elif data["type"] == "audio_chunk":
                 if not session:
                     logger.warning("Received audio_chunk without active session")
                     continue
-                    
+
                 # Receive binary audio data
                 audio_data = await websocket.receive_bytes()
-                
+
                 # Add chunk and check if processing should be triggered
                 rate = data.get("rate", 16000)
                 width = data.get("width", 2)
                 channels = data.get("channels", 1)
-                
-                should_process = await session.add_audio_chunk(audio_data, rate, width, channels)
-                
+
+                should_process = await session.add_audio_chunk(
+                    audio_data, rate, width, channels
+                )
+
                 if should_process and session.config.return_interim_results:
                     # Process buffered audio and send interim result
                     result = await session.process_buffered_audio()
                     if result["text"]:  # Only send if we have actual text
-                        await websocket.send_text(json.dumps({
-                            "type": "interim_result",
-                            "session_id": session_id,
-                            "is_final": False,
-                            **result
-                        }))
-                
+                        await websocket.send_text(
+                            json.dumps(
+                                {
+                                    "type": "interim_result",
+                                    "session_id": session_id,
+                                    "is_final": False,
+                                    **result,
+                                }
+                            )
+                        )
+
             elif data["type"] == "finalize":
                 if not session:
                     logger.warning("Received finalize without active session")
                     continue
-                    
+
                 # Process any remaining audio and send final result
                 result = await session.process_buffered_audio()
-                
+
                 # Send final result
-                await websocket.send_text(json.dumps({
-                    "type": "final_result", 
-                    "session_id": session_id,
-                    "is_final": True,
-                    **result
-                }))
-                
+                await websocket.send_text(
+                    json.dumps(
+                        {
+                            "type": "final_result",
+                            "session_id": session_id,
+                            "is_final": True,
+                            **result,
+                        }
+                    )
+                )
+
                 # Cleanup session
                 if session_id in active_sessions:
                     del active_sessions[session_id]
                 logger.info(f"Finalized session {session_id}")
-                
+
             else:
                 logger.warning(f"Unknown message type: {data['type']}")
-                
+
     except WebSocketDisconnect:
         logger.info("WebSocket disconnected")
     except Exception as e:
@@ -654,17 +757,18 @@ async def websocket_endpoint(websocket: WebSocket):
         if session_id and session_id in active_sessions:
             del active_sessions[session_id]
 
+
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Parakeet ASR HTTP/WebSocket Service")
     parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
     parser.add_argument("--port", type=int, default=8080, help="Port to bind to")
     parser.add_argument("--model", help="NeMo model name", required=False)
     args = parser.parse_args()
-    
+
     # Set model via environment variable
     if args.model:
         os.environ["PARAKEET_MODEL"] = args.model
     else:
         os.environ["PARAKEET_MODEL"] = "nvidia/parakeet-tdt-0.6b-v3"
-    
-    uvicorn.run(app, host=args.host, port=args.port)
\ No newline at end of file
+
+    uvicorn.run(app, host=args.host, port=args.port)
diff --git a/extras/asr-services/providers/af_next/Dockerfile b/extras/asr-services/providers/af_next/Dockerfile
new file mode 100644
index 00000000..a89d6cbd
--- /dev/null
+++ b/extras/asr-services/providers/af_next/Dockerfile
@@ -0,0 +1,45 @@
+# syntax=docker/dockerfile:1
+#
+# NVIDIA Audio Flamingo Next ASR Provider Dockerfile
+#
+# Promptable audio-language model with timestamped multi-talker ASR.
+# Default checkpoint is the Think variant (emits <think>...</think>
+# reasoning before the answer; we surface it via metadata + logs).
+#
+# License: NVIDIA OneWay Noncommercial — research use only.
+# Roughly 18-24GB VRAM at BF16; fits on a single 3090/4090.
+
+ARG PYTORCH_CUDA_VERSION=cu126
+
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl ffmpeg libsndfile1 git \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+COPY pyproject.toml uv.lock ./
+ARG PYTORCH_CUDA_VERSION
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-install-project --group af-next --extra ${PYTORCH_CUDA_VERSION}
+
+ENV PATH="/app/.venv/bin:$PATH"
+
+COPY common/ ./common/
+COPY providers/af_next/ ./providers/af_next/
+
+ENV HF_HOME="/models"
+ENV ASR_MODEL="nvidia/audio-flamingo-next-hf"
+ENV DEVICE="cuda"
+ENV TORCH_DTYPE="bfloat16"
+ENV MAX_NEW_TOKENS="4096"
+
+EXPOSE 8765
+
+CMD ["python", "-m", "providers.af_next.service", "--port", "8765"]
diff --git a/extras/asr-services/providers/af_next/__init__.py b/extras/asr-services/providers/af_next/__init__.py
new file mode 100644
index 00000000..3a1cc21e
--- /dev/null
+++ b/extras/asr-services/providers/af_next/__init__.py
@@ -0,0 +1 @@
+"""NVIDIA Audio Flamingo Next ASR provider."""
diff --git a/extras/asr-services/providers/af_next/service.py b/extras/asr-services/providers/af_next/service.py
new file mode 100644
index 00000000..7226dce8
--- /dev/null
+++ b/extras/asr-services/providers/af_next/service.py
@@ -0,0 +1,85 @@
+"""
+Audio Flamingo Next ASR Service.
+
+FastAPI service for NVIDIA Audio Flamingo Next: prompt-driven speech
+transcription with timestamped multi-talker diarization. License is
+NVIDIA OneWay Noncommercial — research use only.
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseASRService, create_asr_app
+from common.response_models import TranscriptionResult
+from providers.af_next.transcriber import AudioFlamingoNextTranscriber
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+class AudioFlamingoNextService(BaseASRService):
+    """ASR service using NVIDIA Audio Flamingo Next."""
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.transcriber: Optional[AudioFlamingoNextTranscriber] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "af_next"
+
+    async def warmup(self) -> None:
+        logger.info(f"Initializing Audio Flamingo Next with model: {self.model_id}")
+        loop = asyncio.get_event_loop()
+        self.transcriber = AudioFlamingoNextTranscriber(self.model_id)
+        await loop.run_in_executor(None, self.transcriber.load_model)
+        logger.info("Audio Flamingo Next model loaded and ready")
+
+    async def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+    ) -> TranscriptionResult:
+        transcriber = self.transcriber
+        if transcriber is None:
+            raise RuntimeError("Service not initialized")
+
+        loop = asyncio.get_event_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: transcriber.transcribe(
+                audio_file_path,
+                context_info=context_info,
+                prompt_override=prompt,
+            ),
+        )
+        return result
+
+    def get_capabilities(self) -> list[str]:
+        return ["timestamps", "diarization"]
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Audio Flamingo Next ASR Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8765, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["ASR_MODEL"] = args.model
+
+    model_id = os.getenv("ASR_MODEL", "nvidia/audio-flamingo-next-think-hf")
+    service = AudioFlamingoNextService(model_id)
+    app = create_asr_app(service)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/asr-services/providers/af_next/transcriber.py b/extras/asr-services/providers/af_next/transcriber.py
new file mode 100644
index 00000000..f0cdfdb4
--- /dev/null
+++ b/extras/asr-services/providers/af_next/transcriber.py
@@ -0,0 +1,349 @@
+"""
+Audio Flamingo Next Transcriber.
+
+Uses NVIDIA's Audio Flamingo Next (Think variant by default) for
+prompt-driven speech transcription with timestamped multi-talker
+diarization. The Think variant emits ``<think>...</think>`` reasoning
+traces before its final answer; we strip those from the user-facing
+transcript but stash them in ``TranscriptionResult.metadata`` and log
+the full raw output so the reasoning is never silently dropped.
+
+License: NVIDIA OneWay Noncommercial — research use only.
+
+Audio expectations: mono, 16 kHz. The model windows long inputs
+internally up to 30 minutes; we still batch ourselves above
+``BATCH_THRESHOLD_SECONDS`` so progress can be reported.
+"""
+
+import logging
+import os
+import re
+import wave
+from typing import Optional
+
+import torch
+from common.batching import split_audio_file, stitch_transcription_results
+from common.response_models import Segment, Speaker, TranscriptionResult
+from transformers import AutoModel, AutoProcessor
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MODEL = "nvidia/audio-flamingo-next-hf"
+MAX_CHUNK_SECONDS = 1800  # AF-Next supports up to 30 minutes natively
+# Window long audio into 2-min chunks. AF-Next doesn't just "summarise near the
+# end" of a long window — on a long window it also *skips* low-priority opening
+# material (rapid intro montage over music) entirely, transcribing only the
+# "main" content. A 2-min clip it transcribes verbatim start-to-finish; a 5-/10-
+# min clip drops the cold open and is erratic on word count. So keep windows
+# small. Cost: ~22 windows for a 44-min episode, ~30 s each → ~12 min total.
+BATCH_THRESHOLD_SECONDS = 120  # Batch into windows above this duration
+BATCH_DURATION_SECONDS = 100  # Stride between windows when batching
+BATCH_OVERLAP_SECONDS = 20  # → each window is 120s (the proven ceiling)
+
+# Prompt (verified on CoSHE Hinglish + Shark Tank audio, May 2026):
+# AF-Next is an audio-language *assistant*, not a dedicated ASR model — its chat
+# template's baked-in system prompt tells it to "interpret the entirety of the
+# content of any input audio". NVIDIA's model card guidance is therefore to ASK
+# DIRECTLY for ASR; the documented ASR prompt is literally "Transcribe the input
+# speech." (see https://huggingface.co/nvidia/audio-flamingo-next-hf, Prompt Guide).
+#
+# An elaborate "verbatim transcript ... begin from the first sound ... mark
+# [music]/[applause] ... speaker labels ... no timestamps" prompt does the OPPOSITE
+# of asking directly: every clause points the model at the non-speech scene and a
+# timestamped template, so it slips into captioner mode — e.g.
+#   "[0.0-35] A man speaks continuously. Music plays softly... silence"
+# — instead of transcribing. On a worst-case CoSHE sample the elaborate prompt sat
+# at ~100% median WER (pure descriptions); the bare prompt below dropped that to
+# ~74% and turned descriptions back into real transcripts.
+#
+# Keep the task request BARE. Steer language / script / "do not translate" via
+# context_info (passed per-request), NOT by enriching this prompt — adding language
+# rules here re-triggers the description/template behavior. For multi-talker
+# diarization, NVIDIA's documented prompt is: "Transcribe the input audio. If
+# multiple speakers are present, provide diarized transcripts with speaker labels."
+# (override via TRANSCRIPTION_PROMPT) — but it scores worse than the bare ASR prompt
+# on hard single-channel Hinglish, so the bare prompt is the default.
+DEFAULT_TRANSCRIPTION_PROMPT = "Transcribe the input speech."
+
+# Speaker label at the START of a paragraph. Matches both "[Speaker N]"
+# (Instruct default) and "Speaker N:" (when the model drops brackets).
+# Optional leading "[start-end] " timestamp prefix is captured if present.
+SPEAKER_PREFIX_RE = re.compile(
+    r"^\s*"
+    r"(?:\[(?P<start>\d+(?:\.\d+)?)\s*-\s*(?P<end>\d+(?:\.\d+)?)\]\s*)?"
+    r"(?:\[(?P<bspeaker>Speaker\s*\d+)\]|(?P<pspeaker>Speaker\s*\d+):)\s*",
+)
+PARAGRAPH_SPLIT_RE = re.compile(r"\n\s*\n+")
+THINK_BLOCK_RE = re.compile(r"<think>(.*?)</think>", re.DOTALL)
+
+
+def _strip_think(raw: str) -> tuple[str, str]:
+    """Split raw model output into (answer, reasoning).
+
+    AF-Next-Think emits ``<think>...</think>`` before the answer.
+    Returns the trailing answer text and the concatenated reasoning
+    content (empty string when no think block is present).
+    """
+    reasoning_parts = THINK_BLOCK_RE.findall(raw)
+    answer = THINK_BLOCK_RE.sub("", raw).strip()
+    reasoning = "\n\n".join(part.strip() for part in reasoning_parts).strip()
+    return answer, reasoning
+
+
+def _parse_diarized_text(
+    text: str, chunk_start: float, chunk_end: float
+) -> list[Segment]:
+    """Parse AF-Next answer text into Segment objects.
+
+    AF-Next-Instruct returns multi-line speaker blocks separated by blank
+    lines. A paragraph either starts with a speaker label (`[Speaker N]` /
+    `Speaker N:`) or is *unlabeled* — in which case we set ``speaker=None``
+    rather than guessing, so the downstream speaker-recognition service
+    can attribute it. Existing convention: integer/None speaker IDs are
+    normalised to "Speaker N"/"unknown" later by the backend, and bracketed
+    text like ``[music]`` is reclassified as ``segment_type="event"`` by
+    ``utils.segment_utils.classify_segment_text``.
+
+    Per-segment timestamps are honoured when the model emits them; otherwise
+    we don't fake timing or diarization — the whole chunk is returned as one
+    unknown-speaker segment.
+    """
+    clean = text.strip()
+    if not clean or clean == "[NO SPEECH]":
+        return []
+
+    paragraphs = [p.strip() for p in PARAGRAPH_SPLIT_RE.split(text) if p.strip()]
+    if not paragraphs:
+        return []
+
+    # Each item: (speaker, opt_start_str, opt_end_str, body)
+    raw_segments: list[tuple[str | None, str | None, str | None, str]] = []
+    for para in paragraphs:
+        m = SPEAKER_PREFIX_RE.match(para)
+        if m:
+            speaker_raw = m.group("bspeaker") or m.group("pspeaker")
+            speaker = speaker_raw.replace("  ", " ").strip() if speaker_raw else None
+            body = para[m.end() :].strip(" \n\t:")
+            ts_start = m.group("start")
+            ts_end = m.group("end")
+        else:
+            speaker = None  # unlabeled — let speaker recognition re-attribute
+            body = para.strip(" \n\t:")
+            ts_start = ts_end = None
+        if body:
+            raw_segments.append((speaker, ts_start, ts_end, body))
+
+    if not raw_segments:
+        return [Segment(text=clean, start=chunk_start, end=chunk_end, speaker=None)]
+
+    has_timestamps = all(s[1] is not None for s in raw_segments)
+    segments: list[Segment] = []
+
+    if has_timestamps:
+        for speaker, ts_start, ts_end, body in raw_segments:
+            if ts_start is None or ts_end is None:
+                continue
+            try:
+                s = max(chunk_start, min(chunk_start + float(ts_start), chunk_end))
+                e = max(s, min(chunk_start + float(ts_end), chunk_end))
+            except (TypeError, ValueError):
+                continue
+            segments.append(
+                Segment(text=body, start=round(s, 3), end=round(e, 3), speaker=speaker)
+            )
+        if segments:
+            return segments
+
+    # No real per-segment timestamps from the model — don't fake timing or
+    # diarization. Collapse to ONE segment spanning the whole chunk with an
+    # unknown speaker.
+    clean = " ".join(body for _, _, _, body in raw_segments).strip()
+    if not clean:
+        return []
+    return [Segment(text=clean, start=chunk_start, end=chunk_end, speaker=None)]
+
+
+class AudioFlamingoNextTranscriber:
+    """Transcriber using NVIDIA Audio Flamingo Next (Think variant)."""
+
+    def __init__(self, model_id: str | None = None):
+        self.model_id = model_id or os.getenv("ASR_MODEL", DEFAULT_MODEL)
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
+        self.torch_dtype = os.getenv("TORCH_DTYPE", "bfloat16")
+        # Think traces are verbose; gemma4 uses 512, AF-Next-Think docs suggest 4096+
+        self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "4096"))
+        # AF-Next greedy decoding is prone to degenerate loops; bump higher if the
+        # transcript still repeats. >~1.6 starts to distort legitimate repeats.
+        self.repetition_penalty = float(os.getenv("REPETITION_PENALTY", "1.5"))
+        self.batch_threshold = float(
+            os.getenv("BATCH_THRESHOLD_SECONDS", str(BATCH_THRESHOLD_SECONDS))
+        )
+        self.batch_duration = float(
+            os.getenv("BATCH_DURATION_SECONDS", str(BATCH_DURATION_SECONDS))
+        )
+        self.batch_overlap = float(
+            os.getenv("BATCH_OVERLAP_SECONDS", str(BATCH_OVERLAP_SECONDS))
+        )
+        self.prompt = os.getenv("TRANSCRIPTION_PROMPT", DEFAULT_TRANSCRIPTION_PROMPT)
+        self.processor = None
+        self.model = None
+
+    def load_model(self) -> None:
+        """Load model and processor."""
+        logger.info(f"Loading Audio Flamingo Next model: {self.model_id}")
+
+        dtype_map = {
+            "bfloat16": torch.bfloat16,
+            "float16": torch.float16,
+            "float32": torch.float32,
+        }
+        dtype = dtype_map.get(self.torch_dtype, torch.bfloat16)
+
+        self.processor = AutoProcessor.from_pretrained(self.model_id)
+        self.model = AutoModel.from_pretrained(
+            self.model_id,
+            torch_dtype=dtype,
+            device_map="auto",
+        ).eval()
+        logger.info(f"Model loaded on {self.device}")
+
+    def _transcribe_single(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe a single audio file or window."""
+        if self.processor is None or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        if duration < 1.0:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        prompt = prompt_override or self.prompt
+        if context_info:
+            prompt += f"\n\nAdditional context / hot words: {context_info}"
+
+        # AF-Next message format: text first, then audio path-typed content.
+        conversation = [
+            [
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": prompt},
+                        {"type": "audio", "path": audio_file_path},
+                    ],
+                }
+            ]
+        ]
+
+        batch = self.processor.apply_chat_template(
+            conversation,
+            tokenize=True,
+            add_generation_prompt=True,
+            return_dict=True,
+        ).to(self.model.device)
+
+        # Audio features arrive as fp32; cast to model dtype before forward
+        if "input_features" in batch:
+            batch["input_features"] = batch["input_features"].to(self.model.dtype)
+
+        input_len = batch["input_ids"].shape[-1]
+
+        with torch.inference_mode():
+            outputs = self.model.generate(
+                **batch,
+                max_new_tokens=self.max_new_tokens,
+                do_sample=False,
+                repetition_penalty=self.repetition_penalty,
+                # AF-Next greedy decoding is prone to degenerate loops
+                # ("[t-t] Ohh." x N, "haan haan haan ...") on Hinglish + music.
+                # Block any repeated 4-gram to break those without hurting
+                # legitimate short repetitions.
+                no_repeat_ngram_size=4,
+            )
+
+        raw_text = self.processor.batch_decode(
+            outputs[:, input_len:], skip_special_tokens=True
+        )[0].strip()
+
+        # Log the FULL output (no truncation) so the reasoning trace is
+        # always recoverable from container logs.
+        logger.info(
+            f"AF-Next raw output ({duration:.1f}s, {len(raw_text)} chars):\n{raw_text}"
+        )
+
+        answer, reasoning = _strip_think(raw_text)
+        segments = _parse_diarized_text(answer, 0.0, duration)
+
+        speaker_ids = sorted({s.speaker for s in segments if s.speaker})
+        speakers = (
+            [
+                Speaker(id=sid, label=None, start=0.0, end=duration)
+                for sid in speaker_ids
+            ]
+            if speaker_ids
+            else None
+        )
+
+        text = " ".join(s.text for s in segments) or answer
+
+        metadata = {"raw_output": raw_text}
+        if reasoning:
+            metadata["reasoning"] = reasoning
+
+        return TranscriptionResult(
+            text=text,
+            segments=segments,
+            speakers=speakers,
+            duration=duration,
+            metadata=metadata,
+        )
+
+    def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe audio, batching long inputs."""
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        if duration <= self.batch_threshold:
+            return self._transcribe_single(
+                audio_file_path, context_info, prompt_override
+            )
+
+        logger.info(
+            f"Audio is {duration:.1f}s (>{self.batch_threshold}s), "
+            f"batching with {self.batch_duration}s windows, {self.batch_overlap}s overlap"
+        )
+        windows = split_audio_file(
+            audio_file_path,
+            batch_duration=self.batch_duration,
+            overlap=self.batch_overlap,
+        )
+
+        batch_results = []
+        for i, (window_path, start_time, end_time) in enumerate(windows):
+            logger.info(
+                f"Transcribing batch {i + 1}/{len(windows)} "
+                f"[{start_time:.1f}s - {end_time:.1f}s]"
+            )
+            result = self._transcribe_single(window_path, context_info, prompt_override)
+            batch_results.append((result, start_time, end_time))
+            try:
+                os.unlink(window_path)
+            except OSError:
+                pass
+
+        return stitch_transcription_results(batch_results, self.batch_overlap)
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        return audio_duration > self.batch_threshold
diff --git a/extras/asr-services/providers/faster_whisper/service.py b/extras/asr-services/providers/faster_whisper/service.py
index 03d53a92..e04bc358 100644
--- a/extras/asr-services/providers/faster_whisper/service.py
+++ b/extras/asr-services/providers/faster_whisper/service.py
@@ -11,8 +11,9 @@
 import tempfile
 from typing import Optional
 
+import numpy as np
 import uvicorn
-
+from common.audio_utils import save_to_temp_wav
 from common.base_service import BaseASRService, create_asr_app
 from common.response_models import TranscriptionResult
 from providers.faster_whisper.transcriber import FasterWhisperTranscriber
@@ -57,9 +58,6 @@ async def warmup(self) -> None:
         # Warm up with short audio
         logger.info("Warming up model...")
         try:
-            import numpy as np
-            from common.audio_utils import save_to_temp_wav
-
             # Create 0.1s silence for warmup
             silence = np.zeros(1600, dtype=np.float32)  # 0.1s at 16kHz
             tmp_path = save_to_temp_wav(silence)
@@ -82,6 +80,7 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """Transcribe audio file. context_info is not used by this provider."""
         if self.transcriber is None:
diff --git a/extras/asr-services/providers/faster_whisper/transcriber.py b/extras/asr-services/providers/faster_whisper/transcriber.py
index 0e275dc0..a916e5c6 100644
--- a/extras/asr-services/providers/faster_whisper/transcriber.py
+++ b/extras/asr-services/providers/faster_whisper/transcriber.py
@@ -8,9 +8,8 @@
 import os
 from typing import Optional
 
-from faster_whisper import WhisperModel
-
 from common.response_models import Segment, TranscriptionResult, Word
+from faster_whisper import WhisperModel
 
 logger = logging.getLogger(__name__)
 
@@ -140,7 +139,9 @@ def transcribe(
             f"Transcription complete: {len(full_text)} chars, "
             f"{len(all_words)} words, {len(all_segments)} segments"
         )
-        logger.info(f"Detected language: {info.language} (prob: {info.language_probability:.2f})")
+        logger.info(
+            f"Detected language: {info.language} (prob: {info.language_probability:.2f})"
+        )
 
         return TranscriptionResult(
             text=full_text,
diff --git a/extras/asr-services/providers/gemma4/Dockerfile b/extras/asr-services/providers/gemma4/Dockerfile
new file mode 100644
index 00000000..cf9cbaa0
--- /dev/null
+++ b/extras/asr-services/providers/gemma4/Dockerfile
@@ -0,0 +1,50 @@
+# syntax=docker/dockerfile:1
+#
+# Gemma 4 E2B-it ASR Provider Dockerfile
+#
+# Google Gemma 4 multimodal model for speech-to-text with prompt-based diarization.
+# Default target is the E2B-it model (~5.1B params, ~10GB bf16 incl. the 78M MTP
+# assistant drafter) so it runs full precision on a single 24GB GPU. Set
+# GEMMA4_QUANT=4bit/8bit for smaller GPUs.
+
+ARG PYTORCH_CUDA_VERSION=cu126
+
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+# Install runtime deps + uv
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl ffmpeg libsndfile1 \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Install dependencies into .venv
+COPY pyproject.toml uv.lock ./
+ARG PYTORCH_CUDA_VERSION
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-install-project --group gemma4 --extra ${PYTORCH_CUDA_VERSION}
+
+# Activate venv by prepending to PATH
+ENV PATH="/app/.venv/bin:$PATH"
+
+# Copy application code
+COPY common/ ./common/
+COPY providers/gemma4/ ./providers/gemma4/
+
+# Default environment
+ENV HF_HOME="/models"
+ENV ASR_MODEL="google/gemma-4-E2B-it"
+ENV DEVICE="cuda"
+ENV TORCH_DTYPE="bfloat16"
+ENV MAX_NEW_TOKENS="512"
+ENV GEMMA4_QUANT="bf16"
+ENV GEMMA4_MTP="1"
+
+EXPOSE 8765
+
+CMD ["python", "-m", "providers.gemma4.service", "--port", "8765"]
diff --git a/extras/asr-services/providers/gemma4/UNIFIED_ENDPOINT_DESIGN.md b/extras/asr-services/providers/gemma4/UNIFIED_ENDPOINT_DESIGN.md
new file mode 100644
index 00000000..4d773b42
--- /dev/null
+++ b/extras/asr-services/providers/gemma4/UNIFIED_ENDPOINT_DESIGN.md
@@ -0,0 +1,178 @@
+# Gemma 4 unified multimodal endpoint — design
+
+## Problem
+
+Gemma 4 E2B is **one combined multimodal model**: audio understanding and text generation
+are the *same* forward pass over interleaved text+audio tokens. But the service exposes it
+as a set of task-specific wrappers, and none of them accept **more than one audio clip per
+request**:
+
+| endpoint | audio in | limitation |
+|----------|----------|-----------|
+| `/transcribe` | 1 file (multipart) | single audio; ASR-only framing |
+| `/v1/chat/completions` | none (text-only) | `ChatMessage.content: str`; no audio at all |
+| `/judge` | 1 file | single audio + transcript |
+| `/stream` (ws) | PCM frames | streaming ASR only |
+
+Consequences:
+1. **Multi-audio prompting is impossible.** Few-shot wake-word classification (show K example
+   clips + a candidate in one prompt) can't be expressed → today it requires loading a *second*
+   copy of the model in a one-off container, which OOMs the 24 GB GPU, so we **stop the live ASR
+   service, run, and restart** every time. Redundant model load + ASR downtime + GPU contention.
+2. **Redundant encode/decode round-trips.** The OpenAI `input_audio` transport is base64. For a
+   *local* caller that already has a wav on disk, the path is `file → base64 → (wire) → base64-decode
+   → temp file → processor re-reads+decodes`. Two of those steps are pure overhead.
+
+## Core insight
+
+Everything the model does is one operation:
+
+```
+generate(messages) -> text      # messages = interleaved [text | audio] parts
+```
+
+Transcribe, classify, judge, and chat are all **presets** of this. The clean shape is:
+
+- a single **canonical multimodal generate** path on the loaded model,
+- the **OpenAI-compatible chat/completions** endpoint as the *general* interface (this is the
+  industry-standard way to serve a combined model — same schema vLLM/Gemini/OpenRouter use for
+  audio: `content: [{type:"text"}, {type:"input_audio", input_audio:{data,format}}]`),
+- the ASR-specific wrappers kept thin on top.
+
+"Use the combined model as a general endpoint for both chat and ASR" = make `/v1/chat/completions`
+multimodal; transcription becomes "chat with a transcribe prompt + one audio".
+
+## Design — three layers
+
+```
+HTTP adapters (thin; format + presets)
+  POST /v1/chat/completions   GENERAL multimodal chat (text+audio messages)   ← chat, classify, judge, 1-shot ASR
+  POST /transcribe            ASR preset: silence-gate + >30s window/stitch + diarization-parse + NDJSON
+  POST /classify   (optional) convenience: example clips+labels+candidate -> label
+  POST /judge, WS /stream     existing presets
+        │   normalize_audio()  ── decode EVERY transport to np.float32@16k mono, ONCE
+        ▼
+Transcriber.generate(messages_with_array_audio) -> (text, in_tok, out_tok)   ← single canonical path, loaded model
+```
+
+### Layer 1 — canonical generate (transcriber.py)
+`generate(messages, *, max_tokens, temperature=0, top_p, top_k) -> (text, in_tok, out_tok)`
+- `messages`: `[{role, content:[parts]}]`; parts are `{"type":"text",...}` or
+  `{"type":"audio","audio": <np.ndarray>}` (mono float32 @ 16 kHz).
+- The ONLY place that calls `apply_chat_template` + `model.generate` + `_decode_response`.
+- No silence gate, no batching, no temp files — pure model access on the in-memory weights.
+- `generate_chat()` (today text-only) becomes a thin caller → full back-compat for text chat.
+
+### Layer 2 — audio normalization at the boundary (the round-trip fix)
+One helper `normalize_audio_parts(content) -> content` that accepts audio in any transport and
+decodes **exactly once to an array** (`soundfile.read(BytesIO)` / `load_audio_file`), never to disk:
+
+| transport | when | cost |
+|-----------|------|------|
+| `input_audio` base64 | remote / cloud-parity | b64→BytesIO→array (no temp file) |
+| multipart raw bytes | local, avoid +33% base64 tax | bytes→array |
+| `audio_path` ref (shared RO volume) | trusted local batch | `load_audio_file(path)` → array, **zero re-encode** |
+
+All converge to `{"type":"audio","audio": <array>}`. The `file→b64→file→decode` chain collapses to
+a single decode regardless of caller. (Validation note: confirm the installed processor accepts an
+ndarray under the `audio` key; today `_transcribe_single` passes a path. If a given transformers
+version wants a path/URL, normalize to the processor's accepted form once — still one decode, in a
+single place.)
+
+### Layer 3 — HTTP endpoints (thin adapters)
+- **`/v1/chat/completions`** — widen `ChatMessage.content` from `str` to `str | list[part]`; parts may
+  include `input_audio`. Pass through `normalize_audio_parts` → `generate`. This is the general
+  endpoint; classification/judge/one-shot-ASR are just prompts over it.
+- **`/transcribe`** — unchanged contract; still owns the ASR-only concerns the general endpoint
+  shouldn't carry (silence gate, >30 s windowing+stitch, diarization parse, NDJSON progress).
+  Internally routed through `normalize_audio_parts` + `generate`.
+- **`/classify`** (optional sugar) — multipart `examples[]` + `labels[]` + `candidate` → builds the
+  few-shot messages server-side → returns `{label, raw}`. Saves callers from hand-building messages.
+- `/judge`, `/stream` — refactor to call `generate`; behavior unchanged.
+
+## Consistency: OpenAI ↔ Gemma
+
+- The OpenAI `input_audio` part maps **deterministically** to Gemma's `{"type":"audio"}` part — a
+  faithful 1:1 adapter, *if normalized at the boundary*. Same payload works against OpenRouter/Gemini
+  **and** the local service → identical client code, just swap `base_url`. (This is what lets
+  `threeway_probe.py` target cloud or local unchanged.)
+- One Gemma-specific nuance: it prefers the audio **after** its text label in a turn. We preserve
+  client-provided part order; presets emit the correct order. So consistency holds.
+- The chat path deliberately **skips the silence gate** (that's an ASR-output concern) — correct for
+  classification, where we want a verdict even on near-silent clips.
+
+## Transport guidance (answering "just random round trips")
+
+- **Remote/cloud:** base64 `input_audio` is unavoidable (no shared FS) — but we decode once to an
+  array, never to a temp file.
+- **Local batch (triage over pending clips):** prefer **`audio_path` refs** with the wakeword
+  `data/samples` volume mounted read-only into the asr container → the service reads each wav
+  straight to an array. No base64, no temp files, no copies. Multipart raw is the middle option.
+
+## Impact / migration
+- **Back-compat:** `/transcribe` and text-only `/v1/chat` behave exactly as today. `ChatMessage.content`
+  widened to `str | list` (additive). One image rebuild.
+- **Deletes the stop/restart workflow:** multi-audio few-shot classification is served by the *live*
+  model — no second load, no ASR downtime, no extra idle VRAM (same weights).
+- **Less code, one behavior:** transcribe/classify/judge/chat unified on one generate path.
+- **Concurrency:** GPU generate is serial; a batch labeling job shares the card with live ASR/wake
+  transcription. Fine for background triage; if it matters, route batch on the existing ASR "normal"
+  lane (priority lane keeps wake clips ahead). See `asr-priority-lane`.
+
+## Status — IMPLEMENTED + validated (2026-06-14)
+
+Done (minimal, backward-compatible):
+- `common/audio_utils.py`: added `load_audio_bytes(bytes)` — in-memory WAV→array (no temp file),
+  reuses `convert_audio_to_numpy`/`convert_to_mono`/`resample_audio`.
+- `providers/gemma4/transcriber.py`: added `_normalize_chat_content()` and wired it into
+  `generate_chat()`. `input_audio` base64 → decode once to ndarray; **path refs + ndarrays + text
+  pass straight through** (processor loads paths natively). No new endpoint, no schema change —
+  `/v1/chat/completions` already forwards `messages: list[dict]`, so audio parts just flow through.
+- Verified the processor accepts an **ndarray** under `audio` (not only a path), so no temp files.
+
+Validated on the LIVE service (no stop/restart, no second model load):
+- Multi-audio few-shot through `/v1/chat/completions` works on the running model.
+- 3-way on the 27 held-out clips via the endpoint = **96.3% (26/27)** vs **100% in-container**.
+  The single flip is a borderline `hermes`: in-container passed **file paths** (transformers' own
+  loader), the endpoint sent **base64** decoded by our `wave` loader (`/32767` scaling) — slightly
+  different decode flips one boundary case (both greedy).
+
+Decode-path takeaway: for **local** callers, prefer **path refs** (mount `data/samples` RO into the
+asr container, send `{"type":"audio","audio":"<container path>"}`) → exact `/transcribe` parity, no
+base64, no decode. base64 stays for remote/cloud where there's no shared FS (accept the 1-in-27
+boundary wobble, or align the loaders for bit-parity later).
+
+NOTE: the running image was built before the final "path refs pass through" tweak; rebuild to
+activate path-ref parity. base64 flow is already live and correct.
+
+## Conclusion (where we stopped, 2026-06-14)
+
+**Validated + serving primitive built; the wakeword-service integration is deferred.**
+- Approach proven: 3-way few-shot ("hey hermes" / "hermes" / "nothing"), gemma4 E2B best
+  (98% labeled, 100%/96% on the user's 27 held-out hand-labels), local + free.
+- `/v1/chat/completions` now serves multi-audio on the live model — no stop/restart.
+- NOT built: any loop inside `extras/wakeword-service/` (no trigger, no pending triage, no
+  suggestion write/surface). Probe scripts under `ml-experiments/.../wakeword_gemma_classify/`
+  are eval harnesses only.
+
+**Eventual shape (per user):** mostly a **button** in the review UI ("suggest labels") that calls the
+classifier over `pending/` and pre-fills suggestions for confirm/correct — NOT an autonomous labeler.
+
+**Key open problem before that ships: a reliable "unsure"/abstain.** The classifier currently makes a
+forced 3-way choice; for a triage button it must *defer* hard cases to the human instead of guessing.
+Candidate signals (none built yet):
+- explicit 4th label "unsure" in the prompt (cheap, but models rarely self-abstain reliably);
+- self-consistency — run N times with shuffled few-shot order / different ref sets, abstain on
+  disagreement (needs sampling or perturbation since greedy is deterministic);
+- two-stage classify→verify, abstain when they disagree;
+- token-logprob confidence if we expose it from `generate` (top-token prob as a calibrated score);
+- cheap energy/VAD pre-gate to auto-route near-silence to "nothing" (note: a real wake existed at
+  rms 0.0023, so a global floor is unsafe — use only as a soft signal).
+The abstain mechanism, not the classifier, is the remaining design work.
+
+## Build order
+1. `transcriber.generate()` canonical path + refactor `generate_chat` to delegate.
+2. `normalize_audio_parts()` (base64 + multipart + path), decode-once-to-array.
+3. Widen `/v1/chat/completions` schema + wire normalization.
+4. (optional) `/classify` convenience preset.
+5. Rebuild image. Point `threeway_probe.py` / a new `classify_pending.py` at `localhost:8767` — zero restarts.
diff --git a/extras/asr-services/providers/gemma4/__init__.py b/extras/asr-services/providers/gemma4/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/asr-services/providers/gemma4/service.py b/extras/asr-services/providers/gemma4/service.py
new file mode 100644
index 00000000..5af029cd
--- /dev/null
+++ b/extras/asr-services/providers/gemma4/service.py
@@ -0,0 +1,402 @@
+"""
+Gemma 4 ASR Service.
+
+FastAPI service for Google Gemma 4 E2B-it multimodal transcription,
+with an OpenAI-compatible chat completions endpoint for unified STT+LLM mode.
+"""
+
+import argparse
+import asyncio
+import json
+import logging
+import os
+import tempfile
+import time
+import uuid
+import wave
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseASRService, create_asr_app
+from common.response_models import TranscriptionResult
+from fastapi import (
+    File,
+    Form,
+    HTTPException,
+    UploadFile,
+    WebSocket,
+    WebSocketDisconnect,
+)
+from providers.gemma4.transcriber import Gemma4Transcriber
+from pydantic import BaseModel
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+# Streaming audio is 16-bit LE mono PCM at 16 kHz (Chronicle streaming contract).
+STREAM_SAMPLE_RATE = 16000
+STREAM_BYTES_PER_SEC = STREAM_SAMPLE_RATE * 2
+
+
+def _pcm_to_temp_wav(pcm: bytes) -> str:
+    """Write raw PCM bytes to a temporary 16 kHz mono WAV file, return its path."""
+    fd, path = tempfile.mkstemp(suffix=".wav")
+    os.close(fd)
+    with wave.open(path, "wb") as wf:
+        wf.setnchannels(1)
+        wf.setsampwidth(2)
+        wf.setframerate(STREAM_SAMPLE_RATE)
+        wf.writeframes(pcm)
+    return path
+
+
+# --- OpenAI-compatible request/response models ---
+
+
+class ChatMessage(BaseModel):
+    role: str
+    content: str
+
+
+class ChatCompletionRequest(BaseModel):
+    model: str = "gemma-4-E2B-it"
+    messages: list[dict]
+    # Google's recommended sampling configuration for Gemma 4.
+    temperature: float = 1.0
+    top_p: float = 0.95
+    top_k: int = 64
+    max_tokens: Optional[int] = None
+
+
+# --- ASR Service ---
+
+
+class Gemma4Service(BaseASRService):
+    """ASR service using Google Gemma 4 E2B-it multimodal model."""
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.transcriber: Optional[Gemma4Transcriber] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "gemma4"
+
+    async def warmup(self) -> None:
+        logger.info(f"Initializing Gemma 4 with model: {self.model_id}")
+        loop = asyncio.get_event_loop()
+        self.transcriber = Gemma4Transcriber(self.model_id)
+        await loop.run_in_executor(None, self.transcriber.load_model)
+        logger.info("Gemma 4 model loaded and ready")
+
+    async def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+    ) -> TranscriptionResult:
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+
+        loop = asyncio.get_event_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: self.transcriber.transcribe(
+                audio_file_path,
+                context_info=context_info,
+                prompt_override=prompt,
+            ),
+        )
+        return result
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Stream NDJSON progress for audio long enough to be batched.
+
+        Without this, long audio is transcribed on the single-JSON path and the
+        HTTP response is withheld until every window finishes — which exceeds
+        the client's read timeout and fails the request mid-transcription.
+        """
+        if self.transcriber is None:
+            return False
+        return self.transcriber.supports_batch_progress(audio_duration)
+
+    def transcribe_with_progress(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+        **kwargs,
+    ):
+        """Yield progress counters then the final result for long audio.
+
+        Delegates to the transcriber's batched generator (run synchronously via
+        run_in_executor by the endpoint) and converts the final result object
+        to the NDJSON wire shape.
+        """
+        if kwargs:
+            logger.warning(
+                f"transcribe_with_progress: ignoring unsupported kwargs: {list(kwargs.keys())}"
+            )
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+        for event in self.transcriber._transcribe_batched_with_progress(
+            audio_file_path,
+            context_info=context_info,
+            prompt_override=prompt,
+        ):
+            if event["type"] == "result":
+                yield {"type": "result", **event["result"].to_dict()}
+            else:
+                yield event
+
+    def get_capabilities(self) -> list[str]:
+        # No "diarization": Gemma 4 E2B does NOT diarize. Even with explicit/forceful
+        # "Speaker N:" prompts it collapses multi-speaker audio into one speaker (0/8 correct
+        # on 3-speaker clips, 2/12 on 2-speaker; see
+        # extras/ml-experiments/experiments/gemma4_diarization). Advertising diarization made
+        # transcription_jobs falsely stamp diarization_source="provider".
+        #
+        # "context_prompt": Gemma 4 consumes ASR context as LLM prompt text (not an
+        # acoustic keyword-boost), so the backend feeds it the user-authored
+        # asr_context only and withholds the wake-word boost list, which it would
+        # otherwise echo into the transcript.
+        return ["timestamps", "llm", "context_prompt"]
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Gemma 4 ASR Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8765, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["ASR_MODEL"] = args.model
+
+    model_id = os.getenv("ASR_MODEL", "google/gemma-4-E2B-it")
+    service = Gemma4Service(model_id)
+    app = create_asr_app(service)
+
+    # --- OpenAI-compatible LLM endpoints (unified STT+LLM mode) ---
+
+    @app.post("/v1/chat/completions")
+    async def chat_completions(request: ChatCompletionRequest):
+        """OpenAI-compatible chat completions using the loaded Gemma 4 model."""
+        if not service.is_ready or service.transcriber is None:
+            raise HTTPException(status_code=503, detail="Service not ready")
+
+        loop = asyncio.get_event_loop()
+        text, prompt_tokens, completion_tokens = await loop.run_in_executor(
+            None,
+            lambda: service.transcriber.generate_chat(
+                messages=request.messages,
+                max_tokens=request.max_tokens,
+                temperature=request.temperature,
+                top_p=request.top_p,
+                top_k=request.top_k,
+            ),
+        )
+
+        return {
+            "id": f"chatcmpl-gemma4-{uuid.uuid4().hex[:12]}",
+            "object": "chat.completion",
+            "created": int(time.time()),
+            "model": service.model_id,
+            "choices": [
+                {
+                    "index": 0,
+                    "message": {"role": "assistant", "content": text},
+                    "finish_reason": "stop",
+                }
+            ],
+            "usage": {
+                "prompt_tokens": prompt_tokens,
+                "completion_tokens": completion_tokens,
+                "total_tokens": prompt_tokens + completion_tokens,
+            },
+        }
+
+    @app.post("/judge")
+    async def judge_transcript(
+        file: UploadFile = File(...),
+        transcript: str = Form(...),
+        context: str = Form(""),
+        strictness: str = Form("balanced"),
+    ):
+        """Judge whether a transcript segment is accurate for an audio clip.
+
+        Accepts an audio clip + transcript text + optional surrounding context.
+        Returns a verdict with confidence, errors, and reasoning.
+        """
+        if not service.is_ready or service.transcriber is None:
+            raise HTTPException(status_code=503, detail="Service not ready")
+
+        if strictness not in ("strict", "balanced", "lenient"):
+            raise HTTPException(
+                status_code=400,
+                detail=f"Invalid strictness: {strictness}. Must be strict, balanced, or lenient.",
+            )
+
+        tmp_filename = None
+        try:
+            audio_content = await file.read()
+
+            suffix = ".wav"
+            if file.filename:
+                ext = file.filename.rsplit(".", 1)[-1].lower()
+                if ext in ("wav", "mp3", "flac", "ogg", "m4a"):
+                    suffix = f".{ext}"
+
+            with tempfile.NamedTemporaryFile(suffix=suffix, delete=False) as tmp_file:
+                tmp_file.write(audio_content)
+                tmp_filename = tmp_file.name
+
+            loop = asyncio.get_event_loop()
+            result = await loop.run_in_executor(
+                None,
+                lambda: service.transcriber.judge_single(
+                    tmp_filename, transcript, context, strictness
+                ),
+            )
+
+            return result
+
+        except HTTPException:
+            raise
+        except Exception as e:
+            logger.exception(f"Judge failed: {e}")
+            raise HTTPException(status_code=500, detail=f"Judge failed: {e}")
+        finally:
+            if tmp_filename:
+                try:
+                    os.unlink(tmp_filename)
+                except Exception:
+                    pass
+
+    @app.get("/v1/models")
+    async def list_models():
+        """List available models (for OpenAI client health checks)."""
+        return {
+            "object": "list",
+            "data": [
+                {
+                    "id": service.model_id,
+                    "object": "model",
+                    "owned_by": "google",
+                }
+            ],
+        }
+
+    # --- Streaming-ish WebSocket endpoint (Chronicle stt_stream contract) ---
+    #
+    # Gemma 4 is a batch ASR model with no incremental decoding and (critically)
+    # no word timestamps, so true local-agreement commit (which needs word-level
+    # audio offsets to trim the buffer) is not possible. Instead we mirror the
+    # qwen3 bridge: re-decode a bounded rolling window every interval to emit
+    # interim previews, and run one full (batched) transcription on stream end
+    # for the accurate final. The bounded window caps the per-decode cost on
+    # long sessions. Reuses the already-loaded model (single process, no bridge).
+    stream_interval = float(os.getenv("GEMMA4_STREAM_INTERVAL_SECONDS", "4"))
+    stream_window = float(os.getenv("GEMMA4_STREAM_WINDOW_SECONDS", "30"))
+
+    def _transcribe_pcm(pcm: bytes) -> TranscriptionResult:
+        path = _pcm_to_temp_wav(pcm)
+        try:
+            return service.transcriber.transcribe(path)
+        finally:
+            try:
+                os.unlink(path)
+            except OSError:
+                pass
+
+    @app.websocket("/stream")
+    async def stream(ws: WebSocket):
+        """Streaming transcription: binary PCM in, interim/final JSON out."""
+        await ws.accept()
+        if not service.is_ready or service.transcriber is None:
+            await ws.close(code=1011, reason="Service not ready")
+            return
+
+        loop = asyncio.get_event_loop()
+        audio = bytearray()
+        prev_interim = ""
+        last_decoded_bytes = 0
+        running = True
+        try:
+            while running:
+                try:
+                    message = await asyncio.wait_for(ws.receive(), timeout=60.0)
+                except asyncio.TimeoutError:
+                    continue
+
+                if message.get("type") == "websocket.disconnect":
+                    break
+
+                if message.get("bytes"):
+                    audio.extend(message["bytes"])
+                    pending = (len(audio) - last_decoded_bytes) / STREAM_BYTES_PER_SEC
+                    if pending >= stream_interval:
+                        last_decoded_bytes = len(audio)
+                        window = bytes(
+                            audio[-int(stream_window * STREAM_BYTES_PER_SEC) :]
+                        )
+                        try:
+                            result = await loop.run_in_executor(
+                                None, _transcribe_pcm, window
+                            )
+                        except Exception as e:
+                            logger.warning(f"gemma4 stream interim failed: {e}")
+                            continue
+                        text = (result.text or "").strip()
+                        if text and text != prev_interim:
+                            prev_interim = text
+                            await ws.send_json(
+                                {
+                                    "type": "interim",
+                                    "text": text,
+                                    "words": [],
+                                    "segments": [],
+                                }
+                            )
+                elif message.get("text"):
+                    try:
+                        msg = json.loads(message["text"])
+                    except json.JSONDecodeError:
+                        continue
+                    if msg.get("type") in ("CloseStream", "stop", "finalize"):
+                        running = False
+
+            # Accurate final: full-buffer transcription (batches internally >30s).
+            if audio:
+                result = await loop.run_in_executor(None, _transcribe_pcm, bytes(audio))
+                segments = [
+                    {
+                        "start": s.start,
+                        "end": s.end,
+                        "text": s.text,
+                        "speaker": s.speaker,
+                    }
+                    for s in (result.segments or [])
+                ]
+                await ws.send_json(
+                    {
+                        "type": "final",
+                        "text": (result.text or "").strip(),
+                        "words": [],
+                        "segments": segments,
+                    }
+                )
+            else:
+                await ws.send_json(
+                    {"type": "final", "text": "", "words": [], "segments": []}
+                )
+        except WebSocketDisconnect:
+            logger.info("gemma4 stream: client disconnected")
+        except Exception as e:
+            logger.error(f"gemma4 stream error: {e}", exc_info=True)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/asr-services/providers/gemma4/transcriber.py b/extras/asr-services/providers/gemma4/transcriber.py
new file mode 100644
index 00000000..d71b992a
--- /dev/null
+++ b/extras/asr-services/providers/gemma4/transcriber.py
@@ -0,0 +1,669 @@
+"""
+Gemma 4 E2B-it Transcriber.
+
+Uses Google's Gemma 4 multimodal model for speech-to-text with prompt-based
+speaker diarization. Default target is the E2B-it model (2.3B effective / ~5.1B
+with embeddings, ~10GB in bf16) — small enough to run full precision on a 24GB
+GPU, so the default ``GEMMA4_QUANT`` is bf16 (4bit/8bit remain available for
+smaller GPUs; the audio/vision towers are kept out of any quantization).
+
+Decoding is accelerated with Multi-Token Prediction (MTP): a small text-only
+``-assistant`` drafter proposes tokens that the target verifies (``GEMMA4_MTP``).
+Verified output is drawn from the target's own distribution, so MTP does not
+change quality. Every Gemma 4 size ships a matching ``*-it-assistant`` drafter
+(``gemma-4-E2B-it-assistant`` is 78M params).
+"""
+
+import base64
+import json
+import logging
+import os
+import re
+import tempfile
+import wave
+
+import torch
+from common.audio_utils import (
+    STANDARD_SAMPLE_RATE,
+    is_silent,
+    load_audio_bytes,
+    load_audio_file,
+)
+from common.batching import split_audio_file, stitch_transcription_results
+from common.response_models import Segment, Speaker, TranscriptionResult
+from transformers import (
+    AutoModelForCausalLM,
+    AutoModelForMultimodalLM,
+    AutoProcessor,
+    BitsAndBytesConfig,
+)
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MODEL = "google/gemma-4-E2B-it"
+MAX_CHUNK_SECONDS = 30
+BATCH_THRESHOLD_SECONDS = 30
+BATCH_OVERLAP_SECONDS = 5
+
+# Silence gate — Gemma 4, like VibeVoice, is prompt-conditioned and echoes its
+# prompt/context back as a phantom transcript on near-silent windows. Windows with
+# < SILENCE_MIN_VOICED_MS of voiced audio (frame RMS > SILENCE_ENERGY_FLOOR on a
+# [-1,1] signal) skip the model and emit nothing. Thresholds validated on real
+# captures (echo windows 0-60ms voiced; real speech 510ms+).
+SILENCE_ENERGY_FLOOR = 0.01
+SILENCE_MIN_VOICED_MS = 200.0
+
+# 4-bit/8-bit must never touch the audio/vision towers: their Gemma4ClippableLinear
+# calls torch.finfo(weight.dtype), which breaks on uint8 quantized weights. The
+# "model." prefix is required — should_convert_module matches start-anchored.
+QUANT_SKIP_MODULES = [
+    "model.audio_tower",
+    "model.vision_tower",
+    "model.embed_audio",
+    "model.embed_vision",
+    "lm_head",
+]
+
+# Google's recommended sampling configuration for Gemma 4 (all use cases).
+GEMMA4_TEMPERATURE = 1.0
+GEMMA4_TOP_P = 0.95
+GEMMA4_TOP_K = 64
+
+# Google's recommended ASR prompt for Gemma 4 (kept deliberately minimal). The
+# elaborate "identify speakers / Speaker N:" framing was dropped: the diarized
+# labels were discarded downstream anyway (_parse_diarized_text strips them and
+# returns one speaker=None segment), and the instruction soup — plus the old
+# "respond with [NO SPEECH]" escape hatch — pushed Gemma 4 into its reasoning
+# channel and made it refuse / mis-fire [NO SPEECH] on real speech.
+DEFAULT_TRANSCRIPTION_PROMPT = (
+    "Transcribe the following speech segment in its original language into text. "
+    "Only output the transcription text itself, with no commentary or explanation. "
+    "When transcribing numbers, write the digits, i.e. write 1.7 and not "
+    "one point seven, and write 3 instead of three."
+)
+
+# Regex to parse "Speaker N: text" lines
+SPEAKER_LINE_RE = re.compile(r"^(Speaker \d+):\s*(.+)$", re.MULTILINE)
+
+# Judge strictness instruction templates
+_JUDGE_INSTRUCTIONS = {
+    "strict": (
+        "Be VERY strict — flag ANY discrepancy, no matter how minor.\n"
+        "Check for:\n"
+        "- Wrong words (even slight mishearings or spelling variants)\n"
+        "- Missing words (words spoken but not in transcript)\n"
+        "- Extra words (words in transcript but not spoken)\n"
+        "- Wrong speaker attribution\n"
+        "- Incorrect numbers or proper nouns\n"
+        "- Missing filler words or interjections"
+    ),
+    "balanced": (
+        "Focus on meaningful errors that change the meaning. "
+        "Ignore minor formatting or punctuation differences.\n"
+        "Check for:\n"
+        "- Words that are clearly wrong (not just spelling variants)\n"
+        "- Missing or hallucinated phrases\n"
+        "- Speaker mix-ups (if speakers are labeled)\n"
+        "- Incorrect numbers, names, or key terms"
+    ),
+    "lenient": (
+        "Only flag MAJOR errors. Ignore minor word variations, "
+        "filler words, or small omissions.\n"
+        "Only flag if:\n"
+        "- The transcript says something completely different from what was spoken\n"
+        "- Large chunks of speech are missing or fabricated\n"
+        "- Speaker labels are completely wrong\n"
+        "- Key facts (numbers, names) are wrong"
+    ),
+}
+
+
+def _normalize_chat_content(content: list) -> list:
+    """Decode chat content audio parts into the array form the Gemma processor expects.
+
+    Only OpenAI-style ``{"type":"input_audio","input_audio":{"data":<b64>,"format":"wav"}}``
+    needs work (no file to hand the processor): decode the base64 ONCE to a numpy array via
+    ``load_audio_bytes`` (no temp file). Everything else — text, already-decoded ndarray audio,
+    and local path refs ``{"type":"audio","audio":"<path>"}`` — passes through untouched; the
+    processor loads paths natively (its own loader), which keeps path-ref results identical to
+    the /transcribe path and avoids any decode at all.
+    """
+    out = []
+    for part in content:
+        if part.get("type") == "input_audio":
+            audio_bytes = base64.b64decode(part["input_audio"]["data"])
+            array, _ = load_audio_bytes(audio_bytes)
+            out.append({"type": "audio", "audio": array})
+        else:
+            out.append(part)
+    return out
+
+
+def _parse_diarized_text(
+    text: str, chunk_start: float, chunk_end: float
+) -> list[Segment]:
+    """Parse Gemma 4 diarized output into a single segment.
+
+    Gemma 4 emits speaker-labelled text but no real timestamps. We do NOT fake
+    per-speaker timing or diarization: the speaker labels are stripped and the
+    whole chunk is returned as ONE segment spanning [chunk_start, chunk_end] with
+    an unknown speaker (chunk_start/chunk_end are the real audio boundaries).
+    """
+    matches = list(SPEAKER_LINE_RE.finditer(text))
+    if matches:
+        clean = " ".join(m.group(2).strip() for m in matches if m.group(2).strip())
+    else:
+        clean = text.strip()
+    if not clean or clean == "[NO SPEECH]":
+        return []
+    return [Segment(text=clean, start=chunk_start, end=chunk_end, speaker=None)]
+
+
+class Gemma4Transcriber:
+    """Transcriber using Google Gemma 4 E2B-it multimodal model."""
+
+    def __init__(self, model_id: str | None = None):
+        self.model_id = model_id or os.getenv("ASR_MODEL", DEFAULT_MODEL)
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
+        self.torch_dtype = os.getenv("TORCH_DTYPE", "bfloat16")
+        self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "512"))
+        self.batch_threshold = float(
+            os.getenv("BATCH_THRESHOLD_SECONDS", str(BATCH_THRESHOLD_SECONDS))
+        )
+        self.batch_duration = float(
+            os.getenv("BATCH_DURATION_SECONDS", str(MAX_CHUNK_SECONDS))
+        )
+        self.batch_overlap = float(
+            os.getenv("BATCH_OVERLAP_SECONDS", str(BATCH_OVERLAP_SECONDS))
+        )
+        self.prompt = os.getenv("TRANSCRIPTION_PROMPT", DEFAULT_TRANSCRIPTION_PROMPT)
+
+        self.silence_gate_enabled = os.getenv(
+            "SILENCE_GATE_ENABLED", "1"
+        ).strip().lower() not in ("0", "false", "no", "off")
+        self.silence_energy_floor = float(
+            os.getenv("SILENCE_ENERGY_FLOOR") or SILENCE_ENERGY_FLOOR
+        )
+        self.silence_min_voiced_ms = float(
+            os.getenv("SILENCE_MIN_VOICED_MS") or SILENCE_MIN_VOICED_MS
+        )
+        # Quantization: bf16 (default — E2B is ~10GB, fits a 24GB GPU full
+        # precision), 8bit, or 4bit (for smaller GPUs).
+        self.quant = os.getenv("GEMMA4_QUANT", "bf16").lower()
+        # MTP: text-only -assistant drafter for speculative decoding (~1.6x on ASR).
+        self.mtp_enabled = os.getenv("GEMMA4_MTP", "1") == "1"
+        self.assistant_model_id = (
+            os.getenv("GEMMA4_ASSISTANT_MODEL") or f"{self.model_id}-assistant"
+        )
+        self.processor = None
+        self.model = None
+        self.assistant_model = None
+
+    def load_model(self) -> None:
+        """Load model, processor, and (optionally) the MTP assistant drafter."""
+        logger.info(
+            f"Loading Gemma 4 model: {self.model_id} "
+            f"(quant={self.quant}, mtp={self.mtp_enabled})"
+        )
+
+        dtype_map = {
+            "bfloat16": torch.bfloat16,
+            "float16": torch.float16,
+            "float32": torch.float32,
+        }
+        dtype = dtype_map.get(self.torch_dtype, torch.bfloat16)
+
+        load_kwargs: dict = {"dtype": dtype, "device_map": "auto"}
+        if self.quant == "4bit":
+            load_kwargs["quantization_config"] = BitsAndBytesConfig(
+                load_in_4bit=True,
+                bnb_4bit_use_double_quant=True,
+                bnb_4bit_quant_type="nf4",
+                bnb_4bit_compute_dtype=dtype,
+                llm_int8_skip_modules=QUANT_SKIP_MODULES,
+            )
+        elif self.quant == "8bit":
+            load_kwargs["quantization_config"] = BitsAndBytesConfig(
+                load_in_8bit=True,
+                llm_int8_skip_modules=QUANT_SKIP_MODULES,
+            )
+        elif self.quant != "bf16":
+            raise ValueError(
+                f"Invalid GEMMA4_QUANT={self.quant!r}; expected 4bit, 8bit, or bf16"
+            )
+
+        self.processor = AutoProcessor.from_pretrained(self.model_id)
+        self.model = AutoModelForMultimodalLM.from_pretrained(
+            self.model_id, **load_kwargs
+        )
+        self.model.eval()
+
+        if self.mtp_enabled:
+            logger.info(f"Loading MTP assistant drafter: {self.assistant_model_id}")
+            # The drafter is small (~0.8GB) and text-only; load it in bf16 even when
+            # the target is quantized (validated combination).
+            self.assistant_model = AutoModelForCausalLM.from_pretrained(
+                self.assistant_model_id, dtype=dtype, device_map="auto"
+            )
+            self.assistant_model.eval()
+
+        logger.info(f"Model loaded on {self.device}")
+
+    def _generate(self, inputs: dict, **gen_kwargs):
+        """Run model.generate, injecting the MTP assistant when enabled."""
+        if self.assistant_model is not None:
+            gen_kwargs["assistant_model"] = self.assistant_model
+        with torch.inference_mode():
+            return self.model.generate(**inputs, **gen_kwargs)
+
+    def _decode_response(self, outputs, input_len: int) -> str:
+        """Decode generated tokens and strip any thinking/channel blocks.
+
+        Uses the processor's ``parse_response`` (the Gemma 4 recommended flow) so
+        that ``<|channel>thought ... <channel|>`` wrappers never leak into the
+        returned text, regardless of whether thinking was triggered.
+
+        ``parse_response`` returns a chat-message dict ``{"role": "assistant",
+        "thinking"?: ..., "content": ..., "tool_calls"?: ...}`` per the Gemma 4
+        ``response_schema``. We want ``content``; ``thinking`` is dropped.
+        """
+        raw = self.processor.decode(outputs[0][input_len:], skip_special_tokens=False)
+        parsed = self.processor.parse_response(raw)
+        if isinstance(parsed, dict):
+            text = parsed.get("content") or ""
+        else:
+            text = parsed or ""
+        return text.strip()
+
+    def _transcribe_single(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe a single audio chunk (must be <= 30s)."""
+        if self.processor is None or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        # Get duration for segment timing
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        # Skip very short chunks (likely silence/noise)
+        if duration < 1.0:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        # Silence gate: skip near-silent windows. A prompt-conditioned ASR echoes
+        # its prompt/context back as a phantom transcript on silence, so emit nothing.
+        if self.silence_gate_enabled:
+            audio_array, sr = load_audio_file(
+                audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+            )
+            if is_silent(
+                audio_array,
+                sr,
+                energy_floor=self.silence_energy_floor,
+                min_voiced_ms=self.silence_min_voiced_ms,
+            ):
+                logger.info(
+                    f"Silence gate: {audio_file_path} has < {self.silence_min_voiced_ms:.0f}ms "
+                    f"voiced audio (floor={self.silence_energy_floor}); skipping ASR, emitting silence"
+                )
+                return TranscriptionResult(text="", segments=[], duration=duration)
+
+        prompt = prompt_override or self.prompt
+        if context_info:
+            # Gemma 4 is an LLM, so naively appending the context made it transcribe
+            # the context words themselves (e.g. injected wake words leaked into the
+            # output). Frame the context as reference-only and forbid echoing it.
+            # The backend already withholds the wake-word boost list from
+            # context_prompt providers; this is defence in depth.
+            prompt += (
+                "\n\nReference context (background only — names, jargon, and "
+                "spellings that may occur in the audio). Use it solely to "
+                "disambiguate what is actually spoken. Never transcribe, repeat, or "
+                "append this context; if none of it is spoken, ignore it entirely:\n"
+                f"{context_info}"
+            )
+
+        logger.info(f"Using prompt: {prompt[:100]}...")
+
+        # Gemma 4 guidance: place audio AFTER the text for best multimodal
+        # performance. The prompt text ("the following speech segment") also
+        # reads naturally with the audio coming after it.
+        messages = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": prompt},
+                    {"type": "audio", "audio": audio_file_path},
+                ],
+            }
+        ]
+
+        inputs = self.processor.apply_chat_template(
+            messages,
+            tokenize=True,
+            return_dict=True,
+            return_tensors="pt",
+            add_generation_prompt=True,
+            enable_thinking=False,
+        ).to(self.model.device)
+
+        input_len = inputs["input_ids"].shape[-1]
+
+        outputs = self._generate(inputs, max_new_tokens=self.max_new_tokens)
+
+        raw_text = self._decode_response(outputs, input_len)
+        logger.info(f"Raw output ({duration:.1f}s): {raw_text[:200]}")
+
+        # Parse into segments
+        segments = _parse_diarized_text(raw_text, 0.0, duration)
+
+        # Build speaker list
+        speaker_ids = sorted({s.speaker for s in segments if s.speaker})
+        speakers = (
+            [
+                Speaker(id=sid, label=None, start=0.0, end=duration)
+                for sid in speaker_ids
+            ]
+            if speaker_ids
+            else None
+        )
+
+        # Build plain text
+        text = " ".join(s.text for s in segments)
+
+        return TranscriptionResult(
+            text=text,
+            segments=segments,
+            speakers=speakers,
+            duration=duration,
+        )
+
+    def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe audio file, batching if longer than threshold."""
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        if duration <= self.batch_threshold:
+            return self._transcribe_single(
+                audio_file_path, context_info, prompt_override
+            )
+
+        # Batch mode: drain the shared progress generator and return its final
+        # result. The generator is also exposed (via the service layer) for
+        # NDJSON progress streaming on long audio.
+        result: TranscriptionResult | None = None
+        for event in self._transcribe_batched_with_progress(
+            audio_file_path,
+            context_info=context_info,
+            prompt_override=prompt_override,
+        ):
+            if event["type"] == "result":
+                result = event["result"]
+        assert result is not None, "batched transcription yielded no result event"
+        return result
+
+    def _transcribe_batched_with_progress(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ):
+        """Transcribe long audio in overlapping windows, reporting progress.
+
+        Splits the audio into windows, transcribes each, and stitches the
+        results. A progress event is yielded after every window so the HTTP
+        client keeps receiving bytes during a multi-minute transcription
+        (preventing read timeouts on long audio); the final result is yielded
+        last as a ``TranscriptionResult`` object.
+
+        Yields:
+            {"type": "progress", "current": i, "total": n} after each window
+            {"type": "result", "result": TranscriptionResult} as the final item
+        """
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        logger.info(
+            f"Audio is {duration:.1f}s (>{self.batch_threshold}s), "
+            f"batching with {self.batch_duration}s windows, {self.batch_overlap}s overlap"
+        )
+        windows = split_audio_file(
+            audio_file_path,
+            batch_duration=self.batch_duration,
+            overlap=self.batch_overlap,
+        )
+
+        batch_results = []
+        for i, (window_path, start_time, end_time) in enumerate(windows):
+            logger.info(
+                f"Transcribing batch {i + 1}/{len(windows)} [{start_time:.1f}s - {end_time:.1f}s]"
+            )
+            result = self._transcribe_single(window_path, context_info, prompt_override)
+            batch_results.append((result, start_time, end_time))
+            # Clean up temp window file
+            try:
+                os.unlink(window_path)
+            except OSError:
+                pass
+
+            yield {"type": "progress", "current": i + 1, "total": len(windows)}
+
+        yield {
+            "type": "result",
+            "result": stitch_transcription_results(batch_results, self.batch_overlap),
+        }
+
+    def generate_chat(
+        self,
+        messages: list[dict],
+        max_tokens: int | None = None,
+        temperature: float = GEMMA4_TEMPERATURE,
+        top_p: float = GEMMA4_TOP_P,
+        top_k: int = GEMMA4_TOP_K,
+    ) -> tuple[str, int, int]:
+        """Generate a text-only chat completion reusing the loaded model.
+
+        Args:
+            messages: OpenAI-format messages list (text-only, no audio).
+            max_tokens: Maximum tokens to generate (default 2000).
+            temperature: Sampling temperature. <=0 uses greedy decoding.
+            top_p: Nucleus sampling cutoff (only used when sampling).
+            top_k: Top-k sampling cutoff (only used when sampling).
+
+        Returns:
+            (generated_text, prompt_tokens, completion_tokens)
+        """
+        if self.processor is None or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        effective_max_tokens = max_tokens or 2000
+
+        # Normalize content to the structured form the multimodal processor expects:
+        # plain strings -> a single text part; lists may carry audio parts (base64
+        # input_audio or path refs) which _normalize_chat_content decodes to arrays.
+        normalized = []
+        for msg in messages:
+            content = msg.get("content", "")
+            if isinstance(content, str):
+                content = [{"type": "text", "text": content}]
+            else:
+                content = _normalize_chat_content(content)
+            normalized.append({"role": msg["role"], "content": content})
+
+        inputs = self.processor.apply_chat_template(
+            normalized,
+            tokenize=True,
+            return_dict=True,
+            return_tensors="pt",
+            add_generation_prompt=True,
+            enable_thinking=False,
+        ).to(self.model.device)
+
+        input_len = inputs["input_ids"].shape[-1]
+
+        gen_kwargs: dict = {"max_new_tokens": effective_max_tokens}
+        if temperature > 0:
+            gen_kwargs["do_sample"] = True
+            gen_kwargs["temperature"] = temperature
+            gen_kwargs["top_p"] = top_p
+            gen_kwargs["top_k"] = top_k
+        else:
+            gen_kwargs["do_sample"] = False
+
+        outputs = self._generate(inputs, **gen_kwargs)
+
+        completion_tokens = outputs.shape[-1] - input_len
+        text = self._decode_response(outputs, input_len)
+
+        return text, int(input_len), int(completion_tokens)
+
+    def judge_single(
+        self,
+        audio_file_path: str,
+        transcript: str,
+        context: str = "",
+        strictness: str = "balanced",
+    ) -> dict:
+        """Judge whether a transcript segment is accurate for an audio clip.
+
+        Uses the multimodal model to listen to the audio and compare against
+        the provided transcript, with surrounding transcript context for
+        cross-referencing recurring words/names/entities.
+
+        Args:
+            audio_file_path: Path to a short audio clip (ideally ~10s)
+            transcript: The transcript text to verify for this clip
+            context: Surrounding transcript text (before + after) for cross-reference
+            strictness: One of "strict", "balanced", "lenient"
+
+        Returns:
+            Dict with verdict, confidence, errors list, and reasoning
+        """
+        if self.processor is None or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        prompt = self._build_judge_prompt(transcript, context, strictness)
+
+        # Gemma 4 guidance: audio goes AFTER the text. The judge prompt also
+        # refers to "the audio clip below", so the audio must follow the text.
+        messages = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": prompt},
+                    {"type": "audio", "audio": audio_file_path},
+                ],
+            }
+        ]
+
+        inputs = self.processor.apply_chat_template(
+            messages,
+            tokenize=True,
+            return_dict=True,
+            return_tensors="pt",
+            add_generation_prompt=True,
+            enable_thinking=False,
+        ).to(self.model.device)
+
+        input_len = inputs["input_ids"].shape[-1]
+
+        # Greedy decoding here is deliberate: the judge emits a structured JSON
+        # verdict and we want it deterministic across runs.
+        outputs = self._generate(inputs, max_new_tokens=1024, do_sample=False)
+
+        raw_text = self._decode_response(outputs, input_len)
+        logger.info(f"Judge raw output: {raw_text[:300]}")
+
+        return self._parse_judge_output(raw_text)
+
+    def _build_judge_prompt(
+        self, transcript: str, context: str, strictness: str
+    ) -> str:
+        """Build the judge prompt based on strictness level."""
+        context_block = ""
+        if context:
+            context_block = (
+                "SURROUNDING TRANSCRIPT (for reference — use this to cross-reference "
+                "recurring words, names, and terms):\n"
+                f"{context}\n\n"
+            )
+
+        strictness_instructions = _JUDGE_INSTRUCTIONS.get(
+            strictness, _JUDGE_INSTRUCTIONS["balanced"]
+        )
+
+        return (
+            "You are an audio transcription quality auditor. "
+            "Listen to the audio clip below and evaluate whether the transcript is accurate.\n\n"
+            f"{context_block}"
+            "TRANSCRIPT TO VERIFY (for the audio clip below):\n"
+            f"{transcript}\n\n"
+            f"{strictness_instructions}\n\n"
+            "IMPORTANT: Use the surrounding transcript to cross-reference. "
+            "If a word appears differently here than it consistently appears "
+            "elsewhere in the transcript, flag it as likely wrong.\n\n"
+            "Respond with ONLY a JSON object in this exact format:\n"
+            '{"verdict": "accurate" or "inaccurate", "confidence": 0.0 to 1.0, '
+            '"errors": [{"type": "wrong_word|missing_word|extra_word|speaker_error", '
+            '"detail": "description"}], "reasoning": "your step-by-step analysis"}'
+        )
+
+    @staticmethod
+    def _parse_judge_output(raw_text: str) -> dict:
+        """Parse the model's judge output into a structured dict."""
+        # Try direct JSON parse first
+        # The model may wrap JSON in markdown code fences
+        cleaned = raw_text.strip()
+        if cleaned.startswith("```"):
+            # Strip markdown code fence
+            lines = cleaned.split("\n")
+            lines = [l for l in lines if not l.strip().startswith("```")]
+            cleaned = "\n".join(lines).strip()
+
+        try:
+            result = json.loads(cleaned)
+            # Validate expected fields
+            return {
+                "verdict": result.get("verdict", "inaccurate"),
+                "confidence": float(result.get("confidence", 0.5)),
+                "errors": result.get("errors", []),
+                "reasoning": result.get("reasoning", ""),
+            }
+        except (json.JSONDecodeError, ValueError):
+            pass
+
+        # Fallback: regex extraction
+        verdict = "inaccurate"
+        if re.search(r'"verdict"\s*:\s*"accurate"', raw_text):
+            verdict = "accurate"
+
+        confidence = 0.5
+        conf_match = re.search(r'"confidence"\s*:\s*([\d.]+)', raw_text)
+        if conf_match:
+            try:
+                confidence = float(conf_match.group(1))
+            except ValueError:
+                pass
+
+        reasoning_match = re.search(r'"reasoning"\s*:\s*"([^"]*)"', raw_text)
+        reasoning = reasoning_match.group(1) if reasoning_match else raw_text[:500]
+
+        return {
+            "verdict": verdict,
+            "confidence": confidence,
+            "errors": [],
+            "reasoning": reasoning,
+        }
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        return audio_duration > self.batch_threshold
diff --git a/extras/asr-services/providers/granite/Dockerfile b/extras/asr-services/providers/granite/Dockerfile
new file mode 100644
index 00000000..68a10ef7
--- /dev/null
+++ b/extras/asr-services/providers/granite/Dockerfile
@@ -0,0 +1,48 @@
+# syntax=docker/dockerfile:1
+#
+# IBM Granite Speech ASR Provider Dockerfile
+#
+# IBM Granite Speech multimodal model (Granite LLM backbone + conformer speech
+# encoder + built-in LoRA adapter) for speech-to-text. Default target is the
+# granite-speech-4.1-2b-plus model (~2B params), which runs in bf16 on a single
+# GPU. Supports English, French, German, Spanish, Portuguese.
+
+ARG PYTORCH_CUDA_VERSION=cu126
+
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+# Install runtime deps + uv
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        curl ffmpeg libsndfile1 \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Install dependencies into .venv
+COPY pyproject.toml uv.lock ./
+ARG PYTORCH_CUDA_VERSION
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-install-project --group granite --extra ${PYTORCH_CUDA_VERSION}
+
+# Activate venv by prepending to PATH
+ENV PATH="/app/.venv/bin:$PATH"
+
+# Copy application code
+COPY common/ ./common/
+COPY providers/granite/ ./providers/granite/
+
+# Default environment
+ENV HF_HOME="/models"
+ENV ASR_MODEL="ibm-granite/granite-speech-4.1-2b-plus"
+ENV DEVICE="cuda"
+ENV TORCH_DTYPE="bfloat16"
+ENV MAX_NEW_TOKENS="512"
+
+EXPOSE 8765
+
+CMD ["python", "-m", "providers.granite.service", "--port", "8765"]
diff --git a/extras/asr-services/providers/granite/__init__.py b/extras/asr-services/providers/granite/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/asr-services/providers/granite/service.py b/extras/asr-services/providers/granite/service.py
new file mode 100644
index 00000000..b17b7b0c
--- /dev/null
+++ b/extras/asr-services/providers/granite/service.py
@@ -0,0 +1,142 @@
+"""
+IBM Granite Speech ASR Service.
+
+FastAPI service wrapping IBM's Granite Speech multimodal model for batch
+transcription. A batch-only provider (no incremental/streaming decoding), it
+serves the standard ``/transcribe``, ``/health`` and ``/info`` endpoints via the
+shared ``create_asr_app`` factory.
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseASRService, create_asr_app
+from common.response_models import TranscriptionResult
+from providers.granite.transcriber import DEFAULT_MODEL, GraniteTranscriber
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+class GraniteService(BaseASRService):
+    """ASR service using IBM Granite Speech multimodal model."""
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.transcriber: Optional[GraniteTranscriber] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "granite"
+
+    async def warmup(self) -> None:
+        logger.info(f"Initializing Granite Speech with model: {self.model_id}")
+        loop = asyncio.get_event_loop()
+        self.transcriber = GraniteTranscriber(self.model_id)
+        await loop.run_in_executor(None, self.transcriber.load_model)
+        logger.info("Granite Speech model loaded and ready")
+
+    async def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+    ) -> TranscriptionResult:
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+
+        loop = asyncio.get_event_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: self.transcriber.transcribe(
+                audio_file_path,
+                context_info=context_info,
+                prompt_override=prompt,
+            ),
+        )
+        return result
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Stream NDJSON progress for audio long enough to be batched.
+
+        Without this, long audio is transcribed on the single-JSON path and the
+        HTTP response is withheld until every window finishes — which exceeds
+        the client's read timeout and fails the request mid-transcription.
+        """
+        if self.transcriber is None:
+            return False
+        return self.transcriber.supports_batch_progress(audio_duration)
+
+    def transcribe_with_progress(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+        **kwargs,
+    ):
+        """Yield progress counters then the final result for long audio.
+
+        Delegates to the transcriber's batched generator (run synchronously via
+        run_in_executor by the endpoint) and converts the final result object
+        to the NDJSON wire shape.
+        """
+        if kwargs:
+            logger.warning(
+                f"transcribe_with_progress: ignoring unsupported kwargs: {list(kwargs.keys())}"
+            )
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+        for event in self.transcriber._transcribe_batched_with_progress(
+            audio_file_path,
+            context_info=context_info,
+            prompt_override=prompt,
+        ):
+            if event["type"] == "result":
+                yield {"type": "result", **event["result"].to_dict()}
+            else:
+                yield event
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        # Granite Speech 4.1 supports English, French, German, Spanish, Portuguese.
+        return ["en", "fr", "de", "es", "pt"]
+
+    def get_capabilities(self) -> list[str]:
+        # "diarization" + "segments": Granite emits speaker-attributed segments with
+        # real (model-derived) timestamps via its two-pass diarized path, so the
+        # backend uses these segments for speaker turns and skips pyannote
+        # diarization (running only speaker identification). Disable with
+        # GRANITE_DIARIZE=0 if you only want raw transcription.
+        #
+        # "context_prompt": Granite is an LLM-backbone ASR and consumes context as
+        # prompt text (not an acoustic keyword-boost), so the backend feeds it the
+        # user-authored asr_context only and withholds the wake-word boost list,
+        # which it would otherwise echo into the transcript.
+        caps = ["llm", "context_prompt"]
+        if self.transcriber is not None and self.transcriber.diarize:
+            caps += ["diarization", "segments"]
+        return caps
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Granite Speech ASR Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8765, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["ASR_MODEL"] = args.model
+
+    model_id = os.getenv("ASR_MODEL", DEFAULT_MODEL)
+    service = GraniteService(model_id)
+    app = create_asr_app(service)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/asr-services/providers/granite/transcriber.py b/extras/asr-services/providers/granite/transcriber.py
new file mode 100644
index 00000000..446fe04b
--- /dev/null
+++ b/extras/asr-services/providers/granite/transcriber.py
@@ -0,0 +1,443 @@
+"""
+IBM Granite Speech Transcriber.
+
+Uses IBM's Granite Speech multimodal model (a Granite LLM backbone + a
+conformer speech encoder fused with a built-in LoRA adapter) for speech-to-text.
+Default target is ``ibm-granite/granite-speech-4.1-2b-plus`` (~2B params), which
+runs comfortably in bf16 on a single GPU.
+
+Like Gemma 4 / VibeVoice it is an LLM-backbone ASR: the audio is referenced by a
+``<|audio|>`` placeholder inside a chat prompt, the prompt is rendered with the
+tokenizer's chat template, and the processor splices the audio features in. It is
+therefore prompt-conditioned, so a silence gate is used to stop it hallucinating
+its prompt back on near-silent windows (see ``common.audio_utils.is_silent``).
+
+Diarization (``GRANITE_DIARIZE``, default on) uses Granite for what it's good at —
+transcription + speaker attribution (the model-card ``SAA_PROMPT``, which tags
+``[Speaker N]`` turns) — and gets the TIMING from **forced alignment** (the
+WhisperX pattern): the speaker-tagged transcript is aligned against the audio with
+torchaudio's MMS_FA CTC model, yielding real per-word start/end times. Consecutive
+same-speaker words are then grouped into segments. Granite's own ``[T:N]``
+timestamp tags are NOT used — they saturate / under-time the tail of longer
+windows — so segment times here come from a dedicated acoustic aligner, never from
+guessing.
+"""
+
+import logging
+import os
+import re
+import wave
+
+import torch
+from common.audio_utils import STANDARD_SAMPLE_RATE, is_silent, load_audio_file
+from common.batching import split_audio_file, stitch_transcription_results
+from common.forced_align import ForcedAligner
+from common.response_models import Segment, Speaker, TranscriptionResult
+from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MODEL = "ibm-granite/granite-speech-4.1-2b-plus"
+MAX_CHUNK_SECONDS = 30
+BATCH_THRESHOLD_SECONDS = 30
+BATCH_OVERLAP_SECONDS = 5
+
+# The placeholder the Granite processor swaps for the encoded audio features. It
+# must appear in the user turn; the processor errors if it is missing.
+AUDIO_TOKEN = "<|audio|>"
+
+# IBM's recommended Granite chat system prompt (from the model card). The dates
+# are part of IBM's canonical prompt and are left verbatim for fidelity.
+SYSTEM_PROMPT = (
+    "Knowledge Cutoff Date: April 2024.\n"
+    "Today's Date: December 19, 2024.\n"
+    "You are Granite, developed by IBM. You are a helpful AI assistant"
+)
+
+# IBM's recommended ASR instruction (the audio token is prepended separately).
+DEFAULT_TRANSCRIPTION_PROMPT = "can you transcribe the speech into a written format?"
+
+# IBM's recommended speaker-attribution prompt (model card, verbatim).
+SAA_PROMPT = (
+    "Speaker attribution: Transcribe and denote who is speaking by adding "
+    "[Speaker 1]: and [Speaker 2]: tags before speaker turns."
+)
+
+# Silence gate — Granite Speech, like Gemma 4 / VibeVoice, is prompt-conditioned
+# and echoes its prompt/context back as a phantom transcript on near-silent
+# windows. Windows with < SILENCE_MIN_VOICED_MS of voiced audio (frame RMS >
+# SILENCE_ENERGY_FLOOR on a [-1, 1] signal) skip the model and emit nothing.
+SILENCE_ENERGY_FLOOR = 0.01
+SILENCE_MIN_VOICED_MS = 200.0
+
+_SAA_TAG_RE = re.compile(r"\[Speaker\s*(\d+)\]\s*:?\s*")
+
+
+def _parse_saa_turns(text: str) -> list[tuple[str | None, str]]:
+    """Parse a speaker-attribution transcript into ordered (speaker, turn_text).
+
+    Returns ``[(None, text)]`` when no ``[Speaker N]`` tags are present.
+    """
+    matches = list(_SAA_TAG_RE.finditer(text))
+    if not matches:
+        clean = text.strip()
+        return [(None, clean)] if clean else []
+    turns: list[tuple[str | None, str]] = []
+    for idx, m in enumerate(matches):
+        speaker = f"Speaker {m.group(1)}"
+        start = m.end()
+        end = matches[idx + 1].start() if idx + 1 < len(matches) else len(text)
+        turn_text = text[start:end].strip()
+        if turn_text:
+            turns.append((speaker, turn_text))
+    return turns
+
+
+def _segments_from_alignment(
+    words: list[str],
+    speakers: list[str | None],
+    times: list[tuple[float, float] | None],
+    duration: float,
+) -> list[Segment]:
+    """Group word-aligned, speaker-labelled words into contiguous segments.
+
+    ``times[i]`` is the forced-aligned (start, end) of ``words[i]`` (or None when
+    the word couldn't be tokenized for alignment). A segment spans a run of
+    consecutive same-speaker words; its start/end come from the real alignment
+    times of the words it contains. Unaligned words keep their text but contribute
+    no timing.
+    """
+    raw: list[tuple[str | None, str, list[tuple[float, float]]]] = []
+    cur_spk = speakers[0]
+    cur_words: list[str] = []
+    cur_times: list[tuple[float, float]] = []
+    for w, spk, t in zip(words, speakers, times):
+        if spk != cur_spk:
+            raw.append((cur_spk, " ".join(cur_words), cur_times))
+            cur_spk, cur_words, cur_times = spk, [], []
+        cur_words.append(w)
+        if t is not None:
+            cur_times.append(t)
+    raw.append((cur_spk, " ".join(cur_words), cur_times))
+
+    segments: list[Segment] = []
+    prev_end = 0.0
+    for spk, text, ts in raw:
+        if not text.strip():
+            continue
+        if ts:
+            start = min(t[0] for t in ts)
+            end = max(t[1] for t in ts)
+        else:
+            # No alignable word in this turn — bound it by the previous turn's
+            # real end (a degenerate point; rare, e.g. an all-digit turn).
+            start = end = prev_end
+        start = max(0.0, start)
+        end = min(max(end, start), duration)
+        segments.append(Segment(text=text, start=start, end=end, speaker=spk))
+        prev_end = end
+    return segments
+
+
+class GraniteTranscriber:
+    """Transcriber using IBM Granite Speech multimodal model."""
+
+    def __init__(self, model_id: str | None = None):
+        self.model_id = model_id or os.getenv("ASR_MODEL", DEFAULT_MODEL)
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
+        self.torch_dtype = os.getenv("TORCH_DTYPE", "bfloat16")
+        self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "512"))
+        # Diarization on by default: one Granite speaker-attribution pass + forced
+        # alignment for timing. The SAA pass is token-heavy (full transcript with
+        # speaker tags), so it gets a larger budget.
+        self.diarize = os.getenv("GRANITE_DIARIZE", "1").strip().lower() not in (
+            "0",
+            "false",
+            "no",
+            "off",
+        )
+        self.diarize_max_new_tokens = int(
+            os.getenv("GRANITE_DIARIZE_MAX_NEW_TOKENS", "1024")
+        )
+        self.batch_threshold = float(
+            os.getenv("BATCH_THRESHOLD_SECONDS", str(BATCH_THRESHOLD_SECONDS))
+        )
+        self.batch_duration = float(
+            os.getenv("BATCH_DURATION_SECONDS", str(MAX_CHUNK_SECONDS))
+        )
+        self.batch_overlap = float(
+            os.getenv("BATCH_OVERLAP_SECONDS", str(BATCH_OVERLAP_SECONDS))
+        )
+        self.prompt = os.getenv("TRANSCRIPTION_PROMPT", DEFAULT_TRANSCRIPTION_PROMPT)
+
+        self.silence_gate_enabled = os.getenv(
+            "SILENCE_GATE_ENABLED", "1"
+        ).strip().lower() not in ("0", "false", "no", "off")
+        self.silence_energy_floor = float(
+            os.getenv("SILENCE_ENERGY_FLOOR") or SILENCE_ENERGY_FLOOR
+        )
+        self.silence_min_voiced_ms = float(
+            os.getenv("SILENCE_MIN_VOICED_MS") or SILENCE_MIN_VOICED_MS
+        )
+        self.processor = None
+        self.tokenizer = None
+        self.model = None
+        self.aligner: ForcedAligner | None = None
+
+    def load_model(self) -> None:
+        """Load the processor + model (+ forced aligner when diarizing)."""
+        logger.info(
+            f"Loading Granite Speech model: {self.model_id} (diarize={self.diarize})"
+        )
+
+        dtype_map = {
+            "bfloat16": torch.bfloat16,
+            "float16": torch.float16,
+            "float32": torch.float32,
+        }
+        dtype = dtype_map.get(self.torch_dtype, torch.bfloat16)
+
+        self.processor = AutoProcessor.from_pretrained(self.model_id)
+        self.tokenizer = self.processor.tokenizer
+        self.model = AutoModelForSpeechSeq2Seq.from_pretrained(
+            self.model_id, device_map=self.device, dtype=dtype
+        )
+        self.model.eval()
+
+        if self.diarize:
+            self.aligner = ForcedAligner(device=self.device)
+            self.aligner.load()
+
+        logger.info(f"Model loaded on {self.device}")
+
+    def _load_waveform(self, audio_file_path: str) -> torch.Tensor:
+        """Load audio as a (1, num_samples) 16 kHz mono float tensor.
+
+        Uses the shared wave-based loader (mono float32 in [-1, 1], resampled to
+        16 kHz) rather than ``torchaudio.load``, which in torchaudio 2.9 delegates
+        to torchcodec (an extra native dependency we don't need).
+        """
+        audio_array, _ = load_audio_file(
+            audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+        )
+        return torch.from_numpy(audio_array).unsqueeze(0)
+
+    def _build_prompt(self, prompt: str, context_info: str | None) -> str:
+        """Assemble the user turn: audio token, instruction, optional context."""
+        user_content = f"{AUDIO_TOKEN} {prompt}"
+        if context_info:
+            # Granite is an LLM, so naively appending context makes it transcribe
+            # the context words themselves. Frame it as reference-only and forbid
+            # echoing it. The backend already withholds the wake-word boost list
+            # from context_prompt providers; this is defence in depth.
+            user_content += (
+                "\n\nReference context (background only — names, jargon, and "
+                "spellings that may occur in the audio). Use it solely to "
+                "disambiguate what is actually spoken. Never transcribe, repeat, or "
+                "append this context; if none of it is spoken, ignore it entirely:\n"
+                f"{context_info}"
+            )
+        return user_content
+
+    def _generate(
+        self, wav: torch.Tensor, user_content: str, max_new_tokens=None
+    ) -> str:
+        """Render the chat prompt, run generation, return the decoded new tokens."""
+        chat = [
+            {"role": "system", "content": SYSTEM_PROMPT},
+            {"role": "user", "content": user_content},
+        ]
+        prompt_text = self.tokenizer.apply_chat_template(
+            chat, tokenize=False, add_generation_prompt=True
+        )
+        inputs = self.processor(prompt_text, wav, return_tensors="pt").to(
+            self.model.device
+        )
+        input_len = inputs["input_ids"].shape[-1]
+        with torch.inference_mode():
+            outputs = self.model.generate(
+                **inputs,
+                max_new_tokens=max_new_tokens or self.max_new_tokens,
+                do_sample=False,
+                num_beams=1,
+            )
+        return self.tokenizer.decode(
+            outputs[0][input_len:], skip_special_tokens=True
+        ).strip()
+
+    def _transcribe_single(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe a single audio chunk (must be <= 30s)."""
+        if self.processor is None or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        # Skip very short chunks (likely silence/noise)
+        if duration < 1.0:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        wav = self._load_waveform(audio_file_path)
+
+        # Silence gate: skip near-silent windows. A prompt-conditioned ASR echoes
+        # its prompt/context back as a phantom transcript on silence, so emit nothing.
+        if self.silence_gate_enabled and is_silent(
+            wav.squeeze(0).cpu().numpy(),
+            STANDARD_SAMPLE_RATE,
+            energy_floor=self.silence_energy_floor,
+            min_voiced_ms=self.silence_min_voiced_ms,
+        ):
+            logger.info(
+                f"Silence gate: {audio_file_path} has < {self.silence_min_voiced_ms:.0f}ms "
+                f"voiced audio (floor={self.silence_energy_floor}); skipping ASR, emitting silence"
+            )
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        # Diarized path: Granite speaker-attribution pass + forced-alignment timing.
+        # A prompt_override forces the plain single-pass path (raw ASR, caller prompt).
+        if self.diarize and not prompt_override:
+            return self._transcribe_diarized(wav, duration, context_info)
+
+        prompt = prompt_override or self.prompt
+        text = self._generate(wav, self._build_prompt(prompt, context_info))
+        logger.info(f"Raw output ({duration:.1f}s): {text[:200]}")
+        if not text:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+        segment = Segment(text=text, start=0.0, end=duration, speaker=None)
+        return TranscriptionResult(text=text, segments=[segment], duration=duration)
+
+    def _transcribe_diarized(
+        self, wav: torch.Tensor, duration: float, context_info: str | None
+    ) -> TranscriptionResult:
+        """Speaker attribution (Granite) + word timing (MMS_FA forced alignment)."""
+        saa_text = self._generate(
+            wav,
+            self._build_prompt(SAA_PROMPT, context_info),
+            max_new_tokens=self.diarize_max_new_tokens,
+        )
+        logger.info(f"SAA pass ({duration:.1f}s): {saa_text[:200]}")
+
+        turns = _parse_saa_turns(saa_text)
+        words: list[str] = []
+        speakers: list[str | None] = []
+        for speaker, turn_text in turns:
+            for w in turn_text.split():
+                words.append(w)
+                speakers.append(speaker)
+
+        if not words:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        # Real per-word timestamps from the acoustic aligner (not Granite's tags).
+        times = self.aligner.align(wav, words)
+        segments = _segments_from_alignment(words, speakers, times, duration)
+        if not segments:
+            return TranscriptionResult(text="", segments=[], duration=duration)
+
+        text = " ".join(s.text for s in segments)
+        speaker_ids = sorted({s.speaker for s in segments if s.speaker})
+        speakers_out = (
+            [
+                Speaker(
+                    id=sid,
+                    label=None,
+                    start=min(s.start for s in segments if s.speaker == sid),
+                    end=max(s.end for s in segments if s.speaker == sid),
+                )
+                for sid in speaker_ids
+            ]
+            if speaker_ids
+            else None
+        )
+        return TranscriptionResult(
+            text=text, segments=segments, speakers=speakers_out, duration=duration
+        )
+
+    def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ) -> TranscriptionResult:
+        """Transcribe audio file, batching if longer than threshold."""
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        if duration <= self.batch_threshold:
+            return self._transcribe_single(
+                audio_file_path, context_info, prompt_override
+            )
+
+        # Batch mode: drain the shared progress generator and return its final
+        # result. The generator is also exposed (via the service layer) for
+        # NDJSON progress streaming on long audio.
+        result: TranscriptionResult | None = None
+        for event in self._transcribe_batched_with_progress(
+            audio_file_path,
+            context_info=context_info,
+            prompt_override=prompt_override,
+        ):
+            if event["type"] == "result":
+                result = event["result"]
+        assert result is not None, "batched transcription yielded no result event"
+        return result
+
+    def _transcribe_batched_with_progress(
+        self,
+        audio_file_path: str,
+        context_info: str | None = None,
+        prompt_override: str | None = None,
+    ):
+        """Transcribe long audio in overlapping windows, reporting progress.
+
+        Splits the audio into windows, transcribes each, and stitches the
+        results. A progress event is yielded after every window so the HTTP
+        client keeps receiving bytes during a multi-minute transcription
+        (preventing read timeouts on long audio); the final result is yielded
+        last as a ``TranscriptionResult`` object.
+
+        Yields:
+            {"type": "progress", "current": i, "total": n} after each window
+            {"type": "result", "result": TranscriptionResult} as the final item
+        """
+        with wave.open(audio_file_path, "rb") as wf:
+            duration = wf.getnframes() / wf.getframerate()
+
+        logger.info(
+            f"Audio is {duration:.1f}s (>{self.batch_threshold}s), "
+            f"batching with {self.batch_duration}s windows, {self.batch_overlap}s overlap"
+        )
+        windows = split_audio_file(
+            audio_file_path,
+            batch_duration=self.batch_duration,
+            overlap=self.batch_overlap,
+        )
+
+        batch_results = []
+        for i, (window_path, start_time, end_time) in enumerate(windows):
+            logger.info(
+                f"Transcribing batch {i + 1}/{len(windows)} [{start_time:.1f}s - {end_time:.1f}s]"
+            )
+            result = self._transcribe_single(window_path, context_info, prompt_override)
+            batch_results.append((result, start_time, end_time))
+            try:
+                os.unlink(window_path)
+            except OSError:
+                pass
+
+            yield {"type": "progress", "current": i + 1, "total": len(windows)}
+
+        yield {
+            "type": "result",
+            "result": stitch_transcription_results(batch_results, self.batch_overlap),
+        }
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        return audio_duration > self.batch_threshold
diff --git a/extras/asr-services/providers/nemo/Dockerfile b/extras/asr-services/providers/nemo/Dockerfile
index 7fa97476..420812f5 100644
--- a/extras/asr-services/providers/nemo/Dockerfile
+++ b/extras/asr-services/providers/nemo/Dockerfile
@@ -5,6 +5,10 @@ FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS builder
 
 # Accept PyTorch CUDA version as build argument
 ARG PYTORCH_CUDA_VERSION=cu126
+# Optional: overlay an unreleased NeMo from git on top of the stable deps. The
+# Nemotron 3.5 prompt-conditioned RNNT class (EncDecRNNTBPEModelWithPrompt) only
+# exists on NeMo main as of 2026-06. Empty = stable PyPI NeMo (Parakeet/Canary).
+ARG NEMO_GIT_REF=
 
 WORKDIR /app
 
@@ -22,6 +26,27 @@ COPY pyproject.toml uv.lock ./
 RUN --mount=type=cache,target=/root/.cache/uv \
     uv sync --frozen --no-install-project --group nemo --extra ${PYTORCH_CUDA_VERSION}
 
+# Overlay an unreleased NeMo from git when NEMO_GIT_REF is set. Install WITH deps
+# so NeMo main's bumped requirements (lhotse, etc.) are reconciled, but constrain
+# torch/torchaudio to the CUDA build the stable group already installed so they
+# aren't pulled from the CPU index. uv pip reads the package METADATA (plain
+# requirements), so NeMo's own CPU-torch index config never enters resolution.
+ARG NEMO_GIT_REF
+ENV VIRTUAL_ENV=/app/.venv
+# uvicorn needs a WebSocket backend to serve the /stream endpoint; the nemo
+# group doesn't pull one in. (Not in the lock, so install it directly here.)
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv pip install websockets
+RUN --mount=type=cache,target=/root/.cache/uv \
+    if [ -n "${NEMO_GIT_REF}" ]; then \
+      printf 'torch==2.9.1+cu126\ntorchaudio==2.9.1+cu126\n' > /tmp/torch-constraints.txt && \
+      uv pip install \
+        --index-strategy unsafe-best-match \
+        --extra-index-url https://download.pytorch.org/whl/cu126 \
+        -c /tmp/torch-constraints.txt \
+        "nemo-toolkit[asr] @ git+https://github.com/NVIDIA/NeMo.git@${NEMO_GIT_REF}"; \
+    fi
+
 #########################  runtime #################################
 FROM python:3.12-slim-bookworm AS runtime
 ENV PYTHONUNBUFFERED=1
diff --git a/extras/asr-services/providers/nemo/Dockerfile.strixhalo b/extras/asr-services/providers/nemo/Dockerfile.strixhalo
new file mode 100644
index 00000000..5defc009
--- /dev/null
+++ b/extras/asr-services/providers/nemo/Dockerfile.strixhalo
@@ -0,0 +1,66 @@
+# syntax=docker/dockerfile:1
+#
+# NeMo ASR Provider Dockerfile for AMD Strix Halo (gfx1151)
+#
+# Uses the ROCm PyTorch base image directly to avoid accidentally pulling CUDA
+# torch wheels from PyPI during dependency resolution.
+
+FROM rocm/pytorch:rocm7.2_ubuntu24.04_py3.12_pytorch_release_2.9.1
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsndfile1 \
+        build-essential git portaudio19-dev curl sudo \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install uv for dependency management
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Install nemo-rocm deps into ROCm base venv while preserving base torch/torchaudio.
+COPY pyproject.toml uv.lock ./
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv export --frozen --format requirements.txt --no-hashes \
+    --group nemo-rocm \
+    --no-emit-project \
+    --prune torch --prune torchaudio --prune triton \
+    --prune cuda-bindings --prune cuda-pathfinder --prune numba-cuda \
+    --output-file /tmp/requirements.txt \
+    && uv pip install --python /opt/venv/bin/python --no-managed-python --prerelease=if-necessary-or-explicit \
+        --requirements /tmp/requirements.txt \
+    && /opt/venv/bin/python -m pip uninstall -y cuda-bindings cuda-pathfinder numba-cuda || true
+
+# Verify ROCm torch is active
+RUN /opt/venv/bin/python -c "import torch; assert torch.version.hip is not None, f'Expected ROCm/HIP torch build, got {torch.__version__} (cuda={torch.version.cuda!r}, hip={torch.version.hip!r})'"
+
+ARG APP_UID=10001
+ARG APP_GID=10001
+
+RUN groupadd --system --gid ${APP_GID} appuser \
+    && useradd --system --uid ${APP_UID} --gid appuser --home-dir /home/appuser --create-home --shell /bin/bash appuser \
+    && usermod -aG sudo appuser \
+    && echo "appuser:root" | chpasswd
+
+# Copy application code
+COPY --chown=appuser:appuser common/ ./common/
+COPY --chown=appuser:appuser providers/nemo/ ./providers/nemo/
+
+RUN chown -R appuser:appuser /app
+
+# Default environment variables
+ENV PATH="/opt/venv/bin:${PATH}"
+ENV ASR_MODEL="nvidia/parakeet-tdt-0.6b-v3"
+ENV CHUNKING_ENABLED="true"
+ENV MIN_AUDIO_FOR_CHUNKING="60.0"
+ENV CHUNK_DURATION_SECONDS="30.0"
+ENV HSA_OVERRIDE_GFX_VERSION=11.5.1
+
+EXPOSE 8765
+
+USER appuser
+
+CMD ["python", "-m", "providers.nemo.service", "--port", "8765"]
diff --git a/extras/asr-services/providers/nemo/service.py b/extras/asr-services/providers/nemo/service.py
index 5004c7ce..73ed5856 100644
--- a/extras/asr-services/providers/nemo/service.py
+++ b/extras/asr-services/providers/nemo/service.py
@@ -6,20 +6,47 @@
 
 import argparse
 import asyncio
+import json
 import logging
 import os
 import tempfile
+import wave
 from typing import Optional
 
+import numpy as np
 import uvicorn
-
+from common.audio_utils import save_to_temp_wav
 from common.base_service import BaseASRService, create_asr_app
-from common.response_models import TranscriptionResult
+from common.response_models import TranscriptionResult, Word
+from fastapi import WebSocket, WebSocketDisconnect
 from providers.nemo.transcriber import NemoTranscriber
 
 logger = logging.getLogger(__name__)
 logging.basicConfig(level=logging.INFO)
 
+# Chronicle streaming contract: 16-bit LE mono PCM @ 16 kHz.
+STREAM_SAMPLE_RATE = 16000
+STREAM_BYTES_PER_SEC = STREAM_SAMPLE_RATE * 2
+
+
+def _pcm_to_float32(pcm: bytes) -> np.ndarray:
+    """Convert 16-bit LE PCM bytes to a float32 array in [-1, 1)."""
+    if len(pcm) % 2:
+        pcm = pcm[:-1]
+    return np.frombuffer(pcm, dtype=np.int16).astype(np.float32) / 32768.0
+
+
+def _pcm_to_temp_wav(pcm: bytes) -> str:
+    """Write raw PCM bytes to a temporary 16 kHz mono WAV file, return its path."""
+    fd, path = tempfile.mkstemp(suffix=".wav")
+    os.close(fd)
+    with wave.open(path, "wb") as wf:
+        wf.setnchannels(1)
+        wf.setsampwidth(2)
+        wf.setframerate(STREAM_SAMPLE_RATE)
+        wf.writeframes(pcm)
+    return path
+
 
 class NemoService(BaseASRService):
     """
@@ -56,9 +83,6 @@ async def warmup(self) -> None:
         # Warm up with short audio
         logger.info("Warming up model...")
         try:
-            import numpy as np
-            from common.audio_utils import save_to_temp_wav
-
             # Create 0.1s silence for warmup
             silence = np.zeros(1600, dtype=np.float32)  # 0.1s at 16kHz
             tmp_path = save_to_temp_wav(silence)
@@ -76,6 +100,7 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """Transcribe audio file. context_info is not used by this provider."""
         if self.transcriber is None:
@@ -112,8 +137,205 @@ def main():
     service = NemoService(model_id)
     app = create_asr_app(service)
 
-    # Run server
-    uvicorn.run(app, host=args.host, port=args.port)
+    # How often (seconds of newly-arrived audio) to emit an interim preview.
+    # ~1s keeps per-step overhead low so decoding stays well ahead of real time
+    # and the event loop has gaps to service WebSocket control frames.
+    stream_interval = float(os.getenv("NEMO_STREAM_INTERVAL_SECONDS", "1.0"))
+    # Rolling window (seconds) used only by the windowed interim *fallback*.
+    fallback_window = float(os.getenv("NEMO_FALLBACK_WINDOW_SECONDS", "30"))
+
+    # Single GPU → serialise all model work (interim stream steps + final offline
+    # transcribe) so concurrent WebSocket sessions can't race on the shared model.
+    model_lock = asyncio.Lock()
+
+    def _offline_transcribe_pcm(pcm: bytes) -> TranscriptionResult:
+        """Synchronous full-file transcription of raw PCM (runs in executor)."""
+        tr = service.transcriber
+        # Prompt models can't use NeMo's offline file path — reuse the
+        # streaming-based offline decode (see transcriber.transcribe()).
+        if hasattr(tr.model, "set_inference_prompt"):
+            path = _pcm_to_temp_wav(pcm)
+            try:
+                return tr._transcribe_via_streaming(path)
+            finally:
+                try:
+                    os.unlink(path)
+                except OSError:
+                    pass
+        path = _pcm_to_temp_wav(pcm)
+        try:
+            with __import__("torch").no_grad():
+                results = tr.model.transcribe([path], batch_size=1, timestamps=True)
+        finally:
+            try:
+                os.unlink(path)
+            except OSError:
+                pass
+        if not results:
+            return TranscriptionResult(text="", words=[], segments=[])
+        result = results[0]
+        text = getattr(result, "text", result if isinstance(result, str) else "") or ""
+        words = []
+        ts = getattr(result, "timestamp", None)
+        if isinstance(ts, dict) and ts.get("word"):
+            for w in ts["word"]:
+                words.append(
+                    Word(
+                        word=w.get("word", ""),
+                        start=float(w.get("start", 0.0)),
+                        end=float(w.get("end", 0.0)),
+                        confidence=1.0,
+                    )
+                )
+        return TranscriptionResult(text=text, words=words, segments=[])
+
+    @app.websocket("/stream")
+    async def stream(ws: WebSocket):
+        """Streaming transcription: binary PCM in, interim/final JSON out.
+
+        Interim previews use true cache-aware streaming when the model supports
+        it (Nemotron 3.5); otherwise a bounded windowed re-decode. The final
+        result (what Chronicle stores) is always the accurate full-file decode.
+        """
+        await ws.accept()
+        if not service.is_ready or service.transcriber is None:
+            await ws.close(code=1011, reason="Service not ready")
+            return
+
+        loop = asyncio.get_event_loop()
+        audio = bytearray()  # full session PCM (for the accurate final)
+        last_decoded_bytes = 0
+        prev_interim = ""
+        use_streaming = True
+
+        try:
+            session = service.transcriber.new_streaming_session()
+        except Exception as e:
+            logger.warning(
+                f"nemo: cache-aware streaming unavailable ({e}); using windowed "
+                "interim decode"
+            )
+            session = None
+            use_streaming = False
+
+        running = True
+        try:
+            while running:
+                try:
+                    message = await asyncio.wait_for(ws.receive(), timeout=60.0)
+                except asyncio.TimeoutError:
+                    continue
+
+                if message.get("type") == "websocket.disconnect":
+                    break
+
+                if message.get("bytes"):
+                    audio.extend(message["bytes"])
+                    pending = (len(audio) - last_decoded_bytes) / STREAM_BYTES_PER_SEC
+                    if pending < stream_interval:
+                        continue
+                    new_pcm = bytes(audio[last_decoded_bytes:])
+                    last_decoded_bytes = len(audio)
+
+                    text = ""
+                    if use_streaming and session is not None:
+                        samples = _pcm_to_float32(new_pcm)
+                        try:
+                            async with model_lock:
+                                text = await loop.run_in_executor(
+                                    None, session.add_audio, samples
+                                )
+                        except Exception as e:
+                            logger.warning(
+                                f"nemo: stream step failed ({e}); switching to "
+                                "windowed interim decode for this session"
+                            )
+                            use_streaming = False
+                            session = None
+
+                    if not use_streaming:
+                        window = bytes(
+                            audio[-int(fallback_window * STREAM_BYTES_PER_SEC) :]
+                        )
+                        try:
+                            async with model_lock:
+                                result = await loop.run_in_executor(
+                                    None, _offline_transcribe_pcm, window
+                                )
+                            text = (result.text or "").strip()
+                        except Exception as e:
+                            logger.warning(f"nemo interim fallback failed: {e}")
+                            continue
+
+                    text = (text or "").strip()
+                    if text and text != prev_interim:
+                        prev_interim = text
+                        await ws.send_json(
+                            {
+                                "type": "interim",
+                                "text": text,
+                                "words": [],
+                                "segments": [],
+                            }
+                        )
+
+                elif message.get("text"):
+                    try:
+                        msg = json.loads(message["text"])
+                    except json.JSONDecodeError:
+                        continue
+                    if msg.get("type") in ("CloseStream", "stop", "finalize"):
+                        running = False
+
+            # Final result.
+            #   streaming path: the cumulative cache-aware streaming hypothesis
+            #     (genuine end-to-end streaming — no full-file re-transcription).
+            #   fallback path: one full-file offline decode (only used when the
+            #     model isn't cache-aware and interims were already windowed).
+            final_text = ""
+            final_words: list = []
+            if use_streaming and session is not None:
+                final_text = (session.text or "").strip()
+                final_words = session.get_words()
+            elif audio:
+                async with model_lock:
+                    result = await loop.run_in_executor(
+                        None, _offline_transcribe_pcm, bytes(audio)
+                    )
+                final_text = (result.text or "").strip()
+                final_words = [
+                    {
+                        "word": w.word,
+                        "start": w.start,
+                        "end": w.end,
+                        "confidence": w.confidence,
+                    }
+                    for w in (result.words or [])
+                ]
+            await ws.send_json(
+                {
+                    "type": "final",
+                    "text": final_text,
+                    "words": final_words,
+                    "segments": [],
+                }
+            )
+        except WebSocketDisconnect:
+            logger.info("nemo stream: client disconnected")
+        except Exception as e:
+            logger.error(f"nemo stream error: {e}", exc_info=True)
+
+    # Run server. Disable uvicorn's server-initiated WebSocket keepalive: the
+    # GIL-heavy RNNT decode briefly starves the event loop, and a missed pong
+    # would otherwise drop a healthy streaming connection mid-decode. Clients
+    # that push audio continuously don't need library keepalive.
+    uvicorn.run(
+        app,
+        host=args.host,
+        port=args.port,
+        ws_ping_interval=None,
+        ws_ping_timeout=None,
+    )
 
 
 if __name__ == "__main__":
diff --git a/extras/asr-services/providers/nemo/transcriber.py b/extras/asr-services/providers/nemo/transcriber.py
index 807edf58..61fa489d 100644
--- a/extras/asr-services/providers/nemo/transcriber.py
+++ b/extras/asr-services/providers/nemo/transcriber.py
@@ -8,10 +8,11 @@
 import asyncio
 import logging
 import os
-from typing import Optional, cast
+import re
+from typing import List, Optional, cast
 
+import numpy as np
 import torch
-
 from common.response_models import TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -20,6 +21,41 @@
 NEMO_SAMPLE_RATE = 16000
 
 
+def _parse_att_context_size(raw: str) -> List[int]:
+    """Parse an ``att_context_size`` env string like ``"[56,3]"`` into ``[56, 3]``."""
+    cleaned = raw.strip().strip("[]")
+    parts = [p.strip() for p in cleaned.split(",") if p.strip()]
+    if len(parts) != 2:
+        raise ValueError(f"NEMO_ATT_CONTEXT_SIZE must be 'left,right' (got {raw!r})")
+    return [int(parts[0]), int(parts[1])]
+
+
+_LANG_TAG_RE = re.compile(r"\s*<[a-zA-Z]{2,3}(?:-[a-zA-Z]{2,4})?>\s*")
+
+
+def _strip_lang_tags(text: str) -> str:
+    """Remove the model's inline language tags (e.g. ``<en-US>``, ``<hi-IN>``).
+
+    Nemotron 3.5 emits a language tag at each segment boundary; they're
+    metadata, not transcript, so we drop them and tidy the spacing.
+    """
+    if not text:
+        return text
+    return _LANG_TAG_RE.sub(" ", text).strip()
+
+
+def _extract_stream_text(hyps) -> str:
+    """Pull transcription text out of a NeMo streaming hypothesis list."""
+    if not hyps:
+        return ""
+    first = hyps[0]
+    if hasattr(first, "text"):
+        return _strip_lang_tags(first.text or "")
+    if isinstance(first, str):
+        return _strip_lang_tags(first)
+    return ""
+
+
 class NemoTranscriber:
     """
     Transcriber using NVIDIA NeMo ASR models.
@@ -47,11 +83,28 @@ def __init__(self, model_id: Optional[str] = None):
             "ASR_MODEL", "nvidia/parakeet-tdt-0.6b-v3"
         )
 
+        # Cache-aware streaming context "[left,right]". Only configured when the
+        # env var is explicitly set (cache-aware models like
+        # nvidia/nemotron-3.5-asr-streaming-0.6b); left unset for plain offline
+        # models (e.g. parakeet-tdt) so their behavior is unchanged.
+        att_raw = os.getenv("NEMO_ATT_CONTEXT_SIZE", "").strip()
+        self.att_context_size = _parse_att_context_size(att_raw) if att_raw else None
+
+        # Language prompt for prompt-conditioned models (Nemotron 3.5). Ignored by
+        # plain models (parakeet). A key in the model's prompt_dictionary; "auto"
+        # is the language-agnostic prompt (best for code-switched / Hinglish
+        # audio), or force one e.g. "en-US", "hi-IN", "es-ES".
+        self.target_lang = os.getenv("NEMO_TARGET_LANG", "auto").strip() or "auto"
+
         self.model = None
+        self._online_normalization = False
         self._is_loaded = False
         self._lock = asyncio.Lock()
 
-        logger.info(f"NemoTranscriber initialized: model={self.model_id}")
+        logger.info(
+            f"NemoTranscriber initialized: model={self.model_id}, "
+            f"att_context_size={self.att_context_size}"
+        )
 
     def load_model(self) -> None:
         """Load the NeMo ASR model."""
@@ -61,6 +114,7 @@ def load_model(self) -> None:
 
         logger.info(f"Loading NeMo ASR model: {self.model_id}")
 
+        # Lazy import: nemo is a heavy dependency only installed in the nemo provider image.
         import nemo.collections.asr as nemo_asr
 
         self.model = cast(
@@ -68,9 +122,69 @@ def load_model(self) -> None:
             nemo_asr.models.ASRModel.from_pretrained(model_name=self.model_id),
         )
 
+        # Configure cache-aware streaming attention context when requested.
+        if self.att_context_size is not None:
+            if hasattr(self.model.encoder, "set_default_att_context_size"):
+                self.model.encoder.set_default_att_context_size(self.att_context_size)
+                logger.info(f"Set att_context_size={self.att_context_size}")
+            else:
+                logger.warning(
+                    "NEMO_ATT_CONTEXT_SIZE set but encoder has no "
+                    "set_default_att_context_size — model is not cache-aware; "
+                    "streaming interims will use the windowed fallback."
+                )
+
+        # Online (per-chunk) feature normalization must match the model's training
+        # normalization for cache-aware streaming to stay numerically stable.
+        normalize = getattr(self.model.cfg.preprocessor, "normalize", None)
+        self._online_normalization = normalize in ("per_feature", "all_features")
+
         self._is_loaded = True
         logger.info("Model loaded successfully")
 
+    def _transcribe_via_streaming(self, audio_file_path: str) -> TranscriptionResult:
+        """Offline transcription driven through the cache-aware streaming decoder.
+
+        Loads the file as 16 kHz mono float32 and feeds it through a fresh
+        streaming session in ~2 s chunks. Used for prompt-conditioned models
+        whose NeMo offline file path is unavailable (see transcribe()).
+        """
+        # Lazy import: librosa is heavy and only needed on this path.
+        import librosa
+
+        samples, _ = librosa.load(audio_file_path, sr=NEMO_SAMPLE_RATE, mono=True)
+        samples = samples.astype(np.float32)
+
+        session = NemoStreamingSession(
+            self.model,
+            online_normalization=self._online_normalization,
+            target_lang=self.target_lang,
+        )
+        # Offline: feed the whole signal in one append (the buffer still slices it
+        # into model chunks internally) — no incremental mel-boundary effects.
+        text = session.add_audio(samples)
+
+        words = [
+            Word(
+                word=w["word"],
+                start=w["start"],
+                end=w["end"],
+                confidence=w.get("confidence", 1.0),
+            )
+            for w in session.get_words()
+        ]
+        return TranscriptionResult(text=text, words=words, segments=[])
+
+    def new_streaming_session(self) -> "NemoStreamingSession":
+        """Create a per-connection cache-aware streaming decode session."""
+        if not self._is_loaded or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+        return NemoStreamingSession(
+            self.model,
+            online_normalization=self._online_normalization,
+            target_lang=self.target_lang,
+        )
+
     async def transcribe(self, audio_file_path: str) -> TranscriptionResult:
         """
         Transcribe audio file using NeMo.
@@ -89,6 +203,18 @@ async def transcribe(self, audio_file_path: str) -> TranscriptionResult:
 
         logger.info(f"Transcribing: {audio_file_path}")
 
+        # Prompt-conditioned models (Nemotron 3.5) can't use NeMo's offline
+        # file-transcribe path: its Lhotse prompt-index dataset needs a per-cut
+        # language that plain file inputs don't carry. Route offline through the
+        # cache-aware streaming decoder instead (explicit set_inference_prompt),
+        # so every path uses the same genuinely-streaming decode. Plain models
+        # (parakeet) keep NeMo's native offline transcribe().
+        if hasattr(self.model, "set_inference_prompt"):
+            async with self._lock:
+                return await asyncio.get_event_loop().run_in_executor(
+                    None, self._transcribe_via_streaming, audio_file_path
+                )
+
         async with self._lock:
             with torch.no_grad():
                 results = self.model.transcribe(
@@ -133,3 +259,126 @@ async def transcribe(self, audio_file_path: str) -> TranscriptionResult:
     def is_loaded(self) -> bool:
         """Return True if model is loaded."""
         return self._is_loaded
+
+
+class NemoStreamingSession:
+    """Per-connection cache-aware streaming decode state.
+
+    Feed raw 16 kHz mono float32 audio via :meth:`add_audio`; it returns the
+    cumulative transcription so far. Encoder caches and decoder hypotheses are
+    threaded across calls so each new chunk only costs its own compute (this is
+    the point of a cache-aware streaming model like Nemotron 3.5).
+    """
+
+    def __init__(
+        self, model, online_normalization: bool = False, target_lang: str = "auto"
+    ):
+        # Lazy import: nemo is a heavy dependency only installed in the nemo provider image.
+        from nemo.collections.asr.parts.utils.streaming_utils import (
+            CacheAwareStreamingAudioBuffer,
+        )
+
+        self.model = model
+
+        # Prompt-conditioned models (Nemotron 3.5) need the language prompt set
+        # before any conformer_stream_step; plain models lack this method.
+        if hasattr(model, "set_inference_prompt"):
+            try:
+                model.set_inference_prompt(target_lang)
+            except Exception as e:
+                logger.warning(
+                    f"set_inference_prompt('{target_lang}') failed ({e}); "
+                    "trying 'en-US'"
+                )
+                try:
+                    model.set_inference_prompt("en-US")
+                except Exception as e2:
+                    logger.warning(
+                        f"set_inference_prompt('en-US') also failed ({e2}); "
+                        "streaming without an explicit language prompt"
+                    )
+
+        self.buffer = CacheAwareStreamingAudioBuffer(
+            model=model, online_normalization=online_normalization
+        )
+        (
+            self.cache_last_channel,
+            self.cache_last_time,
+            self.cache_last_channel_len,
+        ) = model.encoder.get_initial_cache_state(batch_size=1)
+        self.previous_hypotheses = None
+        self.pred_out_stream = None
+        self.text = ""
+        self._first_step = True
+        # -1 tells the buffer to start a new stream on the first append; it
+        # returns the assigned id, which we reuse for subsequent appends.
+        self._stream_id = -1
+        # drop_extra_pre_encoded compensates for the pre-encoding overlap the
+        # cache-aware buffer introduces; the first chunk has no prior cache.
+        streaming_cfg = model.encoder.streaming_cfg
+        drop = getattr(streaming_cfg, "drop_extra_pre_encoded", 0)
+        self._drop_extra_pre_encoded = (
+            drop[0] if isinstance(drop, (list, tuple)) else drop
+        )
+
+    def add_audio(self, samples: np.ndarray) -> str:
+        """Append float32 samples and return the cumulative transcript text."""
+        with torch.no_grad():
+            # First append (empty buffer) must use -1 to create the stream; the
+            # buffer leaves stream_id at -1 in that case, so pin it to 0 (this
+            # session owns exactly one stream). Reusing -1 would add a NEW stream
+            # on every append → batch grows → O(n^2) compute then a shape crash.
+            self.buffer.append_audio(samples, stream_id=self._stream_id)
+            self._stream_id = 0
+            for chunk_audio, chunk_lengths in self.buffer:
+                drop = 0 if self._first_step else self._drop_extra_pre_encoded
+                (
+                    self.pred_out_stream,
+                    transcribed_texts,
+                    self.cache_last_channel,
+                    self.cache_last_time,
+                    self.cache_last_channel_len,
+                    self.previous_hypotheses,
+                ) = self.model.conformer_stream_step(
+                    processed_signal=chunk_audio,
+                    processed_signal_length=chunk_lengths,
+                    cache_last_channel=self.cache_last_channel,
+                    cache_last_time=self.cache_last_time,
+                    cache_last_channel_len=self.cache_last_channel_len,
+                    keep_all_outputs=self.buffer.is_buffer_empty(),
+                    previous_hypotheses=self.previous_hypotheses,
+                    previous_pred_out=self.pred_out_stream,
+                    drop_extra_pre_encoded=drop,
+                    return_transcription=True,
+                )
+                self._first_step = False
+                self.text = _extract_stream_text(transcribed_texts)
+        return self.text
+
+    def get_words(self) -> list:
+        """Best-effort word timestamps from the current streaming hypothesis.
+
+        Cache-aware RNNT hypotheses expose word timings only when the decoding
+        strategy computes them; when unavailable this returns an empty list and
+        the (correct) cumulative text still stands on its own.
+        """
+        hyps = self.previous_hypotheses
+        if not hyps:
+            return []
+        hyp = hyps[0]
+        ts = getattr(hyp, "timestamp", None)
+        if not isinstance(ts, dict) or not ts.get("word"):
+            return []
+        out = []
+        for w in ts["word"]:
+            if not isinstance(w, dict):
+                continue
+            out.append(
+                {
+                    "word": w.get("word", ""),
+                    "start": float(w.get("start", 0.0)),
+                    "end": float(w.get("end", 0.0)),
+                    "confidence": 1.0,
+                }
+            )
+        return out
diff --git a/extras/asr-services/providers/qwen3_asr/service.py b/extras/asr-services/providers/qwen3_asr/service.py
index 93434fa8..d8a047a8 100644
--- a/extras/asr-services/providers/qwen3_asr/service.py
+++ b/extras/asr-services/providers/qwen3_asr/service.py
@@ -58,11 +58,14 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """Transcribe audio file via vLLM."""
         if self.transcriber is None:
             raise RuntimeError("Service not initialized")
-        return await self.transcriber.transcribe(audio_file_path, context_info=context_info)
+        return await self.transcriber.transcribe(
+            audio_file_path, context_info=context_info
+        )
 
     def get_capabilities(self) -> list[str]:
         capabilities = ["multilingual", "language_detection"]
diff --git a/extras/asr-services/providers/qwen3_asr/streaming_bridge.py b/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
index 42729b14..43af804f 100644
--- a/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
+++ b/extras/asr-services/providers/qwen3_asr/streaming_bridge.py
@@ -96,7 +96,9 @@ def _parse_qwen3_output(raw: str) -> str:
     return text_part.strip()
 
 
-async def _transcribe_vllm(audio_b64: str, client: httpx.AsyncClient, stream: bool = False) -> str:
+async def _transcribe_vllm(
+    audio_b64: str, client: httpx.AsyncClient, stream: bool = False
+) -> str:
     """Send audio to vLLM and return the transcription text.
 
     Args:
@@ -181,7 +183,9 @@ async def websocket_stream(ws: WebSocket):
                     audio_buffer.extend(message["bytes"])
 
                     # Check if we have enough audio for an interim transcription
-                    buffer_duration = len(audio_buffer) / (SAMPLE_RATE * SAMPLE_WIDTH * CHANNELS)
+                    buffer_duration = len(audio_buffer) / (
+                        SAMPLE_RATE * SAMPLE_WIDTH * CHANNELS
+                    )
                     if buffer_duration >= STREAM_INTERVAL:
                         try:
                             wav_b64 = _pcm_to_wav_base64(bytes(audio_buffer))
@@ -189,12 +193,14 @@ async def websocket_stream(ws: WebSocket):
                             text = text.strip()
 
                             if text and text != prev_transcript:
-                                await ws.send_json({
-                                    "type": "interim",
-                                    "text": text,
-                                    "words": [],
-                                    "segments": [],
-                                })
+                                await ws.send_json(
+                                    {
+                                        "type": "interim",
+                                        "text": text,
+                                        "words": [],
+                                        "segments": [],
+                                    }
+                                )
                                 prev_transcript = text
                         except Exception as e:
                             logger.warning(f"Interim transcription failed: {e}")
@@ -220,28 +226,34 @@ async def websocket_stream(ws: WebSocket):
                     text = await _transcribe_vllm(wav_b64, client, stream=False)
                     text = text.strip()
 
-                    await ws.send_json({
-                        "type": "final",
-                        "text": text,
-                        "words": [],
-                        "segments": [],
-                    })
+                    await ws.send_json(
+                        {
+                            "type": "final",
+                            "text": text,
+                            "words": [],
+                            "segments": [],
+                        }
+                    )
                     logger.info(f"Final transcript: {len(text)} chars")
                 except Exception as e:
                     logger.error(f"Final transcription failed: {e}")
-                    await ws.send_json({
+                    await ws.send_json(
+                        {
+                            "type": "final",
+                            "text": prev_transcript,
+                            "words": [],
+                            "segments": [],
+                        }
+                    )
+            else:
+                await ws.send_json(
+                    {
                         "type": "final",
-                        "text": prev_transcript,
+                        "text": "",
                         "words": [],
                         "segments": [],
-                    })
-            else:
-                await ws.send_json({
-                    "type": "final",
-                    "text": "",
-                    "words": [],
-                    "segments": [],
-                })
+                    }
+                )
 
         except WebSocketDisconnect:
             logger.info("Streaming bridge: client disconnected")
diff --git a/extras/asr-services/providers/qwen3_asr/transcriber.py b/extras/asr-services/providers/qwen3_asr/transcriber.py
index e6dda421..2f39b1a0 100644
--- a/extras/asr-services/providers/qwen3_asr/transcriber.py
+++ b/extras/asr-services/providers/qwen3_asr/transcriber.py
@@ -27,6 +27,9 @@
 from typing import Optional, Tuple
 
 import httpx
+import numpy as np
+import soundfile as sf
+from common.audio_utils import load_audio_file
 from common.response_models import TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -58,9 +61,6 @@ def _audio_to_wav_base64(audio_file_path: str) -> str:
         pass
 
     # Not a WAV – use soundfile to convert
-    import soundfile as sf
-    import numpy as np
-
     data, sr = sf.read(audio_file_path, dtype="int16")
 
     # Mono conversion
@@ -69,8 +69,6 @@ def _audio_to_wav_base64(audio_file_path: str) -> str:
 
     # Resample to 16 kHz if needed
     if sr != 16000:
-        from common.audio_utils import load_audio_file
-
         audio_array, sr = load_audio_file(audio_file_path, target_rate=16000)
         data = (audio_array * 32767).astype("int16")
         sr = 16000
@@ -131,7 +129,9 @@ def fix_pattern_repeats(s: str, thresh: int, max_len: int = 20) -> str:
 
                 if valid:
                     end_index = i + thresh * k
-                    while end_index + k <= n and s[end_index : end_index + k] == pattern:
+                    while (
+                        end_index + k <= n and s[end_index : end_index + k] == pattern
+                    ):
                         end_index += k
                     result.append(pattern)
                     result.append(fix_pattern_repeats(s[end_index:], thresh, max_len))
@@ -212,7 +212,9 @@ class Qwen3ASRTranscriber:
 
     def __init__(self, model_id: Optional[str] = None, vllm_url: Optional[str] = None):
         self.model_id = model_id or os.getenv("ASR_MODEL", "Qwen/Qwen3-ASR-1.7B")
-        self.vllm_url = (vllm_url or os.getenv("QWEN3_VLLM_URL", "http://localhost:8000")).rstrip("/")
+        self.vllm_url = (
+            vllm_url or os.getenv("QWEN3_VLLM_URL", "http://localhost:8000")
+        ).rstrip("/")
         self._client = httpx.AsyncClient(timeout=VLLM_TIMEOUT)
         self._aligner = None
 
@@ -220,11 +222,16 @@ def __init__(self, model_id: Optional[str] = None, vllm_url: Optional[str] = Non
         aligner_model = os.getenv("FORCED_ALIGNER_MODEL")
         if aligner_model and HAS_FORCED_ALIGNER:
             try:
+                # Lazy import: torch is only installed in the qwen3-asr-full
+                # image (needed for ForcedAligner); the lightweight default
+                # image doesn't have it.
                 import torch
 
                 device = "cuda" if torch.cuda.is_available() else "cpu"
                 dtype = torch.bfloat16 if device == "cuda" else torch.float32
-                logger.info(f"Loading ForcedAligner: model={aligner_model}, device={device}, dtype={dtype}")
+                logger.info(
+                    f"Loading ForcedAligner: model={aligner_model}, device={device}, dtype={dtype}"
+                )
                 self._aligner = Qwen3ForcedAligner.from_pretrained(
                     aligner_model, device_map=device, dtype=dtype
                 )
@@ -311,7 +318,9 @@ async def transcribe(
                 words = await self._run_aligner(audio_file_path, text, language)
                 logger.info(f"ForcedAligner produced {len(words)} word timestamps")
             except Exception as e:
-                logger.warning(f"ForcedAligner failed, returning without timestamps: {e}")
+                logger.warning(
+                    f"ForcedAligner failed, returning without timestamps: {e}"
+                )
 
         return TranscriptionResult(
             text=text,
@@ -320,7 +329,9 @@ async def transcribe(
             language=language or None,
         )
 
-    async def _run_aligner(self, audio_file_path: str, text: str, language: str) -> list[Word]:
+    async def _run_aligner(
+        self, audio_file_path: str, text: str, language: str
+    ) -> list[Word]:
         """Run ForcedAligner in a thread executor (it's sync/blocking).
 
         Returns list of Word objects with start/end timestamps.
@@ -339,6 +350,8 @@ async def _run_aligner(self, audio_file_path: str, text: str, language: str) ->
             # align() returns List[ForcedAlignResult], each has .items: List[ForcedAlignItem]
             for result in align_results:
                 for item in result.items:
-                    words.append(Word(word=item.text, start=item.start_time, end=item.end_time))
+                    words.append(
+                        Word(word=item.text, start=item.start_time, end=item.end_time)
+                    )
 
         return words
diff --git a/extras/asr-services/providers/transformers/service.py b/extras/asr-services/providers/transformers/service.py
index be40450d..7fc05e0d 100644
--- a/extras/asr-services/providers/transformers/service.py
+++ b/extras/asr-services/providers/transformers/service.py
@@ -11,7 +11,9 @@
 import tempfile
 from typing import Optional
 
+import numpy as np
 import uvicorn
+from common.audio_utils import save_to_temp_wav
 from common.base_service import BaseASRService, create_asr_app
 from common.response_models import TranscriptionResult
 from providers.transformers.transcriber import TransformersTranscriber
@@ -60,9 +62,6 @@ async def warmup(self) -> None:
         # Warm up with short audio
         logger.info("Warming up model...")
         try:
-            import numpy as np
-            from common.audio_utils import save_to_temp_wav
-
             # Create 0.5s silence for warmup
             silence = np.zeros(8000, dtype=np.float32)  # 0.5s at 16kHz
             tmp_path = save_to_temp_wav(silence)
@@ -70,7 +69,9 @@ async def warmup(self) -> None:
             try:
                 await loop.run_in_executor(
                     None,
-                    lambda: self.transcriber.transcribe(tmp_path, return_timestamps=False),
+                    lambda: self.transcriber.transcribe(
+                        tmp_path, return_timestamps=False
+                    ),
                 )
             finally:
                 os.unlink(tmp_path)
@@ -83,6 +84,7 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """Transcribe audio file. context_info is not used by this provider."""
         if self.transcriber is None:
@@ -95,6 +97,7 @@ async def transcribe(
                 audio_file_path,
                 language=self.language,
                 return_timestamps=True,
+                word_timestamps=self.transcriber.supports_word_timestamps(),
             ),
         )
         return result
diff --git a/extras/asr-services/providers/transformers/transcriber.py b/extras/asr-services/providers/transformers/transcriber.py
index 78656b40..d53b8be8 100644
--- a/extras/asr-services/providers/transformers/transcriber.py
+++ b/extras/asr-services/providers/transformers/transcriber.py
@@ -10,7 +10,6 @@
 from typing import Optional
 
 import torch
-
 from common.response_models import Segment, TranscriptionResult, Word
 
 logger = logging.getLogger(__name__)
@@ -38,8 +37,12 @@ def __init__(self, model_id: Optional[str] = None):
             model_id: Model identifier. If None, reads from ASR_MODEL env var.
         """
         self.model_id = model_id or os.getenv("ASR_MODEL", "openai/whisper-large-v3")
-        self.use_flash_attn = os.getenv("USE_FLASH_ATTENTION", "false").lower() == "true"
-        self.device = os.getenv("DEVICE", "cuda" if torch.cuda.is_available() else "cpu")
+        self.use_flash_attn = (
+            os.getenv("USE_FLASH_ATTENTION", "false").lower() == "true"
+        )
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
         self.torch_dtype_str = os.getenv("TORCH_DTYPE", "float16")
 
         # Determine torch dtype
@@ -70,6 +73,7 @@ def load_model(self) -> None:
 
         logger.info(f"Loading transformers model: {self.model_id}")
 
+        # Lazy import: transformers is heavy and only needed once model loading starts.
         from transformers import AutoModelForSpeechSeq2Seq, AutoProcessor, pipeline
 
         # Load processor
@@ -105,11 +109,22 @@ def load_model(self) -> None:
         self._is_loaded = True
         logger.info("Whisper pipeline created and ready")
 
+    def supports_word_timestamps(self) -> bool:
+        """Check if model has alignment heads for word-level timestamps."""
+        if self.model is None:
+            return False
+        config = getattr(self.model, "config", None)
+        if config is None:
+            return False
+        alignment_heads = getattr(config, "alignment_heads", None)
+        return alignment_heads is not None
+
     def transcribe(
         self,
         audio_file_path: str,
         language: Optional[str] = None,
         return_timestamps: bool = True,
+        word_timestamps: bool = True,
     ) -> TranscriptionResult:
         """
         Transcribe audio file.
@@ -117,7 +132,8 @@ def transcribe(
         Args:
             audio_file_path: Path to audio file
             language: Language code (None for auto-detect)
-            return_timestamps: Whether to return word timestamps
+            return_timestamps: Whether to return chunk-level timestamps
+            word_timestamps: Whether to return word-level timestamps (requires alignment heads)
 
         Returns:
             TranscriptionResult with text, words, and segments
@@ -132,13 +148,30 @@ def transcribe(
         if language:
             generate_kwargs["language"] = language
 
+        # Determine timestamp mode
+        if return_timestamps and word_timestamps:
+            ts_mode = "word"
+        elif return_timestamps:
+            ts_mode = True
+        else:
+            ts_mode = False
+
         # Run transcription
         result = self.pipeline(
             audio_file_path,
-            return_timestamps="word" if return_timestamps else False,
-            generate_kwargs=generate_kwargs if generate_kwargs else None,
+            return_timestamps=ts_mode,
+            generate_kwargs=generate_kwargs or {},
         )
 
+        # Debug: log raw pipeline output structure
+        logger.info(f"Pipeline result keys: {list(result.keys())}")
+        chunks = result.get("chunks", [])
+        logger.info(f"Pipeline returned {len(chunks)} chunks, ts_mode={ts_mode}")
+        if chunks:
+            logger.info(f"First chunk: {chunks[0]}")
+            if len(chunks) > 1:
+                logger.info(f"Second chunk: {chunks[1]}")
+
         # Parse result
         text = result.get("text", "")
         all_words = []
@@ -172,7 +205,9 @@ def transcribe(
                 )
             )
 
-        logger.info(f"Transcription complete: {len(text)} chars, {len(all_words)} words")
+        logger.info(
+            f"Transcription complete: {len(text)} chars, {len(all_words)} words"
+        )
 
         return TranscriptionResult(
             text=text,
diff --git a/extras/asr-services/providers/vibevoice/Dockerfile b/extras/asr-services/providers/vibevoice/Dockerfile
index 93ed36af..2f57b951 100644
--- a/extras/asr-services/providers/vibevoice/Dockerfile
+++ b/extras/asr-services/providers/vibevoice/Dockerfile
@@ -6,22 +6,34 @@
 # VibeVoice provides speech-to-text with speaker diarization.
 
 #########################  builder #################################
-FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS builder
+# NVIDIA CUDA devel image provides nvcc + headers needed to compile
+# flash-attn CUDA kernels.  Ubuntu 24.04 ships Python 3.12.
+FROM nvidia/cuda:12.6.3-devel-ubuntu24.04 AS builder
+
+ARG PYTORCH_CUDA_VERSION=cu126
 
 WORKDIR /app
 
-# Install system dependencies for building
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        build-essential git \
+        python3.12 python3.12-dev python3.12-venv \
+        build-essential ninja-build git \
     && rm -rf /var/lib/apt/lists/*
 
+# Grab uv binary from the official image
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
 ENV UV_COMPILE_BYTECODE=1
 ENV UV_LINK_MODE=copy
+ENV CUDA_HOME=/usr/local/cuda
 
 # Dependency manifest first for cache-friendly installs
 COPY pyproject.toml uv.lock ./
 RUN --mount=type=cache,target=/root/.cache/uv \
-    uv sync --frozen --no-install-project --group vibevoice
+    uv sync --frozen --no-install-project --group vibevoice --extra ${PYTORCH_CUDA_VERSION}
+
+# flash-attn compiles CUDA kernels against the toolkit above
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv pip install flash-attn --no-build-isolation
 
 #########################  runtime #################################
 FROM python:3.12-slim-bookworm AS runtime
@@ -30,7 +42,7 @@ WORKDIR /app
 
 # Install runtime dependencies
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        curl ffmpeg git libsndfile1 gcc libc6-dev \
+        curl ffmpeg libsndfile1 gcc libc6-dev \
     && rm -rf /var/lib/apt/lists/*
 
 # Copy installed packages from builder's venv to system Python
@@ -40,15 +52,11 @@ COPY --from=builder /app/.venv/lib/python3.12/site-packages /usr/local/lib/pytho
 COPY common/ ./common/
 COPY providers/vibevoice/ ./providers/vibevoice/
 
-# Pre-clone VibeVoice repository for faster startup
-ENV HF_HOME="/models"
-RUN mkdir -p /models && \
-    git clone https://github.com/microsoft/VibeVoice.git /models/vibevoice
-
 # Default environment variables
-ENV ASR_MODEL="microsoft/VibeVoice-ASR"
-ENV VIBEVOICE_LLM_MODEL="Qwen/Qwen2.5-7B"
-ENV VIBEVOICE_ATTN_IMPL="sdpa"
+ENV HF_HOME="/models"
+ENV ASR_MODEL="microsoft/VibeVoice-ASR-HF"
+ENV VIBEVOICE_ATTN_IMPL="flash_attention_2"
+ENV FLASH_ATTENTION_DETERMINISTIC="1"
 ENV DEVICE="cuda"
 ENV TORCH_DTYPE="bfloat16"
 ENV MAX_NEW_TOKENS="8192"
diff --git a/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo b/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo
new file mode 100644
index 00000000..c025fd03
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/Dockerfile.strixhalo
@@ -0,0 +1,78 @@
+# syntax=docker/dockerfile:1
+#
+# VibeVoice ASR Provider Dockerfile for AMD Strix Halo (gfx1151)
+#
+# Uses the known-good ROCm PyTorch base from the VibeVoice ROCm recipe,
+# then layers Chronicle's service code on top.
+
+FROM rocm/pytorch:rocm7.2_ubuntu24.04_py3.12_pytorch_release_2.9.1
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+# Build/runtime dependencies for audio IO and ROCm flash-attention compilation
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        build-essential cmake ninja-build git curl ffmpeg libsndfile1 sudo \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install uv for locked dependency sync
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Install Python deps into the base image ROCm venv (/opt/venv),
+# but keep base torch/torchaudio untouched.
+COPY pyproject.toml uv.lock ./
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv export --frozen --format requirements.txt --no-hashes \
+    --group vibevoice \
+    --no-emit-project \
+    --prune torch --prune torchaudio --prune bitsandbytes \
+    --prune cuda-bindings --prune cuda-pathfinder --prune triton \
+    --output-file /tmp/requirements.txt \
+    && uv pip install --python /opt/venv/bin/python --no-managed-python --prerelease=if-necessary-or-explicit \
+        --requirements /tmp/requirements.txt \
+    && true
+
+# Install ROCm flash-attention (AMD Triton path)
+ENV FLASH_ATTENTION_TRITON_AMD_ENABLE=TRUE
+RUN --mount=type=cache,target=/root/.cache/pip \
+    git clone --depth 1 https://github.com/ROCm/flash-attention.git /tmp/flash-attention \
+    && cd /tmp/flash-attention \
+    && /opt/venv/bin/python setup.py install \
+    && rm -rf /tmp/flash-attention
+
+# Verify we are on ROCm/HIP torch.
+RUN /opt/venv/bin/python -c "import torch; assert torch.version.hip is not None, f'Expected ROCm/HIP torch build, got {torch.__version__} (cuda={torch.version.cuda!r}, hip={torch.version.hip!r})'"
+
+# Copy application code
+COPY common/ ./common/
+COPY providers/vibevoice/ ./providers/vibevoice/
+
+ENV HF_HOME="/models"
+
+ARG VIBE_UID=10002
+ARG VIBE_GID=10002
+
+RUN groupadd --system --gid ${VIBE_GID} vibeuser \
+    && useradd --system --uid ${VIBE_UID} --gid vibeuser --home-dir /home/vibeuser --create-home --shell /bin/bash vibeuser \
+    && usermod -aG sudo vibeuser \
+    && echo "vibeuser:root" | chpasswd \
+    && chown -R vibeuser:vibeuser /app /models
+
+# Default environment variables
+ENV PATH="/opt/venv/bin:${PATH}"
+ENV ASR_MODEL="microsoft/VibeVoice-ASR-HF"
+ENV VIBEVOICE_ATTN_IMPL="sdpa"
+ENV DEVICE="cuda"
+ENV TORCH_DTYPE="bfloat16"
+ENV MAX_NEW_TOKENS="8192"
+ENV QUANTIZATION=""
+ENV HSA_OVERRIDE_GFX_VERSION=11.5.1
+
+EXPOSE 8765
+
+USER vibeuser
+
+CMD ["python", "-m", "providers.vibevoice.service", "--port", "8765"]
diff --git a/extras/asr-services/providers/vibevoice/Dockerfile.vllm b/extras/asr-services/providers/vibevoice/Dockerfile.vllm
new file mode 100644
index 00000000..51feab20
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/Dockerfile.vllm
@@ -0,0 +1,55 @@
+# syntax=docker/dockerfile:1
+#
+# VibeVoice ASR — vLLM backend (DEFAULT for the vibevoice provider).
+#
+# Runs the Chronicle ASR wrapper (providers.vibevoice.vllm_service), which on
+# startup launches a local vLLM OpenAI server (microsoft VibeVoice vllm_plugin)
+# and proxies /transcribe to it SINGLE-PASS (no windowing). vLLM single-pass is
+# ~3x faster than the transformers windowed path and far more robust — see memory
+# vibevoice-vllm-vs-transformers-bench. The standard /align (forced alignment),
+# /health and /info endpoints are served by the same FastAPI app.
+#
+# The model is NOT baked into the image — it is loaded from the mounted HF cache
+# (./model_cache:/models) at runtime, same as every other ASR provider.
+FROM vllm/vllm-openai:v0.14.1
+
+# ffmpeg: vLLM decodes the request audio via an ffmpeg subprocess (missing -> 500
+#   "No such file or directory: 'ffmpeg'"). libsndfile/git: audio + plugin install.
+RUN apt-get update -qq && \
+    apt-get install -y -qq --no-install-recommends ffmpeg libsndfile1 git curl && \
+    rm -rf /var/lib/apt/lists/*
+
+# VibeVoice package = the vLLM plugin (registers the model + audio processor via
+# entry points) and the tokenizer-file generator. Plain install (NOT the [vllm]
+# extra): vllm is already in the base image, and the extra would pull a conflicting
+# torch on top of it. Keep the repo at /opt/VibeVoice so the tokenizer-gen SCRIPT is
+# available at runtime (the model is mounted at runtime, so tokenizer files can only
+# be generated then).
+RUN git clone --depth 1 https://github.com/microsoft/VibeVoice.git /opt/VibeVoice && \
+    pip install --no-cache-dir /opt/VibeVoice && \
+    rm -rf /opt/VibeVoice/.git
+ENV VIBEVOICE_TOKENIZER_SCRIPT="/opt/VibeVoice/vllm_plugin/tools/generate_tokenizer_files.py"
+
+# Chronicle wrapper deps: requests (vLLM HTTP client), soundfile/omegaconf (common/),
+# torchaudio (the /align forced aligner — MMS_FA via torchaudio, matched to the base
+# image's torch).
+RUN pip install --no-cache-dir requests "soundfile>=0.12" "omegaconf>=2.3" torchaudio
+
+WORKDIR /app
+COPY common/ ./common/
+COPY providers/vibevoice/ ./providers/vibevoice/
+
+# HF cache (model is mounted here at runtime), model id, and the internal vLLM port.
+ENV HF_HOME="/models"
+ENV ASR_MODEL="microsoft/VibeVoice-ASR"
+ENV VIBEVOICE_VLLM_PORT="18000"
+ENV VIBEVOICE_TORCH_DTYPE="bfloat16"
+ENV VIBEVOICE_FFMPEG_MAX_CONCURRENCY="64"
+ENV PYTORCH_ALLOC_CONF="expandable_segments:True"
+
+EXPOSE 8765
+
+# Override the base image's vllm-server entrypoint: we run the Chronicle wrapper,
+# which launches vLLM itself.
+ENTRYPOINT []
+CMD ["python3", "-m", "providers.vibevoice.vllm_service", "--port", "8765"]
diff --git a/extras/asr-services/providers/vibevoice/service.py b/extras/asr-services/providers/vibevoice/service.py
index 69bc0cd1..2ca4de0d 100644
--- a/extras/asr-services/providers/vibevoice/service.py
+++ b/extras/asr-services/providers/vibevoice/service.py
@@ -7,10 +7,12 @@
 
 import argparse
 import asyncio
+import importlib.util
 import json
 import logging
 import os
 import shutil
+import sys
 import tempfile
 import uuid
 from concurrent.futures import ThreadPoolExecutor
@@ -46,8 +48,7 @@ class VibeVoiceService(BaseASRService):
     VibeVoice provides speech-to-text with built-in speaker diarization.
 
     Environment variables:
-        ASR_MODEL: Model identifier (default: microsoft/VibeVoice-ASR)
-        VIBEVOICE_LLM_MODEL: LLM backbone for processor (default: Qwen/Qwen2.5-7B)
+        ASR_MODEL: Model identifier (default: microsoft/VibeVoice-ASR-HF-HF)
         VIBEVOICE_ATTN_IMPL: Attention implementation (default: sdpa)
         DEVICE: Device to use (default: cuda)
         TORCH_DTYPE: Torch dtype (default: bfloat16)
@@ -79,6 +80,7 @@ async def transcribe(
         self,
         audio_file_path: str,
         context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
     ) -> TranscriptionResult:
         """Transcribe audio file."""
         if self.transcriber is None:
@@ -102,6 +104,35 @@ def get_capabilities(self) -> list[str]:
             "long_form",
         ]
 
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Return True if audio is long enough for batched transcription with progress."""
+        if self.transcriber is None:
+            return False
+        return self.transcriber.supports_batch_progress(audio_duration)
+
+    def transcribe_with_progress(
+        self, audio_file_path: str, context_info=None, **kwargs
+    ):
+        if kwargs:
+            logger.warning(
+                f"transcribe_with_progress: ignoring unsupported kwargs: {list(kwargs.keys())}"
+            )
+        """Yield progress counters then final result for long audio.
+
+        Delegates to the transcriber's _transcribe_batched_with_progress() generator.
+        Runs synchronously (called via run_in_executor by the endpoint).
+        """
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+        for event in self.transcriber._transcribe_batched_with_progress(
+            audio_file_path,
+            hotwords=context_info,
+        ):
+            if event["type"] == "result":
+                yield {"type": "result", **event["result"].to_dict()}
+            else:
+                yield event
+
 
 def _run_lora_training(
     data_dir: str,
@@ -110,11 +141,13 @@ def _run_lora_training(
     lora_alpha: int,
     num_epochs: int,
     job_id: str,
+    service: VibeVoiceService,
 ) -> None:
     """Run LoRA fine-tuning in a background thread.
 
     Imports VibeVoice's finetuning-asr/lora_finetune.py and calls its train()
-    function programmatically. On completion, saves the adapter and updates state.
+    function programmatically. On completion, saves the adapter, auto-reloads it
+    into the running model, and updates state.
     """
     global _finetune_state
     try:
@@ -122,8 +155,6 @@ def _run_lora_training(
         _finetune_state["progress"] = "starting"
 
         # Import VibeVoice's LoRA fine-tuning module
-        import sys
-
         hf_home = Path(os.getenv("HF_HOME", "/models"))
         vibevoice_dir = hf_home / "vibevoice"
         if str(vibevoice_dir) not in sys.path:
@@ -131,35 +162,77 @@ def _run_lora_training(
 
         finetune_script = vibevoice_dir / "finetuning-asr" / "lora_finetune.py"
         if not finetune_script.exists():
-            raise FileNotFoundError(f"VibeVoice LoRA fine-tuning script not found at {finetune_script}")
+            raise FileNotFoundError(
+                f"VibeVoice LoRA fine-tuning script not found at {finetune_script}"
+            )
 
         # Use importlib to load the script as a module
-        import importlib.util
-
-        spec = importlib.util.spec_from_file_location("lora_finetune", str(finetune_script))
+        spec = importlib.util.spec_from_file_location(
+            "lora_finetune", str(finetune_script)
+        )
         lora_module = importlib.util.module_from_spec(spec)
         spec.loader.exec_module(lora_module)
 
         _finetune_state["progress"] = "training"
 
-        # Call the training function
-        lora_module.train(
+        # Construct dataclass arguments expected by train()
+        model_args = lora_module.ModelArguments(
+            model_path=os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR-HF"),
+        )
+        data_args = lora_module.DataArguments(
             data_dir=data_dir,
-            output_dir=adapter_output_dir,
+            use_customized_context=True,
+        )
+        lora_args_obj = lora_module.LoraArguments(
             lora_r=lora_r,
             lora_alpha=lora_alpha,
-            num_epochs=num_epochs,
         )
 
+        # Lazy import: transformers is heavy and only needed for this
+        # background fine-tuning task.
+        from transformers import TrainingArguments
+
+        # Determine logging backend from env
+        wandb_enabled = os.getenv("WANDB_ENABLED", "false").lower() == "true"
+        report_to = "wandb" if wandb_enabled else "none"
+
+        training_args = TrainingArguments(
+            output_dir=adapter_output_dir,
+            num_train_epochs=num_epochs,
+            per_device_train_batch_size=1,
+            learning_rate=1e-4,
+            bf16=True,
+            report_to=report_to,
+            run_name=f"chronicle-lora-{job_id}",
+            gradient_checkpointing=True,
+            logging_steps=10,
+        )
+
+        lora_module.train(model_args, data_args, lora_args_obj, training_args)
+
+        # Auto-reload the adapter into the running model
+        _finetune_state["progress"] = "reloading_adapter"
+        if service.transcriber is not None:
+            try:
+                service.transcriber.load_lora_adapter(adapter_output_dir)
+                logger.info(f"LoRA adapter auto-loaded from {adapter_output_dir}")
+            except Exception as e:
+                logger.error(f"Adapter reload failed (training succeeded): {e}")
+                _finetune_state["error"] = f"Training OK, reload failed: {e}"
+
         _finetune_state["status"] = "completed"
         _finetune_state["progress"] = "done"
         _finetune_state["last_completed_job_id"] = job_id
-        logger.info(f"LoRA fine-tuning completed: job_id={job_id}, adapter at {adapter_output_dir}")
+        logger.info(
+            f"LoRA fine-tuning completed: job_id={job_id}, adapter at {adapter_output_dir}"
+        )
 
     except Exception as e:
         _finetune_state["status"] = "failed"
         _finetune_state["error"] = str(e)
-        logger.error(f"LoRA fine-tuning failed: job_id={job_id}, error={e}", exc_info=True)
+        logger.error(
+            f"LoRA fine-tuning failed: job_id={job_id}, error={e}", exc_info=True
+        )
 
 
 def add_finetune_routes(app, service: VibeVoiceService) -> None:
@@ -202,20 +275,27 @@ async def start_finetune(
             content = await audio_file.read()
             file_path.write_bytes(content)
 
-        # Save labels JSON
-        labels_path = job_dir / "labels.json"
-        labels_path.write_text(json.dumps(label_data, indent=2))
+        # Write individual label files (one per sample, matching audio stem)
+        for label in label_data:
+            audio_filename = label.get("audio_path", "")
+            stem = Path(audio_filename).stem
+            if not stem:
+                continue
+            label_path = job_dir / f"{stem}.json"
+            label_path.write_text(json.dumps(label, indent=2))
 
         # Output adapter directory
         adapter_output_dir = str(adapter_base_dir / "latest")
 
         # Update state and launch training in background thread
-        _finetune_state.update({
-            "status": "training",
-            "job_id": job_id,
-            "progress": "queued",
-            "error": None,
-        })
+        _finetune_state.update(
+            {
+                "status": "training",
+                "job_id": job_id,
+                "progress": "queued",
+                "error": None,
+            }
+        )
 
         loop = asyncio.get_event_loop()
         loop.run_in_executor(
@@ -227,13 +307,16 @@ async def start_finetune(
             lora_alpha,
             num_epochs,
             job_id,
+            service,
         )
 
-        return JSONResponse(content={
-            "job_id": job_id,
-            "status": "training_started",
-            "adapter_output_dir": adapter_output_dir,
-        })
+        return JSONResponse(
+            content={
+                "job_id": job_id,
+                "status": "training_started",
+                "adapter_output_dir": adapter_output_dir,
+            }
+        )
 
     @app.get("/fine-tune/status")
     async def finetune_status():
@@ -261,10 +344,12 @@ async def reload_adapter(adapter_path: Optional[str] = Form(None)):
                 service.transcriber.load_lora_adapter,
                 path,
             )
-            return JSONResponse(content={
-                "status": "adapter_loaded",
-                "adapter_path": path,
-            })
+            return JSONResponse(
+                content={
+                    "status": "adapter_loaded",
+                    "adapter_path": path,
+                }
+            )
         except Exception as e:
             logger.error(f"Failed to reload adapter: {e}", exc_info=True)
             raise HTTPException(status_code=500, detail=f"Failed to load adapter: {e}")
@@ -283,7 +368,7 @@ def main():
         os.environ["ASR_MODEL"] = args.model
 
     # Get model ID
-    model_id = os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR")
+    model_id = os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR-HF")
 
     # Create service and app
     service = VibeVoiceService(model_id)
diff --git a/extras/asr-services/providers/vibevoice/transcriber.py b/extras/asr-services/providers/vibevoice/transcriber.py
index 884b1965..ef6e8e34 100644
--- a/extras/asr-services/providers/vibevoice/transcriber.py
+++ b/extras/asr-services/providers/vibevoice/transcriber.py
@@ -1,19 +1,17 @@
 """
 VibeVoice ASR transcriber implementation.
 
-Uses Microsoft's VibeVoice-ASR model with speaker diarization capabilities.
-VibeVoice is a speech-to-text model with built-in speaker diarization.
+Uses Microsoft's VibeVoice-ASR-HF model via native transformers (v5.3+).
+Speaker diarization, timestamps, and multi-language support are built in.
 
 For long audio files, automatically batches into overlapping windows and
-stitches results together. Context from each window is passed to the next
-via VibeVoice's native context_info parameter.
+stitches results together.
 
 Batching config is loaded from config/defaults.yml (asr_services.vibevoice section),
 overridden by config/config.yml, and can be further overridden by environment variables.
 
 Environment variables:
-    ASR_MODEL: HuggingFace model ID (default: microsoft/VibeVoice-ASR)
-    VIBEVOICE_LLM_MODEL: LLM backbone for processor (default: Qwen/Qwen2.5-7B)
+    ASR_MODEL: HuggingFace model ID (default: microsoft/VibeVoice-ASR-HF)
     VIBEVOICE_ATTN_IMPL: Attention implementation (default: sdpa)
         - sdpa: Scaled dot product attention (default, most compatible)
         - flash_attention_2: Faster but requires flash-attn package
@@ -29,61 +27,62 @@
 import json
 import logging
 import os
-import re
-import subprocess
-import sys
 from pathlib import Path
 from typing import Optional
 
 import torch
-from common.audio_utils import STANDARD_SAMPLE_RATE, load_audio_file
-from common.batching import (
-    extract_context_tail,
-    split_audio_file,
-    stitch_transcription_results,
-)
+from common.audio_utils import STANDARD_SAMPLE_RATE, is_silent, load_audio_file
+from common.batching import split_audio_file, stitch_transcription_results
 from common.response_models import Segment, Speaker, TranscriptionResult
+from omegaconf import OmegaConf
 
 logger = logging.getLogger(__name__)
 
 
+def _as_bool(env_val: Optional[str], default: bool) -> bool:
+    """Parse an env override into a bool, falling back to ``default`` when unset."""
+    if env_val is None or env_val == "":
+        return bool(default)
+    return env_val.strip().lower() not in ("0", "false", "no", "off")
+
+
 def load_vibevoice_config() -> dict:
-    """Load asr_services.vibevoice config from config.yml/defaults.yml."""
-    try:
-        from omegaconf import OmegaConf
-
-        config_dir = Path(os.getenv("CONFIG_DIR", "/app/config"))
-        defaults_path = config_dir / "defaults.yml"
-        config_path = config_dir / "config.yml"
-
-        if not defaults_path.exists() and not config_path.exists():
-            return {}
-
-        defaults = OmegaConf.load(defaults_path) if defaults_path.exists() else {}
-        user_config = OmegaConf.load(config_path) if config_path.exists() else {}
-        merged = OmegaConf.merge(defaults, user_config)
-
-        asr_config = merged.get("asr_services", {}).get("vibevoice", {})
-        resolved = OmegaConf.to_container(asr_config, resolve=True)
-        logger.info(f"Loaded vibevoice config: {resolved}")
-        return resolved
-    except Exception as e:
-        logger.warning(f"Failed to load config: {e}, using env/defaults")
+    """Load asr_services.vibevoice config from config.yml/defaults.yml.
+
+    Returns an empty dict only when neither config file exists.
+    Raises on any load/parse error so misconfigurations are caught early.
+    """
+    config_dir = Path(os.getenv("CONFIG_DIR", "/app/config"))
+    defaults_path = config_dir / "defaults.yml"
+    config_path = config_dir / "config.yml"
+
+    if not defaults_path.exists() and not config_path.exists():
+        logger.info("No config files found in %s, using env/defaults", config_dir)
         return {}
 
+    defaults = OmegaConf.load(defaults_path) if defaults_path.exists() else {}
+    user_config = OmegaConf.load(config_path) if config_path.exists() else {}
+    merged = OmegaConf.merge(defaults, user_config)
+
+    asr_config = OmegaConf.select(
+        merged, "asr_services.vibevoice", default=OmegaConf.create({})
+    )
+    resolved = OmegaConf.to_container(asr_config, resolve=True)
+    logger.info(f"Loaded vibevoice config: {resolved}")
+    return resolved
+
 
 class VibeVoiceTranscriber:
     """
-    Transcriber using Microsoft VibeVoice-ASR.
+    Transcriber using Microsoft VibeVoice-ASR-HF via native transformers.
 
-    VibeVoice provides speech-to-text with speaker diarization.
-    It requires cloning the VibeVoice repository for the model and processor classes.
+    Uses AutoProcessor + VibeVoiceAsrForConditionalGeneration from
+    transformers >= 5.3.0. No external repository clone needed.
 
     Batching config priority: env vars > config/config.yml > config/defaults.yml > hardcoded.
 
     Environment variables:
-        ASR_MODEL: Model identifier (default: microsoft/VibeVoice-ASR)
-        VIBEVOICE_LLM_MODEL: LLM backbone (default: Qwen/Qwen2.5-7B)
+        ASR_MODEL: Model identifier (default: microsoft/VibeVoice-ASR-HF)
         VIBEVOICE_ATTN_IMPL: Attention implementation (default: sdpa)
         DEVICE: Device to use (default: cuda)
         TORCH_DTYPE: Torch dtype (default: bfloat16)
@@ -94,20 +93,34 @@ class VibeVoiceTranscriber:
     """
 
     def __init__(self, model_id: Optional[str] = None):
-        """
-        Initialize the VibeVoice transcriber.
+        self.model_id = model_id or os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR-HF")
+        self.attn_impl = os.getenv("VIBEVOICE_ATTN_IMPL", "flash_attention_2")
+        self.device = os.getenv(
+            "DEVICE", "cuda" if torch.cuda.is_available() else "cpu"
+        )
 
-        Args:
-            model_id: Model identifier. If None, reads from ASR_MODEL env var.
-        """
-        self.model_id = model_id or os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR")
-        self.llm_model = os.getenv("VIBEVOICE_LLM_MODEL", "Qwen/Qwen2.5-7B")
-        self.attn_impl = os.getenv("VIBEVOICE_ATTN_IMPL", "sdpa")
-        self.device = os.getenv("DEVICE", "cuda" if torch.cuda.is_available() else "cpu")
-        self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "8192"))
+        if self.device == "cuda" and not torch.cuda.is_available():
+            raise RuntimeError(
+                "DEVICE=cuda but torch.cuda.is_available() is False. "
+                "This usually means (1) the container has a CUDA-only torch wheel on a non-NVIDIA host, "
+                "or (2) the GPU device files/drivers are not available inside Docker. "
+                f"torch={torch.__version__} cuda={torch.version.cuda!r} hip={torch.version.hip!r}. "
+                "Fix: install the correct ROCm/CUDA torch wheel for your hardware, "
+                "or set DEVICE=cpu."
+            )
 
-        # Quantization config: "4bit", "8bit", or "" (none)
+        self.max_new_tokens = int(os.getenv("MAX_NEW_TOKENS", "8192"))
+        self.repetition_penalty = float(os.getenv("REPETITION_PENALTY", "1.1"))
+        # n-gram blocking guard against decoder runaway/template-leak collapse on hard
+        # far-field audio. 0 = off (default; preserves prod behavior). 3-4 bounds loops
+        # without hurting normal repeated words ("no no no").
+        self.no_repeat_ngram_size = int(os.getenv("NO_REPEAT_NGRAM_SIZE", "0"))
+
+        # Quantization config: "4bit", "8bit", or none ("" / "none" / "off" -> full precision).
+        # Default is none: 4-bit NF4 causes repetition collapse on hard audio (see compose note).
         self.quantization = os.getenv("QUANTIZATION", "").lower().strip()
+        if self.quantization in ("none", "off", "false", "no"):
+            self.quantization = ""
 
         # Determine torch dtype
         torch_dtype_str = os.getenv("TORCH_DTYPE", "bfloat16")
@@ -121,75 +134,59 @@ def __init__(self, model_id: Optional[str] = None):
         # Batching config: config.yml > env vars > hardcoded defaults
         config = load_vibevoice_config()
         self.batch_threshold = float(
-            os.getenv("BATCH_THRESHOLD_SECONDS") or config.get("batch_threshold_seconds", 300)
+            os.getenv("BATCH_THRESHOLD_SECONDS")
+            or config.get("batch_threshold_seconds", 300)
         )
         self.batch_duration = float(
-            os.getenv("BATCH_DURATION_SECONDS") or config.get("batch_duration_seconds", 240)
+            os.getenv("BATCH_DURATION_SECONDS")
+            or config.get("batch_duration_seconds", 240)
         )
         self.batch_overlap = float(
-            os.getenv("BATCH_OVERLAP_SECONDS") or config.get("batch_overlap_seconds", 30)
+            os.getenv("BATCH_OVERLAP_SECONDS")
+            or config.get("batch_overlap_seconds", 30)
+        )
+
+        # Silence gate: VibeVoice (a prompt-conditioned LLM-backbone ASR) hallucinates
+        # the context_info prompt back as "transcription" on near-silent windows. Skip
+        # the model on windows carrying < silence_min_voiced_ms of voiced audio and emit
+        # nothing instead. Thresholds validated against real captures (echo windows have
+        # 0-60ms voiced at floor 0.01; real speech windows have 510ms+).
+        self.silence_gate_enabled = _as_bool(
+            os.getenv("SILENCE_GATE_ENABLED"),
+            config.get("silence_gate_enabled", True),
+        )
+        self.silence_energy_floor = float(
+            os.getenv("SILENCE_ENERGY_FLOOR")
+            or config.get("silence_energy_floor", 0.01)
+        )
+        self.silence_min_voiced_ms = float(
+            os.getenv("SILENCE_MIN_VOICED_MS")
+            or config.get("silence_min_voiced_ms", 200)
         )
 
         # LoRA adapter path (auto-loaded after base model if set)
         self.lora_adapter_path = os.getenv("LORA_ADAPTER_PATH") or None
 
-
         # Model components (initialized in load_model)
         self.model = None
         self.processor = None
         self._is_loaded = False
         self._has_lora = False
-        self._vibevoice_repo_path: Optional[Path] = None
 
         logger.info(
             f"VibeVoiceTranscriber initialized: "
-            f"model={self.model_id}, llm={self.llm_model}, "
+            f"model={self.model_id}, "
             f"device={self.device}, dtype={torch_dtype_str}, attn={self.attn_impl}, "
             f"quantization={self.quantization or 'none'}, "
             f"batch_threshold={self.batch_threshold}s"
         )
 
-    def _setup_vibevoice(self) -> None:
-        """Set up VibeVoice repository and add to path."""
-        logger.info("Setting up VibeVoice-ASR...")
-
-        # Check for pre-cloned repo in Docker image first
-        hf_home = Path(os.getenv("HF_HOME", "/models"))
-        vibevoice_dir = hf_home / "vibevoice"
-
-        # Fallback to user cache if not in HF_HOME
-        if not vibevoice_dir.exists():
-            cache_dir = Path.home() / ".cache/huggingface"
-            vibevoice_dir = cache_dir / "vibevoice"
-
-        if not vibevoice_dir.exists():
-            logger.info("Cloning VibeVoice repository...")
-            vibevoice_dir.parent.mkdir(parents=True, exist_ok=True)
-            subprocess.run(
-                [
-                    "git",
-                    "clone",
-                    "https://github.com/microsoft/VibeVoice.git",
-                    str(vibevoice_dir),
-                ],
-                check=True,
-            )
-            logger.info(f"VibeVoice repository cloned to {vibevoice_dir}")
-        else:
-            logger.info(f"VibeVoice repository found at {vibevoice_dir}")
-
-        self._vibevoice_repo_path = vibevoice_dir
-
-        # Add to path for imports
-        if str(vibevoice_dir) not in sys.path:
-            sys.path.insert(0, str(vibevoice_dir))
-            logger.info(f"Added {vibevoice_dir} to sys.path")
-
     def _build_quantization_config(self):
         """Build BitsAndBytesConfig for 4-bit or 8-bit quantization."""
         if not self.quantization:
             return None
 
+        # Lazy import: transformers is heavy and only needed when quantization is used.
         from transformers import BitsAndBytesConfig
 
         if self.quantization == "4bit":
@@ -204,72 +201,81 @@ def _build_quantization_config(self):
             logger.info("Using 8-bit quantization (bitsandbytes)")
             return BitsAndBytesConfig(load_in_8bit=True)
         else:
-            logger.warning(f"Unknown quantization '{self.quantization}', loading without quantization")
+            logger.warning(
+                f"Unknown quantization '{self.quantization}', loading without quantization"
+            )
             return None
 
     def load_model(self) -> None:
-        """Load the VibeVoice ASR model."""
+        """Load the VibeVoice ASR model via native transformers."""
         if self._is_loaded:
             logger.info("Model already loaded")
             return
 
         logger.info(f"Loading VibeVoice model: {self.model_id}")
 
-        # Setup repository and imports
-        self._setup_vibevoice()
+        # Lazy import: transformers is heavy and only needed once model loading starts.
+        from transformers import AutoProcessor, VibeVoiceAsrForConditionalGeneration
 
-        # Import VibeVoice components
-        try:
-            from vibevoice.modular.modeling_vibevoice_asr import (
-                VibeVoiceASRForConditionalGeneration,
-            )
-            from vibevoice.processor.vibevoice_asr_processor import (
-                VibeVoiceASRProcessor,
-            )
-
-            logger.info("VibeVoice modules imported successfully")
-        except ImportError as e:
-            logger.error(f"Failed to import VibeVoice modules: {e}")
-            raise RuntimeError(
-                f"Failed to import VibeVoice modules. "
-                f"Ensure the VibeVoice repository is properly cloned. Error: {e}"
-            )
-
-        # Load processor with LLM backbone
-        logger.info(f"Loading processor with LLM backbone: {self.llm_model}")
-        self.processor = VibeVoiceASRProcessor.from_pretrained(
-            self.model_id,
-            language_model_pretrained_name=self.llm_model,
-        )
+        # Load processor
+        logger.info("Loading processor...")
+        self.processor = AutoProcessor.from_pretrained(self.model_id)
 
         # Build quantization config if requested
         quant_config = self._build_quantization_config()
 
-        # Load model
+        # Device mapping
+        is_rocm = torch.version.hip is not None
+        device_map = None
+        if self.device == "cuda":
+            if is_rocm:
+                device_map = {"": "cuda:0"}
+            else:
+                device_map = "auto"
+
         load_kwargs = {
             "torch_dtype": self.torch_dtype,
-            "device_map": "auto" if self.device == "cuda" else None,
-            "attn_implementation": self.attn_impl,
-            "trust_remote_code": True,
+            "device_map": device_map,
+            "low_cpu_mem_usage": False if is_rocm else True,
         }
+        # The acoustic/semantic tokenizer encoders don't support flash_attention_2,
+        # so use a per-submodel dict: flash_attention_2 for the text decoder (Qwen2),
+        # sdpa for the tokenizer encoders.
+        if self.attn_impl == "flash_attention_2":
+            load_kwargs["attn_implementation"] = {
+                "text_config": "flash_attention_2",
+                "acoustic_tokenizer_encoder_config": "eager",
+                "semantic_tokenizer_encoder_config": "eager",
+            }
+        elif self.attn_impl and self.attn_impl != "sdpa":
+            load_kwargs["attn_implementation"] = self.attn_impl
         if quant_config:
             load_kwargs["quantization_config"] = quant_config
             logger.info(f"Loading model with {self.quantization} quantization")
         else:
-            logger.info(f"Loading model with attn_implementation={self.attn_impl}")
+            logger.info("Loading model without quantization")
 
-        self.model = VibeVoiceASRForConditionalGeneration.from_pretrained(
+        self.model = VibeVoiceAsrForConditionalGeneration.from_pretrained(
             self.model_id,
             **load_kwargs,
         )
 
-        # Move to device (only needed if not using device_map and not quantized)
-        if self.device != "cuda" and not quant_config:
+        # Move to device when not using accelerate device_map
+        if self.device == "cuda" and device_map is None and not quant_config:
+            self.model = self.model.to(self.device)
+            logger.info(f"Model moved to {self.device}")
+        elif self.device != "cuda" and not quant_config:
             self.model = self.model.to(self.device)
             logger.info(f"Model moved to {self.device}")
 
         self.model.eval()
 
+        # Enable deterministic CUDA operations for reproducible inference
+        torch.backends.cudnn.deterministic = True
+        torch.use_deterministic_algorithms(True, warn_only=True)
+        os.environ.setdefault("CUBLAS_WORKSPACE_CONFIG", ":4096:8")
+        logger.info("Deterministic CUDA operations enabled")
+
         # Auto-load LoRA adapter if configured
         if self.lora_adapter_path and Path(self.lora_adapter_path).exists():
             logger.info(f"Auto-loading LoRA adapter from {self.lora_adapter_path}")
@@ -279,20 +285,13 @@ def load_model(self) -> None:
         logger.info("VibeVoice model loaded successfully")
 
     def load_lora_adapter(self, adapter_path: str) -> None:
-        """Load or replace a LoRA adapter on the base model.
-
-        If a LoRA adapter is already loaded, it is merged and unloaded first
-        before applying the new adapter.
-
-        Args:
-            adapter_path: Path to the directory containing the LoRA adapter weights.
-        """
+        """Load or replace a LoRA adapter on the base model."""
+        # Lazy import: peft is heavy and only needed when a LoRA adapter is loaded.
         from peft import PeftModel
 
         if self.model is None:
             raise RuntimeError("Base model not loaded. Call load_model() first.")
 
-        # If already has a LoRA adapter, merge it back into base weights first
         if self._has_lora:
             logger.info("Merging existing LoRA adapter before loading new one")
             self.model = self.model.merge_and_unload()
@@ -304,7 +303,6 @@ def load_lora_adapter(self, adapter_path: str) -> None:
         self._has_lora = True
         logger.info("LoRA adapter loaded successfully")
 
-
     def transcribe(
         self,
         audio_file_path: str,
@@ -314,13 +312,12 @@ def transcribe(
         Transcribe audio file using VibeVoice with speaker diarization.
 
         For audio longer than batch_threshold, automatically splits into
-        overlapping windows, transcribes each with context from the previous
-        window, and stitches results together.
+        overlapping windows and stitches results together.
 
         Args:
             audio_file_path: Path to audio file
-            context_info: Optional hot words / context string passed to the
-                processor's context_info parameter to guide recognition.
+            context_info: Optional hot words / context string passed as prompt
+                to guide recognition.
 
         Returns:
             TranscriptionResult with text, segments (with speakers), and speaker list
@@ -328,132 +325,162 @@ def transcribe(
         if not self._is_loaded or self.model is None or self.processor is None:
             raise RuntimeError("Model not loaded. Call load_model() first.")
 
-        # Check duration to decide whether to batch
-
-        audio_array, sr = load_audio_file(audio_file_path, target_rate=STANDARD_SAMPLE_RATE)
+        audio_array, sr = load_audio_file(
+            audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+        )
         duration = len(audio_array) / sr
 
         if duration > self.batch_threshold:
             logger.info(
                 f"Audio is {duration:.1f}s (>{self.batch_threshold}s), using batched transcription"
             )
-            return self._transcribe_batched(
-                audio_file_path,
-                hotwords=context_info,
-            )
+            # Drain the shared progress generator and return its final result.
+            # The generator is also exposed (via the service layer) for NDJSON
+            # progress streaming on long audio.
+            result: Optional[TranscriptionResult] = None
+            for event in self._transcribe_batched_with_progress(
+                audio_file_path, hotwords=context_info
+            ):
+                if event["type"] == "result":
+                    result = event["result"]
+            assert result is not None, "batched transcription yielded no result event"
+            return result
         else:
             logger.info(f"Audio is {duration:.1f}s, using single-shot transcription")
             return self._transcribe_single(audio_file_path, context_info=context_info)
 
     def _transcribe_single(
-        self, audio_file_path: str, context: Optional[str] = None, context_info: Optional[str] = None
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        window_label: str = "",
     ) -> TranscriptionResult:
         """
         Transcribe a single audio file (or batch window).
 
         Args:
             audio_file_path: Path to audio file
-            context: Optional context text from previous batch window
-                (continuity context for batched transcription).
-            context_info: Optional hot words / context string from the caller
-                (e.g. LangFuse asr.hot_words prompt).
+            context_info: Optional hot words / context string passed as prompt.
+            window_label: Human-readable span (e.g. "240-480s") used in degradation
+                logs so the System Errors page can pinpoint the offending audio.
 
         Returns:
             TranscriptionResult with text, segments (with speakers), and speaker list
         """
         logger.info(f"Transcribing: {audio_file_path}")
-        if context:
-            logger.info(f"With batch context ({len(context)} chars): ...{context[-80:]}")
         if context_info:
-            logger.info(f"With hot words context: {context_info[:120]}")
+            logger.info(f"With context: {context_info[:120]}")
 
-        # Build combined context_info: hot words + batch continuity context
-        combined_context = None
-        parts = []
+        # Silence gate: skip the model on near-silent windows. A prompt-conditioned ASR
+        # echoes context_info back as a phantom transcript on silence, so output nothing.
+        if self.silence_gate_enabled:
+            audio_array, sr = load_audio_file(
+                audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+            )
+            duration = len(audio_array) / sr
+            if is_silent(
+                audio_array,
+                sr,
+                energy_floor=self.silence_energy_floor,
+                min_voiced_ms=self.silence_min_voiced_ms,
+            ):
+                logger.info(
+                    f"Silence gate: {audio_file_path} has < {self.silence_min_voiced_ms:.0f}ms "
+                    f"voiced audio (floor={self.silence_energy_floor}); skipping ASR, emitting silence"
+                )
+                return TranscriptionResult(
+                    text="",
+                    words=[],
+                    segments=[],
+                    speakers=None,
+                    language=None,
+                    duration=duration,
+                )
+
+        # Build inputs via the native transformers API
+        request_kwargs = {"audio": audio_file_path}
         if context_info:
-            parts.append(context_info.strip())
-        if context:
-            parts.append(context.strip())
-        if parts:
-            combined_context = "\n".join(parts)
-
-        # Process audio through processor (can take file paths directly)
-        processor_kwargs = {
-            "audio": [audio_file_path],
-            "sampling_rate": None,
-            "return_tensors": "pt",
-            "padding": True,
-            "add_generation_prompt": True,
-        }
-        if combined_context:
-            processor_kwargs["context_info"] = combined_context
+            request_kwargs["prompt"] = context_info
 
-        inputs = self.processor(**processor_kwargs)
+        inputs = self.processor.apply_transcription_request(**request_kwargs)
 
-        # Move inputs to device
+        # Move to model device and dtype
         model_device = next(self.model.parameters()).device
-        inputs = {
-            k: v.to(model_device) if isinstance(v, torch.Tensor) else v
-            for k, v in inputs.items()
-        }
+        inputs = inputs.to(model_device, self.torch_dtype)
 
         logger.info(f"Input shapes - input_ids: {inputs['input_ids'].shape}")
 
-        # Generation config
-        generation_config = {
-            "max_new_tokens": self.max_new_tokens,
-            "pad_token_id": self.processor.pad_id,
-            "eos_token_id": self.processor.tokenizer.eos_token_id,
-            "do_sample": False,  # Greedy decoding for consistency
-        }
-
         # Generate transcription
+        # Seed RNG before generate() for deterministic output.
+        # The model's get_audio_features() injects VAE noise via torch.randn()
+        # unconditionally (no training guard), so without a fixed seed the
+        # noise differs each run and eventually flips an argmax in the decoder.
         logger.info("Generating transcription...")
+        torch.manual_seed(42)
+        torch.cuda.manual_seed_all(42)
+        gen_kwargs = {
+            "max_new_tokens": self.max_new_tokens,
+            "do_sample": False,
+            "repetition_penalty": self.repetition_penalty,
+        }
+        if self.no_repeat_ngram_size > 0:
+            gen_kwargs["no_repeat_ngram_size"] = self.no_repeat_ngram_size
         with torch.no_grad():
-            output_ids = self.model.generate(**inputs, **generation_config)
+            output_ids = self.model.generate(**inputs, **gen_kwargs)
 
-        # Decode output (skip input tokens)
-        input_length = inputs["input_ids"].shape[1]
-        generated_ids = output_ids[0, input_length:]
+        # Decode: skip input tokens, parse structured output
+        generated_ids = output_ids[:, inputs["input_ids"].shape[1] :]
+        try:
+            parsed_segments = self.processor.decode(
+                generated_ids, return_format="parsed"
+            )[0]
+        except (json.JSONDecodeError, IndexError, ValueError) as e:
+            # Structured decode failed: the window's JSON overflowed max_new_tokens
+            # (decoder degeneration → unterminated array) so the raw output is a
+            # template-leaked `<|im_start|> [{"Start":...` blob, NOT spoken text.
+            # Publishing it poisons the whole conversation, so DROP this window
+            # instead of leaking the template. With overlapping windows the
+            # neighbours cover most of the span; an empty window stitches as a gap.
+            logger.error(
+                f"VibeVoice decoder degeneration: structured decode failed ({e}) "
+                f"on window [{window_label or 'single'}]; dropping window as "
+                f"unintelligible (JSON overflow / template leak). Audio span lost."
+            )
+            audio_array, sr = load_audio_file(
+                audio_file_path, target_rate=STANDARD_SAMPLE_RATE
+            )
+            duration = len(audio_array) / sr
+            return TranscriptionResult(
+                text="",
+                words=[],
+                segments=[],
+                speakers=None,
+                language=None,
+                duration=duration,
+            )
 
-        # Remove eos tokens
-        eos_positions = (generated_ids == self.processor.tokenizer.eos_token_id).nonzero(as_tuple=True)[0]
-        if len(eos_positions) > 0:
-            generated_ids = generated_ids[: eos_positions[0] + 1]
+        logger.info(f"Parsed {len(parsed_segments)} segments")
 
-        raw_output = self.processor.decode(generated_ids, skip_special_tokens=True)
-        logger.info(f"Raw output length: {len(raw_output)} chars")
+        return self._map_to_result(parsed_segments, window_label=window_label)
 
-        # Parse structured output using processor's post-processing
-        try:
-            segments = self.processor.post_process_transcription(raw_output)
-            processed = {"raw_text": raw_output, "segments": segments}
-            logger.info(f"Parsed {len(segments)} segments")
-        except Exception as e:
-            logger.warning(f"Failed to parse with post_process_transcription: {e}")
-            # Fallback to our JSON parsing
-            processed = self._parse_vibevoice_output(raw_output)
-
-        # Map to TranscriptionResult
-        return self._map_to_result(processed, raw_output)
-
-    def _transcribe_batched(
+    def _transcribe_batched_with_progress(
         self,
         audio_file_path: str,
         hotwords: Optional[str] = None,
-    ) -> TranscriptionResult:
+    ):
         """
-        Transcribe a long audio file by splitting into overlapping windows.
-
-        Each window gets context from the previous window's transcript tail,
-        passed via VibeVoice's native context_info parameter.
-
-        Args:
-            audio_file_path: Path to the full audio file
-            hotwords: Optional hot words string passed through to each window
-
-        Returns:
-            Stitched TranscriptionResult from all windows
+        Transcribe a long audio file by splitting into overlapping windows,
+        reporting progress after each one.
+
+        A progress event is yielded after every window so the HTTP client keeps
+        receiving bytes during a multi-minute transcription (preventing read
+        timeouts on long audio); the final result is yielded last as a
+        ``TranscriptionResult`` object. Both the streaming path (via the service
+        layer) and the plain ``transcribe()`` path drive this generator.
+
+        Yields:
+            {"type": "progress", "current": i, "total": n} after each window
+            {"type": "result", "result": TranscriptionResult} as the final item
         """
         windows = split_audio_file(
             audio_file_path,
@@ -462,87 +489,81 @@ def _transcribe_batched(
         )
 
         batch_results = []
-        prev_context = None
 
         for i, (temp_path, start_time, end_time) in enumerate(windows):
             try:
                 logger.info(
-                    f"Batch {i+1}/{len(windows)}: [{start_time:.0f}s - {end_time:.0f}s]"
+                    f"Batch {i + 1}/{len(windows)}: [{start_time:.0f}s - {end_time:.0f}s]"
                 )
 
-                result = self._transcribe_single(temp_path, context=prev_context, context_info=hotwords)
+                # No inter-window context to avoid repetition loops.
+                # The 30s audio overlap + midpoint stitching handles continuity.
+                result = self._transcribe_single(
+                    temp_path,
+                    context_info=hotwords,
+                    window_label=f"{start_time:.0f}-{end_time:.0f}s",
+                )
                 batch_results.append((result, start_time, end_time))
-                prev_context = extract_context_tail(result, max_chars=500)
                 logger.info(
-                    f"Batch {i+1} done: {len(result.segments)} segments, "
+                    f"Batch {i + 1} done: {len(result.segments)} segments, "
                     f"{len(result.text)} chars"
                 )
 
             finally:
                 os.unlink(temp_path)
 
-        return stitch_transcription_results(batch_results, overlap_seconds=self.batch_overlap)
-
-    def _parse_vibevoice_output(self, raw_output: str) -> dict:
-        """
-        Parse VibeVoice raw output to extract segments with speaker info.
-
-        VibeVoice outputs JSON in the assistant response:
-        <|im_start|>assistant
-        [{"Start":0.0,"End":3.0,"Speaker":0,"Content":"..."}]<|im_end|>
-
-        Args:
-            raw_output: Raw decoded output from model
+            yield {"type": "progress", "current": i + 1, "total": len(windows)}
 
-        Returns:
-            Dict with 'raw_text' and 'segments' list
-        """
-        # DEBUG: Log actual output format for troubleshooting
-        logger.info(f"Raw output preview (first 500 chars): {raw_output[:500]}")
-        logger.info(f"Raw output preview (last 500 chars): {raw_output[-500:]}")
+        yield {
+            "type": "result",
+            "result": stitch_transcription_results(
+                batch_results, overlap_seconds=self.batch_overlap
+            ),
+        }
 
-        # Extract JSON array from assistant response
-        # Strategy: Find the outermost [ ] that contains valid JSON
-        # Look for array starting with [{ which indicates segment objects
-        json_match = re.search(r'\[\s*\{.*\}\s*\]', raw_output, re.DOTALL)
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Return True if this audio is long enough to use batched transcription with progress."""
+        return audio_duration > self.batch_threshold
 
-        if not json_match:
-            logger.warning("Could not find JSON array in output, returning raw text only")
-            logger.warning(f"Output does not match pattern [{{...}}], checking for other formats...")
-            # Try alternate pattern: just find any array
-            json_match = re.search(r'\[.*\]', raw_output, re.DOTALL)
+    @staticmethod
+    def _collapse_loops(text: str, keep: int = 2) -> tuple[str, int]:
+        """Collapse contiguous repetitions of the same token to at most ``keep`` copies.
 
-        if not json_match:
-            logger.warning("No JSON array found in output")
-            return {"raw_text": raw_output, "segments": []}
+        Decoder degeneration on hard far-field audio produces runs like
+        "yeah yeah yeah ... (x100)" inside a single segment. Comparison is
+        case/punctuation-insensitive; original tokens are preserved. Natural
+        doubles ("no no") survive (keep=2); only pathological 3+ runs collapse.
 
-        try:
-            segments_raw = json.loads(json_match.group(0))
-            logger.info(f"Parsed {len(segments_raw)} segments from JSON")
-
-            # Convert to our expected format
-            segments = []
-            for seg in segments_raw:
-                segments.append({
-                    "text": seg.get("Content", ""),
-                    "start": float(seg.get("Start", 0.0)),
-                    "end": float(seg.get("End", 0.0)),
-                    "speaker": seg.get("Speaker", 0),
-                })
-
-            return {"raw_text": raw_output, "segments": segments}
-
-        except (json.JSONDecodeError, KeyError, ValueError) as e:
-            logger.error(f"Failed to parse JSON segments: {e}")
-            return {"raw_text": raw_output, "segments": []}
-
-    def _map_to_result(self, processed: dict, raw_output: str) -> TranscriptionResult:
+        Returns (collapsed_text, longest_run) so the caller can report degeneration.
+        """
+        if not text:
+            return text, 0
+        tokens = text.split()
+        out: list[str] = []
+        longest = 0
+        i = 0
+        while i < len(tokens):
+            key = tokens[i].lower().strip(".,!?;:")
+            j = i
+            while j < len(tokens) and tokens[j].lower().strip(".,!?;:") == key:
+                j += 1
+            longest = max(longest, j - i)
+            out.extend(tokens[i : i + min(j - i, keep)])
+            i = j
+        return " ".join(out), longest
+
+    # A contiguous run of the same token at/above this length is decoder
+    # degeneration worth surfacing on the System Errors page (vs natural emphasis).
+    _LOOP_REPORT_RUN = 8
+
+    def _map_to_result(
+        self, parsed_segments: list[dict], window_label: str = ""
+    ) -> TranscriptionResult:
         """
-        Map VibeVoice output to TranscriptionResult.
+        Map native transformers parsed output to TranscriptionResult.
 
-        Args:
-            processed: Post-processed output dict with segments
-            raw_output: Raw decoded output
+        parsed_segments is a list of dicts:
+            [{"Start": 0.0, "End": 15.43, "Speaker": 0, "Content": "..."}, ...]
 
         Returns:
             TranscriptionResult with mapped data
@@ -550,19 +571,35 @@ def _map_to_result(self, processed: dict, raw_output: str) -> TranscriptionResul
         segments = []
         speakers_map: dict[str, tuple[float, float]] = {}
         text_parts = []
-
-        for seg_data in processed.get("segments", []):
-            text = seg_data.get("text", "").strip()
-            start = seg_data.get("start_time", seg_data.get("start", 0.0))
-            end = seg_data.get("end_time", seg_data.get("end", 0.0))
-            speaker_raw = seg_data.get("speaker_id", seg_data.get("speaker"))
-            # Convert speaker to string, avoiding double-prefix from fallback parser
-            if speaker_raw is None:
-                speaker_id = None
-            elif isinstance(speaker_raw, str) and speaker_raw.startswith("Speaker "):
-                speaker_id = speaker_raw
-            else:
+        # Degradation counters → surfaced as System Errors after the loop.
+        nondict_skipped = 0
+        loops_collapsed = 0
+        worst_run = 0
+
+        for seg_data in parsed_segments:
+            if not isinstance(seg_data, dict):
+                # Partial parse can leave a stray non-dict element; skip it
+                # rather than crash on .get().
+                nondict_skipped += 1
+                continue
+            # A degenerate window can still parse but contain a contiguous
+            # repetition loop in one Content field (e.g. "yeah" x100). Collapse
+            # such runs losslessly post-decode — the right tool for VibeVoice,
+            # since no_repeat_ngram/repetition_penalty corrupt its structured JSON.
+            text, longest_run = self._collapse_loops(
+                seg_data.get("Content", "").strip()
+            )
+            if longest_run >= self._LOOP_REPORT_RUN:
+                loops_collapsed += 1
+                worst_run = max(worst_run, longest_run)
+            start = float(seg_data.get("Start", 0.0))
+            end = float(seg_data.get("End", 0.0))
+            speaker_raw = seg_data.get("Speaker")
+
+            if speaker_raw is not None:
                 speaker_id = f"Speaker {speaker_raw}"
+            else:
+                speaker_id = None
 
             if text:
                 text_parts.append(text)
@@ -586,16 +623,32 @@ def _map_to_result(self, processed: dict, raw_output: str) -> TranscriptionResul
                         max(prev_end, end),
                     )
 
+        # Surface decoder degeneration on the System Errors page. These are
+        # logged at ERROR so the cross-service reporter (root-logger handler in
+        # create_asr_app) ships them to the backend ingest endpoint. They are
+        # recovered-from (not fatal), but indicate the model struggled on this
+        # audio so they must be visible, not buried in container logs.
+        span = window_label or "single"
+        if loops_collapsed:
+            logger.error(
+                f"VibeVoice decoder degeneration: collapsed {loops_collapsed} "
+                f"repetition loop(s) (longest run {worst_run} tokens) on window "
+                f"[{span}]. Output recovered via post-decode loop collapse."
+            )
+        if nondict_skipped:
+            logger.error(
+                f"VibeVoice malformed output: skipped {nondict_skipped} non-dict "
+                f"segment element(s) from a partial JSON parse on window [{span}]."
+            )
+
         # Build speaker list
         speakers = [
             Speaker(id=spk_id, start=times[0], end=times[1])
             for spk_id, times in speakers_map.items()
         ]
 
-        # Use raw text if no segments parsed
-        full_text = " ".join(text_parts) if text_parts else processed.get("raw_text", raw_output)
+        full_text = " ".join(text_parts) if text_parts else ""
 
-        # Calculate total duration
         duration = None
         if segments:
             duration = max(s.end for s in segments)
@@ -607,30 +660,13 @@ def _map_to_result(self, processed: dict, raw_output: str) -> TranscriptionResul
 
         return TranscriptionResult(
             text=full_text,
-            words=[],  # VibeVoice doesn't provide word-level timestamps
+            words=[],  # VibeVoice provides segment-level, not word-level timestamps
             segments=segments,
             speakers=speakers if speakers else None,
             language=None,  # VibeVoice auto-detects
             duration=duration,
         )
 
-    def _load_audio_fallback(self, audio_path: str):
-        """Fallback audio loading using torchaudio."""
-        import torchaudio
-
-        waveform, sample_rate = torchaudio.load(audio_path)
-
-        # Resample to 16kHz if needed
-        if sample_rate != 16000:
-            resampler = torchaudio.transforms.Resample(sample_rate, 16000)
-            waveform = resampler(waveform)
-
-        # Convert to mono
-        if waveform.shape[0] > 1:
-            waveform = waveform.mean(dim=0, keepdim=True)
-
-        return waveform.squeeze().numpy()
-
     @property
     def is_loaded(self) -> bool:
         """Return True if model is loaded."""
diff --git a/extras/asr-services/providers/vibevoice/vllm-entrypoint.sh b/extras/asr-services/providers/vibevoice/vllm-entrypoint.sh
new file mode 100755
index 00000000..3eb8ea9f
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/vllm-entrypoint.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+set -e
+
+MODEL_ID="${1:-microsoft/VibeVoice-ASR}"
+
+# Download model and generate tokenizer files (first run only)
+python3 -c "
+from huggingface_hub import snapshot_download
+from vllm_plugin.tools.generate_tokenizer_files import generate_vibevoice_tokenizer_files
+import os
+
+path = snapshot_download('${MODEL_ID}')
+marker = os.path.join(path, '.tokenizer_generated')
+if not os.path.exists(marker):
+    generate_vibevoice_tokenizer_files(path)
+    open(marker, 'w').close()
+else:
+    print('Tokenizer files already generated, skipping.')
+print(f'Model path: {path}')
+"
+
+exec vllm serve "$@"
diff --git a/extras/asr-services/providers/vibevoice/vllm_service.py b/extras/asr-services/providers/vibevoice/vllm_service.py
new file mode 100644
index 00000000..1d5ae4b7
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/vllm_service.py
@@ -0,0 +1,243 @@
+"""VibeVoice ASR service (vLLM backend).
+
+A drop-in BaseASRService whose ``provider_name`` is still ``vibevoice`` (so the
+backend treats it identically), but which transcribes via a **local vLLM OpenAI
+server** running the microsoft ``vllm_plugin`` — single-pass, no windowing.
+
+This process owns the vLLM server's lifecycle: on warmup it ensures the model's
+tokenizer files exist (generating them once into the HF cache), launches
+``vllm serve`` as a subprocess, waits for it to become healthy, then proxies
+``/transcribe`` (and NDJSON progress for long audio) to it via
+``VibeVoiceVllmTranscriber``. The standard ``/align`` endpoint (forced alignment
+for VibeVoice's missing word timestamps) is served by the FastAPI app as usual.
+
+Why vLLM single-pass: see memory ``vibevoice-vllm-vs-transformers-bench`` — ~3x
+faster than the transformers windowed path and far more robust (windowing is what
+triggers the collapse; full context does not).
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+import signal
+import subprocess
+import sys
+import time
+from typing import Optional
+
+import requests
+import uvicorn
+from common.base_service import BaseASRService, create_asr_app
+from common.response_models import TranscriptionResult
+from providers.vibevoice.vllm_transcriber import VibeVoiceVllmTranscriber
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+def _ensure_tokenizer_files(model_id: str) -> str:
+    """Resolve the model snapshot (cached → no download) and generate the
+    VibeVoice tokenizer files into it once. Returns the local model path.
+
+    Runs the plugin's generate_tokenizer_files SCRIPT (kept in the image) rather
+    than importing it as a module — matches the upstream Dockerfile.vllm and avoids
+    relying on ``vllm_plugin`` being importable after a non-editable install."""
+    # Lazy import: huggingface_hub isn't a declared top-level dependency of this
+    # image (this file's imports are kept minimal); it arrives transitively via
+    # vLLM/VibeVoice, so only import it where it's actually used.
+    from huggingface_hub import snapshot_download
+
+    model_path = snapshot_download(model_id)
+    marker = os.path.join(model_path, ".tokenizer_generated")
+    if os.path.exists(marker):
+        logger.info("VibeVoice tokenizer files already present, skipping generation")
+        return model_path
+
+    script = os.getenv(
+        "VIBEVOICE_TOKENIZER_SCRIPT",
+        "/opt/VibeVoice/vllm_plugin/tools/generate_tokenizer_files.py",
+    )
+    logger.info(f"Generating VibeVoice tokenizer files into {model_path}")
+    subprocess.run([sys.executable, script, "--output", model_path], check=True)
+    try:
+        open(marker, "w").close()
+    except OSError:
+        pass  # read-only cache: regenerating each boot is harmless
+    return model_path
+
+
+class VibeVoiceVllmService(BaseASRService):
+    """ASR service using Microsoft VibeVoice-ASR served via vLLM (single-pass)."""
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id or os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR"))
+        self.transcriber: Optional[VibeVoiceVllmTranscriber] = None
+        self._vllm_proc: Optional[subprocess.Popen] = None
+        self._vllm_port = int(os.getenv("VIBEVOICE_VLLM_PORT", "18000"))
+        self._vllm_url = os.getenv(
+            "VIBEVOICE_VLLM_URL", f"http://127.0.0.1:{self._vllm_port}"
+        )
+
+    @property
+    def provider_name(self) -> str:
+        return "vibevoice"
+
+    # ------------------------------------------------------------------ lifecycle
+    @staticmethod
+    def _truthy(val: str) -> bool:
+        return str(val).strip().lower() not in ("0", "false", "no", "off", "")
+
+    def _build_vllm_cmd(self, model_path: str) -> list[str]:
+        cmd = [
+            "vllm",
+            "serve",
+            model_path,
+            "--served-model-name",
+            os.getenv("VIBEVOICE_VLLM_SERVED_NAME", "vibevoice"),
+            "--trust-remote-code",
+            "--dtype",
+            os.getenv("VIBEVOICE_TORCH_DTYPE", "bfloat16"),
+            "--max-num-seqs",
+            os.getenv("VIBEVOICE_VLLM_MAX_NUM_SEQS", "2"),
+            "--max-model-len",
+            os.getenv("VIBEVOICE_VLLM_MAX_MODEL_LEN", "32768"),
+            "--gpu-memory-utilization",
+            os.getenv("VIBEVOICE_VLLM_GPU_MEM_UTIL", "0.85"),
+            "--no-enable-prefix-caching",
+            "--enable-chunked-prefill",
+            "--chat-template-content-format",
+            "openai",
+            "--allowed-local-media-path",
+            "/tmp",
+            "--port",
+            str(self._vllm_port),
+        ]
+        # enforce-eager (default ON): skip torch.compile + cudagraph capture. On a
+        # 24GB card the 18GB VibeVoice model + the encoder profiling forward already
+        # crowd VRAM; the cudagraph capture spike then OOMs/hangs startup. Eager costs
+        # a little decode speed but we're already ~3x faster than transformers. Set
+        # VIBEVOICE_VLLM_ENFORCE_EAGER=0 on a big/dedicated GPU to re-enable graphs.
+        if self._truthy(os.getenv("VIBEVOICE_VLLM_ENFORCE_EAGER", "1")):
+            cmd.append("--enforce-eager")
+        return cmd
+
+    def _launch_vllm(self) -> None:
+        model_path = _ensure_tokenizer_files(self.model_id)
+        cmd = self._build_vllm_cmd(model_path)
+        logger.info(f"Launching vLLM server: {' '.join(cmd)}")
+        # New process group so we can signal the whole tree on shutdown. vLLM logs
+        # go to our stdout/stderr (captured by the container + system-event reporter).
+        self._vllm_proc = subprocess.Popen(cmd, start_new_session=True)
+
+    def _wait_for_vllm(self, timeout: float = 1200.0) -> None:
+        """Poll the vLLM server until it serves /v1/models or the timeout elapses."""
+        deadline = time.time() + timeout
+        url = f"{self._vllm_url}/v1/models"
+        last_err = None
+        while time.time() < deadline:
+            if self._vllm_proc is not None and self._vllm_proc.poll() is not None:
+                raise RuntimeError(
+                    f"vLLM server exited during startup (code {self._vllm_proc.returncode})"
+                )
+            try:
+                r = requests.get(url, timeout=5)
+                if r.status_code == 200:
+                    logger.info("vLLM server is healthy")
+                    return
+            except requests.RequestException as e:
+                last_err = e
+            time.sleep(5)
+        raise RuntimeError(
+            f"vLLM server did not become healthy in {timeout}s ({last_err})"
+        )
+
+    def _prepare(self) -> None:
+        self._launch_vllm()
+        self._wait_for_vllm()
+        self.transcriber = VibeVoiceVllmTranscriber(base_url=self._vllm_url)
+        self.transcriber._is_loaded = True
+
+    async def warmup(self) -> None:
+        logger.info(f"Initializing VibeVoice (vLLM) with model: {self.model_id}")
+        loop = asyncio.get_event_loop()
+        await loop.run_in_executor(None, self._prepare)
+        logger.info("VibeVoice vLLM service ready")
+
+    def shutdown(self) -> None:
+        if self._vllm_proc is not None and self._vllm_proc.poll() is None:
+            logger.info("Terminating vLLM server subprocess")
+            try:
+                os.killpg(os.getpgid(self._vllm_proc.pid), signal.SIGTERM)
+            except (ProcessLookupError, PermissionError):
+                self._vllm_proc.terminate()
+
+    # ------------------------------------------------------------------ transcribe
+    async def transcribe(
+        self,
+        audio_file_path: str,
+        context_info: Optional[str] = None,
+        prompt: Optional[str] = None,
+    ) -> TranscriptionResult:
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(
+            None,
+            lambda: self.transcriber.transcribe(
+                audio_file_path, context_info=context_info
+            ),
+        )
+
+    def get_capabilities(self) -> list[str]:
+        return ["timestamps", "diarization", "speaker_identification", "long_form"]
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        if self.transcriber is None:
+            return False
+        return self.transcriber.supports_batch_progress(audio_duration)
+
+    def transcribe_with_progress(
+        self, audio_file_path: str, context_info=None, **kwargs
+    ):
+        if kwargs:
+            logger.warning(
+                f"transcribe_with_progress: ignoring unsupported kwargs: {list(kwargs.keys())}"
+            )
+        if self.transcriber is None:
+            raise RuntimeError("Service not initialized")
+        for event in self.transcriber.transcribe_with_progress(
+            audio_file_path, hotwords=context_info
+        ):
+            if event["type"] == "result":
+                yield {"type": "result", **event["result"].to_dict()}
+            else:
+                yield event
+
+
+def main():
+    parser = argparse.ArgumentParser(description="VibeVoice ASR Service (vLLM)")
+    parser.add_argument("--host", default="0.0.0.0")
+    parser.add_argument("--port", type=int, default=8765)
+    parser.add_argument("--model", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["ASR_MODEL"] = args.model
+    model_id = os.getenv("ASR_MODEL", "microsoft/VibeVoice-ASR")
+
+    service = VibeVoiceVllmService(model_id)
+    app = create_asr_app(service)
+
+    @app.on_event("shutdown")
+    async def _shutdown():
+        service.shutdown()
+
+    try:
+        uvicorn.run(app, host=args.host, port=args.port)
+    finally:
+        service.shutdown()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/asr-services/providers/vibevoice/vllm_transcriber.py b/extras/asr-services/providers/vibevoice/vllm_transcriber.py
new file mode 100644
index 00000000..2c7007ae
--- /dev/null
+++ b/extras/asr-services/providers/vibevoice/vllm_transcriber.py
@@ -0,0 +1,304 @@
+"""VibeVoice ASR via vLLM — single-pass, no windowing.
+
+Proxies to a local vLLM OpenAI server running the microsoft VibeVoice ``vllm_plugin``
+(the model-supported inference path). Unlike the transformers path
+(``transcriber.py``), this does NOT window the audio: VibeVoice's designed capacity
+is 61 min in a single pass, and full-context single-pass is both faster
+(vLLM paged-attention) and far more robust — isolating a short window with no
+surrounding context is what tips the decoder into degeneration (repetition /
+JSON-overflow collapse). Benchmark + rationale: memory
+``vibevoice-vllm-vs-transformers-bench``.
+
+The catastrophic failure mode (JSON overflow → template leak) does not occur in
+single-pass full context, but the model still emits localized repetition loops on
+hard far-field/noisy speech, so the same post-decode ``_collapse_loops`` hardening
+as the transformers path is applied here and surfaced on the System Errors page.
+"""
+
+import base64
+import json
+import logging
+import os
+import re
+import threading
+import wave
+from typing import Optional
+
+import requests
+from common.response_models import Segment, Speaker, TranscriptionResult
+
+logger = logging.getLogger(__name__)
+
+# Raw chat-template tokens leaking into output == decoder degeneration, never speech.
+_TEMPLATE_MARKERS = ("<|im_start|>", "<|im_end|>", "<|endoftext|>")
+# The four fields the VibeVoice vLLM plugin is prompted to emit per segment.
+_KEYS = ["Start time", "End time", "Speaker ID", "Content"]
+_SYSTEM_PROMPT = (
+    "You are a helpful assistant that transcribes audio input into text "
+    "output in JSON format."
+)
+
+
+def _audio_duration(path: str) -> float:
+    """Duration in seconds via stdlib wave (audio arrives as PCM16 WAV)."""
+    with wave.open(path, "rb") as wf:
+        return wf.getnframes() / wf.getframerate()
+
+
+class VibeVoiceVllmTranscriber:
+    """Single-pass VibeVoice transcription against a local vLLM OpenAI server.
+
+    Environment variables:
+        VIBEVOICE_VLLM_URL: vLLM base URL (default http://127.0.0.1:18000)
+        VIBEVOICE_VLLM_SERVED_NAME: served-model-name (default "vibevoice")
+        VIBEVOICE_VLLM_MAX_TOKENS: generation cap (default 16384). Bounds a
+            degenerate request so it can't run away to the model max.
+        VIBEVOICE_VLLM_TIMEOUT: per-request HTTP timeout secs (default 1800)
+        VIBEVOICE_PROGRESS_HEARTBEAT: secs between NDJSON heartbeats (default 2)
+        BATCH_THRESHOLD_SECONDS: stream progress for audio longer than this so the
+            backend's HTTP read doesn't time out during a multi-minute pass (default 60)
+    """
+
+    def __init__(self, base_url: Optional[str] = None):
+        self.base_url = (
+            base_url or os.getenv("VIBEVOICE_VLLM_URL", "http://127.0.0.1:18000")
+        ).rstrip("/")
+        self.model_name = os.getenv("VIBEVOICE_VLLM_SERVED_NAME", "vibevoice")
+        self.max_tokens = int(os.getenv("VIBEVOICE_VLLM_MAX_TOKENS", "16384"))
+        self.request_timeout = float(os.getenv("VIBEVOICE_VLLM_TIMEOUT", "1800"))
+        self.heartbeat_secs = float(os.getenv("VIBEVOICE_PROGRESS_HEARTBEAT", "2"))
+        self.progress_threshold = float(os.getenv("BATCH_THRESHOLD_SECONDS", "60"))
+        self._is_loaded = False
+
+    @property
+    def is_loaded(self) -> bool:
+        return self._is_loaded
+
+    def supports_batch_progress(self, audio_duration: float) -> bool:
+        """Long audio streams NDJSON heartbeats so the backend read doesn't time out."""
+        return audio_duration > self.progress_threshold
+
+    # ------------------------------------------------------------------ hardening
+    @staticmethod
+    def _collapse_loops(text: str, keep: int = 2) -> tuple[str, int]:
+        """Collapse contiguous same-token runs to <= keep copies (lossless for
+        natural doubles). Returns (collapsed_text, longest_run). Ported verbatim
+        from the transformers path so both backends harden identically."""
+        if not text:
+            return text, 0
+        tokens = text.split()
+        out: list[str] = []
+        longest = 0
+        i = 0
+        while i < len(tokens):
+            key = tokens[i].lower().strip(".,!?;:")
+            j = i
+            while j < len(tokens) and tokens[j].lower().strip(".,!?;:") == key:
+                j += 1
+            longest = max(longest, j - i)
+            out.extend(tokens[i : i + min(j - i, keep)])
+            i = j
+        return " ".join(out), longest
+
+    _LOOP_REPORT_RUN = 8
+
+    # ------------------------------------------------------------------ requests
+    def _build_payload(
+        self,
+        audio_path: str,
+        duration: float,
+        context_info: Optional[str],
+        stream: bool,
+    ) -> dict:
+        with open(audio_path, "rb") as f:
+            b64 = base64.b64encode(f.read()).decode()
+        if context_info and context_info.strip():
+            prompt = (
+                f"This is a {duration:.2f} seconds audio, with extra info: "
+                f"{context_info.strip()}\n\nPlease transcribe it with these keys: "
+                + ", ".join(_KEYS)
+            )
+        else:
+            prompt = (
+                f"This is a {duration:.2f} seconds audio, please transcribe it with "
+                f"these keys: " + ", ".join(_KEYS)
+            )
+        return {
+            "model": self.model_name,
+            "messages": [
+                {"role": "system", "content": _SYSTEM_PROMPT},
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "audio_url",
+                            "audio_url": {"url": f"data:audio/wav;base64,{b64}"},
+                        },
+                        {"type": "text", "text": prompt},
+                    ],
+                },
+            ],
+            "max_tokens": self.max_tokens,
+            "temperature": 0.0,
+            "top_p": 1.0,
+            "stream": stream,
+        }
+
+    def _post(
+        self, audio_path: str, duration: float, context_info: Optional[str]
+    ) -> str:
+        """Blocking single-pass request; returns the raw content string."""
+        payload = self._build_payload(audio_path, duration, context_info, stream=False)
+        resp = requests.post(
+            f"{self.base_url}/v1/chat/completions",
+            json=payload,
+            timeout=self.request_timeout,
+        )
+        if resp.status_code != 200:
+            logger.error(
+                f"VibeVoice vLLM transcription failed: HTTP {resp.status_code} from "
+                f"{self.base_url} — {resp.text[:300]}"
+            )
+            raise RuntimeError(
+                f"vLLM returned HTTP {resp.status_code}: {resp.text[:300]}"
+            )
+        return resp.json()["choices"][0]["message"]["content"]
+
+    def _parse_and_build(self, content: str, duration: float) -> TranscriptionResult:
+        """Parse the vLLM JSON transcript into a TranscriptionResult, applying the
+        repetition-loop hardening and routing any degeneration to System Errors."""
+        if any(m in content for m in _TEMPLATE_MARKERS):
+            logger.error(
+                "VibeVoice vLLM decoder degeneration: chat-template tokens leaked into "
+                "single-pass output (catastrophic generation failure). Transcription unusable."
+            )
+            raise RuntimeError(
+                "VibeVoice vLLM output contained raw template tokens (degeneration)"
+            )
+
+        cleaned = re.sub(
+            r"^```(?:json)?|```$", "", content.strip(), flags=re.MULTILINE
+        ).strip()
+        try:
+            data = json.loads(cleaned)
+        except json.JSONDecodeError as e:
+            logger.error(
+                f"VibeVoice vLLM structured decode failed ({e}) on single-pass output "
+                f"(JSON overflow / unterminated). Transcription unusable."
+            )
+            raise RuntimeError(f"VibeVoice vLLM JSON parse failed: {e}")
+        if isinstance(data, dict):
+            data = data.get("segments") or data.get("result") or [data]
+
+        segments: list[Segment] = []
+        speakers_map: dict[str, tuple[float, float]] = {}
+        text_parts: list[str] = []
+        loops_collapsed = 0
+        worst_run = 0
+        nondict_skipped = 0
+
+        for seg in data:
+            if not isinstance(seg, dict):
+                nondict_skipped += 1
+                continue
+            raw_text = str(seg.get("Content", seg.get("content", ""))).strip()
+            text, longest_run = self._collapse_loops(raw_text)
+            if longest_run >= self._LOOP_REPORT_RUN:
+                loops_collapsed += 1
+                worst_run = max(worst_run, longest_run)
+            start = float(
+                seg.get("Start time", seg.get("Start", seg.get("start", 0.0)))
+            )
+            end = float(seg.get("End time", seg.get("End", seg.get("end", 0.0))))
+            speaker_raw = seg.get("Speaker ID", seg.get("Speaker", seg.get("speaker")))
+            speaker_id = f"Speaker {speaker_raw}" if speaker_raw is not None else None
+
+            if text:
+                text_parts.append(text)
+            segments.append(
+                Segment(text=text, start=start, end=end, speaker=speaker_id)
+            )
+            if speaker_id:
+                if speaker_id not in speakers_map:
+                    speakers_map[speaker_id] = (start, end)
+                else:
+                    ps, pe = speakers_map[speaker_id]
+                    speakers_map[speaker_id] = (min(ps, start), max(pe, end))
+
+        if loops_collapsed:
+            logger.error(
+                f"VibeVoice vLLM decoder degeneration: collapsed {loops_collapsed} "
+                f"repetition loop(s) (longest run {worst_run} tokens) in single-pass "
+                f"output. Recovered via post-decode loop collapse."
+            )
+        if nondict_skipped:
+            logger.error(
+                f"VibeVoice vLLM malformed output: skipped {nondict_skipped} non-dict "
+                f"segment element(s) from a partial JSON parse."
+            )
+
+        speakers = [
+            Speaker(id=sid, start=t[0], end=t[1]) for sid, t in speakers_map.items()
+        ]
+        full_text = " ".join(text_parts) if text_parts else ""
+        out_duration = max((s.end for s in segments), default=duration)
+        logger.info(
+            f"VibeVoice vLLM single-pass: {len(full_text)} chars, {len(segments)} "
+            f"segments, {len(speakers)} speakers"
+        )
+        return TranscriptionResult(
+            text=full_text,
+            words=[],
+            segments=segments,
+            speakers=speakers if speakers else None,
+            language=None,
+            duration=out_duration,
+        )
+
+    # ------------------------------------------------------------------ public API
+    def transcribe(
+        self, audio_file_path: str, context_info: Optional[str] = None
+    ) -> TranscriptionResult:
+        """Single-pass transcription (blocking)."""
+        duration = _audio_duration(audio_file_path)
+        logger.info(f"VibeVoice vLLM transcribing {duration:.1f}s single-pass")
+        content = self._post(audio_file_path, duration, context_info)
+        return self._parse_and_build(content, duration)
+
+    def transcribe_with_progress(
+        self, audio_file_path: str, hotwords: Optional[str] = None
+    ):
+        """Single-pass with NDJSON heartbeats so the backend read stays alive.
+
+        Runs the blocking request in a background thread and emits a progress event
+        every ``heartbeat_secs`` until it returns, then yields the final result.
+
+        Yields:
+            {"type": "progress", "current": i, "total": 0}
+            {"type": "result", "result": TranscriptionResult}
+        """
+        duration = _audio_duration(audio_file_path)
+        logger.info(
+            f"VibeVoice vLLM transcribing {duration:.1f}s single-pass (progress)"
+        )
+        holder: dict = {}
+
+        def _work():
+            try:
+                holder["content"] = self._post(audio_file_path, duration, hotwords)
+            except Exception as e:  # noqa: BLE001 — surfaced after join
+                holder["error"] = e
+
+        thread = threading.Thread(target=_work, daemon=True)
+        thread.start()
+        beat = 0
+        while thread.is_alive():
+            thread.join(timeout=self.heartbeat_secs)
+            if thread.is_alive():
+                beat += 1
+                yield {"type": "progress", "current": beat, "total": 0}
+
+        if "error" in holder:
+            raise holder["error"]
+        result = self._parse_and_build(holder["content"], duration)
+        yield {"type": "result", "result": result}
diff --git a/extras/asr-services/pyproject.toml b/extras/asr-services/pyproject.toml
index 5dd8a43f..ecb06c8f 100644
--- a/extras/asr-services/pyproject.toml
+++ b/extras/asr-services/pyproject.toml
@@ -28,11 +28,6 @@ wyoming = [
 ]
 
 # CUDA versions for PyTorch
-cu121 = [
-  "torch>=2.3",
-  "torchaudio>=2.3",
-]
-
 cu126 = [
   "torch>=2.3",
   "torchaudio>=2.3",
@@ -43,6 +38,15 @@ cu128 = [
   "torchaudio>=2.3",
 ]
 
+# AMD Strix Halo (gfx1151) - torch/torchaudio are installed via pip in the Dockerfile
+# using the ROCm nightly index (rocm.nightlies.amd.com/v2/gfx1151/) because uv cannot
+# resolve rocm[libraries] from source dist. Mark them as never-selected so uv won't
+# try to resolve torch>=2.10 (not yet on PyPI) when generating the lockfile.
+strixhalo = [
+  "torch>=2.10; sys_platform == 'never'",
+  "torchaudio>=2.10; sys_platform == 'never'",
+]
+
 [tool.uv]
 compile-bytecode = true
 conflicts = [
@@ -50,34 +54,32 @@ conflicts = [
     { group = "faster-whisper" },
     { group = "transformers" },
     { group = "nemo" },
+    { group = "nemo-rocm" },
     { group = "vibevoice" },
     { group = "qwen3-asr" },
     { group = "qwen3-asr-full" },
+    { group = "gemma4" },
+    { group = "af-next" },
+    { group = "granite" },
+    { group = "parakeet" },
   ],
   [
-    { extra = "cu121" },
     { extra = "cu126" },
     { extra = "cu128" },
+    { extra = "strixhalo" },
   ],
 ]
 
 [tool.uv.sources]
 torch = [
-    { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
 ]
 torchaudio = [
-    { index = "pytorch-cu121", extra = "cu121" },
     { index = "pytorch-cu126", extra = "cu126" },
     { index = "pytorch-cu128", extra = "cu128" },
 ]
 
-[[tool.uv.index]]
-name = "pytorch-cu121"
-url = "https://download.pytorch.org/whl/cu121"
-explicit = true
-
 [[tool.uv.index]]
 name = "pytorch-cu126"
 url = "https://download.pytorch.org/whl/cu126"
@@ -93,6 +95,7 @@ explicit = true
 faster-whisper = [
     "faster-whisper>=1.0.0",
     "ctranslate2>=4.0.0",
+    "av>=13,<14",
 ]
 
 transformers = [
@@ -109,15 +112,67 @@ nemo = [
     "numpy>=1.26,<2.0",
 ]
 
+# NeMo for AMD ROCm (Strix Halo / gfx1151) - no cuda-python (CUDA-only binding)
+# torch/torchaudio installed via pip in Dockerfile.strixhalo using ROCm nightly index
+nemo-rocm = [
+    "nemo-toolkit[asr]>=2.2.0",
+    "numpy>=1.26,<2.0",
+]
+
 vibevoice = [
-    "transformers>=4.51.0,<5.0.0",
+    "transformers>=5.3.0,<6.0.0",
     "accelerate>=0.30.0",
-    "diffusers>=0.30.0",
+    "librosa>=0.10.0",
     "torch>=2.3",
     "torchaudio>=2.3",
+    "bitsandbytes>=0.46.1",
+    "peft>=0.17.0",
+    "omegaconf>=2.3.0",
+    "wandb>=0.18.0",
+]
+
+gemma4 = [
+    # 5.10+ ships Gemma4AssistantForCausalLM (MTP drafter) and fixes the 5.5.0
+    # audio-conditioned use_cache logits bug that speculative decoding depends on.
+    "transformers>=5.10.0,<6.0.0",
+    "accelerate>=0.30.0",
+    "librosa>=0.10.0",
+    "torch>=2.3",
+    "torchaudio>=2.3",
+    "torchvision>=0.18",
+    "pillow>=10.0.0",
+    "soundfile>=0.12",
+    # 4-bit/8-bit quantization for running Gemma 4 on smaller GPUs.
+    "bitsandbytes>=0.46.1",
+    # WebSocket backend for the /stream streaming endpoint (uvicorn needs a ws impl).
+    "websockets>=13.0",
+]
+
+# NVIDIA Audio Flamingo Next (Think variant by default).
+# License: NVIDIA OneWay Noncommercial — research use only.
+# AF-Next's `audioflamingonext` model_type is not in upstream transformers yet,
+# so we install from the in-flight PR fork referenced by the model card.
+# Switch to a stable transformers version once the PR lands.
+af-next = [
+    "transformers @ git+https://github.com/lashahub/transformers.git@205f8c852db63e03c4d05a0e28ceee25f80806da",
+    "accelerate>=0.30.0",
     "librosa>=0.10.0",
-    "bitsandbytes>=0.43.0",
+    "torch>=2.3",
+    "torchaudio>=2.3",
+    "soundfile>=0.12",
+]
+
+# IBM Granite Speech (Granite LLM backbone + conformer speech encoder + LoRA).
+# Granite Speech 4.1 requires transformers>=5.8; the built-in LoRA adapter is
+# applied via peft at load time.
+granite = [
+    "transformers>=5.8.0,<6.0.0",
+    "accelerate>=0.30.0",
     "peft>=0.17.0",
+    "librosa>=0.10.0",
+    "soundfile>=0.12",
+    "torch>=2.3",
+    "torchaudio>=2.3",
 ]
 
 qwen3-asr = [
@@ -147,6 +202,11 @@ dev = [
     "pytest>=8.0.0",
 ]
 
+test = [
+    "pytest>=8.0.0",
+    "pytest-cov>=6.0.0",
+]
+
 demo = [
     "fastrtc>=0.0.23",
     "gradio>=5.29.0",
@@ -158,4 +218,28 @@ requires = ["setuptools>=64", "wheel"]
 build-backend = "setuptools.build_meta"
 
 [tool.setuptools]
-packages = ["common", "providers", "providers.faster_whisper", "providers.transformers", "providers.nemo", "providers.vibevoice", "providers.qwen3_asr"]
+packages = ["common", "providers", "providers.faster_whisper", "providers.transformers", "providers.nemo", "providers.vibevoice", "providers.qwen3_asr", "providers.gemma4", "providers.af_next", "providers.granite"]
+
+[tool.pytest.ini_options]
+minversion = "8.0"
+testpaths = ["tests"]
+addopts = ["-ra", "--strict-markers", "--strict-config"]
+markers = [
+    "asr: requires the containerized ASR service",
+]
+
+[tool.coverage.run]
+branch = true
+relative_files = true
+source = ["common", "providers"]
+
+[tool.coverage.report]
+precision = 1
+show_missing = true
+skip_empty = true
+
+[tool.coverage.xml]
+output = "coverage-reports/coverage.xml"
+
+[tool.coverage.html]
+directory = "coverage-reports/html"
diff --git a/extras/asr-services/quickstart.md b/extras/asr-services/quickstart.md
index 2d93600f..ffe6ef9e 100644
--- a/extras/asr-services/quickstart.md
+++ b/extras/asr-services/quickstart.md
@@ -72,4 +72,4 @@ PARAKEET_ASR_URL=http://localhost:8765
 For basic setup, defaults work fine. For production:
 - Set appropriate resource limits in docker-compose.yml
 - Configure multiple workers for high load
-- Enable GPU acceleration for Parakeet if available
\ No newline at end of file
+- Enable GPU acceleration for Parakeet if available
diff --git a/extras/asr-services/scripts/convert_to_ct2.py b/extras/asr-services/scripts/convert_to_ct2.py
index 750c175e..003b01d6 100644
--- a/extras/asr-services/scripts/convert_to_ct2.py
+++ b/extras/asr-services/scripts/convert_to_ct2.py
@@ -48,10 +48,15 @@ def convert_model(
     # Build conversion command
     cmd = [
         "ct2-transformers-converter",
-        "--model", hf_model,
-        "--output_dir", str(output_path),
-        "--quantization", quantization,
-        "--copy_files", "tokenizer.json", "preprocessor_config.json",
+        "--model",
+        hf_model,
+        "--output_dir",
+        str(output_path),
+        "--quantization",
+        quantization,
+        "--copy_files",
+        "tokenizer.json",
+        "preprocessor_config.json",
     ]
 
     if force:
diff --git a/extras/asr-services/setup.sh b/extras/asr-services/setup.sh
index cbf7fc08..9f2c251b 100755
--- a/extras/asr-services/setup.sh
+++ b/extras/asr-services/setup.sh
@@ -19,4 +19,4 @@ echo ""
 echo "🚀 To start: docker compose up --build -d parakeet-asr"
 echo "  📝 Service will be available at: http://host.docker.internal:8767"
 echo ""
-echo "💡 Only start if you want to use offline ASR instead of cloud providers"
\ No newline at end of file
+echo "💡 Only start if you want to use offline ASR instead of cloud providers"
diff --git a/extras/asr-services/tests/test_batching.py b/extras/asr-services/tests/test_batching.py
index e9962f6e..3ce1216b 100644
--- a/extras/asr-services/tests/test_batching.py
+++ b/extras/asr-services/tests/test_batching.py
@@ -34,7 +34,6 @@
 )
 from common.response_models import Segment, Speaker, TranscriptionResult, Word
 
-
 # ---------------------------------------------------------------------------
 # Unit tests for stitching logic (no GPU)
 # ---------------------------------------------------------------------------
@@ -46,9 +45,7 @@ def _make_result(segments, words=None, text=None):
         Segment(text=s[0], start=s[1], end=s[2], speaker=s[3] if len(s) > 3 else None)
         for s in segments
     ]
-    word_objs = [
-        Word(word=w[0], start=w[1], end=w[2]) for w in (words or [])
-    ]
+    word_objs = [Word(word=w[0], start=w[1], end=w[2]) for w in (words or [])]
     return TranscriptionResult(
         text=text or " ".join(s.text for s in seg_objs),
         words=word_objs,
@@ -93,20 +90,28 @@ class TestStitchWithOverlap:
 
     def test_overlap_deduplication(self):
         # Batch 1: [0-70s] with segments throughout
-        r1 = _make_result([
-            ("seg A", 0.0, 20.0),
-            ("seg B", 20.0, 40.0),
-            ("seg C", 40.0, 60.0),   # overlap region: 50-70
-            ("seg D", 60.0, 70.0),   # midpoint=65, overlap midpoint=50+10/2=55 -> 65 >= 55? yes for batch 1 cutoff
-        ])
+        r1 = _make_result(
+            [
+                ("seg A", 0.0, 20.0),
+                ("seg B", 20.0, 40.0),
+                ("seg C", 40.0, 60.0),  # overlap region: 50-70
+                (
+                    "seg D",
+                    60.0,
+                    70.0,
+                ),  # midpoint=65, overlap midpoint=50+10/2=55 -> 65 >= 55? yes for batch 1 cutoff
+            ]
+        )
 
         # Batch 2: [50-120s] with segments throughout
-        r2 = _make_result([
-            ("seg C'", 0.0, 10.0),   # absolute: 50-60, midpoint=55 >= cutoff
-            ("seg D'", 10.0, 20.0),  # absolute: 60-70, midpoint=65 >= cutoff
-            ("seg E", 20.0, 40.0),   # absolute: 70-90
-            ("seg F", 40.0, 70.0),   # absolute: 90-120
-        ])
+        r2 = _make_result(
+            [
+                ("seg C'", 0.0, 10.0),  # absolute: 50-60, midpoint=55 >= cutoff
+                ("seg D'", 10.0, 20.0),  # absolute: 60-70, midpoint=65 >= cutoff
+                ("seg E", 20.0, 40.0),  # absolute: 70-90
+                ("seg F", 40.0, 70.0),  # absolute: 90-120
+            ]
+        )
 
         stitched = stitch_transcription_results(
             [(r1, 0.0, 70.0), (r2, 50.0, 120.0)],
@@ -159,10 +164,12 @@ def test_empty_result(self):
         assert tail == ""
 
     def test_multiple_segments(self):
-        result = _make_result([
-            ("first segment", 0.0, 5.0),
-            ("second segment", 5.0, 10.0),
-        ])
+        result = _make_result(
+            [
+                ("first segment", 0.0, 5.0),
+                ("second segment", 5.0, 10.0),
+            ]
+        )
         tail = extract_context_tail(result, max_chars=20)
         assert "second segment" in tail
 
@@ -244,6 +251,249 @@ def test_windows_are_valid_wav(self):
             os.unlink(wav_path)
 
 
+class TestBoundaryClipping:
+    """Segments are clipped at batch cutoff boundaries, not against each other.
+
+    Cross-batch bleeding (a segment from batch N extending into batch N+1's
+    territory) must be eliminated.  Legitimate within-batch overlaps (e.g.
+    Music + Speech happening simultaneously) must be preserved.
+    """
+
+    def test_cross_batch_segment_clipped_at_cutoff(self):
+        """Segment whose end bleeds past the cutoff gets trimmed to the cutoff."""
+        # Batches: [0-270] and [240-510], overlap=30, cutoff=255
+        r1 = _make_result(
+            [
+                ("speech A", 0.0, 100.0, "Speaker 0"),
+                ("[Environmental Sounds]", 200.0, 270.0, ""),  # bleeds past 255
+            ]
+        )
+        r2 = _make_result(
+            [
+                (
+                    "[Music]",
+                    1.0,
+                    40.0,
+                    "",
+                ),  # abs 241-280, midpoint 260.5 >= 255 → kept, start clipped to 255
+                ("speech B", 40.0, 100.0, "Speaker 1"),  # abs 280-340
+            ]
+        )
+        stitched = stitch_transcription_results(
+            [(r1, 0.0, 270.0), (r2, 240.0, 510.0)],
+            overlap_seconds=30.0,
+        )
+        env = next(s for s in stitched.segments if s.text == "[Environmental Sounds]")
+        music = next(s for s in stitched.segments if s.text == "[Music]")
+        # Clipped at cutoff — no cross-batch overlap
+        assert env.end == pytest.approx(255.0)
+        assert music.start == pytest.approx(255.0)
+
+    def test_real_scenario_human_sounds_music(self):
+        """Reproduce the actual bug: [Human Sounds] and [Music] at batch boundary."""
+        # Batches: [1200-1470] and [1440-1710], overlap=30, cutoff=1455
+        r_mid = _make_result(
+            [
+                ("speech X", 0.0, 20.0, "Speaker 0"),
+                (
+                    "[Human Sounds]",
+                    218.0,
+                    270.0,
+                    "",
+                ),  # abs 1418-1470, midpoint 1444 < 1455
+            ]
+        )
+        r_next = _make_result(
+            [
+                ("[Music]", 1.0, 38.0, ""),  # abs 1441-1478, midpoint 1459.5 >= 1455
+                ("speech Y", 38.0, 100.0, "Speaker 1"),
+            ]
+        )
+        stitched = stitch_transcription_results(
+            [(r_mid, 1200.0, 1470.0), (r_next, 1440.0, 1710.0)],
+            overlap_seconds=30.0,
+        )
+        human = next(s for s in stitched.segments if s.text == "[Human Sounds]")
+        music = next(s for s in stitched.segments if s.text == "[Music]")
+        assert human.end == pytest.approx(1455.0)
+        assert music.start == pytest.approx(1455.0)
+        assert human.end <= music.start + 0.01
+
+    def test_within_batch_overlaps_preserved(self):
+        """Concurrent segments within the same batch (Music + Speech) must survive."""
+        # Batches: [0-270] and [240-510], overlap=30, cutoff=255
+        r1 = _make_result(
+            [
+                ("[Music]", 0.0, 30.0, ""),
+                (
+                    "speech over music",
+                    5.0,
+                    15.0,
+                    "Speaker 0",
+                ),  # overlaps Music — legitimate
+                ("later speech", 100.0, 200.0, "Speaker 0"),
+            ]
+        )
+        r2 = _make_result([("batch2 speech", 20.0, 50.0, "Speaker 1")])  # abs 260-290
+
+        stitched = stitch_transcription_results(
+            [(r1, 0.0, 270.0), (r2, 240.0, 510.0)],
+            overlap_seconds=30.0,
+        )
+        texts = [s.text for s in stitched.segments]
+        assert "[Music]" in texts
+        assert "speech over music" in texts
+        # The within-batch overlap is intact
+        music = next(s for s in stitched.segments if s.text == "[Music]")
+        speech = next(s for s in stitched.segments if s.text == "speech over music")
+        assert speech.start < music.end  # they still overlap
+        assert music.start == 0.0
+        assert speech.start == 5.0
+        assert speech.end == 15.0
+
+    def test_within_batch_overlaps_near_boundary_preserved(self):
+        """Within-batch overlaps near the cutoff survive — clipped against boundary, not each other."""
+        # Batches: [0-270] and [240-510], overlap=30, cutoff=255
+        r1 = _make_result(
+            [
+                ("early", 0.0, 50.0, "Speaker 0"),
+                ("[Music]", 240.0, 260.0, ""),  # midpoint 250 < 255, end clipped to 255
+                (
+                    "speech over music",
+                    245.0,
+                    253.0,
+                    "Speaker 0",
+                ),  # midpoint 249 < 255, fully within
+            ]
+        )
+        r2 = _make_result([("batch2", 20.0, 50.0, "Speaker 1")])  # abs 260-290
+
+        stitched = stitch_transcription_results(
+            [(r1, 0.0, 270.0), (r2, 240.0, 510.0)],
+            overlap_seconds=30.0,
+        )
+        music = next(s for s in stitched.segments if s.text == "[Music]")
+        speech = next(s for s in stitched.segments if s.text == "speech over music")
+        # Music gets clipped at cutoff, but speech is fully inside — overlap preserved
+        assert music.end == pytest.approx(255.0)
+        assert speech.start == 245.0
+        assert speech.end == 253.0
+        assert speech.start < music.end  # overlap still exists
+
+    def test_three_batches_clips_both_sides(self):
+        """Middle batch gets clipped on both left and right boundaries."""
+        # Batches: [0-90], [70-160], [140-190], overlap=20
+        # Cutoffs: left=80 (70+10), right=150 (140+10)
+        r1 = _make_result(
+            [
+                ("a", 0.0, 50.0, "S0"),
+                ("b", 50.0, 90.0, "S0"),
+            ]  # b: abs 50-90, mid 70 < 80
+        )
+        r2 = _make_result(
+            [
+                (
+                    "b'",
+                    0.0,
+                    20.0,
+                    "S0",
+                ),  # abs 70-90, mid 80 >= left 80 → kept, start clipped to 80
+                ("c", 20.0, 60.0, "S1"),  # abs 90-130, fully inside
+                (
+                    "d",
+                    60.0,
+                    90.0,
+                    "S0",
+                ),  # abs 130-160, mid 145 < right 150, end clipped to 150
+            ]
+        )
+        r3 = _make_result(
+            [
+                ("d'", 0.0, 20.0, "S0"),
+                ("e", 20.0, 50.0, "S1"),
+            ]  # d': abs 140-160, mid 150 >= 150
+        )
+        stitched = stitch_transcription_results(
+            [(r1, 0.0, 90.0), (r2, 70.0, 160.0), (r3, 140.0, 190.0)],
+            overlap_seconds=20.0,
+        )
+        # b from r1: mid 70 < 80 → kept, end clipped to 80
+        seg_b = next(s for s in stitched.segments if s.text == "b")
+        assert seg_b.end == pytest.approx(80.0)
+        # b' from r2: mid 80 >= 80 → kept, start clipped to 80
+        seg_b2 = next(s for s in stitched.segments if s.text == "b'")
+        assert seg_b2.start == pytest.approx(80.0)
+        # d from r2: mid 145 < 150 → kept, end clipped to 150
+        seg_d = next(s for s in stitched.segments if s.text == "d")
+        assert seg_d.end == pytest.approx(150.0)
+        # d' from r3: mid 150 >= 150 → kept, start clipped to 150
+        seg_d2 = next(s for s in stitched.segments if s.text == "d'")
+        assert seg_d2.start == pytest.approx(150.0)
+
+    def test_words_clipped_at_boundary(self):
+        """Word timestamps are also clipped at the cutoff, not against each other."""
+        # Batches: [0-270] and [240-510], overlap=30, cutoff=255
+        r1 = _make_result(
+            segments=[("seg", 0.0, 270.0, "Speaker 0")],
+            words=[
+                (
+                    "world",
+                    248.0,
+                    258.0,
+                ),  # midpoint 253 < 255 → kept, end clipped to 255
+            ],
+        )
+        r2 = _make_result(
+            segments=[("seg2", 0.0, 50.0, "Speaker 1")],
+            words=[
+                (
+                    "foo",
+                    10.0,
+                    20.0,
+                ),  # abs 250-260, midpoint 255 >= 255 → kept, start clipped to 255
+                ("bar", 20.0, 40.0),  # abs 260-280
+            ],
+        )
+        stitched = stitch_transcription_results(
+            [(r1, 0.0, 270.0), (r2, 240.0, 510.0)],
+            overlap_seconds=30.0,
+        )
+        world = next(w for w in stitched.words if w.word == "world")
+        foo = next(w for w in stitched.words if w.word == "foo")
+        assert world.end == pytest.approx(255.0)
+        assert foo.start == pytest.approx(255.0)
+
+    def test_clip_helpers_drop_degenerate(self):
+        """Segments/words that become start >= end after clipping are dropped."""
+        from common.batching import _clip_segments, _clip_words
+
+        segs = [
+            Segment(text="survives", start=10.0, end=20.0),
+            Segment(
+                text="clipped away", start=10.0, end=15.0
+            ),  # start becomes 15, end=15 → dropped
+            Segment(
+                text="also gone", start=10.0, end=12.0
+            ),  # start becomes 15 > end 12 → dropped
+        ]
+        result = _clip_segments(segs, left_bound=15.0, right_bound=None)
+        assert len(result) == 1
+        assert result[0].text == "survives"
+        assert result[0].start == 15.0
+
+        words = [
+            Word(word="ok", start=5.0, end=20.0),
+            Word(
+                word="gone", start=5.0, end=9.0
+            ),  # end becomes 9, but start=5 < 9 → survives... wait
+        ]
+        result = _clip_words(words, left_bound=None, right_bound=10.0)
+        assert len(result) == 2  # both survive with right_bound=10
+        result = _clip_words(words, left_bound=10.0, right_bound=None)
+        assert len(result) == 1  # "gone" has end=9 < left_bound=10 → dropped
+        assert result[0].word == "ok"
+
+
 class TestSpeakerMerging:
     """Test that speaker info is properly merged across batches."""
 
@@ -291,7 +541,9 @@ class TestBatchedTranscriptionQuality:
 
     _DEFAULT_AUDIO = (
         Path(__file__).resolve().parent.parent.parent.parent
-        / "tests" / "test_assets" / "DIY_Experts_Glass_Blowing_16khz_mono_4min.wav"
+        / "tests"
+        / "test_assets"
+        / "DIY_Experts_Glass_Blowing_16khz_mono_4min.wav"
     )
     TEST_AUDIO = os.getenv("TEST_AUDIO_FILE") or str(_DEFAULT_AUDIO)
 
@@ -321,9 +573,7 @@ def test_batched_matches_direct(self, transcriber, direct_result):
         reference_text = " ".join(s.text for s in reference_segments)
 
         # Batched: use small windows (60s batch, 15s overlap) to force multiple batches
-        windows = split_audio_file(
-            self.TEST_AUDIO, batch_duration=60, overlap=15
-        )
+        windows = split_audio_file(self.TEST_AUDIO, batch_duration=60, overlap=15)
         batch_results = []
         prev_context = None
         for temp_path, start, end in windows:
@@ -341,11 +591,13 @@ def test_batched_matches_direct(self, transcriber, direct_result):
         stitched_text = " ".join(s.text for s in stitched_first_2min)
 
         # Compare
-        similarity = difflib.SequenceMatcher(None, reference_text, stitched_text).ratio()
+        similarity = difflib.SequenceMatcher(
+            None, reference_text, stitched_text
+        ).ratio()
 
-        assert len(stitched_first_2min) >= len(reference_segments) - 2, (
-            f"Batched has too few segments: {len(stitched_first_2min)} vs {len(reference_segments)}"
-        )
+        assert (
+            len(stitched_first_2min) >= len(reference_segments) - 2
+        ), f"Batched has too few segments: {len(stitched_first_2min)} vs {len(reference_segments)}"
         assert similarity > 0.7, f"Text similarity too low: {similarity:.2f}"
 
         # Verify no timestamp gaps > 5s in stitched output
@@ -355,9 +607,7 @@ def test_batched_matches_direct(self, transcriber, direct_result):
 
     def test_batched_covers_full_duration(self, transcriber):
         """Batched transcription should cover the full audio duration."""
-        windows = split_audio_file(
-            self.TEST_AUDIO, batch_duration=60, overlap=15
-        )
+        windows = split_audio_file(self.TEST_AUDIO, batch_duration=60, overlap=15)
         batch_results = []
         prev_context = None
         for temp_path, start, end in windows:
@@ -372,6 +622,120 @@ def test_batched_covers_full_duration(self, transcriber):
 
         # Should cover most of the ~4 minute audio
         assert stitched.duration is not None
-        assert stitched.duration > 200.0, (
-            f"Stitched duration {stitched.duration:.1f}s seems too short for ~4min audio"
+        assert (
+            stitched.duration > 200.0
+        ), f"Stitched duration {stitched.duration:.1f}s seems too short for ~4min audio"
+
+    def test_batched_segments_clipped_at_boundaries(self, transcriber):
+        """No segment should extend past its batch's cutoff boundary.
+
+        Within-batch overlaps (e.g. Music + Speech) are legitimate, so we
+        check boundary clipping rather than pairwise non-overlap.
+        """
+        overlap_secs = 15
+        windows = split_audio_file(
+            self.TEST_AUDIO, batch_duration=60, overlap=overlap_secs
         )
+
+        # Compute cutoffs between consecutive batches
+        cutoffs = []
+        for j in range(len(windows) - 1):
+            _, next_start, _ = windows[j + 1]
+            cutoffs.append(next_start + overlap_secs / 2)
+
+        batch_results = []
+        for temp_path, start, end in windows:
+            try:
+                result = transcriber._transcribe_single(temp_path)
+                batch_results.append((result, start, end))
+            finally:
+                os.unlink(temp_path)
+
+        stitched = stitch_transcription_results(
+            batch_results, overlap_seconds=overlap_secs
+        )
+
+        # Every segment's end should respect the next cutoff boundary
+        for seg in stitched.segments:
+            for c in cutoffs:
+                mid = (seg.start + seg.end) / 2
+                if mid < c:
+                    # Segment assigned to batch before this cutoff
+                    assert seg.end <= c + 0.01, (
+                        f"Segment [{seg.start:.1f}-{seg.end:.1f}] '{seg.text[:30]}' "
+                        f"bleeds past cutoff {c:.1f}"
+                    )
+                    break
+
+
+# ---------------------------------------------------------------------------
+# Ground truth fixture test (no GPU needed, requires fixture file)
+# ---------------------------------------------------------------------------
+
+
+class TestGroundTruthFixture:
+    """
+    Validate VibeVoice output against a reviewed ground truth fixture.
+
+    Run capture_vibevoice_ground_truth.py to generate the fixture, then
+    review and commit it. These tests validate structural properties of
+    the output (no overlaps, valid timestamps, etc.).
+    """
+
+    FIXTURE_PATH = (
+        Path(__file__).parent / "fixtures" / "vibevoice_4min_ground_truth.json"
+    )
+
+    @pytest.fixture
+    def ground_truth(self):
+        if not self.FIXTURE_PATH.exists():
+            pytest.skip(
+                f"Ground truth fixture not found: {self.FIXTURE_PATH}\n"
+                f"Run: uv run python tests/capture_vibevoice_ground_truth.py"
+            )
+        import json
+
+        with open(self.FIXTURE_PATH) as f:
+            return json.load(f)
+
+    def test_segments_no_overlaps(self, ground_truth):
+        """Ground truth segments must not overlap."""
+        segments = ground_truth.get("segments", [])
+        assert len(segments) > 0, "No segments in ground truth"
+
+        for i in range(len(segments) - 1):
+            overlap = segments[i]["end"] - segments[i + 1]["start"]
+            assert overlap <= 0.01, (
+                f"Segments {i} and {i+1} overlap by {overlap:.2f}s: "
+                f"[{segments[i]['start']:.1f}-{segments[i]['end']:.1f}] "
+                f"'{segments[i]['text'][:30]}' vs "
+                f"[{segments[i+1]['start']:.1f}-{segments[i+1]['end']:.1f}] "
+                f"'{segments[i+1]['text'][:30]}'"
+            )
+
+    def test_segments_ordered(self, ground_truth):
+        """Segments must be in chronological order."""
+        segments = ground_truth.get("segments", [])
+        for i in range(len(segments) - 1):
+            assert segments[i]["start"] <= segments[i + 1]["start"], (
+                f"Segment {i} starts after segment {i+1}: "
+                f"{segments[i]['start']:.1f} > {segments[i+1]['start']:.1f}"
+            )
+
+    def test_segments_have_valid_timestamps(self, ground_truth):
+        """All segments must have start < end."""
+        for i, seg in enumerate(ground_truth.get("segments", [])):
+            assert (
+                seg["start"] < seg["end"]
+            ), f"Segment {i} has invalid timing: start={seg['start']}, end={seg['end']}"
+
+    def test_segments_have_text(self, ground_truth):
+        """All segments must have non-empty text."""
+        for i, seg in enumerate(ground_truth.get("segments", [])):
+            assert seg.get("text", "").strip(), f"Segment {i} has empty text"
+
+    def test_has_speaker_labels(self, ground_truth):
+        """At least some segments should have speaker labels."""
+        segments = ground_truth.get("segments", [])
+        with_speaker = [s for s in segments if s.get("speaker")]
+        assert len(with_speaker) > 0, "No segments have speaker labels"
diff --git a/extras/asr-services/tests/test_cuda_version_config.py b/extras/asr-services/tests/test_cuda_version_config.py
new file mode 100644
index 00000000..acf81909
--- /dev/null
+++ b/extras/asr-services/tests/test_cuda_version_config.py
@@ -0,0 +1,269 @@
+"""
+Unit tests for CUDA version configuration in ASR service Dockerfiles.
+
+Tests the configurable PYTORCH_CUDA_VERSION build arg that allows selecting
+different CUDA versions (cu126, cu128) for different GPU architectures.
+"""
+
+import os
+import re
+from pathlib import Path
+
+import pytest
+
+
+class TestDockerfileCUDASupport:
+    """Test that Dockerfiles support configurable CUDA versions."""
+
+    @pytest.fixture
+    def vibevoice_dockerfile_path(self):
+        """Path to VibeVoice Dockerfile."""
+        return Path(__file__).parent.parent / "providers" / "vibevoice" / "Dockerfile"
+
+    @pytest.fixture
+    def nemo_dockerfile_path(self):
+        """Path to NeMo Dockerfile."""
+        return Path(__file__).parent.parent / "providers" / "nemo" / "Dockerfile"
+
+    @pytest.fixture
+    def docker_compose_path(self):
+        """Path to docker-compose.yml."""
+        return Path(__file__).parent.parent / "docker-compose.yml"
+
+    @pytest.fixture
+    def nemo_strix_dockerfile_path(self):
+        """Path to NeMo Strix Halo Dockerfile."""
+        return (
+            Path(__file__).parent.parent / "providers" / "nemo" / "Dockerfile.strixhalo"
+        )
+
+    @pytest.fixture
+    def vibevoice_strix_dockerfile_path(self):
+        """Path to VibeVoice Strix Halo Dockerfile."""
+        return (
+            Path(__file__).parent.parent
+            / "providers"
+            / "vibevoice"
+            / "Dockerfile.strixhalo"
+        )
+
+    def test_vibevoice_dockerfile_has_cuda_arg(self, vibevoice_dockerfile_path):
+        """Test that VibeVoice Dockerfile declares PYTORCH_CUDA_VERSION arg."""
+        content = vibevoice_dockerfile_path.read_text()
+
+        # Should have ARG declaration
+        assert re.search(
+            r"ARG\s+PYTORCH_CUDA_VERSION", content
+        ), "Dockerfile must declare PYTORCH_CUDA_VERSION build arg"
+
+        # Should have default value
+        arg_match = re.search(r"ARG\s+PYTORCH_CUDA_VERSION=(\w+)", content)
+        assert arg_match, "PYTORCH_CUDA_VERSION should have default value"
+        default_version = arg_match.group(1)
+        assert default_version in [
+            "cu126",
+            "cu128",
+        ], f"Default CUDA version {default_version} should be cu126 or cu128"
+
+    def test_vibevoice_dockerfile_uses_cuda_arg_in_uv_sync(
+        self, vibevoice_dockerfile_path
+    ):
+        """Test that VibeVoice Dockerfile uses CUDA arg in uv sync command."""
+        content = vibevoice_dockerfile_path.read_text()
+
+        # Should use --extra ${PYTORCH_CUDA_VERSION}
+        assert re.search(
+            r"uv\s+sync.*--extra\s+\$\{PYTORCH_CUDA_VERSION\}", content
+        ), "uv sync command must include --extra ${PYTORCH_CUDA_VERSION}"
+
+    def test_nemo_dockerfile_has_cuda_support(self, nemo_dockerfile_path):
+        """Test that NeMo Dockerfile (reference implementation) has CUDA support."""
+        content = nemo_dockerfile_path.read_text()
+
+        assert re.search(
+            r"ARG\s+PYTORCH_CUDA_VERSION", content
+        ), "NeMo Dockerfile should have PYTORCH_CUDA_VERSION arg"
+
+        assert re.search(
+            r"uv\s+sync.*--extra\s+\$\{PYTORCH_CUDA_VERSION\}", content
+        ), "NeMo Dockerfile should use CUDA version in uv sync"
+
+    def test_nemo_strix_dockerfile_preserves_rocm_base_torch(
+        self, nemo_strix_dockerfile_path
+    ):
+        """Strix Halo NeMo must not replace the ROCm base image's torch build."""
+        content = nemo_strix_dockerfile_path.read_text()
+        assert "FROM rocm/pytorch:" in content
+        assert "--prune torch --prune torchaudio" in content
+        assert "torch.version.hip is not None" in content
+
+    def test_vibevoice_strix_dockerfile_preserves_rocm_base_torch(
+        self, vibevoice_strix_dockerfile_path
+    ):
+        """Strix Halo VibeVoice must not replace the ROCm base image's torch build."""
+        content = vibevoice_strix_dockerfile_path.read_text()
+        assert "FROM rocm/pytorch:" in content
+        assert "--prune torch --prune torchaudio" in content
+        assert "torch.version.hip is not None" in content
+
+    def test_docker_compose_passes_cuda_arg_to_vibevoice(self, docker_compose_path):
+        """Test that docker-compose.yml passes PYTORCH_CUDA_VERSION to vibevoice service."""
+        content = docker_compose_path.read_text()
+
+        # Find vibevoice-asr service section
+        vibevoice_section = re.search(
+            r"vibevoice-asr:.*?(?=^\S|\Z)", content, re.MULTILINE | re.DOTALL
+        )
+        assert vibevoice_section, "docker-compose.yml must have vibevoice-asr service"
+
+        section_text = vibevoice_section.group(0)
+
+        # Should have build args section
+        assert re.search(
+            r"args:", section_text
+        ), "vibevoice-asr service should have build args section"
+
+        # Should pass PYTORCH_CUDA_VERSION
+        assert re.search(
+            r"PYTORCH_CUDA_VERSION:\s*\$\{PYTORCH_CUDA_VERSION:-cu126\}", section_text
+        ), "vibevoice-asr should pass PYTORCH_CUDA_VERSION build arg with cu126 default"
+
+    def test_docker_compose_cuda_arg_consistency(self, docker_compose_path):
+        """Test that all GPU-enabled services use consistent CUDA version pattern."""
+        content = docker_compose_path.read_text()
+
+        # Services that should have CUDA support
+        gpu_services = ["vibevoice-asr", "nemo-asr", "parakeet-asr"]
+
+        for service_name in gpu_services:
+            service_match = re.search(
+                rf"{service_name}:.*?(?=^\S|\Z)", content, re.MULTILINE | re.DOTALL
+            )
+
+            if service_match:
+                service_text = service_match.group(0)
+
+                # Check if service has GPU resources
+                if "devices:" in service_text and "nvidia" in service_text:
+                    # Should have PYTORCH_CUDA_VERSION arg
+                    assert re.search(
+                        r"PYTORCH_CUDA_VERSION:\s*\$\{PYTORCH_CUDA_VERSION:-cu\d+\}",
+                        service_text,
+                    ), f"{service_name} with GPU should have PYTORCH_CUDA_VERSION build arg"
+
+
+class TestCUDAVersionEnvironmentVariable:
+    """Test CUDA version environment variable handling."""
+
+    def test_cuda_version_env_var_format(self):
+        """Test that CUDA version environment variables follow correct format."""
+        valid_versions = ["cu126", "cu128"]
+
+        for version in valid_versions:
+            assert re.match(
+                r"^cu\d{3}$", version
+            ), f"{version} should match pattern cu### (e.g., cu126, cu128)"
+
+    def test_cuda_version_from_env(self):
+        """Test reading CUDA version from environment."""
+        test_version = "cu128"
+
+        with pytest.MonkeyPatch.context() as mp:
+            mp.setenv("PYTORCH_CUDA_VERSION", test_version)
+            cuda_version = os.getenv("PYTORCH_CUDA_VERSION")
+
+            assert cuda_version == test_version
+            assert cuda_version in ["cu126", "cu128"]
+
+    def test_cuda_version_default_fallback(self):
+        """Test that default CUDA version is used when env var not set."""
+        with pytest.MonkeyPatch.context() as mp:
+            mp.delenv("PYTORCH_CUDA_VERSION", raising=False)
+
+            # Simulate docker-compose default: ${PYTORCH_CUDA_VERSION:-cu126}
+            cuda_version = os.getenv("PYTORCH_CUDA_VERSION", "cu126")
+
+            assert cuda_version == "cu126"
+
+
+class TestGPUArchitectureCUDAMapping:
+    """Test that GPU architectures map to correct CUDA versions."""
+
+    def test_rtx_5090_requires_cu128(self):
+        """
+        Test that RTX 5090 (sm_120) requires CUDA 12.8+.
+
+        RTX 5090 has CUDA capability 12.0 (sm_120) which requires
+        PyTorch built with CUDA 12.8 or higher.
+        """
+        gpu_arch = "sm_120"  # RTX 5090
+        required_cuda = "cu128"
+
+        # Map GPU architecture to minimum CUDA version
+        arch_to_cuda = {
+            "sm_120": "cu128",  # RTX 5090, RTX 50 series
+            "sm_90": "cu126",  # RTX 4090, H100
+            "sm_89": "cu126",  # RTX 4090
+            "sm_86": "cu126",  # RTX 3090, A6000
+        }
+
+        assert (
+            arch_to_cuda.get(gpu_arch) == required_cuda
+        ), f"GPU architecture {gpu_arch} requires CUDA version {required_cuda}"
+
+    # Architectures supported by each CUDA version (minimum cu version that supports them)
+    # Used as authoritative reference for architecture-to-CUDA mapping tests.
+    CUDA_ARCH_SUPPORT = {
+        "cu126": {"sm_75", "sm_80", "sm_86", "sm_89", "sm_90"},
+        "cu128": {"sm_75", "sm_80", "sm_86", "sm_89", "sm_90", "sm_120"},
+    }
+
+    def test_older_gpus_work_with_cu126(self):
+        """Test that older GPUs (sm_86, sm_80) work with cu126."""
+        older_archs = ["sm_86", "sm_80", "sm_75"]  # RTX 3090, A100, RTX 2080
+        cu126_supported = self.CUDA_ARCH_SUPPORT["cu126"]
+
+        for arch in older_archs:
+            assert arch in cu126_supported, f"{arch} should be supported by CUDA 12.6"
+
+
+class TestPyProjectCUDAExtras:
+    """Test that pyproject.toml defines CUDA version extras correctly."""
+
+    @pytest.fixture
+    def pyproject_path(self):
+        """Path to pyproject.toml."""
+        return Path(__file__).parent.parent / "pyproject.toml"
+
+    def test_pyproject_has_cuda_extras(self, pyproject_path):
+        """Test that pyproject.toml defines cu126, cu128 extras."""
+        if not pyproject_path.exists():
+            pytest.skip("pyproject.toml not found")
+
+        content = pyproject_path.read_text()
+
+        # Should have [project.optional-dependencies] or [tool.uv] with extras
+        cuda_versions = ["cu126", "cu128"]
+
+        for version in cuda_versions:
+            # Look for the CUDA version as an extra
+            assert re.search(
+                rf'["\']?{version}["\']?\s*=', content
+            ), f"pyproject.toml should define {version} extra"
+
+    def test_pyproject_cuda_extras_have_pytorch(self, pyproject_path):
+        """Test that CUDA extras include torch/torchaudio dependencies."""
+        if not pyproject_path.exists():
+            pytest.skip("pyproject.toml not found")
+
+        content = pyproject_path.read_text()
+
+        # Each CUDA extra should reference torch with the appropriate index
+        # e.g., { extra = "cu128" } or { index = "pytorch-cu128" }
+        assert re.search(r'extra\s*=\s*["\']cu\d{3}["\']', content) or re.search(
+            r'index\s*=\s*["\']pytorch-cu\d{3}["\']', content
+        ), "CUDA extras should reference PyTorch with CUDA version"
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-v"])
diff --git a/extras/asr-services/tests/test_parakeet_service.py b/extras/asr-services/tests/test_parakeet_service.py
index 4c94af12..7a4d0fc6 100644
--- a/extras/asr-services/tests/test_parakeet_service.py
+++ b/extras/asr-services/tests/test_parakeet_service.py
@@ -23,94 +23,118 @@
 import subprocess
 import time
 from pathlib import Path
-from typing import Dict, Any
+from typing import Any, Dict
 
 import pytest
 import requests
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 # Test Configuration
-PARAKEET_SERVICE_URL = "http://localhost:8767"  # Test port for Parakeet service
-HEALTH_CHECK_TIMEOUT = 60  # seconds to wait for service startup
-REQUEST_TIMEOUT = 120  # seconds for transcription requests
+PARAKEET_SERVICE_URL = os.getenv("PARAKEET_SERVICE_URL", "http://localhost:8767")
+PARAKEET_TEST_COMPOSE_FILE = os.getenv(
+    "PARAKEET_TEST_COMPOSE_FILE", "docker-compose-test.yml"
+)
+PARAKEET_TEST_SERVICE = os.getenv("PARAKEET_TEST_SERVICE", "parakeet-asr-test")
+HEALTH_CHECK_TIMEOUT = int(os.getenv("PARAKEET_HEALTH_TIMEOUT", "180"))
+REQUEST_TIMEOUT = int(os.getenv("PARAKEET_REQUEST_TIMEOUT", "240"))
 
 # Test files
 tests_dir = Path(__file__).parent
 TEST_AUDIO_PATH = tests_dir / "assets" / "test_clip_10s.wav"
+if not TEST_AUDIO_PATH.exists():
+    repo_root = tests_dir.parent.parent.parent
+    TEST_AUDIO_PATH = (
+        repo_root
+        / "tests"
+        / "test_assets"
+        / "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
+    )
+
 
 class ParakeetServiceTester:
     """Manages Parakeet ASR service testing with Docker lifecycle management."""
-    
+
     def __init__(self, service_url: str = PARAKEET_SERVICE_URL):
-        self.service_url = service_url.rstrip('/')
+        self.service_url = service_url.rstrip("/")
         self.health_url = f"{self.service_url}/health"
         self.transcribe_url = f"{self.service_url}/transcribe"
         self.service_started = False
         self.asr_dir = Path(__file__).parent.parent  # extras/asr-services directory
-        
+
     def start_service(self):
         """Start Parakeet ASR service using Docker Compose."""
         logger.info("🚀 Starting Parakeet ASR service...")
-        
+
         try:
             # Stop any existing services first
             subprocess.run(
-                ["docker", "compose", "-f", "docker-compose-test.yml", "down"],
+                ["docker", "compose", "-f", PARAKEET_TEST_COMPOSE_FILE, "down"],
                 cwd=self.asr_dir,
-                capture_output=True
+                capture_output=True,
             )
-            
+
             # Start Parakeet ASR service
             result = subprocess.run(
-                ["docker", "compose", "-f", "docker-compose-test.yml", "up", "--build", "-d", "parakeet-asr-test"],
+                [
+                    "docker",
+                    "compose",
+                    "-f",
+                    PARAKEET_TEST_COMPOSE_FILE,
+                    "up",
+                    "--build",
+                    "-d",
+                    PARAKEET_TEST_SERVICE,
+                ],
                 cwd=self.asr_dir,
                 capture_output=True,
-                text=True
+                text=True,
             )
-            
+
             if result.returncode != 0:
                 logger.error(f"Failed to start Parakeet service: {result.stderr}")
                 raise RuntimeError(f"Parakeet service failed to start: {result.stderr}")
-                
+
             self.service_started = True
             logger.info("✅ Parakeet ASR service started successfully")
-            
+
         except Exception as e:
             logger.error(f"Error starting Parakeet service: {e}")
             raise
-            
+
     def cleanup_service(self):
         """Clean up Parakeet ASR service."""
         if not self.service_started:
             return
-            
+
         logger.info("🧹 Cleaning up Parakeet ASR service...")
-        
+
         try:
             result = subprocess.run(
-                ["docker", "compose", "-f", "docker-compose-test.yml", "down"],
+                ["docker", "compose", "-f", PARAKEET_TEST_COMPOSE_FILE, "down"],
                 cwd=self.asr_dir,
                 capture_output=True,
-                text=True
+                text=True,
             )
-            
+
             if result.returncode != 0:
                 logger.warning(f"Service cleanup may have failed: {result.stderr}")
             else:
                 logger.info("✅ Parakeet ASR service cleaned up")
-                
+
         except Exception as e:
             logger.warning(f"Error during service cleanup: {e}")
         finally:
             self.service_started = False
-        
+
     def wait_for_service_ready(self, timeout: int = HEALTH_CHECK_TIMEOUT) -> bool:
         """Wait for Parakeet service to be ready."""
         logger.info(f"🔍 Waiting for Parakeet service at {self.service_url}...")
-        
+
         start_time = time.time()
         while time.time() - start_time < timeout:
             try:
@@ -120,194 +144,219 @@ def wait_for_service_ready(self, timeout: int = HEALTH_CHECK_TIMEOUT) -> bool:
                     logger.info(f"✅ Parakeet service is ready: {health_data}")
                     return True
                 else:
-                    logger.debug(f"Health check failed with status {response.status_code}")
+                    logger.debug(
+                        f"Health check failed with status {response.status_code}"
+                    )
             except requests.exceptions.RequestException as e:
                 logger.debug(f"Health check request failed: {e}")
-                
+
             time.sleep(2)
-            
+
         logger.error(f"❌ Parakeet service failed to become ready within {timeout}s")
         return False
-        
+
     def transcribe_audio_file(self, audio_path: Path) -> Dict[str, Any]:
         """Transcribe audio file using the batch API."""
         logger.info(f"📤 Transcribing audio file: {audio_path.name}")
-        
+
         if not audio_path.exists():
             raise FileNotFoundError(f"Test audio file not found: {audio_path}")
-            
+
         try:
             with open(audio_path, "rb") as audio_file:
                 files = {"file": (audio_path.name, audio_file, "audio/wav")}
-                
+
                 response = requests.post(
-                    self.transcribe_url,
-                    files=files,
-                    timeout=REQUEST_TIMEOUT
+                    self.transcribe_url, files=files, timeout=REQUEST_TIMEOUT
                 )
-                
+
             if response.status_code != 200:
-                raise RuntimeError(f"Transcription request failed: {response.status_code} - {response.text}")
-                
+                raise RuntimeError(
+                    f"Transcription request failed: {response.status_code} - {response.text}"
+                )
+
             result = response.json()
-            logger.info(f"✅ Transcription completed: {len(result.get('text', ''))} chars")
+            logger.info(
+                f"✅ Transcription completed: {len(result.get('text', ''))} chars"
+            )
             return result
-            
+
         except Exception as e:
             logger.error(f"❌ Transcription failed: {e}")
             raise
 
+
 @pytest.fixture
 def parakeet_tester():
     """Pytest fixture for Parakeet service tester with automatic lifecycle management."""
     tester = ParakeetServiceTester()
-    
+
     try:
         # Start the service
         tester.start_service()
-        
+
         # Wait for it to be ready
         if not tester.wait_for_service_ready():
             raise RuntimeError("Parakeet service failed to become ready")
-            
+
         yield tester
-        
+
     finally:
         # Always clean up, even if test fails
         tester.cleanup_service()
 
+
 @pytest.mark.asr
 def test_parakeet_service_health(parakeet_tester):
     """Test that Parakeet service health endpoint works."""
     logger.info("🏥 Testing Parakeet service health check...")
-    
+
     # Service should already be ready from fixture
     response = requests.get(parakeet_tester.health_url, timeout=5)
     assert response.status_code == 200, f"Health check failed: {response.status_code}"
-    
+
     health_data = response.json()
     assert "status" in health_data, "Health response missing status field"
     assert health_data["status"] == "healthy", f"Service not healthy: {health_data}"
-    
+
     logger.info("✅ Health check passed")
 
-@pytest.mark.asr  
+
+@pytest.mark.asr
 def test_parakeet_batch_transcription(parakeet_tester):
     """Test batch transcription with word-level timestamps."""
     logger.info("🎯 Testing Parakeet batch transcription with word-level timestamps...")
-    
+
     # Check test audio file exists
     assert TEST_AUDIO_PATH.exists(), f"Test audio file missing: {TEST_AUDIO_PATH}"
-    
+
     # Perform transcription
     result = parakeet_tester.transcribe_audio_file(TEST_AUDIO_PATH)
-    
+
     # Validate response structure
     assert isinstance(result, dict), "Response should be a JSON object"
     assert "text" in result, "Response missing 'text' field"
     assert "words" in result, "Response missing 'words' field"
     assert "segments" in result, "Response missing 'segments' field"
-    
+
     # Validate transcription content
     text = result["text"]
     words = result["words"]
-    
+
     assert isinstance(text, str), "Text should be a string"
     assert isinstance(words, list), "Words should be a list"
     assert len(text.strip()) > 0, "Transcription text should not be empty"
-    
+
     logger.info(f"📝 Transcribed text: {text}")
     logger.info(f"🔢 Word count: {len(words)}")
-    
+
     # Validate word-level timestamps
     if words:  # Only check if we have words
         for i, word_data in enumerate(words[:5]):  # Check first 5 words
-            logger.info(f"Word {i+1}: {word_data}")
-            
+            logger.info(f"Word {i + 1}: {word_data}")
+
             # Check required fields
-            assert "word" in word_data, f"Word {i+1} missing 'word' field"
-            assert "start" in word_data, f"Word {i+1} missing 'start' field" 
-            assert "end" in word_data, f"Word {i+1} missing 'end' field"
-            assert "confidence" in word_data, f"Word {i+1} missing 'confidence' field"
-            
+            assert "word" in word_data, f"Word {i + 1} missing 'word' field"
+            assert "start" in word_data, f"Word {i + 1} missing 'start' field"
+            assert "end" in word_data, f"Word {i + 1} missing 'end' field"
+            assert "confidence" in word_data, f"Word {i + 1} missing 'confidence' field"
+
             # Check data types
-            assert isinstance(word_data["word"], str), f"Word {i+1} 'word' should be string"
-            assert isinstance(word_data["start"], (int, float)), f"Word {i+1} 'start' should be number"
-            assert isinstance(word_data["end"], (int, float)), f"Word {i+1} 'end' should be number"
-            assert isinstance(word_data["confidence"], (int, float)), f"Word {i+1} 'confidence' should be number"
-            
+            assert isinstance(
+                word_data["word"], str
+            ), f"Word {i + 1} 'word' should be string"
+            assert isinstance(
+                word_data["start"], (int, float)
+            ), f"Word {i + 1} 'start' should be number"
+            assert isinstance(
+                word_data["end"], (int, float)
+            ), f"Word {i + 1} 'end' should be number"
+            assert isinstance(
+                word_data["confidence"], (int, float)
+            ), f"Word {i + 1} 'confidence' should be number"
+
             # Check timestamp logic
-            assert word_data["start"] >= 0, f"Word {i+1} start time should be >= 0"
-            assert word_data["end"] >= word_data["start"], f"Word {i+1} end should be >= start"
-            assert 0 <= word_data["confidence"] <= 1, f"Word {i+1} confidence should be 0-1"
-            
+            assert word_data["start"] >= 0, f"Word {i + 1} start time should be >= 0"
+            assert (
+                word_data["end"] >= word_data["start"]
+            ), f"Word {i + 1} end should be >= start"
+            assert (
+                0 <= word_data["confidence"] <= 1
+            ), f"Word {i + 1} confidence should be 0-1"
+
         logger.info("✅ Word-level timestamps validated successfully")
     else:
-        logger.warning("⚠️ No words returned - this may indicate an issue with the audio or model")
-        
+        logger.warning(
+            "⚠️ No words returned - this may indicate an issue with the audio or model"
+        )
+
     # Basic quality check - transcript should contain some meaningful content
     assert len(text.split()) >= 3, "Transcript should contain at least 3 words"
-    
+
     logger.info("✅ Batch transcription test passed")
 
+
 @pytest.mark.asr
 def test_parakeet_transcription_quality(parakeet_tester):
     """Test transcription quality and expected content."""
     logger.info("🎯 Testing transcription quality...")
-    
+
     # Perform transcription
     result = parakeet_tester.transcribe_audio_file(TEST_AUDIO_PATH)
-    
+
     text = result["text"].lower()
     words = result["words"]
-    
+
     # Basic quality metrics
     word_count = len(text.split())
     char_count = len(text.strip())
-    
+
     logger.info(f"📊 Quality metrics:")
     logger.info(f"  - Characters: {char_count}")
     logger.info(f"  - Words: {word_count}")
     logger.info(f"  - Word objects: {len(words)}")
-    
+
     # Quality assertions
     assert char_count >= 20, "Transcript too short - may indicate poor quality"
     assert word_count >= 5, "Too few words detected"
-    
+
     # If we got word-level data, word count should roughly match
     if words:
         word_object_count = len(words)
         # Allow some variance due to punctuation/formatting differences
         ratio = word_object_count / word_count if word_count > 0 else 0
-        assert 0.5 <= ratio <= 2.0, f"Word count mismatch: text={word_count}, objects={word_object_count}"
-        
+        assert (
+            0.5 <= ratio <= 2.0
+        ), f"Word count mismatch: text={word_count}, objects={word_object_count}"
+
     logger.info("✅ Transcription quality check passed")
 
+
 if __name__ == "__main__":
     # Allow running directly for debugging
     import sys
-    
+
     print("🚀 Running Parakeet ASR service tests...")
     print("Service will be started automatically - no manual setup required!")
     print()
-    
+
     tester = ParakeetServiceTester()
-    
+
     try:
         # Start service and wait for readiness
         tester.start_service()
         if not tester.wait_for_service_ready():
             raise RuntimeError("Service failed to become ready")
-        
+
         # Run tests manually
         test_parakeet_service_health(tester)
-        test_parakeet_batch_transcription(tester) 
+        test_parakeet_batch_transcription(tester)
         test_parakeet_transcription_quality(tester)
-        
+
         print("🎉 All tests passed!")
-        
+
     except Exception as e:
         print(f"❌ Test failed: {e}")
         sys.exit(1)
     finally:
-        tester.cleanup_service()
\ No newline at end of file
+        tester.cleanup_service()
diff --git a/extras/asr-services/tests/test_qwen3_asr_parsing.py b/extras/asr-services/tests/test_qwen3_asr_parsing.py
new file mode 100644
index 00000000..1b8f4c2f
--- /dev/null
+++ b/extras/asr-services/tests/test_qwen3_asr_parsing.py
@@ -0,0 +1,125 @@
+"""
+Tests for Qwen3-ASR output parsing and repetition detection.
+
+Pure function tests — no GPU, no vLLM, no network required.
+
+Run:
+    cd extras/asr-services
+    uv run pytest tests/test_qwen3_asr_parsing.py -v
+"""
+
+import sys
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from providers.qwen3_asr.transcriber import (
+    _parse_qwen3_output,
+    detect_and_fix_repetitions,
+)
+
+# ---------------------------------------------------------------------------
+# _parse_qwen3_output tests
+# ---------------------------------------------------------------------------
+
+
+class TestParseQwen3Output:
+    """Tests for _parse_qwen3_output(raw) → (language, text)."""
+
+    def test_standard_english(self):
+        lang, text = _parse_qwen3_output(
+            "language English<asr_text>hello world</asr_text>"
+        )
+        assert lang == "English"
+        assert text == "hello world"
+
+    def test_standard_chinese(self):
+        lang, text = _parse_qwen3_output(
+            "language Chinese<asr_text>你好世界</asr_text>"
+        )
+        assert lang == "Chinese"
+        assert text == "你好世界"
+
+    def test_silent_audio_language_none(self):
+        lang, text = _parse_qwen3_output("language None<asr_text></asr_text>")
+        assert lang == ""
+        assert text == ""
+
+    def test_silent_with_unexpected_text(self):
+        lang, text = _parse_qwen3_output("language None<asr_text>hmm</asr_text>")
+        assert lang == ""
+        assert text == "hmm"
+
+    def test_plain_text_no_tags(self):
+        lang, text = _parse_qwen3_output("just plain text")
+        assert lang == ""
+        assert text == "just plain text"
+
+    def test_empty_string(self):
+        lang, text = _parse_qwen3_output("")
+        assert lang == ""
+        assert text == ""
+
+    def test_none_input(self):
+        lang, text = _parse_qwen3_output(None)
+        assert lang == ""
+        assert text == ""
+
+    def test_whitespace_only(self):
+        lang, text = _parse_qwen3_output("   ")
+        assert lang == ""
+        assert text == ""
+
+    def test_missing_closing_tag(self):
+        lang, text = _parse_qwen3_output("language English<asr_text>hello world")
+        assert lang == "English"
+        assert text == "hello world"
+
+    def test_multiline_metadata(self):
+        raw = "language English\nsome extra\n<asr_text>text here</asr_text>"
+        lang, text = _parse_qwen3_output(raw)
+        assert lang == "English"
+        assert text == "text here"
+
+    def test_whitespace_around_text(self):
+        lang, text = _parse_qwen3_output(
+            "language English<asr_text>  hello  </asr_text>"
+        )
+        assert lang == "English"
+        assert text == "hello"
+
+
+# ---------------------------------------------------------------------------
+# detect_and_fix_repetitions tests
+# ---------------------------------------------------------------------------
+
+
+class TestDetectAndFixRepetitions:
+    """Tests for detect_and_fix_repetitions(text, threshold)."""
+
+    def test_normal_text_unchanged(self):
+        text = "Hello, how are you?"
+        assert detect_and_fix_repetitions(text) == text
+
+    def test_single_char_repeated_above_threshold(self):
+        result = detect_and_fix_repetitions("a" * 50)
+        assert result == "a"
+
+    def test_single_char_repeated_below_threshold(self):
+        text = "a" * 10
+        assert detect_and_fix_repetitions(text) == text
+
+    def test_pattern_repeated_above_threshold(self):
+        result = detect_and_fix_repetitions("ha" * 30)
+        assert result == "ha"
+
+    def test_short_text_unchanged(self):
+        assert detect_and_fix_repetitions("hi") == "hi"
+
+    def test_mixed_content_with_repeating_tail(self):
+        result = detect_and_fix_repetitions("Hello " + "x" * 50)
+        assert result.startswith("Hello ")
+        # The long run of x's should be collapsed
+        assert len(result) < len("Hello " + "x" * 50)
diff --git a/extras/asr-services/uv.lock b/extras/asr-services/uv.lock
index 716f1f2e..a9e4f485 100644
--- a/extras/asr-services/uv.lock
+++ b/extras/asr-services/uv.lock
@@ -2,298 +2,375 @@ version = 1
 revision = 2
 requires-python = ">=3.10"
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 conflicts = [[
+    { package = "asr-services", group = "af-next" },
     { package = "asr-services", group = "faster-whisper" },
+    { package = "asr-services", group = "gemma4" },
+    { package = "asr-services", group = "granite" },
     { package = "asr-services", group = "nemo" },
+    { package = "asr-services", group = "nemo-rocm" },
+    { package = "asr-services", group = "parakeet" },
     { package = "asr-services", group = "qwen3-asr" },
     { package = "asr-services", group = "qwen3-asr-full" },
     { package = "asr-services", group = "transformers" },
     { package = "asr-services", group = "vibevoice" },
 ], [
-    { package = "asr-services", extra = "cu121" },
     { package = "asr-services", extra = "cu126" },
     { package = "asr-services", extra = "cu128" },
+    { package = "asr-services", extra = "strixhalo" },
 ]]
 
 [[package]]
@@ -305,326 +382,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/87/04/9d75e1d3bb4ab8ec67ff10919476ccdee06c098bcfcf3a352da5f985171d/absl_py-2.3.0-py3-none-any.whl", hash = "sha256:9824a48b654a306168f63e0d97714665f8490b8d89ec7bf2efc24bf67cf579b3", size = 135657, upload_time = "2025-05-27T09:15:48.742Z" },
 ]
 
-[[package]]
-name = "accelerate"
-version = "1.7.0"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
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@@ -656,7 +428,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
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     { name = "aiosignal" },
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+    { name = "async-timeout", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
     { name = "attrs" },
     { name = "frozenlist" },
     { name = "multidict" },
@@ -748,19 +520,400 @@ wheels = [
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+[[package]]
+name = "aiortc"
+version = "1.10.1"
+source = { registry = "https://pypi.org/simple" }
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
+    { name = "aioice", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and 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'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "pylibsrtp", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 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 name = "aiortc"
 version = "1.13.0"
 source = { registry = "https://pypi.org/simple" }
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+]
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@@ -786,7 +939,7 @@ source = { registry = "https://pypi.org/simple" }
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@@ -814,10 +967,10 @@ name = "anyio"
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     { name = "idna" },
     { name = "sniffio" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, upload_time = "2025-03-17T00:02:54.77Z" }
 wheels = [
@@ -839,23 +992,23 @@ dependencies = [
 ]
 
 [package.optional-dependencies]
-cu121 = [
-    { name = "torch", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
-    { name = "torchaudio", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" } },
-]
 cu126 = [
     { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
-    { name = "torchaudio", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "torchaudio", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "torchaudio", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (platform_machine != 'aarch64' and extra == 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and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
 ]
 cu128 = [
     { name = "torch", version = "2.9.1+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
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'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 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'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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+    { name = "torchaudio", version = "2.9.1", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu128') or (platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (platform_machine != 'aarch64' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or 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 ]
 local-audio = [
     { name = "easy-audio-interfaces", extra = ["local-audio"] },
 ]
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'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "torchaudio", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'never' or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+]
 wyoming = [
     { name = "easy-audio-interfaces" },
     { name = "silero-vad" },
@@ -864,6 +1017,20 @@ wyoming = [
 ]
 
 [package.dev-dependencies]
+af-next = [
+    { name = "accelerate" },
+    { name = "librosa" },
+    { name = "soundfile" },
+    { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 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+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "transformers", version = "5.6.0.dev0", source = { git = "https://github.com/lashahub/transformers.git?rev=205f8c852db63e03c4d05a0e28ceee25f80806da#205f8c852db63e03c4d05a0e28ceee25f80806da" } },
+]
 demo = [
     { name = "fastrtc" },
     { name = "gradio" },
@@ -875,20 +1042,56 @@ dev = [
     { name = "requests" },
 ]
 faster-whisper = [
+    { name = "av", version = "13.1.0", source = { registry = "https://pypi.org/simple" } },
     { name = "ctranslate2" },
     { name = "faster-whisper" },
 ]
+gemma4 = [
+    { name = "accelerate" },
+    { name = "bitsandbytes" },
+    { name = "librosa" },
+    { name = "pillow" },
+    { name = "soundfile" },
+    { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "transformers", version = "5.10.1", source = { registry = "https://pypi.org/simple" } },
+    { name = "websockets" },
+]
+granite = [
+    { name = "accelerate" },
+    { name = "librosa" },
+    { name = "peft" },
+    { name = "soundfile" },
+    { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and 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+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "transformers", version = "5.10.1", source = { registry = "https://pypi.org/simple" } },
+]
 nemo = [
     { name = "cuda-python" },
-    { name = "nemo-toolkit", version = "2.6.1", source = { registry = "https://pypi.org/simple" }, extra = ["asr"], marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "nemo-toolkit", version = "2.6.2", source = { registry = "https://pypi.org/simple" }, extra = ["asr"], marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 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+    { name = "nemo-toolkit", extra = ["asr"], marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 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'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "numpy" },
+]
+nemo-rocm = [
+    { name = "nemo-toolkit", extra = ["asr"], marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice')" },
     { name = "numpy" },
 ]
 parakeet = [
     { name = "cuda-python" },
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extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice')" },
     { name = "numpy" },
 ]
 qwen3-asr = [
@@ -902,38 +1105,39 @@ qwen3-asr-full = [
     { name = "soundfile" },
     { name = "websockets" },
 ]
+test = [
+    { name = "pytest" },
+    { name = "pytest-cov" },
+]
 transformers = [
-    { name = "accelerate", version = "1.7.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "accelerate" },
     { name = "diffusers" },
-    { name = "torch", version = "2.5.1+cu121", source = { registry = "https://download.pytorch.org/whl/cu121" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "torch", version = "2.7.1", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers')" },
-    { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 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== 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "transformers", version = "5.10.1", source = { registry = "https://pypi.org/simple" } },
 ]
 vibevoice = [
-    { name = "accelerate", version = "1.7.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "accelerate" },
     { name = "bitsandbytes" },
-    { name = "diffusers" },
     { name = "librosa" },
+    { name = "omegaconf" },
     { name = "peft" },
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'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
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-    { name = "torch", version = "2.9.1+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' 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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "transformers", version = "5.10.1", source = { registry = "https://pypi.org/simple" } },
+    { name = "wandb" },
 ]
 
 [package.metadata]
@@ -947,19 +1151,27 @@ requires-dist = [
     { name = "python-multipart", specifier = ">=0.0.6" },
     { name = "silero-vad", marker = "extra == 'wyoming'", specifier = ">=5.1.2" },
     { name = "soundfile", specifier = ">=0.12" },
-    { name = "torch", marker = "extra == 'cu121'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "asr-services", extra = "cu121" } },
+    { name = "torch", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.10" },
     { name = "torch", marker = "extra == 'cu126'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "asr-services", extra = "cu126" } },
     { name = "torch", marker = "extra == 'cu128'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "asr-services", extra = "cu128" } },
-    { name = "torchaudio", marker = "extra == 'cu121'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "asr-services", extra = "cu121" } },
+    { name = "torchaudio", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.10" },
     { name = "torchaudio", marker = "extra == 'cu126'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "asr-services", extra = "cu126" } },
     { name = "torchaudio", marker = "extra == 'cu128'", specifier = ">=2.3", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "asr-services", extra = "cu128" } },
     { name = "uvicorn", specifier = ">=0.34.2" },
     { name = "websockets", marker = "extra == 'wyoming'", specifier = ">=12.0" },
     { name = "wyoming", marker = "extra == 'wyoming'", specifier = ">=1.7.0" },
 ]
-provides-extras = ["local-audio", "wyoming", "cu121", "cu126", "cu128"]
+provides-extras = ["local-audio", "wyoming", "cu126", "cu128", "strixhalo"]
 
 [package.metadata.requires-dev]
+af-next = [
+    { name = "accelerate", specifier = ">=0.30.0" },
+    { name = "librosa", specifier = ">=0.10.0" },
+    { name = "soundfile", specifier = ">=0.12" },
+    { name = "torch", specifier = ">=2.3" },
+    { name = "torchaudio", specifier = ">=2.3" },
+    { name = "transformers", git = "https://github.com/lashahub/transformers.git?rev=205f8c852db63e03c4d05a0e28ceee25f80806da" },
+]
 demo = [
     { name = "fastrtc", specifier = ">=0.0.23" },
     { name = "gradio", specifier = ">=5.29.0" },
@@ -971,14 +1183,40 @@ dev = [
     { name = "requests", specifier = ">=2.31.0" },
 ]
 faster-whisper = [
+    { name = "av", specifier = ">=13,<14" },
     { name = "ctranslate2", specifier = ">=4.0.0" },
     { name = "faster-whisper", specifier = ">=1.0.0" },
 ]
+gemma4 = [
+    { name = "accelerate", specifier = ">=0.30.0" },
+    { name = "bitsandbytes", specifier = ">=0.46.1" },
+    { name = "librosa", specifier = ">=0.10.0" },
+    { name = "pillow", specifier = ">=10.0.0" },
+    { name = "soundfile", specifier = ">=0.12" },
+    { name = "torch", specifier = ">=2.3" },
+    { name = "torchaudio", specifier = ">=2.3" },
+    { name = "torchvision", specifier = ">=0.18" },
+    { name = "transformers", specifier = ">=5.10.0,<6.0.0" },
+    { name = "websockets", specifier = ">=13.0" },
+]
+granite = [
+    { name = "accelerate", specifier = ">=0.30.0" },
+    { name = "librosa", specifier = ">=0.10.0" },
+    { name = "peft", specifier = ">=0.17.0" },
+    { name = "soundfile", specifier = ">=0.12" },
+    { name = "torch", specifier = ">=2.3" },
+    { name = "torchaudio", specifier = ">=2.3" },
+    { name = "transformers", specifier = ">=5.8.0,<6.0.0" },
+]
 nemo = [
     { name = "cuda-python", specifier = ">=12.3" },
     { name = "nemo-toolkit", extras = ["asr"], specifier = ">=2.2.0" },
     { name = "numpy", specifier = ">=1.26,<2.0" },
 ]
+nemo-rocm = [
+    { name = "nemo-toolkit", extras = ["asr"], specifier = ">=2.2.0" },
+    { name = "numpy", specifier = ">=1.26,<2.0" },
+]
 parakeet = [
     { name = "cuda-python", specifier = ">=12.3" },
     { name = "nemo-toolkit", extras = ["asr"], specifier = ">=2.2.0" },
@@ -995,6 +1233,10 @@ qwen3-asr-full = [
     { name = "soundfile", specifier = ">=0.12" },
     { name = "websockets", specifier = ">=13.0" },
 ]
+test = [
+    { name = "pytest", specifier = ">=8.0.0" },
+    { name = "pytest-cov", specifier = ">=6.0.0" },
+]
 transformers = [
     { name = "accelerate", specifier = ">=0.30.0" },
     { name = "diffusers", specifier = ">=0.30.0" },
@@ -1004,13 +1246,14 @@ transformers = [
 ]
 vibevoice = [
     { name = "accelerate", specifier = ">=0.30.0" },
-    { name = "bitsandbytes", specifier = ">=0.43.0" },
-    { name = "diffusers", specifier = ">=0.30.0" },
+    { name = "bitsandbytes", specifier = ">=0.46.1" },
     { name = "librosa", specifier = ">=0.10.0" },
+    { name = "omegaconf", specifier = ">=2.3.0" },
     { name = "peft", specifier = ">=0.17.0" },
     { name = "torch", specifier = ">=2.3" },
     { name = "torchaudio", specifier = ">=2.3" },
-    { name = "transformers", specifier = ">=4.51.0,<5.0.0" },
+    { name = "transformers", specifier = ">=5.3.0,<6.0.0" },
+    { name = "wandb", specifier = ">=0.18.0" },
 ]
 
 [[package]]
@@ -1089,10 +1332,404 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/57/8d/30aa32745af16af0a9a650115fbe81bde7c610ed5c21b381fca0196f3a7f/audioread-3.0.1-py3-none-any.whl", hash = "sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33", size = 23492, upload_time = "2023-09-27T19:27:51.334Z" },
 ]
 
+[[package]]
+name = "av"
+version = "13.1.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/86/f6/0b473dab52dfdea05f28f3578b1c56b6c796ce85e76951bab7c4e38d5a74/av-14.4.0.tar.gz", hash = "sha256:3ecbf803a7fdf67229c0edada0830d6bfaea4d10bfb24f0c3f4e607cd1064b42", size = 3892203, upload_time = "2025-05-16T19:13:35.737Z" }
 
 [[package]]
@@ -1131,18 +1768,20 @@ wheels = [
 
 [[package]]
 name = "bitsandbytes"
-version = "0.45.3"
+version = "0.49.2"
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extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-gemma4' and extra == 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@@ -1155,8 +1794,8 @@ dependencies = [
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     { name = "pathspec" },
     { name = "platformdirs" },
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== 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "huggingface-hub", version = "0.36.0", source = { registry = "https://pypi.org/simple" } },
     { name = "multiprocess" },
     { name = "numpy" },
     { name = "packaging" },
@@ -1726,7 +2485,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "httpx" },
-    { name = "huggingface-hub" },
+    { name = "huggingface-hub", version = "1.8.0", source = { registry = "https://pypi.org/simple" } },
     { name = "importlib-metadata" },
     { name = "numpy" },
     { name = "pillow" },
@@ -1748,12 +2507,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c9/7a/cef76fd8438a42f96db64ddaa85280485a9c395e7df3db8158cfec1eee34/dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7", size = 116252, upload_time = "2024-01-27T23:42:14.239Z" },
 ]
 
-[[package]]
-name = "distance"
-version = "0.1.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5c/1a/883e47df323437aefa0d0a92ccfb38895d9416bd0b56262c2e46a47767b8/Distance-0.1.3.tar.gz", hash = "sha256:60807584f5b6003f5c521aa73f39f51f631de3be5cccc5a1d67166fcbf0d4551", size = 180271, upload_time = "2013-11-21T00:14:34.152Z" }
-
 [[package]]
 name = "dnspython"
 version = "2.7.0"
@@ -1912,7 +2665,7 @@ name = "exceptiongroup"
 version = "1.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.12' or (python_full_version == '3.12.*' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (python_full_version == '3.12.*' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (python_full_version == '3.12.*' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (python_full_version >= '3.13' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (python_full_version >= '3.13' and extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (python_full_version >= '3.13' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128')" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload_time = "2025-05-10T17:42:51.123Z" }
 wheels = [
@@ -1947,11 +2700,11 @@ name = "faster-whisper"
 version = "1.2.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "av" },
+    { name = "av", version = "13.1.0", source = { registry = "https://pypi.org/simple" } },
     { name = "ctranslate2" },
-    { name = "huggingface-hub" },
+    { name = "huggingface-hub", version = "1.8.0", source = { registry = "https://pypi.org/simple" } },
     { name = "onnxruntime" },
-    { name = "tokenizers", version = "0.21.1", source = { registry = "https://pypi.org/simple" } },
+    { name = "tokenizers", version = "0.22.2", source = { registry = "https://pypi.org/simple" } },
     { name = "tqdm" },
 ]
 wheels = [
@@ -1964,14 +2717,15 @@ version = "0.0.34"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aioice" },
-    { name = "aiortc" },
-    { name = "audioop-lts", marker = "python_full_version >= '3.13' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "aiortc", version = "1.10.1", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 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     { name = "gradio" },
     { name = "librosa" },
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 [[package]]
 name = "gitdb"
 version = "4.0.12"
@@ -2285,13 +3024,14 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiofiles" },
     { name = "anyio" },
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+    { name = "audioop-lts", marker = "python_full_version >= '3.13' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
     { name = "fastapi" },
     { name = "ffmpy" },
     { name = "gradio-client" },
     { name = "groovy" },
     { name = "httpx" },
-    { name = "huggingface-hub" },
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== 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "huggingface-hub", version = "1.8.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr-full')" },
     { name = "jinja2" },
     { name = "markupsafe" },
     { name = "numpy" },
@@ -2303,15 +3043,15 @@ dependencies = [
     { name = "pydub" },
     { name = "python-multipart" },
     { name = "pyyaml" },
-    { name = "ruff", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
+    { name = "ruff", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
     { name = "safehttpx" },
     { name = "semantic-version" },
-    { name = "starlette", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
+    { name = "starlette", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
     { name = "tomlkit" },
-    { name = "typer", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
+    { name = "typer", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
     { name = "typing-extensions" },
-    { name = "urllib3", marker = "sys_platform == 'emscripten' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
-    { name = "uvicorn", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128')" },
+    { name = "urllib3", marker = "sys_platform == 'emscripten' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "uvicorn", marker = "sys_platform != 'emscripten' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b0/97/908eb543fbce7c69250d6fbe87b6ccf4ce397d31bceb360b40316357c68c/gradio-5.33.0.tar.gz", hash = "sha256:0cba3a1596fda6cb0048dd7ddc2d57e6238a047c0df9dee5a4a0e5c2a74e8e50", size = 64888401, upload_time = "2025-06-04T21:47:57.431Z" }
 wheels = [
@@ -2325,7 +3065,8 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "fsspec" },
     { name = "httpx" },
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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+[[package]]
+name = "huggingface-hub"
+version = "1.8.0"
+source = { registry = "https://pypi.org/simple" }
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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+    { name = "fsspec", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' 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-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+]
+dependencies = [
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+    { name = "decorator", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "jedi", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "matplotlib-inline", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "pexpect", marker = "(python_full_version < '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version >= '3.11' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (python_full_version >= '3.11' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (python_full_version >= '3.11' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "prompt-toolkit", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "pygments", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
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@@ -2718,229 +3812,109 @@ name = "ipython"
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-]
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+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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+    { name = "decorator", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "ipython-pygments-lexers", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "jedi", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "matplotlib-inline", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "pexpect", marker = "(python_full_version >= '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32') or (python_full_version < '3.11' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (python_full_version < '3.11' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (python_full_version < '3.11' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'emscripten' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (sys_platform == 'win32' and extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "prompt-toolkit", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "pygments", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "stack-data", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "traitlets", marker = "python_full_version >= '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "typing-extensions", marker = "python_full_version == '3.11.*' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
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@@ -2952,7 +3926,7 @@ name = "ipython-pygments-lexers"
 version = "1.1.1"
 source = { registry = "https://pypi.org/simple" }
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 [[package]]
 name = "lhotse"
 version = "1.31.1"
@@ -3266,10 +4135,9 @@ dependencies = [
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     { name = "soundfile" },
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@@ -3282,8 +4150,8 @@ name = "libcst"
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@@ -3356,8 +4224,8 @@ dependencies = [
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@@ -3370,15 +4238,14 @@ name = "lightning"
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+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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     { name = "torchmetrics" },
     { name = "tqdm" },
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@@ -3461,19 +4328,6 @@ wheels = [
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     { name = "matplotlib" },
     { name = "numpy" },
     { name = "pillow" },
@@ -3742,7 +4596,7 @@ name = "multidict"
 version = "6.4.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "typing-extensions", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
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 wheels = [
@@ -3919,427 +4773,32 @@ wheels = [
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 ]
 
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-    { name = "cloudpickle", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "datasets", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "editdistance", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "einops", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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-    { name = "nv-one-logger-pytorch-lightning-integration", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "nv-one-logger-training-telemetry", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "omegaconf", marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu121' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
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-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    { name = "wrapt", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
+dependencies = [
+    { name = "cuda-bindings", marker = "sys_platform != 'darwin' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "fsspec" },
+    { name = "huggingface-hub", version = "0.36.0", source = { registry = "https://pypi.org/simple" } },
+    { name = "numba", marker = "sys_platform == 'darwin' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "numba-cuda", marker = "sys_platform != 'darwin' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo')" },
+    { name = "numexpr" },
+    { name = "numpy" },
+    { name = "onnx" },
+    { name = "protobuf" },
+    { name = "python-dateutil" },
+    { name = "ruamel-yaml" },
+    { name = "scikit-learn" },
+    { name = "setuptools" },
+    { name = "tensorboard" },
+    { name = "text-unidecode" },
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+    { name = "torch", version = "2.10.0", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 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'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "tqdm" },
+    { name = "wget" },
+    { name = "wrapt" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/81/fe/0f1af5aa909db55d3d1676f4138fd46b9e69dd4f970d8b9cd12e5fcff94e/nemo_toolkit-2.6.2.tar.gz", hash = "sha256:84c4bf68f6988a4c0556f51a18a00d59c0fd893a58315beaf549341b497b4fd3", size = 3989536, upload_time = "2026-02-06T16:39:47.895Z" }
 wheels = [
@@ -4348,46 +4807,46 @@ wheels = [
 
 [package.optional-dependencies]
 asr = [
-    { name = "braceexpand", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "cloudpickle", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "datasets", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "editdistance", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "einops", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "fiddle", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "hydra-core", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "inflect", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "jiwer", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "kaldi-python-io", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "kaldialign", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "lhotse", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "librosa", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "lightning", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "marshmallow", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "mediapy", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "nv-one-logger-core", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "nv-one-logger-pytorch-lightning-integration", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "nv-one-logger-training-telemetry", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "omegaconf", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "optuna", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "packaging", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "pandas", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "peft", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "pyannote-core", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "pyannote-metrics", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "pydub", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "pyloudnorm", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "resampy", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "ruamel-yaml", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "sacremoses", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "scipy", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "sentencepiece", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "soundfile", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "sox", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "torchmetrics", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "transformers", version = "4.53.3", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "wandb", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "webdataset", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
-    { name = "whisper-normalizer", marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121'" },
+    { name = "braceexpand" },
+    { name = "cloudpickle" },
+    { name = "datasets" },
+    { name = "editdistance" },
+    { name = "einops" },
+    { name = "fiddle" },
+    { name = "hydra-core" },
+    { name = "inflect" },
+    { name = "jiwer" },
+    { name = "kaldi-python-io" },
+    { name = "kaldialign" },
+    { name = "lhotse" },
+    { name = "librosa" },
+    { name = "lightning" },
+    { name = "marshmallow" },
+    { name = "mediapy" },
+    { name = "nv-one-logger-core" },
+    { name = "nv-one-logger-pytorch-lightning-integration" },
+    { name = "nv-one-logger-training-telemetry" },
+    { name = "omegaconf" },
+    { name = "optuna" },
+    { name = "packaging" },
+    { name = "pandas" },
+    { name = "peft" },
+    { name = "pyannote-core" },
+    { name = "pyannote-metrics" },
+    { name = "pydub" },
+    { name = "pyloudnorm" },
+    { name = "resampy" },
+    { name = "ruamel-yaml" },
+    { name = "sacremoses" },
+    { name = "scipy" },
+    { name = "sentencepiece" },
+    { name = "soundfile" },
+    { name = "sox" },
+    { name = "torchmetrics" },
+    { name = "transformers", version = "4.53.3", source = { registry = "https://pypi.org/simple" } },
+    { name = "wandb" },
+    { name = "webdataset" },
+    { name = "whisper-normalizer" },
 ]
 
 [[package]]
@@ -4395,76 +4854,94 @@ name = "networkx"
 version = "3.4.2"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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@@ -4476,249 +4953,276 @@ name = "networkx"
 version = "3.5"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/af/eb/ff4b8c503fa1f1796679dce648854d58751982426e4e4b37d6fce49d259c/nvidia_cublas_cu12-12.6.4.1-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08ed2686e9875d01b58e3cb379c6896df8e76c75e0d4a7f7dace3d7b6d9ef8eb", size = 393138322, upload_time = "2024-11-20T17:40:25.65Z" },
@@ -5024,14 +5525,198 @@ name = "nvidia-cublas-cu12"
 version = "12.8.4.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/8b/2f6230cb715646c3a9425636e513227ce5c93c4d65823a734f4bb86d43c3/nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:166ee35a3ff1587f2490364f90eeeb8da06cd867bd5b701bf7f9a02b78bc63fc", size = 8236764, upload_time = "2024-11-20T17:35:41.03Z" },
@@ -5157,14 +5839,198 @@ name = "nvidia-cuda-cupti-cu12"
 version = "12.8.90"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/f4/2f/72df534873235983cc0a5371c3661bebef7c4682760c275590b972c7b0f9/nvidia_cuda_nvrtc_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5847f1d6e5b757f1d2b3991a01082a44aad6f10ab3c5c0213fa3e25bddc25a13", size = 23162955, upload_time = "2024-10-01T16:59:50.922Z" },
@@ -5288,14 +6151,198 @@ name = "nvidia-cuda-nvrtc-cu12"
 version = "12.8.93"
 source = { registry = "https://pypi.org/simple" }
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/8f/ea/590b2ac00d772a8abd1c387a92b46486d2679ca6622fd25c18ff76265663/nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6116fad3e049e04791c0256a9778c16237837c08b27ed8c8401e2e45de8d60cd", size = 908052, upload_time = "2024-11-20T17:35:19.905Z" },
@@ -5421,14 +6465,198 @@ name = "nvidia-cuda-runtime-cu12"
 version = "12.8.90"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/75/f865a3b236e4647605ea34cc450900854ba123834a5f1598e160b9530c3a/nvidia_cuda_runtime_cu12-12.8.90-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:52bf7bbee900262ffefe5e9d5a2a69a30d97e2bc5bb6cc866688caa976966e3d", size = 965265, upload_time = "2025-03-07T01:39:43.533Z" },
@@ -5438,78 +6666,16 @@ wheels = [
 
 [[package]]
 name = "nvidia-cudnn-cu12"
-version = "9.1.0.70"
+version = "9.10.2.21"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.13' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and sys_platform == 'linux'",
-]
 dependencies = [
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+    { name = "nvidia-cublas-cu12", version = "12.6.4.1", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
+    { name = "nvidia-cublas-cu12", version = "12.8.4.1", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite' and extra == 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-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
-    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" } },
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
+    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 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'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/1f/37/c50d2b2f2c07e146776389e3080f4faf70bcc4fa6e19d65bb54ca174ebc3/nvidia_cufft_cu12-11.3.0.4-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d16079550df460376455cba121db6564089176d9bac9e4f360493ca4741b22a6", size = 200164144, upload_time = "2024-11-20T17:40:58.288Z" },
@@ -5618,17 +6796,201 @@ name = "nvidia-cufft-cu12"
 version = "11.3.3.83"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-]
-dependencies = [
-    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
+    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/60/bc/7771846d3a0272026c416fbb7e5f4c1f146d6d80704534d0b187dd6f4800/nvidia_cufft_cu12-11.3.3.83-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:848ef7224d6305cdb2a4df928759dca7b1201874787083b6e7550dd6765ce69a", size = 193109211, upload_time = "2025-03-07T01:44:56.873Z" },
@@ -5641,90 +7003,102 @@ name = "nvidia-cufile-cu12"
 version = "1.11.1.6"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/b2/66/cc9876340ac68ae71b15c743ddb13f8b30d5244af344ec8322b449e35426/nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cc23469d1c7e52ce6c1d55253273d32c565dd22068647f3aa59b3c6b005bf159", size = 1142103, upload_time = "2024-11-20T17:42:11.83Z" },
@@ -5736,124 +7110,305 @@ name = "nvidia-cufile-cu12"
 version = "1.13.1.3"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/42/ac/36543605358a355632f1a6faa3e2d5dfb91eab1e4bc7d552040e0383c335/nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:6e82df077060ea28e37f48a3ec442a8f47690c7499bff392a5938614b56c98d8", size = 56289881, upload_time = "2024-10-01T17:04:18.981Z" },
@@ -5868,14 +7423,198 @@ name = "nvidia-curand-cu12"
 version = "10.3.9.90"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-]
-dependencies = [
-    { name = "nvidia-cublas-cu12", version = "12.6.4.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "nvidia-cusparse-cu12", version = "12.5.4.2", source = { registry = "https://pypi.org/simple" } },
-    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" } },
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
+    { name = "nvidia-cusparse-cu12", version = "12.5.4.2", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
+    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/93/17/dbe1aa865e4fdc7b6d4d0dd308fdd5aaab60f939abfc0ea1954eac4fb113/nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0ce237ef60acde1efc457335a2ddadfd7610b892d94efee7b776c64bb1cac9e0", size = 157833628, upload_time = "2024-10-01T17:05:05.591Z" },
@@ -6011,19 +7742,203 @@ name = "nvidia-cusolver-cu12"
 version = "11.7.3.90"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-]
-dependencies = [
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+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
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+    { name = "nvidia-cusparse-cu12", version = "12.5.8.93", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
+    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'linux'" },
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 wheels = [
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 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
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-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
-    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" } },
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
+    { name = "nvidia-nvjitlink-cu12", version = "12.6.85", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-af-next') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-gemma4') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'extra-12-asr-services-cu126' and extra == 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'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-vibevoice')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/eb/eb/6681efd0aa7df96b4f8067b3ce7246833dd36830bb4cec8896182773db7d/nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d25b62fb18751758fe3c93a4a08eff08effedfe4edf1c6bb5afd0890fe88f887", size = 216451147, upload_time = "2024-11-20T17:44:18.055Z" },
@@ -6155,17 +8064,201 @@ name = "nvidia-cusparse-cu12"
 version = "12.5.8.93"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-]
-dependencies = [
-    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/9d/d7/c5383e47c7e9bf1c99d5bd2a8c935af2b6d705ad831a7ec5c97db4d82f4f/nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:eedc36df9e88b682efe4309aa16b5b4e78c2407eac59e8c10a6a47535164369a", size = 19744971, upload_time = "2024-11-20T17:46:53.366Z" },
@@ -6358,90 +8398,198 @@ name = "nvidia-nvjitlink-cu12"
 version = "12.8.93"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/f6/74/86a07f1d0f42998ca31312f998bd3b9a7eff7f52378f4f270c8679c77fb9/nvidia_nvjitlink_cu12-12.8.93-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:81ff63371a7ebd6e6451970684f916be2eab07321b73c9d244dc2b4da7f73b88", size = 39254836, upload_time = "2025-03-07T01:49:55.661Z" },
@@ -6453,24 +8601,310 @@ wheels = [
 name = "nvidia-nvshmem-cu12"
 version = "3.3.20"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
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@@ -6478,90 +8912,102 @@ name = "nvidia-nvtx-cu12"
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-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/b9/93/80f8a520375af9d7ee44571a6544653a176e53c2b8ccce85b97b83c2491b/nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f44f8d86bb7d5629988d61c8d3ae61dddb2015dee142740536bc7481b022fe4b", size = 90549, upload_time = "2024-11-20T17:38:17.387Z" },
@@ -6576,14 +9022,198 @@ name = "nvidia-nvtx-cu12"
 version = "12.8.90"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    { name = "sympy", version = "1.14.0", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-12-asr-services-cu126' or extra == 'extra-12-asr-services-cu128' or extra != 'extra-12-asr-services-cu121' or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "protobuf" },
+    { name = "sympy" },
 ]
 wheels = [
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@@ -6846,21 +9473,20 @@ name = "peft"
 version = "0.18.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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-    { name = "huggingface-hub" },
+    { name = "accelerate" },
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'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 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'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra != 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-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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@@ -7785,19 +10094,33 @@ name = "pytest"
 version = "8.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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+    { name = "colorama", marker = "sys_platform == 'win32' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 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+    { name = "exceptiongroup", marker = "python_full_version < '3.11' or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra == 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+source = { registry = "https://pypi.org/simple" }
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+    { name = "pluggy" },
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+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -7824,14 +10147,13 @@ name = "pytorch-lightning"
 version = "2.5.1.post0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "fsspec", extra = ["http"] },
+    { name = "fsspec", extra = ["http"], marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 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+    { name = "torchaudio", version = "2.9.1+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu128') or (sys_platform != 'linux' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
 dependencies = [
     { name = "mpmath" },
 ]
@@ -9070,8 +11175,7 @@ dependencies = [
     { name = "markdown" },
     { name = "numpy" },
     { name = "packaging" },
-    { name = "protobuf", version = "4.24.4", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
-    { name = "protobuf", version = "5.29.6", source = { registry = "https://pypi.org/simple" }, marker = "(extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "protobuf" },
     { name = "setuptools" },
     { name = "six" },
     { name = "tensorboard-data-server" },
@@ -9109,21 +11213,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a6/a5/c0b6468d3824fe3fde30dbb5e1f687b291608f9473681bbf7dabbf5a87d7/text_unidecode-1.3-py2.py3-none-any.whl", hash = "sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8", size = 78154, upload_time = "2019-08-30T21:37:03.543Z" },
 ]
 
-[[package]]
-name = "texterrors"
-version = "0.5.1"
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-
 [[package]]
 name = "threadpoolctl"
 version = "3.6.0"
@@ -9138,249 +11227,129 @@ name = "tokenizers"
 version = "0.21.1"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
-    { name = "huggingface-hub" },
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+]
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@@ -9405,49 +11374,194 @@ name = "tokenizers"
 version = "0.22.2"
 source = { registry = "https://pypi.org/simple" }
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-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
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+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+]
+dependencies = [
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+]
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+    { name = "nvidia-cusparselt-cu12", marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 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+    { name = "nvidia-nccl-cu12", marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-parakeet') or (extra == 'group-12-asr-services-af-next' and extra == 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 ]
 
 [[package]]
@@ -9719,133 +11825,370 @@ name = "torch"
 version = "2.9.1+cu128"
 source = { registry = "https://download.pytorch.org/whl/cu128" }
 resolution-markers = [
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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+    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" }, marker = "(sys_platform == 'linux' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo-rocm') or (extra == 'group-12-asr-services-af-next' and extra == 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 ]
 
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-name = "torchaudio"
-version = "2.5.1+cu121"
-source = { registry = "https://download.pytorch.org/whl/cu121" }
+name = "torch"
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 resolution-markers = [
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+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
+    { name = "cuda-bindings", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "filelock" },
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@@ -9859,16 +12202,16 @@ resolution-markers = [
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 [[package]]
@@ -9882,16 +12225,16 @@ resolution-markers = [
     "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
 ]
 dependencies = [
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 ]
 
 [[package]]
@@ -9899,33 +12242,89 @@ name = "torchaudio"
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 source = { registry = "https://download.pytorch.org/whl/cu126" }
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+]
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+]
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 ]
 
 [[package]]
@@ -9933,33 +12332,257 @@ name = "torchaudio"
 version = "2.9.1+cu128"
 source = { registry = "https://download.pytorch.org/whl/cu128" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and sys_platform != 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and sys_platform != 'linux'",
-]
-dependencies = [
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+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+]
+dependencies = [
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 [[package]]
@@ -9970,22 +12593,118 @@ dependencies = [
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     { name = "numpy" },
     { name = "packaging" },
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+[[package]]
+name = "torchvision"
+version = "0.24.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64') or (python_full_version == '3.12.*' and sys_platform != 'linux')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "(python_full_version < '3.11' and platform_machine != 'aarch64') or (python_full_version < '3.11' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+]
+dependencies = [
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-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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-    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu121' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
-]
-dependencies = [
-    { name = "filelock" },
-    { name = "huggingface-hub" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pyyaml" },
-    { name = "regex" },
-    { name = "requests" },
-    { name = "safetensors" },
-    { name = "tokenizers", version = "0.21.1", source = { registry = "https://pypi.org/simple" } },
-    { name = "tqdm" },
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "numpy", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-qwen3-asr') 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'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-granite' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-vibevoice')" },
+    { name = "packaging", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-nemo-rocm') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-parakeet') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-qwen3-asr-full') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-faster-whisper' and extra 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@@ -10269,58 +12868,42 @@ name = "transformers"
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+    { name = "numpy" },
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+    { name = "typer" },
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+]
+dependencies = [
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+    { name = "numpy", marker = "(extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128') or (extra == 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-strixhalo') or (extra == 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-gemma4') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-granite') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-transformers') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-vibevoice') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper') or (extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-nemo') or (extra != 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 [[package]]
@@ -10371,14 +13091,198 @@ name = "triton"
 version = "3.5.1"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
-    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra == 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version < '3.11' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice')",
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+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
 ]
 wheels = [
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@@ -10397,6 +13301,125 @@ wheels = [
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 ]
 
+[[package]]
+name = "triton"
+version = "3.6.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
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+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
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+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra == 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra == 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra == 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra == 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra == 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra == 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and sys_platform == 'linux' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra == 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra == 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra == 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra != 'group-12-asr-services-af-next' and extra == 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.12.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version < '3.11' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra == 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
+    "python_full_version >= '3.13' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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+    "python_full_version == '3.11.*' and extra != 'extra-12-asr-services-cu126' and extra != 'extra-12-asr-services-cu128' and extra != 'extra-12-asr-services-strixhalo' and extra == 'group-12-asr-services-af-next' and extra != 'group-12-asr-services-faster-whisper' and extra != 'group-12-asr-services-gemma4' and extra != 'group-12-asr-services-granite' and extra != 'group-12-asr-services-nemo' and extra != 'group-12-asr-services-nemo-rocm' and extra != 'group-12-asr-services-parakeet' and extra != 'group-12-asr-services-qwen3-asr' and extra != 'group-12-asr-services-qwen3-asr-full' and extra != 'group-12-asr-services-transformers' and extra != 'group-12-asr-services-vibevoice'",
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 [[package]]
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 version = "4.4.3"
@@ -10470,7 +13493,7 @@ source = { registry = "https://pypi.org/simple" }
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+    { name = "protobuf" },
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     { name = "pydantic" },
     { name = "pyyaml" },
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diff --git a/extras/chronicle-tray/README.md b/extras/chronicle-tray/README.md
new file mode 100644
index 00000000..97687ddd
--- /dev/null
+++ b/extras/chronicle-tray/README.md
@@ -0,0 +1,41 @@
+# Chronicle Tray
+
+The one desktop tray for a Chronicle client machine (macOS menu bar / Linux
+system tray). It replaces the separate vault-sync and wearable menu bar apps
+with a single icon whose menu shows only what this machine can do:
+
+| Section | What it does | Shown when |
+|---------|--------------|------------|
+| **Vault Sync** | Syncs your Obsidian vault with the server via a private Syncthing (config in the repository-root `.env`) | `syncthing` binary installed |
+| **ScreenPipe** | Local capture stats + start/stop/restart for `screenpipe.service` and the Chronicle collector | `screenpipe` installed or a local DB exists |
+| **Pendant** | Scan/connect/stream from BLE wearables (OMI, Neo1, Friend; config in `extras/local-wearable-client/`) | installed with `--pendant` |
+
+Unavailable sections show a disabled hint line with the install command instead
+of vanishing.
+
+## Run / install
+
+```bash
+cd extras/chronicle-tray
+uv run chronicle-tray                    # foreground (default: run)
+uv run chronicle-tray install            # login service (launchd / systemd user unit)
+uv run chronicle-tray install --pendant  # + BLE wearable streaming deps
+uv run chronicle-tray status|restart|logs|uninstall
+```
+
+Installing the tray removes the superseded `chronicle-desktop.service` /
+`com.chronicle.vault-sync` units (two trays would fight over the same private
+Syncthing). Vault sync reads `BACKEND_URL`, `AUTH_USERNAME`, and `AUTH_PASSWORD`
+from the repository-root `.env`.
+
+The service unit is defined in the repo-root `clients.py` (shared with
+`services.py client` and the node agent), and runs `uv run` from this checkout,
+so a node update (`services.py update` or the WebUI update button) restarts the
+tray on the new code automatically.
+
+## Section internals
+
+The tray reuses the sibling projects' logic in place rather than duplicating it:
+vault sync from `extras/vault-sync` (`vault_core.py`, `syncthing_manager.py`),
+pendant BLE from `extras/local-wearable-client` (`ble_manager.py`). Their state
+directories and backend pairing flows are reused unchanged.
diff --git a/extras/chronicle-tray/chronicle_tray/__init__.py b/extras/chronicle-tray/chronicle_tray/__init__.py
new file mode 100644
index 00000000..e8b359f4
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/__init__.py
@@ -0,0 +1 @@
+"""Unified Chronicle desktop tray."""
diff --git a/extras/chronicle-tray/chronicle_tray/app.py b/extras/chronicle-tray/chronicle_tray/app.py
new file mode 100644
index 00000000..505c5c7e
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/app.py
@@ -0,0 +1,152 @@
+"""Chronicle tray shell — one tray icon, sections decide what's in the menu.
+
+Cross-platform: QSystemTrayIcon renders in the Linux system tray and the macOS
+menu bar alike. Sections that aren't usable on this machine (missing binary,
+extra not installed) collapse to a disabled hint line instead of disappearing,
+so the tray doubles as a "what could this client node do" checklist.
+"""
+
+import logging
+import sys
+
+from PySide6.QtCore import QTimer, QUrl
+from PySide6.QtGui import QColor, QDesktopServices, QIcon, QPainter, QPixmap
+from PySide6.QtWidgets import (
+    QApplication,
+    QDialog,
+    QDialogButtonBox,
+    QLabel,
+    QMenu,
+    QPlainTextEdit,
+    QSystemTrayIcon,
+    QVBoxLayout,
+)
+
+from chronicle_tray.logs import configure_logging, log_buffer
+from chronicle_tray.sections.pendant import PendantSection
+from chronicle_tray.sections.screenpipe import ScreenPipeSection
+from chronicle_tray.sections.vault import VaultSection
+
+logger = logging.getLogger(__name__)
+
+
+def _fallback_icon() -> QIcon:
+    """Drawn glyph for platforms without a freedesktop icon theme (macOS)."""
+    pixmap = QPixmap(64, 64)
+    pixmap.fill(QColor(0, 0, 0, 0))
+    painter = QPainter(pixmap)
+    painter.setPen(QColor("#c96442"))  # Chronicle terracotta
+    font = painter.font()
+    font.setPixelSize(52)
+    painter.setFont(font)
+    painter.drawText(pixmap.rect(), 0x84, "◈")  # AlignCenter
+    painter.end()
+    return QIcon(pixmap)
+
+
+def _tray_icon() -> QIcon:
+    icon = QIcon.fromTheme("view-calendar-timeline", QIcon.fromTheme("folder-sync"))
+    return icon if not icon.isNull() else _fallback_icon()
+
+
+class ChronicleTray(QSystemTrayIcon):
+    def __init__(self, sections) -> None:
+        super().__init__(_tray_icon())
+        self.sections = sections
+        self.active = []
+
+        menu = QMenu()
+        for section in sections:
+            ok, hint = section.available()
+            if ok:
+                section.build(menu)
+                self.active.append(section)
+            else:
+                item = menu.addAction(hint)
+                item.setEnabled(False)
+            menu.addSeparator()
+
+        backend_url = next(
+            (
+                s.backend_url()
+                for s in self.active
+                if hasattr(s, "backend_url") and s.backend_url()
+            ),
+            "",
+        )
+        if backend_url:
+            menu.addAction(
+                "Open Chronicle",
+                lambda: QDesktopServices.openUrl(QUrl(backend_url)),
+            )
+        menu.addAction("View Logs", self.view_logs)
+        menu.addAction("Quit tray", QApplication.quit)
+        self.setContextMenu(menu)
+        self.setToolTip("Chronicle")
+
+        self.timer = QTimer(self)
+        self.timer.timeout.connect(self.refresh)
+        self.timer.start(5000)
+        self.refresh()
+
+    def refresh(self) -> None:
+        lines = ["Chronicle"]
+        for section in self.active:
+            try:
+                section.refresh()
+            except Exception:
+                logger.exception("%s refresh failed", section.title)
+            line = section.tooltip()
+            if line:
+                lines.append(line)
+        self.setToolTip("\n".join(lines))
+
+    def view_logs(self) -> None:
+        dialog = QDialog()
+        dialog.setWindowTitle("Chronicle Tray — Logs")
+        dialog.resize(760, 440)
+        layout = QVBoxLayout(dialog)
+        lines = list(log_buffer.lines)
+        layout.addWidget(QLabel(f"Last {len(lines)} application log line(s)"))
+        viewer = QPlainTextEdit()
+        viewer.setReadOnly(True)
+        viewer.setLineWrapMode(QPlainTextEdit.NoWrap)
+        viewer.setPlainText("\n".join(lines) or "(no logs yet)")
+        viewer.verticalScrollBar().setValue(viewer.verticalScrollBar().maximum())
+        layout.addWidget(viewer)
+        buttons = QDialogButtonBox(QDialogButtonBox.Close)
+        buttons.rejected.connect(dialog.reject)
+        layout.addWidget(buttons)
+        dialog.exec()
+
+    def shutdown(self) -> None:
+        for section in self.active:
+            try:
+                section.shutdown()
+            except Exception:
+                logger.exception("%s shutdown failed", section.title)
+
+
+def run() -> None:
+    configure_logging()
+
+    if sys.platform == "darwin":
+        # Menu-bar-only app: no Dock icon for a non-bundled Python process.
+        try:
+            from AppKit import NSApplication
+
+            NSApplication.sharedApplication().setActivationPolicy_(1)
+        except ImportError:
+            pass
+
+    app = QApplication(sys.argv)
+    app.setQuitOnLastWindowClosed(False)
+    if not QSystemTrayIcon.isSystemTrayAvailable():
+        raise SystemExit("No system tray is available in this desktop session")
+
+    tray = ChronicleTray([VaultSection(), ScreenPipeSection(), PendantSection()])
+    tray.show()
+    try:
+        sys.exit(app.exec())
+    finally:
+        tray.shutdown()
diff --git a/extras/chronicle-tray/chronicle_tray/cli.py b/extras/chronicle-tray/chronicle_tray/cli.py
new file mode 100644
index 00000000..7c7143f6
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/cli.py
@@ -0,0 +1,81 @@
+"""Chronicle tray CLI — run the tray or manage its login service.
+
+Service install/uninstall/restart delegates to the repo-root clients.py so the
+unit definition lives in exactly one place (shared with ``services.py client``
+and the node agent).
+"""
+
+import argparse
+import subprocess
+import sys
+from pathlib import Path
+
+from chronicle_tray.paths import add_repo_root
+
+_MAC_LOG = Path.home() / "Library" / "Logs" / "Chronicle" / "tray.log"
+
+
+def _clients():
+    add_repo_root()
+    import clients
+
+    return clients
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Chronicle desktop tray")
+    sub = parser.add_subparsers(dest="command")
+    sub.add_parser("run", help="Run the tray in the foreground (default)")
+    install = sub.add_parser("install", help="Install as a login service and start it")
+    install.add_argument(
+        "--pendant",
+        action="store_true",
+        help="Include BLE wearable streaming (installs the pendant extra)",
+    )
+    sub.add_parser("uninstall", help="Remove the login service")
+    sub.add_parser("restart", help="Restart the login service")
+    sub.add_parser("status", help="Show login service status")
+    sub.add_parser("logs", help="Tail the service log")
+    args = parser.parse_args()
+    command = args.command or "run"
+
+    if command == "run":
+        from chronicle_tray.app import run
+
+        run()
+        return
+
+    clients = _clients()
+    if command == "install":
+        extras = ("pendant",) if args.pendant else ()
+        clients.install_component("tray", extras)
+        print("Tray installed and started (login service).")
+        for check in clients.binary_checks():
+            if not check["found"]:
+                print(f"note: {check['name']} not found ({check['needed_by']}) — {check['suggest']}")
+    elif command == "uninstall":
+        clients.uninstall_component("tray")
+        print("Tray login service removed.")
+    elif command == "restart":
+        ok = clients.component_action("tray", "restart")
+        print("Tray restarted." if ok else "Restart failed — is it installed?")
+    elif command == "status":
+        status = clients.component_status("tray")
+        state = (
+            "not installed"
+            if not status["installed"]
+            else ("active" if status["active"] else "installed, inactive")
+        )
+        print(f"tray: {state}")
+    elif command == "logs":
+        if sys.platform == "darwin":
+            subprocess.run(["tail", "-f", str(_MAC_LOG)], check=False)
+        else:
+            subprocess.run(
+                ["journalctl", "--user", "-u", "chronicle-tray.service", "-f"],
+                check=False,
+            )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/chronicle-tray/chronicle_tray/logs.py b/extras/chronicle-tray/chronicle_tray/logs.py
new file mode 100644
index 00000000..3f9d82f6
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/logs.py
@@ -0,0 +1,40 @@
+"""In-memory log tail behind the tray's View Logs dialog.
+
+systemd and launchd already capture the tray's stderr, but someone staring at
+a stuck sync shouldn't have to reach for journalctl — the tray keeps its own
+recent lines so it can show them in place.
+"""
+
+import logging
+from collections import deque
+
+LOG_FORMAT = "%(asctime)s %(levelname)s %(name)s: %(message)s"
+
+
+class MemoryLogHandler(logging.Handler):
+    """Keep recent application log lines for display in the tray."""
+
+    def __init__(self, capacity: int = 500) -> None:
+        super().__init__()
+        self.lines: deque[str] = deque(maxlen=capacity)
+
+    def emit(self, record: logging.LogRecord) -> None:
+        try:
+            self.lines.append(self.format(record))
+        except Exception:
+            self.handleError(record)
+
+
+log_buffer = MemoryLogHandler()
+
+
+def configure_logging() -> None:
+    """Log to stderr and the in-memory buffer, without adding the buffer twice."""
+    logging.basicConfig(format=LOG_FORMAT, level=logging.INFO)
+    log_buffer.setFormatter(logging.Formatter(LOG_FORMAT))
+    root = logging.getLogger()
+    # basicConfig ignores level= when the root logger already has handlers.
+    root.setLevel(logging.INFO)
+    if log_buffer not in root.handlers:
+        root.addHandler(log_buffer)
+    logging.getLogger("httpx").setLevel(logging.WARNING)
diff --git a/extras/chronicle-tray/chronicle_tray/paths.py b/extras/chronicle-tray/chronicle_tray/paths.py
new file mode 100644
index 00000000..84567109
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/paths.py
@@ -0,0 +1,40 @@
+"""Sibling-project path bootstrap.
+
+The tray reuses the vault-sync and wearable-client code in place (same repo
+checkout) rather than packaging them: both are flat-module uv projects, so
+they're imported by putting their directories on sys.path.
+
+Ordering matters: both projects have flat ``main``/``service`` modules. Only
+the wearable client's are ever imported (via ble_manager), so its directory is
+*inserted at the front* while the vault dir is *appended* — ``import main``
+must always resolve to the wearable client's.
+"""
+
+import sys
+from pathlib import Path
+
+PROJECT_DIR = Path(__file__).resolve().parents[1]  # extras/chronicle-tray
+EXTRAS_DIR = PROJECT_DIR.parent
+REPO_ROOT = EXTRAS_DIR.parent
+
+VAULT_SYNC_DIR = EXTRAS_DIR / "vault-sync"
+WEARABLE_DIR = EXTRAS_DIR / "local-wearable-client"
+
+
+def add_repo_root() -> None:
+    """Make repo-root modules (clients.py, discovery.py) importable."""
+    path = str(REPO_ROOT)
+    if path not in sys.path:
+        sys.path.append(path)
+
+
+def add_vault_path() -> None:
+    path = str(VAULT_SYNC_DIR)
+    if path not in sys.path:
+        sys.path.append(path)
+
+
+def add_wearable_path() -> None:
+    path = str(WEARABLE_DIR)
+    if path not in sys.path:
+        sys.path.insert(0, path)
diff --git a/extras/chronicle-tray/chronicle_tray/screenpipe_settings.py b/extras/chronicle-tray/chronicle_tray/screenpipe_settings.py
new file mode 100644
index 00000000..e05f8e25
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/screenpipe_settings.py
@@ -0,0 +1,198 @@
+"""ScreenPipe capture/forwarding settings — pure helpers, no Qt.
+
+Audio is controlled per source (system output, microphone) on two independent
+axes: whether ScreenPipe records it locally (its systemd unit's ExecStart
+flags) and whether the Chronicle collector forwards it (``forward_audio`` in
+its config.json). Forwarding a source requires recording it, so the update
+helper keeps forwarding a subset of capture.
+"""
+
+import json
+import shlex
+import subprocess
+from pathlib import Path
+
+SCREENPIPE_UNIT = Path.home() / ".config/systemd/user/screenpipe.service"
+COLLECTOR_CONFIG = Path.home() / ".config/chronicle-screenpipe/config.json"
+
+
+def _capture_settings(path: Path = SCREENPIPE_UNIT) -> tuple[str, bool]:
+    """Return the audio mode and whether screen capture is enabled."""
+    text = path.read_text(encoding="utf-8")
+    exec_start = next(
+        line for line in text.splitlines() if line.startswith("ExecStart=")
+    )
+    args = shlex.split(exec_start.removeprefix("ExecStart="))
+    if "--disable-audio" in args:
+        audio_mode = "off"
+    else:
+        devices = _argument_values(args, "--audio-device")
+        follows_defaults = _argument_value(args, "--use-system-default-audio")
+        if follows_defaults == "true" or (follows_defaults is None and not devices):
+            return "both", "--disable-vision" not in args
+        has_input = any(device.lower().endswith("(input)") for device in devices)
+        has_output = any(device.lower().endswith("(output)") for device in devices)
+        audio_mode = (
+            "both" if has_input and has_output else "mic" if has_input else "system"
+        )
+    return audio_mode, "--disable-vision" not in args
+
+
+def _argument_value(args: list[str], option: str) -> str | None:
+    values = _argument_values(args, option)
+    return values[-1] if values else None
+
+
+def _argument_values(args: list[str], option: str) -> list[str]:
+    return [args[index + 1] for index, value in enumerate(args[:-1]) if value == option]
+
+
+def _without_options(args: list[str], options: set[str]) -> list[str]:
+    result = []
+    skip = False
+    for value in args:
+        if skip:
+            skip = False
+            continue
+        if value in options:
+            skip = True
+            continue
+        result.append(value)
+    return result
+
+
+def _audio_devices() -> list[str]:
+    result = subprocess.run(
+        ["screenpipe", "audio", "list", "--output", "json"],
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return [entry["name"] for entry in json.loads(result.stdout)["data"]]
+
+
+def _forward_audio_setting(path: Path = COLLECTOR_CONFIG) -> str:
+    value = json.loads(path.read_text(encoding="utf-8"))["forward_audio"]
+    if value not in {"none", "output", "input", "both"}:
+        raise ValueError(f"unsupported forwarding mode: {value}")
+    return value
+
+
+def _save_forward_audio_setting(mode: str, path: Path = COLLECTOR_CONFIG) -> None:
+    if mode not in {"none", "output", "input", "both"}:
+        raise ValueError(f"unsupported forwarding mode: {mode}")
+    config = json.loads(path.read_text(encoding="utf-8"))
+    config["forward_audio"] = mode
+    path.write_text(json.dumps(config, indent=2) + "\n", encoding="utf-8")
+
+
+def _audio_sources(mode: str, *, forwarding: bool = False) -> set[str]:
+    """Expand a persisted audio mode into its enabled source names."""
+    modes = (
+        {
+            "none": set(),
+            "output": {"system"},
+            "input": {"mic"},
+            "both": {"system", "mic"},
+        }
+        if forwarding
+        else {
+            "off": set(),
+            "system": {"system"},
+            "mic": {"mic"},
+            "both": {"system", "mic"},
+        }
+    )
+    if mode not in modes:
+        raise ValueError(f"unsupported audio mode: {mode}")
+    return modes[mode]
+
+
+def _audio_modes(captured: set[str], forwarded: set[str]) -> tuple[str, str]:
+    """Collapse source sets into ScreenPipe and collector configuration values."""
+    if not forwarded <= captured:
+        raise ValueError("forwarded audio sources must also be recorded locally")
+    capture_modes = {
+        frozenset(): "off",
+        frozenset({"system"}): "system",
+        frozenset({"mic"}): "mic",
+        frozenset({"system", "mic"}): "both",
+    }
+    forwarding_modes = {
+        frozenset(): "none",
+        frozenset({"system"}): "output",
+        frozenset({"mic"}): "input",
+        frozenset({"system", "mic"}): "both",
+    }
+    try:
+        return (
+            capture_modes[frozenset(captured)],
+            forwarding_modes[frozenset(forwarded)],
+        )
+    except KeyError as error:
+        raise ValueError(f"unsupported audio sources: {error.args[0]}") from error
+
+
+def _updated_audio_modes(
+    capture_mode: str,
+    forwarding_mode: str,
+    source: str,
+    setting: str,
+    enabled: bool,
+) -> tuple[str, str]:
+    """Apply one tray toggle while keeping forwarding dependent on capture."""
+    if source not in {"system", "mic"}:
+        raise ValueError(f"unsupported audio source: {source}")
+    if setting not in {"record", "forward"}:
+        raise ValueError(f"unsupported audio setting: {setting}")
+    captured = _audio_sources(capture_mode)
+    forwarded = _audio_sources(forwarding_mode, forwarding=True)
+    target = captured if setting == "record" else forwarded
+    if enabled:
+        target.add(source)
+        if setting == "forward":
+            captured.add(source)
+    else:
+        target.discard(source)
+        if setting == "record":
+            forwarded.discard(source)
+    return _audio_modes(captured, forwarded)
+
+
+def _save_capture_settings(
+    audio_mode: str,
+    screen_enabled: bool,
+    path: Path = SCREENPIPE_UNIT,
+    audio_devices: list[str] | None = None,
+) -> None:
+    """Persist independent audio-source and screen settings in ScreenPipe's unit."""
+    if audio_mode not in {"off", "system", "mic", "both"}:
+        raise ValueError(f"unsupported audio mode: {audio_mode}")
+    text = path.read_text(encoding="utf-8")
+    lines = text.splitlines()
+    index = next(i for i, line in enumerate(lines) if line.startswith("ExecStart="))
+    args = shlex.split(lines[index].removeprefix("ExecStart="))
+    args = _without_options(args, {"--audio-device", "--use-system-default-audio"})
+    args = [arg for arg in args if arg not in {"--disable-audio", "--disable-vision"}]
+    if audio_mode == "off":
+        args.append("--disable-audio")
+    elif audio_mode == "both":
+        args.extend(["--use-system-default-audio", "true"])
+    else:
+        suffix = "(output)" if audio_mode == "system" else "(input)"
+        matching = [
+            name
+            for name in (audio_devices or _audio_devices())
+            if name.lower().endswith(suffix)
+        ]
+        if not matching:
+            raise ValueError(f"no {audio_mode} audio device is available")
+        args.extend(
+            ["--use-system-default-audio", "false", "--audio-device", matching[0]]
+        )
+    if not screen_enabled:
+        args.append("--disable-vision")
+    lines[index] = f"ExecStart={shlex.join(args)}"
+    path.write_text(
+        "\n".join(lines) + ("\n" if text.endswith("\n") else ""), encoding="utf-8"
+    )
diff --git a/extras/chronicle-tray/chronicle_tray/sections/__init__.py b/extras/chronicle-tray/chronicle_tray/sections/__init__.py
new file mode 100644
index 00000000..e87a8da8
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/sections/__init__.py
@@ -0,0 +1,35 @@
+"""Tray sections — modular menu blocks.
+
+Each capability (vault sync, ScreenPipe, pendant) is a Section. The tray shell
+asks every section whether it's available on this machine; available sections
+contribute menu items and get refreshed on a timer, unavailable ones collapse
+to a single disabled hint line so the user can see what's missing and how to
+enable it.
+"""
+
+from PySide6.QtWidgets import QMenu
+
+
+class Section:
+    """One capability block in the tray menu."""
+
+    title: str = ""
+
+    def available(self) -> tuple[bool, str]:
+        """(available, hint). When not available, ``hint`` is shown as a
+        disabled menu line (e.g. "install syncthing: brew install syncthing")."""
+        raise NotImplementedError
+
+    def build(self, menu: QMenu) -> None:
+        """Add this section's items to the menu (called once at startup)."""
+        raise NotImplementedError
+
+    def refresh(self) -> None:
+        """Update live state (called every few seconds by the shell)."""
+
+    def tooltip(self) -> str:
+        """One line for the tray tooltip ('' to omit)."""
+        return ""
+
+    def shutdown(self) -> None:
+        """Clean up background resources on quit."""
diff --git a/extras/chronicle-tray/chronicle_tray/sections/pendant.py b/extras/chronicle-tray/chronicle_tray/sections/pendant.py
new file mode 100644
index 00000000..8ee7b9e5
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/sections/pendant.py
@@ -0,0 +1,106 @@
+"""Pendant section — BLE wearable (OMI/Neo/Friend) scanning + audio streaming.
+
+Reuses the local-wearable-client project's UI-free BLE stack (ble_manager.py)
+in place. Only available when the tray was installed with the ``pendant``
+extra (BLE/audio deps) — data-only client nodes skip that weight.
+"""
+
+import importlib.util
+import logging
+
+from PySide6.QtGui import QAction
+from PySide6.QtWidgets import QMenu
+
+from chronicle_tray.paths import WEARABLE_DIR, add_wearable_path
+from chronicle_tray.sections import Section
+
+logger = logging.getLogger(__name__)
+
+
+class PendantSection(Section):
+    title = "Pendant"
+
+    def __init__(self) -> None:
+        self.state = None
+        self.ble = None
+        self.status_item = None
+        self.devices_menu = None
+
+    def available(self) -> tuple[bool, str]:
+        if not WEARABLE_DIR.exists():
+            return False, "Pendant: extras/local-wearable-client missing from checkout"
+        if importlib.util.find_spec("bleak") is None:
+            return (
+                False,
+                "Pendant: install the tray with --pendant to stream from a wearable",
+            )
+        return True, ""
+
+    def build(self, menu: QMenu) -> None:
+        # Must come before the vault dir on sys.path: ble_manager imports the
+        # wearable client's flat `main` module (see chronicle_tray.paths).
+        add_wearable_path()
+        from ble_manager import AsyncioThread, BLEManager, SharedState
+
+        self.state = SharedState()
+        bg = AsyncioThread()
+        bg.start()
+        self.ble = BLEManager(self.state, bg)
+        self.ble.start_scanning()
+
+        self.status_item = menu.addAction("Pendant: starting…")
+        self.status_item.setEnabled(False)
+        self.devices_menu = menu.addMenu("Devices")
+        menu.addAction("Scan now", self.ble.request_scan)
+        menu.addAction("Disconnect pendant", self.ble.request_disconnect)
+
+    def refresh(self) -> None:
+        if self.ble is None:
+            return
+        snap = self.state.snapshot()
+        self.status_item.setText(f"Pendant: {self._summary(snap)}")
+        self._rebuild_devices(snap)
+
+    def _summary(self, snap: dict) -> str:
+        status = snap["status"]
+        if status == "connected" and snap["connected_device"]:
+            device = snap["connected_device"]
+            battery = snap["battery_level"]
+            suffix = f" · {battery}%" if battery >= 0 else ""
+            return f"connected to {device['name']}{suffix}"
+        if status == "error":
+            return f"error — {snap['error'] or 'unknown'}"
+        return status
+
+    def _rebuild_devices(self, snap: dict) -> None:
+        connected = snap["connected_device"]
+        connected_mac = connected["mac"] if connected else None
+        self.devices_menu.clear()
+        if not snap["nearby_devices"]:
+            empty = QAction("(no devices found)", self.devices_menu)
+            empty.setEnabled(False)
+            self.devices_menu.addAction(empty)
+            return
+        for device in snap["nearby_devices"]:
+            mac = device["mac"]
+            mark = " ✓" if mac == connected_mac else ""
+            action = QAction(
+                f"{device['name']} [{mac[-8:]}]{mark}", self.devices_menu
+            )
+            action.triggered.connect(
+                lambda _checked=False, m=mac: self._toggle_device(m)
+            )
+            self.devices_menu.addAction(action)
+
+    def _toggle_device(self, mac: str) -> None:
+        snap = self.state.snapshot()
+        connected = snap["connected_device"]
+        if connected and connected["mac"] == mac:
+            self.ble.request_disconnect()
+        else:
+            self.ble.request_connect(mac)
+
+    def tooltip(self) -> str:
+        if self.state is None:
+            return ""
+        return f"Pendant: {self._summary(self.state.snapshot())}"
diff --git a/extras/chronicle-tray/chronicle_tray/sections/screenpipe.py b/extras/chronicle-tray/chronicle_tray/sections/screenpipe.py
new file mode 100644
index 00000000..bce08ca2
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/sections/screenpipe.py
@@ -0,0 +1,293 @@
+"""ScreenPipe section — local capture stats, service controls, and settings.
+
+Shows frame/audio/storage counts from the local ScreenPipe database and
+start/stop/restart controls for the capture engine and the Chronicle
+collector. On Linux the section also edits capture settings in place: pause
+timers for the engine, independent record/forward toggles per audio source,
+and a screen-capture toggle (all systemd-unit / collector-config edits, so
+they are Linux-only). On macOS ScreenPipe manages its own launchd service, so
+only the stats and the collector control are shown.
+"""
+
+import json
+import logging
+import shutil
+import sqlite3
+import subprocess
+import sys
+from pathlib import Path
+
+from PySide6.QtCore import QTimer
+from PySide6.QtGui import QAction
+from PySide6.QtWidgets import QMenu
+
+from chronicle_tray.paths import add_repo_root
+from chronicle_tray.screenpipe_settings import (
+    _audio_sources,
+    _capture_settings,
+    _forward_audio_setting,
+    _save_capture_settings,
+    _save_forward_audio_setting,
+    _updated_audio_modes,
+)
+from chronicle_tray.sections import Section
+
+logger = logging.getLogger(__name__)
+SCREENPIPE_DB = Path.home() / ".screenpipe/db.sqlite"
+IS_LINUX = sys.platform.startswith("linux")
+
+
+def _unit_state(name: str) -> str:
+    result = subprocess.run(
+        ["systemctl", "--user", "is-active", name], capture_output=True, text=True
+    )
+    return result.stdout.strip() or "unknown"
+
+
+def _stats() -> str:
+    if not SCREENPIPE_DB.exists():
+        return "No local database"
+    try:
+        uri = f"file:{SCREENPIPE_DB.resolve()}?mode=ro"
+        with sqlite3.connect(uri, uri=True, timeout=2) as db:
+            tables = {
+                row[0]
+                for row in db.execute(
+                    "SELECT name FROM sqlite_master WHERE type='table'"
+                )
+            }
+            frames = (
+                db.execute("SELECT count(*) FROM frames").fetchone()[0]
+                if "frames" in tables
+                else 0
+            )
+            audio = (
+                db.execute("SELECT count(*) FROM audio_chunks").fetchone()[0]
+                if "audio_chunks" in tables
+                else 0
+            )
+        size = sum(
+            p.stat().st_size for p in SCREENPIPE_DB.parent.rglob("*") if p.is_file()
+        )
+        return f"{frames:,} frames · {audio:,} audio chunks · {size / 1024**3:.1f} GiB"
+    except (OSError, sqlite3.Error) as error:
+        return f"Stats unavailable: {error}"
+
+
+class ScreenPipeSection(Section):
+    title = "ScreenPipe"
+
+    def __init__(self) -> None:
+        self.engine_status = None
+        self.collector_status = None
+        self.stats_item = None
+        self.pause_menu = None
+        self.pause_timer = None
+        self.unit_actions: dict[str, dict[str, QAction]] = {}
+        self.audio_actions: dict[str, dict[str, QAction]] = {}
+        self.screen_capture = None
+
+    def available(self) -> tuple[bool, str]:
+        if shutil.which("screenpipe") or SCREENPIPE_DB.exists():
+            return True, ""
+        return (
+            False,
+            "ScreenPipe: not installed — curl -fsSL get.screenpi.pe/cli | sh",
+        )
+
+    def build(self, menu: QMenu) -> None:
+        if IS_LINUX:
+            self.engine_status = menu.addAction("ScreenPipe: checking…")
+            self.engine_status.setEnabled(False)
+        self.collector_status = menu.addAction("Chronicle collector: checking…")
+        self.collector_status.setEnabled(False)
+        self.stats_item = menu.addAction("Stats: checking…")
+        self.stats_item.setEnabled(False)
+        if IS_LINUX:
+            engine = self._unit_actions(menu, "ScreenPipe", "screenpipe.service")
+            self._pause_actions(engine)
+            self._unit_actions(menu, "Collector", "chronicle-screenpipe.service")
+            self._settings_actions(menu)
+        else:
+            self._collector_actions_macos(menu)
+
+    def _unit_actions(self, menu: QMenu, label: str, unit: str) -> QMenu:
+        submenu = menu.addMenu(label)
+        actions = {}
+        for title, verb in (("Start", "start"), ("Stop", "stop"), ("Restart", "restart")):
+            action = QAction(title, submenu)
+            action.triggered.connect(
+                lambda _checked=False, v=verb, u=unit: self._unit(v, u)
+            )
+            submenu.addAction(action)
+            actions[verb] = action
+        self.unit_actions[unit] = actions
+        return submenu
+
+    def _pause_actions(self, submenu: QMenu) -> None:
+        self.pause_timer = QTimer()
+        self.pause_timer.setSingleShot(True)
+        self.pause_timer.timeout.connect(
+            lambda: self._unit("start", "screenpipe.service")
+        )
+        self.pause_menu = submenu.addMenu("Pause for")
+        for title, minutes in (
+            ("5 minutes", 5),
+            ("15 minutes", 15),
+            ("30 minutes", 30),
+            ("1 hour", 60),
+            ("2 hours", 120),
+            ("8 hours", 480),
+        ):
+            self.pause_menu.addAction(
+                title, lambda _checked=False, m=minutes: self._pause_capture(m)
+            )
+
+    def _settings_actions(self, menu: QMenu) -> None:
+        settings_menu = menu.addMenu("Settings")
+        audio_menu = settings_menu.addMenu("Audio")
+        for source, title in (("system", "System audio"), ("mic", "Microphone")):
+            source_menu = audio_menu.addMenu(title)
+            record = source_menu.addAction("Record locally")
+            record.setCheckable(True)
+            record.triggered.connect(
+                lambda checked=False, selected=source: self._save_audio_source(
+                    selected, "record", checked
+                )
+            )
+            forward = source_menu.addAction("Send to Chronicle")
+            forward.setCheckable(True)
+            forward.triggered.connect(
+                lambda checked=False, selected=source: self._save_audio_source(
+                    selected, "forward", checked
+                )
+            )
+            self.audio_actions[source] = {"record": record, "forward": forward}
+        self.screen_capture = settings_menu.addAction("Screen capture")
+        self.screen_capture.setCheckable(True)
+        self.screen_capture.triggered.connect(self._save_screen_capture)
+
+    def _unit(self, verb: str, unit: str) -> None:
+        if (
+            self.pause_timer is not None
+            and unit == "screenpipe.service"
+            and verb in {"start", "restart"}
+        ):
+            self.pause_timer.stop()
+        subprocess.run(["systemctl", "--user", verb, unit], check=False)
+        QTimer.singleShot(500, self.refresh)
+
+    def _pause_capture(self, minutes: int) -> None:
+        self._unit("stop", "screenpipe.service")
+        self.pause_timer.start(minutes * 60 * 1000)
+
+    def _save_screen_capture(self) -> None:
+        try:
+            was_active = _unit_state("screenpipe.service") == "active"
+            _save_capture_settings(
+                _capture_settings()[0], self.screen_capture.isChecked()
+            )
+            subprocess.run(["systemctl", "--user", "daemon-reload"], check=True)
+            if was_active:
+                self._unit("restart", "screenpipe.service")
+        except (OSError, StopIteration, ValueError, subprocess.CalledProcessError):
+            logger.exception("Could not save ScreenPipe settings")
+            self._refresh_capture_settings()
+
+    def _save_audio_source(self, source: str, setting: str, enabled: bool) -> None:
+        try:
+            was_capture_active = _unit_state("screenpipe.service") == "active"
+            was_collector_active = (
+                _unit_state("chronicle-screenpipe.service") == "active"
+            )
+            capture_mode, screen_enabled = _capture_settings()
+            forwarding_mode = _forward_audio_setting()
+            capture_mode, forwarding_mode = _updated_audio_modes(
+                capture_mode, forwarding_mode, source, setting, enabled
+            )
+            _save_capture_settings(capture_mode, screen_enabled)
+            _save_forward_audio_setting(forwarding_mode)
+            subprocess.run(["systemctl", "--user", "daemon-reload"], check=True)
+            if was_capture_active:
+                self._unit("restart", "screenpipe.service")
+            if was_collector_active:
+                self._unit("restart", "chronicle-screenpipe.service")
+        except (
+            OSError,
+            StopIteration,
+            ValueError,
+            json.JSONDecodeError,
+            subprocess.CalledProcessError,
+        ):
+            logger.exception("Could not save audio settings")
+            self._refresh_capture_settings()
+
+    def _refresh_capture_settings(self) -> None:
+        if not self.audio_actions:
+            return
+        try:
+            audio_mode, screen_enabled = _capture_settings()
+            captured = _audio_sources(audio_mode)
+            forwarded = _audio_sources(_forward_audio_setting(), forwarding=True)
+            for source, actions in self.audio_actions.items():
+                actions["record"].setChecked(source in captured)
+                actions["forward"].setChecked(source in forwarded)
+                actions["record"].setEnabled(True)
+                actions["forward"].setEnabled(True)
+            self.screen_capture.setChecked(screen_enabled)
+            self.screen_capture.setEnabled(True)
+        except (OSError, KeyError, StopIteration, ValueError, json.JSONDecodeError):
+            logger.exception("Could not read audio settings")
+            for actions in self.audio_actions.values():
+                actions["record"].setEnabled(False)
+                actions["forward"].setEnabled(False)
+            self.screen_capture.setEnabled(False)
+
+    def _collector_actions_macos(self, menu: QMenu) -> None:
+        submenu = menu.addMenu("Collector")
+        for title, verb in (("Start", "start"), ("Stop", "stop"), ("Restart", "restart")):
+            action = QAction(title, submenu)
+            action.triggered.connect(
+                lambda _checked=False, v=verb: self._collector_macos(v)
+            )
+            submenu.addAction(action)
+
+    def _collector_macos(self, verb: str) -> None:
+        add_repo_root()
+        import clients
+
+        clients.component_action("screenpipe-collector", verb)
+        QTimer.singleShot(500, self.refresh)
+
+    def _collector_state(self) -> str:
+        if IS_LINUX:
+            return _unit_state("chronicle-screenpipe.service")
+        add_repo_root()
+        import clients
+
+        status = clients.component_status("screenpipe-collector")
+        if not status["installed"]:
+            return "not installed"
+        return "active" if status["active"] else "inactive"
+
+    def refresh(self) -> None:
+        if self.engine_status is not None:
+            engine = _unit_state("screenpipe.service")
+            self.engine_status.setText(f"ScreenPipe: {engine}")
+            if self.pause_menu is not None:
+                self.pause_menu.setEnabled(engine == "active")
+        collector = self._collector_state()
+        self.collector_status.setText(f"Chronicle collector: {collector}")
+        for unit, actions in self.unit_actions.items():
+            active = _unit_state(unit) == "active"
+            actions["start"].setEnabled(not active)
+            actions["stop"].setEnabled(active)
+        self.stats_item.setText(_stats())
+        self._refresh_capture_settings()
+
+    def tooltip(self) -> str:
+        return f"Collector: {self._collector_state()}"
+
+    def shutdown(self) -> None:
+        if self.pause_timer is not None:
+            self.pause_timer.stop()
diff --git a/extras/chronicle-tray/chronicle_tray/sections/vault.py b/extras/chronicle-tray/chronicle_tray/sections/vault.py
new file mode 100644
index 00000000..f231f91a
--- /dev/null
+++ b/extras/chronicle-tray/chronicle_tray/sections/vault.py
@@ -0,0 +1,213 @@
+"""Vault sync section — Obsidian vault ↔ Chronicle server via private Syncthing.
+
+Reuses the vault-sync project's core (vault_core + syncthing_manager) in place;
+this module is only the Qt menu glue. Client configuration comes from the
+repository-root .env shared by Chronicle's native client components.
+"""
+
+import logging
+import shutil
+import sys
+import threading
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Optional
+from urllib.parse import quote
+
+import httpx
+from dotenv import load_dotenv
+from PySide6.QtCore import QUrl
+from PySide6.QtGui import QDesktopServices
+from PySide6.QtWidgets import QFileDialog, QMenu
+
+from chronicle_tray.paths import REPO_ROOT, VAULT_SYNC_DIR, add_vault_path
+from chronicle_tray.sections import Section
+
+logger = logging.getLogger(__name__)
+
+
+def _load_vault_environment() -> None:
+    """Load the canonical client configuration before constructing the manager."""
+    load_dotenv(REPO_ROOT / ".env")
+
+
+@dataclass
+class SharedState:
+    _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
+    status: str = "idle"
+    error: Optional[str] = None
+    connected: bool = False
+    completion: Optional[float] = None
+    folder_error: Optional[str] = None
+    folder_id: Optional[str] = None
+    vault_dir: str = ""
+
+    def snapshot(self) -> dict:
+        with self._lock:
+            return {key: value for key, value in vars(self).items() if key != "_lock"}
+
+    def update(self, **values) -> None:
+        with self._lock:
+            for key, value in values.items():
+                setattr(self, key, value)
+
+
+class VaultSyncManager:
+    def __init__(self, state: SharedState) -> None:
+        from syncthing_manager import SyncthingManager
+        from vault_core import VaultSyncConfig
+
+        self.state = state
+        self.config = VaultSyncConfig.from_env()
+        self.syncthing = SyncthingManager()
+        self.state.update(vault_dir=self.config.local_vault_dir)
+        self._lock = threading.Lock()
+
+    def pair_async(self) -> None:
+        threading.Thread(target=self._pair, daemon=True).start()
+
+    def _pair(self) -> None:
+        from vault_core import broker_pair, get_jwt_token
+
+        if not self._lock.acquire(blocking=False):
+            return
+        try:
+            cfg = self.config
+            if not cfg.auth_username or not cfg.auth_password:
+                self.state.update(
+                    status="error",
+                    error="set Chronicle login in the repository-root .env",
+                )
+                return
+            self.state.update(status="starting", error=None)
+            self.syncthing.start()
+            self.state.update(status="pairing")
+            token = get_jwt_token(cfg.auth_username, cfg.auth_password, cfg.backend_url)
+            if not token:
+                self.state.update(status="error", error="backend authentication failed")
+                return
+            info = broker_pair(
+                cfg.backend_url, token, self.syncthing.device_id(), cfg.device_name
+            )
+            self.syncthing.ensure_server_device(
+                info["server_device_id"],
+                "Chronicle Server",
+                [info["sync_address"]] if info.get("sync_address") else ["dynamic"],
+            )
+            self.syncthing.ensure_folder(
+                info["folder_id"],
+                cfg.local_vault_dir,
+                info.get("folder_label", "Chronicle Vault"),
+                info["server_device_id"],
+                self.syncthing.device_id(),
+            )
+            self.state.update(status="syncing", folder_id=info["folder_id"], error=None)
+        except (OSError, httpx.HTTPError, RuntimeError) as error:
+            logger.exception("Vault pairing failed")
+            self.state.update(status="error", error=str(error))
+        finally:
+            self._lock.release()
+
+    def set_vault_dir(self, path: str) -> None:
+        from vault_core import save_vault_dir
+
+        save_vault_dir(path)
+        self.config.local_vault_dir = path
+        self.state.update(vault_dir=path)
+        self.pair_async()
+
+    def refresh_status(self) -> None:
+        if not self.syncthing.is_running():
+            return
+        snap = self.state.snapshot()
+        status = (
+            self.syncthing.folder_status(snap["folder_id"]) if snap["folder_id"] else {}
+        )
+        self.state.update(
+            connected=self.syncthing.connection_count() > 0,
+            completion=status.get("completion"),
+            folder_error=status.get("error"),
+        )
+
+    def shutdown(self) -> None:
+        self.syncthing.stop()
+
+
+class VaultSection(Section):
+    title = "Vault Sync"
+
+    def __init__(self) -> None:
+        self.state = SharedState()
+        self.manager: Optional[VaultSyncManager] = None
+        self.status_item = None
+
+    def available(self) -> tuple[bool, str]:
+        if not VAULT_SYNC_DIR.exists():
+            return False, "Vault sync: extras/vault-sync missing from checkout"
+        if shutil.which("syncthing") is None:
+            hint = (
+                "brew install syncthing"
+                if sys.platform == "darwin"
+                else "install syncthing via your package manager"
+            )
+            return False, f"Vault sync: syncthing not found — {hint}"
+        return True, ""
+
+    def build(self, menu: QMenu) -> None:
+        add_vault_path()
+        _load_vault_environment()
+        self.manager = VaultSyncManager(self.state)
+        self.manager.pair_async()
+
+        self.status_item = menu.addAction("Vault sync: starting…")
+        self.status_item.setEnabled(False)
+        menu.addAction("Open vault in Obsidian", self._open_obsidian)
+        menu.addAction("Choose vault folder…", self._choose_folder)
+        menu.addAction("Sync now / re-pair", self.manager.pair_async)
+        menu.addAction("Open Syncthing UI", self._open_syncthing)
+
+    def refresh(self) -> None:
+        if self.manager is None:
+            return
+        self.manager.refresh_status()
+        self.status_item.setText(f"Vault sync: {self._summary()}")
+
+    def _summary(self) -> str:
+        snap = self.state.snapshot()
+        if snap["status"] == "error":
+            return f"error — {snap['error']}"
+        if snap["folder_error"]:
+            error = snap["folder_error"]
+            return f"folder error — {error[:80]}"
+        if snap["completion"] is not None:
+            if snap["completion"] >= 99.9 and snap["connected"]:
+                return "in sync"
+            return f"{snap['completion']:.0f}%"
+        return snap["status"]
+
+    def tooltip(self) -> str:
+        return f"Vault: {self._summary()}"
+
+    def backend_url(self) -> str:
+        return self.manager.config.backend_url if self.manager else ""
+
+    def _open_obsidian(self) -> None:
+        vault = self.state.snapshot()["vault_dir"]
+        Path(vault).mkdir(parents=True, exist_ok=True)
+        QDesktopServices.openUrl(QUrl(f"obsidian://open?path={quote(vault)}"))
+
+    def _choose_folder(self) -> None:
+        current = self.state.snapshot()["vault_dir"]
+        chosen = QFileDialog.getExistingDirectory(
+            None, "Choose Chronicle vault", current
+        )
+        if chosen and self.manager:
+            self.manager.set_vault_dir(chosen)
+
+    def _open_syncthing(self) -> None:
+        if self.manager:
+            QDesktopServices.openUrl(QUrl(self.manager.syncthing.base_url))
+
+    def shutdown(self) -> None:
+        if self.manager:
+            self.manager.shutdown()
diff --git a/extras/chronicle-tray/pyproject.toml b/extras/chronicle-tray/pyproject.toml
new file mode 100644
index 00000000..87883e52
--- /dev/null
+++ b/extras/chronicle-tray/pyproject.toml
@@ -0,0 +1,36 @@
+[project]
+name = "chronicle-tray"
+version = "0.1.0"
+description = "Unified Chronicle desktop tray: vault sync, ScreenPipe, pendant streaming"
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "PySide6>=6.8.0",
+    "httpx>=0.27.0",
+    "python-dotenv>=1.0.0",
+    "minidisc-python>=0.1.0",
+]
+
+# Pendant (BLE wearable) streaming is opt-in: data-only client nodes shouldn't
+# pull the BLE/audio stack. Install with: chronicle-tray install --pendant
+[project.optional-dependencies]
+pendant = [
+    "friend-lite-sdk",
+    "easy_audio_interfaces>=0.8",
+    "websockets",
+    "pyyaml",
+    "bleak",
+]
+
+[project.scripts]
+chronicle-tray = "chronicle_tray.cli:main"
+
+[tool.uv.sources]
+friend-lite-sdk = { path = "../friend-lite-sdk", editable = true }
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.targets.wheel]
+packages = ["chronicle_tray"]
diff --git a/extras/chronicle-tray/start.sh b/extras/chronicle-tray/start.sh
new file mode 100755
index 00000000..66e04e8d
--- /dev/null
+++ b/extras/chronicle-tray/start.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+# macOS: opuslib (pendant extra) needs the Opus shared library on the linker path.
+if [ "$(uname)" = "Darwin" ] && command -v brew &>/dev/null; then
+    OPUS_PREFIX="$(brew --prefix opus 2>/dev/null)"
+    if [ -d "$OPUS_PREFIX/lib" ]; then
+        export DYLD_LIBRARY_PATH="${OPUS_PREFIX}/lib${DYLD_LIBRARY_PATH:+:$DYLD_LIBRARY_PATH}"
+    fi
+fi
+
+cd "$(dirname "$0")"
+exec uv run chronicle-tray "$@"
diff --git a/extras/chronicle-tray/tests/test_screenpipe_settings.py b/extras/chronicle-tray/tests/test_screenpipe_settings.py
new file mode 100644
index 00000000..1cdedc57
--- /dev/null
+++ b/extras/chronicle-tray/tests/test_screenpipe_settings.py
@@ -0,0 +1,118 @@
+import json
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+
+from chronicle_tray.screenpipe_settings import (
+    _audio_modes,
+    _audio_sources,
+    _capture_settings,
+    _forward_audio_setting,
+    _save_capture_settings,
+    _save_forward_audio_setting,
+    _updated_audio_modes,
+)
+
+
+def _unit(tmp_path: Path, flags: str = "") -> Path:
+    path = tmp_path / "screenpipe.service"
+    path.write_text(
+        "[Service]\nExecStart=/usr/bin/screenpipe record --api-auth true"
+        f" {flags}\nRestart=on-failure\n",
+        encoding="utf-8",
+    )
+    return path
+
+
+def test_capture_settings_default_to_audio_and_screen_enabled(tmp_path):
+    path = _unit(tmp_path)
+
+    assert _capture_settings(path) == ("both", True)
+
+
+def test_save_capture_settings_updates_only_capture_flags(tmp_path):
+    path = _unit(tmp_path, "--disable-audio")
+
+    _save_capture_settings(
+        audio_mode="system",
+        screen_enabled=False,
+        path=path,
+        audio_devices=["Speakers (output)"],
+    )
+
+    assert _capture_settings(path) == ("system", False)
+    text = path.read_text(encoding="utf-8")
+    assert "--api-auth true" in text
+    assert "--disable-audio" not in text
+    assert text.count("--disable-vision") == 1
+
+
+def test_save_capture_settings_is_idempotent(tmp_path):
+    path = _unit(tmp_path, "--disable-audio --disable-vision")
+
+    _save_capture_settings(audio_mode="off", screen_enabled=False, path=path)
+
+    text = path.read_text(encoding="utf-8")
+    assert text.count("--disable-audio") == 1
+    assert text.count("--disable-vision") == 1
+
+
+def test_save_capture_settings_supports_both_default_sources(tmp_path):
+    path = _unit(tmp_path, "--disable-audio")
+
+    _save_capture_settings(audio_mode="both", screen_enabled=True, path=path)
+
+    assert _capture_settings(path) == ("both", True)
+    assert "--use-system-default-audio true" in path.read_text(encoding="utf-8")
+
+
+def test_save_capture_settings_supports_microphone_only(tmp_path):
+    path = _unit(tmp_path)
+
+    _save_capture_settings(
+        audio_mode="mic",
+        screen_enabled=True,
+        path=path,
+        audio_devices=["Built-in Mic (input)", "Speakers (output)"],
+    )
+
+    assert _capture_settings(path) == ("mic", True)
+    assert "--audio-device 'Built-in Mic (input)'" in path.read_text(encoding="utf-8")
+
+
+def test_audio_forwarding_setting_is_independent_from_capture_unit(tmp_path):
+    path = tmp_path / "config.json"
+    path.write_text('{"source_id": "rainbow", "forward_audio": "both"}')
+
+    _save_forward_audio_setting("output", path)
+
+    assert _forward_audio_setting(path) == "output"
+    assert json.loads(path.read_text())["source_id"] == "rainbow"
+
+
+def test_audio_source_modes_round_trip():
+    assert _audio_sources("both") == {"system", "mic"}
+    assert _audio_sources("input", forwarding=True) == {"mic"}
+    assert _audio_modes({"system", "mic"}, {"system"}) == ("both", "output")
+
+
+def test_forwarding_source_automatically_enables_local_recording():
+    assert _updated_audio_modes("mic", "none", "system", "forward", True) == (
+        "both",
+        "output",
+    )
+
+
+def test_disabling_local_recording_also_disables_forwarding():
+    assert _updated_audio_modes("both", "both", "system", "record", False) == (
+        "mic",
+        "input",
+    )
+
+
+def test_disabling_forwarding_keeps_local_recording():
+    assert _updated_audio_modes("both", "both", "mic", "forward", False) == (
+        "both",
+        "output",
+    )
diff --git a/extras/chronicle-tray/tests/test_tray_menu.py b/extras/chronicle-tray/tests/test_tray_menu.py
new file mode 100644
index 00000000..e1130925
--- /dev/null
+++ b/extras/chronicle-tray/tests/test_tray_menu.py
@@ -0,0 +1,60 @@
+"""The tray shell's own menu: logging buffer and the View Logs entry.
+
+Qt needs a platform plugin even to build a menu, so these run offscreen.
+"""
+
+import logging
+import os
+import sys
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+os.environ.setdefault("QT_QPA_PLATFORM", "offscreen")
+
+from chronicle_tray.logs import configure_logging, log_buffer
+
+
+def test_log_buffer_keeps_formatted_lines():
+    configure_logging()
+    log_buffer.lines.clear()
+
+    logging.getLogger("chronicle_tray.test").info("sync stalled")
+
+    assert any("sync stalled" in line for line in log_buffer.lines)
+
+
+def test_configure_logging_does_not_add_the_buffer_twice():
+    configure_logging()
+    configure_logging()
+
+    assert logging.getLogger().handlers.count(log_buffer) == 1
+
+
+def test_log_buffer_is_bounded():
+    from chronicle_tray.logs import MemoryLogHandler
+
+    handler = MemoryLogHandler(capacity=3)
+    handler.setFormatter(logging.Formatter("%(message)s"))
+    for index in range(5):
+        handler.emit(
+            logging.LogRecord("t", logging.INFO, __file__, index, str(index), None, None)
+        )
+
+    assert list(handler.lines) == ["2", "3", "4"]
+
+
+def test_tray_menu_offers_view_logs():
+    QtWidgets = pytest.importorskip("PySide6.QtWidgets")
+    from chronicle_tray.app import ChronicleTray
+
+    app = QtWidgets.QApplication.instance() or QtWidgets.QApplication([])
+    tray = ChronicleTray([])
+    try:
+        labels = [action.text() for action in tray.contextMenu().actions()]
+        assert "View Logs" in labels
+    finally:
+        tray.shutdown()
+        del tray
+        app.processEvents()
diff --git a/extras/chronicle-tray/tests/test_vault_environment.py b/extras/chronicle-tray/tests/test_vault_environment.py
new file mode 100644
index 00000000..b4ac2528
--- /dev/null
+++ b/extras/chronicle-tray/tests/test_vault_environment.py
@@ -0,0 +1,25 @@
+import os
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+
+from chronicle_tray.sections import vault
+
+
+def test_vault_environment_loads_from_repository_root(tmp_path, monkeypatch):
+    (tmp_path / ".env").write_text(
+        "BACKEND_URL=https://chronicle.example\n"
+        "AUTH_USERNAME=person@example.com\n"
+        "AUTH_PASSWORD=secret\n",
+        encoding="utf-8",
+    )
+    monkeypatch.setattr(vault, "REPO_ROOT", tmp_path)
+    for name in ("BACKEND_URL", "AUTH_USERNAME", "AUTH_PASSWORD"):
+        monkeypatch.delenv(name, raising=False)
+
+    vault._load_vault_environment()
+
+    assert os.environ["BACKEND_URL"] == "https://chronicle.example"
+    assert os.environ["AUTH_USERNAME"] == "person@example.com"
+    assert os.environ["AUTH_PASSWORD"] == "secret"
diff --git a/extras/chronicle-tray/uv.lock b/extras/chronicle-tray/uv.lock
new file mode 100644
index 00000000..6fccd23c
--- /dev/null
+++ b/extras/chronicle-tray/uv.lock
@@ -0,0 +1,1546 @@
+version = 1
+revision = 2
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload_time = "2024-05-20T21:33:25.928Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload_time = "2024-05-20T21:33:24.1Z" },
+]
+
+[[package]]
+name = "anyio"
+version = "4.14.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload_time = "2026-07-12T20:29:07.082Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/35/f2287558c17e29fafc8ef3daf819bb9834061cfa43bff8014f7df7f63bdc/anyio-4.14.2-py3-none-any.whl", hash = "sha256:9f505dda5ac9f0c8309b5e8bd445a8c2bf7246f3ce950121e45ea15bc41d1494", size = 125813, upload_time = "2026-07-12T20:29:05.763Z" },
+]
+
+[[package]]
+name = "async-timeout"
+version = "5.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a5/ae/136395dfbfe00dfc94da3f3e136d0b13f394cba8f4841120e34226265780/async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3", size = 9274, upload_time = "2024-11-06T16:41:39.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c", size = 6233, upload_time = "2024-11-06T16:41:37.9Z" },
+]
+
+[[package]]
+name = "bleak"
+version = "3.0.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "async-timeout", marker = "python_full_version < '3.11'" },
+    { name = "dbus-fast", marker = "sys_platform == 'linux'" },
+    { name = "pyobjc-core", marker = "sys_platform == 'darwin'" },
+    { name = "pyobjc-framework-corebluetooth", marker = "sys_platform == 'darwin'" },
+    { name = "pyobjc-framework-libdispatch", marker = "sys_platform == 'darwin'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.12'" },
+    { name = "winrt-runtime", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth-advertisement", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth-genericattributeprofile", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-enumeration", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-radios", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-foundation", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-foundation-collections", marker = "sys_platform == 'win32'" },
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diff --git a/extras/friend-lite-sdk/README.md b/extras/friend-lite-sdk/README.md
index 89735516..50808487 100644
--- a/extras/friend-lite-sdk/README.md
+++ b/extras/friend-lite-sdk/README.md
@@ -1,22 +1,34 @@
 # friend-lite-sdk
 
-Python SDK for OMI / Friend Lite BLE devices — audio streaming, button events, and transcription.
+Python SDK for OMI / Friend Lite BLE wearable devices — audio streaming, button events, device control, and transcription.
 
 Derived from the [OMI Python SDK](https://github.com/BasedHardware/omi/tree/main/sdks/python) (MIT license, Based Hardware Contributors). See `NOTICE` for attribution.
 
 ## Installation
 
 ```bash
-pip install -e extras/friend-lite-sdk
+pip install friend-lite-sdk
 ```
 
 With optional transcription support:
 
 ```bash
-pip install -e "extras/friend-lite-sdk[deepgram,wyoming]"
+pip install "friend-lite-sdk[deepgram]"   # Deepgram cloud transcription
+pip install "friend-lite-sdk[wyoming]"    # Local ASR via Wyoming protocol
+pip install "friend-lite-sdk[deepgram,wyoming]"  # Both
 ```
 
-## Usage
+## Features
+
+- **BLE Audio Streaming** — Connect to OMI/Friend Lite devices and stream Opus-encoded audio
+- **Button Events** — Subscribe to single tap, double tap, long press events
+- **Haptic Control** — Trigger haptic feedback patterns on supported devices
+- **WiFi Sync** — Configure and trigger WiFi-based audio sync
+- **Storage Access** — Read stored audio from device storage
+- **Neo1 Support** — Sleep/wake control for Neo1 devices
+- **Transcription** — Built-in Deepgram and Wyoming ASR integration
+
+## Quick Start
 
 ```python
 import asyncio
@@ -24,8 +36,29 @@ from friend_lite import OmiConnection, ButtonState, parse_button_event
 
 async def main():
     async with OmiConnection("AA:BB:CC:DD:EE:FF") as conn:
+        # Stream audio
         await conn.subscribe_audio(lambda _handle, data: print(len(data), "bytes"))
+
+        # Listen for button events
+        await conn.subscribe_button(
+            lambda _handle, data: print("Button:", parse_button_event(data))
+        )
+
         await conn.wait_until_disconnected()
 
 asyncio.run(main())
 ```
+
+## Device Discovery
+
+```python
+import asyncio
+from friend_lite import print_devices
+
+asyncio.run(print_devices())
+```
+
+## Links
+
+- [Chronicle Project](https://github.com/SimpleOpenSoftware/chronicle)
+- [Original OMI Project](https://github.com/BasedHardware/omi)
diff --git a/extras/friend-lite-sdk/friend_lite/__init__.py b/extras/friend-lite-sdk/friend_lite/__init__.py
index 88c2f507..b928433e 100644
--- a/extras/friend-lite-sdk/friend_lite/__init__.py
+++ b/extras/friend-lite-sdk/friend_lite/__init__.py
@@ -4,23 +4,47 @@
 from .uuids import (
     BATTERY_LEVEL_CHAR_UUID,
     BATTERY_SERVICE_UUID,
+    ELATO_SPEAKER_CHAR_UUID,
+    FEATURE_HAPTIC,
+    FEATURE_WIFI,
+    FEATURES_CHAR_UUID,
+    FEATURES_SERVICE_UUID,
+    HAPTIC_CHAR_UUID,
+    HAPTIC_SERVICE_UUID,
     NEO1_CTRL_CHAR_UUID,
     OMI_AUDIO_CHAR_UUID,
     OMI_BUTTON_CHAR_UUID,
     OMI_BUTTON_SERVICE_UUID,
+    STORAGE_DATA_STREAM_CHAR_UUID,
+    STORAGE_READ_CONTROL_CHAR_UUID,
+    STORAGE_SERVICE_UUID,
+    STORAGE_WIFI_CHAR_UUID,
 )
+from .wifi import WifiErrorCode
 
 __all__ = [
     "BATTERY_LEVEL_CHAR_UUID",
     "BATTERY_SERVICE_UUID",
+    "ELATO_SPEAKER_CHAR_UUID",
     "ButtonState",
+    "FEATURE_HAPTIC",
+    "FEATURE_WIFI",
+    "FEATURES_CHAR_UUID",
+    "FEATURES_SERVICE_UUID",
+    "HAPTIC_CHAR_UUID",
+    "HAPTIC_SERVICE_UUID",
     "NEO1_CTRL_CHAR_UUID",
     "Neo1Connection",
     "OMI_AUDIO_CHAR_UUID",
     "OMI_BUTTON_CHAR_UUID",
     "OMI_BUTTON_SERVICE_UUID",
     "OmiConnection",
+    "STORAGE_DATA_STREAM_CHAR_UUID",
+    "STORAGE_READ_CONTROL_CHAR_UUID",
+    "STORAGE_SERVICE_UUID",
+    "STORAGE_WIFI_CHAR_UUID",
     "WearableConnection",
+    "WifiErrorCode",
     "listen_to_omi",
     "parse_button_event",
     "print_devices",
diff --git a/extras/friend-lite-sdk/friend_lite/bluetooth.py b/extras/friend-lite-sdk/friend_lite/bluetooth.py
index ffff07a7..48dbb61a 100644
--- a/extras/friend-lite-sdk/friend_lite/bluetooth.py
+++ b/extras/friend-lite-sdk/friend_lite/bluetooth.py
@@ -3,7 +3,23 @@
 
 from bleak import BleakClient, BleakScanner
 
-from .uuids import BATTERY_LEVEL_CHAR_UUID, OMI_AUDIO_CHAR_UUID, OMI_BUTTON_CHAR_UUID
+from .uuids import (
+    BATTERY_LEVEL_CHAR_UUID,
+    ELATO_SPEAKER_CHAR_UUID,
+    FEATURE_HAPTIC,
+    FEATURE_WIFI,
+    FEATURES_CHAR_UUID,
+    HAPTIC_CHAR_UUID,
+    OMI_AUDIO_CHAR_UUID,
+    OMI_BUTTON_CHAR_UUID,
+    SPEAKER_OP_AUDIO,
+    SPEAKER_OP_END,
+    SPEAKER_OP_START,
+    SPEAKER_OP_STOP,
+    STORAGE_DATA_STREAM_CHAR_UUID,
+    STORAGE_READ_CONTROL_CHAR_UUID,
+    STORAGE_WIFI_CHAR_UUID,
+)
 
 
 def print_devices() -> None:
@@ -69,6 +85,7 @@ async def subscribe_battery(self, callback: Callable[[int], None]) -> None:
         *callback* receives a single int (0-100) each time the device
         reports an updated level.
         """
+
         def _on_notify(_sender: int, data: bytearray) -> None:
             if data:
                 callback(data[0])
@@ -80,7 +97,9 @@ def _on_notify(_sender: int, data: bytearray) -> None:
     async def subscribe_audio(self, callback: Callable[[int, bytearray], None]) -> None:
         await self.subscribe(OMI_AUDIO_CHAR_UUID, callback)
 
-    async def subscribe(self, uuid: str, callback: Callable[[int, bytearray], None]) -> None:
+    async def subscribe(
+        self, uuid: str, callback: Callable[[int, bytearray], None]
+    ) -> None:
         if self._client is None:
             raise RuntimeError("Not connected to device")
         await self._client.start_notify(uuid, callback)
@@ -93,11 +112,181 @@ async def wait_until_disconnected(self, timeout: float | None = None) -> None:
 
 
 class OmiConnection(WearableConnection):
-    """OMI device with button support."""
+    """OMI device with button and WiFi sync support."""
 
-    async def subscribe_button(self, callback: Callable[[int, bytearray], None]) -> None:
+    async def subscribe_button(
+        self, callback: Callable[[int, bytearray], None]
+    ) -> None:
         await self.subscribe(OMI_BUTTON_CHAR_UUID, callback)
 
+    # -- Speaker downlink (Elato) ------------------------------------------
+
+    def _speaker_chunk_size(self) -> int:
+        """Max Opus bytes per BLE write, derived from the negotiated MTU.
+
+        Each write carries a 2-byte header (opcode + flags) on top of the 3-byte
+        ATT write overhead. Fall back to a tiny but safe payload if the MTU is the
+        23-byte default (the firmware reassembles fragments, so any size works).
+        """
+        mtu = getattr(self._client, "mtu_size", 0) or 0
+        return max(mtu - 3 - 2, 18)
+
+    async def _speaker_control(self, opcode: int) -> None:
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        await self._client.write_gatt_char(
+            ELATO_SPEAKER_CHAR_UUID, bytes([opcode]), response=False
+        )
+
+    async def speaker_start(self) -> None:
+        """Begin a speaker clip (resets the device's playback ring)."""
+        await self._speaker_control(SPEAKER_OP_START)
+
+    async def speaker_end(self) -> None:
+        """End a speaker clip (device drains its buffer then stops)."""
+        await self._speaker_control(SPEAKER_OP_END)
+
+    async def speaker_stop(self) -> None:
+        """Barge-in: stop playback now and drop buffered audio."""
+        await self._speaker_control(SPEAKER_OP_STOP)
+
+    async def write_speaker_audio(self, opus_packet: bytes) -> None:
+        """Write one Opus packet (24 kHz mono) to the speaker, fragmented to the MTU.
+
+        Each fragment is ``[SPEAKER_OP_AUDIO][flags][opus bytes]``; the final fragment
+        of a packet sets flags bit0 so the firmware decodes the reassembled packet.
+        """
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        size = self._speaker_chunk_size()
+        n = len(opus_packet)
+        offset = 0
+        while offset < n:
+            chunk = opus_packet[offset : offset + size]
+            offset += len(chunk)
+            flags = 0x01 if offset >= n else 0x00  # bit0 = final fragment
+            await self._client.write_gatt_char(
+                ELATO_SPEAKER_CHAR_UUID,
+                bytes([SPEAKER_OP_AUDIO, flags]) + chunk,
+                response=False,
+            )
+
+    # -- Haptic ------------------------------------------------------------
+
+    async def play_haptic(self, pattern: int = 1) -> None:
+        """Trigger the haptic motor.
+
+        *pattern*: 1 = short (100ms), 2 = medium (300ms), 3 = long (500ms).
+        """
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        if pattern not in (1, 2, 3):
+            raise ValueError("pattern must be 1 (100ms), 2 (300ms), or 3 (500ms)")
+        await self._client.write_gatt_char(
+            HAPTIC_CHAR_UUID, bytes([pattern]), response=True
+        )
+
+    async def is_haptic_supported(self) -> bool:
+        """Check whether the device has a haptic motor."""
+        features = await self.read_features()
+        return bool(features & FEATURE_HAPTIC)
+
+    # -- Features ----------------------------------------------------------
+
+    async def read_features(self) -> int:
+        """Read device feature bitmask."""
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        data = await self._client.read_gatt_char(FEATURES_CHAR_UUID)
+        return int.from_bytes(data, byteorder="little")
+
+    async def is_wifi_supported(self) -> bool:
+        """Check whether the device supports WiFi sync."""
+        features = await self.read_features()
+        return bool(features & FEATURE_WIFI)
+
+    # -- WiFi sync ---------------------------------------------------------
+
+    async def _wifi_command(self, payload: bytes, timeout: float = 5.0) -> int:
+        """Send a command to the WiFi characteristic and wait for notify response.
+
+        Returns the response byte (0 = success).
+        """
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+
+        response_event = asyncio.Event()
+        response_value: list[int] = []
+
+        def _on_notify(_sender: int, data: bytearray) -> None:
+            if data:
+                response_value.append(data[0])
+            response_event.set()
+
+        await self._client.start_notify(STORAGE_WIFI_CHAR_UUID, _on_notify)
+        try:
+            await self._client.write_gatt_char(
+                STORAGE_WIFI_CHAR_UUID, payload, response=True
+            )
+            await asyncio.wait_for(response_event.wait(), timeout=timeout)
+        finally:
+            await self._client.stop_notify(STORAGE_WIFI_CHAR_UUID)
+
+        return response_value[0] if response_value else -1
+
+    async def setup_wifi(self, ssid: str, password: str) -> int:
+        """Send WiFi AP credentials to device. Returns response code (0=success)."""
+        ssid_bytes = ssid.encode("utf-8")
+        pwd_bytes = password.encode("utf-8")
+        payload = (
+            bytes([0x01, len(ssid_bytes)])
+            + ssid_bytes
+            + bytes([len(pwd_bytes)])
+            + pwd_bytes
+        )
+        return await self._wifi_command(payload)
+
+    async def start_wifi(self) -> int:
+        """Send WIFI_START command. Returns response code (0=success)."""
+        return await self._wifi_command(bytes([0x02]))
+
+    async def stop_wifi(self) -> int:
+        """Send WIFI_SHUTDOWN command. Returns response code (0=success)."""
+        return await self._wifi_command(bytes([0x03]))
+
+    # -- Storage -----------------------------------------------------------
+
+    async def get_storage_info(self) -> tuple[int, int]:
+        """Read (file_size, offset) from storage read control characteristic."""
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        data = await self._client.read_gatt_char(STORAGE_READ_CONTROL_CHAR_UUID)
+        file_size = int.from_bytes(data[0:4], byteorder="little")
+        offset = int.from_bytes(data[4:8], byteorder="little")
+        return (file_size, offset)
+
+    async def start_storage_read(self, file_num: int = 0, offset: int = 0) -> None:
+        """Send READ command to trigger data transfer.
+
+        Written to the data stream characteristic (0x30295781) which is
+        both the command write target and the data notification source.
+        Firmware expects: [command=0, file_num, offset(4 bytes big-endian)]
+        """
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        payload = bytes([0x00, file_num]) + offset.to_bytes(4, byteorder="big")
+        await self._client.write_gatt_char(
+            STORAGE_DATA_STREAM_CHAR_UUID, payload, response=True
+        )
+
+    async def subscribe_storage_data(
+        self, callback: Callable[[int, bytearray], None]
+    ) -> None:
+        """Subscribe to storage data stream notifications (for BLE storage reads)."""
+        if self._client is None:
+            raise RuntimeError("Not connected to device")
+        await self._client.start_notify(STORAGE_DATA_STREAM_CHAR_UUID, callback)
+
 
 async def listen_to_omi(mac_address: str, char_uuid: str, data_handler) -> None:
     """Backward-compatible wrapper for older consumers."""
diff --git a/extras/friend-lite-sdk/friend_lite/button.py b/extras/friend-lite-sdk/friend_lite/button.py
index 421a87b1..11e6ecd6 100644
--- a/extras/friend-lite-sdk/friend_lite/button.py
+++ b/extras/friend-lite-sdk/friend_lite/button.py
@@ -6,8 +6,8 @@
 
 class ButtonState(IntEnum):
     IDLE = 0
-    SINGLE_TAP = 1
-    DOUBLE_TAP = 2
+    SINGLE_PRESS = 1
+    DOUBLE_PRESS = 2
     LONG_PRESS = 3
     PRESS = 4
     RELEASE = 5
diff --git a/extras/friend-lite-sdk/friend_lite/decoder.py b/extras/friend-lite-sdk/friend_lite/decoder.py
index 75a109f7..5067e803 100644
--- a/extras/friend-lite-sdk/friend_lite/decoder.py
+++ b/extras/friend-lite-sdk/friend_lite/decoder.py
@@ -7,7 +7,7 @@ def __init__(self):
 
     def decode_packet(self, data: bytes, strip_header: bool = True):
         if len(data) <= 3:
-            return b''
+            return b""
 
         # Remove 3-byte header
         if strip_header:
@@ -21,4 +21,4 @@ def decode_packet(self, data: bytes, strip_header: bool = True):
             return pcm
         except Exception as e:
             print("Opus decode error:", e)
-            return b''
+            return b""
diff --git a/extras/friend-lite-sdk/friend_lite/discover_characteristics.py b/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
index 7a77785f..eb679c48 100644
--- a/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
+++ b/extras/friend-lite-sdk/friend_lite/discover_characteristics.py
@@ -1,8 +1,10 @@
 import asyncio
+
 from bleak import BleakClient
 
 OMI_MAC = "7F52EC55-50C9-D1B9-E8D7-19B83217C97D"  # Replace with your actual MAC
 
+
 async def main():
     async with BleakClient(OMI_MAC) as client:
         services = client.services
@@ -16,4 +18,5 @@ async def main():
                 if "notify" in char.properties:
                     print("    ✅ Notifiable (can stream data)")
 
+
 asyncio.run(main())
diff --git a/extras/friend-lite-sdk/friend_lite/transcribe.py b/extras/friend-lite-sdk/friend_lite/transcribe.py
index 9d896010..949ecd94 100644
--- a/extras/friend-lite-sdk/friend_lite/transcribe.py
+++ b/extras/friend-lite-sdk/friend_lite/transcribe.py
@@ -26,18 +26,19 @@
 SAMPLE_RATE = 16000
 SAMPLE_WIDTH = 2  # Bytes per sample (16-bit)
 CHANNELS = 1
-WINDOW_SECONDS = 10 # Send stop/start every 10 seconds
-READ_TIMEOUT_SECONDS = 15.0 # Timeout for waiting for transcript after AudioStop # Edited value
+WINDOW_SECONDS = 10  # Send stop/start every 10 seconds
+READ_TIMEOUT_SECONDS = (
+    15.0  # Timeout for waiting for transcript after AudioStop # Edited value
+)
+
 
 async def transcribe(audio_queue: Queue, api_key: str):
     url = "wss://api.deepgram.com/v1/listen?punctuate=true&model=nova&language=en-US&encoding=linear16&sample_rate=16000&channels=1"
-    headers = {
-        "Authorization": f"Token {api_key}"
-    }
+    headers = {"Authorization": f"Token {api_key}"}
 
     while True:
         try:
-            async with websockets.connect(url, extra_headers=headers) as ws: # type: ignore
+            async with websockets.connect(url, extra_headers=headers) as ws:  # type: ignore
                 print("Connected to Deepgram WebSocket")
 
                 async def send_audio():
@@ -59,15 +60,20 @@ async def receive_transcripts():
                                     continue
 
                                 # Extract transcript from the response
-                                if "channel" in response and "alternatives" in response["channel"]:
-                                    transcript = response["channel"]["alternatives"][0].get("transcript", "")
+                                if (
+                                    "channel" in response
+                                    and "alternatives" in response["channel"]
+                                ):
+                                    transcript = response["channel"]["alternatives"][
+                                        0
+                                    ].get("transcript", "")
                                     if transcript and transcript.strip():
                                         print("\nTranscript:", transcript.strip())
                             except json.JSONDecodeError as e:
                                 print(f"Error decoding response: {e}")
                             except Exception as e:
                                 print(f"Error processing transcript: {e}")
-                    except websockets.exceptions.ConnectionClosed: # type: ignore
+                    except websockets.exceptions.ConnectionClosed:  # type: ignore
                         print("Connection to Deepgram closed")
                     except Exception as e:
                         print(f"Error in receive_transcripts: {e}")
@@ -82,15 +88,16 @@ async def receive_transcripts():
             print("Retrying connection in 5 seconds...")
             await asyncio.sleep(5)
 
+
 async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
     """
     Connects to a Wyoming server, sends audio from a queue, handles transcripts per segment.
     Connects and disconnects for each audio segment (window).
     """
-    while True: # Loop for handling audio segments (and potential queue termination)
+    while True:  # Loop for handling audio segments (and potential queue termination)
         client = None
         segment_has_audio = False
-        chunk = None # Initialize chunk to handle potential early exit
+        chunk = None  # Initialize chunk to handle potential early exit
 
         try:
             # 1. Connect to the server
@@ -101,18 +108,24 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
             # 2. Tell the server what we intend to do
             logger.debug("Wyoming: Sending Transcribe intent...")
             await client.write_event(
-                Transcribe(name="large-v3", language="en").event()   # or name="large-v3"
+                Transcribe(name="large-v3", language="en").event()  # or name="large-v3"
             )
             logger.debug("Wyoming: Transcribe intent sent.")
 
             # 3. Start Audio Segment
             logger.debug("Wyoming: Sending AudioStart for new segment...")
-            await client.write_event(AudioStart(rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS).event())
+            await client.write_event(
+                AudioStart(
+                    rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS
+                ).event()
+            )
             logger.debug("Wyoming: AudioStart sent.")
             last_start_time = time.monotonic()
 
             # 4. Send Audio Chunks for WINDOW_SECONDS
-            logger.debug(f"Wyoming: Sending audio chunks for {WINDOW_SECONDS} seconds...")
+            logger.debug(
+                f"Wyoming: Sending audio chunks for {WINDOW_SECONDS} seconds..."
+            )
             while True:
                 current_time = time.monotonic()
                 time_elapsed = current_time - last_start_time
@@ -124,31 +137,46 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
 
                 try:
                     # Calculate remaining time in window for timeout
-                    timeout = max(0.1, WINDOW_SECONDS - time_elapsed) # Use small minimum timeout
+                    timeout = max(
+                        0.1, WINDOW_SECONDS - time_elapsed
+                    )  # Use small minimum timeout
                     # Get chunk with timeout to prevent blocking indefinitely if queue is empty
                     chunk = await asyncio.wait_for(audio_queue.get(), timeout=timeout)
 
-                    if chunk is None: # Handle queue termination signal
-                        logger.info("Audio queue finished during chunk sending. Exiting.")
+                    if chunk is None:  # Handle queue termination signal
+                        logger.info(
+                            "Audio queue finished during chunk sending. Exiting."
+                        )
                         # No need to send AudioStop if queue ended before window completion
-                        return # Exit the entire function if queue is done
+                        return  # Exit the entire function if queue is done
 
                     # Send audio chunk
                     logger.debug(f"Wyoming: Sending AudioChunk ({len(chunk)} bytes)...")
-                    await client.write_event(AudioChunk(audio=chunk, rate=SAMPLE_RATE, width=SAMPLE_WIDTH, channels=CHANNELS).event())
-                    segment_has_audio = True # Mark that we sent audio in this segment
+                    await client.write_event(
+                        AudioChunk(
+                            audio=chunk,
+                            rate=SAMPLE_RATE,
+                            width=SAMPLE_WIDTH,
+                            channels=CHANNELS,
+                        ).event()
+                    )
+                    segment_has_audio = True  # Mark that we sent audio in this segment
                     logger.debug("Wyoming: AudioChunk sent.")
 
                 except asyncio.TimeoutError:
                     # Expected if no audio comes within the window's remaining time
-                    logger.debug("Timeout waiting for audio chunk, window likely finished.")
-                    break # Exit chunk sending loop
+                    logger.debug(
+                        "Timeout waiting for audio chunk, window likely finished."
+                    )
+                    break  # Exit chunk sending loop
                 except asyncio.CancelledError:
                     logger.info("Chunk sending task cancelled.")
-                    raise # Re-raise cancellation
+                    raise  # Re-raise cancellation
                 except Exception as e:
-                    logger.error(f"Error getting/sending audio chunk: {e}", exc_info=True)
-                    raise # Re-raise other exceptions to break segment processing
+                    logger.error(
+                        f"Error getting/sending audio chunk: {e}", exc_info=True
+                    )
+                    raise  # Re-raise other exceptions to break segment processing
 
             # 5. Stop Audio Segment (only if audio was sent in this window)
             if segment_has_audio:
@@ -157,71 +185,110 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
                 logger.debug("Wyoming: AudioStop sent.")
 
                 # 6. Read Transcript for the Segment
-                logger.debug(f"Wyoming: Reading events for transcript (timeout={READ_TIMEOUT_SECONDS}s)...")
+                logger.debug(
+                    f"Wyoming: Reading events for transcript (timeout={READ_TIMEOUT_SECONDS}s)..."
+                )
                 try:
-                    while True: # Loop to read events until transcript or timeout/error
-                        event = await asyncio.wait_for(client.read_event(), timeout=READ_TIMEOUT_SECONDS)
+                    while True:  # Loop to read events until transcript or timeout/error
+                        event = await asyncio.wait_for(
+                            client.read_event(), timeout=READ_TIMEOUT_SECONDS
+                        )
 
                         if event is None:
-                            logger.warning("Wyoming connection closed by server unexpectedly while waiting for transcript.")
+                            logger.warning(
+                                "Wyoming connection closed by server unexpectedly while waiting for transcript."
+                            )
                             # Server might close connection after sending transcript/error, treat as end of segment read
                             break
 
-                        logger.debug(f"Wyoming: Received event raw: {event}") # DEBUG
-                        logger.debug(f"Wyoming: Received event type: {type(event)}") # DEBUG
-                        if hasattr(event, 'data'):
-                           logger.debug(f"Wyoming: Received event data: {event.data}") # DEBUG
+                        logger.debug(f"Wyoming: Received event raw: {event}")  # DEBUG
+                        logger.debug(
+                            f"Wyoming: Received event type: {type(event)}"
+                        )  # DEBUG
+                        if hasattr(event, "data"):
+                            logger.debug(
+                                f"Wyoming: Received event data: {event.data}"
+                            )  # DEBUG
 
                         # Check for transcription event
-                        if isinstance(event, Event) and event.type == 'transcript' and 'text' in event.data:
-                            transcript = event.data['text']
+                        if (
+                            isinstance(event, Event)
+                            and event.type == "transcript"
+                            and "text" in event.data
+                        ):
+                            transcript = event.data["text"]
                             if transcript and transcript.strip():
                                 logger.info(f"Transcript: {transcript.strip()}")
                             # Assume one transcript per segment, break after receiving it
-                            logger.debug("Breaking read loop after receiving transcript.")
+                            logger.debug(
+                                "Breaking read loop after receiving transcript."
+                            )
                             break
-                        elif isinstance(event, Event) and event.type == 'error':
+                        elif isinstance(event, Event) and event.type == "error":
                             logger.error(f"Wyoming server error event: {event.data}")
                             # Break on error, segment finished (with error)
                             break
                         else:
-                            logger.debug(f"Received non-transcript/non-error event: type={type(event)}")
+                            logger.debug(
+                                f"Received non-transcript/non-error event: type={type(event)}"
+                            )
                             # Continue reading other events until transcript/error or timeout
 
                 except asyncio.TimeoutError:
-                    logger.warning(f"Timeout waiting for transcript after {READ_TIMEOUT_SECONDS}s.")
+                    logger.warning(
+                        f"Timeout waiting for transcript after {READ_TIMEOUT_SECONDS}s."
+                    )
                     # Continue to the next segment even if no transcript was received
-                except (ConnectionClosedOK, ConnectionClosedError, ConnectionResetError) as close_err:
-                     logger.info(f"Wyoming connection closed gracefully/expectedly after sending audio: {close_err}")
-                     # This is expected if the server closes after sending the transcript/error
+                except (
+                    ConnectionClosedOK,
+                    ConnectionClosedError,
+                    ConnectionResetError,
+                ) as close_err:
+                    logger.info(
+                        f"Wyoming connection closed gracefully/expectedly after sending audio: {close_err}"
+                    )
+                    # This is expected if the server closes after sending the transcript/error
                 except asyncio.CancelledError:
-                     logger.info("Transcript reading task cancelled.")
-                     raise # Re-raise cancellation
+                    logger.info("Transcript reading task cancelled.")
+                    raise  # Re-raise cancellation
                 except Exception as e:
                     logger.error(f"Error reading transcript event: {e}", exc_info=True)
                     # Depending on the error, might want to raise or just log and continue
                     # For now, log and continue to the finally block/next segment
             else:
-                logger.info("Skipping AudioStop and transcript read as no audio was sent in this window.")
+                logger.info(
+                    "Skipping AudioStop and transcript read as no audio was sent in this window."
+                )
 
-        except (ConnectionRefusedError, ConnectionResetError, ConnectionError, WebSocketException) as conn_err:
-            logger.error(f"Wyoming connection/websocket error during segment: {conn_err}")
+        except (
+            ConnectionRefusedError,
+            ConnectionResetError,
+            ConnectionError,
+            WebSocketException,
+        ) as conn_err:
+            logger.error(
+                f"Wyoming connection/websocket error during segment: {conn_err}"
+            )
             # Connection error for a segment, wait before retrying the *next* segment
             await asyncio.sleep(5)
         except asyncio.CancelledError:
-             logger.info("Main transcription task cancelled during segment processing.")
-             break # Exit outer loop if cancelled
+            logger.info("Main transcription task cancelled during segment processing.")
+            break  # Exit outer loop if cancelled
         except Exception as e:
-            logger.error(f"Unexpected error during segment processing: {e}", exc_info=True)
+            logger.error(
+                f"Unexpected error during segment processing: {e}", exc_info=True
+            )
             # Log unexpected error and wait before next segment attempt
             await asyncio.sleep(5)
         finally:
-            if client: # Check if client was successfully created
-                logger.info("Attempting to disconnect from Wyoming server for this segment...")
-                with suppress(Exception): # Suppress errors during cleanup disconnect
+            if client:  # Check if client was successfully created
+                logger.info(
+                    "Attempting to disconnect from Wyoming server for this segment..."
+                )
+                with suppress(Exception):  # Suppress errors during cleanup disconnect
                     await client.disconnect()
                     logger.info("Disconnected from Wyoming server for this segment.")
-            client = None # Ensure client is reset for the next loop iteration
+            client = None  # Ensure client is reset for the next loop iteration
 
         # Check if the task was cancelled before potentially sleeping/looping
         task = asyncio.current_task()
@@ -231,5 +298,6 @@ async def transcribe_wyoming(audio_queue: Queue, wyoming_url: str):
 
     logger.info("Exiting transcribe_wyoming function.")
 
+
 # Ensure logging is configured if this module is run directly or imported early
 # logging.basicConfig(level=logging.DEBUG)
diff --git a/extras/friend-lite-sdk/friend_lite/uuids.py b/extras/friend-lite-sdk/friend_lite/uuids.py
index c560a993..f8878c31 100644
--- a/extras/friend-lite-sdk/friend_lite/uuids.py
+++ b/extras/friend-lite-sdk/friend_lite/uuids.py
@@ -13,3 +13,32 @@
 
 # Neo1 control characteristic UUID (sleep/wake)
 NEO1_CTRL_CHAR_UUID = "19B10003-E8F2-537E-4F6C-D104768A1214"
+
+# Elato speaker downlink characteristic (WRITE / WRITE_NR). Elato-specific — OMI devices have
+# no speaker. The relay writes opcode-framed Opus (24 kHz mono) here; the firmware reassembles
+# fragments and plays them. Byte 0 of every write is an opcode (see SPEAKER_OP_* below).
+ELATO_SPEAKER_CHAR_UUID = "19B10004-E8F2-537E-4F6C-D104768A1214"
+SPEAKER_OP_START = 0x01  # speak-start: reset + arm playback (no payload)
+SPEAKER_OP_END = 0x02  # speak-end: drain then stop (no payload)
+SPEAKER_OP_STOP = 0x03  # speak-stop / barge-in: flush now (no payload)
+SPEAKER_OP_AUDIO = (
+    0x10  # [0x10][flags][opus...]; flags bit0 = final fragment of a packet
+)
+
+# Features service
+FEATURES_SERVICE_UUID = "19B10020-E8F2-537E-4F6C-D104768A1214"
+FEATURES_CHAR_UUID = "19B10021-E8F2-537E-4F6C-D104768A1214"
+
+# Storage / WiFi sync service
+STORAGE_SERVICE_UUID = "30295780-4301-EABD-2904-2849ADFEAE43"
+STORAGE_DATA_STREAM_CHAR_UUID = "30295781-4301-EABD-2904-2849ADFEAE43"
+STORAGE_READ_CONTROL_CHAR_UUID = "30295782-4301-EABD-2904-2849ADFEAE43"
+STORAGE_WIFI_CHAR_UUID = "30295783-4301-EABD-2904-2849ADFEAE43"
+
+# Haptic service
+HAPTIC_SERVICE_UUID = "CAB1AB95-2EA5-4F4D-BB56-874B72CFC984"
+HAPTIC_CHAR_UUID = "CAB1AB96-2EA5-4F4D-BB56-874B72CFC984"
+
+# Feature flags (bitmask values from firmware features.h)
+FEATURE_HAPTIC = 1 << 5
+FEATURE_WIFI = 1 << 9
diff --git a/extras/friend-lite-sdk/friend_lite/wifi.py b/extras/friend-lite-sdk/friend_lite/wifi.py
new file mode 100644
index 00000000..79eae8b5
--- /dev/null
+++ b/extras/friend-lite-sdk/friend_lite/wifi.py
@@ -0,0 +1,14 @@
+"""WiFi sync error codes matching firmware protocol."""
+
+from enum import IntEnum
+
+
+class WifiErrorCode(IntEnum):
+    SUCCESS = 0x00
+    INVALID_PACKET_LENGTH = 0x01
+    INVALID_SETUP_LENGTH = 0x02
+    SSID_LENGTH_INVALID = 0x03
+    PASSWORD_LENGTH_INVALID = 0x04
+    SESSION_ALREADY_RUNNING = 0x05
+    HARDWARE_NOT_AVAILABLE = 0xFE
+    UNKNOWN_COMMAND = 0xFF
diff --git a/extras/friend-lite-sdk/pyproject.toml b/extras/friend-lite-sdk/pyproject.toml
index edb25109..81fa1087 100644
--- a/extras/friend-lite-sdk/pyproject.toml
+++ b/extras/friend-lite-sdk/pyproject.toml
@@ -2,8 +2,21 @@
 name = "friend-lite-sdk"
 version = "0.3.0"
 description = "Python SDK for OMI/Neo1 BLE wearable devices — audio streaming, button events, and device control"
+readme = "README.md"
 requires-python = ">= 3.10"
 license = "MIT"
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Developers",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Topic :: Software Development :: Libraries",
+    "Topic :: System :: Hardware",
+]
+keywords = ["ble", "bluetooth", "wearable", "omi", "audio", "streaming"]
 dependencies = [
     "bleak>=0.22.3",
     "numpy>=1.26",
@@ -12,7 +25,8 @@ dependencies = [
 ]
 
 [project.urls]
-Homepage = "https://github.com/AnkushMalaker/chronicle"
+Homepage = "https://github.com/SimpleOpenSoftware/chronicle"
+Repository = "https://github.com/SimpleOpenSoftware/chronicle"
 "Original Project" = "https://github.com/BasedHardware/omi"
 
 [project.optional-dependencies]
diff --git a/extras/havpe-relay/.dockerignore b/extras/havpe-relay/.dockerignore
index cdac220a..5e8d8c42 100644
--- a/extras/havpe-relay/.dockerignore
+++ b/extras/havpe-relay/.dockerignore
@@ -1,5 +1,9 @@
 *
 !main.py
+!relay_core.py
+!device_controller.py
+!service.py
+!tone_server.py
 !pyproject.toml
 !uv.lock
-!.env
\ No newline at end of file
+!.env
diff --git a/extras/havpe-relay/.env.template b/extras/havpe-relay/.env.template
index 2c13fda5..36cd444e 100644
--- a/extras/havpe-relay/.env.template
+++ b/extras/havpe-relay/.env.template
@@ -3,9 +3,14 @@ BACKEND_URL="http://host.docker.internal:8000"
 BACKEND_WS_URL="ws://host.docker.internal:8000"
 
 # Authentication
-AUTH_USERNAME= 
+AUTH_USERNAME=
 AUTH_PASSWORD=
 
 # Device Configuration
 DEVICE_NAME=havpe
-TCP_PORT=8989
\ No newline at end of file
+TCP_PORT=8989
+
+# ESPHome device IP (optional). If set, the relay connects ESPHome API to this
+# IP for LED/speaker/button control instead of using the TCP client's IP.
+# Set this to your ESP32's LAN IP for reliable ESPHome connectivity.
+# ESPHOME_DEVICE_IP=192.168.0.149
diff --git a/extras/havpe-relay/.gitignore b/extras/havpe-relay/.gitignore
new file mode 100644
index 00000000..6d4abecf
--- /dev/null
+++ b/extras/havpe-relay/.gitignore
@@ -0,0 +1,15 @@
+# ESPHome build artifacts
+firmware/.esphome/
+
+# Firmware secrets (generated by init.py)
+firmware/secrets.yaml
+
+# Audio recordings (debug mode)
+audio_chunks/
+
+# Python
+__pycache__/
+*.pyc
+
+# Runtime staging dir for backend-pushed audio (tone_server.py)
+audio_cache/
diff --git a/extras/havpe-relay/Dockerfile b/extras/havpe-relay/Dockerfile
index b5942d50..f0350cfd 100644
--- a/extras/havpe-relay/Dockerfile
+++ b/extras/havpe-relay/Dockerfile
@@ -31,4 +31,4 @@ COPY . .
 EXPOSE 8989
 
 # Run the application
-CMD ["uv", "run", "python3", "main.py"] 
\ No newline at end of file
+CMD ["uv", "run", "python3", "main.py"]
diff --git a/extras/havpe-relay/README.md b/extras/havpe-relay/README.md
index f5a6b5db..fe6c996a 100644
--- a/extras/havpe-relay/README.md
+++ b/extras/havpe-relay/README.md
@@ -1,164 +1,183 @@
 # HAVPE Relay (Home Assistant Voice Preview Edition Relay)
 
-TCP-to-WebSocket relay for ESPHome Voice-PE that connects to the Omi advanced backend.
+TCP-to-WebSocket relay that bridges ESP32 Voice-PE devices to the Chronicle backend.
 
-## Features
-
-- **TCP Server**: Listens on port 8989 for ESP32 Voice-PE connections
-- **Audio Format Conversion**: Converts 32-bit PCM to 16-bit PCM using easy-audio-interfaces
-- **WebSocket Client**: Forwards converted audio to backend at `/ws?codec=pcm` endpoint
-- **Graceful Handling**: Supports reconnections and proper cleanup
-- **Configurable**: Command-line options for ports and endpoints
+## Architecture
 
-## Audio Processing
+```
+ESP32 Voice-PE ──TCP:8989──► HAVPE Relay ──WebSocket──► Chronicle Backend
+  (32-bit stereo)            (16-bit mono)               (/ws?codec=pcm)
+```
 
-- **Input Format**: 32-bit PCM, 16kHz, 2 channels (from ESP32 Voice-PE)
-- **Output Format**: 16-bit PCM, 16kHz, 2 channels (to backend)
-- **Conversion**: Uses easy-audio-interfaces for robust audio processing
+The relay:
+- Listens for raw TCP audio from an ESP32 running ESPHome
+- Converts 32-bit stereo I2S data to 16-bit mono PCM
+- Authenticates with the Chronicle backend (JWT)
+- Streams audio over WebSocket using the Wyoming protocol
 
-## Installation
+## Quick Start
 
-Make sure you're in the havpe-relay directory:
+### 1. Configure
 
 ```bash
-cd havpe-relay
+cd extras/havpe-relay
+./init.sh
 ```
 
-Install dependencies (already configured in pyproject.toml):
+The setup wizard configures:
+- Backend URL and WebSocket URL
+- Authentication credentials (reads defaults from backend `.env`)
+- Device name and TCP port
+- (Optional) ESP32 firmware WiFi and relay IP secrets
 
-```bash
-uv sync
-```
-
-## Usage
+### 2. Flash the ESP32 Firmware
 
-### Basic Usage
+See [Firmware Flashing](#firmware-flashing) below.
 
-Start the relay with default settings:
+### 3. Start the Relay
 
 ```bash
-uv run main.py
-```
+# With Docker
+docker compose up --build -d
 
-This will:
-- Listen for TCP connections on port 8989
-- Forward to WebSocket at `ws://127.0.0.1:8000/ws?codec=pcm`
+# Or run directly
+uv run python main.py
+```
 
-### Advanced Usage
+## Firmware Flashing
 
-```bash
-# Custom TCP port
-uv run main.py --tcp-port 9090
+The `firmware/` directory contains the ESPHome configuration for the ESP32-S3 Voice-PE.
 
-# Custom WebSocket URL
-uv run main.py --ws-url "ws://192.168.1.100:8000/ws?codec=pcm"
+### Configure Secrets
 
-# Verbose logging
-uv run main.py -v    # INFO level
-uv run main.py -vv   # DEBUG level
+If you didn't configure firmware during `./init.sh`, create the secrets file manually:
 
-# Full configuration example
-uv run main.py --tcp-port 8989 --ws-url "ws://localhost:8000/ws?codec=pcm" -v
+```bash
+cd firmware
+cp secrets.template.yaml secrets.yaml
 ```
 
-### Command Line Options
+Edit `secrets.yaml` with your values:
 
-| Option | Default | Description |
-|--------|---------|-------------|
-| `--tcp-port` | 8989 | TCP port to listen on for ESP32 connections |
-| `--ws-url` | `ws://127.0.0.1:8000/ws?codec=pcm` | WebSocket URL to forward audio to |
-| `-v` / `--verbose` | WARNING | Increase verbosity (-v: INFO, -vv: DEBUG) |
+```yaml
+wifi_ssid: "YourWiFiNetwork"
+wifi_password: "YourWiFiPassword"
+relay_ip_address: "192.168.0.108"   # IP of the machine running this relay
+```
 
-## Architecture
+### Flash
 
-```
-ESP32 Voice-PE → TCP:8989 → HAVPE Relay → WebSocket:/ws?codec=pcm → Omi Backend
-     (32-bit PCM)                    (16-bit PCM)
+Connect the ESP32-S3 Voice-PE via USB, then:
+
+```bash
+./flash.sh
 ```
 
-## Integration with Backend
+This installs ESPHome via the `firmware` dependency group and runs `esphome run`. On first flash ESPHome will:
+1. Download and compile the ESP-IDF framework (~5 min first time)
+2. Build the firmware
+3. Flash over USB (select the serial port when prompted)
 
-The relay automatically includes the following WebSocket parameters when connecting to the backend:
+Subsequent flashes are faster (incremental builds) and can be done over WiFi (OTA).
 
-- `user_id=esp32_voice_pe` - Identifies the audio source
-- `rate=16000` - Sample rate (16kHz)
-- `width=2` - Sample width (16-bit = 2 bytes)
-- `channels=2` - Stereo audio
-- `src=voice_pe` - Source identifier
+To view device logs:
 
-Example WebSocket URL sent to backend:
-```
-ws://127.0.0.1:8000/ws?codec=pcm?user_id=esp32_voice_pe&rate=16000&width=2&channels=2&src=voice_pe
+```bash
+./flash.sh logs
 ```
 
-## Development
+### Hardware Wiring
 
-### Project Structure
+The ESPHome config (`voice-chronicle.yaml`) expects an I2S microphone on these pins:
 
-```
-havpe-relay/
-├── main.py           # Main relay implementation
-├── pyproject.toml    # Project configuration
-├── uv.lock          # Dependency lock file
-├── README.md        # This file
-├── .python-version  # Python version (3.12)
-└── .venv/           # Virtual environment
-```
+| Signal | GPIO |
+|--------|------|
+| BCLK   | 13   |
+| LRCLK  | 14   |
+| DIN    | 15   |
 
-### Dependencies
+These match the default Voice-PE board pinout. If your board differs, edit the pin numbers in `voice-chronicle.yaml`.
 
-- `easy-audio-interfaces>=0.2.6` - Audio processing and format conversion
-- `websockets>=15.0.1` - WebSocket client implementation
-- Python 3.12+ required
+### Verify Connection
 
-### Audio Conversion Details
+After flashing, the ESP32 will:
+1. Connect to WiFi
+2. Open a TCP socket to `relay_ip_address:8989`
+3. Stream raw I2S audio data
 
-The relay uses a two-step process for audio conversion:
+Check the relay logs to confirm audio is flowing:
 
-1. **Input Processing**: Wraps incoming TCP data in `AudioChunk` format
-2. **Format Conversion**: Converts 32-bit float PCM to 16-bit integer PCM
-   - Clamps values to [-1, 1] range
-   - Scales to 16-bit integer range (-32767 to 32767)
-   - Maintains sample rate and channel count
+```bash
+# Docker
+docker compose logs -f
 
-## Troubleshooting
+# Direct
+uv run python main.py -v
+```
 
-### Common Issues
+You should see `TCP client connected` followed by chunk processing messages.
 
-1. **Connection Refused**: Ensure the backend is running on the specified WebSocket URL
-2. **TCP Port in Use**: Another service might be using port 8989
-3. **Audio Quality Issues**: Check that ESP32 is sending 32-bit PCM data
+## Configuration
 
-### Debug Mode
+### Environment Variables (`.env`)
 
-Run with debug logging to see detailed audio processing:
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `BACKEND_URL` | `http://host.docker.internal:8000` | Backend HTTP URL (for auth) |
+| `BACKEND_WS_URL` | `ws://host.docker.internal:8000` | Backend WebSocket URL |
+| `AUTH_USERNAME` | — | Email address for Chronicle login |
+| `AUTH_PASSWORD` | — | Password for Chronicle login |
+| `DEVICE_NAME` | `havpe` | Device identifier (becomes part of client ID) |
+| `TCP_PORT` | `8989` | TCP port to listen on for ESP32 |
+
+### Command Line Options
 
 ```bash
-uv run main.py -vv
+uv run python main.py --help
 ```
 
-This will show:
-- TCP connection details
-- Audio chunk sizes and conversion rates
-- WebSocket message sizes
-- Error details
-
-### Monitoring
+| Option | Default | Description |
+|--------|---------|-------------|
+| `--port` | 8989 | TCP port for ESP32 connections |
+| `--host` | `0.0.0.0` | Host address to bind to |
+| `--backend-url` | from env | Backend API URL |
+| `--backend-ws-url` | from env | Backend WebSocket URL |
+| `--username` | from env | Auth username |
+| `--password` | from env | Auth password |
+| `--debug-audio` | off | Save raw audio to `audio_chunks/` |
+| `-v` / `-vv` | WARNING | Increase log verbosity |
 
-Watch the logs for:
-- `TCP client connected` - ESP32 successfully connected
-- `WebSocket connected` - Backend connection established
-- `Relayed X bytes (32-bit) -> Y bytes (16-bit)` - Audio being processed
-- Conversion ratio should be approximately 2:1 (32-bit to 16-bit)
+## Project Structure
 
-## Testing
+```
+havpe-relay/
+├── main.py                        # Relay server
+├── init.py                        # Setup wizard
+├── init.sh                        # Setup wizard wrapper
+├── flash.sh                       # Firmware flash wrapper
+├── .env.template                  # Environment template
+├── docker-compose.yml             # Docker config
+├── Dockerfile                     # Container build
+├── firmware/
+│   ├── voice-chronicle.yaml       # ESPHome config for ESP32-S3
+│   ├── chronicle-sdk/chronicle.h  # Wyoming protocol TCP client
+│   ├── secrets.template.yaml      # Secrets template
+│   └── secrets.yaml               # Your secrets (gitignored)
+└── pyproject.toml                 # Python dependencies
+```
 
-You can test the relay using the provided test listener (if needed):
+## Troubleshooting
 
-1. Start the test WebSocket listener on port 8000
-2. Start the relay: `uv run main.py -v`
-3. Connect your ESP32 Voice-PE device to the relay on port 8989
+### ESP32 won't connect to relay
+- Verify `relay_ip_address` in `firmware/secrets.yaml` matches this machine's LAN IP
+- Ensure the relay is running and port 8989 is not firewalled
+- Check ESP32 serial logs: `esphome logs firmware/voice-chronicle.yaml`
 
-## License
+### Authentication failures
+- Verify credentials: try logging in at `BACKEND_URL/docs` with the same email/password
+- Check the backend is reachable from the relay host
 
-This project is part of the chronicle ecosystem.
+### No audio in Chronicle
+- Run with `-v` to confirm chunks are being sent
+- Run with `--debug-audio` to save raw audio locally and verify it's not silence
+- Check backend WebSocket logs for the connection
diff --git a/extras/havpe-relay/device_controller.py b/extras/havpe-relay/device_controller.py
new file mode 100644
index 00000000..843247c5
--- /dev/null
+++ b/extras/havpe-relay/device_controller.py
@@ -0,0 +1,264 @@
+"""
+ESPHome API client for HAVPE device I/O.
+
+Manages the ESPHome native API connection (port 6053) for:
+  - Subscribing to text_sensor state changes (button presses, dial rotation)
+  - Controlling LED ring colors
+  - Playing audio via media_player
+
+This is separate from the TCP connection (port 8989) used for mic streaming.
+"""
+
+import asyncio
+import logging
+
+import aioesphomeapi
+
+logger = logging.getLogger(__name__)
+
+
+class DeviceController:
+    """ESPHome API client for HAVPE device I/O."""
+
+    def __init__(self):
+        self._client: aioesphomeapi.APIClient | None = None
+        self._event_queue: asyncio.Queue = asyncio.Queue()
+        self._entity_keys: dict[str, int] = {}  # object_id -> key
+        self._connected = False
+
+    @property
+    def connected(self) -> bool:
+        return self._connected
+
+    async def connect(self, device_ip: str, port: int = 6053) -> bool:
+        """Connect to device, discover entities, subscribe to states.
+
+        Returns True on success, False on failure (relay continues without API).
+        """
+        try:
+            self._client = aioesphomeapi.APIClient(
+                address=device_ip,
+                port=port,
+                password="",
+            )
+            # on_stop fires when the API connection drops; flip _connected so the
+            # session's keepalive task notices and re-runs connect() (3D).
+            await self._client.connect(login=True, on_stop=self._on_api_disconnect)
+
+            device_info = await self._client.device_info()
+            logger.info(
+                "ESPHome API connected: %s (%s)",
+                device_info.friendly_name or device_info.name,
+                device_info.mac_address,
+            )
+
+            # Discover entities — map by object_id AND by type (fallback)
+            entities, _ = await self._client.list_entities_services()
+            light_key = None
+            media_player_key = None
+
+            for entity in entities:
+                oid = entity.object_id
+                self._entity_keys[oid] = entity.key
+                logger.debug(
+                    "Entity: %s (key=%d, type=%s)",
+                    oid,
+                    entity.key,
+                    type(entity).__name__,
+                )
+
+                # Type-based discovery for light and media_player
+                if isinstance(entity, aioesphomeapi.LightInfo) and light_key is None:
+                    light_key = entity.key
+                elif (
+                    isinstance(entity, aioesphomeapi.MediaPlayerInfo)
+                    and media_player_key is None
+                ):
+                    media_player_key = entity.key
+                elif (
+                    isinstance(entity, aioesphomeapi.NumberInfo)
+                    and oid == "led_hold_duration"
+                ):
+                    self._entity_keys["_led_hold_duration"] = entity.key
+                    logger.info("LED hold duration entity found (key=%d)", entity.key)
+
+            # Store type-discovered keys under canonical names
+            if light_key is not None:
+                self._entity_keys["_light"] = light_key
+                logger.info("Light entity found (key=%d)", light_key)
+            else:
+                logger.warning("No light entity found on device")
+
+            if media_player_key is not None:
+                self._entity_keys["_media_player"] = media_player_key
+                logger.info("Media player entity found (key=%d)", media_player_key)
+            else:
+                logger.warning("No media_player entity found on device")
+
+            # Check text_sensors
+            for name in ["button_action", "dial_action"]:
+                if name in self._entity_keys:
+                    logger.info(
+                        "Text sensor '%s' found (key=%d)", name, self._entity_keys[name]
+                    )
+                else:
+                    logger.warning("Text sensor '%s' not found", name)
+
+            # Subscribe to state changes
+            self._client.subscribe_states(self._on_state_change)
+            self._connected = True
+            return True
+
+        except Exception as e:
+            logger.warning(
+                "ESPHome API connection failed: %s (relay continues audio-only)", e
+            )
+            self._connected = False
+            return False
+
+    async def _on_api_disconnect(self, expected_disconnect: bool) -> None:
+        """aioesphomeapi on_stop callback: the API connection dropped.
+
+        Mark ourselves disconnected so the session's keepalive task re-runs the
+        full connect()/discovery. We don't reconnect here to avoid racing an
+        intentional disconnect() during teardown.
+        """
+        self._connected = False
+        if not expected_disconnect:
+            logger.warning("ESPHome API connection lost — will attempt reconnect")
+
+    def _on_state_change(self, state) -> None:
+        """Sync callback from aioesphomeapi. Enqueues button/dial events."""
+        if not isinstance(state, aioesphomeapi.TextSensorState):
+            return
+
+        key = state.key
+        value = state.state
+        if not value:
+            return
+
+        # Match key to our known text_sensors
+        if key == self._entity_keys.get("button_action"):
+            event = {"type": "button-event", "state": value}
+            self._event_queue.put_nowait(event)
+            logger.info("Button event: %s", value)
+        elif key == self._entity_keys.get("dial_action"):
+            event = {"type": "dial-event", "direction": value}
+            self._event_queue.put_nowait(event)
+            logger.info("Dial event: %s", value)
+
+    async def get_event(self) -> dict:
+        """Await next device event from queue."""
+        return await self._event_queue.get()
+
+    async def set_led(
+        self,
+        r: float,
+        g: float,
+        b: float,
+        brightness: float = 0.3,
+        duration: float = 5.0,
+    ) -> None:
+        """Set LED ring color. Values 0.0-1.0. Duration in seconds. No-op if not connected."""
+        key = self._entity_keys.get("_light")
+        if not self._connected or not self._client or key is None:
+            logger.debug("set_led skipped: not connected or no light entity")
+            return
+
+        try:
+            # Set hold duration first (processed before light command on device)
+            dur_key = self._entity_keys.get("_led_hold_duration")
+            if dur_key is not None:
+                self._client.number_command(key=dur_key, state=duration)
+
+            self._client.light_command(
+                key=key,
+                state=True,
+                rgb=(r, g, b),
+                brightness=brightness,
+            )
+            logger.info(
+                "LED set: rgb=(%.1f, %.1f, %.1f) br=%.1f dur=%.1fs",
+                r,
+                g,
+                b,
+                brightness,
+                duration,
+            )
+        except Exception as e:
+            logger.warning("LED command failed: %s", e)
+
+    async def set_led_effect(
+        self,
+        effect: str,
+        r: float = 0.0,
+        g: float = 0.0,
+        b: float = 0.0,
+        brightness: float = 0.4,
+        duration: float = 5.0,
+    ) -> None:
+        """Activate a named addressable LED effect on the ring.
+
+        ``effect`` is one of the firmware effect names (e.g. "Listening For
+        Command", "Thinking", "Replying", "Error"); the rgb values set the base
+        colour the effect tints with. ``effect="None"`` stops any running effect.
+        ``duration`` arms the firmware's status-LED override hold so the ring
+        reverts to the connectivity colour afterwards. No-op if not connected.
+        """
+        key = self._entity_keys.get("_light")
+        if not self._connected or not self._client or key is None:
+            logger.debug("set_led_effect skipped: not connected or no light entity")
+            return
+
+        try:
+            # Set hold duration first (processed before the light command on device)
+            dur_key = self._entity_keys.get("_led_hold_duration")
+            if dur_key is not None:
+                self._client.number_command(key=dur_key, state=duration)
+
+            self._client.light_command(
+                key=key,
+                state=True,
+                rgb=(r, g, b),
+                brightness=brightness,
+                effect=effect,
+            )
+            logger.info(
+                "LED effect: %s rgb=(%.1f, %.1f, %.1f) br=%.1f dur=%.1fs",
+                effect,
+                r,
+                g,
+                b,
+                brightness,
+                duration,
+            )
+        except Exception as e:
+            logger.warning("LED effect command failed: %s", e)
+
+    async def play_audio(self, url: str, announcement: bool = True) -> None:
+        """Play audio URL via media_player. No-op if not connected."""
+        key = self._entity_keys.get("_media_player")
+        if not self._connected or not self._client or key is None:
+            logger.debug("play_audio skipped: not connected or no media_player entity")
+            return
+
+        try:
+            self._client.media_player_command(
+                key=key,
+                media_url=url,
+                announcement=announcement,
+            )
+            logger.info("Play audio: %s (announcement=%s)", url, announcement)
+        except Exception as e:
+            logger.warning("Play audio command failed: %s", e)
+
+    async def disconnect(self) -> None:
+        """Disconnect from device."""
+        self._connected = False
+        if self._client:
+            try:
+                await self._client.disconnect()
+            except Exception:
+                pass
+            self._client = None
+        logger.info("ESPHome API disconnected")
diff --git a/extras/havpe-relay/docker-compose.yml b/extras/havpe-relay/docker-compose.yml
index 055f6492..58d75fcc 100644
--- a/extras/havpe-relay/docker-compose.yml
+++ b/extras/havpe-relay/docker-compose.yml
@@ -1,28 +1,31 @@
 services:
   havpe-relay:
+    image: ${CHRONICLE_REGISTRY:-}chronicle-havpe-relay:${CHRONICLE_TAG:-latest}
     build:
       context: .
       dockerfile: Dockerfile
-    ports:
-      - "${TCP_PORT:-8989}:8989"
+    network_mode: host
+    env_file: .env
     environment:
-      # Connect to backend running on host (adjust as needed)
-      - WS_URL=${WS_URL:-ws://host.docker.internal:8000/ws?codec=pcm}
       - TCP_PORT=${TCP_PORT:-8989}
-      # Authentication credentials for backend
-      - AUTH_USERNAME=${AUTH_USERNAME}
-      - AUTH_PASSWORD=${AUTH_PASSWORD}
-      # - VERBOSE=${VERBOSE:-1}
+      - ESPHOME_DEVICE_IP=${ESPHOME_DEVICE_IP:-}
       - DEBUG=${DEBUG:-0}
     restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "netstat", "-an", "|", "grep", "8989"]
-      interval: 30s
-      timeout: 10s
-      retries: 3
-      start_period: 10s
-    command: ["uv", "run", "python3", "main.py"] 
-    extra_hosts:
-      - "host.docker.internal:host-gateway"
+    command: ["uv", "run", "python3", "main.py", "-v",
+              "--backend-url", "${BACKEND_URL:-http://host.docker.internal:8000}",
+              "--backend-ws-url", "${BACKEND_WS_URL:-ws://host.docker.internal:8000}"]
     volumes:
-      - ./audio_chunks:/app/audio_chunks
\ No newline at end of file
+      - ./audio_chunks:/app/audio_chunks
+
+  # Edge agent sidecar — advertises this service on the Tailnet
+  edge-agent:
+    build:
+      context: ../../edge
+    network_mode: host
+    environment:
+      - ADVERTISE=chronicle-relay:8989
+    volumes:
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro
+    restart: unless-stopped
+    profiles:
+      - edge
diff --git a/extras/havpe-relay/firmware/.gitignore b/extras/havpe-relay/firmware/.gitignore
new file mode 100644
index 00000000..d8b4157a
--- /dev/null
+++ b/extras/havpe-relay/firmware/.gitignore
@@ -0,0 +1,5 @@
+# Gitignore settings for ESPHome
+# This is an example and may include too much for your use-case.
+# You can modify this file to suit your needs.
+/.esphome/
+/secrets.yaml
diff --git a/extras/havpe-relay/firmware/chronicle-sdk/chronicle.h b/extras/havpe-relay/firmware/chronicle-sdk/chronicle.h
new file mode 100644
index 00000000..d56049b0
--- /dev/null
+++ b/extras/havpe-relay/firmware/chronicle-sdk/chronicle.h
@@ -0,0 +1,114 @@
+/**
+ * chronicle.h - Wyoming protocol TCP client for Chronicle relay.
+ *
+ * Sends Wyoming-formatted messages over TCP (JSONL + binary payload).
+ * The relay forwards them to the backend WebSocket as-is.
+ *
+ * Wire format per message:
+ *   JSON line terminated by \n
+ *   If payload_length > 0: raw binary bytes follow
+ *
+ * All functions are safe to call from ESPHome lambdas.
+ */
+#pragma once
+
+#include <cstdio>
+#include <cstring>
+#include "esp_log.h"
+#include <lwip/sockets.h>
+#include <lwip/inet.h>
+
+namespace chronicle {
+
+static const char* TAG = "chronicle";
+
+static int sockfd = -1;
+static bool connected = false;
+
+// Scratch buffer for JSON lines (256 bytes is plenty for Wyoming headers)
+static char json_buf[256];
+
+// ── connect to relay ────────────────────────────────────────────
+bool connect_relay(const char* ip, int port) {
+    sockfd = lwip_socket(AF_INET, SOCK_STREAM, 0);
+    if (sockfd < 0) {
+        ESP_LOGE(TAG, "socket() failed");
+        return false;
+    }
+
+    struct timeval tv = {.tv_sec = 5, .tv_usec = 0};
+    lwip_setsockopt(sockfd, SOL_SOCKET, SO_SNDTIMEO, &tv, sizeof(tv));
+
+    struct sockaddr_in dest = {};
+    dest.sin_family = AF_INET;
+    dest.sin_port = htons(port);
+    inet_pton(AF_INET, ip, &dest.sin_addr);
+
+    if (lwip_connect(sockfd, (struct sockaddr*)&dest, sizeof(dest)) < 0) {
+        ESP_LOGW(TAG, "connect to %s:%d failed errno=%d", ip, port, errno);
+        lwip_close(sockfd);
+        sockfd = -1;
+        return false;
+    }
+
+    connected = true;
+    ESP_LOGI(TAG, "TCP connected to relay %s:%d", ip, port);
+    return true;
+}
+
+bool is_connected() { return connected && sockfd >= 0; }
+
+void disconnect() {
+    if (sockfd >= 0) lwip_close(sockfd);
+    sockfd = -1;
+    connected = false;
+}
+
+// ── internal: send all bytes reliably ───────────────────────────
+static bool send_all(const void* data, size_t len) {
+    if (sockfd < 0) return false;
+    const uint8_t* p = (const uint8_t*)data;
+    size_t sent = 0;
+    while (sent < len) {
+        ssize_t n = lwip_send(sockfd, p + sent, len - sent, 0);
+        if (n <= 0) { disconnect(); return false; }
+        sent += n;
+    }
+    return true;
+}
+
+// ── audio-start: call once after connect ────────────────────────
+bool send_audio_start(int rate, int width, int channels, const char* mode = "streaming") {
+    int n = snprintf(json_buf, sizeof(json_buf),
+        "{\"type\":\"audio-start\",\"data\":{\"rate\":%d,\"width\":%d,\"channels\":%d,\"mode\":\"%s\"},\"payload_length\":0}\n",
+        rate, width, channels, mode);
+    return send_all(json_buf, n);
+}
+
+// ── audio-chunk: JSON line + binary payload ─────────────────────
+bool send_audio(const uint8_t* pcm, size_t len, int rate, int width, int channels) {
+    int n = snprintf(json_buf, sizeof(json_buf),
+        "{\"type\":\"audio-chunk\",\"data\":{\"rate\":%d,\"width\":%d,\"channels\":%d},\"payload_length\":%u}\n",
+        rate, width, channels, (unsigned)len);
+    if (!send_all(json_buf, n)) return false;
+    return send_all(pcm, len);
+}
+
+// ── audio-stop: signal end of session ───────────────────────────
+bool send_audio_stop() {
+    int n = snprintf(json_buf, sizeof(json_buf),
+        "{\"type\":\"audio-stop\",\"data\":{},\"payload_length\":0}\n");
+    return send_all(json_buf, n);
+}
+
+// ── button event ────────────────────────────────────────────────
+// state: "SINGLE_PRESS", "DOUBLE_PRESS", "LONG_PRESS"
+bool send_button(const char* state) {
+    ESP_LOGI(TAG, "Sending button %s", state);
+    int n = snprintf(json_buf, sizeof(json_buf),
+        "{\"type\":\"button-event\",\"data\":{\"state\":\"%s\"},\"payload_length\":0}\n",
+        state);
+    return send_all(json_buf, n);
+}
+
+}  // namespace chronicle
diff --git a/extras/havpe-relay/firmware/secrets.template.yaml b/extras/havpe-relay/firmware/secrets.template.yaml
new file mode 100644
index 00000000..a41f3155
--- /dev/null
+++ b/extras/havpe-relay/firmware/secrets.template.yaml
@@ -0,0 +1,14 @@
+# ESPHome Secrets for HAVPE Relay
+# Copy to secrets.yaml and fill in your values:
+#   cp secrets.template.yaml secrets.yaml
+
+# WiFi credentials
+wifi_ssid: ""
+wifi_password: ""
+
+# Relay IP address (where the HAVPE relay Python script is running)
+relay_ip_address: ""
+
+# Optional - Home Assistant API
+api_encryption_key: ""
+ota_password: ""
diff --git a/extras/havpe-relay/firmware/voice-chronicle.yaml b/extras/havpe-relay/firmware/voice-chronicle.yaml
new file mode 100644
index 00000000..cb5afa68
--- /dev/null
+++ b/extras/havpe-relay/firmware/voice-chronicle.yaml
@@ -0,0 +1,735 @@
+# Chronicle firmware for Home Assistant Voice Preview Edition
+#
+# Full-featured firmware combining:
+#   - Microphone input via TCP streaming (for Chronicle audio capture)
+#   - Speaker output via ESPHome API media_player (for TTS playback)
+#   - LED ring status indicators
+#   - HTTP audio source for playing audio from URLs
+#
+# Flash with:
+#   cd extras/havpe-relay/firmware
+#   uv run --group firmware esphome run voice-chronicle.yaml
+#
+# Requires:
+#   - secrets.yaml with wifi_ssid, wifi_password, relay_ip_address
+
+substitutions:
+  device_name: voice-pe-chronicle
+  wifi_ssid: !secret wifi_ssid
+  wifi_pwd: !secret wifi_password
+  server_ip: !secret relay_ip_address
+  server_port: "8989"
+
+esphome:
+  name: ${device_name}
+  friendly_name: Voice PE Chronicle
+  includes:
+    - chronicle-sdk/chronicle.h
+  on_boot:
+    priority: 375
+    then:
+      - switch.turn_on: internal_speaker_amp
+      - globals.set:
+          id: status_led_update
+          value: 'true'
+      - light.turn_on:
+          id: led_ring
+          red: 100%
+          green: 0%
+          blue: 0%
+          brightness: 30%
+      - globals.set:
+          id: status_led_update
+          value: 'false'
+      - delay: 1s
+      - logger.log:
+          tag: chronicle
+          level: INFO
+          format: "Chronicle firmware booted - speaker amp enabled"
+
+esp32:
+  board: esp32-s3-devkitc-1
+  cpu_frequency: 240MHz
+  variant: esp32s3
+  flash_size: 16MB
+  framework:
+    type: esp-idf
+    version: recommended
+    sdkconfig_options:
+      CONFIG_ESP32S3_DATA_CACHE_64KB: "y"
+      CONFIG_ESP32S3_DATA_CACHE_LINE_64B: "y"
+      CONFIG_ESP32S3_INSTRUCTION_CACHE_32KB: "y"
+      CONFIG_SPIRAM_RODATA: "y"
+      CONFIG_SPIRAM_FETCH_INSTRUCTIONS: "y"
+      CONFIG_MBEDTLS_EXTERNAL_MEM_ALLOC: "y"
+
+logger:
+  level: INFO
+  baud_rate: 115200
+
+wifi:
+  ssid: ${wifi_ssid}
+  password: ${wifi_pwd}
+  on_connect:
+    then:
+      - logger.log:
+          tag: tcp
+          level: INFO
+          format: "Wi-Fi connected - IP: %s - starting microphone capture"
+          args:
+            - 'esphome::network::get_ip_addresses()[0].str().c_str()'
+      - globals.set:
+          id: status_led_update
+          value: 'true'
+      - light.turn_on:
+          id: led_ring
+          red: 100%
+          green: 50%
+          blue: 0%
+          brightness: 30%
+      - globals.set:
+          id: status_led_update
+          value: 'false'
+      - microphone.capture
+  on_disconnect:
+    then:
+      - logger.log:
+          tag: tcp
+          level: WARN
+          format: "Wi-Fi disconnected"
+      - globals.set:
+          id: status_led_update
+          value: 'true'
+      - light.turn_on:
+          id: led_ring
+          red: 100%
+          green: 0%
+          blue: 0%
+          brightness: 30%
+      - globals.set:
+          id: status_led_update
+          value: 'false'
+      - globals.set:
+          id: tcp_ok
+          value: 'false'
+
+# API without encryption for easy access from Python scripts
+api:
+
+ota:
+  - platform: esphome
+
+psram:
+  mode: octal
+  speed: 80MHz
+  ignore_not_found: false
+
+# ─────────── Globals ───────────
+globals:
+  - id: tcp_ok
+    type: bool
+    initial_value: 'false'
+  # When non-zero, the status LED interval skips its override until millis() passes this value.
+  - id: api_led_override_until
+    type: uint32_t
+    initial_value: '0'
+  # Flag to distinguish status-interval LED updates from API LED commands.
+  - id: status_led_update
+    type: bool
+    initial_value: 'false'
+  # Rotating index shared by the addressable LED animations (spin/pulse effects).
+  - id: global_led_animation_index
+    type: int
+    initial_value: '0'
+  # True while the dial is being turned (drives the Volume Display animation).
+  - id: dial_touched
+    type: bool
+    initial_value: 'false'
+
+# ─────────── LED Ring (12x WS2812 on GPIO21, power on GPIO45) ───────────
+power_supply:
+  - id: led_power
+    pin: GPIO45
+
+light:
+  - platform: esp32_rmt_led_strip
+    id: led_ring
+    name: "LED Ring"
+    pin: GPIO21
+    chipset: WS2812
+    max_refresh_rate: 15ms
+    num_leds: 12
+    rgb_order: GRB
+    rmt_symbols: 192
+    default_transition_length: 0ms
+    power_supply: led_power
+    # Addressable animations ported from the official HA Voice PE firmware
+    # (home-assistant-voice.yaml). They read the ring's current colour as the
+    # base and override pixels each frame. Driven either locally (Volume Display
+    # from the dial) or remotely (the relay sets an effect on a wake event).
+    effects:
+      - addressable_lambda:
+          name: "Listening For Command"
+          update_interval: 50ms
+          lambda: |-
+            auto light_color = id(led_ring).current_values;
+            Color color(light_color.get_red() * 255, light_color.get_green() * 255,
+                  light_color.get_blue() * 255);
+            for (uint8_t i = 0; i < 12; i++) {
+              if (i == id(global_led_animation_index) % 12) {
+                it[i] = color;
+              } else if (i == (id(global_led_animation_index) + 11) % 12) {
+                it[i] = color * 192;
+              } else if (i == (id(global_led_animation_index) + 10) % 12) {
+                it[i] = color * 128;
+              } else if (i == (id(global_led_animation_index) + 6) % 12) {
+                it[i] = color;
+              } else if (i == (id(global_led_animation_index) + 5) % 12) {
+                it[i] = color * 192;
+              } else if (i == (id(global_led_animation_index) + 4) % 12) {
+                it[i] = color * 128;
+              } else {
+                it[i] = Color::BLACK;
+              }
+            }
+            id(global_led_animation_index) = (id(global_led_animation_index) + 1) % 12;
+      - addressable_lambda:
+          name: "Thinking"
+          update_interval: 10ms
+          lambda: |-
+            static uint8_t brightness_step = 0;
+            static bool brightness_decreasing = true;
+            static uint8_t brightness_step_number = 10;
+            if (initial_run) {
+              brightness_step = 0;
+              brightness_decreasing = true;
+            }
+            auto light_color = id(led_ring).current_values;
+            Color color(light_color.get_red() * 255, light_color.get_green() * 255,
+                  light_color.get_blue() * 255);
+            for (uint8_t i = 0; i < 12; i++) {
+              if (i == id(global_led_animation_index) % 12) {
+                it[i] = color * uint8_t(255/brightness_step_number*(brightness_step_number-brightness_step));
+              } else if (i == (id(global_led_animation_index) + 6) % 12) {
+                it[i] = color * uint8_t(255/brightness_step_number*(brightness_step_number-brightness_step));
+              } else {
+                it[i] = Color::BLACK;
+              }
+            }
+            if (brightness_decreasing) {
+              brightness_step++;
+            } else {
+              brightness_step--;
+            }
+            if (brightness_step == 0 || brightness_step == brightness_step_number) {
+              brightness_decreasing = !brightness_decreasing;
+            }
+      - addressable_lambda:
+          name: "Replying"
+          update_interval: 50ms
+          lambda: |-
+            id(global_led_animation_index) = (12 + id(global_led_animation_index) - 1) % 12;
+            auto light_color = id(led_ring).current_values;
+            Color color(light_color.get_red() * 255, light_color.get_green() * 255,
+                  light_color.get_blue() * 255);
+            for (uint8_t i = 0; i < 12; i++) {
+              if (i == (id(global_led_animation_index)) % 12) {
+                it[i] = color;
+              } else if (i == (id(global_led_animation_index) + 1) % 12) {
+                it[i] = color * 192;
+              } else if (i == (id(global_led_animation_index) + 2) % 12) {
+                it[i] = color * 128;
+              } else if (i == (id(global_led_animation_index) + 6) % 12) {
+                it[i] = color;
+              } else if (i == (id(global_led_animation_index) + 7) % 12) {
+                it[i] = color * 192;
+              } else if (i == (id(global_led_animation_index) + 8) % 12) {
+                it[i] = color * 128;
+              } else {
+                it[i] = Color::BLACK;
+              }
+            }
+      - addressable_lambda:
+          name: "Error"
+          update_interval: 10ms
+          lambda: |-
+            static uint8_t brightness_step = 0;
+            static bool brightness_decreasing = true;
+            static uint8_t brightness_step_number = 10;
+            if (initial_run) {
+              brightness_step = 0;
+              brightness_decreasing = true;
+            }
+            Color error_color(255, 0, 0);
+            for (uint8_t i = 0; i < 12; i++) {
+              it[i] = error_color * uint8_t(255/brightness_step_number*(brightness_step_number-brightness_step));
+            }
+            if (brightness_decreasing) {
+              brightness_step++;
+            } else {
+              brightness_step--;
+            }
+            if (brightness_step == 0 || brightness_step == brightness_step_number) {
+              brightness_decreasing = !brightness_decreasing;
+            }
+      - addressable_lambda:
+          name: "Volume Display"
+          update_interval: 50ms
+          lambda: |-
+            auto light_color = id(led_ring).current_values;
+            Color color(light_color.get_red() * 255, light_color.get_green() * 255,
+                  light_color.get_blue() * 255);
+            Color silenced_color(255, 0, 0);
+            auto volume_ratio = 12.0f * id(chronicle_media_player).volume;
+            for (uint8_t i = 0; i < 12; i++) {
+              if (i <= volume_ratio) {
+                it[(6+i)%12] = color * min( 255.0f * (volume_ratio - i) , 255.0f ) ;
+              } else {
+                it[(6+i)%12] = Color::BLACK;
+              }
+            }
+            if (id(chronicle_media_player).volume == 0.0f) {
+              it[6] = silenced_color;
+            }
+    on_state:
+      then:
+        - lambda: |-
+            // Only set override if this wasn't triggered by the status interval
+            if (!id(status_led_update)) {
+              float dur = id(led_hold_duration).state;
+              uint32_t hold_ms = 5000;  // default 5s
+              if (!std::isnan(dur) && dur > 0) {
+                hold_ms = (uint32_t)(dur * 1000);
+              }
+              id(api_led_override_until) = millis() + hold_ms;
+            }
+
+# ─────────── Scripts ───────────
+script:
+  # Paint the ring with the current connectivity colour (red = no Wi-Fi,
+  # orange = Wi-Fi but relay down, blue = streaming). status_led_update guards the
+  # on_state override hook so this never arms a hold against itself. Called by the
+  # 2 s status interval and by effect scripts when they revert.
+  - id: apply_status_led
+    then:
+      - lambda: 'id(status_led_update) = true;'
+      - if:
+          condition:
+            not:
+              wifi.connected:
+          then:
+            - light.turn_on:
+                id: led_ring
+                red: 100%
+                green: 0%
+                blue: 0%
+                brightness: 30%
+          else:
+            - if:
+                condition:
+                  lambda: 'return id(tcp_ok);'
+                then:
+                  - light.turn_on:
+                      id: led_ring
+                      red: 0%
+                      green: 0%
+                      blue: 100%
+                      brightness: 30%
+                else:
+                  - light.turn_on:
+                      id: led_ring
+                      red: 100%
+                      green: 50%
+                      blue: 0%
+                      brightness: 30%
+      - lambda: 'id(status_led_update) = false;'
+
+  # Turn the dial → change media-player volume and show the Volume Display ring.
+  # mode: restart so each detent keeps the ring up; 2 s after the last turn it
+  # reverts to the connectivity colour.
+  - id: control_volume
+    mode: restart
+    parameters:
+      increase: bool
+    then:
+      - if:
+          condition:
+            lambda: 'return increase;'
+          then:
+            - media_player.volume_up: chronicle_media_player
+          else:
+            - media_player.volume_down: chronicle_media_player
+      - lambda: 'id(dial_touched) = true;'
+      - light.turn_on:
+          id: led_ring
+          red: 9%
+          green: 73%
+          blue: 95%
+          brightness: 40%
+          effect: "Volume Display"
+      - delay: 2s
+      - lambda: |-
+          id(dial_touched) = false;
+          id(api_led_override_until) = 0;
+      - script.execute: apply_status_led
+
+# ─────────── Status intervals ───────────
+interval:
+  - interval: 10s
+    then:
+      - logger.log:
+          level: INFO
+          format: "heartbeat - mic: %s, tcp: %s"
+          args:
+            - 'id(mic_in).is_running() ? "yes" : "no"'
+            - 'id(tcp_ok) ? "yes" : "no"'
+
+  # LED ring colour based on connectivity state (skips when API override active)
+  - interval: 2s
+    then:
+      - if:
+          condition:
+            lambda: 'return id(api_led_override_until) > 0 && millis() < id(api_led_override_until);'
+          then:
+            - logger.log:
+                level: DEBUG
+                format: "LED status interval skipped (API override active)"
+          else:
+            - lambda: 'id(api_led_override_until) = 0;'
+            - script.execute: apply_status_led
+
+# ─────────── Text Sensors (bridge on-device events to ESPHome API) ───────────
+text_sensor:
+  - platform: template
+    id: button_action
+    name: "Button Action"
+  - platform: template
+    id: dial_action
+    name: "Dial Action"
+
+# ─────────── LED Hold Duration (set by backend before light command) ───────────
+number:
+  - platform: template
+    id: led_hold_duration
+    name: "LED Hold Duration"
+    min_value: 0
+    max_value: 300
+    step: 0.5
+    initial_value: 5
+    restore_value: false
+    optimistic: true
+    unit_of_measurement: "s"
+
+# ─────────── Center Button (GPIO0) ───────────
+binary_sensor:
+  - platform: gpio
+    pin:
+      number: GPIO0
+      inverted: true
+      mode:
+        input: true
+        pullup: true
+    id: center_button
+    name: "Center Button"
+    on_multi_click:
+      - timing:
+          - ON for at most 0.5s
+          - OFF for at least 0.3s
+        then:
+          - text_sensor.template.publish:
+              id: button_action
+              state: "SINGLE_PRESS"
+      - timing:
+          - ON for at most 0.5s
+          - OFF for at most 0.3s
+          - ON for at most 0.5s
+          - OFF for at least 0.3s
+        then:
+          - text_sensor.template.publish:
+              id: button_action
+              state: "DOUBLE_PRESS"
+      - timing:
+          - ON for at least 1s
+        then:
+          - text_sensor.template.publish:
+              id: button_action
+              state: "LONG_PRESS"
+
+# ─────────── Rotary Encoder (GPIO16/GPIO18) ───────────
+sensor:
+  - platform: rotary_encoder
+    id: dial
+    name: "Dial"
+    pin_a:
+      number: GPIO16
+      mode:
+        input: true
+        pullup: true
+    pin_b:
+      number: GPIO18
+      mode:
+        input: true
+        pullup: true
+    resolution: 2
+    on_clockwise:
+      - text_sensor.template.publish:
+          id: dial_action
+          state: "CW"
+      - script.execute:
+          id: control_volume
+          increase: true
+    on_anticlockwise:
+      - text_sensor.template.publish:
+          id: dial_action
+          state: "CCW"
+      - script.execute:
+          id: control_volume
+          increase: false
+
+# ─────────── I2C Bus (DAC + XMOS Control) ───────────
+i2c:
+  - id: internal_i2c
+    sda: GPIO5
+    scl: GPIO6
+    frequency: 400kHz
+
+# ─────────── XMOS Voice Kit Initialization ───────────
+# Required for AIC3204 DAC and audio hardware to function
+voice_kit:
+  id: voice_kit_component
+  i2c_id: internal_i2c
+  reset_pin: GPIO4
+  # No channel_0_stage/channel_1_stage — use XMOS defaults (matches official HA firmware)
+  firmware:
+    url: https://github.com/esphome/voice-kit-xmos-firmware/releases/download/v1.3.1/ffva_v1.3.1_upgrade.bin
+    version: "1.3.1"
+    md5: 964635c5bf125529dab14a2472a15401
+
+# ─────────── Audio DAC ───────────
+audio_dac:
+  - platform: aic3204
+    id: aic3204_dac
+    i2c_id: internal_i2c
+
+# ─────────── Speaker Amplifier ───────────
+switch:
+  - platform: gpio
+    pin: GPIO47
+    id: internal_speaker_amp
+    name: "Speaker Amp"
+    restore_mode: ALWAYS_OFF
+    internal: true
+
+# ─────────── I2S Buses ───────────
+i2s_audio:
+  # Output bus (speaker / audio jack)
+  - id: i2s_output
+    i2s_lrclk_pin:
+      number: GPIO7
+    i2s_bclk_pin:
+      number: GPIO8
+
+  # Input bus (microphone)
+  - id: i2s_input
+    i2s_lrclk_pin:
+      number: GPIO14
+    i2s_bclk_pin:
+      number: GPIO13
+
+# ─────────── Microphone (TCP streaming to relay) ───────────
+# The XMOS voice kit outputs stereo 32-bit I2S (secondary mode).
+# ESPHome interleaves stereo as [L, R, L, R, ...] where channel 0 = left (even)
+# and channel 1 = right (odd).
+#   Source: esphome/components/microphone/microphone_source.h
+#   https://github.com/esphome/esphome/blob/dev/esphome/components/microphone/microphone_source.h
+#
+# The official HA Voice PE firmware uses channels: 0 (left) for voice assistant
+# and channels: 1 (right) with gain_factor: 4 for wake word.
+#   Source: home-assistant-voice.yaml
+#   https://github.com/esphome/home-assistant-voice-pe/blob/dev/home-assistant-voice.yaml
+microphone:
+  - platform: i2s_audio
+    id: mic_in
+    adc_type: external
+    i2s_audio_id: i2s_input
+    i2s_din_pin: GPIO15
+    i2s_mode: secondary
+    sample_rate: 16000
+    bits_per_sample: 32bit
+    channel: stereo
+    on_data:
+      then:
+        - lambda: |-
+            static bool announced = false;
+            static bool session_started = false;
+            static uint32_t last_connect_attempt = 0;
+            id(tcp_ok) = chronicle::is_connected();
+
+            // (Re)open TCP socket if needed - with 3-second cooldown
+            if (!chronicle::is_connected()) {
+              uint32_t now = millis();
+              if (now - last_connect_attempt < 3000) {
+                return;  // wait before retrying
+              }
+              last_connect_attempt = now;
+              session_started = false;
+              announced = false;
+              chronicle::connect_relay("${server_ip}", atoi("${server_port}"));
+              id(tcp_ok) = chronicle::is_connected();
+              return;  // skip sending on the connect attempt frame
+            }
+
+            // Send audio-start once per connection (mono 16-bit after conversion)
+            if (!session_started) {
+              if (!chronicle::send_audio_start(16000, 2, 1)) {
+                id(tcp_ok) = false;
+                return;
+              }
+              session_started = true;
+            }
+
+            // Extract channel 0 (AGC-processed speech) and convert 32→16 bit.
+            // ESPHome stereo interleave: channel 0 = left (even), channel 1 = right (odd).
+            // XMOS voice_kit: channel_0_stage=AGC → left, channel_1_stage=NS → right.
+            const int32_t* samples = reinterpret_cast<const int32_t*>(x.data());
+            size_t total_samples = x.size() / sizeof(int32_t);    // total L+R samples
+            size_t num_frames = total_samples / 2;                 // stereo frames
+
+            // Temporary buffer for mono 16-bit output (2 bytes per frame)
+            static std::vector<int16_t> mono_buf;
+            if (mono_buf.size() < num_frames) {
+              mono_buf.resize(num_frames);
+            }
+
+            for (size_t i = 0; i < num_frames; i++) {
+              int32_t left = samples[i * 2];          // channel 0 (left) = AGC output
+              mono_buf[i] = (int16_t)(left >> 16);    // 32→16 bit: take upper 16 bits
+            }
+
+            size_t mono_bytes = num_frames * sizeof(int16_t);
+
+            // Send converted mono 16-bit PCM
+            if (!chronicle::send_audio(reinterpret_cast<const uint8_t*>(mono_buf.data()),
+                                       mono_bytes, 16000, 2, 1)) {
+              announced = false;
+              session_started = false;
+              id(tcp_ok) = false;
+            } else if (!announced) {
+              ESP_LOGI("tcp", "Streaming audio to relay (stereo 32bit → mono 16bit, %d frames)", num_frames);
+              announced = true;
+            }
+
+# ─────────── Speaker Output ───────────
+speaker:
+  # Hardware I2S speaker
+  - platform: i2s_audio
+    id: i2s_audio_speaker
+    sample_rate: 48000
+    i2s_mode: secondary
+    i2s_dout_pin: GPIO10
+    bits_per_sample: 32bit
+    i2s_audio_id: i2s_output
+    dac_type: external
+    channel: stereo
+    timeout: never
+    buffer_duration: 100ms
+    audio_dac: aic3204_dac
+
+  # Mixer: combines announcement + media streams
+  - platform: mixer
+    id: mixing_speaker
+    output_speaker: i2s_audio_speaker
+    num_channels: 2
+    task_stack_in_psram: true
+    source_speakers:
+      - id: announcement_mixing_input
+        timeout: never
+      - id: media_mixing_input
+        timeout: never
+
+  # Resamplers for each pipeline
+  - platform: resampler
+    id: announcement_resampling_speaker
+    output_speaker: announcement_mixing_input
+    sample_rate: 48000
+    bits_per_sample: 16
+  - platform: resampler
+    id: media_resampling_speaker
+    output_speaker: media_mixing_input
+    sample_rate: 48000
+    bits_per_sample: 16
+
+# ─────────── HTTP Request (for fetching audio URLs) ───────────
+http_request:
+
+# ─────────── Media Sources ───────────
+media_source:
+  - platform: http_request
+    id: http_source
+    buffer_size: 500000
+
+# ─────────── Media Player ───────────
+media_player:
+  - platform: speaker_source
+    id: chronicle_media_player
+    name: Media Player
+    announcement_speaker: announcement_resampling_speaker
+    media_speaker: media_resampling_speaker
+    announcement_pipeline:
+      format: FLAC
+      num_channels: 1
+      sample_rate: 48000
+    media_pipeline:
+      format: FLAC
+      num_channels: 2
+      sample_rate: 48000
+    volume_increment: 0.05
+    volume_min: 0.4
+    volume_max: 0.85
+    sources:
+      - http_source
+    on_announcement:
+      - mixer_speaker.apply_ducking:
+          id: media_mixing_input
+          decibel_reduction: 20
+          duration: 0.0s
+    on_state:
+      if:
+        condition:
+          not:
+            media_player.is_announcing: chronicle_media_player
+        then:
+          - mixer_speaker.apply_ducking:
+              id: media_mixing_input
+              decibel_reduction: 0
+              duration: 1.0s
+
+# ─────────── External Components ───────────
+# Refs synced with official HA Voice PE firmware (dev branch)
+# voice_kit: device-specific XMOS/AIC3204 init
+# audio, media_player: updated versions from dev PRs
+# file, http_request, media_source, speaker_source: not yet in mainline
+external_components:
+  - source:
+      type: git
+      url: https://github.com/esphome/home-assistant-voice-pe
+      ref: dev
+    components:
+      - voice_kit
+    refresh: 0s
+  - source:
+      type: git
+      url: https://github.com/esphome/esphome
+      ref: a2d98e1d5e020200db8f3caf27a74a939a661dc4
+    components: [audio]
+  - source:
+      type: git
+      url: https://github.com/esphome/esphome
+      ref: b4b7c5b25ebe0f2ab988f700219fa3c57b2377b7
+    components: [media_player]
+  - source:
+      type: git
+      url: https://github.com/esphome/esphome
+      ref: b49b09b6ae56502aa3ce51be86f90d732d019b2c
+    refresh: 0s
+    components: [file, http_request, media_source, speaker_source]
diff --git a/extras/havpe-relay/flash.sh b/extras/havpe-relay/flash.sh
new file mode 100755
index 00000000..6d5d1605
--- /dev/null
+++ b/extras/havpe-relay/flash.sh
@@ -0,0 +1,20 @@
+#!/bin/bash
+# Flash ESPHome firmware to ESP32-S3 Voice-PE
+# Usage: ./flash.sh [run|logs]
+#   ./flash.sh        - compile and flash firmware
+#   ./flash.sh logs   - view device logs over serial/WiFi
+
+set -e
+cd "$(dirname "$0")/firmware"
+
+if [ ! -f secrets.yaml ]; then
+    echo "Error: firmware/secrets.yaml not found."
+    echo "Run ./init.sh and enable firmware setup, or:"
+    echo "  cp secrets.template.yaml secrets.yaml"
+    echo "  # then edit secrets.yaml with your WiFi and relay IP"
+    exit 1
+fi
+
+ACTION="${1:-run}"
+cd ..
+exec uv run --group firmware esphome "$ACTION" firmware/voice-chronicle.yaml
diff --git a/extras/havpe-relay/init.py b/extras/havpe-relay/init.py
new file mode 100644
index 00000000..566979a3
--- /dev/null
+++ b/extras/havpe-relay/init.py
@@ -0,0 +1,448 @@
+#!/usr/bin/env python3
+"""
+Chronicle HAVPE Relay Setup Script
+Interactive configuration for the ESP32 Voice-PE TCP-to-WebSocket relay.
+"""
+
+import argparse
+import getpass
+import os
+import shutil
+import socket
+import sys
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Dict
+
+from dotenv import set_key
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Confirm, Prompt
+from rich.text import Text
+
+# Add repo root to path for imports
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+from setup_utils import mask_value, prompt_with_existing_masked, read_env_value
+
+
+class HavpeRelaySetup:
+    def __init__(self, args=None):
+        self.console = Console()
+        self.config: Dict[str, Any] = {}
+        self.args = args or argparse.Namespace()
+        self.backend_env_path = (
+            Path(__file__).resolve().parent.parent.parent
+            / "backends"
+            / "advanced"
+            / ".env"
+        )
+
+    def print_header(self, title: str):
+        """Print a colorful header"""
+        self.console.print()
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
+        self.console.print(panel)
+        self.console.print()
+
+    def print_section(self, title: str):
+        """Print a section header"""
+        self.console.print()
+        self.console.print(f"[magenta]► {title}[/magenta]")
+        self.console.print("[magenta]" + "─" * len(f"► {title}") + "[/magenta]")
+
+    def prompt_value(self, prompt: str, default: str = "") -> str:
+        """Prompt for a value with optional default"""
+        try:
+            return Prompt.ask(prompt, default=default)
+        except EOFError:
+            self.console.print(f"Using default: {default}")
+            return default
+
+    def prompt_password(self, prompt: str) -> str:
+        """Prompt for password (hidden input)"""
+        while True:
+            try:
+                password = getpass.getpass(f"{prompt}: ")
+                if password:
+                    return password
+                self.console.print("[yellow][WARNING][/yellow] Password is required")
+            except (EOFError, KeyboardInterrupt):
+                self.console.print("[red][ERROR][/red] Password is required")
+                sys.exit(1)
+
+    def read_existing_env_value(self, key: str) -> str:
+        """Read a value from existing .env file"""
+        return read_env_value(".env", key)
+
+    def read_backend_env_value(self, key: str) -> str:
+        """Read a value from the backend's .env file"""
+        if self.backend_env_path.exists():
+            return read_env_value(str(self.backend_env_path), key)
+        return None
+
+    def backup_existing_env(self):
+        """Backup existing .env file"""
+        env_path = Path(".env")
+        if env_path.exists():
+            timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+            backup_path = f".env.backup.{timestamp}"
+            shutil.copy2(env_path, backup_path)
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
+
+    def _try_discover_backend(self) -> str | None:
+        """Try to auto-discover the Chronicle backend via minidisc on Tailnet."""
+        try:
+            sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+            # Lazy import: sys.path-dependent (repo-root discovery.py, inserted above)
+            from discovery import CHRONICLE_BACKEND, discover_service
+
+            url = discover_service(CHRONICLE_BACKEND)
+            if url:
+                self.console.print(
+                    f"[green][SUCCESS][/green] Auto-discovered backend on Tailnet: {url}"
+                )
+            return url
+        except Exception:
+            return None
+
+    def setup_backend_urls(self):
+        """Configure backend URL and WebSocket URL"""
+        self.print_section("Backend Connection")
+        self.console.print("Configure how the relay connects to the Chronicle backend")
+        self.console.print()
+
+        default_http = "http://host.docker.internal:8000"
+        default_ws = "ws://host.docker.internal:8000"
+
+        # Try auto-discovery via minidisc first
+        discovered = self._try_discover_backend()
+        if discovered:
+            default_http = discovered
+
+        # Check CLI args first
+        if hasattr(self.args, "backend_url") and self.args.backend_url:
+            backend_url = self.args.backend_url
+            self.console.print(
+                f"[green][SUCCESS][/green] Backend URL configured from command line: {backend_url}"
+            )
+        else:
+            # Check existing .env
+            existing = self.read_existing_env_value("BACKEND_URL")
+            if existing:
+                default_http = existing
+            backend_url = self.prompt_value("Backend HTTP URL", default_http)
+
+        self.config["BACKEND_URL"] = backend_url
+
+        # Auto-derive WS URL from HTTP URL
+        auto_ws = backend_url.replace("https://", "wss://").replace("http://", "ws://")
+
+        if hasattr(self.args, "backend_ws_url") and self.args.backend_ws_url:
+            ws_url = self.args.backend_ws_url
+            self.console.print(
+                f"[green][SUCCESS][/green] Backend WS URL configured from command line: {ws_url}"
+            )
+        else:
+            existing_ws = self.read_existing_env_value("BACKEND_WS_URL")
+            if existing_ws:
+                auto_ws = existing_ws
+            ws_url = self.prompt_value("Backend WebSocket URL", auto_ws)
+
+        self.config["BACKEND_WS_URL"] = ws_url
+
+    def setup_auth_credentials(self):
+        """Configure authentication credentials"""
+        self.print_section("Authentication")
+        self.console.print("Credentials for authenticating with the Chronicle backend")
+        self.console.print()
+
+        # Try to read defaults from backend .env
+        backend_email = self.read_backend_env_value("ADMIN_EMAIL")
+        backend_password = self.read_backend_env_value("ADMIN_PASSWORD")
+
+        # Username
+        if hasattr(self.args, "username") and self.args.username:
+            username = self.args.username
+            self.console.print(
+                f"[green][SUCCESS][/green] Username configured from command line"
+            )
+        else:
+            existing = self.read_existing_env_value("AUTH_USERNAME")
+            default_user = existing or backend_email or ""
+            if default_user:
+                username = self.prompt_value("Auth username (email)", default_user)
+            else:
+                username = self.prompt_value("Auth username (email)")
+
+        self.config["AUTH_USERNAME"] = username
+
+        # Password
+        if hasattr(self.args, "password") and self.args.password:
+            password = self.args.password
+            self.console.print(
+                f"[green][SUCCESS][/green] Password configured from command line"
+            )
+        else:
+            existing_pw = self.read_existing_env_value("AUTH_PASSWORD")
+            # Fall back to backend admin password if no local password set
+            if not existing_pw and backend_password:
+                existing_pw = backend_password
+                self.console.print(
+                    "[blue][INFO][/blue] Using admin password from backend .env"
+                )
+            password = prompt_with_existing_masked(
+                prompt_text="Auth password",
+                existing_value=existing_pw,
+                is_password=True,
+            )
+
+        self.config["AUTH_PASSWORD"] = password
+
+    def setup_device_config(self):
+        """Configure device name and TCP port"""
+        self.print_section("Device Configuration")
+        self.console.print("Configure the relay's device identity and TCP listener")
+        self.console.print()
+
+        # Device name
+        if hasattr(self.args, "device_name") and self.args.device_name:
+            device_name = self.args.device_name
+            self.console.print(
+                f"[green][SUCCESS][/green] Device name configured from command line: {device_name}"
+            )
+        else:
+            existing = self.read_existing_env_value("DEVICE_NAME")
+            device_name = self.prompt_value("Device name", existing or "havpe")
+
+        self.config["DEVICE_NAME"] = device_name
+
+        # TCP port
+        if hasattr(self.args, "tcp_port") and self.args.tcp_port:
+            tcp_port = self.args.tcp_port
+            self.console.print(
+                f"[green][SUCCESS][/green] TCP port configured from command line: {tcp_port}"
+            )
+        else:
+            existing = self.read_existing_env_value("TCP_PORT")
+            tcp_port = self.prompt_value("TCP listen port", existing or "8989")
+
+        self.config["TCP_PORT"] = tcp_port
+
+    def setup_esphome_config(self):
+        """Configure optional static ESPHome device IP"""
+        self.print_section("ESPHome Device IP (Optional)")
+        self.console.print(
+            "If set, the relay always connects ESPHome API to this IP instead of"
+        )
+        self.console.print(
+            "the TCP client's IP. Recommended when non-ESP32 clients also connect."
+        )
+        self.console.print()
+
+        existing = self.read_existing_env_value("ESPHOME_DEVICE_IP")
+        esphome_ip = self.prompt_value(
+            "ESPHome device IP (leave blank to auto-detect from TCP client)",
+            existing or "",
+        )
+        if esphome_ip:
+            self.config["ESPHOME_DEVICE_IP"] = esphome_ip
+
+    def setup_firmware_secrets(self):
+        """Optionally configure ESP32 firmware secrets"""
+        self.print_section("ESP32 Firmware Configuration (Optional)")
+        self.console.print("Configure WiFi and relay address for ESPHome firmware")
+        self.console.print()
+
+        try:
+            configure = Confirm.ask("Configure ESP32 firmware secrets?", default=False)
+        except EOFError:
+            configure = False
+
+        if not configure:
+            self.console.print("[blue][INFO][/blue] Skipping firmware configuration")
+            return
+
+        wifi_ssid = self.prompt_value("WiFi SSID")
+        wifi_password = self.prompt_password("WiFi password")
+        # Auto-detect LAN IP as default
+        default_ip = ""
+        try:
+            s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+            s.connect(("8.8.8.8", 80))
+            default_ip = s.getsockname()[0]
+            s.close()
+        except Exception:
+            pass
+        relay_ip = self.prompt_value(
+            "Relay IP address (LAN IP of this machine)", default_ip
+        )
+
+        # Backup existing secrets.yaml
+        secrets_path = Path("firmware/secrets.yaml")
+        template_path = Path("firmware/secrets.template.yaml")
+
+        if secrets_path.exists():
+            timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+            backup_path = f"firmware/secrets.yaml.backup.{timestamp}"
+            shutil.copy2(secrets_path, backup_path)
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing firmware/secrets.yaml to {backup_path}"
+            )
+
+        if not template_path.exists():
+            self.console.print(
+                "[yellow][WARNING][/yellow] firmware/secrets.template.yaml not found, creating secrets.yaml directly"
+            )
+            content = ""
+        else:
+            with open(template_path, "r") as f:
+                content = f.read()
+
+        # Replace placeholder values
+        if content:
+            content = content.replace('wifi_ssid: ""', f'wifi_ssid: "{wifi_ssid}"')
+            content = content.replace(
+                'wifi_password: ""', f'wifi_password: "{wifi_password}"'
+            )
+            content = content.replace(
+                'relay_ip_address: ""', f'relay_ip_address: "{relay_ip}"'
+            )
+        else:
+            content = (
+                f"# ESPHome Secrets - Generated by init.py\n"
+                f'wifi_ssid: "{wifi_ssid}"\n'
+                f'wifi_password: "{wifi_password}"\n'
+                f'relay_ip_address: "{relay_ip}"\n'
+                f'api_encryption_key: ""\n'
+                f'ota_password: ""\n'
+            )
+
+        secrets_path.parent.mkdir(parents=True, exist_ok=True)
+        with open(secrets_path, "w") as f:
+            f.write(content)
+        os.chmod(secrets_path, 0o600)
+
+        self.console.print(
+            "[green][SUCCESS][/green] firmware/secrets.yaml configured with secure permissions"
+        )
+
+    def generate_env_file(self):
+        """Generate .env file from template and update with configuration"""
+        env_path = Path(".env")
+        env_template = Path(".env.template")
+
+        # Backup existing .env if it exists
+        self.backup_existing_env()
+
+        # Copy template to .env
+        if env_template.exists():
+            shutil.copy2(env_template, env_path)
+            self.console.print("[blue][INFO][/blue] Copied .env.template to .env")
+        else:
+            self.console.print(
+                "[yellow][WARNING][/yellow] .env.template not found, creating new .env"
+            )
+            env_path.touch(mode=0o600)
+
+        # Update configured values using set_key
+        env_path_str = str(env_path)
+        for key, value in self.config.items():
+            if value:
+                set_key(env_path_str, key, value)
+
+        # Ensure secure permissions
+        os.chmod(env_path, 0o600)
+
+        self.console.print(
+            "[green][SUCCESS][/green] .env file configured successfully with secure permissions"
+        )
+
+    def show_summary(self):
+        """Show configuration summary"""
+        self.print_section("Configuration Summary")
+        self.console.print()
+
+        self.console.print(f"  Backend URL:    {self.config.get('BACKEND_URL', '')}")
+        self.console.print(f"  Backend WS URL: {self.config.get('BACKEND_WS_URL', '')}")
+        self.console.print(f"  Auth Username:  {self.config.get('AUTH_USERNAME', '')}")
+        self.console.print(
+            f"  Auth Password:  {'Configured' if self.config.get('AUTH_PASSWORD') else 'Not set'}"
+        )
+        self.console.print(f"  Device Name:    {self.config.get('DEVICE_NAME', '')}")
+        self.console.print(f"  TCP Port:       {self.config.get('TCP_PORT', '')}")
+        esphome_ip = self.config.get("ESPHOME_DEVICE_IP", "")
+        self.console.print(
+            f"  ESPHome IP:     {esphome_ip or '(auto-detect from TCP client)'}"
+        )
+
+    def show_next_steps(self):
+        """Show next steps"""
+        self.print_section("Next Steps")
+        self.console.print()
+
+        self.console.print("1. Start the HAVPE relay:")
+        self.console.print("   [cyan]docker compose up --build -d[/cyan]")
+        self.console.print()
+        self.console.print("2. Or run directly (without Docker):")
+        self.console.print("   [cyan]uv run python main.py[/cyan]")
+        self.console.print()
+        self.console.print("3. If you configured firmware, flash your ESP32:")
+        self.console.print(
+            "   [cyan]cd firmware && esphome run voice-chronicle.yaml[/cyan]"
+        )
+
+    def run(self):
+        """Run the complete setup process"""
+        self.print_header("HAVPE Relay Setup")
+        self.console.print("Configure the ESP32 Voice-PE TCP-to-WebSocket relay")
+        self.console.print()
+
+        try:
+            self.setup_backend_urls()
+            self.setup_auth_credentials()
+            self.setup_device_config()
+            self.setup_esphome_config()
+            self.setup_firmware_secrets()
+
+            # Generate files
+            self.print_header("Configuration Complete!")
+            self.generate_env_file()
+
+            # Show results
+            self.show_summary()
+            self.show_next_steps()
+
+            self.console.print()
+            self.console.print("[green][SUCCESS][/green] HAVPE Relay setup complete!")
+
+        except KeyboardInterrupt:
+            self.console.print()
+            self.console.print("[yellow]Setup cancelled by user[/yellow]")
+            sys.exit(0)
+        except Exception as e:
+            self.console.print(f"[red][ERROR][/red] Setup failed: {e}")
+            sys.exit(1)
+
+
+def main():
+    """Main entry point"""
+    parser = argparse.ArgumentParser(description="HAVPE Relay Setup")
+    parser.add_argument("--backend-url", help="Backend HTTP URL (default: prompt user)")
+    parser.add_argument(
+        "--backend-ws-url", help="Backend WebSocket URL (default: prompt user)"
+    )
+    parser.add_argument("--username", help="Auth username/email (default: prompt user)")
+    parser.add_argument("--password", help="Auth password (default: prompt user)")
+    parser.add_argument("--device-name", help="Device name (default: havpe)")
+    parser.add_argument("--tcp-port", help="TCP listen port (default: 8989)")
+
+    args = parser.parse_args()
+
+    setup = HavpeRelaySetup(args)
+    setup.run()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/havpe-relay/init.sh b/extras/havpe-relay/init.sh
new file mode 100755
index 00000000..c6abdf75
--- /dev/null
+++ b/extras/havpe-relay/init.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+source "$(dirname "$0")/../../scripts/check_uv.sh"
+uv run --no-project --with-requirements ../../setup-requirements.txt python init.py "$@"
diff --git a/extras/havpe-relay/logs.sh b/extras/havpe-relay/logs.sh
new file mode 100755
index 00000000..86cda981
--- /dev/null
+++ b/extras/havpe-relay/logs.sh
@@ -0,0 +1,2 @@
+#!/bin/bash
+uv run --group firmware esphome logs firmware/voice-tcp.yaml --device /dev/cu.usbmodem2101
diff --git a/extras/havpe-relay/main.py b/extras/havpe-relay/main.py
index 36002be3..9a467ea6 100644
--- a/extras/havpe-relay/main.py
+++ b/extras/havpe-relay/main.py
@@ -1,594 +1,258 @@
 #!/usr/bin/env python3
 """
-- Listens on PORT (default 8989) for ESP32 client
-- Decodes ESP32 audio to 16-bit mono with shift
-- Saves audio to rolling file sink
-- Forwards audio to backend
+HAVPE Relay - Bidirectional TCP/ESPHome→WebSocket bridge for Chronicle.
+
+Two connections to the device:
+  TCP (:8989)         — audio streaming (device → relay → backend)
+  ESPHome API (:6053) — button/dial events (device → backend),
+                        LED control + audio playback (backend → device)
+
+All events are forwarded to/from the backend WebSocket using Wyoming protocol.
 """
 
-import os
 import argparse
 import asyncio
 import logging
-import pathlib
-from typing import Optional
-import random
-
-import numpy as np
-import httpx
-from wyoming.audio import AudioChunk
-
-from easy_audio_interfaces import RollingFileSink
-from easy_audio_interfaces.network.network_interfaces import TCPServer, SocketClient
-from wyoming.client import AsyncClient
-
-DEFAULT_PORT = 8989
-SAMP_RATE = 16000
-CHANNELS = 1
-SAMP_WIDTH = 2  # bytes (16-bit)
-RECONNECT_DELAY = 5  # seconds
+import os
+import sys
+import time
+import wave
 
-# Authentication configuration 
-# The below two are deliberately different so that someone who wants to skip auth with simple-backend can do so
-BACKEND_URL = "http://host.docker.internal:8000"  # Backend API URL
-BACKEND_WS_URL = "ws://host.docker.internal:8000"  # Backend WebSocket URL
-AUTH_USERNAME = os.getenv("AUTH_USERNAME")  # Can be email or 6-character user_id
-AUTH_PASSWORD = os.getenv("AUTH_PASSWORD")
-DEVICE_NAME = "havpe"  # Device name for client ID generation
+from dotenv import load_dotenv
+from relay_core import RelayConfig, get_jwt_token, run_device_session
+from service import install, kickstart, logs, status, uninstall
 
-logging.basicConfig(level=logging.INFO)
+load_dotenv()
 logger = logging.getLogger(__name__)
 
 
-async def exponential_backoff_sleep(attempt: int, base_delay: float = 1.0, max_delay: float = 30.0) -> None:
-    """
-    Sleep with exponential backoff and jitter.
-    
-    Args:
-        attempt: Current attempt number (0-based)
-        base_delay: Base delay in seconds
-        max_delay: Maximum delay in seconds
-    """
-    delay = min(base_delay * (2 ** attempt), max_delay)
-    # Add jitter to prevent thundering herd
-    jitter = random.uniform(0.1, 0.3) * delay
-    total_delay = delay + jitter
-    logger.debug(f"⏳ Waiting {total_delay:.1f}s before retry (attempt {attempt + 1})")
-    await asyncio.sleep(total_delay)
-
-
-async def get_jwt_token(username: str, password: str, backend_url: str) -> Optional[str]:
-    """
-    Get JWT token from backend using username and password.
-    
-    Args:
-        username: User email/username
-        password: User password
-        backend_url: Backend API URL
-        
-    Returns:
-        JWT token string or None if authentication failed
-    """
-    try:
-        logger.info(f"🔐 Authenticating with backend as: {username}")
-        
-        async with httpx.AsyncClient(timeout=10.0) as client:
-            response = await client.post(
-                f"{backend_url}/auth/jwt/login",
-                data={'username': username, 'password': password},
-                headers={'Content-Type': 'application/x-www-form-urlencoded'}
-            )
-        
-        if response.status_code == 200:
-            auth_data = response.json()
-            token = auth_data.get('access_token')
-            
-            if token:
-                logger.info("✅ JWT authentication successful")
-                return token
-            else:
-                logger.error("❌ No access token in response")
-                return None
-        else:
-            error_msg = "Invalid credentials"
-            try:
-                error_data = response.json()
-                error_msg = error_data.get('detail', error_msg)
-            except:
-                pass
-            logger.error(f"❌ Authentication failed: {error_msg}")
-            return None
-            
-    except httpx.TimeoutException:
-        logger.error("❌ Authentication request timed out")
-        return None
-    except httpx.RequestError as e:
-        logger.error(f"❌ Authentication request failed: {e}")
-        return None
-    except Exception as e:
-        logger.error(f"❌ Unexpected authentication error: {e}")
-        return None
-
-
-def create_authenticated_websocket_uri(base_ws_url: str, client_id: str, jwt_token: str) -> str:
-    """
-    Create WebSocket URI with JWT authentication.
-    
-    Args:
-        base_ws_url: Base WebSocket URL (e.g., "ws://localhost:8000")
-        client_id: Client ID for the connection (not used in URL anymore)
-        jwt_token: JWT token for authentication
-        
-    Returns:
-        Authenticated WebSocket URI
-    """
-    return f"{base_ws_url}/ws?codec=pcm&token={jwt_token}&device_name={DEVICE_NAME}"
-
-
-async def get_authenticated_socket_client(
-    backend_url: str, 
-    backend_ws_url: str, 
-    username: str, 
-    password: str
-) -> Optional[SocketClient]:
-    """
-    Create an authenticated WebSocket client for the backend.
-    
-    Args:
-        backend_url: Backend API URL for authentication
-        backend_ws_url: Backend WebSocket URL
-        username: Authentication username (email or user_id)
-        password: Authentication password
-        
-    Returns:
-        Authenticated SocketClient or None if authentication failed
-    """
-    # Get JWT token
-    jwt_token = await get_jwt_token(username, password, backend_url)
-    if not jwt_token:
-        logger.error("Failed to get JWT token, cannot create authenticated WebSocket client")
-        return None
-    
-    # Create authenticated WebSocket URI (client_id will be generated by backend)
-    ws_uri = create_authenticated_websocket_uri(backend_ws_url, "", jwt_token)
-    logger.info(f"🔗 Creating WebSocket connection to: {backend_ws_url}/ws?codec=pcm&token={jwt_token[:20]}...&device_name={DEVICE_NAME}")
-    
-    # Create socket client
-    return SocketClient(uri=ws_uri)
-
-
-class ESP32TCPServer(TCPServer):
-    """
-    A TCP server for ESP32 devices streaming 32-bit stereo audio.
-
-    Handles the specific format used by ESPHome voice_assistant component:
-    - 32-bit little-endian samples (S32_LE)
-    - 2 channels (stereo, left/right interleaved)
-    - 16kHz sample rate
-    - Channel 0 (left) contains processed voice
-    - Channel 1 (right) is unused/muted
-
-    The server extracts the left channel and converts from 32-bit to 16-bit
-    following the official Home Assistant approach.
-    """
-
-    def __init__(self, *args, **kwargs):
-        # Set default parameters for ESP32 Voice Kit
-        kwargs.setdefault("sample_rate", 16000)
-        kwargs.setdefault("channels", 2)
-        kwargs.setdefault("sample_width", 4)  # 32-bit = 4 bytes
-        super().__init__(*args, **kwargs)
-
-    async def read(self) -> Optional[AudioChunk]:
-        """
-        Read audio data from the ESP32 TCP client.
-
-        Converts 32-bit stereo data to 16-bit mono by:
-        1. Reading raw 32-bit little-endian data
-        2. Reshaping to stereo pairs
-        3. Extracting left channel (channel 0)
-        4. Converting from 32-bit to 16-bit by right-shifting 16 bits
-
-        Returns:
-            AudioChunk with 16-bit mono audio, or None if no data/connection closed
-        """
-        # Get the raw audio chunk from the parent class
-        chunk = await super().read()
-        if chunk is None:
-            return None
-
-        raw_data = chunk.audio
-
-        # Handle empty data
-        if len(raw_data) == 0:
-            return None
-
-        # Ensure we have complete 32-bit samples (multiple of 8 bytes for stereo)
-        if len(raw_data) % 8 != 0:
-            logger.warning(
-                f"Received incomplete audio frame: {len(raw_data)} bytes, truncating to nearest complete frame"
-            )
-            raw_data = raw_data[: len(raw_data) - (len(raw_data) % 8)]
-
-        try:
-            # Official Home Assistant approach:
-            # 1. Parse as 32-bit little-endian integers
-            pcm32 = np.frombuffer(raw_data, dtype="<i4")  # 32-bit little-endian
-
-            # 2. Reshape to stereo pairs and extract left channel (channel 0)
-            pcm32 = pcm32.reshape(-1, 2)[:, 0]  # Take LEFT channel only
-
-            # 3. Convert from 32-bit to 16-bit by dropping padding and lower bits
-            pcm16 = (pcm32 >> 16).astype(np.int16)  # Right shift 16 bits
-
-            # Convert back to bytes
-            audio_bytes = pcm16.tobytes()
-
-            return AudioChunk(
-                audio=audio_bytes,
-                rate=self._sample_rate,
-                channels=1,  # Output is mono (left channel only)
-                width=2,  # 16-bit = 2 bytes
+def _make_wav_callbacks(dump_dir: str):
+    """Build on_audio_chunk / on_audio_event closures for WAV dumping."""
+    wav_state = {
+        "wav_file": None,
+        "chunk_count": 0,
+        "total_bytes": 0,
+        "t_start": None,
+        "rate": 16000,
+        "width": 2,
+        "channels": 1,
+    }
+
+    def _open_wav(rate: int, width: int, channels: int) -> wave.Wave_write:
+        os.makedirs(dump_dir, exist_ok=True)
+        ts = time.strftime("%Y%m%d_%H%M%S")
+        path = os.path.join(dump_dir, f"havpe_debug_{ts}.wav")
+        wf = wave.open(path, "wb")
+        wf.setnchannels(channels)
+        wf.setsampwidth(width)
+        wf.setframerate(rate)
+        logger.info(
+            "Debug audio dump: %s (rate=%d width=%d ch=%d)", path, rate, width, channels
+        )
+        return wf
+
+    def on_audio_chunk(payload: bytes, length: int) -> None:
+        s = wav_state
+        if s["wav_file"]:
+            s["wav_file"].writeframes(payload)
+        s["chunk_count"] += 1
+        s["total_bytes"] += length
+        if s["t_start"] is None:
+            s["t_start"] = time.monotonic()
+        if s["chunk_count"] % 100 == 0:
+            elapsed = time.monotonic() - s["t_start"]
+            byte_rate = s["total_bytes"] / elapsed if elapsed > 0 else 0
+            expected_rate = s["rate"] * s["width"] * s["channels"]
+            ratio = byte_rate / expected_rate if expected_rate > 0 else 0
+            logger.info(
+                "Audio stats: %d chunks, %d bytes, %.1fs elapsed, "
+                "%.0f B/s actual vs %d B/s declared (ratio=%.2fx)",
+                s["chunk_count"],
+                s["total_bytes"],
+                elapsed,
+                byte_rate,
+                expected_rate,
+                ratio,
             )
 
-        except Exception as e:
-            logger.error(f"Error processing ESP32 audio data: {e}")
-            return None
-
-
-async def ensure_socket_connection(socket_client: SocketClient) -> bool:
-    """Ensure socket client is connected, with exponential backoff retry logic."""
-    max_retries = 3
-    for attempt in range(max_retries):
-        try:
-            logger.info(f"Attempting to connect to authenticated WebSocket (attempt {attempt + 1}/{max_retries})...")
-            await socket_client.open()
-            logger.info("✅ Authenticated WebSocket connection established")
-            return True
-        except Exception as e:
-            logger.error(f"❌ Failed to connect to WebSocket: {e}")
-            if attempt < max_retries - 1:
-                await exponential_backoff_sleep(attempt)
-            else:
-                logger.error("❌ All WebSocket connection attempts failed")
-                return False
-    return False
-
-
-async def create_and_connect_socket_client() -> Optional[SocketClient]:
-    """Create a new authenticated socket client and connect it."""
-    if not AUTH_USERNAME:
-        logger.error("❌ AUTH_USERNAME is required for authentication")
-        return None
-    
-    socket_client = await get_authenticated_socket_client(
-        backend_url=BACKEND_URL,
-        backend_ws_url=BACKEND_WS_URL,
-        username=str(AUTH_USERNAME),
-        password=str(AUTH_PASSWORD)
-    )
-    
-    if not socket_client:
-        logger.error("❌ Failed to create authenticated socket client")
-        return None
-    
-    # Try to connect
-    if await ensure_socket_connection(socket_client):
-        return socket_client
-    else:
-        logger.error("❌ Failed to establish connection with new socket client")
-        return None
-
-
-async def send_with_retry(socket_client: SocketClient, chunk: AudioChunk) -> tuple[bool, bool]:
-    """
-    Send chunk with retry logic.
-    
-    Returns:
-        Tuple of (success, needs_reconnect)
-        - success: True if chunk was sent successfully
-        - needs_reconnect: True if we should create a new authenticated client
-    """
-    max_retries = 2
-    for attempt in range(max_retries):
-        try:
-            await socket_client.write(chunk)
-            return True, False  # Success, no reconnect needed
-        except Exception as e:
-            error_str = str(e).lower()
-            
-            # Check for authentication-related errors
-            if any(auth_err in error_str for auth_err in ['401', 'unauthorized', 'forbidden', 'authentication']):
-                logger.warning(f"❌ Authentication error detected: {e}")
-                return False, True  # Failed, needs new auth token
-            
-            logger.warning(f"⚠️ Failed to send chunk (attempt {attempt + 1}): {e}")
-            if attempt < max_retries - 1:
-                if await ensure_socket_connection(socket_client):
-                    continue  # Try again with reconnected client
-                else:
-                    logger.warning("🔄 Connection failed, will need fresh authentication")
-                    return False, True  # Connection failed, try new auth
-            else:
-                logger.error("❌ Failed to send chunk after all retries")
-                return False, True  # Failed after retries, try new auth
-    
-    return False, True
-
-
-
-
-
-async def process_esp32_audio(
-    esp32_server: ESP32TCPServer, 
-    socket_client: Optional[SocketClient] = None,
-    asr_client: Optional[AsyncClient] = None,
-    file_sink: Optional[RollingFileSink] = None
-):
-    """Process audio chunks from ESP32 server, save to file sink and send to authenticated backend."""
-    if (not socket_client) and (not asr_client):
-        raise ValueError("Either socket_client or asr_client must be provided")
-
-    try:
-        import time
-        start_time = time.time()
-        logger.info("🎵 Starting to process ESP32 audio with authentication...")
-        chunk_count = 0
-        failed_sends = 0
-        auth_failures = 0
-        successful_sends = 0
-        
-        async for chunk in esp32_server:
-            chunk_count += 1
-            
-            # Health logging every 1000 chunks (~30 seconds at 16kHz)
-            if chunk_count % 1000 == 0:
-                elapsed = time.time() - start_time
-                uptime_mins = elapsed / 60
-                success_rate = (successful_sends / chunk_count * 100) if chunk_count > 0 else 0
-                logger.info(f"💓 Health: {uptime_mins:.1f}min uptime, {chunk_count} chunks, "
-                          f"{success_rate:.1f}% success, {auth_failures} auth failures")
-            
-            if chunk_count % 100 == 1:  # Log every 100th chunk to reduce spam
-                logger.debug(
-                    f"📦 Processed {chunk_count} chunks from ESP32, current chunk size: {len(chunk.audio)} bytes"
+    def on_audio_event(msg_type: str, header: dict) -> None:
+        s = wav_state
+        if msg_type == "audio-start":
+            d = header.get("data", {})
+            s["rate"] = d.get("rate", 16000)
+            s["width"] = d.get("width", 2)
+            s["channels"] = d.get("channels", 1)
+            s["wav_file"] = _open_wav(s["rate"], s["width"], s["channels"])
+            s["chunk_count"] = 0
+            s["total_bytes"] = 0
+            s["t_start"] = time.monotonic()
+
+        elif msg_type == "audio-stop":
+            if s["t_start"]:
+                elapsed = time.monotonic() - s["t_start"]
+                byte_rate = s["total_bytes"] / elapsed if elapsed > 0 else 0
+                expected_rate = s["rate"] * s["width"] * s["channels"]
+                ratio = byte_rate / expected_rate if expected_rate > 0 else 0
+                declared_duration = (
+                    s["total_bytes"] / expected_rate if expected_rate > 0 else 0
                 )
-
-            # Write to rolling file sink
-            if file_sink:
-                try:
-                    await file_sink.write(chunk)
-                except Exception as e:
-                    logger.warning(f"⚠️ Failed to write to file sink: {e}")
-
-            # Send to authenticated backend
-            if socket_client:
-                success, needs_reconnect = await send_with_retry(socket_client, chunk)
-                
-                if success:
-                    successful_sends += 1
-                    failed_sends = 0
-                    auth_failures = 0
-                elif needs_reconnect:
-                    auth_failures += 1
-                    logger.warning(f"🔄 Need to re-authenticate (failure #{auth_failures})")
-                    
-                    # Create new authenticated client
-                    new_socket_client = await create_and_connect_socket_client()
-                    if new_socket_client:
-                        socket_client = new_socket_client
-                        logger.info("✅ Successfully re-authenticated and reconnected")
-                        auth_failures = 0
-                        
-                        # Retry sending this chunk with new client
-                        retry_success, _ = await send_with_retry(socket_client, chunk)
-                        if retry_success:
-                            successful_sends += 1
-                            logger.debug("✅ Chunk sent successfully after re-authentication")
-                        else:
-                            logger.warning("⚠️ Failed to send chunk even after re-authentication")
-                    else:
-                        logger.error("❌ Failed to re-authenticate, will retry on next chunk")
-                        if auth_failures > 5:
-                            logger.error("❌ Too many authentication failures, stopping audio processor")
-                            break
-                else:
-                    failed_sends += 1
-                    if failed_sends > 20:
-                        logger.error("❌ Too many consecutive send failures, stopping audio processor")
-                        break
-
-            # Send to ASR (if implemented)
-            # await asr_client.write_event(chunk.event())
-            
-    except asyncio.CancelledError:
-        logger.info("🛑 ESP32 audio processor cancelled")
-        raise
-    except Exception as e:
-        logger.error(f"❌ Error in ESP32 audio processor: {e}")
-        raise
-
-
-async def run_audio_processor(args, esp32_file_sink):
-    """Run the audio processor with authentication and reconnect logic."""
-    retry_attempt = 0
-    while True:
-        try:
-            # Create ESP32 TCP server with automatic I²S swap detection
-            esp32_server = ESP32TCPServer(
-                host=args.host,
-                port=args.port,
-                sample_rate=SAMP_RATE,
-                channels=CHANNELS,
-                sample_width=4,
-            )
-
-            # Create authenticated WebSocket client for sending audio to backend
-            logger.info(f"🔐 Setting up authenticated connection to backend...")
-            logger.info(f"📡 Backend API: {BACKEND_URL}")
-            logger.info(f"🌐 Backend WebSocket: {BACKEND_WS_URL}")
-            logger.info(f"👤 Auth Username: {AUTH_USERNAME}")
-            logger.info(f"🔧 Device: {DEVICE_NAME}")
-            
-            socket_client = await create_and_connect_socket_client()
-            if not socket_client:
-                logger.error("❌ Failed to create authenticated WebSocket client, retrying...")
-                await exponential_backoff_sleep(retry_attempt)
-                retry_attempt += 1
-                continue
-
-            # Reset retry counter on successful connection
-            retry_attempt = 0
-            logger.info("💚 Authenticated connection established successfully!")
-
-            # Start ESP32 server
-            async with esp32_server:
-                logger.info(f"🎧 ESP32 server listening on {args.host}:{args.port}")
-                logger.info("🎵 Starting authenticated audio recording and processing...")
-
-                # Start audio processing task
-                await process_esp32_audio(
-                    esp32_server,
-                    socket_client,
-                    asr_client=None,
-                    file_sink=esp32_file_sink
+                logger.info(
+                    "Session end: %d chunks, %d bytes in %.1fs wall-clock | "
+                    "%.0f B/s actual vs %d B/s expected (ratio=%.2fx) | "
+                    "declared duration=%.1fs",
+                    s["chunk_count"],
+                    s["total_bytes"],
+                    elapsed,
+                    byte_rate,
+                    expected_rate,
+                    ratio,
+                    declared_duration,
                 )
-                logger.info("🏁 Audio processing session ended")
+            if s["wav_file"]:
+                s["wav_file"].close()
+                logger.info("Debug WAV closed (%d bytes written)", s["total_bytes"])
+                s["wav_file"] = None
 
-        except KeyboardInterrupt:
-            logger.info("🛑 Interrupted – stopping")
-            break
-        except Exception as e:
-            logger.error(f"❌ Audio processor error: {e}")
-            logger.info(f"🔄 Restarting with exponential backoff...")
-            await exponential_backoff_sleep(retry_attempt)
-            retry_attempt += 1
+    return on_audio_chunk, on_audio_event
 
 
 async def main():
-    # Override global constants with command line arguments
-    global BACKEND_URL, BACKEND_WS_URL, AUTH_USERNAME, AUTH_PASSWORD
-    
-    parser = argparse.ArgumentParser(description="TCP WAV recorder with ESP32 I²S swap detection and backend authentication")
-    parser.add_argument(
-        "--port",
-        type=int,
-        default=DEFAULT_PORT,
-        help="TCP port to listen on for ESP32 (default 8989)",
+    parser = argparse.ArgumentParser(
+        description="HAVPE Relay - Bidirectional Wyoming bridge"
     )
+    parser.add_argument("--port", type=int, default=8989)
+    parser.add_argument("--host", type=str, default="0.0.0.0")
     parser.add_argument(
-        "--host",
+        "--backend-url",
         type=str,
-        default="0.0.0.0",
-        help="Host address to bind to (default 0.0.0.0)",
-    )
-    parser.add_argument(
-        "--segment-duration",
-        type=int,
-        default=5,
-        help="Duration of each audio segment in seconds (default 5)",
+        default=os.getenv("BACKEND_URL", "http://localhost:8000"),
     )
     parser.add_argument(
-        "--username",
+        "--backend-ws-url",
         type=str,
-        default=AUTH_USERNAME,
-        help="Backend authentication username (email or 6-character user_id)",
+        default=os.getenv("BACKEND_WS_URL", "ws://localhost:8000"),
     )
+    parser.add_argument("--username", type=str, default=os.getenv("AUTH_USERNAME"))
+    parser.add_argument("--password", type=str, default=os.getenv("AUTH_PASSWORD"))
     parser.add_argument(
-        "--password",
-        type=str,
-        default=AUTH_PASSWORD,
-        help="Backend authentication password",
+        "--device-name", type=str, default=os.getenv("DEVICE_NAME", "havpe")
     )
     parser.add_argument(
-        "--backend-url",
+        "--esphome-device-ip",
         type=str,
-        default=BACKEND_URL,
-        help=f"Backend API URL (default: {BACKEND_URL})",
+        default=os.getenv("ESPHOME_DEVICE_IP", ""),
+        help="Static ESPHome device IP (default: use TCP client IP)",
     )
+    parser.add_argument("-v", "--verbose", action="count", default=0)
     parser.add_argument(
-        "--backend-ws-url",
-        type=str,
-        default=BACKEND_WS_URL,
-        help=f"Backend WebSocket URL (default: {BACKEND_WS_URL})",
+        "--dump-audio",
+        metavar="DIR",
+        default=None,
+        help="Dump raw device audio to WAV files in DIR (for debugging sample-rate mismatches)",
     )
-    parser.add_argument("-v", "--verbose", action="count", default=0, help="-v: INFO, -vv: DEBUG")
-    parser.add_argument("--debug-audio", action="store_true", help="Debug audio recording")
     args = parser.parse_args()
-    
-    BACKEND_URL = args.backend_url
-    BACKEND_WS_URL = args.backend_ws_url
-    AUTH_USERNAME = args.username
-    AUTH_PASSWORD = args.password
 
-    loglevel = logging.WARNING - (10 * min(args.verbose, 2))
-    logging.basicConfig(format="%(asctime)s  %(levelname)s  %(message)s", level=loglevel)
-    
-    # Print startup banner with authentication info
-    logger.info("🎵 ========================================")
-    logger.info("🎵 Chronicle HAVPE Relay with Authentication")
-    logger.info("🎵 ========================================")
-    logger.info(f"🎧 ESP32 Server: {args.host}:{args.port}")
-    logger.info(f"📡 Backend API: {BACKEND_URL}")
-    logger.info(f"🌐 Backend WebSocket: {BACKEND_WS_URL}")
-    logger.info(f"👤 Auth Username: {AUTH_USERNAME}")
-    logger.info(f"🔧 Device: {DEVICE_NAME}")
-    logger.info(f"🔧 Debug Audio: {'Enabled' if args.debug_audio else 'Disabled'}")
-    logger.info("🎵 ========================================")
-    
-    # Test authentication on startup
-    logger.info("🔐 Testing backend authentication...")
-    try:
-        if not AUTH_USERNAME or not AUTH_PASSWORD:
-            logger.error("❌ Missing authentication credentials")
-            logger.error("💡 Set AUTH_USERNAME and AUTH_PASSWORD environment variables or use command line arguments")
-            return
-        test_token = await get_jwt_token(AUTH_USERNAME, AUTH_PASSWORD, BACKEND_URL)
-        if test_token:
-            logger.info("✅ Authentication test successful! Ready to start.")
-        else:
-            logger.error("❌ Authentication test failed! Please check credentials.")
-            logger.error("💡 Update AUTH_USERNAME and AUTH_PASSWORD constants or use command line arguments")
-            return
-    except Exception as e:
-        logger.error(f"❌ Authentication test error: {e}")
-        logger.error("💡 Make sure the backend is running and accessible")
+    config = RelayConfig(
+        backend_url=args.backend_url,
+        backend_ws_url=args.backend_ws_url,
+        auth_username=args.username or "",
+        auth_password=args.password or "",
+        device_name=args.device_name,
+        esphome_device_ip=args.esphome_device_ip or "",
+    )
+
+    level = logging.WARNING - (10 * min(args.verbose, 2))
+    logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s", level=level)
+
+    logging.getLogger("websockets").setLevel(logging.WARNING)
+    logging.getLogger("aioesphomeapi").setLevel(logging.WARNING)
+
+    if not config.auth_username or not config.auth_password:
+        logger.error(
+            "Set AUTH_USERNAME and AUTH_PASSWORD (env or --username/--password)"
+        )
         return
 
-    # Create recordings directory
-    recordings = pathlib.Path("audio_chunks")
-    recordings.mkdir(exist_ok=True)
+    token = await get_jwt_token(
+        config.auth_username, config.auth_password, config.backend_url
+    )
+    if not token:
+        logger.error("Startup auth check failed")
+        return
 
-    if args.debug_audio:
-        esp32_recordings = recordings / "esp32_raw"
-        esp32_recordings.mkdir(exist_ok=True, parents=True)
+    dump_dir = args.dump_audio
+    if dump_dir:
+        logger.info("Audio dump enabled → %s", dump_dir)
+
+    on_chunk = None
+    on_event = None
+    if dump_dir:
+        on_chunk, on_event = _make_wav_callbacks(dump_dir)
+
+    server = await asyncio.start_server(
+        lambda r, w: run_device_session(
+            r,
+            w,
+            config,
+            on_audio_chunk=on_chunk,
+            on_audio_event=on_event,
+        ),
+        args.host,
+        args.port,
+    )
+    logger.info("Relay listening on %s:%d (TCP)", args.host, args.port)
+    logger.info("Backend: %s", config.backend_url)
 
+    async with server:
+        await server.serve_forever()
 
-    # Create rolling file sink for ESP32 data
-    if args.debug_audio:
-        logger.info("Debug audio recording enabled")
-        esp32_file_sink = RollingFileSink(
-            directory=esp32_recordings,
-            prefix="esp32_raw",
-            segment_duration_seconds=args.segment_duration,
-            sample_rate=SAMP_RATE,
-            channels=CHANNELS,
-            sample_width=SAMP_WIDTH,
-        )
-        await esp32_file_sink.open()
-    else:
-        logger.info("Debug audio recording disabled")
-        esp32_file_sink = None
 
-    try:
-        await run_audio_processor(args, esp32_file_sink)
-    except KeyboardInterrupt:
-        logger.info("Interrupted – shutting down")
-    except Exception as e:
-        logger.error(f"Fatal error: {e}")
-    finally:
-        logger.info("Recording session ended")
+def cli():
+    """Entry point with subcommands for service management."""
+    parser = argparse.ArgumentParser(description="HAVPE Relay")
+    sub = parser.add_subparsers(dest="command")
+
+    sub.add_parser("menu", help="Launch menu bar app (default)")
+    sub.add_parser("relay", help="Run CLI relay (no menu bar)")
+    sub.add_parser("install", help="Install as macOS login service")
+    sub.add_parser("uninstall", help="Remove macOS login service")
+    sub.add_parser("kickstart", help="Relaunch the menu bar app")
+    sub.add_parser("status", help="Show service status")
+    sub.add_parser("logs", help="Tail service logs")
+
+    args = parser.parse_args()
+    command = args.command or "menu"
+
+    if command == "menu":
+        # Lazy import: macOS-only (rumps, darwin-only per pyproject.toml)
+        from menu_relay import main as menu_main
+
+        menu_main()
+    elif command == "relay":
+        sys.argv = [sys.argv[0]] + sys.argv[2:]  # strip subcommand
+        asyncio.run(main())
+    elif command == "install":
+        install()
+    elif command == "uninstall":
+        uninstall()
+    elif command == "kickstart":
+        kickstart()
+    elif command == "status":
+        status()
+    elif command == "logs":
+        logs()
 
 
 if __name__ == "__main__":
-    asyncio.run(main())
+    if len(sys.argv) > 1 and sys.argv[1] in (
+        "menu",
+        "relay",
+        "install",
+        "uninstall",
+        "kickstart",
+        "status",
+        "logs",
+    ):
+        cli()
+    else:
+        asyncio.run(main())
diff --git a/extras/havpe-relay/menu_relay.py b/extras/havpe-relay/menu_relay.py
new file mode 100644
index 00000000..c100be86
--- /dev/null
+++ b/extras/havpe-relay/menu_relay.py
@@ -0,0 +1,334 @@
+"""macOS menu bar app for the HAVPE TCP relay.
+
+Runs the TCP-to-WebSocket relay in a background asyncio thread and shows
+connection status in the macOS menu bar. No terminal needed.
+
+Uses the shared relay_core module for Wyoming protocol forwarding.
+"""
+
+import asyncio
+import logging
+import os
+import threading
+from collections import deque
+from dataclasses import dataclass, field
+from typing import Optional
+
+import rumps
+from dotenv import load_dotenv
+from relay_core import RelayConfig, get_jwt_token, run_device_session
+
+logger = logging.getLogger(__name__)
+
+load_dotenv()
+
+RELAY_PORT = int(os.getenv("RELAY_PORT", "8989"))
+
+
+class MemoryLogHandler(logging.Handler):
+    """Keep recent formatted log lines in memory for display in the menu bar UI."""
+
+    def __init__(self, capacity: int = 500) -> None:
+        super().__init__()
+        self.lines: deque = deque(maxlen=capacity)
+
+    def emit(self, record: logging.LogRecord) -> None:
+        try:
+            self.lines.append(self.format(record))
+        except Exception:
+            self.handleError(record)
+
+
+log_buffer = MemoryLogHandler()
+
+
+def _show_logs_dialog(title: str, lines) -> None:
+    """Show log lines in a scrollable modal dialog."""
+    # Lazy import: macOS-only (AppKit/Foundation, not available cross-platform)
+    from AppKit import (
+        NSAlert,
+        NSBezelBorder,
+        NSFont,
+        NSScrollView,
+        NSTextView,
+        NSViewWidthSizable,
+    )
+    from Foundation import NSMakeRect, NSMakeSize
+
+    text = "\n".join(lines) or "(no logs yet)"
+    width, height = 720, 380
+
+    scroll = NSScrollView.alloc().initWithFrame_(NSMakeRect(0, 0, width, height))
+    scroll.setHasVerticalScroller_(True)
+    scroll.setHasHorizontalScroller_(False)
+    scroll.setBorderType_(NSBezelBorder)
+    scroll.setAutohidesScrollers_(False)
+
+    content = scroll.contentSize()
+    text_view = NSTextView.alloc().initWithFrame_(
+        NSMakeRect(0, 0, content.width, content.height)
+    )
+    text_view.setMinSize_(NSMakeSize(0, content.height))
+    text_view.setMaxSize_(NSMakeSize(1e7, 1e7))
+    text_view.setVerticallyResizable_(True)
+    text_view.setHorizontallyResizable_(False)
+    text_view.setAutoresizingMask_(NSViewWidthSizable)
+    text_view.setEditable_(False)
+    text_view.setFont_(NSFont.userFixedPitchFontOfSize_(11))
+    text_view.textContainer().setContainerSize_(NSMakeSize(content.width, 1e7))
+    text_view.textContainer().setWidthTracksTextView_(True)
+    text_view.setString_(text)
+    text_view.scrollRangeToVisible_((len(text), 0))
+
+    scroll.setDocumentView_(text_view)
+
+    alert = NSAlert.alloc().init()
+    alert.setMessageText_(title)
+    alert.setInformativeText_(f"Last {len(lines)} log line(s)")
+    alert.addButtonWithTitle_("Close")
+    alert.setAccessoryView_(scroll)
+    alert.runModal()
+
+
+# --- Shared state ------------------------------------------------------------
+
+
+@dataclass
+class SharedState:
+    """Thread-safe state shared between rumps UI and the asyncio relay thread."""
+
+    _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
+    status: str = "idle"  # idle | listening | connected | error
+    error: Optional[str] = None
+    device_addr: Optional[str] = None
+    chunks_sent: int = 0
+
+    def snapshot(self) -> dict:
+        with self._lock:
+            return {
+                "status": self.status,
+                "error": self.error,
+                "device_addr": self.device_addr,
+                "chunks_sent": self.chunks_sent,
+            }
+
+    def update(self, **kwargs) -> None:
+        with self._lock:
+            for k, v in kwargs.items():
+                setattr(self, k, v)
+
+
+# --- Asyncio background thread -----------------------------------------------
+
+
+class AsyncioThread:
+    """Runs an asyncio event loop in a daemon thread."""
+
+    def __init__(self) -> None:
+        self.loop: Optional[asyncio.AbstractEventLoop] = None
+        self._thread: Optional[threading.Thread] = None
+
+    def start(self) -> None:
+        self._thread = threading.Thread(target=self._run, daemon=True)
+        self._thread.start()
+        while self.loop is None or not self.loop.is_running():
+            threading.Event().wait(0.01)
+
+    def _run(self) -> None:
+        self.loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(self.loop)
+        self.loop.run_forever()
+
+    def run_coro(self, coro):
+        return asyncio.run_coroutine_threadsafe(coro, self.loop)
+
+
+# --- Relay manager ------------------------------------------------------------
+
+
+class RelayManager:
+    """Manages the TCP relay server lifecycle in the background asyncio thread."""
+
+    def __init__(self, state: SharedState, bg: AsyncioThread) -> None:
+        self.state = state
+        self.bg = bg
+        self.config = RelayConfig.from_env()
+        self._server: Optional[asyncio.AbstractServer] = None
+        self._session_tasks: set[asyncio.Task] = set()
+
+    def start(self) -> None:
+        self.bg.run_coro(self._start_server())
+
+    def stop(self) -> None:
+        self.bg.run_coro(self._stop_server())
+
+    async def _start_server(self) -> None:
+        if self._server is not None:
+            return
+
+        if not self.config.auth_username or not self.config.auth_password:
+            self.state.update(
+                status="error", error="AUTH_USERNAME/AUTH_PASSWORD not set in .env"
+            )
+            return
+
+        token = await get_jwt_token(
+            self.config.auth_username,
+            self.config.auth_password,
+            self.config.backend_url,
+        )
+        if not token:
+            self.state.update(status="error", error="Backend auth failed")
+            return
+
+        state = self.state
+        config = self.config
+
+        def _make_handler(r, w):
+            def on_chunk(_payload: bytes, _length: int) -> None:
+                with state._lock:
+                    state.chunks_sent += 1
+
+            def on_session_start(addr_str: str) -> None:
+                state.update(status="connected", device_addr=addr_str, chunks_sent=0)
+
+            def on_session_end() -> None:
+                state.update(status="listening", device_addr=None)
+
+            def on_auth_failure() -> None:
+                state.update(status="listening", device_addr=None, error="Auth failed")
+
+            task = asyncio.ensure_future(
+                run_device_session(
+                    r,
+                    w,
+                    config,
+                    on_audio_chunk=on_chunk,
+                    on_session_start=on_session_start,
+                    on_session_end=on_session_end,
+                    on_auth_failure=on_auth_failure,
+                )
+            )
+            self._session_tasks.add(task)
+            task.add_done_callback(self._session_tasks.discard)
+
+        self._server = await asyncio.start_server(_make_handler, "0.0.0.0", RELAY_PORT)
+        self.state.update(status="listening", error=None)
+        logger.info("Relay listening on :%d", RELAY_PORT)
+
+    async def _stop_server(self) -> None:
+        if self._server is None:
+            return
+
+        # Stop accepting new connections
+        self._server.close()
+
+        # Cancel active sessions first — their finally blocks close the TCP writers,
+        # which is what allows wait_closed() to return.
+        for task in list(self._session_tasks):
+            task.cancel()
+        if self._session_tasks:
+            await asyncio.gather(*self._session_tasks, return_exceptions=True)
+        self._session_tasks.clear()
+
+        await self._server.wait_closed()
+        self._server = None
+
+        self.state.update(status="idle", device_addr=None, chunks_sent=0)
+        logger.info("Relay stopped")
+
+
+# --- rumps menu bar app -------------------------------------------------------
+
+
+class RelayMenuApp(rumps.App):
+    """macOS menu bar app for the HAVPE relay."""
+
+    def __init__(self, state: SharedState, relay: RelayManager) -> None:
+        super().__init__("Chronicle Relay", title="\u2299\u02b0\u1d43")
+        self.state = state
+        self.relay = relay
+
+        self.status_item = rumps.MenuItem("Status: Starting...", callback=None)
+        self.toggle_item = rumps.MenuItem("Stop Relay", callback=self.on_toggle)
+        self.logs_item = rumps.MenuItem("View Logs", callback=self.on_view_logs)
+
+        self.menu = [
+            self.status_item,
+            None,
+            self.toggle_item,
+            self.logs_item,
+            None,
+        ]
+
+    @rumps.timer(2)
+    def refresh_ui(self, _sender) -> None:
+        snap = self.state.snapshot()
+        status = snap["status"]
+
+        if status == "connected":
+            self.title = "\u25cf\u02b0\u1d43"  # filled circle + ha
+            addr = snap["device_addr"] or "?"
+            chunks = f"{snap['chunks_sent']:,}"
+            self.status_item.title = (
+                f"Status: Connected ({addr}) \u2014 {chunks} chunks"
+            )
+            self.toggle_item.title = "Stop Relay"
+        elif status == "listening":
+            self.title = "\u2299\u02b0\u1d43"  # circled dot + ha
+            self.status_item.title = f"Status: Listening on :{RELAY_PORT}"
+            self.toggle_item.title = "Stop Relay"
+        elif status == "error":
+            self.title = "\u2298\u02b0\u1d43"  # circled division slash + ha
+            self.status_item.title = (
+                f"Status: Error \u2014 {snap['error'] or 'unknown'}"
+            )
+            self.toggle_item.title = "Start Relay"
+        else:
+            self.title = "\u2298\u02b0\u1d43"  # stopped + ha
+            self.status_item.title = "Status: Stopped"
+            self.toggle_item.title = "Start Relay"
+
+    def on_toggle(self, _sender) -> None:
+        snap = self.state.snapshot()
+        if snap["status"] in ("listening", "connected"):
+            logger.info("User stopping relay")
+            self.relay.stop()
+        else:
+            logger.info("User starting relay")
+            self.relay.start()
+
+    def on_view_logs(self, _sender) -> None:
+        """Show recent log output in a scrollable dialog."""
+        _show_logs_dialog("Chronicle Relay — Logs", list(log_buffer.lines))
+
+
+# --- Entry point --------------------------------------------------------------
+
+
+def main() -> None:
+    # Lazy import: macOS-only (AppKit, not available cross-platform)
+    from AppKit import NSApplication
+
+    NSApplication.sharedApplication().setActivationPolicy_(1)
+
+    log_format = "%(asctime)s %(levelname)s %(name)s: %(message)s"
+    logging.basicConfig(format=log_format, level=logging.INFO)
+    log_buffer.setFormatter(logging.Formatter(log_format))
+    logging.getLogger().addHandler(log_buffer)
+    logging.getLogger("websockets").setLevel(logging.WARNING)
+    logging.getLogger("aioesphomeapi").setLevel(logging.WARNING)
+
+    state = SharedState()
+    bg = AsyncioThread()
+    bg.start()
+
+    relay = RelayManager(state, bg)
+    relay.start()
+
+    app = RelayMenuApp(state, relay)
+    app.run()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/havpe-relay/pyproject.toml b/extras/havpe-relay/pyproject.toml
index c68ae9cb..8b74d86e 100644
--- a/extras/havpe-relay/pyproject.toml
+++ b/extras/havpe-relay/pyproject.toml
@@ -1,16 +1,26 @@
 [project]
 name = "havpe-relay"
-version = "0.1.0"
-description = "TCP-to-WebSocket relay for ESPHome Voice-PE that connects to the Omi advanced backend."
+version = "0.2.0"
+description = "TCP→WebSocket bridge between ESP32 Voice PE and Chronicle backend."
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "easy-audio-interfaces>=0.5",
     "httpx>=0.27.0",
     "websockets>=15.0.1",
+    "rumps>=0.4.0; sys_platform == 'darwin'",
+    "python-dotenv>=1.0.0",
+    "aioesphomeapi>=30.2.0",
+    "minidisc-python>=0.1.0",
 ]
 
 [dependency-groups]
 dev = [
     "black>=25.1.0",
 ]
+firmware = [
+    "esphome>=2025.12.0",
+]
+test = [
+    "fastapi>=0.115.0",
+    "uvicorn>=0.34.0",
+]
diff --git a/extras/havpe-relay/relay_core.py b/extras/havpe-relay/relay_core.py
new file mode 100644
index 00000000..97cf6dba
--- /dev/null
+++ b/extras/havpe-relay/relay_core.py
@@ -0,0 +1,497 @@
+"""
+Shared relay logic for HAVPE → Chronicle WebSocket bridge.
+
+Provides the core Wyoming protocol forwarding functions used by both the CLI
+relay (main.py) and the macOS menu bar relay (menu_relay.py).
+"""
+
+import asyncio
+import base64
+import json
+import logging
+import os
+import sys
+from collections.abc import Callable
+from dataclasses import dataclass
+from pathlib import Path
+
+import httpx
+import websockets
+from device_controller import DeviceController
+from dotenv import load_dotenv
+from tone_server import serve_audio_bytes
+
+# Max backend→relay WS frame. Bumped above the websockets 1 MiB default so larger
+# inline TTS audio payloads (play-audio audio_b64) are not rejected.
+_WS_MAX_SIZE = 16 * 1024 * 1024
+
+load_dotenv()
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class RelayConfig:
+    """Connection parameters for the relay."""
+
+    backend_url: str
+    backend_ws_url: str
+    auth_username: str
+    auth_password: str
+    device_name: str
+    esphome_device_ip: str = ""
+    # If the device sends nothing for this long, treat it as gone and close the
+    # backend WS. Without this a silently-dead device (power off, Wi-Fi drop, no
+    # TCP FIN) leaves readline() blocked forever and the backend sees an immortal
+    # "connected" client. The device streams continuously when alive, so this only
+    # trips on a real disconnect.
+    device_idle_timeout: float = 300.0
+
+    @classmethod
+    def from_env(cls) -> "RelayConfig":
+        # discovery.py lives at the repo root (two levels up)
+        _repo_root = str(Path(__file__).resolve().parent.parent.parent)
+        if _repo_root not in sys.path:
+            sys.path.insert(0, _repo_root)
+
+        try:
+            # Lazy import: sys.path-dependent (only importable after the
+            # repo-root insertion above).
+            from discovery import resolve_backend_url
+
+            backend_url = resolve_backend_url(os.getenv("BACKEND_URL"), logger=logger)
+        except ImportError:
+            logger.warning("discovery module unavailable; set BACKEND_URL in .env")
+            backend_url = os.getenv("BACKEND_URL") or "http://localhost:8000"
+
+        backend_ws_url = os.getenv("BACKEND_WS_URL") or backend_url.replace(
+            "http://", "ws://"
+        ).replace("https://", "wss://")
+
+        return cls(
+            backend_url=backend_url,
+            backend_ws_url=backend_ws_url,
+            auth_username=os.getenv("AUTH_USERNAME", ""),
+            auth_password=os.getenv("AUTH_PASSWORD", ""),
+            device_name=os.getenv("DEVICE_NAME", "havpe"),
+            esphome_device_ip=os.getenv("ESPHOME_DEVICE_IP", ""),
+            device_idle_timeout=float(os.getenv("DEVICE_IDLE_TIMEOUT", "300")),
+        )
+
+
+async def get_jwt_token(username: str, password: str, backend_url: str) -> str | None:
+    try:
+        async with httpx.AsyncClient(timeout=10.0) as client:
+            resp = await client.post(
+                f"{backend_url}/auth/jwt/login",
+                data={"username": username, "password": password},
+                headers={"Content-Type": "application/x-www-form-urlencoded"},
+            )
+        if resp.status_code == 200:
+            token = resp.json().get("access_token")
+            if token:
+                logger.info("Auth OK")
+                return token
+        logger.error("Auth failed: %d", resp.status_code)
+    except Exception as e:
+        logger.error("Auth error: %s", e)
+    return None
+
+
+async def forward_tcp_to_ws(
+    reader: asyncio.StreamReader,
+    ws,
+    ws_lock: asyncio.Lock,
+    *,
+    on_audio_chunk: Callable[[bytes, int], None] | None = None,
+    on_audio_event: Callable[[str, dict], None] | None = None,
+    idle_timeout: float | None = None,
+) -> None:
+    """Forward Wyoming messages from device TCP to backend WebSocket.
+
+    Args:
+        on_audio_chunk: Called with (payload, payload_length) for each audio-chunk.
+        on_audio_event: Called with (msg_type, header) for non-audio-chunk messages
+                        (e.g. audio-start, audio-stop).
+        idle_timeout: If set, treat the device as gone when it sends nothing for this
+                      many seconds and end the session (closing the backend WS) so the
+                      backend doesn't keep a zombie "connected" client.
+    """
+    while True:
+        try:
+            if idle_timeout is not None:
+                line = await asyncio.wait_for(reader.readline(), timeout=idle_timeout)
+            else:
+                line = await reader.readline()
+        except asyncio.TimeoutError:
+            logger.warning(
+                "TCP→WS: device idle for %.0fs — treating as disconnected, ending session",
+                idle_timeout,
+            )
+            break
+        if not line:
+            break
+
+        line_str = line.decode().strip()
+        if not line_str:
+            continue
+
+        try:
+            header = json.loads(line_str)
+        except json.JSONDecodeError:
+            logger.warning(
+                "TCP→WS: non-JSON line (stream desynchronized) — ending. "
+                "Raw data: %s",
+                repr(line_str[:120]),
+            )
+            break
+
+        payload_length = header.get("payload_length", 0)
+        payload: bytes | None = None
+
+        # Read the payload from the device first (device-side failure → end
+        # session), then forward header+payload to the WS. A WS-send failure
+        # (websockets.ConnectionClosed) is NOT caught here: it propagates so the
+        # caller can reconnect the backend WS without ending the device session.
+        try:
+            if payload_length > 0:
+                payload = await reader.readexactly(payload_length)
+        except asyncio.IncompleteReadError:
+            logger.info("TCP→WS: device disconnected mid-payload — ending")
+            break
+
+        async with ws_lock:
+            await ws.send(line_str)
+            if payload is not None:
+                await ws.send(payload)
+
+        msg_type = header.get("type", "")
+
+        if msg_type == "audio-chunk":
+            if on_audio_chunk and payload is not None:
+                on_audio_chunk(payload, payload_length)
+        else:
+            logger.info("TCP→WS: %s", msg_type)
+            if on_audio_event:
+                on_audio_event(msg_type, header)
+
+
+async def handle_backend_messages(ws, device: DeviceController) -> None:
+    """Process messages from backend WebSocket, dispatch to device."""
+    async for raw in ws:
+        if isinstance(raw, bytes):
+            logger.debug("Backend binary message (%d bytes), discarded", len(raw))
+            continue
+
+        try:
+            msg = json.loads(raw)
+        except (json.JSONDecodeError, TypeError):
+            logger.debug("Backend non-JSON message, discarded: %s", str(raw)[:80])
+            continue
+
+        msg_type = msg.get("type", "")
+        data = msg.get("data", {})
+
+        if msg_type == "play-audio":
+            announcement = data.get("announcement", True)
+            url = data.get("url", "")
+            audio_b64 = data.get("audio_b64", "")
+            if audio_b64:
+                # Backend-generated audio (e.g. TTS): the device can't reach the
+                # backend, so serve the bytes locally on the LAN.
+                try:
+                    audio = base64.b64decode(audio_b64)
+                    url = serve_audio_bytes(audio, ext=data.get("format", "wav"))
+                    logger.info(
+                        "Backend→device: play-audio (%d bytes) → %s", len(audio), url
+                    )
+                except Exception as e:
+                    logger.warning(
+                        "Backend→device: failed to stage play-audio bytes: %s", e
+                    )
+                    url = ""
+            else:
+                logger.info("Backend→device: play-audio %s", url)
+            if url:
+                await device.play_audio(url, announcement=announcement)
+            else:
+                logger.warning("Backend→device: play-audio with no url/audio_b64")
+
+        elif msg_type == "led-control":
+            r = float(data.get("r", 0))
+            g = float(data.get("g", 0))
+            b = float(data.get("b", 0))
+            brightness = float(data.get("brightness", 0.3))
+            duration = float(data.get("duration", 5.0))
+            effect = data.get("effect")
+            if effect:
+                # Animated feedback (e.g. wake-event "Listening"/"Thinking" ring).
+                logger.info(
+                    "Backend→device: led-control effect=%s rgb=(%.1f,%.1f,%.1f) "
+                    "br=%.1f dur=%.1fs",
+                    effect,
+                    r,
+                    g,
+                    b,
+                    brightness,
+                    duration,
+                )
+                await device.set_led_effect(
+                    effect, r, g, b, brightness, duration=duration
+                )
+            else:
+                logger.info(
+                    "Backend→device: led-control rgb=(%.1f,%.1f,%.1f) br=%.1f dur=%.1fs",
+                    r,
+                    g,
+                    b,
+                    brightness,
+                    duration,
+                )
+                await device.set_led(r, g, b, brightness, duration=duration)
+
+        else:
+            logger.debug("Backend→relay (ignored): %s", msg_type or str(raw)[:80])
+
+
+async def forward_esphome_events(
+    device: DeviceController,
+    ws,
+    ws_lock: asyncio.Lock,
+) -> None:
+    """Forward button/dial events from ESPHome API to backend WebSocket."""
+    while True:
+        event = await device.get_event()
+        event_type = event.pop("type")
+
+        wyoming_msg = json.dumps(
+            {
+                "type": event_type,
+                "data": event,
+                "payload_length": 0,
+            }
+        )
+        async with ws_lock:
+            await ws.send(wyoming_msg)
+        logger.info("ESPHome→WS: %s %s", event_type, event)
+
+
+async def _maintain_esphome_api(
+    device: DeviceController,
+    device_ip: str,
+    *,
+    interval: float = 15.0,
+) -> None:
+    """Keep the ESPHome API connection alive for the life of a device session.
+
+    aioesphomeapi's ReconnectLogic only re-establishes the raw client; it does
+    not re-run our entity discovery + state subscription, so instead we poll and
+    re-run the full DeviceController.connect() whenever the API is down. This lets
+    button/dial/LED/speaker recover mid-session if the initial connect timed out
+    or the API later drops, without ever touching the audio path (which runs over
+    a separate TCP socket). Cancelled at session teardown.
+    """
+    while True:
+        await asyncio.sleep(interval)
+        if device.connected:
+            continue
+        try:
+            ok = await asyncio.wait_for(device.connect(device_ip), timeout=5.0)
+        except asyncio.TimeoutError:
+            ok = False
+        if ok:
+            logger.info("ESPHome API (re)connected at %s mid-session", device_ip)
+
+
+async def run_device_session(
+    reader: asyncio.StreamReader,
+    writer: asyncio.StreamWriter,
+    config: RelayConfig,
+    *,
+    on_audio_chunk: Callable[[bytes, int], None] | None = None,
+    on_audio_event: Callable[[str, dict], None] | None = None,
+    on_session_start: Callable[[str], None] | None = None,
+    on_session_end: Callable[[], None] | None = None,
+    on_auth_failure: Callable[[], None] | None = None,
+) -> None:
+    """Run a single device session: authenticate, connect WS, bridge traffic.
+
+    Args:
+        on_audio_chunk: Forwarded to forward_tcp_to_ws.
+        on_audio_event: Forwarded to forward_tcp_to_ws.
+        on_session_start: Called with the device address string on connect.
+        on_session_end: Called when session tears down (always, via finally).
+        on_auth_failure: Called if JWT auth fails.
+    """
+    addr = writer.get_extra_info("peername")
+    addr_str = f"{addr[0]}:{addr[1]}" if addr else "unknown"
+    device_ip = addr[0] if addr else "127.0.0.1"
+    logger.info("Device connected from %s", addr_str)
+
+    if on_session_start:
+        on_session_start(addr_str)
+
+    token = await get_jwt_token(
+        config.auth_username, config.auth_password, config.backend_url
+    )
+    if not token:
+        logger.error("Auth failed, dropping connection")
+        if on_auth_failure:
+            on_auth_failure()
+        writer.close()
+        return
+
+    device = DeviceController()
+    tasks: list[asyncio.Task] = []
+
+    # ESPHome API connect happens once and is kept alive across backend-WS
+    # reconnects (3D handles its own mid-session reconnect). device_ip is the TCP
+    # peer; esphome_ip may be overridden via config.
+    esphome_ip = config.esphome_device_ip or device_ip
+    try:
+        api_ok = await asyncio.wait_for(device.connect(esphome_ip), timeout=5.0)
+    except asyncio.TimeoutError:
+        logger.warning(
+            "ESPHome API connect to %s timed out (5s) — audio-only mode",
+            esphome_ip,
+        )
+        api_ok = False
+    if api_ok:
+        logger.info(
+            "ESPHome API connected at %s — button/dial/LED/speaker enabled",
+            esphome_ip,
+        )
+    else:
+        logger.info("ESPHome API unavailable at %s — audio-only mode", esphome_ip)
+
+    # Optional periodic re-connect of the ESPHome API so button/dial/LED/speaker
+    # recover mid-session if the initial connect failed or drops (3D).
+    api_reconnect_task = asyncio.create_task(
+        _maintain_esphome_api(device, esphome_ip), name="esphome-api-keepalive"
+    )
+
+    # Backend-WS reconnect backoff. A WS blip must NOT end the device session:
+    # we keep reader/writer (and the ESPHome API) alive and re-dial the backend
+    # with capped exponential backoff, re-fetching the JWT each time. The loop
+    # ends only on true device disconnect (reader EOF / IncompleteReadError) or
+    # idle timeout — both surface as forward_tcp_to_ws returning normally.
+    _BACKOFF_INITIAL = 1.0
+    _BACKOFF_FACTOR = 2.0
+    _BACKOFF_MAX = 30.0
+    _MIN_HEALTHY_DURATION = 30.0
+    backoff = _BACKOFF_INITIAL
+    session_ended = False
+
+    try:
+        while not session_ended:
+            # Re-fetch the JWT on each re-dial (mid-session refresh for long
+            # sessions that can outlive the token lifetime).
+            token = await get_jwt_token(
+                config.auth_username, config.auth_password, config.backend_url
+            )
+            if not token:
+                logger.error("Auth failed on reconnect; retrying in %.0fs", backoff)
+                await asyncio.sleep(backoff)
+                backoff = min(backoff * _BACKOFF_FACTOR, _BACKOFF_MAX)
+                continue
+
+            backend_uri = (
+                f"{config.backend_ws_url}/ws?codec=pcm&token={token}"
+                f"&device_name={config.device_name}"
+            )
+
+            connected_at = None
+            tasks = []
+            try:
+                async with websockets.connect(backend_uri, max_size=_WS_MAX_SIZE) as ws:
+                    connected_at = asyncio.get_running_loop().time()
+                    logger.info("Backend WS connected, starting bidirectional bridge")
+
+                    ws_lock = asyncio.Lock()
+                    tasks = [
+                        asyncio.create_task(
+                            forward_tcp_to_ws(
+                                reader,
+                                ws,
+                                ws_lock,
+                                on_audio_chunk=on_audio_chunk,
+                                on_audio_event=on_audio_event,
+                                idle_timeout=config.device_idle_timeout,
+                            ),
+                            name="tcp→ws",
+                        ),
+                        asyncio.create_task(
+                            handle_backend_messages(ws, device),
+                            name="ws→device",
+                        ),
+                    ]
+                    if device.connected:
+                        tasks.append(
+                            asyncio.create_task(
+                                forward_esphome_events(device, ws, ws_lock),
+                                name="esphome→ws",
+                            )
+                        )
+
+                    tcp_task = tasks[0]
+                    done, pending = await asyncio.wait(
+                        tasks, return_when=asyncio.FIRST_COMPLETED
+                    )
+
+                    for t in pending:
+                        t.cancel()
+                    await asyncio.gather(*pending, return_exceptions=True)
+
+                    # forward_tcp_to_ws finishing normally = device EOF / idle
+                    # timeout = true session end. Any task raising (e.g. WS
+                    # ConnectionClosed) = transient drop → reconnect.
+                    drop_exc: BaseException | None = None
+                    for t in done:
+                        exc = t.exception()
+                        if exc is not None:
+                            drop_exc = exc
+                            logger.warning("Task %s ended with %s", t.get_name(), exc)
+                        else:
+                            logger.info("Task %s finished", t.get_name())
+
+                    if tcp_task in done and tcp_task.exception() is None:
+                        session_ended = True
+                        break
+
+                    if drop_exc is not None and not isinstance(
+                        drop_exc, websockets.WebSocketException
+                    ):
+                        # Unexpected error (not a WS drop) — surface it.
+                        raise drop_exc
+
+            except (websockets.WebSocketException, OSError) as e:
+                # Backend WS connect/stream failed — reconnect, keep device alive.
+                logger.warning(
+                    "Backend WS dropped (%s); reconnecting in %.0fs", e, backoff
+                )
+
+            # Reset backoff if the connection stayed healthy long enough.
+            if (
+                connected_at is not None
+                and asyncio.get_running_loop().time() - connected_at
+                >= _MIN_HEALTHY_DURATION
+            ):
+                backoff = _BACKOFF_INITIAL
+
+            if not session_ended:
+                await asyncio.sleep(backoff)
+                backoff = min(backoff * _BACKOFF_FACTOR, _BACKOFF_MAX)
+
+    except asyncio.IncompleteReadError:
+        logger.info("Device disconnected (incomplete read)")
+    except Exception as e:
+        logger.error("Session error: %s", e)
+    finally:
+        api_reconnect_task.cancel()
+        for t in tasks:
+            t.cancel()
+        await asyncio.gather(api_reconnect_task, *tasks, return_exceptions=True)
+        await device.disconnect()
+        writer.close()
+        if on_session_end:
+            on_session_end()
+        logger.info("Session ended")
diff --git a/extras/havpe-relay/service.py b/extras/havpe-relay/service.py
new file mode 100644
index 00000000..12da30eb
--- /dev/null
+++ b/extras/havpe-relay/service.py
@@ -0,0 +1,225 @@
+"""launchd service management for the HAVPE relay on macOS."""
+
+import os
+import plistlib
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+from dotenv import dotenv_values
+
+LABEL = "com.chronicle.havpe-relay"
+PLIST_PATH = Path.home() / "Library" / "LaunchAgents" / f"{LABEL}.plist"
+LOG_DIR = Path.home() / "Library" / "Logs" / "Chronicle"
+LOG_FILE = LOG_DIR / "havpe-relay.log"
+APP_BUNDLE = Path.home() / "Applications" / "Chronicle HAVPE Relay.app"
+
+PROJECT_DIR = Path(__file__).resolve().parent
+
+
+def _find_uv() -> str:
+    """Resolve the absolute path to the uv binary."""
+    uv = shutil.which("uv")
+    if uv:
+        return uv
+    for candidate in [
+        Path.home() / ".local" / "bin" / "uv",
+        Path.home() / ".cargo" / "bin" / "uv",
+        Path("/usr/local/bin/uv"),
+        Path("/opt/homebrew/bin/uv"),
+    ]:
+        if candidate.exists():
+            return str(candidate)
+    print(
+        "Error: could not find 'uv' binary. Install it: curl -LsSf https://astral.sh/uv/install.sh | sh"
+    )
+    sys.exit(1)
+
+
+def _create_app_bundle() -> None:
+    """Create a .app bundle via osacompile so Raycast/Spotlight treat it as a real app."""
+    if APP_BUNDLE.exists():
+        shutil.rmtree(APP_BUNDLE)
+
+    applescript = f'do shell script "launchctl kickstart gui/" & (do shell script "id -u") & "/{LABEL}"'
+    result = subprocess.run(
+        ["osacompile", "-o", str(APP_BUNDLE), "-e", applescript],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode != 0:
+        print(f"osacompile failed: {result.stderr.strip()}")
+        return
+
+    info_plist = APP_BUNDLE / "Contents" / "Info.plist"
+    with open(info_plist, "rb") as f:
+        info = plistlib.load(f)
+    info.update(
+        {
+            "CFBundleName": "Chronicle HAVPE Relay",
+            "CFBundleDisplayName": "Chronicle HAVPE Relay",
+            "CFBundleIdentifier": LABEL,
+            "CFBundleVersion": "1.0",
+            "CFBundleShortVersionString": "1.0",
+            "LSUIElement": True,
+        }
+    )
+    with open(info_plist, "wb") as f:
+        plistlib.dump(info, f)
+
+
+def _remove_app_bundle() -> None:
+    """Remove the .app bundle."""
+    if APP_BUNDLE.exists():
+        shutil.rmtree(APP_BUNDLE)
+        print(f"Removed {APP_BUNDLE}")
+
+
+def _build_plist() -> dict:
+    """Build the launchd plist dictionary."""
+    uv = _find_uv()
+
+    env = {}
+
+    # Read .env file for backend config
+    env_file = PROJECT_DIR / ".env"
+    if env_file.exists():
+        for key, value in dotenv_values(env_file).items():
+            if value is not None:
+                env[key] = value
+
+    plist = {
+        "Label": LABEL,
+        "ProgramArguments": [
+            uv,
+            "run",
+            "--project",
+            str(PROJECT_DIR),
+            "python",
+            str(PROJECT_DIR / "main.py"),
+            "menu",
+        ],
+        "WorkingDirectory": str(PROJECT_DIR),
+        "RunAtLoad": True,
+        "KeepAlive": {"SuccessfulExit": False},
+        "ThrottleInterval": 10,
+        "ProcessType": "Interactive",
+        "StandardOutPath": str(LOG_FILE),
+        "StandardErrorPath": str(LOG_FILE),
+        "EnvironmentVariables": env,
+    }
+    return plist
+
+
+def install() -> None:
+    """Install the launchd agent and load it."""
+    LOG_DIR.mkdir(parents=True, exist_ok=True)
+    PLIST_PATH.parent.mkdir(parents=True, exist_ok=True)
+
+    plist = _build_plist()
+
+    if PLIST_PATH.exists():
+        print(f"Removing existing agent: {LABEL}")
+        subprocess.run(
+            ["launchctl", "bootout", f"gui/{os.getuid()}", str(PLIST_PATH)],
+            capture_output=True,
+        )
+
+    with open(PLIST_PATH, "wb") as f:
+        plistlib.dump(plist, f)
+
+    print(f"Wrote plist to {PLIST_PATH}")
+
+    result = subprocess.run(
+        ["launchctl", "bootstrap", f"gui/{os.getuid()}", str(PLIST_PATH)],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        print(f"Service '{LABEL}' installed and loaded.")
+        print(f"Logs: {LOG_FILE}")
+    else:
+        print(f"launchctl bootstrap failed: {result.stderr.strip()}")
+        print("Try: launchctl bootstrap gui/$(id -u) " + str(PLIST_PATH))
+
+    _create_app_bundle()
+    print(f"Created launcher app: {APP_BUNDLE}")
+    print("You can now launch 'Chronicle HAVPE Relay' from Spotlight or Raycast.")
+
+
+def uninstall() -> None:
+    """Unload the launchd agent and remove the plist."""
+    if not PLIST_PATH.exists():
+        print(f"No plist found at {PLIST_PATH}")
+        return
+
+    result = subprocess.run(
+        ["launchctl", "bootout", f"gui/{os.getuid()}", str(PLIST_PATH)],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        print(f"Service '{LABEL}' unloaded.")
+    else:
+        print(f"launchctl bootout: {result.stderr.strip()}")
+
+    PLIST_PATH.unlink(missing_ok=True)
+    print(f"Removed {PLIST_PATH}")
+    _remove_app_bundle()
+
+
+def kickstart() -> None:
+    """Restart the launchd agent."""
+    if not PLIST_PATH.exists():
+        print("Service not installed. Run './start.sh install' first.")
+        return
+
+    result = subprocess.run(
+        ["launchctl", "kickstart", f"gui/{os.getuid()}/{LABEL}"],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        print(f"Service '{LABEL}' started.")
+    else:
+        print(f"Failed to start: {result.stderr.strip()}")
+
+
+def status() -> None:
+    """Show the launchd service status."""
+    if not PLIST_PATH.exists():
+        print(f"Service not installed (no plist at {PLIST_PATH})")
+        return
+
+    result = subprocess.run(
+        ["launchctl", "print", f"gui/{os.getuid()}/{LABEL}"],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        for line in result.stdout.splitlines():
+            stripped = line.strip()
+            if any(
+                k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]
+            ):
+                print(stripped)
+    else:
+        print(f"Service '{LABEL}' is not running.")
+        print(f"Plist exists at: {PLIST_PATH}")
+
+
+def logs(follow: bool = True) -> None:
+    """Show or tail the service log file."""
+    if not LOG_FILE.exists():
+        print(f"No log file at {LOG_FILE}")
+        return
+
+    if follow:
+        print(f"Tailing {LOG_FILE} (Ctrl+C to stop)...")
+        try:
+            subprocess.run(["tail", "-f", str(LOG_FILE)])
+        except KeyboardInterrupt:
+            pass
+    else:
+        print(LOG_FILE.read_text()[-5000:])
diff --git a/extras/havpe-relay/start.sh b/extras/havpe-relay/start.sh
new file mode 100755
index 00000000..5ab33ee3
--- /dev/null
+++ b/extras/havpe-relay/start.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+set -a && source .env 2>/dev/null; set +a
+uv run python main.py "$@"
diff --git a/extras/havpe-relay/test_audio_output.py b/extras/havpe-relay/test_audio_output.py
new file mode 100644
index 00000000..237889bb
--- /dev/null
+++ b/extras/havpe-relay/test_audio_output.py
@@ -0,0 +1,362 @@
+"""
+Test script for playing audio through the HA Voice Preview Edition device.
+
+This script connects to the VA-PE device via the ESPHome native API and
+commands its media_player to play audio from an HTTP URL.
+
+Prerequisites:
+  - Device must be running firmware with media_player + speaker output
+    (the official HA Voice PE firmware, or voice-chronicle.yaml)
+  - Device must be on the same network
+  - aioesphomeapi must be installed: uv run --group test python test_audio_output.py
+
+Usage:
+  # Play a generated test tone
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.XXX -v
+
+  # Play a specific WAV file
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.XXX --file my_audio.wav
+
+  # Just list entities on the device (diagnostic)
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.XXX --list-entities
+"""
+
+import argparse
+import asyncio
+import io
+import logging
+import math
+import socket
+import struct
+import threading
+import wave
+from http.server import HTTPServer, SimpleHTTPRequestHandler
+from pathlib import Path
+
+import aioesphomeapi
+
+logger = logging.getLogger(__name__)
+
+
+def get_local_ip() -> str:
+    """Get the local IP address that's routable to the device's network."""
+    s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+    try:
+        s.connect(("10.255.255.255", 1))
+        ip = s.getsockname()[0]
+    except Exception:
+        ip = "127.0.0.1"
+    finally:
+        s.close()
+    return ip
+
+
+def generate_test_tone(
+    frequency: float = 440.0,
+    duration: float = 3.0,
+    sample_rate: int = 48000,
+    amplitude: float = 0.5,
+) -> bytes:
+    """Generate a sine wave test tone as WAV bytes."""
+    num_samples = int(sample_rate * duration)
+    buf = io.BytesIO()
+
+    with wave.open(buf, "wb") as wav:
+        wav.setnchannels(1)
+        wav.setsampwidth(2)  # 16-bit
+        wav.setframerate(sample_rate)
+
+        frames = bytearray()
+        for i in range(num_samples):
+            t = i / sample_rate
+            envelope = 1.0
+            fade_samples = int(0.05 * sample_rate)
+            if i < fade_samples:
+                envelope = i / fade_samples
+            elif i > num_samples - fade_samples:
+                envelope = (num_samples - i) / fade_samples
+
+            sample = amplitude * envelope * math.sin(2.0 * math.pi * frequency * t)
+            frames.extend(struct.pack("<h", int(sample * 32767)))
+
+        wav.writeframes(bytes(frames))
+
+    return buf.getvalue()
+
+
+class AudioHTTPHandler(SimpleHTTPRequestHandler):
+    """HTTP handler that serves a single audio file."""
+
+    audio_data: bytes = b""
+    content_type: str = "audio/wav"
+
+    def do_GET(self):
+        self.send_response(200)
+        self.send_header("Content-Type", self.content_type)
+        self.send_header("Content-Length", str(len(self.audio_data)))
+        self.send_header("Accept-Ranges", "bytes")
+        self.end_headers()
+        self.wfile.write(self.audio_data)
+
+    def log_message(self, format, *args):
+        logger.info("HTTP: %s", format % args)
+
+
+def start_http_server(audio_data: bytes, port: int = 8080) -> HTTPServer:
+    """Start an HTTP server serving the audio data in a background thread."""
+    AudioHTTPHandler.audio_data = audio_data
+
+    server = HTTPServer(("0.0.0.0", port), AudioHTTPHandler)
+    thread = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    logger.info("HTTP server started on port %d", port)
+    return server
+
+
+async def connect_to_device(
+    device_ip: str,
+    port: int = 6053,
+    password: str = "",
+    noise_psk: str | None = None,
+) -> aioesphomeapi.APIClient:
+    """Connect to ESPHome device via native API."""
+    client = aioesphomeapi.APIClient(
+        address=device_ip,
+        port=port,
+        password=password,
+        noise_psk=noise_psk,
+    )
+
+    logger.info("Connecting to device at %s:%d ...", device_ip, port)
+    await client.connect(login=True)
+
+    device_info = await client.device_info()
+    logger.info(
+        "Connected to: %s (%s) running ESPHome %s",
+        device_info.friendly_name or device_info.name,
+        device_info.mac_address,
+        device_info.esphome_version,
+    )
+
+    return client
+
+
+async def list_entities(client: aioesphomeapi.APIClient) -> None:
+    """List all entities on the device."""
+    entities, services = await client.list_entities_services()
+
+    print("\n=== Device Entities ===")
+    for entity in entities:
+        entity_type = type(entity).__name__.replace("Info", "")
+        print(f"  [{entity_type}] {entity.name or entity.object_id} (key={entity.key})")
+
+    print(f"\n=== Services ({len(services)}) ===")
+    for service in services:
+        print(f"  {service.name}")
+
+    media_players = [
+        e for e in entities if isinstance(e, aioesphomeapi.MediaPlayerInfo)
+    ]
+    if media_players:
+        print(f"\nFound {len(media_players)} media player(s):")
+        for mp in media_players:
+            print(f"  - {mp.name or mp.object_id} (key={mp.key})")
+    else:
+        print(
+            "\nNo media players found! Device needs firmware with media_player component."
+        )
+
+    return entities
+
+
+async def play_audio(
+    client: aioesphomeapi.APIClient,
+    audio_url: str,
+    announcement: bool = True,
+) -> None:
+    """Play audio via the device's media_player."""
+    entities, _ = await client.list_entities_services()
+
+    media_players = [
+        e for e in entities if isinstance(e, aioesphomeapi.MediaPlayerInfo)
+    ]
+
+    if not media_players:
+        raise RuntimeError(
+            "No media_player entities found on device. "
+            "Ensure firmware has media_player + speaker components configured."
+        )
+
+    target = None
+    for mp in media_players:
+        name = (mp.name or mp.object_id).lower()
+        if "group" not in name and "sendspin" not in name:
+            target = mp
+            break
+    if target is None:
+        target = media_players[0]
+
+    logger.info(
+        "Playing audio via '%s' (key=%d): %s",
+        target.name or target.object_id,
+        target.key,
+        audio_url,
+    )
+
+    client.media_player_command(
+        key=target.key,
+        media_url=audio_url,
+        announcement=announcement,
+    )
+
+    logger.info("Play command sent. Audio should be playing on the device.")
+
+
+async def main(args: argparse.Namespace) -> None:
+    """Main entry point."""
+    client = await connect_to_device(
+        device_ip=args.device_ip,
+        port=args.port,
+        password=args.password,
+        noise_psk=args.noise_psk,
+    )
+
+    try:
+        if args.list_entities:
+            await list_entities(client)
+            return
+
+        if args.file:
+            audio_path = Path(args.file)
+            if not audio_path.exists():
+                raise FileNotFoundError(f"Audio file not found: {audio_path}")
+            audio_data = audio_path.read_bytes()
+            logger.info("Loaded audio file: %s (%d bytes)", audio_path, len(audio_data))
+        else:
+            logger.info(
+                "Generating test tone: %dHz, %.1fs duration, %dHz sample rate",
+                args.frequency,
+                args.duration,
+                args.sample_rate,
+            )
+            audio_data = generate_test_tone(
+                frequency=args.frequency,
+                duration=args.duration,
+                sample_rate=args.sample_rate,
+            )
+            logger.info("Generated test tone: %d bytes", len(audio_data))
+
+        local_ip = get_local_ip()
+        http_server = start_http_server(audio_data, port=args.http_port)
+
+        audio_url = f"http://{local_ip}:{args.http_port}/audio.wav"
+        logger.info("Audio URL: %s", audio_url)
+
+        await play_audio(client, audio_url, announcement=not args.media)
+
+        logger.info("Waiting %d seconds for playback to finish...", args.wait)
+        await asyncio.sleep(args.wait)
+
+        http_server.shutdown()
+
+    finally:
+        await client.disconnect()
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        description="Play audio through HA Voice Preview Edition device",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Examples:
+  # Play test tone (440Hz A note)
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.100 -v
+
+  # Play a WAV file
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.100 --file my_audio.wav
+
+  # List device entities (diagnostic)
+  uv run --group test python test_audio_output.py --device-ip 192.168.0.100 --list-entities
+        """,
+    )
+
+    parser.add_argument(
+        "--device-ip", required=True, help="IP address of the VA-PE device"
+    )
+    parser.add_argument(
+        "--port", type=int, default=6053, help="ESPHome native API port (default: 6053)"
+    )
+    parser.add_argument(
+        "--password", default="", help="API password (if set in firmware)"
+    )
+    parser.add_argument(
+        "--noise-psk",
+        default=None,
+        help="API encryption key (base64-encoded noise PSK)",
+    )
+
+    parser.add_argument(
+        "--file", help="Path to WAV file to play (default: generate test tone)"
+    )
+    parser.add_argument(
+        "--frequency",
+        type=float,
+        default=440.0,
+        help="Test tone frequency in Hz (default: 440)",
+    )
+    parser.add_argument(
+        "--duration",
+        type=float,
+        default=3.0,
+        help="Test tone duration in seconds (default: 3)",
+    )
+    parser.add_argument(
+        "--sample-rate",
+        type=int,
+        default=48000,
+        help="Test tone sample rate (default: 48000)",
+    )
+
+    parser.add_argument(
+        "--media", action="store_true", help="Play as media instead of announcement"
+    )
+    parser.add_argument(
+        "--http-port",
+        type=int,
+        default=8080,
+        help="Port for temporary HTTP audio server (default: 8080)",
+    )
+    parser.add_argument(
+        "--wait",
+        type=int,
+        default=10,
+        help="Seconds to wait for playback to finish (default: 10)",
+    )
+
+    parser.add_argument(
+        "--list-entities",
+        action="store_true",
+        help="List all entities on the device and exit",
+    )
+    parser.add_argument(
+        "-v",
+        "--verbose",
+        action="count",
+        default=0,
+        help="Increase verbosity (-v for INFO, -vv for DEBUG)",
+    )
+
+    args = parser.parse_args()
+
+    log_level = logging.WARNING
+    if args.verbose >= 2:
+        log_level = logging.DEBUG
+    elif args.verbose >= 1:
+        log_level = logging.INFO
+
+    logging.basicConfig(
+        level=log_level,
+        format="%(asctime)s [%(levelname)s] %(name)s: %(message)s",
+    )
+
+    asyncio.run(main(args))
diff --git a/extras/havpe-relay/tone_server.py b/extras/havpe-relay/tone_server.py
new file mode 100644
index 00000000..6ca0b836
--- /dev/null
+++ b/extras/havpe-relay/tone_server.py
@@ -0,0 +1,98 @@
+"""Local HTTP server for serving backend-generated audio to the HAVPE device.
+
+The ESP32 media_player plays audio by fetching an HTTP URL, but the device is
+LAN-only and can't reach the (possibly remote) backend. So audio pushed from the
+backend — wake-word tones and TTS replies, both arriving as ``play-audio`` bytes —
+is written to a local staging dir and served from this tiny on-LAN HTTP server.
+
+The relay no longer bundles any tone assets of its own: the wake-word service is
+the single source of tone audio and sends it inline as ``play-audio``.
+"""
+
+import itertools
+import logging
+import os
+import socket
+import threading
+from functools import partial
+from http.server import HTTPServer, SimpleHTTPRequestHandler
+from pathlib import Path
+
+logger = logging.getLogger(__name__)
+
+# Runtime staging dir for backend-pushed audio (created on first use). Not bundled
+# in the image or tracked in git — every file here is regenerable.
+STAGING_DIR = Path(__file__).resolve().parent / "audio_cache"
+
+# Backend audio is written into STAGING_DIR with a "_dyn_" prefix and served by the
+# HTTP server. Unique names avoid device-side caching; old ones are pruned so the
+# dir doesn't grow without bound.
+_DYN_PREFIX = "_dyn_"
+_DYN_KEEP = 3
+_dyn_seq = itertools.count(1)
+
+_DEFAULT_PORT = int(os.getenv("TONE_HTTP_PORT", "8990"))
+
+_server: HTTPServer | None = None
+_base_url: str | None = None
+_lock = threading.Lock()
+
+
+class _QuietHandler(SimpleHTTPRequestHandler):
+    """Static file handler that logs at debug level instead of stderr."""
+
+    def log_message(self, format: str, *args) -> None:  # noqa: A002
+        logger.debug("tone-http: %s", format % args)
+
+
+def get_local_ip() -> str:
+    """Best-effort LAN IP that the device can route back to."""
+    s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+    try:
+        s.connect(("10.255.255.255", 1))
+        ip = s.getsockname()[0]
+    except Exception:
+        ip = "127.0.0.1"
+    finally:
+        s.close()
+    return ip
+
+
+def ensure_tone_server(port: int = _DEFAULT_PORT) -> str:
+    """Start the tone HTTP server if not already running. Returns its base URL."""
+    global _server, _base_url
+    with _lock:
+        if _server is not None and _base_url is not None:
+            return _base_url
+        STAGING_DIR.mkdir(parents=True, exist_ok=True)
+        handler = partial(_QuietHandler, directory=str(STAGING_DIR))
+        _server = HTTPServer(("0.0.0.0", port), handler)
+        threading.Thread(
+            target=_server.serve_forever, daemon=True, name="tone-http"
+        ).start()
+        _base_url = f"http://{get_local_ip()}:{port}"
+        logger.info("Audio server started at %s (serving %s)", _base_url, STAGING_DIR)
+        return _base_url
+
+
+def _prune_dynamic() -> None:
+    """Keep only the newest _DYN_KEEP dynamic audio files."""
+    files = sorted(STAGING_DIR.glob(f"{_DYN_PREFIX}*"), key=lambda p: p.stat().st_mtime)
+    for old in files[:-_DYN_KEEP]:
+        try:
+            old.unlink()
+        except OSError:
+            pass
+
+
+def serve_audio_bytes(data: bytes, ext: str = "wav", port: int = _DEFAULT_PORT) -> str:
+    """Write audio bytes to a uniquely-named local file and return its served URL.
+
+    Used for backend-generated audio (e.g. TTS) that the device must fetch on the
+    LAN because it cannot reach the backend directly.
+    """
+    base = ensure_tone_server(port)
+    name = f"{_DYN_PREFIX}{next(_dyn_seq)}.{ext}"
+    (STAGING_DIR / name).write_bytes(data)
+    _prune_dynamic()
+    return f"{base}/{name}"
diff --git a/extras/havpe-relay/uv.lock b/extras/havpe-relay/uv.lock
index dc503609..95771429 100644
--- a/extras/havpe-relay/uv.lock
+++ b/extras/havpe-relay/uv.lock
@@ -1,6 +1,121 @@
 version = 1
+revision = 2
 requires-python = ">=3.12"
 
+[[package]]
+name = "aioesphomeapi"
+version = "44.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "async-interrupt" },
+    { name = "chacha20poly1305-reuseable" },
+    { name = "cryptography" },
+    { name = "noiseprotocol" },
+    { name = "protobuf" },
+    { name = "tzlocal" },
+    { name = "zeroconf" },
+]
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+    { name = "rumps", marker = "sys_platform == 'darwin'", specifier = ">=0.4.0" },
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+test = [
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diff --git a/extras/intent-router/Dockerfile b/extras/intent-router/Dockerfile
new file mode 100644
index 00000000..9dc041b8
--- /dev/null
+++ b/extras/intent-router/Dockerfile
@@ -0,0 +1,22 @@
+FROM python:3.11-slim
+
+WORKDIR /app
+
+COPY requirements.txt ./
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Pre-download the static embedding model into the image so the service does
+# NOT depend on Hugging Face being reachable at runtime (offline-safe; avoids
+# the hf_hub transient-DNS crash-loop seen elsewhere in the project).
+ENV HF_HOME=/opt/hf
+RUN python -c "from model2vec import StaticModel; StaticModel.from_pretrained('minishlab/potion-base-32M')"
+
+COPY router.py router_clf.joblib app.py ./
+# Training assets (optional at runtime, handy for retraining inside the image)
+COPY dataset.py train.py ./
+
+ENV HF_HUB_OFFLINE=1
+ENV INTENT_ROUTER_PORT=8791
+EXPOSE 8791
+
+CMD ["python", "app.py"]
diff --git a/extras/intent-router/app.py b/extras/intent-router/app.py
new file mode 100644
index 00000000..e2ed0b80
--- /dev/null
+++ b/extras/intent-router/app.py
@@ -0,0 +1,73 @@
+"""Intent-router microservice.
+
+A tiny, dependency-light service that classifies a short voice command as a
+home-automation request ("home") vs a general agent/chat query ("other"),
+using a sub-millisecond local Model2Vec static embedding + logistic-regression
+head. Kept separate from the backend so the heavy-ish ML deps (model2vec,
+scikit-learn) don't bloat the main image.
+
+Endpoints:
+    GET  /health           -> {status, loaded, model}
+    POST /classify {text}  -> {route, p_home, label, latency_ms, ok}
+"""
+
+import logging
+import os
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+from router import get_router
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("intent-router")
+
+app = FastAPI(title="Intent Router", version="1.0")
+
+
+class ClassifyRequest(BaseModel):
+    text: str
+
+
+class ClassifyResponse(BaseModel):
+    route: str
+    p_home: float
+    label: str
+    latency_ms: float
+    ok: bool
+
+
+@app.on_event("startup")
+async def _startup():
+    # Load model + classifier and run one inference so the first request is fast.
+    get_router().warm()
+    logger.info("Intent router warmed and ready")
+
+
+@app.get("/health")
+async def health():
+    r = get_router()
+    loaded = r._ensure_loaded()
+    return {
+        "status": "healthy" if loaded else "degraded",
+        "loaded": loaded,
+        "model": r._classes,
+        "threshold": r.threshold,
+    }
+
+
+@app.post("/classify", response_model=ClassifyResponse)
+async def classify(req: ClassifyRequest):
+    res = get_router().classify(req.text)
+    return ClassifyResponse(
+        route=res.route,
+        p_home=res.p_home,
+        label=res.label,
+        latency_ms=res.latency_ms,
+        ok=res.ok,
+    )
+
+
+if __name__ == "__main__":
+    import uvicorn
+
+    uvicorn.run(app, host="0.0.0.0", port=int(os.getenv("INTENT_ROUTER_PORT", "8791")))
diff --git a/extras/intent-router/dataset.py b/extras/intent-router/dataset.py
new file mode 100644
index 00000000..3312c1be
--- /dev/null
+++ b/extras/intent-router/dataset.py
@@ -0,0 +1,498 @@
+"""Training data for the home-vs-chat intent router.
+
+Binary classification:
+  - "home"  -> a request to control the home / lights / devices / moods.
+              Routes into the Home Assistant cascade (/conversation -> fuzzy LLM).
+  - "other" -> a general question / agent task / chit-chat / out-of-scope.
+              Routes to the Hermes agent.
+
+Coverage goal: lots of DIRECT device commands (templated) PLUS curated
+INDIRECT / fuzzy home requests ("make it soothing for my eyes") which have no
+literal device keyword and are the whole reason we need an embedding model
+instead of keyword matching.
+
+Keep training examples UNambiguous. Genuinely borderline phrasings (timers,
+"play music", weather) are deliberately NOT in the training set; they live in
+AMBIGUOUS_WATCH so we can observe (not score) how the model treats them.
+"""
+
+import random
+
+# ---------------------------------------------------------------------------
+# DIRECT home commands - generated from templates
+# ---------------------------------------------------------------------------
+
+_AREAS = [
+    "hall",
+    "living room",
+    "dining room",
+    "study",
+    "study room",
+    "bedroom",
+    "kitchen",
+    "office",
+    "lounge",
+    "the hall",
+    "the living room",
+    "the bedroom",
+]
+_AREA_OR_ALL = _AREAS + ["all the", "all", "every", "the"]
+_LIGHTWORDS = ["lights", "light", "lamp", "lamps", "tubelight", "bulbs"]
+_FANWORDS = ["fan", "fans", "the fan", "ceiling fan"]
+
+_ON_OFF_TEMPLATES = [
+    "turn on the {area} {light}",
+    "turn off the {area} {light}",
+    "switch on the {area} {light}",
+    "switch off the {area} {light}",
+    "turn the {area} {light} on",
+    "turn the {area} {light} off",
+    "toggle the {area} {light}",
+    "{area} {light} on",
+    "{area} {light} off",
+    "kill the {area} {light}",
+    "shut off the {area} {light}",
+    "put on the {area} {light}",
+    "put off the {area} {light}",
+]
+
+_DIM_TEMPLATES = [
+    "dim the {area} {light}",
+    "brighten the {area} {light}",
+    "dim the {area} {light} a bit",
+    "set the {area} {light} to fifty percent",
+    "set the {area} {light} to twenty percent",
+    "set {area} {light} brightness to thirty",
+    "make the {area} {light} brighter",
+    "make the {area} {light} dimmer",
+    "lower the {area} {light}",
+    "increase the {area} {light}",
+    "set the {area} {light} to warm white",
+    "set the {area} {light} to cool white",
+    "make the {area} {light} warmer",
+    "make the {area} {light} cooler",
+    "change the {area} {light} to blue",
+    "change the {area} {light} to red",
+]
+
+_FAN_TEMPLATES = [
+    "turn on the {area} {fan}",
+    "turn off the {area} {fan}",
+    "switch off the {area} {fan}",
+    "{area} {fan} off",
+    "{area} {fan} on",
+    "change the {fan} speed",
+    "set the {fan} speed to high",
+    "set the {fan} speed to low",
+    "increase the {fan} speed",
+    "turn off all {fan}",
+    "speed up the {area} {fan}",
+    "slow down the {area} {fan}",
+]
+
+_GLOBAL_DIRECT = [
+    "turn off all the lights",
+    "turn on all the lights",
+    "turn off all lights",
+    "lights off",
+    "lights on",
+    "turn everything off",
+    "turn off everything",
+    "shut everything down",
+    "all lights off",
+    "switch off all the lights",
+    "kill all the lights",
+    "turn off the tv",
+    "turn on the tv",
+    "mute the tv",
+    "pause the tv",
+    "turn on the ac",
+    "turn off the ac",
+    "set the ac to twenty four degrees",
+    "lock the front door",
+    "unlock the door",
+    "is the living room light on",
+    "are the lights on",
+    "which lights are on",
+    "turn on the lamp",
+    "turn off the lamp",
+]
+
+
+def _expand(templates, light_words, fan_words=None):
+    out = set()
+    for t in templates:
+        if "{fan}" in t:
+            for area in _AREA_OR_ALL:
+                for fan in fan_words or _FANWORDS:
+                    out.add(t.format(area=area, fan=fan).replace("  ", " ").strip())
+        else:
+            for area in _AREA_OR_ALL:
+                for light in light_words:
+                    out.add(t.format(area=area, light=light).replace("  ", " ").strip())
+    return out
+
+
+# ---------------------------------------------------------------------------
+# INDIRECT / fuzzy home requests - hand curated (NO literal device keyword)
+# These are the hard cases. Embedding model must place them near "home".
+# ---------------------------------------------------------------------------
+
+_HOME_FUZZY = [
+    "make it more soothing for my eyes",
+    "make it soothing for my eyes",
+    "it's too bright in here",
+    "it is too bright",
+    "too bright",
+    "it's way too bright",
+    "the lights are too harsh",
+    "this is too harsh on my eyes",
+    "make it softer",
+    "soften the lighting",
+    "make it cozy",
+    "make it cozier",
+    "make the room cozy",
+    "set a cozy mood",
+    "make it warm and cozy",
+    "warm it up in here",
+    "warm up the room",
+    "make it warmer in here",
+    "make it feel warmer",
+    "cool it down a bit",
+    "make the lighting cooler",
+    "set a relaxing mood",
+    "i want to relax",
+    "make it relaxing",
+    "set the mood for relaxing",
+    "set the mood for dinner",
+    "set a romantic mood",
+    "make it romantic in here",
+    "i'm going to watch a movie",
+    "movie time",
+    "set up movie mode",
+    "i want to watch a film",
+    "set the lighting for a movie",
+    "it's movie night",
+    "i'm going to bed",
+    "i'm off to bed",
+    "getting ready for bed",
+    "time for bed",
+    "set it for bedtime",
+    "bedtime",
+    "i'm tired",
+    "wind down for the night",
+    "time to wind down",
+    "i need to focus",
+    "set a focus mood",
+    "i'm reading",
+    "i need some reading light",
+    "give me reading light",
+    "it's too dark in here",
+    "it's too dark",
+    "too dim",
+    "the room is too dark",
+    "brighten things up",
+    "brighten it up in here",
+    "can you make it brighter",
+    "make it less bright",
+    "tone it down a bit",
+    "evening mode",
+    "set evening mode",
+    "go to evening mode",
+    "night mode",
+    "set night mode",
+    "activate evening mode",
+    "good morning routine",
+    "morning mode",
+    "set the party mood",
+    "party mode",
+    "make it festive",
+    "chill vibes",
+    "set chill vibes",
+    "movie mode",
+    "focus mode",
+    "study mode",
+    "reading mode",
+    "dinner mode",
+    "sleep mode",
+    "chill mode",
+    "relax mode",
+    "lights for a movie",
+    "i want movie lighting",
+    "time to watch something",
+    "make it comfortable in here",
+    "the lighting hurts my eyes",
+    "my eyes hurt from the light",
+    "set the mood",
+    "set a nice ambiance",
+    "make the ambiance nicer",
+    "dim it down",
+    "dim it a little",
+    "dim things down",
+    "darken the room",
+    "less light please",
+    "more light please",
+    "i want warm light",
+    "i want soft light",
+    "i want dim light",
+]
+
+# ---------------------------------------------------------------------------
+# OTHER - general agent / chat / questions / out of scope
+# ---------------------------------------------------------------------------
+
+_OTHER = [
+    # general knowledge / chat
+    "what is the meaning of life",
+    "what's the meaning of life",
+    "tell me a joke",
+    "tell me something interesting",
+    "what's the capital of france",
+    "who won the cricket match last night",
+    "what is quantum physics",
+    "explain how airplanes fly",
+    "what's twenty five times four",
+    "translate hello into spanish",
+    "how do i make pasta",
+    "what's a good recipe for dinner",
+    "give me a recipe for biryani",
+    "how tall is mount everest",
+    "what's the population of india",
+    "tell me about the roman empire",
+    "what should i cook tonight",
+    "how do i tie a tie",
+    "what's the difference between a virus and bacteria",
+    "why is the sky blue",
+    "who is the president of the united states",
+    "what year did world war two end",
+    "define serendipity",
+    "what's a synonym for happy",
+    # agent tasks / assistant
+    "remind me to call mom",
+    "remind me to take my medicine at nine",
+    "remind me about the meeting tomorrow",
+    "add eggs to my shopping list",
+    "add milk to the grocery list",
+    "put bread on my shopping list",
+    "what's on my calendar today",
+    "what's my next meeting",
+    "when is my dentist appointment",
+    "summarize my day",
+    "what did i do yesterday",
+    "send a message to john",
+    "text sarah that i'll be late",
+    "email the team the report",
+    "what's the weather today",
+    "what's the weather like tomorrow",
+    "is it going to rain today",
+    "what's the forecast for the weekend",
+    "what time is it",
+    "what's today's date",
+    "how's the traffic to work",
+    "read me the news",
+    "what's happening in the news",
+    "what's the latest on the elections",
+    "set a timer for ten minutes",
+    "how many calories in an apple",
+    "what's my heart rate",
+    "how did i sleep last night",
+    "what's my schedule for friday",
+    "draft an email to my boss",
+    "help me write a poem",
+    "what's a good book to read",
+    "recommend a movie to watch",
+    "what's the stock price of apple",
+    "convert ten dollars to rupees",
+    "how far is the moon",
+    "what's the wifi password",
+    # out of scope / chit chat / fragments
+    "hey there",
+    "hello",
+    "good morning",
+    "good night",
+    "thank you",
+    "thanks a lot",
+    "never mind",
+    "forget it",
+    "okay cool",
+    "sounds good",
+    "yeah",
+    "no",
+    "stop",
+    "wait",
+    "hmm",
+    "let me think",
+    "what",
+    "huh",
+    "are you there",
+    "how are you",
+    "what can you do",
+    "who are you",
+    "tell me about yourself",
+    # more general knowledge / chat
+    "what's the speed of light",
+    "how does a car engine work",
+    "what's a black hole",
+    "explain photosynthesis",
+    "what's the largest ocean",
+    "who painted the mona lisa",
+    "what's the boiling point of water",
+    "how many continents are there",
+    "what language do they speak in brazil",
+    "what's the tallest building in the world",
+    "tell me a fun fact",
+    "give me a motivational quote",
+    "what's the meaning of the word ephemeral",
+    "how do i learn to code",
+    "what's a good workout routine",
+    "explain the theory of relativity",
+    "what causes earthquakes",
+    "how do vaccines work",
+    "what's the difference between coffee and espresso",
+    "recommend a good restaurant nearby",
+    # more agent tasks
+    "remind me to water the plants",
+    "remind me to pay the rent",
+    "add coffee to the shopping list",
+    "put the meeting on my calendar",
+    "schedule a call with the team for monday",
+    "cancel my three pm meeting",
+    "what's my first meeting tomorrow",
+    "how long until my next appointment",
+    "make a note that the car needs servicing",
+    "take a note about the project idea",
+    "what tasks do i have today",
+    "mark the report as done",
+    "send sarah a text",
+    "call the dentist",
+    "what's the weather in london",
+    "will it rain this weekend",
+    "how hot is it outside",
+    "what's the news headlines",
+    "give me a summary of the news",
+    "what's the exchange rate for euros",
+    "how much is bitcoin right now",
+    "set an alarm for six am",
+    "what's my step count today",
+    "how many emails do i have",
+    "read my latest email",
+    "what time does the sun set today",
+    "how far is it to the airport",
+    "book a cab to the office",
+    "order a pizza",
+    "what's a synonym for difficult",
+    "spell the word necessary",
+    "what's fifteen percent of two hundred",
+    "convert five kilometers to miles",
+    # more chit chat / out of scope / fragments
+    "good evening",
+    "see you later",
+    "talk to you soon",
+    "that's all",
+    "i'm good",
+    "perfect thanks",
+    "awesome",
+    "great",
+    "oops",
+    "sorry",
+    "excuse me",
+    "one second",
+    "hold on",
+    "go ahead",
+    "continue",
+    "repeat that",
+    "say that again",
+    "louder please",
+    "i didn't catch that",
+    "can you hear me",
+    "testing one two three",
+    "just checking",
+    "nothing",
+    "forget what i said",
+    "you're funny",
+    "good bot",
+    "i love you",
+    "what's up",
+    "how's it going",
+]
+
+# Phrasings that are genuinely ambiguous - we do NOT train on these,
+# we only observe how the trained model routes them.
+AMBIGUOUS_WATCH = [
+    "play some music",
+    "play my focus playlist",
+    "set a timer for five minutes",
+    "what's the temperature in here",
+    "is it cold in here",
+    "good night",  # could be "bedtime mode" or just a sign-off
+    "i'm cold",  # AC up? or just a statement
+    "it's hot",
+    "what's the weather",  # weather vs nothing-to-do-with-home
+]
+
+
+def build_dataset(home_direct_cap=240, seed=42):
+    """Return (texts, labels) with labels in {'home','other'}.
+
+    The templated direct commands explode into thousands of near-duplicates,
+    which swamps the 'other' class and distorts the decision boundary. We
+    therefore SAMPLE the direct commands down to `home_direct_cap` and keep
+    every curated fuzzy/indirect example (those are the hard, valuable ones),
+    giving a roughly balanced set. Held-out REAL_PHRASES are excluded so the
+    evaluation in train.py is honest.
+    """
+    rng = random.Random(seed)
+    held_out = {t for t, _ in REAL_PHRASES}
+
+    direct = set()
+    direct |= _expand(_ON_OFF_TEMPLATES, _LIGHTWORDS)
+    direct |= _expand(_DIM_TEMPLATES, _LIGHTWORDS)
+    direct |= _expand(_FAN_TEMPLATES, _LIGHTWORDS, _FANWORDS)
+    direct |= set(_GLOBAL_DIRECT)
+    direct -= held_out
+    direct = sorted(direct)
+    rng.shuffle(direct)
+    direct = direct[:home_direct_cap]
+
+    fuzzy = sorted(set(_HOME_FUZZY) - held_out)
+    home = sorted(set(direct) | set(fuzzy))
+    other = sorted(set(_OTHER) - held_out)
+
+    texts, labels = [], []
+    for t in home:
+        texts.append(t)
+        labels.append("home")
+    for t in other:
+        texts.append(t)
+        labels.append("other")
+    return texts, labels
+
+
+# Real phrases the user actually says - held out for honest evaluation.
+REAL_PHRASES = [
+    ("turn off hall lights", "home"),
+    ("turn off bedroom lights", "home"),
+    ("turn off all the lights", "home"),
+    ("change fan speed", "home"),
+    ("turn off all fans", "home"),
+    ("make it more soothing for my eyes", "home"),
+    ("turn off the living room lights", "home"),
+    ("dim the study lights", "home"),
+    ("it's too bright", "home"),
+    ("set evening mode", "home"),
+    ("i'm going to sleep", "home"),
+    ("movie time", "home"),
+    ("what is the meaning of life", "other"),
+    ("remind me to buy milk", "other"),
+    ("what's the weather today", "other"),
+    ("tell me a joke", "other"),
+    ("what's on my calendar", "other"),
+    ("summarize my day", "other"),
+]
+
+
+if __name__ == "__main__":
+    texts, labels = build_dataset()
+    from collections import Counter
+
+    print("total:", len(texts), Counter(labels))
diff --git a/extras/intent-router/requirements.txt b/extras/intent-router/requirements.txt
new file mode 100644
index 00000000..52115c04
--- /dev/null
+++ b/extras/intent-router/requirements.txt
@@ -0,0 +1,7 @@
+model2vec>=0.3.0
+scikit-learn>=1.4.0
+joblib>=1.3.0
+numpy>=1.26
+fastapi>=0.115
+uvicorn>=0.34
+pydantic>=2.0
diff --git a/extras/intent-router/router.py b/extras/intent-router/router.py
new file mode 100644
index 00000000..1b1d8174
--- /dev/null
+++ b/extras/intent-router/router.py
@@ -0,0 +1,143 @@
+"""Runtime home-vs-chat intent router.
+
+Sub-millisecond local classifier (Model2Vec potion-32M static embedding +
+logistic-regression head). Decides whether a transcribed voice command is a
+home-automation request ("home") or a general agent/chat query ("other").
+
+Usage:
+    from intent_router.router import get_router
+    router = get_router()
+    result = router.classify("make it more soothing for my eyes")
+    # result -> RouteResult(route='home', p_home=0.93, label='home')
+
+Fail-open policy: if the model/artifacts can't load, we default to route='home'
+so the request still enters the HA cascade, which itself falls back to Hermes.
+A hard failure here therefore degrades latency, never correctness.
+"""
+
+import logging
+import os
+import threading
+import time
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Optional
+
+logger = logging.getLogger(__name__)
+
+HERE = Path(__file__).parent
+CLF_PATH = HERE / "router_clf.joblib"
+DEFAULT_MODEL = "minishlab/potion-base-32M"
+
+# Below this P(home) we route to the agent ("other"). Tunable via env.
+# Bias note: a false 'home' is cheap (the HA cascade self-corrects to Hermes),
+# a false 'other' wastes the slow agent path - so leaning the threshold down
+# slightly is reasonable. Default 0.5.
+HOME_THRESHOLD = float(os.getenv("ROUTER_HOME_THRESHOLD", "0.5"))
+
+
+@dataclass
+class RouteResult:
+    route: str  # "home" | "other"
+    p_home: float
+    label: str  # raw argmax label
+    latency_ms: float
+    ok: bool = True  # False if we fell back to default due to load failure
+
+
+class IntentRouter:
+    def __init__(self, threshold: float = HOME_THRESHOLD):
+        self.threshold = threshold
+        self._enc = None
+        self._clf = None
+        self._classes = None
+        self._home_index = 0
+        self._loaded = False
+        self._load_error: Optional[str] = None
+        self._lock = threading.Lock()
+
+    def _ensure_loaded(self) -> bool:
+        if self._loaded:
+            return self._clf is not None
+        with self._lock:
+            if self._loaded:
+                return self._clf is not None
+            try:
+                # Lazy import: deliberate — fail-open policy (see module docstring).
+                # Model/artifact deps only need to load on first real classify() call.
+                import joblib
+                import numpy as np  # noqa: F401  (imported for side-effect/availability)
+                from model2vec import StaticModel
+
+                bundle = joblib.load(CLF_PATH)
+                model_name = bundle.get("model_name", DEFAULT_MODEL)
+                self._enc = StaticModel.from_pretrained(model_name)
+                self._clf = bundle["clf"]
+                self._classes = bundle["classes"]
+                self._home_index = bundle["home_index"]
+                logger.info(
+                    "IntentRouter loaded (%s, %d examples, threshold=%.2f)",
+                    model_name,
+                    bundle.get("trained_examples", -1),
+                    self.threshold,
+                )
+            except Exception as e:  # pragma: no cover - environment dependent
+                self._load_error = str(e)
+                logger.error(
+                    "IntentRouter failed to load (%s); failing open to 'home'", e
+                )
+            finally:
+                self._loaded = True
+        return self._clf is not None
+
+    def warm(self) -> None:
+        """Load + run one inference so the first real call is fast."""
+        if self._ensure_loaded():
+            self.classify("turn off the lights")
+
+    def classify(self, text: str) -> RouteResult:
+        t0 = time.time()
+        if not text or not text.strip():
+            return RouteResult("other", 0.0, "other", 0.0, ok=True)
+
+        if not self._ensure_loaded():
+            # fail open -> home cascade (which self-corrects to Hermes)
+            return RouteResult("home", 1.0, "home", (time.time() - t0) * 1000, ok=False)
+
+        # Lazy import: deliberate — same fail-open policy as _ensure_loaded above.
+        import numpy as np
+
+        vec = np.asarray(self._enc.encode([text]))
+        proba = self._clf.predict_proba(vec)[0]
+        p_home = float(proba[self._home_index])
+        label = self._classes[int(np.argmax(proba))]
+        route = "home" if p_home >= self.threshold else "other"
+        return RouteResult(route, p_home, label, (time.time() - t0) * 1000, ok=True)
+
+
+_router: Optional[IntentRouter] = None
+_router_lock = threading.Lock()
+
+
+def get_router() -> IntentRouter:
+    global _router
+    if _router is None:
+        with _router_lock:
+            if _router is None:
+                _router = IntentRouter()
+    return _router
+
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    r = get_router()
+    r.warm()
+    for t in [
+        "make it more soothing for my eyes",
+        "turn off the hall lights",
+        "what's the meaning of life",
+        "remind me to buy milk",
+        "set evening mode",
+    ]:
+        res = r.classify(t)
+        print(f"{res.route:5s}  P(home)={res.p_home:0.2f}  {res.latency_ms:.2f}ms  {t}")
diff --git a/extras/intent-router/train.py b/extras/intent-router/train.py
new file mode 100644
index 00000000..50f5a781
--- /dev/null
+++ b/extras/intent-router/train.py
@@ -0,0 +1,120 @@
+"""Train the home-vs-chat intent router (Model2Vec potion-32M + logistic regression).
+
+Run (standalone, no backend deps needed):
+    uv run --with model2vec --with scikit-learn --with numpy \
+        python3 plugins/homeassistant/intent_router/train.py
+
+Outputs (saved next to this file):
+    router_clf.joblib   - sklearn LogisticRegression head + label list + metadata
+The Model2Vec encoder itself is loaded by name at runtime (cached by HF).
+"""
+
+import json
+import time
+from collections import Counter
+from pathlib import Path
+
+import joblib
+import numpy as np
+from dataset import AMBIGUOUS_WATCH, REAL_PHRASES, build_dataset
+from model2vec import StaticModel
+from sklearn.linear_model import LogisticRegression
+from sklearn.metrics import accuracy_score, classification_report
+from sklearn.model_selection import StratifiedKFold, cross_val_predict
+
+HERE = Path(__file__).parent
+MODEL_NAME = "minishlab/potion-base-32M"
+CLF_PATH = HERE / "router_clf.joblib"
+
+
+def main():
+    print(f"Loading encoder {MODEL_NAME} ...")
+    t = time.time()
+    enc = StaticModel.from_pretrained(MODEL_NAME)
+    print(f"  loaded in {time.time()-t:.2f}s, dim={enc.dim}")
+
+    texts, labels = build_dataset()
+    print(f"Dataset: {len(texts)} examples  {Counter(labels)}")
+
+    print("Encoding training set ...")
+    X = np.asarray(enc.encode(texts))
+    classes = sorted(set(labels))  # ['home', 'other']
+    y = np.array([classes.index(l) for l in labels])
+    home_idx = classes.index("home")
+
+    # ---- cross-validated accuracy (honest, no leakage) ----
+    print("\n=== 5-fold cross-validation ===")
+    skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)
+    base = LogisticRegression(max_iter=2000, C=4.0, class_weight="balanced")
+    y_pred = cross_val_predict(base, X, y, cv=skf)
+    print(classification_report(y, y_pred, target_names=classes, digits=3))
+    print(f"CV accuracy: {accuracy_score(y, y_pred):.3f}")
+
+    # ---- fit final model on everything ----
+    clf = LogisticRegression(max_iter=2000, C=4.0, class_weight="balanced")
+    clf.fit(X, y)
+
+    # ---- evaluate on the user's REAL held-out phrases ----
+    print("\n=== Held-out REAL phrases (the goal-line test set) ===")
+    rp_texts = [t for t, _ in REAL_PHRASES]
+    rp_true = [lab for _, lab in REAL_PHRASES]
+    rp_X = np.asarray(enc.encode(rp_texts))
+    rp_proba = clf.predict_proba(rp_X)[:, home_idx]
+    correct = 0
+    for txt, true, p in zip(rp_texts, rp_true, rp_proba):
+        pred = "home" if p >= 0.5 else "other"
+        ok = "OK " if pred == true else "XX "
+        correct += pred == true
+        print(f"  {ok} P(home)={p:0.2f}  pred={pred:5s} true={true:5s}  {txt}")
+    print(
+        f"REAL-phrase accuracy: {correct}/{len(rp_texts)} = {correct/len(rp_texts):.2f}"
+    )
+
+    # ---- observe ambiguous phrasings (not scored) ----
+    print("\n=== Ambiguous watch (observe only, not scored) ===")
+    amb_X = np.asarray(enc.encode(AMBIGUOUS_WATCH))
+    amb_p = clf.predict_proba(amb_X)[:, home_idx]
+    for txt, p in zip(AMBIGUOUS_WATCH, amb_p):
+        print(f"  P(home)={p:0.2f}  {'home' if p>=0.5 else 'other'}  {txt}")
+
+    # ---- latency benchmark (encode + classify, warm) ----
+    print("\n=== Latency benchmark (CPU, warm) ===")
+    sample = ["make it more soothing for my eyes"]
+    for _ in range(50):
+        clf.predict_proba(np.asarray(enc.encode(sample)))
+    N = 2000
+    t = time.time()
+    for _ in range(N):
+        clf.predict_proba(np.asarray(enc.encode(sample)))
+    dt = (time.time() - t) / N * 1000
+    print(f"  end-to-end (encode+logreg): {dt:.3f} ms/call over {N} calls")
+
+    # ---- save ----
+    joblib.dump(
+        {
+            "clf": clf,
+            "classes": classes,
+            "home_index": home_idx,
+            "model_name": MODEL_NAME,
+            "trained_examples": len(texts),
+        },
+        CLF_PATH,
+    )
+    print(f"\nSaved classifier -> {CLF_PATH}")
+    # also drop a small metrics file for STATUS.md
+    (HERE / "train_metrics.json").write_text(
+        json.dumps(
+            {
+                "cv_accuracy": float(accuracy_score(y, y_pred)),
+                "real_phrase_accuracy": correct / len(rp_texts),
+                "latency_ms": dt,
+                "n_examples": len(texts),
+                "class_counts": dict(Counter(labels)),
+            },
+            indent=2,
+        )
+    )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/langfuse/.env.template b/extras/langfuse/.env.template
index dfa96701..a5550265 100644
--- a/extras/langfuse/.env.template
+++ b/extras/langfuse/.env.template
@@ -8,6 +8,10 @@ LANGFUSE_SALT=
 LANGFUSE_ENCRYPTION_KEY=
 LANGFUSE_NEXTAUTH_SECRET=
 
+# Canonical browser URL. The wizard uses Chronicle Caddy/Tailscale HTTPS on 3443
+# when HTTPS is enabled, with direct HTTP 3002 as the non-HTTPS fallback.
+NEXTAUTH_URL=http://localhost:3002
+
 # Project API keys (auto-generated, used by backend to connect)
 LANGFUSE_INIT_PROJECT_PUBLIC_KEY=
 LANGFUSE_INIT_PROJECT_SECRET_KEY=
diff --git a/extras/langfuse/docker-compose.yml b/extras/langfuse/docker-compose.yml
index 21635467..ee43f978 100644
--- a/extras/langfuse/docker-compose.yml
+++ b/extras/langfuse/docker-compose.yml
@@ -12,7 +12,7 @@ services:
       clickhouse:
         condition: service_healthy
     environment: &langfuse-worker-env
-      NEXTAUTH_URL: http://0.0.0.0:3000
+      NEXTAUTH_URL: ${NEXTAUTH_URL:-http://localhost:3002}
       DATABASE_URL: postgresql://postgres:postgres@langfuse-postgres:5432/postgres
       SALT: ${LANGFUSE_SALT}
       ENCRYPTION_KEY: ${LANGFUSE_ENCRYPTION_KEY}
@@ -162,3 +162,7 @@ volumes:
 networks:
   chronicle-network:
     external: true
+  # Intra-stack network for langfuse's own services (postgres/clickhouse/minio/web).
+  # docker-compose creates this implicitly; podman-compose requires it declared
+  # explicitly once another network (chronicle-network) is present. No-op under docker.
+  default: {}
diff --git a/extras/langfuse/init.py b/extras/langfuse/init.py
index 4a1208e6..05c245e4 100644
--- a/extras/langfuse/init.py
+++ b/extras/langfuse/init.py
@@ -29,11 +29,7 @@
 def print_header(title: str):
     """Print a colorful header"""
     console.print()
-    panel = Panel(
-        Text(title, style="cyan bold"),
-        style="cyan",
-        expand=False
-    )
+    panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
     console.print(panel)
     console.print()
 
@@ -52,7 +48,9 @@ def backup_existing_env():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         backup_path = f".env.backup.{timestamp}"
         shutil.copy2(env_path, backup_path)
-        console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+        console.print(
+            f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+        )
 
 
 def generate_secret(length: int = 32) -> str:
@@ -68,6 +66,11 @@ def run(args):
 
     env_path = Path(".env")
     env_template = Path(".env.template")
+    public_url = (
+        getattr(args, "public_url", None)
+        or read_env_value(".env", "NEXTAUTH_URL")
+        or "http://localhost:3002"
+    )
 
     # --- Internal secrets (auto-generate if not already set) ---
     print_section("Internal Secrets")
@@ -81,20 +84,32 @@ def run(args):
         console.print(f"[green][GENERATED][/green] LANGFUSE_SALT: {mask_value(salt)}")
 
     existing_enc_key = read_env_value(".env", "LANGFUSE_ENCRYPTION_KEY")
-    if existing_enc_key and existing_enc_key != "0000000000000000000000000000000000000000000000000000000000000000":
+    if (
+        existing_enc_key
+        and existing_enc_key
+        != "0000000000000000000000000000000000000000000000000000000000000000"
+    ):
         enc_key = existing_enc_key
-        console.print(f"[green][PRESERVED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}"
+        )
     else:
         enc_key = generate_secret(32)
-        console.print(f"[green][GENERATED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}")
+        console.print(
+            f"[green][GENERATED][/green] LANGFUSE_ENCRYPTION_KEY: {mask_value(enc_key)}"
+        )
 
     existing_nextauth = read_env_value(".env", "LANGFUSE_NEXTAUTH_SECRET")
     if existing_nextauth and existing_nextauth != "mysecret":
         nextauth_secret = existing_nextauth
-        console.print(f"[green][PRESERVED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}")
+        console.print(
+            f"[green][PRESERVED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}"
+        )
     else:
         nextauth_secret = generate_secret(32)
-        console.print(f"[green][GENERATED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}")
+        console.print(
+            f"[green][GENERATED][/green] LANGFUSE_NEXTAUTH_SECRET: {mask_value(nextauth_secret)}"
+        )
 
     # --- Project API keys (auto-generate if not already set) ---
     print_section("Project API Keys")
@@ -102,24 +117,32 @@ def run(args):
     existing_pub_key = read_env_value(".env", "LANGFUSE_INIT_PROJECT_PUBLIC_KEY")
     if existing_pub_key:
         public_key = existing_pub_key
-        console.print(f"[green][PRESERVED][/green] Public key: {mask_value(public_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] Public key: {mask_value(public_key)}"
+        )
     else:
         public_key = f"pk-lf-{secrets.token_hex(16)}"
-        console.print(f"[green][GENERATED][/green] Public key: {mask_value(public_key)}")
+        console.print(
+            f"[green][GENERATED][/green] Public key: {mask_value(public_key)}"
+        )
 
     existing_sec_key = read_env_value(".env", "LANGFUSE_INIT_PROJECT_SECRET_KEY")
     if existing_sec_key:
         secret_key = existing_sec_key
-        console.print(f"[green][PRESERVED][/green] Secret key: {mask_value(secret_key)}")
+        console.print(
+            f"[green][PRESERVED][/green] Secret key: {mask_value(secret_key)}"
+        )
     else:
         secret_key = f"sk-lf-{secrets.token_hex(16)}"
-        console.print(f"[green][GENERATED][/green] Secret key: {mask_value(secret_key)}")
+        console.print(
+            f"[green][GENERATED][/green] Secret key: {mask_value(secret_key)}"
+        )
 
     # --- Admin user credentials ---
     print_section("Admin User")
 
-    admin_email = getattr(args, 'admin_email', None) or ""
-    admin_password = getattr(args, 'admin_password', None) or ""
+    admin_email = getattr(args, "admin_email", None) or ""
+    admin_password = getattr(args, "admin_password", None) or ""
 
     if admin_email:
         console.print(f"[green][FROM WIZARD][/green] Admin email: {admin_email}")
@@ -130,11 +153,13 @@ def run(args):
             existing_value=existing_email,
             placeholders=[""],
             is_password=False,
-            default="admin@example.com"
+            default="admin@example.com",
         )
 
     if admin_password:
-        console.print(f"[green][FROM WIZARD][/green] Admin password: {mask_value(admin_password)}")
+        console.print(
+            f"[green][FROM WIZARD][/green] Admin password: {mask_value(admin_password)}"
+        )
     else:
         existing_password = read_env_value(".env", "LANGFUSE_INIT_USER_PASSWORD")
         admin_password = prompt_with_existing_masked(
@@ -142,7 +167,7 @@ def run(args):
             existing_value=existing_password,
             placeholders=[""],
             is_password=True,
-            default=""
+            default="",
         )
 
     # --- Write .env file ---
@@ -162,6 +187,7 @@ def run(args):
         "LANGFUSE_SALT": salt,
         "LANGFUSE_ENCRYPTION_KEY": enc_key,
         "LANGFUSE_NEXTAUTH_SECRET": nextauth_secret,
+        "NEXTAUTH_URL": public_url,
         "LANGFUSE_INIT_PROJECT_PUBLIC_KEY": public_key,
         "LANGFUSE_INIT_PROJECT_SECRET_KEY": secret_key,
         "LANGFUSE_INIT_ORG_ID": "chronicle",
@@ -188,7 +214,7 @@ def run(args):
     table.add_column("Setting", style="cyan")
     table.add_column("Value", style="green")
 
-    table.add_row("Web UI", "http://localhost:3002")
+    table.add_row("Web UI", public_url)
     table.add_row("Admin Email", admin_email)
     table.add_row("Public Key", mask_value(public_key))
     table.add_row("Secret Key", mask_value(secret_key))
@@ -209,6 +235,9 @@ def main():
     parser = argparse.ArgumentParser(description="LangFuse Setup")
     parser.add_argument("--admin-email", help="Admin email (reuse from backend)")
     parser.add_argument("--admin-password", help="Admin password (reuse from backend)")
+    parser.add_argument(
+        "--public-url", help="Canonical browser URL (for example, https://host:3443)"
+    )
 
     args = parser.parse_args()
 
diff --git a/extras/llm-services/.gitignore b/extras/llm-services/.gitignore
new file mode 100644
index 00000000..31f5d05f
--- /dev/null
+++ b/extras/llm-services/.gitignore
@@ -0,0 +1,10 @@
+# Model files (large GGUF files)
+models/*.gguf
+
+# Environment file (contains config)
+.env
+.env.backup.*
+
+# llama.cpp HuggingFace model cache (keep the dir, ignore downloads)
+cache/*
+!cache/.gitkeep
diff --git a/extras/llm-services/cache/.gitkeep b/extras/llm-services/cache/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/llm-services/docker-compose.yml b/extras/llm-services/docker-compose.yml
new file mode 100644
index 00000000..d5d809c6
--- /dev/null
+++ b/extras/llm-services/docker-compose.yml
@@ -0,0 +1,85 @@
+services:
+  llama-cpp-llm:
+    image: ghcr.io/ggml-org/llama.cpp:server-cuda
+    ports:
+      - "${LLM_PORT:-8083}:8080"
+    volumes:
+      - ./models:/models:ro
+      - ./cache:/cache
+    environment:
+      # HF download mode vs local-file mode are mutually exclusive: passing both
+      # --hf-repo and --model makes llama.cpp use the model basename as the file to
+      # pick from the repo (ignoring the :quant tag), which fails. So the entrypoint
+      # passes --model ONLY when LLM_HF_REPO is empty; otherwise llama.cpp downloads
+      # + caches the GGUF from HuggingFace via LLAMA_ARG_HF_REPO.
+      LLAMA_ARG_HF_REPO: ${LLM_HF_REPO:-}
+      LLM_MODEL_PATH: /models/${LLM_MODEL_FILE:-model.gguf}
+      LLAMA_CACHE: /cache
+      HF_TOKEN: ${HF_TOKEN:-}
+      LLAMA_ARG_CTX_SIZE: ${CTX_SIZE:-8192}
+      LLAMA_ARG_N_GPU_LAYERS: ${N_GPU_LAYERS:--1}
+      LLAMA_ARG_HOST: "0.0.0.0"
+    entrypoint:
+      - /bin/sh
+      - -c
+      - 'if [ -n "$$LLAMA_ARG_HF_REPO" ]; then exec /app/llama-server; else exec /app/llama-server --model "$$LLM_MODEL_PATH"; fi'
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    restart: unless-stopped
+    networks:
+      - chronicle-network
+
+  llama-cpp-embed:
+    image: ghcr.io/ggml-org/llama.cpp:server-cuda
+    ports:
+      - "${EMBED_PORT:-8082}:8080"
+    volumes:
+      - ./models:/models:ro
+      - ./cache:/cache
+    environment:
+      # See llama-cpp-llm above: --hf-repo and --model are mutually exclusive, so the
+      # entrypoint passes --model ONLY when EMBED_HF_REPO is empty.
+      LLAMA_ARG_HF_REPO: ${EMBED_HF_REPO:-}
+      LLM_MODEL_PATH: /models/${EMBED_MODEL_FILE:-embed-model.gguf}
+      LLAMA_CACHE: /cache
+      HF_TOKEN: ${HF_TOKEN:-}
+      LLAMA_ARG_CTX_SIZE: ${EMBED_CTX_SIZE:-2048}
+      LLAMA_ARG_N_GPU_LAYERS: ${N_GPU_LAYERS:--1}
+      LLAMA_ARG_EMBEDDINGS: "true"
+      LLAMA_ARG_HOST: "0.0.0.0"
+    entrypoint:
+      - /bin/sh
+      - -c
+      - 'if [ -n "$$LLAMA_ARG_HF_REPO" ]; then exec /app/llama-server; else exec /app/llama-server --model "$$LLM_MODEL_PATH"; fi'
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    restart: unless-stopped
+    networks:
+      - chronicle-network
+
+  # Edge agent sidecar — advertises this service on the Tailnet
+  edge-agent:
+    build:
+      context: ../../edge
+    network_mode: host
+    environment:
+      - ADVERTISE=chronicle-llm:8083
+    volumes:
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro
+    restart: unless-stopped
+    profiles:
+      - edge
+
+networks:
+  chronicle-network:
+    external: true
diff --git a/extras/llm-services/download-models.sh b/extras/llm-services/download-models.sh
new file mode 100755
index 00000000..91a8fde0
--- /dev/null
+++ b/extras/llm-services/download-models.sh
@@ -0,0 +1,85 @@
+#!/usr/bin/env bash
+# Download GGUF model files for llama.cpp LLM services
+#
+# Usage:
+#   ./download-models.sh                    # Download default models
+#   ./download-models.sh --llm-only         # Download only the chat model
+#   ./download-models.sh --embed-only       # Download only the embedding model
+#   ./download-models.sh --custom <hf_repo> <filename>  # Download a custom GGUF
+
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+MODELS_DIR="$SCRIPT_DIR/models"
+mkdir -p "$MODELS_DIR"
+
+# Default models
+DEFAULT_LLM_REPO="bartowski/zai-org_GLM-4.7-Flash-GGUF"
+DEFAULT_LLM_FILE="zai-org_GLM-4.7-Flash-Q4_K_M.gguf"
+
+DEFAULT_EMBED_REPO="nomic-ai/nomic-embed-text-v1.5-GGUF"
+DEFAULT_EMBED_FILE="nomic-embed-text-v1.5.Q8_0.gguf"
+
+download_model() {
+    local repo="$1"
+    local filename="$2"
+    local dest="$MODELS_DIR/$filename"
+
+    if [ -f "$dest" ]; then
+        echo "✅ Already exists: $filename ($(du -h "$dest" | cut -f1))"
+        return 0
+    fi
+
+    echo "📥 Downloading $filename from $repo..."
+
+    # Use uv + huggingface_hub Python API (no global install needed, shows progress)
+    uv run --with huggingface-hub python3 -c "
+from huggingface_hub import hf_hub_download
+hf_hub_download(
+    '$repo',
+    '$filename',
+    local_dir='$MODELS_DIR',
+    local_dir_use_symlinks=False,
+)
+"
+
+    if [ -f "$dest" ]; then
+        echo "✅ Downloaded: $filename ($(du -h "$dest" | cut -f1))"
+    else
+        echo "❌ Download failed: $filename"
+        return 1
+    fi
+}
+
+case "${1:-all}" in
+    --llm-only)
+        download_model "$DEFAULT_LLM_REPO" "$DEFAULT_LLM_FILE"
+        ;;
+    --embed-only)
+        download_model "$DEFAULT_EMBED_REPO" "$DEFAULT_EMBED_FILE"
+        ;;
+    --custom)
+        if [ $# -lt 3 ]; then
+            echo "Usage: $0 --custom <hf_repo> <filename>"
+            exit 1
+        fi
+        download_model "$2" "$3"
+        ;;
+    all|"")
+        echo "📦 Downloading default models to $MODELS_DIR"
+        echo ""
+        download_model "$DEFAULT_LLM_REPO" "$DEFAULT_LLM_FILE"
+        echo ""
+        download_model "$DEFAULT_EMBED_REPO" "$DEFAULT_EMBED_FILE"
+        echo ""
+        echo "🎉 All models downloaded!"
+        echo ""
+        echo "Set in your .env:"
+        echo "  LLM_MODEL_FILE=$DEFAULT_LLM_FILE"
+        echo "  EMBED_MODEL_FILE=$DEFAULT_EMBED_FILE"
+        ;;
+    *)
+        echo "Usage: $0 [--llm-only | --embed-only | --custom <repo> <file>]"
+        exit 1
+        ;;
+esac
diff --git a/extras/llm-services/init.py b/extras/llm-services/init.py
new file mode 100644
index 00000000..916555e7
--- /dev/null
+++ b/extras/llm-services/init.py
@@ -0,0 +1,460 @@
+#!/usr/bin/env python3
+"""
+Chronicle LLM Services Setup Script
+Interactive configuration for llama.cpp-based LLM and embedding services
+"""
+
+import argparse
+import os
+import shutil
+import sys
+from datetime import datetime
+from pathlib import Path
+from typing import Any, Dict, Optional
+
+import yaml
+from dotenv import set_key
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Prompt
+from rich.table import Table
+from rich.text import Text
+
+# Add repo root to path for imports
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+from config_manager import ConfigManager
+from setup_utils import read_env_value
+
+# LLM model options. The `hf` field is a HuggingFace `repo:quant` reference that
+# llama.cpp's server downloads and caches automatically on first start (via
+# `--hf-repo` / LLAMA_ARG_HF_REPO), so no local GGUF file is required.
+LLM_MODELS = {
+    "ggml-org/gemma-4-12B-it-GGUF": {
+        "hf": "ggml-org/gemma-4-12B-it-GGUF:Q4_K_M",
+        "description": "Gemma 4 12B Instruct Q4_K_M (~7GB, strong general model)",
+        "ctx_size": 8192,
+    },
+    "bartowski/zai-org_GLM-4.7-Flash-GGUF": {
+        "hf": "bartowski/zai-org_GLM-4.7-Flash-GGUF:Q4_K_M",
+        "description": "GLM-4.7-Flash Q4_K_M (~18GB, 30B MoE / 3B active, fast)",
+        "ctx_size": 8192,
+    },
+    "bartowski/Qwen2.5-7B-Instruct-GGUF": {
+        "hf": "bartowski/Qwen2.5-7B-Instruct-GGUF:Q4_K_M",
+        "description": "Qwen 2.5 7B Instruct Q4_K_M (~4.7GB, multilingual)",
+        "ctx_size": 8192,
+    },
+    "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF": {
+        "hf": "bartowski/Meta-Llama-3.1-8B-Instruct-GGUF:Q4_K_M",
+        "description": "Llama 3.1 8B Instruct Q4_K_M (~4.9GB, popular)",
+        "ctx_size": 8192,
+    },
+}
+
+DEFAULT_LLM_REPO = "ggml-org/gemma-4-12B-it-GGUF"
+
+# Embedding model options
+EMBED_MODELS = {
+    "nomic-ai/nomic-embed-text-v1.5-GGUF": {
+        "hf": "nomic-ai/nomic-embed-text-v1.5-GGUF:Q8_0",
+        "description": "Nomic Embed Text v1.5 Q8 (~140MB, 768 dims)",
+        "dimensions": 768,
+    },
+}
+
+DEFAULT_EMBED_REPO = "nomic-ai/nomic-embed-text-v1.5-GGUF"
+
+
+class LLMServicesSetup:
+    def __init__(self, args=None):
+        self.console = Console()
+        self.config: Dict[str, Any] = {}
+        self.args = args or argparse.Namespace()
+
+    def print_header(self, title: str):
+        self.console.print()
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
+        self.console.print(panel)
+        self.console.print()
+
+    def print_section(self, title: str):
+        self.console.print()
+        self.console.print(f"[magenta]► {title}[/magenta]")
+        self.console.print("[magenta]" + "─" * len(f"► {title}") + "[/magenta]")
+
+    def prompt_value(self, prompt: str, default: str = "") -> str:
+        try:
+            return Prompt.ask(prompt, default=default)
+        except EOFError:
+            self.console.print(f"Using default: {default}")
+            return default
+
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
+        self.console.print(prompt)
+        for key, desc in choices.items():
+            self.console.print(f"  {key}) {desc}")
+        self.console.print()
+
+        while True:
+            try:
+                choice = Prompt.ask("Enter choice", default=default)
+                if choice in choices:
+                    return choice
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
+            except EOFError:
+                self.console.print(f"Using default choice: {default}")
+                return default
+
+    def read_existing_env_value(self, key: str) -> Optional[str]:
+        return read_env_value(".env", key)
+
+    def resolve_hf_token(self) -> Optional[str]:
+        """HF token, in priority order: --hf-token arg, backend .env, repo-root .env,
+        this service's own .env.
+
+        Mirrors how the wizard sources shared secrets: ``backends/advanced/.env`` is
+        the canonical hub on a main machine; the repo-root ``.env`` is the per-node
+        store for backend-less cluster-join nodes. Both are two levels up from here.
+        """
+        arg_token = getattr(self.args, "hf_token", None)
+        if arg_token:
+            return arg_token
+        for path in ("../../backends/advanced/.env", "../../.env", ".env"):
+            value = read_env_value(path, "HF_TOKEN")
+            if value:
+                return value
+        return None
+
+    def backup_existing_env(self):
+        env_path = Path(".env")
+        if env_path.exists():
+            timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+            backup_path = f".env.backup.{timestamp}"
+            shutil.copy2(env_path, backup_path)
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
+
+    def select_llm_model(self) -> tuple:
+        """Select LLM chat model. Returns (repo, model_info)."""
+        self.print_section("Chat Model Selection")
+
+        model_choices = {}
+        repos = list(LLM_MODELS.keys())
+        for i, (repo, info) in enumerate(LLM_MODELS.items(), 1):
+            default_marker = " (Default)" if repo == DEFAULT_LLM_REPO else ""
+            model_choices[str(i)] = f"{info['description']}{default_marker}"
+
+        custom_key = str(len(repos) + 1)
+        model_choices[custom_key] = (
+            "Custom GGUF (HuggingFace repo:quant, or local filename)"
+        )
+
+        # Find default choice
+        default_choice = "1"
+        for i, repo in enumerate(repos, 1):
+            if repo == DEFAULT_LLM_REPO:
+                default_choice = str(i)
+                break
+
+        choice = self.prompt_choice("Choose chat model:", model_choices, default_choice)
+
+        if choice == custom_key:
+            self.console.print()
+            self.console.print(
+                "[blue][INFO][/blue] Enter a HuggingFace GGUF reference such as "
+                "[cyan]ggml-org/gemma-4-12B-it-GGUF:Q4_K_M[/cyan] and it will be "
+                "downloaded automatically. Or enter a local GGUF filename already "
+                "placed in extras/llm-services/models/."
+            )
+            ref = self.prompt_value(
+                "HuggingFace repo:quant reference, or local GGUF filename"
+            )
+            ctx_size = self.prompt_value("Context size", "8192")
+
+            # A "/" means it's a HuggingFace repo reference (llama.cpp auto-downloads);
+            # otherwise treat it as a local filename in the mounted models/ directory.
+            ref = ref.strip().removeprefix("https://huggingface.co/")
+            if "/" in ref:
+                return None, {
+                    "hf": ref,
+                    "description": f"Custom HuggingFace model ({ref})",
+                    "ctx_size": int(ctx_size),
+                }
+            return None, {
+                "file": ref,
+                "description": f"Custom local model ({ref})",
+                "ctx_size": int(ctx_size),
+            }
+        else:
+            repo = repos[int(choice) - 1]
+            return repo, LLM_MODELS[repo]
+
+    def select_embed_model(self) -> tuple:
+        """Select embedding model. Returns (repo, model_info)."""
+        self.print_section("Embedding Model Selection")
+
+        repos = list(EMBED_MODELS.keys())
+        repo = repos[0]
+        info = EMBED_MODELS[repo]
+        self.console.print(f"[green]✅[/green] Using: {info['description']}")
+        return repo, info
+
+    def setup_gpu_config(self):
+        """Configure GPU layers and context size."""
+        self.print_section("GPU Configuration")
+
+        self.console.print(
+            "[blue][INFO][/blue] llama.cpp uses pre-built CUDA Docker images (no local CUDA build)"
+        )
+
+        n_gpu_layers = self.prompt_value(
+            "GPU layers (-1 = all layers on GPU, 0 = CPU only)", "-1"
+        )
+        self.config["N_GPU_LAYERS"] = n_gpu_layers
+
+    def download_models(self, llm_info, embed_info):
+        """Report how each selected model will be obtained.
+
+        HuggingFace models (``hf`` set) are downloaded and cached by the llama.cpp
+        server itself on first start, so nothing is fetched here. Local models
+        (``file`` set) must already be present in extras/llm-services/models/.
+        """
+        self.print_section("Model Source")
+
+        models_dir = Path("models")
+        models_dir.mkdir(exist_ok=True)
+
+        for kind, info in (("Chat", llm_info), ("Embedding", embed_info)):
+            hf_ref = info.get("hf")
+            if hf_ref:
+                self.console.print(
+                    f"[blue][INFO][/blue] {kind} model [cyan]{hf_ref}[/cyan] will be "
+                    "downloaded automatically by llama.cpp on first start "
+                    "(cached in extras/llm-services/cache/)."
+                )
+                continue
+
+            filename = info["file"]
+            if (models_dir / filename).exists():
+                self.console.print(
+                    f"[green]✅[/green] {kind} model present: {filename}"
+                )
+            else:
+                self.console.print(
+                    f"[yellow]⚠️  {kind} model file not found: place "
+                    f"'{filename}' in extras/llm-services/models/ before starting.[/yellow]"
+                )
+
+    def generate_env_file(self):
+        """Generate .env file from configuration."""
+        env_path = Path(".env")
+        self.backup_existing_env()
+        env_path.touch(mode=0o600)
+
+        env_path_str = str(env_path)
+        for key, value in self.config.items():
+            if value is not None:
+                set_key(env_path_str, key, str(value))
+
+        os.chmod(env_path, 0o600)
+        self.console.print("[green][SUCCESS][/green] .env file configured successfully")
+
+    def update_config_yml(self):
+        """Update config/config.yml with llama.cpp model defaults."""
+        try:
+            config_manager = ConfigManager(service_path="extras/llm-services")
+            config = config_manager.get_full_config()
+            models = config.get("models", []) or []
+            model_names = [m.get("name") for m in models]
+
+            needed_models = ["llamacpp-llm", "llamacpp-embed"]
+            missing = [name for name in needed_models if name not in model_names]
+
+            if missing:
+                # Load defaults.yml to get model definitions
+                defaults_path = config_manager.config_dir / "defaults.yml"
+                if defaults_path.exists():
+                    with open(defaults_path) as f:
+                        defaults = yaml.safe_load(f) or {}
+                    defaults_models = defaults.get("models", []) or []
+                    defaults_by_name = {
+                        m["name"]: m for m in defaults_models if "name" in m
+                    }
+
+                    for name in missing:
+                        if name in defaults_by_name:
+                            models.append(defaults_by_name[name])
+                            self.console.print(
+                                f"[green][SUCCESS][/green] Added model '{name}' to config.yml from defaults"
+                            )
+                        else:
+                            self.console.print(
+                                f"[yellow][WARNING][/yellow] Model '{name}' not found in defaults.yml"
+                            )
+
+                    config["models"] = models
+                    config_manager.save_full_config(config)
+            else:
+                self.console.print(
+                    "[blue][INFO][/blue] Model definitions already present in config.yml"
+                )
+
+            # Update defaults
+            config_manager.update_config_defaults(
+                {"llm": "llamacpp-llm", "embedding": "llamacpp-embed"}
+            )
+
+            self.console.print(
+                "[green][SUCCESS][/green] Updated defaults.llm to 'llamacpp-llm' in config/config.yml"
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Updated defaults.embedding to 'llamacpp-embed' in config/config.yml"
+            )
+
+        except Exception as e:
+            self.console.print(
+                f"[yellow][WARNING][/yellow] Could not update config.yml: {e}"
+            )
+            self.console.print(
+                "[blue][INFO][/blue] You may need to manually set defaults in config/config.yml"
+            )
+
+    def show_summary(self, llm_info, embed_info):
+        """Show configuration summary."""
+        self.print_section("Configuration Summary")
+        self.console.print()
+
+        table = Table(title="LLM Service Configuration")
+        table.add_column("Setting", style="cyan")
+        table.add_column("Value", style="green")
+
+        table.add_row("Chat Model", llm_info.get("hf") or llm_info.get("file", ""))
+        table.add_row("Chat Port", self.config.get("LLM_PORT", "8081"))
+        table.add_row("Context Size", str(self.config.get("CTX_SIZE", "8192")))
+        table.add_row(
+            "Embedding Model", embed_info.get("hf") or embed_info.get("file", "")
+        )
+        table.add_row("Embedding Port", self.config.get("EMBED_PORT", "8082"))
+        table.add_row("Embedding Dimensions", str(embed_info.get("dimensions", "768")))
+        table.add_row("GPU Layers", self.config.get("N_GPU_LAYERS", "-1"))
+
+        self.console.print(table)
+
+    def show_next_steps(self):
+        """Show next steps."""
+        self.print_section("Next Steps")
+        self.console.print()
+
+        self.console.print("1. Start the LLM services:")
+        self.console.print("   [cyan]docker compose up -d[/cyan]")
+        self.console.print()
+        self.console.print("2. Services will be available at:")
+        llm_port = self.config.get("LLM_PORT", "8081")
+        embed_port = self.config.get("EMBED_PORT", "8082")
+        self.console.print(f"   Chat:      [cyan]http://localhost:{llm_port}[/cyan]")
+        self.console.print(f"   Embedding: [cyan]http://localhost:{embed_port}[/cyan]")
+        self.console.print()
+        self.console.print("3. Test health:")
+        self.console.print(f"   [cyan]curl http://localhost:{llm_port}/health[/cyan]")
+        self.console.print(f"   [cyan]curl http://localhost:{embed_port}/health[/cyan]")
+
+    def run(self):
+        """Run the complete setup process."""
+        self.print_header("🧠 LLM Services Setup (llama.cpp)")
+        self.console.print("Configure local LLM and embedding services via llama.cpp")
+        self.console.print()
+
+        try:
+            # Select models
+            _, llm_info = self.select_llm_model()
+            _, embed_info = self.select_embed_model()
+
+            # GPU configuration
+            self.setup_gpu_config()
+
+            # Set config values. Either LLM_HF_REPO (auto-download) or
+            # LLM_MODEL_FILE (local file) drives the model source; the compose
+            # file prefers the HF repo when it is set.
+            self.config["LLM_HF_REPO"] = llm_info.get("hf", "")
+            self.config["EMBED_HF_REPO"] = embed_info.get("hf", "")
+            self.config["LLM_MODEL_FILE"] = llm_info.get("file", "model.gguf")
+            self.config["EMBED_MODEL_FILE"] = embed_info.get("file", "embed-model.gguf")
+            self.config["CTX_SIZE"] = str(llm_info.get("ctx_size", 8192))
+            self.config["EMBED_CTX_SIZE"] = "2048"
+            self.config["LLM_PORT"] = "8083"
+            self.config["EMBED_PORT"] = "8082"
+
+            # HF token: llama.cpp pulls GGUFs from HuggingFace, so a token avoids IP
+            # rate-limiting (429) and unlocks gated repos. Resolve from --hf-token,
+            # else keep an existing value, else the repo-root .env.
+            hf_token = self.resolve_hf_token()
+            if hf_token:
+                self.config["HF_TOKEN"] = hf_token
+
+            # Report model sources
+            self.download_models(llm_info, embed_info)
+
+            # Generate files
+            self.print_header("Configuration Complete!")
+            self.generate_env_file()
+
+            # Update config/config.yml
+            self.update_config_yml()
+
+            # Show results
+            self.show_summary(llm_info, embed_info)
+            self.show_next_steps()
+
+            self.console.print()
+            self.console.print(
+                "[green][SUCCESS][/green] LLM Services setup complete! 🎉"
+            )
+
+        except KeyboardInterrupt:
+            self.console.print()
+            self.console.print("[yellow]Setup cancelled by user[/yellow]")
+            sys.exit(0)
+        except Exception as e:
+            self.console.print(f"[red][ERROR][/red] Setup failed: {e}")
+            sys.exit(1)
+
+
+def main():
+    """Main entry point."""
+    parser = argparse.ArgumentParser(description="LLM Services Setup (llama.cpp)")
+    parser.add_argument(
+        "--llm-model",
+        help="LLM model GGUF filename",
+    )
+    parser.add_argument(
+        "--embed-model",
+        help="Embedding model GGUF filename",
+    )
+    parser.add_argument(
+        "--n-gpu-layers",
+        default="-1",
+        help="Number of GPU layers (-1 = all)",
+    )
+    parser.add_argument(
+        "--ctx-size",
+        default="8192",
+        help="Context size for chat model",
+    )
+    parser.add_argument(
+        "--hf-token",
+        help="Hugging Face token (avoids HF rate-limits / unlocks gated repos)",
+    )
+
+    args = parser.parse_args()
+
+    setup = LLMServicesSetup(args)
+    setup.run()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/llm-services/models/.gitkeep b/extras/llm-services/models/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/local-wearable-client/README.md b/extras/local-wearable-client/README.md
index e18b1543..bd2ce3c2 100644
--- a/extras/local-wearable-client/README.md
+++ b/extras/local-wearable-client/README.md
@@ -2,6 +2,12 @@
 
 macOS client that scans for BLE wearable devices (OMI, Neo1, Friend), connects, and streams audio to the Chronicle backend. Runs as a **menu bar app** with device selection, or headless for background use.
 
+> **Unified tray:** device scan/connect/stream now also lives as the *Pendant*
+> section of the [Chronicle tray](../chronicle-tray/) (`chronicle-tray install
+> --pendant`), which reuses this project's `ble_manager.py` and config in place.
+> The rumps menu bar app below still works and remains the home of the macOS
+> screen-capture settings UI.
+
 ## Prerequisites
 
 - macOS (menu bar and launchd features are macOS-only)
diff --git a/extras/local-wearable-client/analyze.py b/extras/local-wearable-client/analyze.py
new file mode 100644
index 00000000..80076d99
--- /dev/null
+++ b/extras/local-wearable-client/analyze.py
@@ -0,0 +1,158 @@
+"""Basic analytics over the capture metadata sidecar (events.jsonl).
+
+Reads the per-day `events.jsonl` files written by screen_capture.py and reports
+where your time went — by app, window title, or URL — attributing the gap
+between consecutive ticks to whatever was focused, and bucketing inactivity
+(idle_seconds >= threshold) as "(idle)".
+
+Pure stdlib — runs anywhere, including on a copy of the data off the Mac.
+
+Examples:
+    uv run python analyze.py                       # today, by app
+    uv run python analyze.py --days 7              # last 7 days
+    uv run python analyze.py --date 2026-06-17     # a specific day
+    uv run python analyze.py --by title --top 30   # by window title
+    uv run python analyze.py --date all            # everything on disk
+"""
+
+import argparse
+import datetime as dt
+import json
+import os
+from collections import defaultdict
+from pathlib import Path
+
+DEFAULT_DIR = Path(os.environ.get("CAPTURE_DIR", Path.home() / "ChronicleCaptures"))
+IDLE_BUCKET = "(idle)"
+
+
+def _day_dirs(base: Path, date_arg: str, days: int) -> list:
+    """Resolve which <date> subdirectories to read."""
+    if date_arg == "all":
+        return sorted(p for p in base.iterdir() if p.is_dir() and _is_date(p.name))
+    if date_arg and date_arg != "today":
+        return [base / date_arg]
+    if days > 1:
+        today = dt.date.today()
+        return [base / (today - dt.timedelta(days=i)).isoformat() for i in range(days)]
+    return [base / dt.date.today().isoformat()]
+
+
+def _is_date(name: str) -> bool:
+    try:
+        dt.date.fromisoformat(name)
+        return True
+    except ValueError:
+        return False
+
+
+def _load_events(day_dirs: list) -> list:
+    events = []
+    for d in day_dirs:
+        path = d / "events.jsonl"
+        if not path.exists():
+            continue
+        with open(path, encoding="utf-8") as f:
+            for line in f:
+                line = line.strip()
+                if not line:
+                    continue
+                try:
+                    events.append(json.loads(line))
+                except json.JSONDecodeError:
+                    continue
+    events.sort(key=lambda e: e.get("epoch", 0))
+    return events
+
+
+def _key_for(event: dict, by: str) -> str:
+    if by == "title":
+        app = event.get("app") or "?"
+        title = event.get("window_title") or "(no title)"
+        return f"{app} — {title}"
+    if by == "url":
+        return event.get("url") or "(no url)"
+    return event.get("app") or "(unknown)"
+
+
+def _fmt(seconds: float) -> str:
+    seconds = int(round(seconds))
+    h, rem = divmod(seconds, 3600)
+    m, s = divmod(rem, 60)
+    return f"{h:d}:{m:02d}:{s:02d}"
+
+
+def aggregate(events: list, by: str, idle_threshold: float, max_gap: float) -> dict:
+    totals: dict = defaultdict(float)
+    for cur, nxt in zip(events, events[1:]):
+        gap = nxt.get("epoch", 0) - cur.get("epoch", 0)
+        if gap <= 0 or gap > max_gap:
+            continue  # capture was off / paused — don't invent time
+        idle = cur.get("idle_seconds")
+        if idle is not None and idle >= idle_threshold:
+            totals[IDLE_BUCKET] += gap
+        else:
+            totals[_key_for(cur, by)] += gap
+    return totals
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Capture analytics (app times)")
+    parser.add_argument("--dir", default=str(DEFAULT_DIR), help="capture directory")
+    parser.add_argument(
+        "--date", default="today", help="YYYY-MM-DD | today | all (default: today)"
+    )
+    parser.add_argument("--days", type=int, default=1, help="last N days (from today)")
+    parser.add_argument(
+        "--by",
+        choices=["app", "title", "url"],
+        default="app",
+        help="group by (default: app)",
+    )
+    parser.add_argument("--top", type=int, default=20, help="show top N rows")
+    parser.add_argument(
+        "--idle-threshold",
+        type=float,
+        default=120.0,
+        help="idle_seconds >= this counts as (idle) (default: 120)",
+    )
+    parser.add_argument(
+        "--max-gap",
+        type=float,
+        default=5.0,
+        help="ignore gaps between ticks longer than this (default: 5s)",
+    )
+    args = parser.parse_args()
+
+    base = Path(args.dir)
+    day_dirs = _day_dirs(base, args.date, args.days)
+    events = _load_events(day_dirs)
+
+    if not events:
+        print(f"No events found in {base} for {args.date} (days={args.days}).")
+        return
+
+    totals = aggregate(events, args.by, args.idle_threshold, args.max_gap)
+    tracked = sum(totals.values())
+    active = tracked - totals.get(IDLE_BUCKET, 0.0)
+
+    span_start = dt.datetime.fromtimestamp(events[0]["epoch"])
+    span_end = dt.datetime.fromtimestamp(events[-1]["epoch"])
+
+    print(f"Events:   {len(events)}  ({span_start:%Y-%m-%d %H:%M} → {span_end:%H:%M})")
+    print(
+        f"Tracked:  {_fmt(tracked)}   Active: {_fmt(active)}   Idle: "
+        f"{_fmt(totals.get(IDLE_BUCKET, 0.0))}"
+    )
+    print(f"By {args.by}:")
+    print("-" * 60)
+
+    rows = sorted(totals.items(), key=lambda kv: kv[1], reverse=True)[: args.top]
+    for name, secs in rows:
+        pct = (secs / tracked * 100) if tracked else 0
+        label = name if len(name) <= 42 else name[:39] + "..."
+        print(f"  {_fmt(secs):>9}  {pct:5.1f}%  {label}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/local-wearable-client/backend_sender.py b/extras/local-wearable-client/backend_sender.py
index f5b37625..210348de 100644
--- a/extras/local-wearable-client/backend_sender.py
+++ b/extras/local-wearable-client/backend_sender.py
@@ -1,10 +1,14 @@
 """Backend streaming module — sends audio to Chronicle via Wyoming WebSocket protocol."""
 
 import asyncio
+import base64
 import json
 import logging
 import os
 import ssl
+import sys
+import tempfile
+from pathlib import Path
 from typing import AsyncGenerator, Optional
 from urllib.parse import quote
 
@@ -14,21 +18,85 @@
 
 load_dotenv()
 
-BACKEND_HOST = os.getenv("BACKEND_HOST", "localhost:8000")
-USE_HTTPS = os.getenv("USE_HTTPS", "false").lower() == "true"
+logger = logging.getLogger(__name__)
+
 VERIFY_SSL = os.getenv("VERIFY_SSL", "true").lower() == "true"
+# Play backend TTS ("play-audio") responses on the laptop speaker. The wearable
+# has no speaker, so the relay laptop acts as the output device.
+PLAY_BACKEND_AUDIO = os.getenv("PLAY_BACKEND_AUDIO", "true").lower() == "true"
+
+
+async def play_audio_on_laptop(audio_b64: str, fmt: str = "wav") -> None:
+    """Decode base64 audio from a backend play-audio frame and play it on the
+    laptop speaker via macOS `afplay`. Runs as a non-blocking subprocess so the
+    WebSocket keepalive/receive loop is never stalled."""
+    try:
+        audio = base64.b64decode(audio_b64)
+    except Exception as e:
+        logger.warning("play-audio: failed to decode base64 audio: %s", e)
+        return
+
+    tmp_path = None
+    try:
+        with tempfile.NamedTemporaryFile(suffix=f".{fmt}", delete=False) as tmp:
+            tmp.write(audio)
+            tmp_path = tmp.name
+
+        logger.info("play-audio: playing %d bytes on laptop speaker", len(audio))
+        proc = await asyncio.create_subprocess_exec(
+            "afplay",
+            tmp_path,
+            stdout=asyncio.subprocess.DEVNULL,
+            stderr=asyncio.subprocess.DEVNULL,
+        )
+        await proc.wait()
+        if proc.returncode != 0:
+            logger.warning("play-audio: afplay exited with code %s", proc.returncode)
+    except FileNotFoundError:
+        logger.error("play-audio: `afplay` not found (macOS only); cannot play audio")
+    except Exception as e:
+        logger.error("play-audio: playback failed: %s", e, exc_info=True)
+    finally:
+        if tmp_path:
+            try:
+                os.unlink(tmp_path)
+            except OSError:
+                pass
+
+
+def _resolve_backend_url() -> str:
+    """Resolve the backend URL, logging how it was chosen (see discovery.py)."""
+    host = os.getenv("BACKEND_HOST")
+    if host:
+        scheme = (
+            "https" if os.getenv("USE_HTTPS", "false").lower() == "true" else "http"
+        )
+        url = f"{scheme}://{host}"
+        logger.info("Backend URL from BACKEND_HOST: %s", url)
+        return url
+
+    _repo_root = str(Path(__file__).resolve().parent.parent.parent)
+    if _repo_root not in sys.path:
+        sys.path.insert(0, _repo_root)
+    try:
+        # Lazy import: sys.path-dependent (repo-root discovery.py, inserted above)
+        from discovery import resolve_backend_url
 
-ws_protocol = "wss" if USE_HTTPS else "ws"
-http_protocol = "https" if USE_HTTPS else "http"
+        return resolve_backend_url(None, logger=logger)
+    except ImportError:
+        logger.warning("discovery module unavailable; set BACKEND_HOST in .env")
+        return "http://localhost:8000"
 
-websocket_uri = f"{ws_protocol}://{BACKEND_HOST}/ws?codec=opus"
-backend_url = f"{http_protocol}://{BACKEND_HOST}"
+
+backend_url = _resolve_backend_url()
+USE_HTTPS = backend_url.startswith("https")
+_host_part = backend_url.split("://", 1)[-1]
+websocket_uri = f"{'wss' if USE_HTTPS else 'ws'}://{_host_part}/ws?codec=opus"
+logger.info("Wearable backend resolved: %s (ws: %s)", backend_url, websocket_uri)
 
 ADMIN_PASSWORD = os.getenv("ADMIN_PASSWORD")
 ADMIN_EMAIL = os.getenv("ADMIN_EMAIL")
 
-logger = logging.getLogger(__name__)
-
 # Module-level websocket reference for sending control messages (e.g., button events)
 _active_websocket = None
 
@@ -90,22 +158,65 @@ async def get_jwt_token(username: str, password: str) -> Optional[str]:
         return None
 
 
-async def receive_handler(websocket, logger) -> None:
+async def receive_handler(websocket, logger, speaker=None) -> None:
     """Background task to receive messages from backend.
 
     Processes pongs (keepalive), interim transcripts, and other messages.
     Critical for WebSocket stability.
+
+    *speaker*: optional object exposing speaker_start/speaker_end/speaker_stop/
+    write_speaker_audio (an OmiConnection). When set, the backend's Opus speaker
+    downlink (speak-start text → binary Opus frames → speak-end, plus speak-stop
+    for barge-in) is forwarded to the device over BLE instead of the laptop.
     """
     try:
         while True:
             message = await websocket.recv()
+            # Binary frame = one Opus speaker packet (Elato downlink). Forward to BLE.
+            if isinstance(message, (bytes, bytearray)):
+                if speaker is not None:
+                    try:
+                        await speaker.write_speaker_audio(bytes(message))
+                    except Exception as e:
+                        logger.debug("speaker audio write failed: %s", e)
+                continue
             try:
                 data = json.loads(message)
                 msg_type = data.get("type", "unknown")
-                if msg_type == "interim_transcript":
+                if msg_type in ("speak-start", "speak-end", "speak-stop"):
+                    # Opus speaker downlink control (Elato). Forward to the device.
+                    if speaker is not None:
+                        try:
+                            if msg_type == "speak-start":
+                                await speaker.speaker_start()
+                            elif msg_type == "speak-end":
+                                await speaker.speaker_end()
+                            else:
+                                await speaker.speaker_stop()
+                        except Exception as e:
+                            logger.debug("speaker control %s failed: %s", msg_type, e)
+                elif msg_type == "interim_transcript":
                     text = data.get("data", {}).get("text", "")[:50]
                     is_final = data.get("data", {}).get("is_final", False)
-                    logger.debug("Interim transcript (%s): %s...", "FINAL" if is_final else "partial", text)
+                    logger.debug(
+                        "Interim transcript (%s): %s...",
+                        "FINAL" if is_final else "partial",
+                        text,
+                    )
+                elif msg_type == "play-audio":
+                    # Backend TTS response — play it on the laptop speaker since
+                    # the wearable has none. Spawned as a task so playback
+                    # doesn't block receiving further frames / keepalive.
+                    payload = data.get("data", {})
+                    audio_b64 = payload.get("audio_b64", "")
+                    if PLAY_BACKEND_AUDIO and audio_b64:
+                        asyncio.create_task(
+                            play_audio_on_laptop(
+                                audio_b64, payload.get("format", "wav")
+                            )
+                        )
+                    elif not audio_b64:
+                        logger.debug("play-audio frame without audio_b64; ignoring")
                 elif msg_type == "ready":
                     logger.info("Backend ready message: %s", data.get("message"))
                 else:
@@ -121,18 +232,33 @@ async def receive_handler(websocket, logger) -> None:
         logger.error("Receive handler error: %s", e, exc_info=True)
 
 
+# Reconnect backoff tuning for the backend WebSocket. Mirrors the BLE-side
+# backoff in menu_app.py: capped exponential backoff, reset to the initial
+# value once a connection has stayed healthy for MIN_HEALTHY_DURATION.
+_BACKOFF_INITIAL = 1.0
+_BACKOFF_FACTOR = 2.0
+_BACKOFF_MAX = 30.0
+_MIN_HEALTHY_DURATION = 30.0
+
+
 async def stream_to_backend(
     stream: AsyncGenerator[bytes, None],
     device_name: str = "wearable",
+    speaker=None,
 ) -> None:
-    """Stream raw Opus audio to backend using Wyoming protocol with JWT authentication."""
-    token = await get_jwt_token(ADMIN_EMAIL, ADMIN_PASSWORD)
-    if not token:
-        logger.error("Failed to get JWT token, cannot stream audio")
-        return
-
-    uri_with_token = f"{websocket_uri}&token={token}&device_name={quote(device_name)}"
-
+    """Stream raw Opus audio to backend using Wyoming protocol with JWT authentication.
+
+    Persistent-retry semantics: a transient backend-WebSocket drop never ends the
+    session. On a WS/connection error we re-fetch the JWT (mid-session refresh) and
+    re-dial with capped exponential backoff, continuing to consume the same audio
+    generator. The session only ends when the generator is exhausted (the caller's
+    queue_to_stream yields None at true session end), which breaks the reconnect loop.
+
+    Audio produced during a reconnect gap is dropped: the generator only yields live
+    chunks pulled from the queue, so chunks pulled while no WS is connected are simply
+    sent on the next successful dial or lost — matching the pre-existing outage
+    behavior (no buffering across outages).
+    """
     ssl_context = None
     if USE_HTTPS:
         ssl_context = ssl.create_default_context()
@@ -142,66 +268,119 @@ async def stream_to_backend(
 
     global _active_websocket
 
-    logger.info("Connecting to WebSocket: %s", websocket_uri)
-    async with websockets.connect(
-        uri_with_token,
-        ssl=ssl_context,
-        ping_interval=20,
-        ping_timeout=120,
-        close_timeout=10,
-    ) as websocket:
-        _active_websocket = websocket
-
-        ready_msg = await websocket.recv()
-        logger.info("Backend ready: %s", ready_msg)
-
-        receive_task = asyncio.create_task(receive_handler(websocket, logger))
-
+    backoff = _BACKOFF_INITIAL
+    session_ended = False
+    chunk_count = 0
+
+    while not session_ended:
+        # Re-fetch the JWT on every (re)dial. This is the mid-session refresh:
+        # a long session can outlive the 1h token lifetime, so each reconnect
+        # picks up a fresh token without cycling the BLE session.
+        token = await get_jwt_token(ADMIN_EMAIL, ADMIN_PASSWORD)
+        if not token:
+            logger.error("Failed to get JWT token; retrying in %.0fs", backoff)
+            await asyncio.sleep(backoff)
+            backoff = min(backoff * _BACKOFF_FACTOR, _BACKOFF_MAX)
+            continue
+
+        uri_with_token = (
+            f"{websocket_uri}&token={token}&device_name={quote(device_name)}"
+        )
+
+        connected_at = None
         try:
-            audio_start = {
-                "type": "audio-start",
-                "data": {
-                    "rate": 16000,
-                    "width": 2,
-                    "channels": 1,
-                    "mode": "streaming",
-                },
-                "payload_length": None,
-            }
-            await websocket.send(json.dumps(audio_start) + "\n")
-            logger.info("Sent audio-start event")
-
-            chunk_count = 0
-            async for opus_data in stream:
-                chunk_count += 1
-
-                audio_chunk_header = {
-                    "type": "audio-chunk",
-                    "data": {
-                        "rate": 16000,
-                        "width": 2,
-                        "channels": 1,
-                    },
-                    "payload_length": len(opus_data),
-                }
-                await websocket.send(json.dumps(audio_chunk_header) + "\n")
-                await websocket.send(opus_data)
-
-                if chunk_count % 100 == 0:
-                    logger.info("Sent %d chunks", chunk_count)
-
-            audio_stop = {
-                "type": "audio-stop",
-                "data": {},
-                "payload_length": None,
-            }
-            await websocket.send(json.dumps(audio_stop) + "\n")
-            logger.info("Sent audio-stop event. Total chunks: %d", chunk_count)
-
-        finally:
+            logger.info("Connecting to WebSocket: %s", websocket_uri)
+            async with websockets.connect(
+                uri_with_token,
+                ssl=ssl_context,
+                ping_interval=20,
+                ping_timeout=120,
+                close_timeout=10,
+            ) as websocket:
+                connected_at = asyncio.get_running_loop().time()
+                _active_websocket = websocket
+
+                ready_msg = await websocket.recv()
+                logger.info("Backend ready: %s", ready_msg)
+
+                receive_task = asyncio.create_task(
+                    receive_handler(websocket, logger, speaker=speaker)
+                )
+
+                try:
+                    audio_start = {
+                        "type": "audio-start",
+                        "data": {
+                            "rate": 16000,
+                            "width": 2,
+                            "channels": 1,
+                            "mode": "streaming",
+                        },
+                        "payload_length": None,
+                    }
+                    await websocket.send(json.dumps(audio_start) + "\n")
+                    logger.info("Sent audio-start event")
+
+                    # Reset backoff once we've been streaming long enough to call
+                    # this connection healthy (mirrors MIN_HEALTHY_DURATION).
+                    async for opus_data in stream:
+                        chunk_count += 1
+
+                        if (
+                            backoff != _BACKOFF_INITIAL
+                            and connected_at is not None
+                            and asyncio.get_running_loop().time() - connected_at
+                            >= _MIN_HEALTHY_DURATION
+                        ):
+                            backoff = _BACKOFF_INITIAL
+
+                        audio_chunk_header = {
+                            "type": "audio-chunk",
+                            "data": {
+                                "rate": 16000,
+                                "width": 2,
+                                "channels": 1,
+                            },
+                            "payload_length": len(opus_data),
+                        }
+                        await websocket.send(json.dumps(audio_chunk_header) + "\n")
+                        await websocket.send(opus_data)
+
+                        if chunk_count % 100 == 0:
+                            logger.info("Sent %d chunks", chunk_count)
+
+                    # Generator exhausted (queue_to_stream yielded None) → true
+                    # session end. Send audio-stop and break the reconnect loop.
+                    session_ended = True
+                    audio_stop = {
+                        "type": "audio-stop",
+                        "data": {},
+                        "payload_length": None,
+                    }
+                    await websocket.send(json.dumps(audio_stop) + "\n")
+                    logger.info("Sent audio-stop event. Total chunks: %d", chunk_count)
+
+                finally:
+                    _active_websocket = None
+                    receive_task.cancel()
+                    try:
+                        await receive_task
+                    except asyncio.CancelledError:
+                        logger.info("Receive task cancelled successfully")
+
+        except (websockets.exceptions.WebSocketException, OSError) as e:
+            # Transient WS/connection drop while audio is still flowing → reconnect
+            # without ending the BLE session. Re-dial with capped backoff.
             _active_websocket = None
-            receive_task.cancel()
-            try:
-                await receive_task
-            except asyncio.CancelledError:
-                logger.info("Receive task cancelled successfully")
+            if session_ended:
+                break
+            healthy = (
+                connected_at is not None
+                and asyncio.get_running_loop().time() - connected_at
+                >= _MIN_HEALTHY_DURATION
+            )
+            if healthy:
+                backoff = _BACKOFF_INITIAL
+            logger.warning("Backend WS dropped (%s); reconnecting in %.0fs", e, backoff)
+            await asyncio.sleep(backoff)
+            backoff = min(backoff * _BACKOFF_FACTOR, _BACKOFF_MAX)
diff --git a/extras/local-wearable-client/ble_manager.py b/extras/local-wearable-client/ble_manager.py
new file mode 100644
index 00000000..d680aab6
--- /dev/null
+++ b/extras/local-wearable-client/ble_manager.py
@@ -0,0 +1,309 @@
+"""UI-free BLE device management for the wearable client.
+
+SharedState + AsyncioThread + BLEManager, extracted from the rumps menu bar app
+so any front-end (the macOS menu bar app, the unified Chronicle tray) can drive
+scanning/connecting/streaming without pulling in a UI toolkit. BLE runs on a
+background asyncio thread; the UI polls SharedState snapshots.
+"""
+
+import asyncio
+import logging
+import threading
+from dataclasses import dataclass, field
+from typing import Optional
+
+import yaml
+from bleak import BleakScanner
+from main import (
+    CONFIG_PATH,
+    check_config,
+    connect_and_stream,
+    detect_device_type,
+    load_config,
+)
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class SharedState:
+    """Thread-safe state shared between the UI and the asyncio BLE thread."""
+
+    _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
+    status: str = "idle"  # idle | scanning | connecting | connected | error
+    connected_device: Optional[dict] = None  # {name, mac, type}
+    nearby_devices: list[dict] = field(
+        default_factory=list
+    )  # [{name, mac, type, rssi}]
+    error: Optional[str] = None
+    chunks_sent: int = 0
+    battery_level: int = -1  # -1 = unknown
+
+    def snapshot(self) -> dict:
+        with self._lock:
+            return {
+                "status": self.status,
+                "connected_device": (
+                    self.connected_device.copy() if self.connected_device else None
+                ),
+                "nearby_devices": [d.copy() for d in self.nearby_devices],
+                "error": self.error,
+                "chunks_sent": self.chunks_sent,
+                "battery_level": self.battery_level,
+            }
+
+    def update(self, **kwargs) -> None:
+        with self._lock:
+            for k, v in kwargs.items():
+                setattr(self, k, v)
+
+
+class AsyncioThread:
+    """Runs an asyncio event loop in a daemon thread."""
+
+    def __init__(self) -> None:
+        self.loop: Optional[asyncio.AbstractEventLoop] = None
+        self._thread: Optional[threading.Thread] = None
+
+    def start(self) -> None:
+        self._thread = threading.Thread(target=self._run, daemon=True)
+        self._thread.start()
+        # Wait until the loop is running
+        while self.loop is None or not self.loop.is_running():
+            threading.Event().wait(0.01)
+
+    def _run(self) -> None:
+        self.loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(self.loop)
+        self.loop.run_forever()
+
+    def run_coro(self, coro):
+        """Schedule a coroutine on the background loop. Returns a concurrent.futures.Future."""
+        return asyncio.run_coroutine_threadsafe(coro, self.loop)
+
+
+class BLEManager:
+    """Manages BLE scanning and device connections in the background asyncio thread."""
+
+    def __init__(self, state: SharedState, bg: AsyncioThread) -> None:
+        self.state = state
+        self.bg = bg
+        self.config = load_config()
+        self.backend_enabled = check_config()
+        self._scan_interval = self.config.get("scan_interval", 10)
+        self._connecting = False  # Guard against concurrent _connect() calls
+        self._running_task: Optional[asyncio.Task] = None
+
+        # Backoff state for connection failures
+        self._backoff_seconds: float = 0  # 0 = no backoff active
+        self._BACKOFF_INITIAL: float = 10.0
+        self._BACKOFF_MAX: float = 300.0  # 5 minutes
+        self._MIN_HEALTHY_DURATION: float = (
+            30.0  # connections shorter than this trigger backoff
+        )
+
+        # Restore last connected device for auto-connect
+        last = self.config.get("last_connected")
+        self._target_mac: Optional[str] = last if last else None
+        if self._target_mac:
+            logger.info("Will auto-connect to last device: %s", self._target_mac)
+
+    def _save_last_connected(self, mac: Optional[str]) -> None:
+        """Persist (or clear) the last connected device MAC in devices.yml."""
+        try:
+            with open(CONFIG_PATH) as f:
+                data = yaml.safe_load(f) or {}
+            if mac:
+                data["last_connected"] = str(mac)
+            else:
+                data.pop("last_connected", None)
+            with open(CONFIG_PATH, "w") as f:
+                yaml.dump(data, f, default_flow_style=False)
+            logger.info("Saved last_connected: %s", mac)
+        except Exception as e:
+            logger.error("Failed to save last_connected: %s", e)
+
+    def start_scanning(self) -> None:
+        """Begin the scan-connect loop."""
+        self.bg.run_coro(self._scan_loop())
+
+    async def _scan_loop(self) -> None:
+        """Continuously scan and auto-connect when a target is set."""
+        while True:
+            try:
+                await self._do_scan()
+            except Exception as e:
+                logger.error("Scan error: %s", e, exc_info=True)
+                self.state.update(status="error", error=str(e))
+
+            # If we have a target and not already connecting/connected, try connecting
+            if self._target_mac and not self._connecting:
+                snap = self.state.snapshot()
+                match = next(
+                    (d for d in snap["nearby_devices"] if d["mac"] == self._target_mac),
+                    None,
+                )
+                if match:
+                    await self._connect(match)
+
+            sleep_time = max(self._scan_interval, self._backoff_seconds)
+            await asyncio.sleep(sleep_time)
+
+    async def _do_scan(self) -> None:
+        """Run a single BLE scan and update shared state."""
+        status = self.state.snapshot()["status"]
+        if status in ("connected", "connecting"):
+            return  # Don't scan while connected or connecting
+
+        self.state.update(status="scanning")
+        config = self.config
+        known = {d["mac"]: d for d in config.get("devices", [])}
+        auto_discover = config.get("auto_discover", True)
+
+        try:
+            discovered = await BleakScanner.discover(timeout=5.0, return_adv=True)
+        except Exception as e:
+            logger.error("BLE scan failed: %s", e)
+            self.state.update(status="error", error=f"Scan failed: {e}")
+            return
+
+        devices = []
+        for d, adv in discovered.values():
+            # Check if known device
+            if d.address in known:
+                entry = known[d.address]
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": entry.get("name", d.name or "Unknown"),
+                        "type": entry.get("type", detect_device_type(d.name or "")),
+                        "rssi": adv.rssi,
+                    }
+                )
+                continue
+
+            # Auto-discover recognized names
+            if auto_discover and d.name:
+                lower = d.name.casefold()
+                if (
+                    "omi" in lower
+                    or "neo" in lower
+                    or "friend" in lower
+                    or "elato" in lower
+                ):
+                    devices.append(
+                        {
+                            "mac": d.address,
+                            "name": d.name,
+                            "type": detect_device_type(d.name),
+                            "rssi": adv.rssi,
+                        }
+                    )
+
+        # Sort by signal strength (strongest first)
+        devices.sort(key=lambda x: x.get("rssi", -999), reverse=True)
+
+        new_status = (
+            "idle" if self.state.snapshot()["status"] != "connected" else "connected"
+        )
+        self.state.update(nearby_devices=devices, status=new_status, error=None)
+        logger.info("Scan found %d device(s)", len(devices))
+
+    async def _connect(self, device: dict) -> None:
+        """Connect to a device and stream audio.
+
+        Creates a dedicated task for the connection so that cancelling it
+        (via request_disconnect) does not kill the calling scan loop.
+        """
+        if self._connecting or self.state.snapshot()["status"] == "connected":
+            return  # Already connecting or connected — skip
+
+        self._connecting = True
+        self.state.update(status="connecting", error=None)
+        logger.info("Connecting to %s [%s]", device["name"], device["mac"])
+
+        # Create a dedicated task so request_disconnect cancels only it
+        task = asyncio.create_task(self._run_connection(device), name="ble_connection")
+        self._running_task = task
+
+        start_time = asyncio.get_event_loop().time()
+        user_cancelled = False
+        try:
+            await task
+        except asyncio.CancelledError:
+            logger.info("Connection cancelled by user")
+            user_cancelled = True
+        except Exception as e:
+            logger.error("Connection error: %s", e, exc_info=True)
+            self.state.update(status="error", error=str(e))
+        finally:
+            self._running_task = None
+            self._connecting = False
+            self.state.update(status="idle", connected_device=None, battery_level=-1)
+            logger.info("Disconnected from %s", device["name"])
+
+            # Backoff logic: if connection was very short, it likely failed
+            elapsed = asyncio.get_event_loop().time() - start_time
+            if user_cancelled:
+                # User-initiated disconnect — reset backoff
+                self._backoff_seconds = 0
+            elif elapsed < self._MIN_HEALTHY_DURATION:
+                # Quick failure — apply exponential backoff
+                if self._backoff_seconds == 0:
+                    self._backoff_seconds = self._BACKOFF_INITIAL
+                else:
+                    self._backoff_seconds = min(
+                        self._backoff_seconds * 2, self._BACKOFF_MAX
+                    )
+                logger.info(
+                    "Connection lasted %.1fs (< %.0fs), backoff %.0fs before next attempt",
+                    elapsed,
+                    self._MIN_HEALTHY_DURATION,
+                    self._backoff_seconds,
+                )
+            else:
+                # Healthy connection — reset backoff
+                self._backoff_seconds = 0
+
+    async def _run_connection(self, device: dict) -> None:
+        """Run the actual device connection. Executed as a dedicated task."""
+        self.state.update(status="connected", connected_device=device, battery_level=-1)
+        self._save_last_connected(device["mac"])
+        await connect_and_stream(
+            device,
+            backend_enabled=self.backend_enabled,
+            on_battery_level=lambda level: self.state.update(battery_level=level),
+        )
+
+    def request_connect(self, mac: str) -> None:
+        """Request connection to a device (called from UI thread)."""
+        self._target_mac = mac
+        # Trigger an immediate scan+connect attempt
+        self.bg.run_coro(self._immediate_connect(mac))
+
+    async def _immediate_connect(self, mac: str) -> None:
+        """Scan once and connect immediately if device is found."""
+        if self._connecting:
+            logger.debug("Already connecting, skipping immediate connect")
+            return
+        await self._do_scan()
+        snap = self.state.snapshot()
+        match = next((d for d in snap["nearby_devices"] if d["mac"] == mac), None)
+        if match:
+            await self._connect(match)
+        else:
+            logger.warning("Device %s not found in scan", mac)
+
+    def request_disconnect(self) -> None:
+        """Request disconnection (called from UI thread)."""
+        self._target_mac = None
+        self._backoff_seconds = 0  # Reset backoff on user-initiated disconnect
+        self._save_last_connected(None)
+        # Cancel the dedicated connection task on the asyncio thread
+        task = self._running_task
+        if task and self.bg.loop:
+            self.bg.loop.call_soon_threadsafe(task.cancel)
+
+    def request_scan(self) -> None:
+        """Trigger an immediate scan (called from UI thread)."""
+        self.bg.run_coro(self._do_scan())
diff --git a/extras/local-wearable-client/main.py b/extras/local-wearable-client/main.py
index 5e04f821..9b10f06d 100644
--- a/extras/local-wearable-client/main.py
+++ b/extras/local-wearable-client/main.py
@@ -6,6 +6,7 @@
     ./start.sh run          # Headless mode (for launchd)
     ./start.sh menu         # Menu bar mode
     ./start.sh scan         # One-shot scan, print nearby devices
+    ./start.sh wifi-sync    # Download stored audio via WiFi sync
     ./start.sh install      # Install launchd agent
     ./start.sh uninstall    # Remove launchd agent
     ./start.sh kickstart    # Relaunch after quit
@@ -18,18 +19,29 @@
 import logging
 import os
 import shutil
+import socket
+import time
 from typing import Any, Callable
 
 import yaml
+from backend_sender import send_button_event, stream_to_backend
 from bleak import BleakScanner
 from dotenv import load_dotenv
 from easy_audio_interfaces.filesystem import RollingFileSink
-from friend_lite import ButtonState, Neo1Connection, OmiConnection, WearableConnection, parse_button_event
+from friend_lite import (
+    ButtonState,
+    Neo1Connection,
+    OmiConnection,
+    WearableConnection,
+    parse_button_event,
+)
 from friend_lite.decoder import OmiOpusDecoder
+from friend_lite.wifi import WifiErrorCode
+from service import install, kickstart, logs, status, uninstall
+from wifi_join import get_current_wifi, join_wifi_ap
+from wifi_receiver import WifiAudioReceiver
 from wyoming.audio import AudioChunk
 
-from backend_sender import send_button_event, stream_to_backend
-
 logging.basicConfig(
     format="%(asctime)s %(levelname)s %(name)s: %(message)s",
     level=logging.INFO,
@@ -46,7 +58,9 @@
 def check_config() -> bool:
     """Check that required configuration is present. Returns True if backend streaming is possible."""
     if not os.path.exists(ENV_PATH):
-        logger.warning("No .env file found — copy .env.template to .env and fill in your settings")
+        logger.warning(
+            "No .env file found — copy .env.template to .env and fill in your settings"
+        )
         logger.warning("Audio will be saved locally but NOT streamed to the backend")
         return False
 
@@ -106,21 +120,30 @@ async def scan_all_devices(config: dict) -> list[dict]:
     for d, adv in discovered.values():
         if d.address in known:
             entry = known[d.address]
-            devices.append({
-                "mac": d.address,
-                "name": entry.get("name", d.name or "Unknown"),
-                "type": entry.get("type", detect_device_type(d.name or "")),
-                "rssi": adv.rssi,
-            })
-        elif auto_discover and d.name:
-            lower = d.name.casefold()
-            if "omi" in lower or "neo" in lower or "friend" in lower:
-                devices.append({
+            devices.append(
+                {
                     "mac": d.address,
-                    "name": d.name,
-                    "type": detect_device_type(d.name),
+                    "name": entry.get("name", d.name or "Unknown"),
+                    "type": entry.get("type", detect_device_type(d.name or "")),
                     "rssi": adv.rssi,
-                })
+                }
+            )
+        elif auto_discover and d.name:
+            lower = d.name.casefold()
+            if (
+                "omi" in lower
+                or "neo" in lower
+                or "friend" in lower
+                or "elato" in lower
+            ):
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": d.name,
+                        "type": detect_device_type(d.name),
+                        "rssi": adv.rssi,
+                    }
+                )
 
     devices.sort(key=lambda x: x.get("rssi", -999), reverse=True)
     return devices
@@ -138,7 +161,9 @@ def prompt_device_selection(devices: list[dict]) -> dict | None:
     print(f"  {'#':<4} {'Name':<20} {'MAC':<20} {'Type':<8} {'RSSI'}")
     print("  " + "-" * 60)
     for i, d in enumerate(devices, 1):
-        print(f"  {i:<4} {d['name']:<20} {d['mac']:<20} {d['type']:<8} {d.get('rssi', '?')}")
+        print(
+            f"  {i:<4} {d['name']:<20} {d['mac']:<20} {d['type']:<8} {d.get('rssi', '?')}"
+        )
 
     print()
     while True:
@@ -225,6 +250,11 @@ async def process_audio() -> None:
                 await file_sink.write(chunk)
 
     async def backend_stream_wrapper() -> None:
+        # queue_to_stream yields live Opus chunks; a None sentinel signals true
+        # session end (e.g. BLE teardown enqueues None). stream_to_backend now
+        # owns reconnect/backoff and mid-session JWT refresh internally, so a
+        # transient backend-WS drop no longer surfaces here — it only returns on
+        # true session end. This wrapper stays as a last-resort error guard.
         async def queue_to_stream():
             while True:
                 raw_opus = await backend_queue.get()
@@ -232,8 +262,13 @@ async def queue_to_stream():
                     break
                 yield raw_opus
 
+        # Forward the backend's Opus speaker downlink to the device over BLE when the
+        # device has a speaker characteristic (Elato). OMI/Neo have no speaker, so None.
+        speaker = conn if isinstance(conn, OmiConnection) else None
         try:
-            await stream_to_backend(queue_to_stream(), device_name=device_name)
+            await stream_to_backend(
+                queue_to_stream(), device_name=device_name, speaker=speaker
+            )
         except Exception as e:
             logger.error("Backend streaming error: %s", e, exc_info=True)
 
@@ -255,11 +290,18 @@ async def queue_to_stream():
                     logger.info("Battery level: %d%%", battery)
                     if on_battery_level:
                         on_battery_level(battery)
+                last_battery = [battery]  # mutable container for closure
+
+                def _on_battery(level: int) -> None:
+                    if level == last_battery[0]:
+                        return
+                    last_battery[0] = level
+                    logger.info("Battery level: %d%%", level)
+                    if on_battery_level:
+                        on_battery_level(level)
+
                 try:
-                    await conn.subscribe_battery(lambda level: (
-                        logger.info("Battery level: %d%%", level),
-                        on_battery_level(level) if on_battery_level else None,
-                    ))
+                    await conn.subscribe_battery(_on_battery)
                 except Exception:
                     logger.debug("Battery notifications not supported by this device")
 
@@ -267,18 +309,36 @@ async def queue_to_stream():
                     asyncio.create_task(process_audio(), name="process_audio"),
                 ]
                 if backend_enabled:
-                    worker_tasks.append(asyncio.create_task(backend_stream_wrapper(), name="backend_stream"))
+                    worker_tasks.append(
+                        asyncio.create_task(
+                            backend_stream_wrapper(), name="backend_stream"
+                        )
+                    )
 
                 disconnect_task = asyncio.create_task(
                     conn.wait_until_disconnected(), name="disconnect"
                 )
 
-                logger.info("Streaming audio from %s [%s]%s", device_name, device["mac"],
-                            "" if backend_enabled else " (local-only, backend disabled)")
+                logger.info(
+                    "Streaming audio from %s [%s]%s",
+                    device_name,
+                    device["mac"],
+                    "" if backend_enabled else " (local-only, backend disabled)",
+                )
 
                 # Wait for disconnect or any worker to fail
                 all_tasks = [disconnect_task] + worker_tasks
-                done, pending = await asyncio.wait(all_tasks, return_when=asyncio.FIRST_COMPLETED)
+                try:
+                    done, pending = await asyncio.wait(
+                        all_tasks, return_when=asyncio.FIRST_COMPLETED
+                    )
+                except asyncio.CancelledError:
+                    # External cancellation (e.g. user disconnect) — clean up all workers
+                    for task in all_tasks:
+                        if not task.done():
+                            task.cancel()
+                    await asyncio.gather(*all_tasks, return_exceptions=True)
+                    raise
 
                 # Cancel remaining tasks and wait for cleanup
                 for task in pending:
@@ -291,19 +351,265 @@ async def queue_to_stream():
 
                 # Re-raise if a worker failed (not just disconnect)
                 for task in done:
-                    if task is not disconnect_task and task.exception():
-                        raise task.exception()
+                    if task is not disconnect_task:
+                        exc = task.exception()
+                        if exc is not None:
+                            raise exc
         except Exception as e:
             logger.error("Error during device session: %s", e, exc_info=True)
         finally:
             await backend_queue.put(None)
 
 
+async def wifi_sync(
+    target_mac: str | None = None,
+    ssid: str = "Friend",
+    password: str = "12345678",
+    interface: str | None = None,
+    output_dir: str = "./wifi_audio",
+) -> None:
+    """Download stored audio from an OMI device over WiFi sync."""
+    config = load_config()
+
+    # --- Find and connect to device via BLE ---
+    if target_mac:
+        devices = await scan_all_devices(config)
+        device = next(
+            (d for d in devices if d["mac"].casefold() == target_mac.casefold()),
+            None,
+        )
+        if not device:
+            logger.error("Device %s not found", target_mac)
+            return
+    else:
+        devices = await scan_all_devices(config)
+        if not devices:
+            logger.error("No devices found")
+            return
+        if len(devices) == 1:
+            device = devices[0]
+        else:
+            device = prompt_device_selection(devices)
+            if device is None:
+                return
+
+    conn = OmiConnection(device["mac"])
+    original_wifi: str | None = None
+    output_file = None
+    receiver: WifiAudioReceiver | None = None
+
+    try:
+        async with conn:
+            logger.info("Connected to %s [%s]", device["name"], device["mac"])
+
+            # Check WiFi support
+            if not await conn.is_wifi_supported():
+                logger.error("Device does not support WiFi sync")
+                return
+
+            # Read storage info
+            file_size, offset = await conn.get_storage_info()
+            logger.info("Storage: %d bytes available, offset %d", file_size, offset)
+            if file_size == 0:
+                logger.info("No stored audio to download")
+                return
+
+            # Remember current WiFi so we can restore it later
+            original_wifi = get_current_wifi(interface)
+            if original_wifi:
+                logger.info("Current WiFi: %s (will restore after sync)", original_wifi)
+
+            # Send WiFi credentials to device
+            logger.info("Configuring device WiFi AP (SSID=%s)...", ssid)
+            rc = await conn.setup_wifi(ssid, password)
+            if rc != WifiErrorCode.SUCCESS:
+                error_name = (
+                    WifiErrorCode(rc).name
+                    if rc in WifiErrorCode._value2member_map_
+                    else f"0x{rc:02X}"
+                )
+                logger.error("WiFi setup failed: %s", error_name)
+                return
+
+            # Prepare output
+            os.makedirs(output_dir, exist_ok=True)
+            output_path = os.path.join(output_dir, f"wifi_sync_{int(time.time())}.raw")
+            output_file = open(output_path, "wb")
+            bytes_written = [0]
+
+            def on_tcp_data(data: bytes) -> None:
+                output_file.write(data)
+                bytes_written[0] += len(data)
+                # Progress update every ~1MB
+                if bytes_written[0] % (1024 * 1024) < len(data):
+                    logger.info(
+                        "Received %d / %d bytes (%.1f%%)",
+                        bytes_written[0],
+                        file_size,
+                        bytes_written[0] / file_size * 100 if file_size else 0,
+                    )
+
+            # Tell device to start WiFi AP (creates the network)
+            logger.info("Starting device WiFi AP...")
+            rc = await conn.start_wifi()
+            if rc == WifiErrorCode.SESSION_ALREADY_RUNNING:
+                logger.info("WiFi AP already running, continuing...")
+            elif rc != WifiErrorCode.SUCCESS:
+                error_name = (
+                    WifiErrorCode(rc).name
+                    if rc in WifiErrorCode._value2member_map_
+                    else f"0x{rc:02X}"
+                )
+                logger.error("WiFi start failed: %s", error_name)
+                output_file.close()
+                return
+
+            # Start TCP server (on all interfaces, before WiFi switch)
+            receiver = WifiAudioReceiver(
+                host="0.0.0.0", port=12345, on_data=on_tcp_data
+            )
+            await receiver.start()
+
+            # Wait for AP to stabilize
+            logger.info("Waiting for AP to stabilize...")
+            await asyncio.sleep(3)
+
+            # Join device WiFi AP
+            logger.info("Joining WiFi AP '%s'...", ssid)
+            join_wifi_ap(ssid, password, interface)
+
+            # Wait for the device's AP subnet (192.168.1.x)
+            local_ip = None
+            prompted_manual = False
+            for attempt in range(60):
+                try:
+                    s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
+                    s.settimeout(0.5)
+                    s.connect(("192.168.1.1", 80))
+                    local_ip = s.getsockname()[0]
+                    s.close()
+                except Exception:
+                    local_ip = None
+                if local_ip and local_ip.startswith("192.168.1."):
+                    break
+                if attempt == 10 and not prompted_manual:
+                    prompted_manual = True
+                    logger.info(
+                        ">>> Auto-join may have failed. Please manually join WiFi '%s' (password: %s) <<<",
+                        ssid,
+                        password,
+                    )
+                elif attempt % 10 == 0:
+                    logger.info(
+                        "Waiting for connection to '%s' AP... (current IP: %s)",
+                        ssid,
+                        local_ip,
+                    )
+                await asyncio.sleep(1)
+
+            if not local_ip or not local_ip.startswith("192.168.1."):
+                logger.error(
+                    "Failed to get IP on device AP network (got: %s). Is your WiFi connected to '%s'?",
+                    local_ip,
+                    ssid,
+                )
+                await receiver.stop()
+                output_file.close()
+                if original_wifi:
+                    join_wifi_ap(original_wifi, "", interface)
+                return
+            logger.info("Connected to AP network with IP %s", local_ip)
+
+            # Wait for device to connect to our TCP server
+            logger.info("Waiting for device TCP connection...")
+            try:
+                await asyncio.wait_for(receiver.connected.wait(), timeout=30)
+            except asyncio.TimeoutError:
+                logger.error("Device did not connect to TCP server within 30s")
+                await receiver.stop()
+                output_file.close()
+                if original_wifi:
+                    join_wifi_ap(original_wifi, "", interface)
+                return
+            logger.info("Device connected via TCP")
+
+            # Reconnect BLE (WiFi switch may have invalidated service cache)
+            logger.info("Reconnecting BLE for storage read command...")
+            await conn.disconnect()
+            await asyncio.sleep(1)
+            await conn.connect()
+
+            # Send BLE read command — MUST be after WiFi+TCP are up,
+            # otherwise firmware sees no BLE + no WiFi and aborts transfer
+            logger.info("Sending storage read command (offset=%d)...", offset)
+            await conn.start_storage_read(file_num=0, offset=offset)
+
+            # Wait for firmware to process the read command before disconnecting
+            # (response=False means write is fire-and-forget, need time to transmit)
+            await asyncio.sleep(2)
+
+            # Disconnect BLE to free shared radio for WiFi data transfer
+            logger.info("Disconnecting BLE (freeing radio for WiFi)...")
+            await conn.disconnect()
+
+            # Wait for transfer to complete or user interrupt
+            logger.info("Receiving audio data... (Ctrl+C to stop)")
+            try:
+                await receiver.finished.wait()
+            except asyncio.CancelledError:
+                pass
+
+            logger.info(
+                "Transfer complete: %d bytes written to %s",
+                bytes_written[0],
+                output_path,
+            )
+
+            # Reconnect BLE to send cleanup commands
+            logger.info("Reconnecting BLE for cleanup...")
+            try:
+                await conn.connect()
+                await conn.stop_wifi()
+                logger.info("Device WiFi stopped")
+            except Exception as e:
+                logger.warning("BLE cleanup failed (non-fatal): %s", e)
+
+    except Exception as e:
+        logger.error("WiFi sync error: %s", e, exc_info=True)
+    finally:
+        if output_file:
+            try:
+                output_file.close()
+            except Exception:
+                pass
+
+        # Restore original WiFi
+        if original_wifi:
+            logger.info("Restoring WiFi to '%s'...", original_wifi)
+            join_wifi_ap(original_wifi, "", interface)
+
+        # Clean up TCP server
+        if receiver:
+            try:
+                await receiver.stop()
+            except Exception:
+                pass
+
+
 async def run(target_mac: str | None = None) -> None:
     config = load_config()
     scan_interval = config.get("scan_interval", 10)
     backend_enabled = check_config()
 
+    # Exponential backoff for repeated connect failures (parity with menu_app's
+    # _scan_loop). A connection that stays up past MIN_HEALTHY_DURATION resets the
+    # backoff; quick failures grow it up to BACKOFF_MAX so we don't hammer a
+    # flapping device.
+    BACKOFF_INITIAL = float(scan_interval)
+    BACKOFF_MAX = 300.0
+    MIN_HEALTHY_DURATION = 30.0
+    backoff = 0.0  # 0 = no backoff active
+
     logger.info("Local wearable client started — scanning for devices...")
 
     while True:
@@ -312,9 +618,16 @@ async def run(target_mac: str | None = None) -> None:
         device = None
         if target_mac:
             # --device flag: connect to specific MAC
-            device = next((d for d in devices if d["mac"].casefold() == target_mac.casefold()), None)
+            device = next(
+                (d for d in devices if d["mac"].casefold() == target_mac.casefold()),
+                None,
+            )
             if not device:
-                logger.debug("Target device %s not found, retrying in %ds...", target_mac, scan_interval)
+                logger.debug(
+                    "Target device %s not found, retrying in %ds...",
+                    target_mac,
+                    scan_interval,
+                )
         elif len(devices) == 1:
             device = devices[0]
         elif len(devices) > 1:
@@ -324,13 +637,34 @@ async def run(target_mac: str | None = None) -> None:
                 return
 
         if device:
-            logger.info("Connecting to %s [%s] (type=%s)", device["name"], device["mac"], device["type"])
+            logger.info(
+                "Connecting to %s [%s] (type=%s)",
+                device["name"],
+                device["mac"],
+                device["type"],
+            )
+            connected_at = asyncio.get_running_loop().time()
             await connect_and_stream(device, backend_enabled=backend_enabled)
-            logger.info("Device disconnected, resuming scan...")
+            elapsed = asyncio.get_running_loop().time() - connected_at
+            if elapsed >= MIN_HEALTHY_DURATION:
+                # Healthy session — reset backoff.
+                backoff = 0.0
+                logger.info("Device disconnected, resuming scan...")
+            else:
+                # Quick failure — grow backoff.
+                backoff = (
+                    BACKOFF_INITIAL if backoff == 0.0 else min(backoff * 2, BACKOFF_MAX)
+                )
+                logger.info(
+                    "Session lasted %.1fs (< %.0fs), backoff %.0fs before next scan",
+                    elapsed,
+                    MIN_HEALTHY_DURATION,
+                    backoff,
+                )
         else:
             logger.debug("No devices found, retrying in %ds...", scan_interval)
 
-        await asyncio.sleep(scan_interval)
+        await asyncio.sleep(max(scan_interval, backoff))
 
 
 async def scan_and_print() -> None:
@@ -346,23 +680,32 @@ async def scan_and_print() -> None:
     for d, adv in discovered.values():
         if d.address in known:
             entry = known[d.address]
-            devices.append({
-                "mac": d.address,
-                "name": entry.get("name", d.name or "Unknown"),
-                "type": entry.get("type", detect_device_type(d.name or "")),
-                "rssi": adv.rssi,
-                "known": True,
-            })
-        elif auto_discover and d.name:
-            lower = d.name.casefold()
-            if "omi" in lower or "neo" in lower or "friend" in lower:
-                devices.append({
+            devices.append(
+                {
                     "mac": d.address,
-                    "name": d.name,
-                    "type": detect_device_type(d.name),
+                    "name": entry.get("name", d.name or "Unknown"),
+                    "type": entry.get("type", detect_device_type(d.name or "")),
                     "rssi": adv.rssi,
-                    "known": False,
-                })
+                    "known": True,
+                }
+            )
+        elif auto_discover and d.name:
+            lower = d.name.casefold()
+            if (
+                "omi" in lower
+                or "neo" in lower
+                or "friend" in lower
+                or "elato" in lower
+            ):
+                devices.append(
+                    {
+                        "mac": d.address,
+                        "name": d.name,
+                        "type": detect_device_type(d.name),
+                        "rssi": adv.rssi,
+                        "known": False,
+                    }
+                )
 
     if not devices:
         print("No wearable devices found.")
@@ -374,7 +717,9 @@ async def scan_and_print() -> None:
     print(f"{'Name':<20} {'MAC':<20} {'Type':<8} {'RSSI':<8} {'Known'}")
     print("-" * 70)
     for d in devices:
-        print(f"{d['name']:<20} {d['mac']:<20} {d['type']:<8} {d['rssi']:<8} {'yes' if d['known'] else 'auto'}")
+        print(
+            f"{d['name']:<20} {d['mac']:<20} {d['type']:<8} {d['rssi']:<8} {'yes' if d['known'] else 'auto'}"
+        )
 
 
 def build_parser() -> argparse.ArgumentParser:
@@ -385,9 +730,36 @@ def build_parser() -> argparse.ArgumentParser:
     sub = parser.add_subparsers(dest="command")
 
     sub.add_parser("menu", help="Launch menu bar app (default)")
-    run_parser = sub.add_parser("run", help="Headless mode — scan, connect, and stream (for launchd)")
-    run_parser.add_argument("--device", metavar="MAC", help="Connect to a specific device by MAC address")
+    run_parser = sub.add_parser(
+        "run", help="Headless mode — scan, connect, and stream (for launchd)"
+    )
+    run_parser.add_argument(
+        "--device", metavar="MAC", help="Connect to a specific device by MAC address"
+    )
     sub.add_parser("scan", help="One-shot scan — print nearby devices and exit")
+    wifi_parser = sub.add_parser(
+        "wifi-sync", help="Download stored audio from device via WiFi sync"
+    )
+    wifi_parser.add_argument(
+        "--device", metavar="MAC", help="Connect to a specific device by MAC address"
+    )
+    wifi_parser.add_argument(
+        "--ssid", default="Friend", help="WiFi AP SSID (default: Friend)"
+    )
+    wifi_parser.add_argument(
+        "--password", default="12345678", help="WiFi AP password (default: 12345678)"
+    )
+    wifi_parser.add_argument(
+        "--interface",
+        metavar="IFACE",
+        help="WiFi interface to use (e.g. en1 for USB adapter)",
+    )
+    wifi_parser.add_argument(
+        "--output-dir",
+        default="./wifi_audio",
+        help="Output directory (default: ./wifi_audio)",
+    )
+
     sub.add_parser("install", help="Install macOS launchd agent (auto-start on login)")
     sub.add_parser("uninstall", help="Remove macOS launchd agent")
     sub.add_parser("kickstart", help="Relaunch the menu bar app (after quit)")
@@ -402,34 +774,43 @@ def main() -> None:
     args = parser.parse_args()
     command = args.command or "menu"  # Default to menu mode
 
-    if command == "run":
+    if command == "wifi-sync":
+        asyncio.run(
+            wifi_sync(
+                target_mac=getattr(args, "device", None),
+                ssid=args.ssid,
+                password=args.password,
+                interface=args.interface,
+                output_dir=args.output_dir,
+            )
+        )
+
+    elif command == "run":
         asyncio.run(run(target_mac=getattr(args, "device", None)))
 
     elif command == "menu":
+        # Lazy import: macOS-only menu app (rumps/AppKit); also avoids a circular
+        # import since menu_app imports back from this module.
         from menu_app import run_menu_app
+
         run_menu_app()
 
     elif command == "scan":
         asyncio.run(scan_and_print())
 
     elif command == "install":
-        from service import install
         install()
 
     elif command == "uninstall":
-        from service import uninstall
         uninstall()
 
     elif command == "kickstart":
-        from service import kickstart
         kickstart()
 
     elif command == "status":
-        from service import status
         status()
 
     elif command == "logs":
-        from service import logs
         logs()
 
 
diff --git a/extras/local-wearable-client/menu_app.py b/extras/local-wearable-client/menu_app.py
index 82ea3b85..0658d083 100644
--- a/extras/local-wearable-client/menu_app.py
+++ b/extras/local-wearable-client/menu_app.py
@@ -1,250 +1,356 @@
 """macOS menu bar app for the local wearable client.
 
 Provides a system tray icon with device scanning, connection management,
-and status display. Runs BLE operations in a background asyncio thread.
+and status display. Runs BLE operations in a background asyncio thread
+(see ble_manager.py — shared with the unified Chronicle tray).
 """
 
-import asyncio
+import datetime as _dt
 import logging
 import os
-import threading
-from dataclasses import dataclass, field
+import subprocess
+from collections import deque
 from typing import Optional
 
 import rumps
-import yaml
-from bleak import BleakScanner
-from dotenv import load_dotenv
-
-from backend_sender import stream_to_backend
-from main import CONFIG_PATH, check_config, connect_and_stream, create_connection, detect_device_type, load_config
+from ble_manager import AsyncioThread, BLEManager, SharedState
+from dotenv import load_dotenv, set_key
+from main import ENV_PATH
+from screen_capture import (
+    ScreenCaptureManager,
+    accessibility_ok,
+    request_permissions,
+    screen_recording_ok,
+)
 
 logger = logging.getLogger(__name__)
 
-load_dotenv()
-
-
-# --- Shared state -----------------------------------------------------------
-
-@dataclass
-class SharedState:
-    """Thread-safe state shared between the rumps UI and the asyncio BLE thread."""
-
-    _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
-    status: str = "idle"  # idle | scanning | connecting | connected | error
-    connected_device: Optional[dict] = None  # {name, mac, type}
-    nearby_devices: list[dict] = field(default_factory=list)  # [{name, mac, type, rssi}]
-    error: Optional[str] = None
-    chunks_sent: int = 0
-    battery_level: int = -1  # -1 = unknown
-
-    def snapshot(self) -> dict:
-        with self._lock:
-            return {
-                "status": self.status,
-                "connected_device": self.connected_device.copy() if self.connected_device else None,
-                "nearby_devices": [d.copy() for d in self.nearby_devices],
-                "error": self.error,
-                "chunks_sent": self.chunks_sent,
-                "battery_level": self.battery_level,
-            }
-
-    def update(self, **kwargs) -> None:
-        with self._lock:
-            for k, v in kwargs.items():
-                setattr(self, k, v)
-
-
-# --- Asyncio background thread ----------------------------------------------
-
-class AsyncioThread:
-    """Runs an asyncio event loop in a daemon thread."""
-
-    def __init__(self) -> None:
-        self.loop: Optional[asyncio.AbstractEventLoop] = None
-        self._thread: Optional[threading.Thread] = None
+# Explicit path (not CWD-relative) so settings persisted by the Capture Settings
+# form are reloaded even when launched under launchd with a different CWD.
+load_dotenv(ENV_PATH)
+
+_HERE = os.path.dirname(os.path.abspath(__file__))
+
+
+def _app_version() -> str:
+    """A short identifier of the running source — git short-hash + commit date,
+    so you can confirm at a glance which build the menu bar app is running.
+    Falls back to this file's modification time when git isn't available."""
+    try:
+        out = subprocess.check_output(
+            [
+                "git",
+                "-C",
+                _HERE,
+                "log",
+                "-1",
+                "--format=%h (%cd)",
+                "--date=format:%Y-%m-%d %H:%M",
+            ],
+            stderr=subprocess.DEVNULL,
+            text=True,
+            timeout=3,
+        ).strip()
+        if out:
+            return out
+    except Exception:
+        pass
+    try:
+        mtime = _dt.datetime.fromtimestamp(os.path.getmtime(__file__))
+        return f"src {mtime:%Y-%m-%d %H:%M}"
+    except Exception:
+        return "unknown"
+
+
+class MemoryLogHandler(logging.Handler):
+    """Keep recent formatted log lines in memory for display in the menu bar UI."""
+
+    def __init__(self, capacity: int = 500) -> None:
+        super().__init__()
+        self.lines: deque = deque(maxlen=capacity)
+
+    def emit(self, record: logging.LogRecord) -> None:
+        try:
+            self.lines.append(self.format(record))
+        except Exception:
+            self.handleError(record)
 
-    def start(self) -> None:
-        self._thread = threading.Thread(target=self._run, daemon=True)
-        self._thread.start()
-        # Wait until the loop is running
-        while self.loop is None or not self.loop.is_running():
-            threading.Event().wait(0.01)
 
-    def _run(self) -> None:
-        self.loop = asyncio.new_event_loop()
-        asyncio.set_event_loop(self.loop)
-        self.loop.run_forever()
+log_buffer = MemoryLogHandler()
 
-    def run_coro(self, coro):
-        """Schedule a coroutine on the background loop. Returns a concurrent.futures.Future."""
-        return asyncio.run_coroutine_threadsafe(coro, self.loop)
 
+def _show_logs_dialog(title: str, lines) -> None:
+    """Show log lines in a scrollable modal dialog."""
+    # Lazy import: macOS-only (AppKit/Foundation, not available cross-platform)
+    from AppKit import (
+        NSAlert,
+        NSBezelBorder,
+        NSFont,
+        NSScrollView,
+        NSTextView,
+        NSViewWidthSizable,
+    )
+    from Foundation import NSMakeRect, NSMakeSize
 
-# --- BLE manager (runs in the asyncio thread) --------------------------------
+    text = "\n".join(lines) or "(no logs yet)"
+    width, height = 720, 380
 
-class BLEManager:
-    """Manages BLE scanning and device connections in the background asyncio thread."""
+    scroll = NSScrollView.alloc().initWithFrame_(NSMakeRect(0, 0, width, height))
+    scroll.setHasVerticalScroller_(True)
+    scroll.setHasHorizontalScroller_(False)
+    scroll.setBorderType_(NSBezelBorder)
+    scroll.setAutohidesScrollers_(False)
 
-    def __init__(self, state: SharedState, bg: AsyncioThread) -> None:
-        self.state = state
-        self.bg = bg
-        self.config = load_config()
-        self.backend_enabled = check_config()
-        self._scan_interval = self.config.get("scan_interval", 10)
-        self._disconnect_event: Optional[asyncio.Event] = None
-        self._running_task: Optional[asyncio.Task] = None
-
-        # Restore last connected device for auto-connect
-        last = self.config.get("last_connected")
-        self._target_mac: Optional[str] = last if last else None
-        if self._target_mac:
-            logger.info("Will auto-connect to last device: %s", self._target_mac)
-
-    def _save_last_connected(self, mac: Optional[str]) -> None:
-        """Persist (or clear) the last connected device MAC in devices.yml."""
-        try:
-            with open(CONFIG_PATH) as f:
-                data = yaml.safe_load(f) or {}
-            if mac:
-                data["last_connected"] = str(mac)
+    content = scroll.contentSize()
+    text_view = NSTextView.alloc().initWithFrame_(
+        NSMakeRect(0, 0, content.width, content.height)
+    )
+    text_view.setMinSize_(NSMakeSize(0, content.height))
+    text_view.setMaxSize_(NSMakeSize(1e7, 1e7))
+    text_view.setVerticallyResizable_(True)
+    text_view.setHorizontallyResizable_(False)
+    text_view.setAutoresizingMask_(NSViewWidthSizable)
+    text_view.setEditable_(False)
+    text_view.setFont_(NSFont.userFixedPitchFontOfSize_(11))
+    text_view.textContainer().setContainerSize_(NSMakeSize(content.width, 1e7))
+    text_view.textContainer().setWidthTracksTextView_(True)
+    text_view.setString_(text)
+    text_view.scrollRangeToVisible_((len(text), 0))
+
+    scroll.setDocumentView_(text_view)
+
+    alert = NSAlert.alloc().init()
+    alert.setMessageText_(title)
+    alert.setInformativeText_(f"Last {len(lines)} log line(s)")
+    alert.addButtonWithTitle_("Close")
+    alert.setAccessoryView_(scroll)
+    alert.runModal()
+
+
+# Capture-settings form: (attr on manager, .env key, label, kind). For booleans,
+# ``invert`` means the .env key stores the negated value (CAPTURE_NO_DEDUP).
+_SETTINGS_FIELDS = [
+    ("save_scale", "CAPTURE_SCALE", "Save resolution (0.05–1.0):", "float", False),
+    (
+        "skip_idle_secs",
+        "CAPTURE_SKIP_IDLE_SECS",
+        "Skip while idle ≥ (sec, 0=off):",
+        "float",
+        False,
+    ),
+    (
+        "retention_days",
+        "CAPTURE_RETENTION_DAYS",
+        "Delete after (days, 0=keep):",
+        "int",
+        False,
+    ),
+    ("thumb_max", "CAPTURE_THUMB_MAX", "Dedup hash thumbnail (px):", "int", False),
+    ("dedup", "CAPTURE_NO_DEDUP", "Dedup identical frames", "bool", True),
+    ("ocr", "CAPTURE_OCR", "Run OCR on each frame (CPU-heavy)", "bool", False),
+    (
+        "compact_every_mins",
+        "CAPTURE_COMPACT_EVERY_MINS",
+        "Compact to video every (min; 0=off, not recommended):",
+        "int",
+        False,
+    ),
+    (
+        "compact_quality",
+        "CAPTURE_COMPACT_QUALITY",
+        "Video quality (0–100):",
+        "int",
+        False,
+    ),
+]
+
+
+def _open_captures_dir(path) -> None:
+    """Reveal the captures directory in Finder (creating it if missing)."""
+    try:
+        os.makedirs(path, exist_ok=True)
+        subprocess.run(["open", str(path)], check=False)
+    except Exception as e:
+        logger.warning("Failed to open captures dir %s: %s", path, e)
+
+
+def _open_privacy_pane(anchor: str) -> None:
+    """Open a System Settings → Privacy & Security pane (e.g. ``Privacy_ScreenCapture``).
+
+    macOS does not let an app revoke its own TCC grant programmatically, so
+    "revoking" means sending the user to the pane where they can toggle it off.
+    """
+    try:
+        subprocess.run(
+            [
+                "open",
+                f"x-apple.systempreferences:com.apple.preference.security?{anchor}",
+            ],
+            check=False,
+        )
+    except Exception as e:
+        logger.warning("Failed to open privacy pane %s: %s", anchor, e)
+
+
+def _show_settings_dialog(capture, env_path: str) -> bool:
+    """Show the capture-settings form. On Save, validates, applies changes live to
+    the running ``capture`` manager, and persists them to ``env_path`` (.env) so
+    they survive a restart. Returns True if saved, False if cancelled/invalid."""
+    # Lazy import: macOS-only (AppKit/Foundation, not available cross-platform)
+    from AppKit import NSAlert, NSButton, NSSwitchButton, NSTextField, NSView
+    from Foundation import NSMakeRect
+
+    row_h, label_w, field_w, pad = 30, 230, 110, 10
+    width = label_w + field_w + 3 * pad
+    height = len(_SETTINGS_FIELDS) * row_h
+
+    view = NSView.alloc().initWithFrame_(NSMakeRect(0, 0, width, height))
+    widgets = {}
+    for i, (attr, _key, label, kind, _inv) in enumerate(_SETTINGS_FIELDS):
+        # Rows top-to-bottom (AppKit origin is bottom-left).
+        y = height - (i + 1) * row_h
+        current = getattr(capture, attr)
+        if kind == "bool":
+            box = NSButton.alloc().initWithFrame_(
+                NSMakeRect(pad, y, width - 2 * pad, row_h - 6)
+            )
+            box.setButtonType_(NSSwitchButton)
+            box.setTitle_(label)
+            box.setState_(1 if current else 0)
+            view.addSubview_(box)
+            widgets[attr] = box
+        else:
+            lbl = NSTextField.alloc().initWithFrame_(
+                NSMakeRect(pad, y, label_w, row_h - 6)
+            )
+            lbl.setStringValue_(label)
+            lbl.setBezeled_(False)
+            lbl.setDrawsBackground_(False)
+            lbl.setEditable_(False)
+            lbl.setSelectable_(False)
+            view.addSubview_(lbl)
+            fld = NSTextField.alloc().initWithFrame_(
+                NSMakeRect(label_w + 2 * pad, y, field_w, row_h - 6)
+            )
+            txt = f"{current:g}" if kind == "float" else str(int(current))
+            fld.setStringValue_(txt)
+            view.addSubview_(fld)
+            widgets[attr] = fld
+
+    # One button per capture permission. When a grant is already in place there's
+    # nothing left to grant, so it becomes a "Revoke …" button that opens System
+    # Settings (macOS won't let an app drop its own TCC grant programmatically).
+    rec_granted = screen_recording_ok()
+    acc_granted = accessibility_ok()
+    rec_title = "Revoke Screen Recording…" if rec_granted else "Grant Screen Recording"
+    acc_title = "Revoke Accessibility…" if acc_granted else "Grant Accessibility"
+
+    alert = NSAlert.alloc().init()
+    alert.setMessageText_("Capture Settings")
+    alert.setInformativeText_("Changes apply immediately and persist across restarts.")
+    alert.addButtonWithTitle_("Save")  # 1000
+    alert.addButtonWithTitle_("Open Screenshots…")  # 1001
+    alert.addButtonWithTitle_(rec_title)  # 1002
+    alert.addButtonWithTitle_(acc_title)  # 1003
+    alert.addButtonWithTitle_("Cancel")  # 1004
+    alert.setAccessoryView_(view)
+
+    # Open/Grant/Revoke are side actions: perform them and re-open the same dialog
+    # so any values typed so far are preserved (the view/widgets are reused).
+    while True:
+        resp = alert.runModal()
+        if resp == 1001:  # Open Screenshots…
+            _open_captures_dir(capture.capture_dir)
+            continue
+        if resp == 1002:  # Grant / Revoke Screen Recording
+            if rec_granted:
+                _open_privacy_pane("Privacy_ScreenCapture")
+                rumps.notification(
+                    "Chronicle — Screen Recording",
+                    "",
+                    "Already granted. To revoke, toggle Chronicle off in "
+                    "System Settings → Privacy & Security → Screen Recording.",
+                )
             else:
-                data.pop("last_connected", None)
-            with open(CONFIG_PATH, "w") as f:
-                yaml.dump(data, f, default_flow_style=False)
-            logger.info("Saved last_connected: %s", mac)
-        except Exception as e:
-            logger.error("Failed to save last_connected: %s", e)
-
-    def start_scanning(self) -> None:
-        """Begin the scan-connect loop."""
-        self.bg.run_coro(self._scan_loop())
-
-    async def _scan_loop(self) -> None:
-        """Continuously scan and auto-connect when a target is set."""
-        while True:
-            try:
-                await self._do_scan()
-            except Exception as e:
-                logger.error("Scan error: %s", e, exc_info=True)
-                self.state.update(status="error", error=str(e))
-
-            # If we have a target, try connecting
-            if self._target_mac:
-                snap = self.state.snapshot()
-                match = next((d for d in snap["nearby_devices"] if d["mac"] == self._target_mac), None)
-                if match:
-                    await self._connect(match)
-
-            await asyncio.sleep(self._scan_interval)
-
-    async def _do_scan(self) -> None:
-        """Run a single BLE scan and update shared state."""
-        if self.state.snapshot()["status"] == "connected":
-            return  # Don't scan while connected
-
-        self.state.update(status="scanning")
-        config = self.config
-        known = {d["mac"]: d for d in config.get("devices", [])}
-        auto_discover = config.get("auto_discover", True)
-
-        try:
-            discovered = await BleakScanner.discover(timeout=5.0, return_adv=True)
-        except Exception as e:
-            logger.error("BLE scan failed: %s", e)
-            self.state.update(status="error", error=f"Scan failed: {e}")
-            return
-
-        devices = []
-        for d, adv in discovered.values():
-            # Check if known device
-            if d.address in known:
-                entry = known[d.address]
-                devices.append({
-                    "mac": d.address,
-                    "name": entry.get("name", d.name or "Unknown"),
-                    "type": entry.get("type", detect_device_type(d.name or "")),
-                    "rssi": adv.rssi,
-                })
-                continue
-
-            # Auto-discover recognized names
-            if auto_discover and d.name:
-                lower = d.name.casefold()
-                if "omi" in lower or "neo" in lower or "friend" in lower:
-                    devices.append({
-                        "mac": d.address,
-                        "name": d.name,
-                        "type": detect_device_type(d.name),
-                        "rssi": adv.rssi,
-                    })
-
-        # Sort by signal strength (strongest first)
-        devices.sort(key=lambda x: x.get("rssi", -999), reverse=True)
-
-        new_status = "idle" if self.state.snapshot()["status"] != "connected" else "connected"
-        self.state.update(nearby_devices=devices, status=new_status, error=None)
-        logger.info("Scan found %d device(s)", len(devices))
-
-    async def _connect(self, device: dict) -> None:
-        """Connect to a device and stream audio."""
-        self.state.update(status="connecting", error=None)
-        logger.info("Connecting to %s [%s]", device["name"], device["mac"])
-
-        self._disconnect_event = asyncio.Event()
-        # Wrap in a task so request_disconnect can cancel it
-        self._running_task = asyncio.current_task()
+                granted = screen_recording_ok(prompt=True)
+                rumps.notification(
+                    "Chronicle — Screen Recording",
+                    "",
+                    f"{'Granted' if granted else 'NOT granted'}. Approve in System "
+                    "Settings → Privacy & Security if needed, then restart.",
+                )
+            continue
+        if resp == 1003:  # Grant / Revoke Accessibility
+            if acc_granted:
+                _open_privacy_pane("Privacy_Accessibility")
+                rumps.notification(
+                    "Chronicle — Accessibility",
+                    "",
+                    "Already granted. To revoke, toggle Chronicle off in "
+                    "System Settings → Privacy & Security → Accessibility.",
+                )
+            else:
+                granted = accessibility_ok(prompt=True)
+                rumps.notification(
+                    "Chronicle — Accessibility",
+                    "",
+                    f"{'Granted' if granted else 'NOT granted'}. Approve in System "
+                    "Settings → Privacy & Security if needed, then restart.",
+                )
+            continue
+        if resp != 1000:  # NSAlertFirstButtonReturn == Save; anything else cancels
+            return False
+        break
+
+    # Parse + validate before applying anything.
+    parsed = {}
+    for attr, _key, label, kind, _inv in _SETTINGS_FIELDS:
+        w = widgets[attr]
+        if kind == "bool":
+            parsed[attr] = bool(w.state())
+            continue
+        raw = str(w.stringValue()).strip()
         try:
-            self.state.update(status="connected", connected_device=device, battery_level=-1)
-            self._save_last_connected(device["mac"])
-            await connect_and_stream(
-                device,
-                backend_enabled=self.backend_enabled,
-                on_battery_level=lambda level: self.state.update(battery_level=level),
+            val = float(raw) if kind == "float" else int(raw)
+        except ValueError:
+            rumps.notification(
+                "Chronicle — Capture Settings",
+                "",
+                f"Invalid value for “{label.rstrip(':')}”: {raw!r}",
             )
-        except asyncio.CancelledError:
-            logger.info("Connection cancelled by user")
-        except Exception as e:
-            logger.error("Connection error: %s", e, exc_info=True)
-            self.state.update(status="error", error=str(e))
-        finally:
-            self._running_task = None
-            self.state.update(status="idle", connected_device=None, battery_level=-1)
-            self._disconnect_event = None
-            logger.info("Disconnected from %s", device["name"])
-
-    def request_connect(self, mac: str) -> None:
-        """Request connection to a device (called from UI thread)."""
-        self._target_mac = mac
-        # Trigger an immediate scan+connect attempt
-        self.bg.run_coro(self._immediate_connect(mac))
-
-    async def _immediate_connect(self, mac: str) -> None:
-        """Scan once and connect immediately if device is found."""
-        await self._do_scan()
-        snap = self.state.snapshot()
-        match = next((d for d in snap["nearby_devices"] if d["mac"] == mac), None)
-        if match:
-            await self._connect(match)
+            return False
+        parsed[attr] = val
+
+    # Clamp to sane ranges.
+    parsed["save_scale"] = max(0.05, min(1.0, parsed["save_scale"]))
+    parsed["skip_idle_secs"] = max(0.0, parsed["skip_idle_secs"])
+    parsed["retention_days"] = max(0, parsed["retention_days"])
+    parsed["thumb_max"] = max(16, parsed["thumb_max"])
+    parsed["compact_every_mins"] = max(0, parsed["compact_every_mins"])
+    parsed["compact_quality"] = max(0, min(100, parsed["compact_quality"]))
+
+    # Apply live (the capture loop reads these attributes each tick) + persist.
+    for attr, key, _label, kind, invert in _SETTINGS_FIELDS:
+        val = parsed[attr]
+        setattr(capture, attr, val)
+        if kind == "bool":
+            env_val = "1" if (val if not invert else not val) else "0"
+        elif kind == "int":
+            env_val = str(int(val))
         else:
-            logger.warning("Device %s not found in scan", mac)
-
-    def request_disconnect(self) -> None:
-        """Request disconnection (called from UI thread)."""
-        self._target_mac = None
-        self._save_last_connected(None)
-        # Cancel the running connection task on the asyncio thread
-        task = self._running_task
-        if task and self.bg.loop:
-            self.bg.loop.call_soon_threadsafe(task.cancel)
+            env_val = f"{val:g}"
+        try:
+            set_key(env_path, key, env_val, quote_mode="never")
+        except Exception as e:
+            logger.warning("Failed to persist %s to .env: %s", key, e)
 
-    def request_scan(self) -> None:
-        """Trigger an immediate scan (called from UI thread)."""
-        self.bg.run_coro(self._do_scan())
+    logger.info("Capture settings updated: %s", parsed)
+    return True
 
 
 # --- rumps menu bar app -------------------------------------------------------
 
+
 class WearableMenuApp(rumps.App):
     """macOS menu bar app for Chronicle wearable client."""
 
@@ -252,16 +358,27 @@ class WearableMenuApp(rumps.App):
     _DEVICE_KEY_PREFIX = "_dev_"
     _NO_DEVICES_KEY = "_no_devices"
 
-    def __init__(self, state: SharedState, ble: BLEManager) -> None:
+    def __init__(
+        self, state: SharedState, ble: BLEManager, capture: ScreenCaptureManager
+    ) -> None:
         super().__init__("Chronicle", title="⊙")
         self.state = state
         self.ble = ble
+        self.capture = capture
 
         # Build initial menu
         self.status_item = rumps.MenuItem("Status: Starting...", callback=None)
         self.disconnect_item = rumps.MenuItem("Disconnect", callback=self.on_disconnect)
         self.devices_header = rumps.MenuItem("Nearby Devices:", callback=None)
         self.scan_item = rumps.MenuItem("Scan Now", callback=self.on_scan)
+        self.capture_item = rumps.MenuItem(
+            "Screen Capture: Off", callback=self.on_toggle_capture
+        )
+        self.settings_item = rumps.MenuItem(
+            "Capture Settings…", callback=self.on_capture_settings
+        )
+        self.logs_item = rumps.MenuItem("View Logs", callback=self.on_view_logs)
+        self.version_item = rumps.MenuItem(f"Version: {_app_version()}", callback=None)
 
         self.menu = [
             self.status_item,
@@ -271,7 +388,11 @@ def __init__(self, state: SharedState, ble: BLEManager) -> None:
             rumps.MenuItem("  (scanning...)", callback=None),
             None,  # separator
             self.scan_item,
+            self.capture_item,
+            self.settings_item,
+            self.logs_item,
             None,  # separator
+            self.version_item,
         ]
         # Disconnect is always clickable — harmless when not connected
 
@@ -299,7 +420,9 @@ def refresh_ui(self, _sender) -> None:
             dev = snap["connected_device"]
             bat = snap["battery_level"]
             bat_str = f" 🔋{bat}%" if bat >= 0 else ""
-            self.status_item.title = f"Connected: {dev['name']} [{dev['mac'][-8:]}]{bat_str}"
+            self.status_item.title = (
+                f"Connected: {dev['name']} [{dev['mac'][-8:]}]{bat_str}"
+            )
         elif status == "connecting":
             self.status_item.title = "Connecting..."
         elif status == "scanning":
@@ -312,7 +435,17 @@ def refresh_ui(self, _sender) -> None:
         # Update device list
         self._rebuild_device_menu(snap["nearby_devices"], snap["connected_device"])
 
-    def _rebuild_device_menu(self, devices: list[dict], connected: Optional[dict]) -> None:
+        # Update screen-capture toggle label
+        cap = self.capture.stats.snapshot()
+        if cap["running"]:
+            suffix = f" ({cap['frames']} frames)" if cap["frames"] else ""
+            self.capture_item.title = f"Screen Capture: On{suffix}"
+        else:
+            self.capture_item.title = "Screen Capture: Off"
+
+    def _rebuild_device_menu(
+        self, devices: list[dict], connected: Optional[dict]
+    ) -> None:
         """Replace the device submenu items with fresh MenuItem instances."""
         connected_mac = connected["mac"] if connected else None
 
@@ -366,20 +499,43 @@ def on_disconnect(self, _sender) -> None:
         logger.info("User requested disconnect")
         self.ble.request_disconnect()
 
+    def on_toggle_capture(self, _sender) -> None:
+        """Handle 'Screen Capture' toggle click."""
+        running = self.capture.toggle()
+        logger.info("User toggled screen capture -> %s", "On" if running else "Off")
+
+    def on_capture_settings(self, _sender) -> None:
+        """Open the capture-settings form (resolution, dedup, OCR, retention)."""
+        logger.info("User opened capture settings")
+        _show_settings_dialog(self.capture, ENV_PATH)
+
+    def on_view_logs(self, _sender) -> None:
+        """Show recent log output in a scrollable dialog."""
+        _show_logs_dialog("Chronicle Wearable — Logs", list(log_buffer.lines))
+
 
 # --- Entry point --------------------------------------------------------------
 
+
 def run_menu_app() -> None:
     """Launch the menu bar app with background BLE thread."""
     # Register as accessory app so macOS allows menu bar icons
     # (non-bundled Python processes default to no-UI policy on Sequoia)
+    # Lazy import: macOS-only (AppKit, not available cross-platform)
     from AppKit import NSApplication
+
     NSApplication.sharedApplication().setActivationPolicy_(1)  # Accessory
 
-    logging.basicConfig(
-        format="%(asctime)s %(levelname)s %(name)s: %(message)s",
-        level=logging.INFO,
-    )
+    log_format = "%(asctime)s %(levelname)s %(name)s: %(message)s"
+    logging.basicConfig(format=log_format, level=logging.INFO)
+    log_buffer.setFormatter(logging.Formatter(log_format))
+    logging.getLogger().addHandler(log_buffer)
+
+    # Request capture permissions up front by default. The TCC prompts only
+    # appear if a grant is actually missing (an already-granted check returns
+    # silently), so this is a no-op on subsequent launches. A manual re-trigger
+    # lives in Capture Settings for when a grant was previously denied.
+    request_permissions()
 
     state = SharedState()
     bg = AsyncioThread()
@@ -388,5 +544,45 @@ def run_menu_app() -> None:
     ble = BLEManager(state, bg)
     ble.start_scanning()
 
-    app = WearableMenuApp(state, ble)
+    # Screen + accessibility capture (toggle from the menu). Optionally auto-start
+    # under the launchd agent: set CAPTURE_AUTOSTART=1, but only begin once Screen
+    # Recording is actually granted (otherwise it would log empty frames).
+    # CAPTURE_OCR=1 additionally runs Apple Vision OCR on each frame (CPU-heavy).
+    # Storage controls (see CAPTURE.md "Storage"):
+    #   CAPTURE_NO_DEDUP=1        store every frame even if unchanged
+    #   CAPTURE_SKIP_IDLE_SECS=N  skip screenshots while idle >= N s (0 disables)
+    #   CAPTURE_RETENTION_DAYS=N  delete screenshots older than N days (0 = keep)
+    #   CAPTURE_SCALE=F           save frames at fraction F of native res (default 0.5)
+    #   CAPTURE_COMPACT_EVERY_MINS=N  collapse old JPEGs into HEVC every N min (0 = off)
+    #   CAPTURE_COMPACT_QUALITY=Q  HEVC quality 0-100 (default 60)
+    #   CAPTURE_COMPACT_AFTER_SECS=N  only compact frames older than N s (default 600)
+    #   CAPTURE_COMPACT_MIN_BATTERY=P  skip compaction on battery below P% (default 20)
+    capture_ocr = os.getenv("CAPTURE_OCR", "").lower() in ("1", "true", "yes")
+    capture_dedup = os.getenv("CAPTURE_NO_DEDUP", "").lower() not in (
+        "1",
+        "true",
+        "yes",
+    )
+    capture = ScreenCaptureManager(
+        ocr=capture_ocr,
+        dedup=capture_dedup,
+        skip_idle_secs=float(os.getenv("CAPTURE_SKIP_IDLE_SECS", "90")),
+        retention_days=int(os.getenv("CAPTURE_RETENTION_DAYS", "14")),
+        save_scale=float(os.getenv("CAPTURE_SCALE", "0.5")),
+        thumb_max=int(os.getenv("CAPTURE_THUMB_MAX", "256")),
+        compact_every_mins=int(os.getenv("CAPTURE_COMPACT_EVERY_MINS", "30")),
+        compact_after_secs=float(os.getenv("CAPTURE_COMPACT_AFTER_SECS", "600")),
+        compact_quality=int(os.getenv("CAPTURE_COMPACT_QUALITY", "60")),
+        compact_min_battery=int(os.getenv("CAPTURE_COMPACT_MIN_BATTERY", "20")),
+    )
+    if os.getenv("CAPTURE_AUTOSTART", "").lower() in ("1", "true", "yes"):
+        if screen_recording_ok():
+            capture.start()
+        else:
+            logger.warning(
+                "CAPTURE_AUTOSTART set but Screen Recording not granted — "
+                "use 'Grant Screen Recording' in Capture Settings, then restart."
+            )
+
+    app = WearableMenuApp(state, ble, capture)
     app.run()
diff --git a/extras/local-wearable-client/pyproject.toml b/extras/local-wearable-client/pyproject.toml
new file mode 100644
index 00000000..97e17ead
--- /dev/null
+++ b/extras/local-wearable-client/pyproject.toml
@@ -0,0 +1,21 @@
+[project]
+name = "local-wearable-client"
+version = "0.1.0"
+description = "Background service that auto-scans, connects, and streams audio from OMI/Neo devices to the Chronicle backend"
+requires-python = ">= 3.10"
+dependencies = [
+    "friend-lite-sdk",
+    "easy_audio_interfaces>=0.8",
+    "python-dotenv",
+    "httpx",
+    "websockets",
+    "pyyaml",
+    "rumps",
+    "pyobjc-framework-Quartz>=10.0; sys_platform == 'darwin'",
+    "pyobjc-framework-ApplicationServices>=10.0; sys_platform == 'darwin'",
+    "pyobjc-framework-ScreenCaptureKit>=10.0; sys_platform == 'darwin'",
+    "pyobjc-framework-Vision>=10.0; sys_platform == 'darwin'",
+]
+
+[tool.uv.sources]
+friend-lite-sdk = { path = "../friend-lite-sdk", editable = true }
diff --git a/extras/local-wearable-client/requirements.txt b/extras/local-wearable-client/requirements.txt
deleted file mode 100644
index 9622390a..00000000
--- a/extras/local-wearable-client/requirements.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-friend-lite-sdk @ file:../friend-lite-sdk
-easy_audio_interfaces>=0.8
-python-dotenv
-httpx
-websockets
-pyyaml
-rumps
diff --git a/extras/local-wearable-client/screen_capture.py b/extras/local-wearable-client/screen_capture.py
new file mode 100644
index 00000000..60a6e234
--- /dev/null
+++ b/extras/local-wearable-client/screen_capture.py
@@ -0,0 +1,1369 @@
+"""macOS screen + accessibility capture (stage 1).
+
+Captures a screenshot of every active display once per second and, for each
+tick, reads the currently focused window's app/title via the Accessibility API.
+Frames are written as JPEGs to a local folder (one per screen, suffixed `_i`
+where `i` is the display index — `_0` is the main display) and the
+focused-window info is logged.
+
+Everything here is pure PyObjC — no Swift. It uses:
+  - ScreenCaptureKit (`SCScreenshotManager`) for the screenshot, falling back to
+    the deprecated Quartz `CGDisplayCreateImage` on macOS < 14
+  - AppKit `NSBitmapImageRep` for JPEG encoding
+  - `NSWorkspace` + the Accessibility API (`AXUIElement*`) for focused-window info
+
+Two macOS permissions are required (TCC):
+  - Screen Recording  -> `CGRequestScreenCaptureAccess()`
+  - Accessibility     -> `AXIsProcessTrustedWithOptions({prompt: True})`
+
+The grant attaches to the *responsible process*. Run from a terminal it's the
+terminal; run under the launchd agent (the daily deployment) it's the agent's
+own Python. See CAPTURE.md for deployment + permissions.
+
+Standalone test:
+    uv run python screen_capture.py            # 1 fps, prints focused window, Ctrl-C to stop
+    uv run python screen_capture.py --seconds 10 --ocr
+"""
+
+import argparse
+import datetime as _dt
+import hashlib
+import json
+import logging
+import os
+import re
+import shutil
+import subprocess
+import threading
+import time
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Optional
+
+import objc
+from AppKit import NSBitmapImageRep, NSImageCompressionFactor, NSWorkspace
+from ApplicationServices import (
+    AXIsProcessTrusted,
+    AXIsProcessTrustedWithOptions,
+    AXUIElementCopyAttributeValue,
+    AXUIElementCreateApplication,
+    kAXErrorSuccess,
+)
+from Foundation import NSData
+from Quartz import (
+    CGBitmapContextCreate,
+    CGBitmapContextCreateImage,
+    CGColorSpaceCreateDeviceRGB,
+    CGContextDrawImage,
+    CGContextSetInterpolationQuality,
+    CGDisplayCopyDisplayMode,
+    CGDisplayCreateImage,
+    CGDisplayModeGetPixelHeight,
+    CGDisplayModeGetPixelWidth,
+    CGGetActiveDisplayList,
+    CGImageGetHeight,
+    CGImageGetWidth,
+    CGMainDisplayID,
+    CGPreflightScreenCaptureAccess,
+    CGRectMake,
+    CGRequestScreenCaptureAccess,
+    kCGImageAlphaPremultipliedLast,
+    kCGInterpolationHigh,
+    kCGInterpolationLow,
+)
+
+# ScreenCaptureKit (macOS 12.3+, SCScreenshotManager needs 14.0+) is the modern
+# replacement for the deprecated CGDisplayCreateImage. Import is optional so the
+# module still loads (and falls back to CoreGraphics) on older systems.
+try:
+    from ScreenCaptureKit import (
+        SCContentFilter,
+        SCScreenshotManager,
+        SCShareableContent,
+        SCStreamConfiguration,
+    )
+
+    _SCK_OK = True
+except Exception:  # pragma: no cover - depends on macOS version
+    SCContentFilter = SCScreenshotManager = SCShareableContent = (
+        SCStreamConfiguration
+    ) = None
+    _SCK_OK = False
+
+# User-idle time (seconds since last HID input) — used to attribute foreground
+# time to "idle" rather than the focused app during analytics.
+try:
+    from Quartz import (
+        CGEventSourceSecondsSinceLastEventType,
+        kCGAnyInputEventType,
+        kCGEventSourceStateHIDSystemState,
+    )
+
+    _IDLE_OK = True
+except Exception:  # pragma: no cover
+    _IDLE_OK = False
+
+# Screen-lock / screensaver detection — skip capturing a locked screen.
+try:
+    from Quartz import CGSessionCopyCurrentDictionary
+
+    _LOCK_OK = True
+except Exception:  # pragma: no cover
+    _LOCK_OK = False
+
+# Apple Vision OCR is optional (opt-in via CAPTURE_OCR) — it's CPU-heavy at 1 fps.
+try:
+    import Vision
+
+    _VISION_OK = True
+except Exception:  # pragma: no cover
+    Vision = None
+    _VISION_OK = False
+
+logger = logging.getLogger(__name__)
+
+# JPEG file-type constant moved/renamed across pyobjc versions.
+try:
+    from AppKit import NSBitmapImageFileTypeJPEG as _JPEG_TYPE
+except ImportError:  # older pyobjc
+    from AppKit import NSJPEGFileType as _JPEG_TYPE
+
+# AX attribute / option constants. Use string literals so we don't depend on a
+# particular pyobjc version re-exporting them (they're plain CFStrings anyway).
+_kAXFocusedWindowAttribute = "AXFocusedWindow"
+_kAXFocusedUIElementAttribute = "AXFocusedUIElement"
+_kAXTitleAttribute = "AXTitle"
+_kAXRoleAttribute = "AXRole"
+_kAXSubroleAttribute = "AXSubrole"
+_kAXSelectedTextAttribute = "AXSelectedText"
+_kAXURLAttribute = "AXURL"
+_kAXTrustedCheckOptionPrompt = "AXTrustedCheckOptionPrompt"
+
+DEFAULT_CAPTURE_DIR = Path(
+    os.environ.get("CAPTURE_DIR", Path.home() / "ChronicleCaptures")
+)
+
+
+# --- Permissions -------------------------------------------------------------
+
+
+def screen_recording_ok(prompt: bool = False) -> bool:
+    """Return True if Screen Recording is granted. If ``prompt`` and not yet
+    granted, trigger the system TCC prompt (only effective once per process)."""
+    if CGPreflightScreenCaptureAccess():
+        return True
+    if prompt:
+        # Returns immediately; the grant takes effect after the user approves
+        # and (for screen recording) usually after an app restart.
+        return bool(CGRequestScreenCaptureAccess())
+    return False
+
+
+def accessibility_ok(prompt: bool = False) -> bool:
+    """Return True if Accessibility (AX) is granted for this process. If
+    ``prompt`` and not yet trusted, open the system prompt directing the user
+    to System Settings -> Privacy & Security -> Accessibility."""
+    if not prompt:
+        return bool(AXIsProcessTrusted())
+    options = {_kAXTrustedCheckOptionPrompt: True}
+    return bool(AXIsProcessTrustedWithOptions(options))
+
+
+def request_permissions() -> dict:
+    """Trigger both TCC prompts and return current grant status."""
+    rec = screen_recording_ok(prompt=True)
+    acc = accessibility_ok(prompt=True)
+    logger.info("Permissions — screen_recording=%s accessibility=%s", rec, acc)
+    return {"screen_recording": rec, "accessibility": acc}
+
+
+# JPEG quality for the full-res frame fed to OCR (not saved to disk). High, so
+# text edges stay crisp for recognition; the on-disk frames use ``quality``.
+OCR_JPEG_QUALITY = 0.9
+
+
+# --- Idle time + OCR ----------------------------------------------------------
+
+
+def user_idle_seconds() -> Optional[float]:
+    """Seconds since the last user HID input (mouse/keyboard). None if the API
+    is unavailable. Used to attribute foreground time to "idle" in analytics."""
+    if not _IDLE_OK:
+        return None
+    try:
+        return float(
+            CGEventSourceSecondsSinceLastEventType(
+                kCGEventSourceStateHIDSystemState, kCGAnyInputEventType
+            )
+        )
+    except Exception:
+        return None
+
+
+def screen_is_locked() -> bool:
+    """True if the screen is locked / screensaver is up. We skip capturing then
+    (a locked screen has nothing useful and ScreenCaptureKit may stall)."""
+    if not _LOCK_OK:
+        return False
+    try:
+        info = CGSessionCopyCurrentDictionary()
+        if not info:
+            return False
+        return bool(info.get("CGSSessionScreenIsLocked", 0))
+    except Exception:
+        return False
+
+
+def ocr_jpeg(jpeg_bytes: bytes, fast: bool = True) -> Optional[str]:
+    """Run Apple Vision text recognition on JPEG bytes. Returns the recognized
+    text (newline-joined), or None if Vision is unavailable / found nothing.
+
+    Synchronous: ``performRequests:error:`` blocks, so results are ready on the
+    request afterwards (no completion handler needed)."""
+    if not _VISION_OK or not jpeg_bytes:
+        return None
+    try:
+        data = NSData.dataWithBytes_length_(jpeg_bytes, len(jpeg_bytes))
+        handler = Vision.VNImageRequestHandler.alloc().initWithData_options_(data, None)
+        request = Vision.VNRecognizeTextRequest.alloc().init()
+        # 0 = accurate, 1 = fast. Fast + no language correction for 1 fps.
+        request.setRecognitionLevel_(1 if fast else 0)
+        request.setUsesLanguageCorrection_(not fast)
+        handler.performRequests_error_([request], None)
+        observations = request.results() or []
+        lines = []
+        for obs in observations:
+            candidates = obs.topCandidates_(1)
+            if candidates:
+                lines.append(candidates[0].string())
+        return "\n".join(lines) if lines else None
+    except Exception as e:
+        logger.warning("OCR failed: %s", e)
+        return None
+
+
+# --- Accessibility: focused window read --------------------------------------
+
+
+def _ax_copy(element, attribute: str):
+    """Wrapper over AXUIElementCopyAttributeValue returning the value or None."""
+    err, value = AXUIElementCopyAttributeValue(element, attribute, None)
+    if err != kAXErrorSuccess:
+        return None
+    return value
+
+
+def read_focused_window() -> dict:
+    """Read the frontmost app + focused-window context via the AX API.
+
+    Returns: app, bundle_id, pid, window_title, focused_role, focused_subrole,
+    url (best-effort; browsers/document apps that expose AXURL), and
+    selected_text_len (length only — the content itself is not stored).
+
+    Missing pieces come back as None/0 (e.g. if AX isn't granted, titles are
+    None but the app name still resolves via NSWorkspace).
+    """
+    info = {
+        "app": None,
+        "bundle_id": None,
+        "pid": None,
+        "window_title": None,
+        "focused_role": None,
+        "focused_subrole": None,
+        "url": None,
+        "selected_text_len": 0,
+    }
+
+    front = NSWorkspace.sharedWorkspace().frontmostApplication()
+    if front is None:
+        return info
+
+    info["app"] = front.localizedName()
+    info["bundle_id"] = front.bundleIdentifier()
+    pid = front.processIdentifier()
+    info["pid"] = int(pid)
+
+    app_el = AXUIElementCreateApplication(pid)
+    if app_el is None:
+        return info
+
+    window = _ax_copy(app_el, _kAXFocusedWindowAttribute)
+    if window is not None:
+        info["window_title"] = _ax_copy(window, _kAXTitleAttribute)
+
+    focused = _ax_copy(app_el, _kAXFocusedUIElementAttribute)
+    if focused is not None:
+        info["focused_role"] = _ax_copy(focused, _kAXRoleAttribute)
+        info["focused_subrole"] = _ax_copy(focused, _kAXSubroleAttribute)
+        selected = _ax_copy(focused, _kAXSelectedTextAttribute)
+        if isinstance(selected, str):
+            info["selected_text_len"] = len(selected)
+
+    # Best-effort URL: browsers/document apps expose AXURL on the window (or the
+    # focused element). Shallow check only — no full UI-tree walk.
+    url = _ax_copy(window, _kAXURLAttribute) if window is not None else None
+    if url is None and focused is not None:
+        url = _ax_copy(focused, _kAXURLAttribute)
+    if url is not None:
+        try:
+            info["url"] = url.absoluteString()
+        except Exception:
+            info["url"] = str(url)
+
+    return info
+
+
+# --- Screenshot --------------------------------------------------------------
+
+
+def _encode_cgimage_jpeg(cg_image, quality: float) -> Optional[tuple]:
+    """Encode a CGImage to (jpeg_bytes, width, height) via NSBitmapImageRep."""
+    width = CGImageGetWidth(cg_image)
+    height = CGImageGetHeight(cg_image)
+    rep = NSBitmapImageRep.alloc().initWithCGImage_(cg_image)
+    props = {NSImageCompressionFactor: float(quality)}
+    data = rep.representationUsingType_properties_(_JPEG_TYPE, props)
+    if data is None:
+        return None
+    return bytes(data), int(width), int(height)
+
+
+def _scaled_cgimage(cg_image, target_w: int, target_h: int, interpolation):
+    """Return a CGImage redrawn at target_w x target_h, or None on failure."""
+    target_w = max(1, int(target_w))
+    target_h = max(1, int(target_h))
+    color_space = CGColorSpaceCreateDeviceRGB()
+    # data=None lets CoreGraphics allocate; bytesPerRow=0 lets it pick the stride.
+    ctx = CGBitmapContextCreate(
+        None, target_w, target_h, 8, 0, color_space, kCGImageAlphaPremultipliedLast
+    )
+    if ctx is None:
+        return None
+    CGContextSetInterpolationQuality(ctx, interpolation)
+    CGContextDrawImage(ctx, CGRectMake(0, 0, target_w, target_h), cg_image)
+    return CGBitmapContextCreateImage(ctx)
+
+
+def _thumb_hash(cg_image, thumb_max: int) -> Optional[str]:
+    """SHA-1 of a small downscaled thumbnail of the image. Hashing a thumbnail
+    (rather than the full-res JPEG) is cheap and ignores trivial pixel noise, so
+    near-identical frames dedup reliably. Returns None if scaling fails."""
+    src_w = CGImageGetWidth(cg_image)
+    src_h = CGImageGetHeight(cg_image)
+    if src_w == 0 or src_h == 0:
+        return None
+    scale = min(1.0, thumb_max / float(max(src_w, src_h)))
+    thumb = _scaled_cgimage(cg_image, src_w * scale, src_h * scale, kCGInterpolationLow)
+    if thumb is None:
+        return None
+    enc = _encode_cgimage_jpeg(thumb, 0.4)
+    if enc is None:
+        return None
+    return hashlib.sha1(enc[0]).hexdigest()
+
+
+def _finish_frame(cg_image, quality: float, thumb_max: int) -> Optional[tuple]:
+    """Encode a (already scaled) CGImage and compute its dedup hash.
+    Returns (jpeg_bytes, width, height, thumb_hash) or None."""
+    enc = _encode_cgimage_jpeg(cg_image, quality)
+    if enc is None:
+        return None
+    jpeg, width, height = enc
+    return jpeg, width, height, _thumb_hash(cg_image, thumb_max)
+
+
+def list_active_displays(max_displays: int = 16) -> list:
+    """Return the active display IDs. Index 0 is the main display (the one with
+    the menu bar). Falls back to [main display] if enumeration fails."""
+    err, displays, count = CGGetActiveDisplayList(max_displays, None, None)
+    if err != 0 or not displays:
+        return [CGMainDisplayID()]
+    return list(displays[:count])
+
+
+def _display_pixel_size(display_id) -> Optional[tuple]:
+    """Native pixel dimensions of a display (handles Retina backing scale)."""
+    mode = CGDisplayCopyDisplayMode(display_id)
+    if mode is None:
+        return None
+    return CGDisplayModeGetPixelWidth(mode), CGDisplayModeGetPixelHeight(mode)
+
+
+class _CaptureBackend:
+    """Returns one (index, jpeg_bytes|None, width, height, thumb_hash) tuple per
+    display. Frames are saved at ``scale`` of native resolution; ``thumb_max`` is
+    the max dimension of the thumbnail used for the dedup hash."""
+
+    name = "base"
+
+    def grab(self, quality: float, scale: float, thumb_max: int) -> list:
+        raise NotImplementedError
+
+    def grab_full(self, index: int, quality: float) -> Optional[bytes]:
+        """Capture a single display at native (full) resolution and return JPEG
+        bytes. Used only for OCR on changed frames — the saved frame stays
+        downscaled. Returns None if the display/capture is unavailable."""
+        return None
+
+
+class CoreGraphicsBackend(_CaptureBackend):
+    """Legacy path: CGDisplayCreateImage (deprecated on macOS 14+ but works).
+    Captures at native resolution, then downscales to ``scale`` before encoding."""
+
+    name = "coregraphics"
+
+    def grab(self, quality: float, scale: float, thumb_max: int) -> list:
+        out = []
+        for i, display_id in enumerate(list_active_displays()):
+            cg_image = CGDisplayCreateImage(display_id)
+            if cg_image is None:
+                out.append((i, None, 0, 0, None))
+                continue
+            if scale < 1.0:
+                scaled = _scaled_cgimage(
+                    cg_image,
+                    CGImageGetWidth(cg_image) * scale,
+                    CGImageGetHeight(cg_image) * scale,
+                    kCGInterpolationHigh,
+                )
+                if scaled is not None:
+                    cg_image = scaled
+            enc = _finish_frame(cg_image, quality, thumb_max)
+            out.append((i, *enc) if enc else (i, None, 0, 0, None))
+        return out
+
+    def grab_full(self, index: int, quality: float) -> Optional[bytes]:
+        displays = list_active_displays()
+        if index >= len(displays):
+            return None
+        cg_image = CGDisplayCreateImage(displays[index])
+        if cg_image is None:
+            return None
+        enc = _encode_cgimage_jpeg(cg_image, quality)
+        return enc[0] if enc else None
+
+
+def _sck_shareable_content(timeout: float = 5.0):
+    """Synchronously fetch SCShareableContent (wraps the async completion API)."""
+    box = {}
+    done = threading.Event()
+
+    def handler(content, error):
+        box["content"] = content
+        box["error"] = error
+        done.set()
+
+    SCShareableContent.getShareableContentWithCompletionHandler_(handler)
+    if not done.wait(timeout):
+        return None
+    if box.get("error") is not None:
+        logger.warning("SCShareableContent error: %s", box["error"])
+        return None
+    return box.get("content")
+
+
+def _sck_capture_cgimage(content_filter, config, timeout: float = 5.0):
+    """Synchronously capture one CGImage via SCScreenshotManager."""
+    box = {}
+    done = threading.Event()
+
+    def handler(image, error):
+        box["image"] = image
+        box["error"] = error
+        done.set()
+
+    SCScreenshotManager.captureImageWithFilter_configuration_completionHandler_(
+        content_filter, config, handler
+    )
+    if not done.wait(timeout):
+        return None
+    if box.get("error") is not None:
+        logger.warning("SCScreenshotManager error: %s", box["error"])
+        return None
+    return box.get("image")
+
+
+class ScreenCaptureKitBackend(_CaptureBackend):
+    """Modern path: ScreenCaptureKit. Caches the display list and refreshes it
+    periodically so monitor hot-plugs are picked up without a fetch every tick."""
+
+    name = "screencapturekit"
+
+    def __init__(self, refresh_every: int = 30) -> None:
+        self._refresh_every = max(1, refresh_every)
+        self._displays: list = []
+        self._tick = 0
+
+    def _displays_now(self) -> list:
+        if not self._displays or self._tick % self._refresh_every == 0:
+            content = _sck_shareable_content()
+            if content is not None:
+                self._displays = list(content.displays())
+        self._tick += 1
+        return self._displays
+
+    def grab(self, quality: float, scale: float, thumb_max: int) -> list:
+        out = []
+        for i, disp in enumerate(self._displays_now()):
+            px = _display_pixel_size(disp.displayID()) or (
+                int(disp.width()),
+                int(disp.height()),
+            )
+            config = SCStreamConfiguration.alloc().init()
+            # Capture directly at the target (scaled) resolution — ScreenCaptureKit
+            # downscales in the compositor, so we never produce the full-res bitmap.
+            config.setWidth_(max(1, int(px[0] * scale)))
+            config.setHeight_(max(1, int(px[1] * scale)))
+            config.setShowsCursor_(True)
+            content_filter = SCContentFilter.alloc().initWithDisplay_excludingWindows_(
+                disp, []
+            )
+            cg_image = _sck_capture_cgimage(content_filter, config)
+            if cg_image is None:
+                out.append((i, None, 0, 0, None))
+                continue
+            enc = _finish_frame(cg_image, quality, thumb_max)
+            out.append((i, *enc) if enc else (i, None, 0, 0, None))
+        return out
+
+    def grab_full(self, index: int, quality: float) -> Optional[bytes]:
+        # Reuse the display list cached by the grab() earlier this tick; don't
+        # bump _tick so the periodic refresh cadence is unaffected.
+        displays = self._displays
+        if index >= len(displays):
+            return None
+        disp = displays[index]
+        px = _display_pixel_size(disp.displayID()) or (
+            int(disp.width()),
+            int(disp.height()),
+        )
+        config = SCStreamConfiguration.alloc().init()
+        config.setWidth_(max(1, int(px[0])))
+        config.setHeight_(max(1, int(px[1])))
+        config.setShowsCursor_(True)
+        content_filter = SCContentFilter.alloc().initWithDisplay_excludingWindows_(
+            disp, []
+        )
+        cg_image = _sck_capture_cgimage(content_filter, config)
+        if cg_image is None:
+            return None
+        enc = _encode_cgimage_jpeg(cg_image, quality)
+        return enc[0] if enc else None
+
+
+def make_backend() -> _CaptureBackend:
+    """Pick the best available capture backend for this macOS version."""
+    if _SCK_OK:
+        return ScreenCaptureKitBackend()
+    logger.info("ScreenCaptureKit unavailable — using CoreGraphics fallback")
+    return CoreGraphicsBackend()
+
+
+def _frame_path(base_dir: Path, ts: _dt.datetime, screen_index: int) -> Path:
+    day_dir = base_dir / ts.strftime("%Y-%m-%d")
+    day_dir.mkdir(parents=True, exist_ok=True)
+    stamp = f"{ts.strftime('%H-%M-%S')}_{ts.microsecond // 1000:03d}"
+    return day_dir / f"{stamp}_{screen_index}.jpg"
+
+
+# --- Video compaction (JPEG -> HEVC) -----------------------------------------
+
+# Frame filenames are "<HH>-<MM>-<SS>_<mmm>_<index>.jpg" (see _frame_path).
+_FRAME_RE = re.compile(r"^(\d{2})-(\d{2})-(\d{2})_(\d{3})_(\d+)\.jpg$")
+# The launchd agent runs with a minimal PATH that omits Homebrew's bin dirs.
+_BIN_FALLBACKS = ("/opt/homebrew/bin", "/usr/local/bin")
+
+
+def _which(name: str) -> Optional[str]:
+    """Resolve a binary by PATH, falling back to common Homebrew locations."""
+    found = shutil.which(name)
+    if found:
+        return found
+    for d in _BIN_FALLBACKS:
+        cand = os.path.join(d, name)
+        if os.path.exists(cand):
+            return cand
+    return None
+
+
+def battery_ok(min_pct: int = 20) -> bool:
+    """True if it's safe to run a CPU/GPU burst now: on AC power, on a desktop
+    with no battery, or on battery with charge >= ``min_pct``. Unknown -> True
+    (don't block work just because the battery couldn't be read)."""
+    try:
+        out = subprocess.run(
+            ["pmset", "-g", "batt"], capture_output=True, text=True, timeout=5
+        ).stdout
+    except Exception:
+        return True
+    if "AC Power" in out:
+        return True
+    m = re.search(r"(\d+)%", out)
+    return int(m.group(1)) >= min_pct if m else True
+
+
+def _pointer_fields(pointer) -> dict:
+    """Expand a stored frame pointer into event ``displays[]`` fields. A raw
+    pointer is a relative ``.jpg`` path (or None); a compacted pointer is a
+    ``{"video","frame"}`` dict referencing a frame inside an HEVC chunk."""
+    if isinstance(pointer, dict):
+        return {"file": None, "video": pointer["video"], "frame": pointer["frame"]}
+    return {"file": pointer}
+
+
+# --- Capture manager ---------------------------------------------------------
+
+
+@dataclass
+class CaptureStats:
+    _lock: threading.Lock = field(default_factory=threading.Lock, repr=False)
+    running: bool = False
+    frames: int = 0
+    errors: int = 0
+    last_app: Optional[str] = None
+    last_window: Optional[str] = None
+    last_error: Optional[str] = None
+
+    def snapshot(self) -> dict:
+        with self._lock:
+            return {
+                "running": self.running,
+                "frames": self.frames,
+                "errors": self.errors,
+                "last_app": self.last_app,
+                "last_window": self.last_window,
+                "last_error": self.last_error,
+            }
+
+    def update(self, **kwargs) -> None:
+        with self._lock:
+            for k, v in kwargs.items():
+                setattr(self, k, v)
+
+
+class ScreenCaptureManager:
+    """Runs a 1 fps screenshot + AX-read loop on a dedicated daemon thread.
+
+    The CoreGraphics screenshot is a blocking call, so this uses a plain thread
+    (not the asyncio loop). Call ``start()`` / ``stop()`` / ``toggle()``.
+    """
+
+    def __init__(
+        self,
+        capture_dir: Path = DEFAULT_CAPTURE_DIR,
+        interval: float = 1.0,
+        quality: float = 0.6,
+        write_frames: bool = True,
+        write_events: bool = True,
+        ocr: bool = False,
+        dedup: bool = True,
+        skip_idle_secs: float = 90.0,
+        retention_days: int = 14,
+        save_scale: float = 0.5,
+        thumb_max: int = 256,
+        compact_every_mins: int = 30,
+        compact_after_secs: float = 600.0,
+        compact_quality: int = 60,
+        compact_min_battery: int = 20,
+        backend: Optional[_CaptureBackend] = None,
+    ) -> None:
+        self.capture_dir = Path(capture_dir)
+        self.interval = interval
+        self.quality = quality
+        self.write_frames = write_frames
+        self.write_events = write_events
+        self.ocr = ocr
+        # Fraction of native resolution to save frames at (0.5 = half res); full
+        # res is ~1.4MB/frame, half res is roughly a quarter of that.
+        self.save_scale = max(0.05, min(1.0, save_scale))
+        # Max dimension of the thumbnail used for the dedup hash.
+        self.thumb_max = max(16, int(thumb_max))
+        # --- Storage controls (see CAPTURE.md "Storage") ---
+        self.dedup = dedup  # skip writing frames identical to the last stored one
+        self.skip_idle_secs = skip_idle_secs  # >0: skip screenshots while idle
+        self.retention_days = (
+            retention_days  # delete screenshots older than this (0=keep)
+        )
+        # --- Compaction: collapse old JPEGs into HEVC video (see CAPTURE.md) ---
+        self.compact_every_mins = max(0, int(compact_every_mins))  # 0 = disabled
+        self.compact_after_secs = max(60.0, float(compact_after_secs))
+        self.compact_quality = max(0, min(100, int(compact_quality)))
+        self.compact_min_battery = max(0, min(100, int(compact_min_battery)))
+        self._ffmpeg = _which("ffmpeg")
+        self._ffprobe = _which("ffprobe")
+        self._last_compact: float = 0.0
+        if self.compact_every_mins > 0 and not self._ffmpeg:
+            logger.warning(
+                "Compaction enabled but ffmpeg not found — disabling. "
+                "Install it (brew install ffmpeg) to compact frames to video."
+            )
+            self.compact_every_mins = 0
+        self.backend = backend or make_backend()
+        self.stats = CaptureStats()
+        self._thread: Optional[threading.Thread] = None
+        self._stop = threading.Event()
+        # Per-day events.jsonl handle (rotated by date in _append_event).
+        self._events_fh = None
+        self._events_date: Optional[str] = None
+        # Dedup state per display index: last stored hash / file / ocr_file.
+        self._last_hash: dict = {}
+        self._last_file: dict = {}
+        self._last_ocr: dict = {}
+        self._last_sweep: float = 0.0
+
+    @property
+    def is_running(self) -> bool:
+        return self._thread is not None and self._thread.is_alive()
+
+    def start(self) -> None:
+        if self.is_running:
+            return
+        if not screen_recording_ok():
+            logger.warning(
+                "Screen Recording not granted — capture will produce no frames. "
+                "Use 'Grant Permissions' / request_permissions() first."
+            )
+        if not accessibility_ok():
+            logger.warning(
+                "Accessibility not granted — window titles will be unavailable."
+            )
+        self.capture_dir.mkdir(parents=True, exist_ok=True)
+        logger.info(
+            "Screen capture starting (%s backend) — frames -> %s "
+            "[dedup=%s skip_idle=%ss retention=%sd compact=%s]",
+            self.backend.name,
+            self.capture_dir,
+            self.dedup,
+            self.skip_idle_secs,
+            self.retention_days,
+            (
+                f"every {self.compact_every_mins}min @q{self.compact_quality}"
+                if self.compact_every_mins > 0
+                else "off"
+            ),
+        )
+        self._cleanup_compaction_temps()
+        self._sweep_retention()
+        self._stop.clear()
+        self.stats.update(running=True, last_error=None)
+        self._thread = threading.Thread(
+            target=self._run, name="screen_capture", daemon=True
+        )
+        self._thread.start()
+
+    def stop(self) -> None:
+        self._stop.set()
+        self.stats.update(running=False)
+        if self._events_fh is not None:
+            try:
+                self._events_fh.close()
+            except Exception:
+                pass
+            self._events_fh = None
+            self._events_date = None
+        logger.info("Screen capture stopping")
+
+    def toggle(self) -> bool:
+        """Flip running state. Returns the new is_running value."""
+        if self.is_running:
+            self.stop()
+            return False
+        self.start()
+        return True
+
+    def _run(self) -> None:
+        while not self._stop.is_set():
+            tick = time.monotonic()
+            # An autorelease pool per iteration keeps CoreGraphics/AppKit temp
+            # objects from accumulating over a long-running loop.
+            with objc.autorelease_pool():
+                try:
+                    self._capture_once()
+                except Exception as e:  # never let the loop die
+                    self.stats.update(
+                        errors=self.stats.snapshot()["errors"] + 1, last_error=str(e)
+                    )
+                    logger.error("Capture iteration failed: %s", e, exc_info=True)
+
+            # Sweep old screenshots roughly hourly.
+            if time.monotonic() - self._last_sweep > 3600:
+                self._sweep_retention()
+
+            # Compact old JPEGs into HEVC on a cadence, but only while power
+            # allows. If the battery is too low we skip without stamping
+            # _last_compact, so it runs as soon as the machine is on AC again.
+            if (
+                self.compact_every_mins > 0
+                and time.monotonic() - self._last_compact
+                >= self.compact_every_mins * 60
+                and battery_ok(self.compact_min_battery)
+            ):
+                try:
+                    self._compact_frames()
+                except Exception as e:  # never let the loop die
+                    logger.error("Compaction failed: %s", e, exc_info=True)
+                finally:
+                    self._last_compact = time.monotonic()
+
+            # Pace to the interval, accounting for capture time.
+            elapsed = time.monotonic() - tick
+            self._stop.wait(max(0.0, self.interval - elapsed))
+        self.stats.update(running=False)
+
+    def _sweep_retention(self) -> None:
+        """Delete screenshots (.jpg), HEVC chunks (.mp4) and OCR (.txt) older
+        than retention_days. events.jsonl is always kept — it's tiny and powers
+        analytics."""
+        self._last_sweep = time.monotonic()
+        if self.retention_days <= 0:
+            return
+        cutoff = _dt.date.today() - _dt.timedelta(days=self.retention_days)
+        deleted = 0
+        try:
+            for d in self.capture_dir.iterdir():
+                if not d.is_dir():
+                    continue
+                try:
+                    day = _dt.date.fromisoformat(d.name)
+                except ValueError:
+                    continue
+                if day >= cutoff:
+                    continue
+                for pattern in ("*.jpg", "*.txt", "*.mp4"):
+                    for f in d.glob(pattern):
+                        f.unlink(missing_ok=True)
+                        deleted += 1
+        except Exception as e:
+            logger.warning("Retention sweep failed: %s", e)
+        if deleted:
+            logger.info(
+                "Retention: deleted %d screenshot/chunk/OCR files older than %d days",
+                deleted,
+                self.retention_days,
+            )
+
+    # --- Compaction (JPEG -> HEVC) ----------------------------------------
+
+    def _cleanup_compaction_temps(self) -> None:
+        """Remove leftovers from an interrupted compaction run (incomplete
+        chunks, list files, half-written event rewrites)."""
+        try:
+            for d in self.capture_dir.iterdir():
+                if not d.is_dir():
+                    continue
+                for pattern in ("*.mp4.part", ".compact_*.txt", "events.jsonl.tmp"):
+                    for f in d.glob(pattern):
+                        f.unlink(missing_ok=True)
+        except Exception as e:
+            logger.warning("Compaction temp cleanup failed: %s", e)
+
+    def _load_events(self, path: Path) -> list:
+        """Read a day's events.jsonl into a list of dicts (empty if missing)."""
+        events: list = []
+        try:
+            with open(path, "r", encoding="utf-8") as fh:
+                for line in fh:
+                    line = line.strip()
+                    if line:
+                        events.append(json.loads(line))
+        except FileNotFoundError:
+            pass
+        except Exception as e:
+            logger.warning("Could not read %s for compaction: %s", path, e)
+        return events
+
+    @staticmethod
+    def _dims_from_events(events: list) -> dict:
+        """Map each raw-frame relative path -> (w, h) from event entries."""
+        dims: dict = {}
+        for ev in events:
+            for d in ev.get("displays", []):
+                f = d.get("file")
+                if f:
+                    dims[f] = (d.get("w"), d.get("h"))
+        return dims
+
+    def _compact_frames(self) -> None:
+        """Collapse JPEGs older than ``compact_after_secs`` into per-display HEVC
+        chunks, rewrite the events.jsonl pointers, then delete the JPEGs. Runs on
+        the capture thread, so it shares dedup state and the events handle with
+        the writer (no locking needed). Ordering is crash-safe: chunk -> events
+        rewrite -> dedup-pointer fixup -> delete JPEGs."""
+        if not self._ffmpeg:
+            return
+        cutoff = time.time() - self.compact_after_secs
+        for daydir in sorted(p for p in self.capture_dir.iterdir() if p.is_dir()):
+            try:
+                day = _dt.date.fromisoformat(daydir.name)
+            except ValueError:
+                continue
+
+            # Gather compactable JPEGs (older than cutoff), grouped by display.
+            groups: dict = {}
+            for f in daydir.glob("*.jpg"):
+                m = _FRAME_RE.match(f.name)
+                if not m:
+                    continue
+                hh, mm, ss, ms, idx = m.groups()
+                epoch = _dt.datetime.combine(
+                    day, _dt.time(int(hh), int(mm), int(ss), int(ms) * 1000)
+                ).timestamp()
+                if epoch >= cutoff:
+                    continue
+                groups.setdefault(int(idx), []).append(f.name)
+            if not groups:
+                continue
+
+            events = self._load_events(daydir / "events.jsonl")
+            dims = self._dims_from_events(events)
+
+            mapping: dict = {}  # "<date>/<name>.jpg" -> {"video":..., "frame":..}
+            for idx in sorted(groups):
+                names = sorted(groups[idx])  # chronological (fixed-width stamps)
+                for run in self._split_by_dims(daydir.name, names, dims):
+                    self._encode_chunk(daydir, idx, run, mapping)
+            if not mapping:
+                continue
+
+            self._rewrite_events(daydir / "events.jsonl", daydir.name, events, mapping)
+
+            # Keep live dedup pointers valid if they referenced a compacted JPEG.
+            for i, ptr in list(self._last_file.items()):
+                if isinstance(ptr, str) and ptr in mapping:
+                    self._last_file[i] = mapping[ptr]
+
+            # Delete the now-compacted JPEGs (keep .txt OCR sidecars).
+            for rel in mapping:
+                (self.capture_dir / rel).unlink(missing_ok=True)
+            logger.info(
+                "Compacted %d frames in %s into HEVC (%d chunk(s))",
+                len(mapping),
+                daydir.name,
+                len({m["video"] for m in mapping.values()}),
+            )
+
+    @staticmethod
+    def _split_by_dims(date_str: str, names: list, dims: dict) -> list:
+        """Split a chronological list of frame names into runs of equal (w,h);
+        a resolution change mid-stream would corrupt a single HEVC stream."""
+        runs: list = []
+        cur: list = []
+        cur_dim = object()  # sentinel != any real (w,h) or None
+        for name in names:
+            dim = dims.get(f"{date_str}/{name}")
+            if cur and dim != cur_dim:
+                runs.append(cur)
+                cur = []
+            cur.append(name)
+            cur_dim = dim
+        if cur:
+            runs.append(cur)
+        return runs
+
+    def _encode_chunk(self, daydir: Path, idx: int, names: list, mapping: dict) -> None:
+        """Encode one resolution-uniform run of JPEGs into an HEVC chunk and add
+        its frame pointers to ``mapping``. No-op (leaves JPEGs) on any failure."""
+        if not names:
+            return
+        stem = names[0][: -len(".jpg")]  # "<HH-MM-SS_mmm>_<idx>"
+        suffix = f"_{idx}"
+        time_part = stem[: -len(suffix)] if stem.endswith(suffix) else stem
+        chunk_name = f"screen{idx}_{time_part}.mp4"
+        list_name = f".compact_{idx}_{time_part}.txt"
+        list_path = daydir / list_name
+        part_path = daydir / (chunk_name + ".part")
+        chunk_path = daydir / chunk_name
+        try:
+            list_path.write_text(
+                "".join(f"file '{n}'\n" for n in names), encoding="utf-8"
+            )
+            cmd = [
+                self._ffmpeg,
+                "-hide_banner",
+                "-loglevel",
+                "error",
+                "-nostdin",
+                "-r",
+                "1",
+                "-f",
+                "concat",
+                "-safe",
+                "0",
+                "-i",
+                list_name,
+                "-c:v",
+                "hevc_videotoolbox",
+                "-q:v",
+                str(self.compact_quality),
+                "-bf",
+                "0",
+                "-g",
+                "30",
+                "-tag:v",
+                "hvc1",
+                "-pix_fmt",
+                "yuv420p",
+                "-fps_mode",
+                "cfr",
+                "-frames:v",
+                str(len(names)),
+                # Force the muxer: the output name ends in .part, so ffmpeg can't
+                # infer mp4 from the extension.
+                "-f",
+                "mp4",
+                chunk_name + ".part",
+            ]
+            res = subprocess.run(
+                cmd, cwd=str(daydir), capture_output=True, text=True, timeout=300
+            )
+            if res.returncode != 0 or not part_path.exists():
+                logger.warning(
+                    "ffmpeg failed for %s/%s: %s",
+                    daydir.name,
+                    chunk_name,
+                    res.stderr.strip()[:300],
+                )
+                return
+            if not self._verify_chunk(part_path, len(names)):
+                logger.warning(
+                    "Chunk %s/%s frame-count mismatch — skipping",
+                    daydir.name,
+                    chunk_name,
+                )
+                return
+            os.replace(part_path, chunk_path)
+            video_rel = f"{daydir.name}/{chunk_name}"
+            for k, name in enumerate(names):
+                mapping[f"{daydir.name}/{name}"] = {"video": video_rel, "frame": k}
+        except Exception as e:
+            logger.warning("Encoding %s/%s failed: %s", daydir.name, chunk_name, e)
+        finally:
+            list_path.unlink(missing_ok=True)
+            part_path.unlink(missing_ok=True)
+
+    def _verify_chunk(self, chunk: Path, expected: int) -> bool:
+        """True if the encoded chunk decodes to exactly ``expected`` frames.
+        Without ffprobe we trust ffmpeg's exit code + the -frames:v cap."""
+        if not self._ffprobe:
+            return True
+        try:
+            res = subprocess.run(
+                [
+                    self._ffprobe,
+                    "-v",
+                    "error",
+                    "-count_frames",
+                    "-select_streams",
+                    "v:0",
+                    "-show_entries",
+                    "stream=nb_read_frames",
+                    "-of",
+                    "default=nokey=1:noprint_wrappers=1",
+                    str(chunk),
+                ],
+                capture_output=True,
+                text=True,
+                timeout=120,
+            )
+            return res.stdout.strip() == str(expected)
+        except Exception:
+            return False
+
+    def _rewrite_events(
+        self, path: Path, date_str: str, events: list, mapping: dict
+    ) -> None:
+        """Rewrite a day's events.jsonl, repointing compacted frames at their
+        chunk (file -> null, add video/frame). Atomic (temp + os.replace); if
+        it's the day currently being appended, the open handle is closed first
+        and lazily reopened by _append_event (an fd left open on the replaced
+        inode would silently drop subsequent appends)."""
+        changed = False
+        for ev in events:
+            for d in ev.get("displays", []):
+                f = d.get("file")
+                if f in mapping:
+                    m = mapping[f]
+                    d["file"] = None
+                    d["video"] = m["video"]
+                    d["frame"] = m["frame"]
+                    changed = True
+        if not changed:
+            return
+        tmp = path.with_name(path.name + ".tmp")
+        with open(tmp, "w", encoding="utf-8") as fh:
+            for ev in events:
+                fh.write(json.dumps(ev, ensure_ascii=False) + "\n")
+            fh.flush()
+            os.fsync(fh.fileno())
+        if self._events_fh is not None and self._events_date == date_str:
+            try:
+                self._events_fh.close()
+            except Exception:
+                pass
+            self._events_fh = None
+            self._events_date = None
+        os.replace(tmp, path)
+
+    def _append_event(self, ts: _dt.datetime, event: dict) -> None:
+        """Append one JSON object (one line) to the per-day events.jsonl."""
+        date = ts.strftime("%Y-%m-%d")
+        if self._events_date != date or self._events_fh is None:
+            if self._events_fh is not None:
+                self._events_fh.close()
+            path = self.capture_dir / date / "events.jsonl"
+            path.parent.mkdir(parents=True, exist_ok=True)
+            self._events_fh = open(path, "a", encoding="utf-8")
+            self._events_date = date
+        self._events_fh.write(json.dumps(event, ensure_ascii=False) + "\n")
+        self._events_fh.flush()
+
+    def _capture_once(self) -> None:
+        ts = _dt.datetime.now()
+        win = read_focused_window()
+        idle = user_idle_seconds()
+
+        # A "frame" is one tick. Storage controls (see CAPTURE.md "Storage"):
+        #  - skip_idle: while idle >= threshold the screen isn't changing, so
+        #    skip screenshots entirely; still log the event for the timeline.
+        #  - dedup: skip writing a frame identical to the last stored one and
+        #    reuse that file in the event (transparent to readers).
+        tick = self.stats.snapshot()["frames"] + 1
+        idle_skip = (
+            self.skip_idle_secs > 0 and idle is not None and idle >= self.skip_idle_secs
+        )
+        if screen_is_locked():
+            skip_reason = "skipped_locked"
+        elif idle_skip:
+            skip_reason = "skipped_idle"
+        else:
+            skip_reason = None
+
+        captured = 0
+        displays_meta = []
+        if skip_reason is None:
+            for i, jpeg, width, height, phash in self.backend.grab(
+                self.quality, self.save_scale, self.thumb_max
+            ):
+                if jpeg is None:
+                    self.stats.update(
+                        errors=self.stats.snapshot()["errors"] + 1,
+                        last_error="null image (Screen Recording not granted?)",
+                    )
+                    logger.warning(
+                        "Display %d screenshot returned no image (permission?)", i
+                    )
+                    continue
+
+                # Dedup on a downscaled-thumbnail hash (fall back to the full
+                # frame if thumbnailing failed, so we never falsely dedup).
+                digest = phash or hashlib.sha1(jpeg).hexdigest()
+                unchanged = self.dedup and self._last_hash.get(i) == digest
+
+                if unchanged:
+                    # The pointer may be a raw .jpg path or, if the previous
+                    # frame was already compacted, a {"video","frame"} dict.
+                    pointer = self._last_file.get(i)
+                    ocr_file = self._last_ocr.get(i)
+                else:
+                    frame_p = _frame_path(self.capture_dir, ts, i)
+                    pointer = None
+                    if self.write_frames:
+                        frame_p.write_bytes(jpeg)
+                        pointer = str(frame_p.relative_to(self.capture_dir))
+                    ocr_file = None
+                    if self.ocr:
+                        # OCR the full-res frame (the saved jpeg is downscaled and
+                        # too soft for reliable recognition). Captured separately,
+                        # only on changed frames; fall back to the saved frame if
+                        # the full-res grab fails. Accurate mode + language
+                        # correction since we only pay this on real changes.
+                        full = self.backend.grab_full(i, OCR_JPEG_QUALITY)
+                        text = ocr_jpeg(full or jpeg, fast=False)
+                        if text:
+                            txt_p = frame_p.with_suffix(".txt")
+                            txt_p.write_text(text, encoding="utf-8")
+                            ocr_file = str(txt_p.relative_to(self.capture_dir))
+                    self._last_hash[i] = digest
+                    self._last_file[i] = pointer
+                    self._last_ocr[i] = ocr_file
+
+                displays_meta.append(
+                    {
+                        "index": i,
+                        **_pointer_fields(pointer),
+                        "w": width,
+                        "h": height,
+                        "ocr_file": ocr_file,
+                        "changed": not unchanged,
+                    }
+                )
+                captured += 1
+                logger.info(
+                    "tick #%d display %d %dx%d %.0fKB %s | app=%s window=%s",
+                    tick,
+                    i,
+                    width,
+                    height,
+                    len(jpeg) / 1024,
+                    "new" if not unchanged else "dup",
+                    win["app"],
+                    win["window_title"],
+                )
+
+        # A genuine capture failure (not a deliberate skip but nothing captured)
+        # is an error state — don't log a misleading event.
+        if skip_reason is None and captured == 0:
+            return
+
+        self.stats.update(
+            frames=tick,
+            last_app=win["app"],
+            last_window=win["window_title"],
+        )
+
+        if self.write_events:
+            event = {
+                "ts": ts.isoformat(timespec="milliseconds"),
+                "epoch": round(ts.timestamp(), 3),
+                "app": win["app"],
+                "bundle_id": win["bundle_id"],
+                "pid": win["pid"],
+                "window_title": win["window_title"],
+                "url": win["url"],
+                "focused_role": win["focused_role"],
+                "focused_subrole": win["focused_subrole"],
+                "selected_text_len": win["selected_text_len"],
+                "idle_seconds": round(idle, 1) if idle is not None else None,
+                "screenshots": skip_reason or "captured",
+                "displays": displays_meta,
+            }
+            try:
+                self._append_event(ts, event)
+            except Exception as e:
+                logger.warning("Failed to write event: %s", e)
+
+
+# --- Standalone entry point --------------------------------------------------
+
+
+def _main() -> None:
+    parser = argparse.ArgumentParser(description="macOS screen+AX capture test")
+    parser.add_argument(
+        "--seconds", type=int, default=0, help="run for N seconds (0 = until Ctrl-C)"
+    )
+    parser.add_argument("--interval", type=float, default=1.0, help="capture interval")
+    parser.add_argument(
+        "--no-write", action="store_true", help="don't write JPEGs, just log AX info"
+    )
+    parser.add_argument(
+        "--no-events",
+        action="store_true",
+        help="don't write the events.jsonl metadata sidecar",
+    )
+    parser.add_argument(
+        "--ocr",
+        action="store_true",
+        help="run Apple Vision OCR on each frame (writes .txt sidecars; CPU-heavy)",
+    )
+    parser.add_argument(
+        "--no-dedup",
+        action="store_true",
+        help="store every frame even if identical to the last (default: dedup)",
+    )
+    parser.add_argument(
+        "--skip-idle",
+        type=float,
+        default=90.0,
+        help="skip screenshots while idle >= N seconds (0 disables; default 90)",
+    )
+    parser.add_argument(
+        "--retention-days",
+        type=int,
+        default=14,
+        help="delete screenshots older than N days (0 = keep forever; default 14)",
+    )
+    parser.add_argument(
+        "--scale",
+        type=float,
+        default=0.5,
+        help="save frames at this fraction of native resolution (default 0.5 = half)",
+    )
+    parser.add_argument(
+        "--thumb-max",
+        type=int,
+        default=256,
+        help="max dimension of the thumbnail used for the dedup hash (default 256)",
+    )
+    parser.add_argument(
+        "--compact-every-mins",
+        type=int,
+        default=30,
+        help="compact old JPEGs to HEVC every N minutes (0 disables; default 30)",
+    )
+    parser.add_argument(
+        "--compact-after",
+        type=float,
+        default=600.0,
+        help="only compact frames older than N seconds (default 600)",
+    )
+    parser.add_argument(
+        "--compact-quality",
+        type=int,
+        default=60,
+        help="HEVC quality 0-100 for compaction (default 60)",
+    )
+    parser.add_argument(
+        "--dir", default=str(DEFAULT_CAPTURE_DIR), help="output directory for frames"
+    )
+    args = parser.parse_args()
+
+    logging.basicConfig(
+        format="%(asctime)s %(levelname)s %(name)s: %(message)s", level=logging.INFO
+    )
+
+    status = request_permissions()
+    if not status["screen_recording"]:
+        logger.warning(
+            "Screen Recording not yet granted. Approve it in System Settings -> "
+            "Privacy & Security -> Screen Recording, then re-run."
+        )
+    if not status["accessibility"]:
+        logger.warning(
+            "Accessibility not yet granted. Approve this process in System Settings "
+            "-> Privacy & Security -> Accessibility, then re-run."
+        )
+
+    mgr = ScreenCaptureManager(
+        capture_dir=Path(args.dir),
+        interval=args.interval,
+        write_frames=not args.no_write,
+        write_events=not args.no_events,
+        ocr=args.ocr,
+        dedup=not args.no_dedup,
+        skip_idle_secs=args.skip_idle,
+        retention_days=args.retention_days,
+        save_scale=args.scale,
+        thumb_max=args.thumb_max,
+        compact_every_mins=args.compact_every_mins,
+        compact_after_secs=args.compact_after,
+        compact_quality=args.compact_quality,
+    )
+    if args.ocr and not _VISION_OK:
+        logger.warning("--ocr requested but pyobjc-framework-Vision not available")
+    mgr.start()
+    try:
+        if args.seconds > 0:
+            time.sleep(args.seconds)
+        else:
+            while True:
+                time.sleep(0.5)
+    except KeyboardInterrupt:
+        pass
+    finally:
+        mgr.stop()
+        time.sleep(args.interval + 0.2)
+        logger.info("Final stats: %s", mgr.stats.snapshot())
+
+
+if __name__ == "__main__":
+    _main()
diff --git a/extras/local-wearable-client/service.py b/extras/local-wearable-client/service.py
index 67859e65..d9c344a1 100644
--- a/extras/local-wearable-client/service.py
+++ b/extras/local-wearable-client/service.py
@@ -7,6 +7,8 @@
 import sys
 from pathlib import Path
 
+from dotenv import dotenv_values
+
 LABEL = "com.chronicle.wearable-client"
 PLIST_PATH = Path.home() / "Library" / "LaunchAgents" / f"{LABEL}.plist"
 LOG_DIR = Path.home() / "Library" / "Logs" / "Chronicle"
@@ -30,11 +32,12 @@ def _find_uv() -> str:
     ]:
         if candidate.exists():
             return str(candidate)
-    print("Error: could not find 'uv' binary. Install it: curl -LsSf https://astral.sh/uv/install.sh | sh")
+    print(
+        "Error: could not find 'uv' binary. Install it: curl -LsSf https://astral.sh/uv/install.sh | sh"
+    )
     sys.exit(1)
 
 
-
 def _opus_dyld_path() -> str:
     """Get DYLD_LIBRARY_PATH for opuslib on macOS."""
     try:
@@ -50,29 +53,37 @@ def _opus_dyld_path() -> str:
 
 
 def _create_app_bundle() -> None:
-    """Create a minimal .app bundle so Spotlight/Raycast can find it."""
-    contents = APP_BUNDLE / "Contents"
-    macos = contents / "MacOS"
-    macos.mkdir(parents=True, exist_ok=True)
-
-    # Info.plist
-    info = {
-        "CFBundleName": "Chronicle Wearable",
-        "CFBundleIdentifier": LABEL,
-        "CFBundleVersion": "1.0",
-        "CFBundleExecutable": "launcher",
-        "LSUIElement": True,  # No dock icon
-    }
-    with open(contents / "Info.plist", "wb") as f:
-        plistlib.dump(info, f)
+    """Create a .app bundle via osacompile so Raycast/Spotlight treat it as a real app."""
+    if APP_BUNDLE.exists():
+        shutil.rmtree(APP_BUNDLE)
+
+    # osacompile produces a proper Mach-O app bundle from AppleScript
+    applescript = f'do shell script "launchctl kickstart gui/" & (do shell script "id -u") & "/{LABEL}"'
+    result = subprocess.run(
+        ["osacompile", "-o", str(APP_BUNDLE), "-e", applescript],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode != 0:
+        print(f"osacompile failed: {result.stderr.strip()}")
+        return
 
-    # Launcher script — kickstarts the launchd agent
-    launcher = macos / "launcher"
-    launcher.write_text(
-        f"#!/bin/bash\n"
-        f"launchctl kickstart gui/$(id -u)/{LABEL}\n"
+    # Patch Info.plist with our bundle metadata
+    info_plist = APP_BUNDLE / "Contents" / "Info.plist"
+    with open(info_plist, "rb") as f:
+        info = plistlib.load(f)
+    info.update(
+        {
+            "CFBundleName": "Chronicle Wearable",
+            "CFBundleDisplayName": "Chronicle Wearable",
+            "CFBundleIdentifier": LABEL,
+            "CFBundleVersion": "1.0",
+            "CFBundleShortVersionString": "1.0",
+            "LSUIElement": True,  # No dock icon
+        }
     )
-    launcher.chmod(0o755)
+    with open(info_plist, "wb") as f:
+        plistlib.dump(info, f)
 
 
 def _remove_app_bundle() -> None:
@@ -94,18 +105,20 @@ def _build_plist() -> dict:
     # Read .env file for backend config
     env_file = PROJECT_DIR / ".env"
     if env_file.exists():
-        for line in env_file.read_text().splitlines():
-            line = line.strip()
-            if line and not line.startswith("#") and "=" in line:
-                key, _, value = line.partition("=")
-                env[key.strip()] = value.strip()
+        for key, value in dotenv_values(env_file).items():
+            if value is not None:
+                env[key] = value
 
     plist = {
         "Label": LABEL,
         "ProgramArguments": [
-            uv, "run",
-            "--with-requirements", str(PROJECT_DIR / "requirements.txt"),
-            "python", str(PROJECT_DIR / "main.py"), "menu",
+            uv,
+            "run",
+            "--project",
+            str(PROJECT_DIR),
+            "python",
+            str(PROJECT_DIR / "main.py"),
+            "menu",
         ],
         "WorkingDirectory": str(PROJECT_DIR),
         "RunAtLoad": True,
@@ -141,7 +154,8 @@ def install() -> None:
 
     result = subprocess.run(
         ["launchctl", "bootstrap", f"gui/{os.getuid()}", str(PLIST_PATH)],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' installed and loaded.")
@@ -163,7 +177,8 @@ def uninstall() -> None:
 
     result = subprocess.run(
         ["launchctl", "bootout", f"gui/{os.getuid()}", str(PLIST_PATH)],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' unloaded.")
@@ -183,7 +198,8 @@ def kickstart() -> None:
 
     result = subprocess.run(
         ["launchctl", "kickstart", f"gui/{os.getuid()}/{LABEL}"],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         print(f"Service '{LABEL}' started.")
@@ -199,13 +215,16 @@ def status() -> None:
 
     result = subprocess.run(
         ["launchctl", "print", f"gui/{os.getuid()}/{LABEL}"],
-        capture_output=True, text=True,
+        capture_output=True,
+        text=True,
     )
     if result.returncode == 0:
         # Extract key info from launchctl print output
         for line in result.stdout.splitlines():
             stripped = line.strip()
-            if any(k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]):
+            if any(
+                k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]
+            ):
                 print(stripped)
     else:
         print(f"Service '{LABEL}' is not running.")
diff --git a/extras/local-wearable-client/start.sh b/extras/local-wearable-client/start.sh
index 5dc1901a..e23638c6 100755
--- a/extras/local-wearable-client/start.sh
+++ b/extras/local-wearable-client/start.sh
@@ -9,4 +9,4 @@ if [ "$(uname)" = "Darwin" ] && command -v brew &>/dev/null; then
     fi
 fi
 
-uv run --with-requirements requirements.txt python main.py "$@"
+uv run python main.py "$@"
diff --git a/extras/local-wearable-client/uv.lock b/extras/local-wearable-client/uv.lock
new file mode 100644
index 00000000..aa3255c5
--- /dev/null
+++ b/extras/local-wearable-client/uv.lock
@@ -0,0 +1,1252 @@
+version = 1
+revision = 2
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "anyio"
+version = "4.12.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
+]
+
+[[package]]
+name = "async-timeout"
+version = "5.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a5/ae/136395dfbfe00dfc94da3f3e136d0b13f394cba8f4841120e34226265780/async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3", size = 9274, upload-time = "2024-11-06T16:41:39.6Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fe/ba/e2081de779ca30d473f21f5b30e0e737c438205440784c7dfc81efc2b029/async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c", size = 6233, upload-time = "2024-11-06T16:41:37.9Z" },
+]
+
+[[package]]
+name = "bleak"
+version = "2.1.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "async-timeout", marker = "python_full_version < '3.11'" },
+    { name = "dbus-fast", marker = "sys_platform == 'linux'" },
+    { name = "pyobjc-core", marker = "sys_platform == 'darwin'" },
+    { name = "pyobjc-framework-corebluetooth", marker = "sys_platform == 'darwin'" },
+    { name = "pyobjc-framework-libdispatch", marker = "sys_platform == 'darwin'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.12'" },
+    { name = "winrt-runtime", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth-advertisement", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-bluetooth-genericattributeprofile", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-enumeration", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-devices-radios", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-foundation", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-foundation-collections", marker = "sys_platform == 'win32'" },
+    { name = "winrt-windows-storage-streams", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/45/8a/5acbd4da6a5a301fab56ff6d6e9e6b6945e6e4a2d1d213898c21b1d3a19b/bleak-2.1.1.tar.gz", hash = "sha256:4600cc5852f2392ce886547e127623f188e689489c5946d422172adf80635cf9", size = 120634, upload-time = "2025-12-31T20:43:28.697Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/fe/22aec895f040c1e457d6e6fcc79286fbb17d54602600ab2a58837bec7be1/bleak-2.1.1-py3-none-any.whl", hash = "sha256:61ac1925073b580c896a92a8c404088c5e5ec9dc3c5bd6fc17554a15779d83de", size = 141258, upload-time = "2025-12-31T20:43:27.302Z" },
+]
+
+[[package]]
+name = "certifi"
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diff --git a/extras/local-wearable-client/wifi_join.py b/extras/local-wearable-client/wifi_join.py
new file mode 100644
index 00000000..0bea234e
--- /dev/null
+++ b/extras/local-wearable-client/wifi_join.py
@@ -0,0 +1,63 @@
+"""Platform-specific helpers to join/leave WiFi access points."""
+
+import logging
+import platform
+import subprocess
+
+logger = logging.getLogger(__name__)
+
+
+def join_wifi_ap(ssid: str, password: str, interface: str | None = None) -> bool:
+    """Join a WiFi access point. Returns True on success."""
+    system = platform.system()
+
+    if system == "Darwin":
+        iface = interface or "en0"
+        result = subprocess.run(
+            ["networksetup", "-setairportnetwork", iface, ssid, password],
+            capture_output=True,
+            text=True,
+        )
+        if result.returncode != 0:
+            logger.error("Failed to join WiFi '%s': %s", ssid, result.stderr.strip())
+        return result.returncode == 0
+
+    elif system == "Linux":
+        cmd = ["nmcli", "dev", "wifi", "connect", ssid, "password", password]
+        if interface:
+            cmd.extend(["ifname", interface])
+        result = subprocess.run(cmd, capture_output=True, text=True)
+        if result.returncode != 0:
+            logger.error("Failed to join WiFi '%s': %s", ssid, result.stderr.strip())
+        return result.returncode == 0
+
+    else:
+        raise NotImplementedError(f"WiFi join not implemented for {system}")
+
+
+def get_current_wifi(interface: str | None = None) -> str | None:
+    """Get currently connected WiFi SSID (to restore later)."""
+    system = platform.system()
+
+    if system == "Darwin":
+        iface = interface or "en0"
+        result = subprocess.run(
+            ["networksetup", "-getairportnetwork", iface],
+            capture_output=True,
+            text=True,
+        )
+        if result.returncode == 0 and "Current Wi-Fi Network:" in result.stdout:
+            return result.stdout.split(": ", 1)[1].strip()
+
+    elif system == "Linux":
+        result = subprocess.run(
+            ["nmcli", "-t", "-f", "active,ssid", "dev", "wifi"],
+            capture_output=True,
+            text=True,
+        )
+        if result.returncode == 0:
+            for line in result.stdout.splitlines():
+                if line.startswith("yes:"):
+                    return line.split(":", 1)[1]
+
+    return None
diff --git a/extras/local-wearable-client/wifi_receiver.py b/extras/local-wearable-client/wifi_receiver.py
new file mode 100644
index 00000000..e13b096c
--- /dev/null
+++ b/extras/local-wearable-client/wifi_receiver.py
@@ -0,0 +1,75 @@
+"""TCP server that receives stored audio data from an OMI device over WiFi."""
+
+import asyncio
+import logging
+from typing import Callable
+
+logger = logging.getLogger(__name__)
+
+# SD_BLE_SIZE (440) * 10 — matches firmware chunk size
+READ_SIZE = 4400
+
+
+class WifiAudioReceiver:
+    """Async TCP server that listens for the device's TCP connection.
+
+    The OMI device acts as a TCP *client* and connects to this server
+    to stream stored audio data from its SD card.
+    """
+
+    def __init__(
+        self,
+        host: str = "0.0.0.0",
+        port: int = 12345,
+        on_data: Callable[[bytes], None] | None = None,
+    ) -> None:
+        self.host = host
+        self.port = port
+        self.on_data = on_data
+        self._server: asyncio.Server | None = None
+        self.bytes_received: int = 0
+        self.connected = asyncio.Event()
+        self.finished = asyncio.Event()
+
+    async def start(self) -> None:
+        """Start TCP server and wait for device connection."""
+        self._server = await asyncio.start_server(
+            self._handle_client, self.host, self.port
+        )
+        addrs = [s.getsockname() for s in self._server.sockets]
+        logger.info("TCP server listening on %s", addrs)
+
+    async def _handle_client(
+        self, reader: asyncio.StreamReader, writer: asyncio.StreamWriter
+    ) -> None:
+        """Handle incoming TCP connection from device."""
+        peer = writer.get_extra_info("peername")
+        logger.info("Device connected from %s", peer)
+        self.connected.set()
+
+        try:
+            while True:
+                data = await reader.read(READ_SIZE)
+                if not data:
+                    break
+                self.bytes_received += len(data)
+                if self.on_data:
+                    self.on_data(data)
+        except asyncio.CancelledError:
+            pass
+        except Exception as e:
+            logger.error("TCP receive error: %s", e)
+        finally:
+            writer.close()
+            await writer.wait_closed()
+            logger.info(
+                "Device disconnected. Total received: %d bytes", self.bytes_received
+            )
+            self.finished.set()
+
+    async def stop(self) -> None:
+        """Stop the TCP server."""
+        if self._server:
+            self._server.close()
+            await self._server.wait_closed()
+            self._server = None
diff --git a/extras/ml-experiments/indicxlit/Dockerfile b/extras/ml-experiments/indicxlit/Dockerfile
new file mode 100644
index 00000000..73e30976
--- /dev/null
+++ b/extras/ml-experiments/indicxlit/Dockerfile
@@ -0,0 +1,18 @@
+FROM python:3.10-slim
+
+RUN apt-get update && apt-get install -y --no-install-recommends g++ && rm -rf /var/lib/apt/lists/*
+
+RUN pip install --no-cache-dir \
+    "torch<2.6" \
+    ai4bharat-transliteration \
+    flask \
+    gunicorn
+
+COPY server.py /app/server.py
+WORKDIR /app
+
+# Pre-download model on build
+RUN python -c "from ai4bharat.transliteration import XlitEngine; XlitEngine(src_script_type='indic', beam_width=4)" || true
+
+EXPOSE 5000
+CMD ["gunicorn", "-b", "0.0.0.0:5000", "-w", "1", "--timeout", "300", "server:app"]
diff --git a/extras/ml-experiments/indicxlit/docker-compose.yml b/extras/ml-experiments/indicxlit/docker-compose.yml
new file mode 100644
index 00000000..27d9df4e
--- /dev/null
+++ b/extras/ml-experiments/indicxlit/docker-compose.yml
@@ -0,0 +1,16 @@
+services:
+  indicxlit:
+    # Reuse the prebuilt ~10GB indicxlit:latest if present; build only if it's missing
+    # (docker compose up without --build uses the existing image).
+    image: indicxlit:latest
+    build: .
+    container_name: chronicle-indicxlit
+    ports:
+      - "5111:5000"   # external 5111 -> container 5000 (matches INDICXLIT_URL)
+    restart: unless-stopped
+    healthcheck:
+      test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://localhost:5000/health')"]
+      interval: 30s
+      timeout: 5s
+      retries: 3
+      start_period: 40s
diff --git a/extras/ml-experiments/indicxlit/server.py b/extras/ml-experiments/indicxlit/server.py
new file mode 100644
index 00000000..361cb36a
--- /dev/null
+++ b/extras/ml-experiments/indicxlit/server.py
@@ -0,0 +1,106 @@
+"""Lightweight IndicXlit transliteration service.
+
+Endpoints:
+    POST /romanize  {"text": "नमस्ते दुनिया", "topk": 1}
+        → {"result": "namaste duniya", "words": [{"src": "नमस्ते", "dst": ["namaste"]}, ...]}
+
+    GET /health → {"status": "ok"}
+"""
+
+import re
+
+from flask import Flask, jsonify, request
+
+app = Flask(__name__)
+
+# Lazy init
+_engine = None
+_DEVANAGARI_RE = re.compile(r"[\u0900-\u097F]")
+
+
+def get_engine():
+    global _engine
+    if _engine is None:
+        from ai4bharat.transliteration import XlitEngine
+
+        _engine = XlitEngine(src_script_type="indic", beam_width=4, rescore=True)
+    return _engine
+
+
+@app.route("/health")
+def health():
+    return jsonify({"status": "ok"})
+
+
+@app.route("/romanize", methods=["POST"])
+def romanize():
+    data = request.json or {}
+    text = data.get("text", "")
+    topk = data.get("topk", 1)
+    lang = data.get("lang", "hi")
+
+    if not text.strip():
+        return jsonify({"result": "", "words": []})
+
+    engine = get_engine()
+    words = text.split()
+    result_words = []
+    out_parts = []
+
+    for w in words:
+        if _DEVANAGARI_RE.search(w):
+            candidates = engine.translit_word(w, lang_code=lang, topk=topk)
+            if isinstance(candidates, list):
+                dst = candidates
+            elif isinstance(candidates, dict):
+                dst = candidates.get(lang, [w])
+            else:
+                dst = [str(candidates)]
+            out_parts.append(dst[0] if dst else w)
+            result_words.append({"src": w, "dst": dst})
+        else:
+            # Already Roman — pass through
+            out_parts.append(w)
+            result_words.append({"src": w, "dst": [w]})
+
+    return jsonify(
+        {
+            "result": " ".join(out_parts),
+            "words": result_words,
+        }
+    )
+
+
+@app.route("/romanize_batch", methods=["POST"])
+def romanize_batch():
+    """Batch romanize multiple texts."""
+    data = request.json or {}
+    texts = data.get("texts", [])
+    topk = data.get("topk", 1)
+    lang = data.get("lang", "hi")
+
+    engine = get_engine()
+    results = []
+
+    for text in texts:
+        words = text.split()
+        out_parts = []
+        for w in words:
+            if _DEVANAGARI_RE.search(w):
+                candidates = engine.translit_word(w, lang_code=lang, topk=topk)
+                if isinstance(candidates, list):
+                    out_parts.append(candidates[0] if candidates else w)
+                elif isinstance(candidates, dict):
+                    vals = candidates.get(lang, [w])
+                    out_parts.append(vals[0] if vals else w)
+                else:
+                    out_parts.append(w)
+            else:
+                out_parts.append(w)
+        results.append(" ".join(out_parts))
+
+    return jsonify({"results": results})
+
+
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=5000, debug=True)
diff --git a/extras/ml-training/README.md b/extras/ml-training/README.md
new file mode 100644
index 00000000..badcd84f
--- /dev/null
+++ b/extras/ml-training/README.md
@@ -0,0 +1,28 @@
+# ML Training Tools
+
+Standalone CLI tools for exporting Chronicle annotations and training the event detection classifier. These are **not** part of the backend runtime -- they're run manually on a workstation.
+
+## Contents
+
+### `event-detection/`
+
+Export accepted/rejected annotations from MongoDB and train an event detection classifier.
+
+- `export_from_mongo.py` - Export annotation data to training-ready format
+- `manage_data.py` - Dataset utilities (split, stats, cleanup)
+- `train.py` - Train a classifier from exported data
+
+See `event-detection/README.md` for full usage.
+
+## Prerequisites
+
+```bash
+pip install -r event-detection/requirements.txt
+```
+
+## Relationship to Backend
+
+These tools consume annotations created by the backend's annotation system:
+- `surface_error_suggestions()` creates `MODEL_SUGGESTION` annotations
+- Users accept/reject via the swipe UI
+- These scripts export that feedback for model training
diff --git a/extras/ml-training/event-detection/README.md b/extras/ml-training/event-detection/README.md
new file mode 100644
index 00000000..d0499e6d
--- /dev/null
+++ b/extras/ml-training/event-detection/README.md
@@ -0,0 +1,476 @@
+# Event Detection - Whisper LoRA Adapter
+
+**🟢 STATUS: TRAINING/EXPORT WORKFLOW (User-Loop → Export → Training)**
+
+This folder contains **training/export utilities** for Whisper + LoRA event detection. It integrates with the **Chronicle user-loop** for continuous data collection and training.
+
+---
+
+## 📋 Overview
+
+This system uses a **LoRA (Low-Rank Adaptation)** adapter on top of Whisper's Large V3 model to detect specific custom events (sounds, keywords, phrases) in audio.
+
+### Workflow:
+
+```
+Backend Anomaly Scan Job (sets maybe_anomaly: true)
+        │
+        ▼
+User-Loop Popup (Review Anomalies)
+        │
+        ├──► Swipe Right → Accept/Verify
+        │       │
+        │       ▼
+        │  MongoDB: maybe_anomaly = "verified"
+        │
+        └──► Swipe Left → Reject/Stash
+                │
+                ▼
+         MongoDB: training_stash collection
+                │
+                ▼
+        Export: user_loop_feedback.jsonl
+                │
+                ▼
+        Train: LoRA adapter
+```
+
+---
+
+## 📁 Files
+
+| File | Purpose | Status |
+|-------|----------|--------|
+| `export_from_mongo.py` | Export MongoDB `training_stash` to JSONL for training | ✅ Active (Bridge) |
+| `train.py` | Fine-tune Whisper with LoRA adapter | ✅ Active |
+| `requirements.txt` | Python dependencies | ✅ Active |
+
+Anomaly flagging (setting `maybe_anomaly: true` in MongoDB) is handled by the backend script `backends/advanced/src/advanced_omi_backend/scripts/run_anomaly_detection.py`.
+
+---
+
+## 🚀 Production Workflow
+
+### Step 1: Data Collection (User-Loop)
+
+**Users interact with user-loop popup:**
+
+1. **Frontend shows popup** when conversations have `maybe_anomaly: true`
+2. **User reviews transcript** and audio
+3. **Swipe Left** → Reject (stashes for training)
+4. **Swipe Right** → Accept (marks as verified, `maybe_anomaly: "verified"`)
+
+**MongoDB Collections:**
+
+```javascript
+// conversations - User-Loop reviews these
+{
+  "conversation_id": "1a43e276-...",
+  "transcript_versions": [{
+    "version_id": "c9c392d9-...",
+    "maybe_anomaly": true,  // Triggers popup
+    "transcript": "The stale smell of old beer..."
+  }]
+}
+
+// training_stash - User-Loop saves rejected items here
+{
+  "_id": ObjectId("..."),
+  "version_id": "c9c392d9-...",
+  "conversation_id": "1a43e276-...",
+  "transcript": "The stale smell of old beer...",
+  "reason": "False positive",
+  "timestamp": 1738254720.123,
+  "audio_chunks": [...],
+  "metadata": {"word_count": 43}
+}
+```
+
+---
+
+### Step 2: Export Training Data (Bridge)
+
+**Export MongoDB `training_stash` collection to JSONL format:**
+
+```bash
+uv run python export_from_mongo.py \
+  --output user_loop_feedback.jsonl \
+  --min_samples 10
+```
+
+**Output (`user_loop_feedback.jsonl`):**
+```json
+{"audio": "/data/audio/1a43e276-....wav", "text": "The stale smell of old beer...", "type": "positive", "timestamp": "2024-01-30T10:00:00Z"}
+{"audio": "/data/audio/another-id.wav", "text": "Transcription with <event>", "type": "positive", "timestamp": "2024-01-30T10:05:00Z"}
+```
+
+**Arguments:**
+- `--output`: Output JSONL file path (default: `user_loop_feedback.jsonl`)
+- `--mongo_uri`: MongoDB connection (default: `mongodb://localhost:27017`)
+- `--db_name`: Database name (default: `chronicle`)
+- `--min_samples`: Minimum samples to export (default: 0)
+
+**Schema Mapping:**
+```python
+# MongoDB → Training JSONL
+{
+    "audio": f"/data/audio/{entry['conversation_id']}.wav",
+    "text": entry["transcript"],
+    "timestamp": entry.get("timestamp"),
+    "type": "positive"  # All user-loop rejections = positive for training
+}
+```
+
+---
+
+### Step 3: Train LoRA Adapter
+
+**Fine-tune Whisper with exported user-loop data:**
+
+```bash
+uv run python train.py \
+  --train_manifest user_loop_feedback.jsonl \
+  --output_dir ./sneeze_adapter \
+  --base_model unsloth/whisper-large-v3 \
+  --source_tag "<event>" \
+  --target_token "EVENT_DETECTED"
+```
+
+**Training Parameters:**
+- `--train_manifest`: JSONL file from export (default: `train.jsonl`)
+- `--output_dir`: Directory to save adapter (default: `event_lora_adapter_unsloth`)
+- `--base_model`: Whisper model ID (default: `unsloth/whisper-large-v3`)
+- `--source_tag`: Tag in text to replace (default: `<event>`)
+- `--target_token`: Token to emit for event (default: `EVENT_DETECTED`)
+
+**Output:**
+```bash
+./sneeze_adapter/
+  ├── adapter_config.json
+  ├── adapter_model.safetensors
+  └── README.md
+```
+
+---
+
+### Step 4: Flag New Anomalies (Backend Job)
+
+The backend provides a MongoDB scan job that sets `transcript_versions.$.maybe_anomaly = True` for transcripts that haven't been reviewed yet.
+
+From `backends/advanced/`:
+
+```bash
+uv run python src/advanced_omi_backend/scripts/run_anomaly_detection.py
+```
+
+Notes:
+- Configure MongoDB via `MONGODB_URI` (defaults to `mongodb://localhost:27017`).
+- This script is currently a placeholder implementation (it marks unflagged transcripts as anomalies).
+
+---
+
+## 🔄 Full Cycle Diagram
+
+```
+┌─────────────────────────────────────────────────────────────────┐
+│                    USER INTERACTION PHASE                 │
+│  Frontend shows popup when maybe_anomaly: true          │
+└──────────────────┬──────────────────────────────────────────┘
+                   │
+        ┌──────────┴──────────┐
+        │ Swipe Actions         │
+        │ Left=Reject Right=Accept
+   ┌────┴────┐         ┌────┴────┐
+   │ Swipe   │         │ Swipe   │
+   │ Left    │         │ Right   │
+   ▼         ▼         ▼         ▼
+ Reject    Reject   Accept   Accept
+ (stash)   (stash)  (verify) (verify)
+   │         │         │         │
+   ▼         ▼         │         │
+ MongoDB:   MongoDB:   │         │
+ training_  training_ ▼         ▼
+ stash      stash   maybe_   maybe_
+                      anomaly  anomaly
+                      ="verified"
+   │         │
+   ▼         ▼
+ More Data in
+ training_stash
+                   │
+                   ▼
+         ┌────────────────────┐
+         │ EXPORT PHASE      │
+         │ export_from_mongo │
+         │   .py            │
+         └────────┬─────────┘
+                  │
+                  ▼
+         ┌────────────────────┐
+         │ TRAINING PHASE    │
+         │   train.py        │
+         └────────┬─────────┘
+                  │
+                  ▼
+         ┌────────────────────┐
+         │  ./sneeze_      │
+         │    adapter/        │
+         └────────┬─────────┘
+                  │
+                  ▼
+          ┌──────────────────────────────┐
+          │ BACKEND ANOMALY SCAN (JOB)   │
+          │ run_anomaly_detection.py     │
+          │ sets maybe_anomaly: true     │
+          └─────────────┬────────────────┘
+                        │
+                        ▼
+          ┌────────────────────┐
+          │   User Popup      │
+          │   (Round 2)       │
+          └────────────────────┘
+                   │
+                   └──► Back to start!
+```
+
+---
+
+## 📊 Training Data Format
+
+The training JSONL file (`user_loop_feedback.jsonl`) uses this schema:
+
+```json
+{
+  "audio": "/path/to/audio.wav",
+  "text": "Transcription with <event> tag or just normal speech",
+  "timestamp": "2024-01-30T10:00:00Z",
+  "type": "positive"
+}
+```
+
+**Fields:**
+- `audio`: Path to audio file for training
+- `text`: Ground truth transcription (from user-loop transcript)
+- `timestamp`: When sample was added (from MongoDB)
+- `type`: Always `"positive"` for user-loop data (rejections = positive training samples)
+
+---
+
+## 🧠 Training Details
+
+### LoRA Configuration
+
+- **Base Model**: Whisper Large V3 (unsloth)
+- **Adapter Type**: LoRA (Low-Rank Adaptation)
+- **Parameters**:
+  - `r`: Rank (8-32 recommended)
+  - `lora_alpha`: Scaling factor (16-64)
+  - `target_modules`: `["q_proj", "v_proj"]`
+  - `dtype`: `float16` for CUDA, `float32` for CPU
+
+### Training Process
+
+1. Load base model (Whisper Large V3)
+2. Load training data (audio + transcriptions)
+3. Fine-tune adapter layers only
+4. Validate on test set
+5. Save adapter weights to output directory
+
+---
+
+## 🎯 Production Deployment
+
+### Automated Workflow
+
+**Setup Cron Jobs for continuous improvement:**
+
+```bash
+# crontab -e
+
+# Export training data daily at 2 AM
+0 2 * * * cd /path/to/backends/advanced/event-detection && uv run python export_from_mongo.py --min_samples 50
+
+# Retrain adapter weekly on Sunday at 3 AM
+0 3 * * 0 cd /path/to/backends/advanced/event-detection && uv run python train.py --train_manifest user_loop_feedback.jsonl
+```
+
+### Adapter Versioning
+
+Store versioned adapters for A/B testing and rollback:
+
+```bash
+./adapters/
+  ├── sneeze_v1/    # Initial training
+  ├── sneeze_v2/    # After 100 samples
+  ├── sneeze_v3/    # After 500 samples
+  └── sneeze_latest/  # Symlink to current
+```
+
+### Monitoring
+
+Track metrics to improve detection:
+
+- **False Positive Rate**: Swipe left (reject) / Total popups
+- **True Positive Rate**: Swipe right (accept) / Total swipes right
+- **Detection Accuracy**: Correct detections / Total samples
+
+---
+
+## 🐛 Troubleshooting
+
+### Issue: "No entries found in training_stash"
+
+**Symptoms:**
+```
+❌ No entries found in training_stash collection
+💡 Tip: Swipe left on user-loop popup to add samples (reject = stash)
+```
+
+**Solutions:**
+1. Verify user-loop popup is working
+2. Swipe left on some anomalies to add to training_stash
+3. Check MongoDB connection
+4. Lower `--min_samples` threshold
+
+---
+
+### Issue: "Adapter output directory missing"
+
+**Symptoms:**
+```
+Expected adapter directory not found: ./sneeze_adapter
+```
+
+**Solutions:**
+1. Verify `--output_dir` matches where you expect the adapter to be saved
+2. Check if train.py completed successfully
+3. Ensure the output directory exists and is writable
+
+---
+
+### Issue: "No audio files found" (in export)
+
+**Symptoms:**
+```
+Exported 0 entries to user_loop_feedback.jsonl
+   Has audio chunks: 0/10
+```
+
+**Solutions:**
+1. Verify conversations have audio in MongoDB
+2. Check audio_chunks collection
+3. Ensure audio was uploaded correctly
+
+---
+
+### Issue: CUDA out of memory
+
+**Symptoms:**
+```
+RuntimeError: CUDA out of memory
+```
+
+**Solutions:**
+1. Reduce `--batch_size` (try 2 or 1)
+2. Use CPU with `torch_dtype=torch.float32`
+3. Use smaller base model (Whisper Base instead of Large)
+
+---
+
+### Issue: Poor detection accuracy
+
+**Symptoms:**
+- High false positive rate
+- Misses obvious events
+- Random detections
+
+**Solutions:**
+1. **More data**: Need at least 100-500 samples
+2. **Better labels**: Review user-loop feedback for accuracy
+3. **Retrain**: Train with more epochs
+4. **Adjust trigger token**: Check if token appears in training data
+
+---
+
+## 📚 Dependencies
+
+Install required packages:
+
+```bash
+pip install -r requirements.txt
+```
+
+**Key Dependencies:**
+- `unsloth`: Optimized Whisper model
+- `transformers`: Hugging Face model library
+- `peft`: LoRA adapters
+- `torch`: Deep learning framework
+- `librosa`: Audio processing
+- `datasets`: Training data utilities
+
+**System Requirements:**
+- Python 3.8+
+- CUDA-capable GPU (recommended) or 16GB+ RAM for CPU
+
+---
+
+## 🔗 Integration with Backend
+
+### Current State
+
+**Frontend:**
+```typescript
+// UserLoopModal.tsx
+const checkAnomaly = async () => {
+  // TODO: Replace with actual algorithm
+  const shouldShow = true  // Always shows popup
+}
+```
+
+**Backend:**
+```python
+# user_loop_routes.py
+- ✅ GET /api/user-loop/events (returns anomalies)
+- ✅ POST /api/user-loop/accept (verifies)
+- ✅ POST /api/user-loop/reject (stashes to training)
+- ✅ Anomaly scan job: src/advanced_omi_backend/scripts/run_anomaly_detection.py (sets maybe_anomaly: true)
+```
+
+### Future Integration
+
+To replace the placeholder scan with **model-based anomaly detection**:
+
+1. Train an adapter in this folder (`train.py`) and version it.
+2. Load the adapter in the backend scan job and use inference to decide whether to set `maybe_anomaly: true`.
+3. Ensure the UI only opens the user-loop popup when `/api/user-loop/events` returns events.
+
+---
+
+## 📊 Workflow Summary
+
+| Phase | Component | Command |
+|--------|-----------|----------|
+| **1. Collection** | User-Loop Popup | User swipes left to reject (stash) / right to accept |
+| **2. Storage** | MongoDB | Saves to `training_stash` collection |
+| **3. Export** | export_from_mongo.py | `uv run python export_from_mongo.py --min_samples 10` |
+| **4. Training** | train.py | `uv run python train.py --train_manifest user_loop_feedback.jsonl --output_dir ./sneeze_adapter` |
+| **5. Flagging** | Backend job | `cd .. && uv run python src/advanced_omi_backend/scripts/run_anomaly_detection.py` |
+| **6. Deployment** | Backend | (Future) Use trained adapter inside the scan job |
+
+---
+
+## 🤝 Contributing
+
+To improve event detection:
+
+1. **Collect More Data**: Swipe left on user-loop popup to reject (stash) samples
+2. **Review Labels**: Check training data quality
+3. **Retrain Often**: Update adapter weekly with new data
+4. **A/B Test**: Compare new vs old adapters
+5. **Monitor Metrics**: Track false positive/negative rates
+
+---
+
+**Last Updated**: January 30, 2026
+**Status**: 🟢 Training/Export Workflow (User-Loop → Export → Training) ✅
+**Backend Integration**: 🟡 Partial (flagging job exists; model-based detection pending)
diff --git a/extras/ml-training/event-detection/export_from_mongo.py b/extras/ml-training/event-detection/export_from_mongo.py
new file mode 100755
index 00000000..4f95a590
--- /dev/null
+++ b/extras/ml-training/event-detection/export_from_mongo.py
@@ -0,0 +1,147 @@
+#!/usr/bin/env python3
+"""
+Export MongoDB Training Stash to JSONL for LoRA Training
+
+Bridge script: User-Loop (MongoDB) → Training (JSONL)
+
+Usage:
+    python export_from_mongo.py --output user_loop_feedback.jsonl
+
+Workflow:
+    1. Users swipe on user-loop popup
+    2. Items saved to MongoDB training_stash collection
+    3. Export with this script to JSONL format
+    4. Train LoRA adapter: python train.py --train_manifest user_loop_feedback.jsonl
+"""
+
+import argparse
+import json
+from datetime import datetime
+
+from pymongo import MongoClient
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(
+        description="Export training stash from MongoDB to JSONL"
+    )
+    parser.add_argument(
+        "--output",
+        type=str,
+        default="user_loop_feedback.jsonl",
+        help="Output JSONL file",
+    )
+    parser.add_argument(
+        "--mongo_uri",
+        type=str,
+        default="mongodb://localhost:27017",
+        help="MongoDB connection string",
+    )
+    parser.add_argument(
+        "--db_name", type=str, default="chronicle", help="Database name"
+    )
+    parser.add_argument(
+        "--min_samples", type=int, default=0, help="Minimum samples to export"
+    )
+    return parser.parse_args()
+
+
+def export_training_stash(mongo_uri, db_name, output_file, min_samples):
+    """
+    Export MongoDB training_stash collection to JSONL format
+
+    Schema:
+        {
+            "audio": "/path/to/audio.wav",
+            "text": "Transcription with <event> tag",
+            "timestamp": "2024-01-30T10:00:00Z",
+            "type": "positive"
+        }
+    """
+    print(f"🔗 Connecting to MongoDB: {mongo_uri}")
+    print(f"📁 Database: {db_name}")
+
+    client = MongoClient(mongo_uri)
+    db = client[db_name]
+
+    # Fetch all training stash entries
+    entries = list(db.training_stash.find({}))
+
+    if not entries:
+        print("❌ No entries found in training_stash collection")
+        print("💡 Tip: Swipe right on user-loop popup to add samples")
+        return False
+
+    if len(entries) < min_samples:
+        print(f"⚠️  Found {len(entries)} entries (minimum: {min_samples})")
+        return False
+
+    print(f"✅ Found {len(entries)} entries in training_stash")
+
+    # Convert to JSONL format
+    exported = 0
+    with open(output_file, "w") as f:
+        for entry in entries:
+            # Map MongoDB schema to training schema
+            training_sample = {
+                "audio": f"/data/audio/{entry['conversation_id']}.wav",
+                "text": entry["transcript"],
+                "timestamp": entry.get("timestamp", datetime.now().isoformat()),
+                "type": "positive",  # User-loop rejections = positive for training
+            }
+
+            # Write as JSONL (one JSON per line)
+            f.write(json.dumps(training_sample) + "\n")
+            exported += 1
+
+    print(f"💾 Exported {exported} entries to {output_file}")
+
+    # Print statistics
+    print(f"\n📊 Statistics:")
+    print(f"   Total exported: {exported}")
+
+    # Count unique conversations
+    unique_convs = set(e["conversation_id"] for e in entries)
+    print(f"   Unique conversations: {len(unique_convs)}")
+
+    # Check audio data
+    has_audio = sum(
+        1 for e in entries if e.get("audio_chunks") and len(e["audio_chunks"]) > 0
+    )
+    print(f"   Has audio chunks: {has_audio}/{exported}")
+
+    return True
+
+
+def main():
+    args = parse_args()
+
+    print("🚀 MongoDB Training Stash Export")
+    print("=" * 50)
+
+    success = export_training_stash(
+        args.mongo_uri, args.db_name, args.output, args.min_samples
+    )
+
+    print("\n" + "=" * 50)
+
+    if success:
+        print("✅ Export complete!")
+        print("\n🎯 Next Steps:")
+        print("   1. Review exported file:", args.output)
+        print("   2. Train LoRA adapter:")
+        print(f"      python train.py --train_manifest {args.output}")
+        print("   3. Run anomaly scan (MongoDB flagging):")
+        print(
+            "      cd .. && uv run python src/advanced_omi_backend/scripts/run_anomaly_detection.py"
+        )
+    else:
+        print("❌ Export failed")
+        print("\n💡 Suggestions:")
+        print("   - Swipe left on user-loop popup to add samples")
+        print("   - Check MongoDB connection")
+        print("   - Lower --min_samples threshold")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/ml-training/event-detection/manage_data.py b/extras/ml-training/event-detection/manage_data.py
new file mode 100644
index 00000000..9d596d1e
--- /dev/null
+++ b/extras/ml-training/event-detection/manage_data.py
@@ -0,0 +1,167 @@
+import argparse
+import json
+import os
+import shutil
+from datetime import datetime
+
+import librosa
+import torch
+from transformers import WhisperForConditionalGeneration, WhisperProcessor
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(description="Manage Event Detection Dataset")
+    subparsers = parser.add_subparsers(dest="command", required=True)
+
+    # Bootstrap command
+    cmd_bootstrap = subparsers.add_parser(
+        "bootstrap", help="Create initial manifest from folder"
+    )
+    cmd_bootstrap.add_argument(
+        "--audio_dir", required=True, help="Directory containing positive audio samples"
+    )
+    cmd_bootstrap.add_argument(
+        "--output_manifest", default="train.jsonl", help="Output jsonl file"
+    )
+    cmd_bootstrap.add_argument(
+        "--source_tag", default="<event>", help="Tag to use for event"
+    )
+
+    # Feedback command
+    cmd_feedback = subparsers.add_parser(
+        "feedback", help="Add feedback (positive/negative)"
+    )
+    cmd_feedback.add_argument("--audio_path", required=True, help="Path to audio file")
+    cmd_feedback.add_argument(
+        "--is_positive",
+        action="store_true",
+        help="Flag if sample is positive instance of event",
+    )
+    cmd_feedback.add_argument(
+        "--manifest", default="train.jsonl", help="Manifest file to update"
+    )
+    cmd_feedback.add_argument(
+        "--source_tag", default="<event>", help="Tag to use if positive"
+    )
+    cmd_feedback.add_argument(
+        "--base_model",
+        default="unsloth/whisper-large-v3",
+        help="Base model for transcription",
+    )
+
+    return parser.parse_args()
+
+
+def transcribe_audio(audio_path, model_id):
+    """Transcribe audio using base model to get ground truth text"""
+    device = "cuda" if torch.cuda.is_available() else "cpu"
+    print(f"Transcribing with {model_id} on {device}...")
+
+    processor = WhisperProcessor.from_pretrained(model_id)
+    model = WhisperForConditionalGeneration.from_pretrained(
+        model_id, torch_dtype=torch.float16 if device == "cuda" else torch.float32
+    )
+    model.to(device)
+    model.eval()
+
+    audio, _ = librosa.load(audio_path, sr=16000)
+    inputs = processor(audio, sampling_rate=16000, return_tensors="pt")
+    input_features = inputs.input_features.to(device)
+
+    if device == "cuda":
+        input_features = input_features.half()
+
+    with torch.no_grad():
+        generated_ids = model.generate(input_features)
+
+    text = processor.batch_decode(generated_ids, skip_special_tokens=True)[0].strip()
+    return text
+
+
+def bootstrap(audio_dir, output_manifest, source_tag):
+    if not os.path.exists(audio_dir):
+        raise FileNotFoundError(f"{audio_dir} does not exist")
+
+    entries = []
+    files = [
+        f for f in os.listdir(audio_dir) if f.lower().endswith((".wav", ".mp3", ".m4a"))
+    ]
+
+    if not files:
+        print("No audio files found in directory.")
+        return
+
+    print(f"Found {len(files)} files. Adding to {output_manifest}...")
+
+    # Check if we should append or overwrite? Spec implies bootstrapping starts the process.
+    # I'll append if exists, or create new.
+    mode = "a" if os.path.exists(output_manifest) else "w"
+
+    with open(output_manifest, mode) as f:
+        for filename in files:
+            file_path = os.path.join(audio_dir, filename)
+            # For bootstrapping, we assume these are just the event itself,
+            # so text is just the tag.
+            # Realistically, we might want to transcribe it, but let's keep it simple for now
+            # as these might be non-speech sounds (sneezes).
+            entry = {"audio": file_path, "text": source_tag}
+            f.write(json.dumps(entry) + "\n")
+            print(f"Added {filename}")
+
+
+def add_feedback(audio_path, is_positive, manifest_path, source_tag, base_model):
+    if not os.path.exists(audio_path):
+        raise FileNotFoundError(f"{audio_path} not found")
+
+    # Get ground truth text
+    # If positive, we want "Transcription <event>" or just "<event>" if it's non-speech?
+    # If negative, we want "Transcription" (without tag).
+
+    base_text = transcribe_audio(audio_path, base_model)
+    print(f"Base transcription: {base_text}")
+
+    if is_positive:
+        # If it's a positive sample, we ensure the tag is present.
+        # If the model didn't transcribe it (likely), we append it.
+        # If it's a pronunciation correction, the user might want to replace a specific word...
+        # But for "arbitrary event detection" usually implies adding a marker.
+        # Simple heuristic: Append tag to text.
+        final_text = f"{base_text} {source_tag}".strip()
+    else:
+        # Negative sample: The text is just what the base model hears (without the tag)
+        final_text = base_text.replace(
+            source_tag, ""
+        )  # Ensure tag isn't there by accident
+
+    entry = {
+        "audio": audio_path,
+        "text": final_text,
+        "timestamp": datetime.now().isoformat(),
+        "type": "positive" if is_positive else "negative",
+    }
+
+    with open(manifest_path, "a") as f:
+        f.write(json.dumps(entry) + "\n")
+
+    print(
+        f"Added {'positive' if is_positive else 'negative'} feedback for {audio_path}"
+    )
+
+
+def main():
+    args = parse_args()
+
+    if args.command == "bootstrap":
+        bootstrap(args.audio_dir, args.output_manifest, args.source_tag)
+    elif args.command == "feedback":
+        add_feedback(
+            args.audio_path,
+            args.is_positive,
+            args.manifest,
+            args.source_tag,
+            args.base_model,
+        )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/ml-training/event-detection/requirements.txt b/extras/ml-training/event-detection/requirements.txt
new file mode 100644
index 00000000..748abf19
--- /dev/null
+++ b/extras/ml-training/event-detection/requirements.txt
@@ -0,0 +1,13 @@
+unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git
+transformers
+torch
+librosa
+numpy
+datasets
+evaluate
+jiwer
+tqdm
+soundfile
+accelerate
+bitsandbytes
+peft
diff --git a/extras/ml-training/event-detection/train.py b/extras/ml-training/event-detection/train.py
new file mode 100644
index 00000000..63d1490e
--- /dev/null
+++ b/extras/ml-training/event-detection/train.py
@@ -0,0 +1,258 @@
+#!/usr/bin/env python3
+# Event Detection Training - Fine-tune Whisper with LoRA
+# ⚠️  NOT INTEGRATED WITH MAIN BACKEND - Use directly from CLI
+
+
+import argparse
+import json
+import os
+from dataclasses import dataclass
+from typing import Any, Dict, List, Union
+
+import evaluate
+import librosa
+import numpy as np
+import torch
+import tqdm
+from datasets import Dataset
+from transformers import (
+    Seq2SeqTrainer,
+    Seq2SeqTrainingArguments,
+    WhisperForConditionalGeneration,
+)
+from unsloth import FastModel, is_bf16_supported
+
+# Global Constants
+DEFAULT_MODEL_ID = "unsloth/whisper-large-v3"
+DEFAULT_OUTPUT_DIR = "event_lora_adapter_unsloth"
+DEFAULT_TRAIN_MANIFEST = "train.jsonl"
+DEFAULT_TARGET_TOKEN = "EVENT_DETECTED"
+DEFAULT_SOURCE_TAG = "<event>"
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(
+        description="Train Whisper LoRA for Event Detection"
+    )
+    parser.add_argument(
+        "--train_manifest",
+        type=str,
+        default=DEFAULT_TRAIN_MANIFEST,
+        help="Path to training data jsonl",
+    )
+    parser.add_argument(
+        "--output_dir",
+        type=str,
+        default=DEFAULT_OUTPUT_DIR,
+        help="Output directory for adapter",
+    )
+    parser.add_argument(
+        "--base_model", type=str, default=DEFAULT_MODEL_ID, help="Base Whisper model ID"
+    )
+    parser.add_argument(
+        "--target_token",
+        type=str,
+        default=DEFAULT_TARGET_TOKEN,
+        help="Token to emit for event",
+    )
+    parser.add_argument(
+        "--source_tag",
+        type=str,
+        default=DEFAULT_SOURCE_TAG,
+        help="Tag in text to replace",
+    )
+    return parser.parse_args()
+
+
+def prepare_dataset(manifest_path: str, source_tag: str, target_token: str) -> Dataset:
+    """Load and normalize training data from jsonl"""
+    audio_paths = []
+    texts = []
+
+    if not os.path.exists(manifest_path):
+        raise FileNotFoundError(f"{manifest_path} not found.")
+
+    with open(manifest_path, "r") as f:
+        for line in f:
+            entry = json.loads(line)
+            # Normalize text
+            text = entry["text"].replace(source_tag, target_token)
+
+            audio_paths.append(entry["audio"])
+            texts.append(text)
+
+            # Oversampling for target keyword (x5 as per spec)
+            if target_token in text:
+                for _ in range(5):
+                    audio_paths.append(entry["audio"])
+                    texts.append(text)
+
+    print(f"Loaded {len(audio_paths)} training samples.")
+
+    data = {"audio_path": audio_paths, "text": texts}
+
+    return Dataset.from_dict(data)
+
+
+@dataclass
+class DataCollatorSpeechSeq2SeqWithPadding:
+    processor: Any
+
+    def __call__(
+        self, features: List[Dict[str, Union[List[int], torch.Tensor]]]
+    ) -> Dict[str, torch.Tensor]:
+        input_features = [
+            {"input_features": feature["input_features"]} for feature in features
+        ]
+        batch = self.processor.feature_extractor.pad(
+            input_features, return_tensors="pt"
+        )
+
+        label_features = [{"input_ids": feature["labels"]} for feature in features]
+        labels_batch = self.processor.tokenizer.pad(label_features, return_tensors="pt")
+
+        labels = labels_batch["input_ids"].masked_fill(
+            labels_batch.attention_mask.ne(1), -100
+        )
+
+        if (labels[:, 0] == self.processor.tokenizer.bos_token_id).all().cpu().item():
+            labels = labels[:, 1:]
+
+        batch["labels"] = labels
+
+        return batch
+
+
+def main():
+    args = parse_args()
+
+    print(f"Loading model with Unsloth: {args.base_model}")
+
+    # Load model using Unsloth's FastModel
+    model, tokenizer = FastModel.from_pretrained(
+        model_name=args.base_model,
+        dtype=None,  # Auto detection
+        load_in_4bit=False,
+        auto_model=WhisperForConditionalGeneration,
+        whisper_language="English",
+        whisper_task="transcribe",
+    )
+
+    # Apply LoRA adapters
+    model = FastModel.get_peft_model(
+        model,
+        r=64,
+        target_modules=["q_proj", "v_proj"],
+        lora_alpha=64,
+        lora_dropout=0,
+        bias="none",
+        use_gradient_checkpointing="unsloth",
+        random_state=3407,
+        use_rslora=False,
+        loftq_config=None,
+        task_type=None,
+    )
+
+    # Configure generation settings
+    model.generation_config.language = "<|en|>"
+    model.generation_config.task = "transcribe"
+    model.config.suppress_tokens = []
+    model.generation_config.forced_decoder_ids = None
+
+    # Load dataset
+    dataset = prepare_dataset(args.train_manifest, args.source_tag, args.target_token)
+
+    def formatting_prompts_func(example):
+        """Process audio and text for training"""
+        # Load audio file
+        audio_array, sr = librosa.load(example["audio_path"], sr=16000)
+
+        # Extract features
+        features = tokenizer.feature_extractor(audio_array, sampling_rate=16000)
+
+        # Tokenize text
+        tokenized_text = tokenizer.tokenizer(example["text"])
+
+        return {
+            "input_features": features.input_features[0],
+            "labels": tokenized_text.input_ids,
+        }
+
+    print("Processing dataset...")
+    train_data = []
+    for example in tqdm.tqdm(dataset, desc="Processing audio"):
+        # Errors will bubble up as per spec
+        result = formatting_prompts_func(example)
+        train_data.append(result)
+
+    print(f"Successfully processed {len(train_data)} samples")
+
+    # Split into train/test
+    split_idx = max(1, int(len(train_data) * 0.94))
+    train_dataset = train_data[:split_idx]
+    test_dataset = train_data[split_idx:]
+
+    print(f"Train samples: {len(train_dataset)}, Test samples: {len(test_dataset)}")
+
+    metric = evaluate.load("wer")
+
+    def compute_metrics(pred):
+        pred_logits = pred.predictions[0]
+        label_ids = pred.label_ids
+
+        label_ids[label_ids == -100] = tokenizer.pad_token_id
+
+        pred_ids = np.argmax(pred_logits, axis=-1)
+
+        pred_str = tokenizer.batch_decode(pred_ids, skip_special_tokens=True)
+        label_str = tokenizer.batch_decode(label_ids, skip_special_tokens=True)
+
+        wer = 100 * metric.compute(predictions=pred_str, references=label_str)
+
+        return {"wer": wer}
+
+    data_collator = DataCollatorSpeechSeq2SeqWithPadding(processor=tokenizer)
+
+    # Setup trainer
+    trainer = Seq2SeqTrainer(
+        model=model,
+        train_dataset=train_dataset,
+        data_collator=data_collator,
+        eval_dataset=test_dataset if len(test_dataset) > 0 else None,
+        tokenizer=tokenizer.feature_extractor,
+        compute_metrics=compute_metrics,
+        args=Seq2SeqTrainingArguments(
+            per_device_train_batch_size=1,
+            gradient_accumulation_steps=4,
+            warmup_steps=5,
+            max_steps=200,  # Can be exposed as arg if needed, keeping simple for now
+            learning_rate=1e-4,
+            logging_steps=10,
+            optim="adamw_8bit",
+            fp16=not is_bf16_supported(),
+            bf16=is_bf16_supported(),
+            weight_decay=0.001,
+            remove_unused_columns=False,
+            lr_scheduler_type="linear",
+            label_names=["labels"],
+            eval_steps=20,
+            eval_strategy="steps" if len(test_dataset) > 0 else "no",
+            seed=3407,
+            output_dir=args.output_dir,
+            report_to="none",
+        ),
+    )
+
+    print("Starting training...")
+    trainer.train()
+
+    # Save the model
+    print(f"Saving adapter to {args.output_dir}")
+    model.save_pretrained(args.output_dir)
+    tokenizer.save_pretrained(args.output_dir)
+
+    print("Training complete!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/openmemory-mcp/.env.template b/extras/openmemory-mcp/.env.template
deleted file mode 100644
index 10c790bd..00000000
--- a/extras/openmemory-mcp/.env.template
+++ /dev/null
@@ -1,11 +0,0 @@
-# OpenMemory MCP Configuration
-# Copy this file to .env and fill in your values
-
-# Required: OpenAI API Key for memory processing
-OPENAI_API_KEY=
-
-# Optional: User identifier (defaults to system username)
-USER=openmemory
-
-# Optional: Frontend URL (if using UI)
-NEXT_PUBLIC_API_URL=http://localhost:8765
\ No newline at end of file
diff --git a/extras/openmemory-mcp/.gitignore b/extras/openmemory-mcp/.gitignore
deleted file mode 100644
index 6e25fa8f..00000000
--- a/extras/openmemory-mcp/.gitignore
+++ /dev/null
@@ -1 +0,0 @@
-cache/
\ No newline at end of file
diff --git a/extras/openmemory-mcp/README.md b/extras/openmemory-mcp/README.md
deleted file mode 100644
index 940a33e5..00000000
--- a/extras/openmemory-mcp/README.md
+++ /dev/null
@@ -1,187 +0,0 @@
-# OpenMemory MCP Service
-
-This directory contains a local deployment of the OpenMemory MCP (Model Context Protocol) server, which can be used as an alternative memory provider for Chronicle.
-
-## What is OpenMemory MCP?
-
-OpenMemory MCP is a memory service from mem0.ai that provides:
-- Automatic memory extraction from conversations
-- Vector-based memory storage with Qdrant
-- Semantic search across memories
-- MCP protocol support for AI integrations
-- Built-in deduplication and memory management
-
-## Quick Start
-
-### 1. Configure Environment
-
-```bash
-cp .env.template .env
-# Edit .env and add your OPENAI_API_KEY
-```
-
-### 2. Start Services
-
-```bash
-# Start backend only (recommended)
-./run.sh
-
-# Or start with UI (optional)
-./run.sh --with-ui
-```
-
-### 3. Configure Chronicle
-
-In your Chronicle backend `.env` file:
-
-```bash
-# Use OpenMemory MCP instead of built-in memory processing
-MEMORY_PROVIDER=openmemory_mcp
-OPENMEMORY_MCP_URL=http://localhost:8765
-```
-
-## Architecture
-
-The deployment includes:
-
-1. **OpenMemory MCP Server** (port 8765)
-   - FastAPI backend with MCP protocol support
-   - Memory extraction using OpenAI
-   - REST API and MCP endpoints
-
-2. **Qdrant Vector Database** (port 6334)
-   - Stores memory embeddings
-   - Enables semantic search
-   - Isolated from main Chronicle Qdrant
-
-3. **OpenMemory UI** (port 3001, optional)
-   - Web interface for memory management
-   - View and search memories
-   - Debug and testing interface
-
-## Service Endpoints
-
-- **MCP Server**: http://localhost:8765
-  - REST API: `/api/v1/memories`
-  - MCP SSE: `/mcp/{client_name}/sse/{user_id}`
-  
-- **Qdrant Dashboard**: http://localhost:6334/dashboard
-
-- **UI** (if enabled): http://localhost:3001
-
-## How It Works with Chronicle
-
-When configured with `MEMORY_PROVIDER=openmemory_mcp`, Chronicle will:
-
-1. Send raw conversation transcripts to OpenMemory MCP
-2. OpenMemory extracts memories using OpenAI
-3. Memories are stored in the dedicated Qdrant instance
-4. Chronicle can search memories via the MCP protocol
-
-This replaces Chronicle's built-in memory processing with OpenMemory's implementation.
-
-## Managing Services
-
-```bash
-# View logs
-docker compose logs -f
-
-# Stop services
-docker compose down
-
-# Stop and remove data
-docker compose down -v
-
-# Restart services
-docker compose restart
-```
-
-## Testing
-
-### Standalone Test (No Chronicle Dependencies)
-
-Test the OpenMemory MCP server directly:
-
-```bash
-# From extras/openmemory-mcp directory
-./test_standalone.py
-
-# Or with custom server URL
-OPENMEMORY_MCP_URL=http://localhost:8765 python test_standalone.py
-```
-
-This test verifies:
-- Server connectivity
-- Memory creation via REST API
-- Memory listing and search
-- Memory deletion
-- MCP protocol endpoints
-
-### Integration Test (With Chronicle)
-
-Test the integration between Chronicle and OpenMemory MCP:
-
-```bash
-# From backends/advanced directory
-cd backends/advanced
-uv run python tests/test_openmemory_integration.py
-
-# Or with custom server URL
-OPENMEMORY_MCP_URL=http://localhost:8765 uv run python tests/test_openmemory_integration.py
-```
-
-This test verifies:
-- MCP client functionality
-- OpenMemoryMCPService implementation
-- Service factory integration
-- Memory operations through Chronicle interface
-
-## Troubleshooting
-
-### Port Conflicts
-
-If ports are already in use, edit `docker-compose.yml`:
-- Change `8765:8765` to another port for MCP server
-- Change `6334:6333` to another port for Qdrant
-- Update Chronicle's `OPENMEMORY_MCP_URL` accordingly
-
-### Memory Not Working
-
-1. Check OpenMemory logs: `docker compose logs openmemory-mcp`
-2. Verify OPENAI_API_KEY is set correctly
-3. Ensure Chronicle backend is configured with correct URL
-4. Test MCP endpoint: `curl http://localhost:8765/api/v1/memories?user_id=test`
-
-### Connection Issues
-
-- Ensure containers are on same network if running Chronicle in Docker
-- Use `host.docker.internal` instead of `localhost` when connecting from Docker containers
-
-## Advanced Configuration
-
-### Using with Docker Network
-
-If Chronicle backend is also running in Docker:
-
-```yaml
-# In Chronicle docker-compose.yml
-networks:
-  default:
-    external:
-      name: openmemory-mcp_openmemory-network
-```
-
-Then use container names in Chronicle .env:
-```bash
-OPENMEMORY_MCP_URL=http://openmemory-mcp:8765
-```
-
-### Custom Models
-
-OpenMemory uses OpenAI by default. To use different models, you would need to modify the OpenMemory source code and build a custom image.
-
-## Resources
-
-- [OpenMemory Documentation](https://docs.mem0.ai/open-memory/introduction)
-- [MCP Protocol Spec](https://github.com/mem0ai/mem0/tree/main/openmemory)
-- [Chronicle Memory Docs](../../backends/advanced/MEMORY_PROVIDERS.md)
\ No newline at end of file
diff --git a/extras/openmemory-mcp/docker-compose.yml b/extras/openmemory-mcp/docker-compose.yml
deleted file mode 100644
index 34fbc8e5..00000000
--- a/extras/openmemory-mcp/docker-compose.yml
+++ /dev/null
@@ -1,50 +0,0 @@
-services:
-  # Qdrant vector database for OpenMemory (following original naming)
-  mem0_store:
-    image: qdrant/qdrant
-    ports:
-      - "6335:6333"  # Different port to avoid conflict with main Qdrant
-    volumes:
-      - ./data/mem0_storage:/qdrant/storage
-    restart: unless-stopped
-
-  # OpenMemory MCP Server (official Docker image)
-  openmemory-mcp:
-    image: mem0/openmemory-mcp:latest
-    env_file:
-      - .env
-    environment:
-      - OPENAI_API_KEY=${OPENAI_API_KEY}
-      - OPENMEMORY_USER_ID=${OPENMEMORY_USER_ID:-openmemory}
-    depends_on:
-      - mem0_store
-    ports:
-      - "8765:8765"
-    restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "python", "-c", "import requests; exit(0 if requests.get('http://localhost:8765/docs').status_code == 200 else 1)"]
-      interval: 30s
-      timeout: 10s
-      retries: 3
-      start_period: 30s
-    networks:
-      - default
-      - chronicle-network
-
-  # OpenMemory UI (starts by default with the MCP server)
-  openmemory-ui:
-    image: mem0/openmemory-ui:latest
-    ports:
-      - "3001:3000"  # Different port to avoid conflict
-    environment:
-      - NEXT_PUBLIC_API_URL=http://localhost:8765
-      - NEXT_PUBLIC_USER_ID=openmemory
-    depends_on:
-      - openmemory-mcp
-    restart: unless-stopped
-
-networks:
-  default:
-    name: openmemory-mcp_default
-  chronicle-network:
-    external: true
\ No newline at end of file
diff --git a/extras/openmemory-mcp/requirements.txt b/extras/openmemory-mcp/requirements.txt
deleted file mode 100644
index 486db2a8..00000000
--- a/extras/openmemory-mcp/requirements.txt
+++ /dev/null
@@ -1 +0,0 @@
-httpx>=0.24.0
\ No newline at end of file
diff --git a/extras/openmemory-mcp/run.sh b/extras/openmemory-mcp/run.sh
deleted file mode 100755
index 1092207a..00000000
--- a/extras/openmemory-mcp/run.sh
+++ /dev/null
@@ -1,77 +0,0 @@
-#!/bin/bash
-
-set -e
-
-echo "🚀 Starting OpenMemory MCP installation for Chronicle..."
-
-# Set environment variables
-OPENAI_API_KEY="${OPENAI_API_KEY:-}"
-USER="${USER:-$(whoami)}"
-
-# Check for .env file first
-if [ -f .env ]; then
-    echo "📝 Loading configuration from .env file..."
-    export $(cat .env | grep -v '^#' | xargs)
-fi
-
-if [ -z "$OPENAI_API_KEY" ]; then
-    echo "❌ OPENAI_API_KEY not set."
-    echo "   Option 1: Create a .env file from .env.template and add your key"
-    echo "   Option 2: Run with: OPENAI_API_KEY=your_api_key ./run.sh"
-    echo "   Option 3: Export it: export OPENAI_API_KEY=your_api_key"
-    exit 1
-fi
-
-# Check if Docker is installed
-if ! command -v docker &> /dev/null; then
-    echo "❌ Docker not found. Please install Docker first."
-    exit 1
-fi
-
-# Check if docker compose is available
-if ! docker compose version &> /dev/null; then
-    echo "❌ Docker Compose not found. Please install Docker Compose V2."
-    exit 1
-fi
-
-# Export required variables for Compose
-export OPENAI_API_KEY
-export USER
-
-# Parse command line arguments
-PROFILE=""
-if [ "$1" = "--with-ui" ]; then
-    PROFILE="--profile ui"
-    echo "🎨 UI will be enabled at http://localhost:3001"
-fi
-
-# Start services
-echo "🚀 Starting OpenMemory MCP services..."
-docker compose up -d $PROFILE
-
-# Wait for services to be ready
-echo "⏳ Waiting for services to be ready..."
-sleep 5
-
-# Check if services are running
-if docker ps | grep -q openmemory-mcp; then
-    echo "✅ OpenMemory MCP Backend: http://localhost:8765"
-    echo "✅ OpenMemory Qdrant:      http://localhost:6334"
-    if [ "$1" = "--with-ui" ]; then
-        echo "✅ OpenMemory UI:          http://localhost:3001"
-        echo "✅ OpenMemory MCP API:     http://localhost:8765/openapi.json"
-        echo "   Available endpoints:"
-        curl -s http://localhost:8765/openapi.json | jq '.paths | keys[]'
-    fi
-    echo ""
-    echo "📚 Integration with Chronicle:"
-    echo "   Set MEMORY_PROVIDER=openmemory_mcp in your Chronicle .env"
-    echo "   Set OPENMEMORY_MCP_URL=http://localhost:8765 in your Chronicle .env"
-    echo ""
-    echo "🔍 Check logs: docker compose logs -f"
-    echo "🛑 Stop services: docker compose down"
-else
-    echo "❌ Failed to start OpenMemory MCP services"
-    echo "   Check logs: docker compose logs"
-    exit 1
-fi
\ No newline at end of file
diff --git a/extras/openmemory-mcp/setup.sh b/extras/openmemory-mcp/setup.sh
deleted file mode 100755
index afa8cf57..00000000
--- a/extras/openmemory-mcp/setup.sh
+++ /dev/null
@@ -1,78 +0,0 @@
-#!/bin/bash
-
-# Enable strict error handling
-set -euo pipefail
-
-# Parse command line arguments
-OPENAI_API_KEY=""
-
-while [[ $# -gt 0 ]]; do
-    case $1 in
-        --openai-api-key)
-            OPENAI_API_KEY="$2"
-            shift 2
-            ;;
-        *)
-            echo "Unknown argument: $1"
-            exit 1
-            ;;
-    esac
-done
-
-echo "🧠 OpenMemory MCP Setup"
-echo "======================"
-
-# Check if already configured
-if [ -f ".env" ]; then
-    echo "⚠️  .env already exists. Backing up..."
-    cp .env .env.backup.$(date +%Y%m%d_%H%M%S)
-fi
-
-# Start from template - check existence first
-if [ ! -r ".env.template" ]; then
-    echo "Error: .env.template not found or not readable" >&2
-    exit 1
-fi
-
-# Copy template and set secure permissions
-if ! cp .env.template .env; then
-    echo "Error: Failed to copy .env.template to .env" >&2
-    exit 1
-fi
-
-# Set restrictive permissions (owner read/write only)
-chmod 600 .env
-
-# Get OpenAI API Key (prompt only if not provided via command line)
-if [ -z "$OPENAI_API_KEY" ]; then
-    echo ""
-    echo "🔑 OpenAI API Key (required for memory extraction)"
-    echo "Get yours from: https://platform.openai.com/api-keys"
-    while true; do
-        read -s -r -p "OpenAI API Key: " OPENAI_API_KEY
-        echo  # Print newline after silent input
-        if [ -n "$OPENAI_API_KEY" ]; then
-            break
-        fi
-        echo "Error: OpenAI API Key cannot be empty. Please try again."
-    done
-else
-    echo "✅ OpenAI API key configured from command line"
-fi
-
-# Update .env file safely using awk - replace existing line or append if missing
-temp_file=$(mktemp)
-awk -v key="$OPENAI_API_KEY" '
-    /^OPENAI_API_KEY=/ { print "OPENAI_API_KEY=" key; found=1; next }
-    { print }
-    END { if (!found) print "OPENAI_API_KEY=" key }
-' .env > "$temp_file"
-mv "$temp_file" .env
-
-echo ""
-echo "✅ OpenMemory MCP configured!"
-echo "📁 Configuration saved to .env"
-echo ""
-echo "🚀 To start: docker compose up -d"
-echo "🌐 MCP Server: http://localhost:8765"
-echo "📱 Web UI: http://localhost:3001"
\ No newline at end of file
diff --git a/extras/openmemory-mcp/test_standalone.py b/extras/openmemory-mcp/test_standalone.py
deleted file mode 100755
index 08720f4e..00000000
--- a/extras/openmemory-mcp/test_standalone.py
+++ /dev/null
@@ -1,492 +0,0 @@
-#!/usr/bin/env python3
-"""Standalone test script for OpenMemory MCP server.
-
-This script tests the OpenMemory MCP server directly using its REST API,
-without any dependencies on Chronicle backend code.
-"""
-
-import asyncio
-import json
-import os
-import subprocess
-import sys
-from typing import List, Dict, Any
-import httpx
-from pathlib import Path
-
-# Test Configuration Flags (following project patterns)
-# TODO: Update CLAUDE.md documentation to reflect FRESH_RUN flag usage across all integration tests
-# This replaces any previous "CACHED_MODE" references with consistent FRESH_RUN naming
-FRESH_RUN = os.environ.get("FRESH_RUN", "true").lower() == "true"
-CLEANUP_CONTAINERS = os.environ.get("CLEANUP_CONTAINERS", "false").lower() == "true"  # Default false for dev convenience
-REBUILD = os.environ.get("REBUILD", "false").lower() == "true"
-
-
-class OpenMemoryClient:
-    """Simple client for testing OpenMemory REST API."""
-    
-    def __init__(self, server_url: str = "http://localhost:8765", user_id: str = "test_user"):
-        self.server_url = server_url.rstrip('/')
-        self.user_id = user_id
-        self.client = httpx.AsyncClient(timeout=30.0)
-    
-    async def __aenter__(self):
-        return self
-    
-    async def __aexit__(self, exc_type, exc_val, exc_tb):
-        await self.client.aclose()
-    
-    async def test_connection(self) -> bool:
-        """Test if server is reachable."""
-        try:
-            response = await self.client.get(f"{self.server_url}/")
-            return response.status_code in [200, 404, 422]
-        except:
-            return False
-    
-    async def create_memory(self, text: str) -> Dict[str, Any]:
-        """Create a new memory."""
-        response = await self.client.post(
-            f"{self.server_url}/api/v1/memories/",
-            json={
-                "user_id": self.user_id,
-                "text": text,
-                "metadata": {
-                    "source": "test_script",
-                    "test": True
-                },
-                "infer": True,
-                "app": "openmemory"  # Use default app name that exists
-            }
-        )
-        response.raise_for_status()
-        return response.json()
-    
-    async def list_memories(self, limit: int = 10) -> List[Dict[str, Any]]:
-        """List memories for the user."""
-        response = await self.client.get(
-            f"{self.server_url}/api/v1/memories/",
-            params={
-                "user_id": self.user_id,
-                "page": 1,
-                "size": limit
-            }
-        )
-        response.raise_for_status()
-        result = response.json()
-        
-        # Handle paginated response
-        if isinstance(result, dict) and "items" in result:
-            return result["items"]
-        elif isinstance(result, list):
-            return result
-        return []
-    
-    async def search_memories(self, query: str, limit: int = 5) -> List[Dict[str, Any]]:
-        """Search memories with a query."""
-        response = await self.client.get(
-            f"{self.server_url}/api/v1/memories/",
-            params={
-                "user_id": self.user_id,
-                "search_query": query,
-                "page": 1,
-                "size": limit
-            }
-        )
-        response.raise_for_status()
-        result = response.json()
-        
-        # Handle paginated response
-        if isinstance(result, dict) and "items" in result:
-            return result["items"]
-        elif isinstance(result, list):
-            return result
-        return []
-    
-    async def delete_memories(self, memory_ids: List[str]) -> Dict[str, Any]:
-        """Delete specific memories."""
-        response = await self.client.request(
-            "DELETE",
-            f"{self.server_url}/api/v1/memories/",
-            json={
-                "memory_ids": memory_ids,
-                "user_id": self.user_id
-            }
-        )
-        response.raise_for_status()
-        return response.json()
-    
-    async def get_stats(self) -> Dict[str, Any]:
-        """Get memory statistics."""
-        try:
-            response = await self.client.get(
-                f"{self.server_url}/api/v1/stats/",
-                params={"user_id": self.user_id}
-            )
-            response.raise_for_status()
-            return response.json()
-        except:
-            return {}
-
-
-async def test_basic_operations():
-    """Test basic OpenMemory operations."""
-    
-    server_url = os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
-    # Use the same user ID as OpenMemory server expects
-    user_id = os.getenv("TEST_USER_ID", os.getenv("USER", "openmemory"))
-    
-    print(f"🧪 Testing OpenMemory MCP Server")
-    print(f"📍 Server URL: {server_url}")
-    print(f"👤 User ID: {user_id}")
-    print("="*60)
-    
-    async with OpenMemoryClient(server_url, user_id) as client:
-        # Test 1: Connection
-        print("\n1️⃣  Testing connection...")
-        is_connected = await client.test_connection()
-        if not is_connected:
-            print("❌ Failed to connect to OpenMemory server")
-            print("   Please ensure the server is running:")
-            print("   cd extras/openmemory-mcp && ./run.sh")
-            return False
-        print("✅ Connected to OpenMemory server")
-        
-        # Test 2: Create memory
-        print("\n2️⃣  Creating test memories...")
-        test_memories = [
-            "I prefer Python for backend development and use FastAPI for building APIs.",
-            "My morning routine includes meditation at 6 AM followed by a 5-mile run.",
-            "I'm learning Japanese and practice with Anki flashcards for 30 minutes daily.",
-            "My favorite book is 'The Pragmatic Programmer' and I re-read it every year.",
-            "I work remotely from a co-working space in Seattle three days a week."
-        ]
-        
-        created_memories = []
-        for i, text in enumerate(test_memories, 1):
-            try:
-                result = await client.create_memory(text)
-                if result is None:
-                    # Handle None response (no-op, likely duplicate)
-                    print(f"   ℹ️  Memory {i}: No-op (likely duplicate)")
-                elif isinstance(result, dict) and "error" in result:
-                    print(f"   ⚠️  Memory {i}: {result['error']}")
-                else:
-                    # Handle successful creation or existing memory
-                    if hasattr(result, 'id'):
-                        memory_id = str(result.id)
-                    else:
-                        memory_id = result.get("id", f"memory_{i}") if isinstance(result, dict) else f"memory_{i}"
-                    
-                    created_memories.append(memory_id)
-                    print(f"   ✅ Memory {i}: Created (ID: {memory_id[:8]}...)")
-            except Exception as e:
-                print(f"   ❌ Memory {i}: Failed - {e}")
-        
-        print(f"\n   Summary: {len(created_memories)}/{len(test_memories)} memories created")
-        
-        # Test 3: List memories
-        print("\n3️⃣  Listing memories...")
-        try:
-            memories = await client.list_memories(limit=20)
-            print(f"✅ Found {len(memories)} memory(ies)")
-            
-            for i, memory in enumerate(memories[:3], 1):
-                content = memory.get("content", memory.get("text", ""))[:80]
-                memory_id = str(memory.get("id", "unknown"))[:8]
-                print(f"   {i}. [{memory_id}...] {content}...")
-        except Exception as e:
-            print(f"❌ Failed to list memories: {e}")
-            memories = []
-        
-        # Test 4: Search memories
-        print("\n4️⃣  Searching memories...")
-        test_queries = [
-            "programming Python",
-            "morning exercise routine",
-            "learning languages"
-        ]
-        
-        for query in test_queries:
-            try:
-                results = await client.search_memories(query, limit=3)
-                print(f"   Query: '{query}' → {len(results)} result(s)")
-                if results:
-                    top_result = results[0]
-                    content = top_result.get("content", top_result.get("text", ""))[:60]
-                    print(f"      Top: {content}...")
-            except Exception as e:
-                print(f"   ❌ Search failed for '{query}': {e}")
-        
-        # Test 5: Get stats (if available)
-        print("\n5️⃣  Getting statistics...")
-        try:
-            stats = await client.get_stats()
-            if stats:
-                print(f"✅ Stats retrieved: {json.dumps(stats, indent=2)}")
-            else:
-                print("ℹ️  No statistics available")
-        except Exception as e:
-            print(f"ℹ️  Statistics endpoint not available: {e}")
-        
-        # Test 6: Delete memories (cleanup)
-        if memories and len(memories) > 0:
-            print("\n6️⃣  Testing deletion...")
-            # Delete first memory as a test
-            test_memory_id = str(memories[0].get("id"))
-            try:
-                result = await client.delete_memories([test_memory_id])
-                print(f"✅ Deleted memory: {test_memory_id[:8]}...")
-                if "message" in result:
-                    print(f"   Response: {result['message']}")
-            except Exception as e:
-                print(f"⚠️  Deletion not supported or failed: {e}")
-        
-        print("\n" + "="*60)
-        print("✨ Test completed successfully!")
-        return True
-
-
-async def test_mcp_protocol():
-    """Test MCP protocol endpoints (if available)."""
-    
-    server_url = os.getenv("OPENMEMORY_MCP_URL", "http://localhost:8765")
-    user_id = os.getenv("TEST_USER_ID", os.getenv("USER", "openmemory"))
-    client_name = "test_client"
-    
-    print(f"\n🔧 Testing MCP Protocol Endpoints")
-    print(f"📍 Server URL: {server_url}")
-    print(f"👤 User ID: {user_id}")
-    print(f"🏷️  Client: {client_name}")
-    print("="*60)
-    
-    async with httpx.AsyncClient(timeout=10.0) as client:  # 10 second timeout
-        # Test MCP SSE endpoint
-        print("\n1️⃣  Testing MCP SSE endpoint...")
-        try:
-            # SSE connections stay open, so we expect a timeout after connection opens
-            response = await client.get(
-                f"{server_url}/mcp/{client_name}/sse/{user_id}",
-                headers={"Accept": "text/event-stream"}
-            )
-            # If we get here, connection opened successfully
-            print("✅ MCP SSE endpoint is available")
-        except httpx.TimeoutException:
-            # This is expected - SSE connection opened but timed out waiting for events
-            print("✅ MCP SSE endpoint is available (connection opened, timed out as expected)")
-        except Exception as e:
-            print(f"ℹ️  MCP SSE endpoint not available: {e}")
-        
-        # Test MCP messages endpoint
-        print("\n2️⃣  Testing MCP messages endpoint...")
-        try:
-            # Send a simple JSON-RPC request
-            payload = {
-                "jsonrpc": "2.0",
-                "id": "test_1",
-                "method": "initialize",
-                "params": {}
-            }
-            
-            response = await client.post(
-                f"{server_url}/mcp/messages/",  # Add trailing slash to avoid redirect
-                json=payload,
-                headers={
-                    "Content-Type": "application/json",
-                    "X-Client-Name": client_name,
-                    "X-User-ID": user_id
-                }
-            )
-            
-            if response.status_code == 200:
-                print("✅ MCP messages endpoint is available")
-                result = response.json()
-                print(f"   Response: {json.dumps(result, indent=2)[:200]}...")
-            else:
-                print(f"ℹ️  MCP messages endpoint returned: {response.status_code}")
-        except Exception as e:
-            print(f"ℹ️  MCP messages endpoint not available: {e}")
-    
-    print("\n✨ MCP protocol test completed!")
-
-
-def load_env_files():
-    """Load environment from .env.test (priority) or .env (fallback), following project patterns."""
-    try:
-        # Try to import python-dotenv for proper .env parsing
-        from dotenv import load_dotenv
-        
-        env_test_path = Path('.env.test')
-        env_path = Path('.env')
-        
-        if env_test_path.exists():
-            print(f"📄 Loading environment from {env_test_path}")
-            load_dotenv(env_test_path)
-        elif env_path.exists():
-            print(f"📄 Loading environment from {env_path}")
-            load_dotenv(env_path)
-        else:
-            print("⚠️  No .env.test or .env file found, using shell environment")
-    except ImportError:
-        # Fallback to manual parsing if python-dotenv not available
-        print("⚠️  python-dotenv not available, using simple parsing")
-        env_file = Path(".env")
-        if env_file.exists():
-            print(f"📄 Loading environment from {env_file}")
-            with open(env_file) as f:
-                for line in f:
-                    line = line.strip()
-                    if line and not line.startswith("#") and "=" in line:
-                        key, value = line.split("=", 1)
-                        os.environ[key] = value
-        else:
-            print("⚠️  No .env file found, using shell environment")
-
-
-def validate_required_keys():
-    """Validate required API keys - FAIL FAST if missing."""
-    missing_keys = []
-    
-    if not os.getenv("OPENAI_API_KEY"):
-        missing_keys.append("OPENAI_API_KEY")
-    
-    if missing_keys:
-        print(f"❌ FATAL ERROR: Missing required environment variables: {', '.join(missing_keys)}")
-        print("   These are required for OpenMemory to function.")
-        print("   Add to extras/openmemory-mcp/.env file:")
-        for key in missing_keys:
-            print(f"   {key}=your-key-here")
-        print()
-        print("   Example:")
-        print(f"   echo '{missing_keys[0]}=your-key-here' >> .env")
-        return False
-    
-    print(f"✅ Required API keys validated")
-    return True
-
-
-def cleanup_test_data():
-    """Clean up OpenMemory test data if in fresh mode, following integration test patterns."""
-    if not FRESH_RUN:
-        print("🗂️  Cache mode: Reusing existing memories and data")
-        return
-    
-    print("🗂️  Fresh mode: Cleaning existing memories and data...")
-    
-    # First, stop containers and remove volumes
-    try:
-        subprocess.run([
-            "docker", "compose", "down", "-v"
-        ], check=True, cwd=Path.cwd())
-        print("   ✅ Cleaned Docker volumes")
-    except subprocess.CalledProcessError as e:
-        print(f"   ⚠️  Could not clean Docker volumes: {e}")
-    
-    # Then, clean data directories using lightweight Docker container (following project pattern)
-    try:
-        # Check if data directory exists
-        data_dir = Path.cwd() / "data"
-        if data_dir.exists():
-            result = subprocess.run([
-                "docker", "run", "--rm",
-                "-v", f"{data_dir}:/data",
-                "alpine:latest",
-                "sh", "-c", "rm -rf /data/*"
-            ], capture_output=True, text=True, timeout=30)
-            
-            if result.returncode == 0:
-                print("   ✅ Cleaned data directories")
-            else:
-                print(f"   ⚠️  Error during data directory cleanup: {result.stderr}")
-        else:
-            print("   ℹ️  No data directory to clean")
-                        
-    except Exception as e:
-        print(f"   ⚠️  Data directory cleanup failed: {e}")
-        print("   💡 Ensure Docker is running and accessible")
-
-
-def cleanup_containers():
-    """Stop and remove containers after test if cleanup enabled."""
-    if not CLEANUP_CONTAINERS:
-        print("🐳 Keeping containers running for debugging")
-        return
-    
-    print("🐳 Cleaning up test containers...")
-    try:
-        subprocess.run([
-            "docker", "compose", "down", "-v"
-        ], check=True, cwd=Path.cwd())
-        print("   ✅ Containers cleaned up")
-    except subprocess.CalledProcessError as e:
-        print(f"   ⚠️  Could not clean up containers: {e}")
-
-
-async def main():
-    """Run all standalone tests following integration test patterns."""
-    
-    print("🚀 OpenMemory MCP Standalone Tests")
-    print("="*60)
-    print(f"🔧 Configuration:")
-    print(f"   FRESH_RUN={FRESH_RUN}, CLEANUP_CONTAINERS={CLEANUP_CONTAINERS}, REBUILD={REBUILD}")
-    print()
-    
-    # 1. Load environment files
-    load_env_files()
-    
-    # 2. Validate required keys - FAIL FAST
-    if not validate_required_keys():
-        return False
-    
-    # 3. Data management
-    cleanup_test_data()
-    
-    # 4. Ensure containers are running (rebuild if requested)
-    if REBUILD:
-        print("🔨 Rebuilding containers...")
-        try:
-            subprocess.run([
-                "docker", "compose", "build", "--no-cache"
-            ], check=True, cwd=Path.cwd())
-        except subprocess.CalledProcessError as e:
-            print(f"❌ Failed to rebuild containers: {e}")
-            return False
-    
-    # Start containers
-    print("🐳 Starting containers...")
-    try:
-        subprocess.run([
-            "docker", "compose", "up", "-d"
-        ], check=True, cwd=Path.cwd())
-        print("   ✅ Containers started")
-    except subprocess.CalledProcessError as e:
-        print(f"❌ Failed to start containers: {e}")
-        return False
-    
-    # Wait a moment for services to be ready
-    print("⏳ Waiting for services to be ready...")
-    await asyncio.sleep(5)
-    
-    try:
-        # 5. Run basic operations test
-        success = await test_basic_operations()
-        
-        if success:
-            # 6. Run MCP protocol test
-            await test_mcp_protocol()
-        
-        print(f"\n{'✅' if success else '❌'} Test Results:")
-        print(f"   Basic Operations: {'PASSED' if success else 'FAILED'}")
-        print(f"   MCP Protocol: {'TESTED' if success else 'SKIPPED'}")
-        
-        return success
-        
-    finally:
-        # 7. Cleanup containers if requested
-        cleanup_containers()
-    
-    print("\n🎉 All standalone tests completed!")
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
\ No newline at end of file
diff --git a/extras/screenpipe-collector/.env.template b/extras/screenpipe-collector/.env.template
new file mode 100644
index 00000000..ed649aa4
--- /dev/null
+++ b/extras/screenpipe-collector/.env.template
@@ -0,0 +1,4 @@
+# Pairing writes the real token to ~/.config/chronicle-screenpipe/config.json.
+# This file documents the non-secret defaults used by the guided command.
+SCREENPIPE_DIR=~/.screenpipe
+SCREENPIPE_URL=http://127.0.0.1:3030
diff --git a/extras/screenpipe-collector/README.md b/extras/screenpipe-collector/README.md
new file mode 100644
index 00000000..c94f54af
--- /dev/null
+++ b/extras/screenpipe-collector/README.md
@@ -0,0 +1,65 @@
+# Chronicle ScreenPipe companion
+
+This service keeps ScreenPipe as the local capture store while forwarding compact,
+event-driven observations and, only when enabled, completed audio chunks to Chronicle.
+Long activities remain one observation with incremental novel-text samples. Screen
+pixels and OCR are retrieved only for bounded jobs requested by Chronicle. See the full
+[capture-node architecture](../../docs/screenpipe.md).
+
+## Pair and run
+
+1. Create a pairing code from Chronicle's **Timeline → Sources** panel.
+2. Pair this device:
+
+   ```bash
+   uv run --project extras/screenpipe-collector chronicle-screenpipe pair \
+     --backend https://kraken.example \
+     --code PAIRING_CODE
+   ```
+
+3. Start ScreenPipe with Chronicle's privacy-oriented defaults. The example records
+   both the default microphone and system output while leaving transcription to
+   Chronicle:
+
+   ```bash
+   screenpipe record --audio-transcription-engine disabled \
+     --use-system-default-audio true --use-all-monitors true \
+     --use-pii-removal true --disable-keyboard-capture \
+     --disable-clipboard-capture --capture-scroll true \
+     --prioritize-input-latency --pause-on-drm-content \
+     --screenpipe-aec-enabled \
+     --disable-meeting-detector --disable-telemetry \
+     --video-quality balanced --retention-days 90 \
+     --retention-mode media --api-auth true
+   ```
+
+   Set `SCREENPIPE_API_KEY` for both ScreenPipe and the pairing command so the
+   companion can authenticate bounded local OCR queries.
+
+   For system audio without the microphone, replace
+   `--use-system-default-audio true` with
+   `--use-system-default-audio false --audio-device "DEVICE (output)"`. Discover the
+   exact platform device names with `screenpipe audio list --output json`. Use
+   `--disable-audio` only for screen-only capture.
+
+   Pair with `--forward-audio none|output|input|both` to independently control which
+   locally recorded sources are uploaded. The guided setup asks for both the local
+   capture mode and forwarding mode.
+
+4. Run the companion:
+
+   ```bash
+   uv run --project extras/screenpipe-collector chronicle-screenpipe run
+   ```
+
+   After verification, install it as a separate user service:
+
+   ```bash
+   uv run --project extras/screenpipe-collector chronicle-screenpipe install-service
+   ```
+
+ScreenPipe itself can be installed independently with `screenpipe service install --record-args "..."`, using the recording arguments above.
+
+Configuration is stored with mode `0600` under `~/.config/chronicle-screenpipe`;
+checkpoints and crash-resumable observation state live under
+`~/.local/state/chronicle-screenpipe`.
diff --git a/extras/screenpipe-collector/chronicle_screenpipe/__init__.py b/extras/screenpipe-collector/chronicle_screenpipe/__init__.py
new file mode 100644
index 00000000..a8cde6a0
--- /dev/null
+++ b/extras/screenpipe-collector/chronicle_screenpipe/__init__.py
@@ -0,0 +1 @@
+"""Chronicle's local ScreenPipe companion."""
diff --git a/extras/screenpipe-collector/chronicle_screenpipe/collector.py b/extras/screenpipe-collector/chronicle_screenpipe/collector.py
new file mode 100644
index 00000000..55f687a9
--- /dev/null
+++ b/extras/screenpipe-collector/chronicle_screenpipe/collector.py
@@ -0,0 +1,425 @@
+from __future__ import annotations
+
+import hashlib
+import json
+import logging
+import mimetypes
+import sqlite3
+import time
+import wave
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any
+
+import httpx
+
+from .observations import ObservationTracker
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class Config:
+    backend_url: str
+    source_id: str
+    token: str
+    screenpipe_dir: Path
+    screenpipe_url: str = "http://127.0.0.1:3030"
+    screenpipe_token: str | None = None
+    forward_audio: str = "both"
+    poll_seconds: float = 5.0
+    activity_debounce_seconds: float = 10.0
+    sample_cooldown_seconds: float = 120.0
+    liveness_seconds: float = 900.0
+
+
+class Checkpoints:
+    def __init__(self, path: Path):
+        self.path = path
+        self.values: dict[str, int] = {}
+        if path.exists():
+            self.values = json.loads(path.read_text(encoding="utf-8"))
+
+    def get(self, stream: str) -> int:
+        return int(self.values.get(stream, 0))
+
+    def set(self, stream: str, value: int) -> None:
+        self.values[stream] = value
+        self.path.parent.mkdir(parents=True, exist_ok=True)
+        temporary = self.path.with_suffix(".tmp")
+        temporary.write_text(json.dumps(self.values, sort_keys=True), encoding="utf-8")
+        temporary.replace(self.path)
+
+
+def open_screenpipe_db(path: Path) -> sqlite3.Connection:
+    """Open the live WAL database without ever requesting a write lock."""
+    uri = f"file:{path.resolve()}?mode=ro"
+    connection = sqlite3.connect(uri, uri=True, timeout=5)
+    connection.row_factory = sqlite3.Row
+    connection.execute("PRAGMA query_only=ON")
+    connection.execute("PRAGMA busy_timeout=5000")
+    return connection
+
+
+def table_columns(connection: sqlite3.Connection, table: str) -> set[str]:
+    return {row[1] for row in connection.execute(f"PRAGMA table_info({table})")}
+
+
+def infer_audio_direction(path: str) -> str:
+    value = path.lower()
+    if "(input)" in value or "input" in Path(value).name:
+        return "input"
+    if "(output)" in value or "output" in Path(value).name:
+        return "output"
+    return "unknown"
+
+
+def iso_timestamp(value: Any) -> str:
+    if isinstance(value, (int, float)):
+        return datetime.fromtimestamp(float(value), tz=timezone.utc).isoformat()
+    text = str(value)
+    if text.endswith("Z") or "+" in text[10:]:
+        return text
+    return f"{text}Z"
+
+
+def timestamp_seconds(value: str) -> float:
+    return datetime.fromisoformat(value.replace("Z", "+00:00")).timestamp()
+
+
+def audio_duration(path: Path) -> float:
+    try:
+        with wave.open(str(path), "rb") as audio:
+            return audio.getnframes() / audio.getframerate()
+    except (wave.Error, OSError, ZeroDivisionError):
+        return 30.0
+
+
+class Collector:
+    def __init__(self, config: Config, state_dir: Path):
+        self.config = config
+        self.checkpoints = Checkpoints(state_dir / "checkpoints.json")
+        self.observations_path = state_dir / "observations.json"
+        self.rejections_path = state_dir / "rejections.jsonl"
+        self.metrics = {
+            "observation_opens": 0,
+            "observation_closes": 0,
+            "observation_samples": 0,
+        }
+        self.client = httpx.Client(
+            base_url=config.backend_url.rstrip("/"),
+            headers={"Authorization": f"Bearer {config.token}"},
+            timeout=60,
+        )
+
+    @property
+    def database_path(self) -> Path:
+        return self.config.screenpipe_dir / "db.sqlite"
+
+    def heartbeat(self, error: str | None = None) -> None:
+        health = {
+            "screenpipe_db": str(self.database_path),
+            "audio_cursor": self.checkpoints.get("audio"),
+            "frame_cursor": self.checkpoints.get("frames"),
+            **self.metrics,
+        }
+        if error:
+            health["error"] = error
+        response = self.client.post(
+            "/api/device-input/heartbeat",
+            json={"status": "error" if error else "online", "health": health},
+        )
+        response.raise_for_status()
+
+    def collect_audio(self, connection: sqlite3.Connection) -> int:
+        columns = table_columns(connection, "audio_chunks")
+        required = {"id", "file_path", "timestamp"}
+        if not required <= columns:
+            # ScreenPipe may expose a migration placeholder briefly before the
+            # first audio segment initializes the final schema.
+            count = connection.execute("SELECT COUNT(*) FROM audio_chunks").fetchone()[
+                0
+            ]
+            if count == 0:
+                return 0
+            raise RuntimeError(
+                f"unsupported ScreenPipe audio_chunks schema; missing {sorted(required - columns)}"
+            )
+        cursor = self.checkpoints.get("audio")
+        rows = connection.execute(
+            "SELECT id, file_path, timestamp FROM audio_chunks WHERE id > ? AND timestamp IS NOT NULL ORDER BY id LIMIT 100",
+            (cursor,),
+        ).fetchall()
+        sent = 0
+        for row in rows:
+            path = Path(row["file_path"])
+            direction = infer_audio_direction(str(path))
+            if self.config.forward_audio == "none" or (
+                self.config.forward_audio != "both"
+                and direction != self.config.forward_audio
+            ):
+                self.checkpoints.set("audio", row["id"])
+                continue
+            if not path.is_file():
+                captured = timestamp_seconds(iso_timestamp(row["timestamp"]))
+                if time.time() - captured < 120:
+                    logger.warning(
+                        "audio chunk %s is not available yet: %s", row["id"], path
+                    )
+                    break
+                self.rejections_path.parent.mkdir(parents=True, exist_ok=True)
+                with self.rejections_path.open("a", encoding="utf-8") as rejected:
+                    rejected.write(
+                        json.dumps(
+                            {
+                                "stream": "audio",
+                                "source_item_id": row["id"],
+                                "detail": "source media missing",
+                            }
+                        )
+                        + "\n"
+                    )
+                self.checkpoints.set("audio", row["id"])
+                continue
+            before = path.stat()
+            time.sleep(0.05)
+            after = path.stat()
+            if (
+                before.st_size != after.st_size
+                or before.st_mtime_ns != after.st_mtime_ns
+            ):
+                break
+            digest = hashlib.sha256(path.read_bytes()).hexdigest()
+            content_type = mimetypes.guess_type(path.name)[0] or "audio/wav"
+            with path.open("rb") as handle:
+                response = self.client.post(
+                    "/api/device-input/audio",
+                    data={
+                        "source_item_id": str(row["id"]),
+                        "captured_at": iso_timestamp(row["timestamp"]),
+                        "duration_seconds": str(audio_duration(path)),
+                        "device_name": path.stem,
+                        "direction": direction,
+                        "content_hash": digest,
+                    },
+                    files={"file": (path.name, handle, content_type)},
+                )
+            if response.status_code >= 500:
+                response.raise_for_status()
+            if response.status_code >= 400:
+                logger.error("audio chunk %s rejected: %s", row["id"], response.text)
+                self.rejections_path.parent.mkdir(parents=True, exist_ok=True)
+                with self.rejections_path.open("a", encoding="utf-8") as rejected:
+                    rejected.write(
+                        json.dumps(
+                            {
+                                "stream": "audio",
+                                "source_item_id": row["id"],
+                                "status": response.status_code,
+                                "detail": response.text[:1000],
+                            }
+                        )
+                        + "\n"
+                    )
+            self.checkpoints.set("audio", row["id"])
+            sent += 1
+        return sent
+
+    def _load_observation_tracker(self) -> ObservationTracker:
+        state = None
+        if self.observations_path.exists():
+            state = json.loads(self.observations_path.read_text(encoding="utf-8"))
+        return ObservationTracker(
+            state,
+            stability_seconds=self.config.activity_debounce_seconds,
+            sample_cooldown_seconds=self.config.sample_cooldown_seconds,
+            liveness_seconds=self.config.liveness_seconds,
+        )
+
+    def _save_observation_tracker(self, tracker: ObservationTracker) -> None:
+        self.observations_path.parent.mkdir(parents=True, exist_ok=True)
+        temporary = self.observations_path.with_suffix(".tmp")
+        temporary.write_text(
+            json.dumps(tracker.state, sort_keys=True), encoding="utf-8"
+        )
+        temporary.replace(self.observations_path)
+
+    def _send_observation_events(self, events: list[dict[str, Any]]) -> int:
+        if not events:
+            return 0
+        response = self.client.post(
+            "/api/device-input/observations", json={"events": events}
+        )
+        response.raise_for_status()
+        for event in events:
+            key = {
+                "open": "observation_opens",
+                "close": "observation_closes",
+                "sample": "observation_samples",
+            }[event["event"]]
+            self.metrics[key] += 1
+        return len(events)
+
+    def collect_observations(self, connection: sqlite3.Connection) -> int:
+        columns = table_columns(connection, "frames")
+        required = {"id", "timestamp", "app_name", "window_name"}
+        if not required <= columns:
+            raise RuntimeError(
+                f"unsupported ScreenPipe frames schema; missing {sorted(required - columns)}"
+            )
+
+        def optional(name: str) -> str:
+            return name if name in columns else f"NULL AS {name}"
+
+        cursor = self.checkpoints.get("frames")
+        rows = connection.execute(
+            f"SELECT id, timestamp, app_name, window_name, {optional('browser_url')}, "
+            f"{optional('capture_trigger')}, {optional('full_text')}, {optional('text_source')} "
+            "FROM frames WHERE id > ? ORDER BY id LIMIT 1000",
+            (cursor,),
+        ).fetchall()
+        tracker = self._load_observation_tracker()
+        now = datetime.now(timezone.utc).isoformat()
+        events = tracker.process_rows(rows, now)
+        sent = self._send_observation_events(events)
+        self._save_observation_tracker(tracker)
+        if rows:
+            self.checkpoints.set("frames", rows[-1]["id"])
+        return sent
+
+    def close_observation(self) -> int:
+        tracker = self._load_observation_tracker()
+        events = tracker.close(datetime.now(timezone.utc).isoformat())
+        sent = self._send_observation_events(events)
+        self._save_observation_tracker(tracker)
+        return sent
+
+    def process_job(self) -> bool:
+        response = self.client.get("/api/device-input/jobs/next")
+        response.raise_for_status()
+        job = response.json().get("job")
+        if not job:
+            return False
+        try:
+            if job["kind"] in {"thumbnail", "source_media"}:
+                frame_id = job.get("payload", {}).get("frame_id")
+                if frame_id is None:
+                    raise RuntimeError("thumbnail job is missing frame_id")
+                headers = (
+                    {"Authorization": f"Bearer {self.config.screenpipe_token}"}
+                    if self.config.screenpipe_token
+                    else None
+                )
+                width = int(job.get("payload", {}).get("width") or 640)
+                quality = 85 if width > 640 else 75
+                thumbnail = httpx.get(
+                    f"{self.config.screenpipe_url.rstrip('/')}/frames/{frame_id}/thumbnail",
+                    params={"width": width, "quality": quality},
+                    headers=headers,
+                    timeout=30,
+                )
+                thumbnail.raise_for_status()
+                done = self.client.post(
+                    f"/api/device-input/jobs/{job['id']}/thumbnail",
+                    files={
+                        "file": (
+                            f"screenpipe-frame-{frame_id}.jpg",
+                            thumbnail.content,
+                            thumbnail.headers.get("content-type", "image/jpeg"),
+                        )
+                    },
+                )
+                done.raise_for_status()
+                return True
+            raw_items = []
+            offset = 0
+            page_size = 500
+            while True:
+                params = {
+                    "content_type": "ocr",
+                    "start_time": (
+                        iso_timestamp(job["start_at"]) if job.get("start_at") else None
+                    ),
+                    "end_time": (
+                        iso_timestamp(job["end_at"]) if job.get("end_at") else None
+                    ),
+                    "limit": page_size,
+                    "offset": offset,
+                }
+                headers = (
+                    {"Authorization": f"Bearer {self.config.screenpipe_token}"}
+                    if self.config.screenpipe_token
+                    else None
+                )
+                local = httpx.get(
+                    f"{self.config.screenpipe_url.rstrip('/')}/search",
+                    params=params,
+                    headers=headers,
+                    timeout=60,
+                )
+                local.raise_for_status()
+                page = local.json().get("data", [])
+                raw_items.extend(page)
+                if len(page) < page_size:
+                    break
+                offset += len(page)
+            items = []
+            for raw in raw_items:
+                content = raw.get("content", raw)
+                frame_id = content.get("frame_id")
+                if frame_id is None:
+                    continue
+                items.append(
+                    {
+                        "source_item_id": f"frame:{frame_id}",
+                        "captured_at": content.get("timestamp"),
+                        "metadata": {
+                            "frame_id": frame_id,
+                            "app_name": content.get("app_name"),
+                            "window_name": content.get("window_name"),
+                            "browser_url": content.get("browser_url"),
+                            "text": content.get("text"),
+                        },
+                    }
+                )
+            result = {"success": True, "items": items}
+        except Exception as exc:
+            result = {"success": False, "items": [], "error": str(exc)}
+        done = self.client.post(
+            f"/api/device-input/jobs/{job['id']}/complete", json=result
+        )
+        done.raise_for_status()
+        return True
+
+    def run(self) -> None:
+        last_heartbeat = 0.0
+        while True:
+            try:
+                with open_screenpipe_db(self.database_path) as connection:
+                    self.collect_audio(connection)
+                    self.collect_observations(connection)
+                self.process_job()
+                if time.monotonic() - last_heartbeat >= 30:
+                    self.heartbeat()
+                    last_heartbeat = time.monotonic()
+            except KeyboardInterrupt:
+                try:
+                    self.close_observation()
+                except Exception:
+                    logger.exception("failed to close observation during shutdown")
+                return
+            except Exception as exc:
+                logger.exception("collector pass failed")
+                try:
+                    self.heartbeat(str(exc))
+                except Exception:
+                    logger.exception("heartbeat failed")
+            try:
+                time.sleep(self.config.poll_seconds)
+            except KeyboardInterrupt:
+                try:
+                    self.close_observation()
+                except Exception:
+                    logger.exception("failed to close observation during shutdown")
+                return
diff --git a/extras/screenpipe-collector/chronicle_screenpipe/main.py b/extras/screenpipe-collector/chronicle_screenpipe/main.py
new file mode 100644
index 00000000..c1107cb1
--- /dev/null
+++ b/extras/screenpipe-collector/chronicle_screenpipe/main.py
@@ -0,0 +1,124 @@
+from __future__ import annotations
+
+import argparse
+import json
+import logging
+import os
+import platform
+import signal
+import sys
+from pathlib import Path
+
+import httpx
+
+from .collector import Collector, Config
+
+
+def _shutdown_signal(_signum, _frame) -> None:
+    raise KeyboardInterrupt
+
+
+def config_dir() -> Path:
+    return (
+        Path(os.getenv("XDG_CONFIG_HOME", Path.home() / ".config"))
+        / "chronicle-screenpipe"
+    )
+
+
+def state_dir() -> Path:
+    return (
+        Path(os.getenv("XDG_STATE_HOME", Path.home() / ".local/state"))
+        / "chronicle-screenpipe"
+    )
+
+
+def load_config() -> Config:
+    raw = json.loads((config_dir() / "config.json").read_text(encoding="utf-8"))
+    raw["screenpipe_dir"] = Path(raw["screenpipe_dir"]).expanduser()
+    return Config(**raw)
+
+
+def pair(args: argparse.Namespace) -> None:
+    response = httpx.post(
+        f"{args.backend.rstrip('/')}/api/device-input/pair",
+        json={
+            "code": args.code,
+            "name": args.name or platform.node(),
+            "platform": platform.system().lower(),
+            "provider": "screenpipe",
+            "capabilities": ["audio", "observation", "screen_context"],
+        },
+        timeout=30,
+    )
+    response.raise_for_status()
+    paired = response.json()
+    target = config_dir()
+    target.mkdir(parents=True, exist_ok=True)
+    path = target / "config.json"
+    path.write_text(
+        json.dumps(
+            {
+                "backend_url": args.backend,
+                "source_id": paired["source_id"],
+                "token": paired["token"],
+                "screenpipe_dir": str(Path(args.screenpipe_dir).expanduser()),
+                "screenpipe_url": args.screenpipe_url,
+                "screenpipe_token": args.screenpipe_token,
+                "forward_audio": args.forward_audio,
+            },
+            indent=2,
+        ),
+        encoding="utf-8",
+    )
+    path.chmod(0o600)
+    print(f"paired {paired['source_id']}; configuration saved to {path}")
+
+
+def install_service() -> None:
+    # Unit definition lives in the repo-root clients.py (shared with the
+    # unified tray, `services.py client`, and the node agent's update path).
+    repo_root = Path(__file__).resolve().parents[3]
+    sys.path.insert(0, str(repo_root))
+    import clients
+
+    clients.install_component("screenpipe-collector")
+    print("installed and started the chronicle-screenpipe user service")
+
+
+def main() -> None:
+    logging.basicConfig(
+        level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s"
+    )
+    parser = argparse.ArgumentParser(description="Chronicle companion for ScreenPipe")
+    sub = parser.add_subparsers(dest="command", required=True)
+    pair_parser = sub.add_parser("pair")
+    pair_parser.add_argument("--backend", required=True)
+    pair_parser.add_argument("--code", required=True)
+    pair_parser.add_argument("--name")
+    pair_parser.add_argument("--screenpipe-dir", default="~/.screenpipe")
+    pair_parser.add_argument("--screenpipe-url", default="http://127.0.0.1:3030")
+    pair_parser.add_argument(
+        "--screenpipe-token",
+        default=os.getenv("SCREENPIPE_API_KEY"),
+        help="token used by ScreenPipe's authenticated local API",
+    )
+    pair_parser.add_argument(
+        "--forward-audio",
+        choices=("none", "output", "input", "both"),
+        default="both",
+        help="which locally captured ScreenPipe audio sources Chronicle receives",
+    )
+    sub.add_parser("run")
+    sub.add_parser("install-service")
+    args = parser.parse_args()
+    if args.command == "pair":
+        pair(args)
+    elif args.command == "run":
+        signal.signal(signal.SIGTERM, _shutdown_signal)
+        Collector(load_config(), state_dir()).run()
+    else:
+        install_service()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/screenpipe-collector/chronicle_screenpipe/observations.py b/extras/screenpipe-collector/chronicle_screenpipe/observations.py
new file mode 100644
index 00000000..f3de4746
--- /dev/null
+++ b/extras/screenpipe-collector/chronicle_screenpipe/observations.py
@@ -0,0 +1,385 @@
+"""Event-driven ScreenPipe observation state machine.
+
+The collector polls ScreenPipe's local database frequently, but this module emits
+remote events only for meaningful context boundaries and novel samples.  State is
+plain JSON so an open observation survives collector restarts.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import re
+from datetime import datetime, timezone
+from difflib import SequenceMatcher
+from typing import Any, Iterable, Mapping
+
+_MEANINGFUL_TRIGGERS = {
+    "click",
+    "typing_pause",
+    "scroll_stop",
+    "key_press",
+    "clipboard",
+    "visual_change",
+    "manual",
+}
+_INACTIVE_TRIGGERS = {"idle", "locked", "blank", "drm_paused"}
+_TOKEN_RE = re.compile(r"\w+", re.UNICODE)
+
+
+def iso_timestamp(value: Any) -> str:
+    if isinstance(value, (int, float)):
+        return datetime.fromtimestamp(float(value), tz=timezone.utc).isoformat()
+    text = str(value)
+    if text.endswith("Z") or "+" in text[10:]:
+        return text
+    return f"{text}Z"
+
+
+def timestamp_seconds(value: str) -> float:
+    return datetime.fromisoformat(value.replace("Z", "+00:00")).timestamp()
+
+
+def normalize_text(value: str | None, limit: int = 2000) -> str:
+    """Normalize and bound locally captured text before it leaves the device."""
+    return " ".join((value or "").split())[:limit]
+
+
+def content_fingerprint(value: str | None) -> str:
+    normalized = normalize_text(value)
+    return hashlib.sha256(normalized.encode("utf-8")).hexdigest()
+
+
+def text_is_novel(previous: str, current: str) -> bool:
+    """Reject exact and near-identical OCR/accessibility snapshots."""
+    previous = normalize_text(previous)
+    current = normalize_text(current)
+    if not current or previous == current:
+        return False
+    if not previous:
+        return True
+    if SequenceMatcher(None, previous, current).ratio() >= 0.92:
+        return False
+    old_tokens = set(_TOKEN_RE.findall(previous.lower()))
+    new_tokens = set(_TOKEN_RE.findall(current.lower()))
+    if old_tokens or new_tokens:
+        union = old_tokens | new_tokens
+        if union and len(old_tokens & new_tokens) / len(union) >= 0.88:
+            return False
+    return True
+
+
+def context_key(row: Mapping[str, Any]) -> list[str]:
+    return [
+        str(row["app_name"] or ""),
+        str(row["window_name"] or ""),
+        str(_row_value(row, "browser_url") or ""),
+    ]
+
+
+def _row_value(row: Mapping[str, Any], name: str) -> Any:
+    try:
+        return row[name]
+    except (KeyError, IndexError):
+        return None
+
+
+def _sample(
+    observation: dict[str, Any], trigger: str, *, liveness: bool = False
+) -> dict[str, Any]:
+    text = observation.get("text", "")
+    return {
+        "captured_at": observation["ended_at"],
+        "elapsed_seconds": max(
+            0,
+            timestamp_seconds(observation["ended_at"])
+            - timestamp_seconds(observation["captured_at"]),
+        ),
+        "capture_trigger": trigger,
+        "text": text,
+        "content_fingerprint": content_fingerprint(text),
+        "previous_fingerprint": observation.get("last_sent_fingerprint"),
+        "frame_id": observation["representative_frame_id"],
+        "liveness": liveness,
+        "inactive": trigger in _INACTIVE_TRIGGERS,
+    }
+
+
+def _candidate_score(row: Mapping[str, Any], text: str, frame_count: int) -> float:
+    trigger = str(_row_value(row, "capture_trigger") or "")
+    return (
+        min(len(text), 1000) / 1000
+        + (0.75 if trigger in _MEANINGFUL_TRIGGERS else 0)
+        + (0.25 if frame_count > 1 else 0)
+        - (1.0 if trigger in _INACTIVE_TRIGGERS else 0)
+    )
+
+
+def _add_frame_candidate(
+    observation: dict[str, Any], row: Mapping[str, Any], text: str
+) -> None:
+    frame_id = int(row["id"])
+    candidates = [
+        candidate
+        for candidate in observation.get("frame_candidates", [])
+        if candidate["frame_id"] != frame_id
+    ]
+    candidates.append(
+        {
+            "frame_id": frame_id,
+            "captured_at": iso_timestamp(row["timestamp"]),
+            "score": round(_candidate_score(row, text, observation["frame_count"]), 4),
+            "capture_trigger": str(_row_value(row, "capture_trigger") or ""),
+            "has_text": bool(text),
+        }
+    )
+    observation["frame_candidates"] = sorted(
+        candidates, key=lambda candidate: (-candidate["score"], candidate["frame_id"])
+    )[:3]
+
+
+def new_observation(row: Mapping[str, Any]) -> dict[str, Any]:
+    captured_at = iso_timestamp(row["timestamp"])
+    text = normalize_text(_row_value(row, "full_text"))
+    trigger = str(_row_value(row, "capture_trigger") or "")
+    observation = {
+        "key": context_key(row),
+        "source_item_id": f"observation:{row['id']}",
+        "captured_at": captured_at,
+        "ended_at": captured_at,
+        "first_frame_id": int(row["id"]),
+        "last_frame_id": int(row["id"]),
+        "representative_frame_id": int(row["id"]),
+        "frame_count": 1,
+        "app_name": context_key(row)[0],
+        "window_name": context_key(row)[1],
+        "browser_url": context_key(row)[2],
+        "capture_trigger": trigger,
+        "text": text,
+        "initial_text": text,
+        "last_sent_text": "",
+        "last_sent_fingerprint": None,
+        "last_sample_at": None,
+        "meaningful": trigger in _MEANINGFUL_TRIGGERS,
+        "inactive": trigger in _INACTIVE_TRIGGERS,
+        "frame_candidates": [],
+    }
+    _add_frame_candidate(observation, row, text)
+    return observation
+
+
+def update_observation(observation: dict[str, Any], row: Mapping[str, Any]) -> None:
+    text = normalize_text(_row_value(row, "full_text"))
+    trigger = str(_row_value(row, "capture_trigger") or "")
+    observation["ended_at"] = iso_timestamp(row["timestamp"])
+    observation["last_frame_id"] = int(row["id"])
+    observation["frame_count"] += 1
+    observation["capture_trigger"] = trigger or observation.get("capture_trigger", "")
+    observation["inactive"] = trigger in _INACTIVE_TRIGGERS
+    if trigger in _MEANINGFUL_TRIGGERS or text_is_novel(
+        observation["initial_text"], text
+    ):
+        observation["meaningful"] = True
+    if text:
+        observation["text"] = text
+        observation["representative_frame_id"] = int(row["id"])
+    _add_frame_candidate(observation, row, text)
+
+
+def _metadata(observation: dict[str, Any]) -> dict[str, Any]:
+    return {
+        key: observation.get(key)
+        for key in (
+            "app_name",
+            "window_name",
+            "browser_url",
+            "first_frame_id",
+            "last_frame_id",
+            "representative_frame_id",
+            "frame_count",
+            "capture_trigger",
+            "inactive",
+        )
+    }
+
+
+def _event(
+    action: str,
+    observation: dict[str, Any],
+    *,
+    ended_at: str | None = None,
+    sample: dict[str, Any] | None = None,
+) -> dict[str, Any]:
+    return {
+        "event": action,
+        "source_item_id": observation["source_item_id"],
+        "captured_at": observation["captured_at"],
+        "ended_at": ended_at,
+        "metadata": _metadata(observation),
+        "frame_candidates": observation.get("frame_candidates", []),
+        "sample": sample,
+    }
+
+
+class ObservationTracker:
+    """Track one committed observation and one uncommitted switch candidate."""
+
+    SCHEMA = 1
+
+    def __init__(
+        self,
+        state: dict[str, Any] | None = None,
+        *,
+        stability_seconds: float = 10,
+        sample_cooldown_seconds: float = 120,
+        liveness_seconds: float = 900,
+    ):
+        state = state or {"schema": self.SCHEMA, "active": None, "candidate": None}
+        if state.get("schema") != self.SCHEMA:
+            raise ValueError("unsupported observation state schema")
+        self.state = state
+        self.stability_seconds = stability_seconds
+        self.sample_cooldown_seconds = sample_cooldown_seconds
+        self.liveness_seconds = liveness_seconds
+
+    @property
+    def active(self) -> dict[str, Any] | None:
+        return self.state["active"]
+
+    @active.setter
+    def active(self, value: dict[str, Any] | None) -> None:
+        self.state["active"] = value
+
+    @property
+    def candidate(self) -> dict[str, Any] | None:
+        return self.state["candidate"]
+
+    @candidate.setter
+    def candidate(self, value: dict[str, Any] | None) -> None:
+        self.state["candidate"] = value
+
+    def _open_candidate(self) -> list[dict[str, Any]]:
+        if self.candidate is None:
+            return []
+        events: list[dict[str, Any]] = []
+        if self.active is not None:
+            self.active["ended_at"] = self.candidate["captured_at"]
+            events.append(
+                _event("close", self.active, ended_at=self.active["ended_at"])
+            )
+        opened = self.candidate
+        opened["opened_early"] = bool(opened.get("meaningful")) and (
+            timestamp_seconds(opened["ended_at"])
+            - timestamp_seconds(opened["captured_at"])
+            < self.stability_seconds
+        )
+        initial_sample = _sample(opened, opened.get("capture_trigger", ""))
+        opened["last_sent_text"] = opened.get("text", "")
+        opened["last_sent_fingerprint"] = initial_sample["content_fingerprint"]
+        opened["last_sample_at"] = initial_sample["captured_at"]
+        events.append(_event("open", opened, sample=initial_sample))
+        self.active = opened
+        self.candidate = None
+        return events
+
+    def _close_active(self, ended_at: str) -> list[dict[str, Any]]:
+        if self.active is None:
+            return []
+        self.active["ended_at"] = ended_at
+        final_sample = None
+        if text_is_novel(
+            self.active.get("last_sent_text", ""), self.active.get("text", "")
+        ):
+            final_sample = _sample(self.active, self.active.get("capture_trigger", ""))
+            self.active["last_sent_text"] = self.active.get("text", "")
+            self.active["last_sent_fingerprint"] = final_sample["content_fingerprint"]
+            self.active["last_sample_at"] = final_sample["captured_at"]
+        events = [_event("close", self.active, ended_at=ended_at, sample=final_sample)]
+        self.active = None
+        return events
+
+    def _maybe_sample(self) -> list[dict[str, Any]]:
+        observation = self.active
+        if observation is None or not observation.get("last_sample_at"):
+            return []
+        elapsed = timestamp_seconds(observation["ended_at"]) - timestamp_seconds(
+            observation["last_sample_at"]
+        )
+        novel = text_is_novel(
+            observation.get("last_sent_text", ""), observation.get("text", "")
+        )
+        liveness = elapsed >= self.liveness_seconds and not observation.get("inactive")
+        if not liveness and (not novel or elapsed < self.sample_cooldown_seconds):
+            return []
+        sample = _sample(
+            observation,
+            observation.get("capture_trigger", ""),
+            liveness=liveness and not novel,
+        )
+        observation["last_sent_text"] = observation.get("text", "")
+        observation["last_sent_fingerprint"] = sample["content_fingerprint"]
+        observation["last_sample_at"] = sample["captured_at"]
+        return [_event("sample", observation, sample=sample)]
+
+    def _candidate_is_stable(self, now: str) -> bool:
+        return self.candidate is not None and (
+            timestamp_seconds(now) - timestamp_seconds(self.candidate["captured_at"])
+            >= self.stability_seconds
+        )
+
+    def process_rows(
+        self, rows: Iterable[Mapping[str, Any]], now: str
+    ) -> list[dict[str, Any]]:
+        events: list[dict[str, Any]] = []
+        for row in rows:
+            key = context_key(row)
+            captured_at = iso_timestamp(row["timestamp"])
+            if self.candidate is not None:
+                if self.candidate["key"] == key:
+                    update_observation(self.candidate, row)
+                    if self.candidate["meaningful"] or self._candidate_is_stable(
+                        captured_at
+                    ):
+                        events.extend(self._open_candidate())
+                    continue
+
+                if self.active is not None and self.active["key"] == key:
+                    if self.candidate["meaningful"]:
+                        events.extend(self._open_candidate())
+                        events.extend(self._close_active(captured_at))
+                        self.candidate = new_observation(row)
+                    else:
+                        self.candidate = None
+                        update_observation(self.active, row)
+                        events.extend(self._maybe_sample())
+                    continue
+
+                if self.candidate["meaningful"]:
+                    events.extend(self._open_candidate())
+                    events.extend(self._close_active(captured_at))
+                self.candidate = new_observation(row)
+                continue
+
+            if self.active is None:
+                self.candidate = new_observation(row)
+                if self.candidate["meaningful"]:
+                    events.extend(self._open_candidate())
+                continue
+            if self.active["key"] == key:
+                update_observation(self.active, row)
+                events.extend(self._maybe_sample())
+                continue
+            if self.active.get("opened_early"):
+                events.extend(self._close_active(captured_at))
+            self.candidate = new_observation(row)
+
+        if self._candidate_is_stable(now):
+            events.extend(self._open_candidate())
+        return events
+
+    def close(self, now: str) -> list[dict[str, Any]]:
+        events: list[dict[str, Any]] = []
+        if self.candidate is not None and self.candidate.get("meaningful"):
+            events.extend(self._open_candidate())
+        self.candidate = None
+        events.extend(self._close_active(now))
+        return events
diff --git a/extras/screenpipe-collector/init.py b/extras/screenpipe-collector/init.py
new file mode 100644
index 00000000..20ac5fac
--- /dev/null
+++ b/extras/screenpipe-collector/init.py
@@ -0,0 +1,159 @@
+#!/usr/bin/env python3
+"""Guided host-native setup for a Chronicle ScreenPipe capture node."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import secrets
+import shlex
+import shutil
+import subprocess
+from pathlib import Path
+
+from rich.console import Console
+from rich.prompt import Confirm, Prompt
+
+
+console = Console()
+PROJECT = Path(__file__).resolve().parent
+SYSTEMD_USER_DIR = Path.home() / ".config/systemd/user"
+
+
+def screenpipe_command() -> str | None:
+    return shutil.which("screenpipe")
+
+
+def list_audio_devices(binary: str) -> list[str]:
+    result = subprocess.run(
+        [binary, "audio", "list", "--output", "json"],
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return [entry["name"] for entry in json.loads(result.stdout)["data"]]
+
+
+def audio_arguments(mode: str, devices: list[str]) -> list[str]:
+    if mode == "off":
+        return ["--disable-audio"]
+    if mode == "both":
+        return ["--use-system-default-audio", "true"]
+    suffix = "(output)" if mode == "system" else "(input)"
+    matches = [device for device in devices if device.lower().endswith(suffix)]
+    if not matches:
+        raise ValueError(f"no {mode} audio device is available")
+    return ["--use-system-default-audio", "false", "--audio-device", matches[0]]
+
+
+def write_screenpipe_unit(
+    binary: str, api_key: str, audio_mode: str = "both", devices: list[str] | None = None
+) -> Path:
+    SYSTEMD_USER_DIR.mkdir(parents=True, exist_ok=True)
+    path = SYSTEMD_USER_DIR / "screenpipe.service"
+    args = [
+        binary,
+        "record",
+        "--audio-transcription-engine", "disabled",
+        "--use-all-monitors", "true",
+        "--use-pii-removal", "true",
+        "--disable-keyboard-capture",
+        "--disable-clipboard-capture",
+        "--prioritize-input-latency",
+        "--pause-on-drm-content",
+        "--disable-meeting-detector",
+        "--disable-telemetry",
+        "--video-quality", "balanced",
+        "--retention-days", "90",
+        "--retention-mode", "media",
+        "--api-auth", "true",
+    ]
+    args.extend(audio_arguments(audio_mode, devices or []))
+    path.write_text(
+        "[Unit]\nDescription=ScreenPipe local recorder for Chronicle\n"
+        "After=graphical-session.target\n\n[Service]\nType=simple\n"
+        f"Environment=SCREENPIPE_API_KEY={api_key}\n"
+        f"ExecStart={shlex.join(args)}\nRestart=on-failure\nRestartSec=5\n\n"
+        "[Install]\nWantedBy=default.target\n",
+        encoding="utf-8",
+    )
+    path.chmod(0o600)
+    return path
+
+
+def run(*args: str) -> None:
+    subprocess.run(list(args), check=True)
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Configure a Chronicle capture node")
+    parser.add_argument("--backend")
+    args = parser.parse_args()
+
+    console.print("\n🖥️  [bold cyan]Chronicle capture node[/bold cyan]")
+    binary = screenpipe_command()
+    if not binary:
+        console.print(
+            "[red]✗ ScreenPipe is not installed.[/red] Install it independently, verify "
+            "[cyan]screenpipe record --help[/cyan], then rerun this wizard."
+        )
+        raise SystemExit(1)
+    console.print(f"[green]✅[/green] ScreenPipe detected: [cyan]{binary}[/cyan]")
+
+    backend = Prompt.ask("Chronicle backend URL", default=args.backend or "http://127.0.0.1:8000")
+    devices = list_audio_devices(binary)
+    audio_mode = Prompt.ask(
+        "Local audio capture",
+        choices=("off", "system", "mic", "both"),
+        default="system",
+    )
+    forward_default = (
+        "none"
+        if audio_mode == "off"
+        else "output"
+        if audio_mode == "system"
+        else audio_mode.replace("mic", "input")
+    )
+    forward_audio = Prompt.ask(
+        "Audio sent to Chronicle",
+        choices=("none", "output", "input", "both"),
+        default=forward_default,
+    )
+    console.print(
+        "Open Chronicle → Timeline → Sources and create a pairing code. "
+        "The code expires after 10 minutes."
+    )
+    code = Prompt.ask("Pairing code").strip()
+    if not code:
+        raise SystemExit("pairing code is required")
+
+    api_key = secrets.token_urlsafe(32)
+    run(
+        "uv", "run", "--project", str(PROJECT), "chronicle-screenpipe", "pair",
+        "--backend", backend,
+        "--code", code,
+        "--screenpipe-dir", str(Path.home() / ".screenpipe"),
+        "--screenpipe-url", "http://127.0.0.1:3030",
+        "--screenpipe-token", api_key,
+        "--forward-audio", forward_audio,
+    )
+    write_screenpipe_unit(binary, api_key, audio_mode, devices)
+    run("uv", "run", "--project", str(PROJECT), "chronicle-screenpipe", "install-service")
+    run("systemctl", "--user", "daemon-reload")
+    run("systemctl", "--user", "enable", "--now", "screenpipe.service")
+    run("systemctl", "--user", "restart", "chronicle-screenpipe.service")
+
+    if Confirm.ask("Check service status now?", default=True):
+        run(
+            "systemctl", "--user", "--no-pager", "--full", "status",
+            "screenpipe.service", "chronicle-screenpipe.service",
+        )
+    console.print(
+        "\n[green]✅ Capture node connected.[/green] Activity should appear in "
+        "Chronicle Timeline after ScreenPipe records a stable app/window span."
+    )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/screenpipe-collector/pyproject.toml b/extras/screenpipe-collector/pyproject.toml
new file mode 100644
index 00000000..c0007b85
--- /dev/null
+++ b/extras/screenpipe-collector/pyproject.toml
@@ -0,0 +1,16 @@
+[project]
+name = "chronicle-screenpipe-collector"
+version = "0.1.0"
+description = "Chronicle companion for a local ScreenPipe recorder"
+requires-python = ">=3.11"
+dependencies = ["httpx>=0.28,<1", "rich>=13,<15"]
+
+[project.scripts]
+chronicle-screenpipe = "chronicle_screenpipe.main:main"
+
+[build-system]
+requires = ["setuptools>=75"]
+build-backend = "setuptools.build_meta"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
diff --git a/extras/screenpipe-collector/tests/test_collector.py b/extras/screenpipe-collector/tests/test_collector.py
new file mode 100644
index 00000000..f6d778a0
--- /dev/null
+++ b/extras/screenpipe-collector/tests/test_collector.py
@@ -0,0 +1,59 @@
+import sqlite3
+from pathlib import Path
+
+from chronicle_screenpipe.collector import (Checkpoints, Collector, Config,
+                                            audio_duration,
+                                            infer_audio_direction)
+
+
+def test_checkpoints_are_atomic(tmp_path: Path):
+    checkpoints = Checkpoints(tmp_path / "state.json")
+    checkpoints.set("audio", 42)
+    assert Checkpoints(tmp_path / "state.json").get("audio") == 42
+
+
+def test_audio_direction_from_screenpipe_filename():
+    assert infer_audio_direction("device (input)_2026.wav") == "input"
+    assert infer_audio_direction("device (output)_2026.wav") == "output"
+
+
+def test_wav_duration_is_read_from_media(tmp_path: Path):
+    import wave
+
+    target = tmp_path / "sample.wav"
+    with wave.open(str(target), "wb") as audio:
+        audio.setnchannels(1)
+        audio.setsampwidth(2)
+        audio.setframerate(16000)
+        audio.writeframes(b"\0\0" * 8000)
+    assert audio_duration(target) == 0.5
+
+
+def test_collect_audio_accepts_screenpipe_startup_schema():
+    db = sqlite3.connect(":memory:")
+    db.row_factory = sqlite3.Row
+    db.execute("CREATE TABLE audio_chunks (placeholder TEXT)")
+    collector = object.__new__(Collector)
+    assert collector.collect_audio(db) == 0
+
+
+def test_collect_audio_checkpoints_sources_excluded_from_forwarding(tmp_path: Path):
+    db = sqlite3.connect(":memory:")
+    db.row_factory = sqlite3.Row
+    db.execute("CREATE TABLE audio_chunks (id INTEGER, file_path TEXT, timestamp TEXT)")
+    db.execute(
+        "INSERT INTO audio_chunks VALUES (1, ?, ?)",
+        (str(tmp_path / "Microphone (input)_1.wav"), "2026-07-22T10:00:00Z"),
+    )
+    collector = object.__new__(Collector)
+    collector.config = Config(
+        backend_url="http://chronicle",
+        source_id="rainbow",
+        token="token",
+        screenpipe_dir=tmp_path,
+        forward_audio="output",
+    )
+    collector.checkpoints = Checkpoints(tmp_path / "state.json")
+
+    assert collector.collect_audio(db) == 0
+    assert collector.checkpoints.get("audio") == 1
diff --git a/extras/screenpipe-collector/tests/test_init.py b/extras/screenpipe-collector/tests/test_init.py
new file mode 100644
index 00000000..415c063a
--- /dev/null
+++ b/extras/screenpipe-collector/tests/test_init.py
@@ -0,0 +1,37 @@
+import importlib.util
+from pathlib import Path
+
+
+INIT_PATH = Path(__file__).parents[1] / "init.py"
+SPEC = importlib.util.spec_from_file_location("screenpipe_collector_init", INIT_PATH)
+MODULE = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+def test_screenpipe_unit_uses_privacy_defaults_and_api_auth(tmp_path, monkeypatch):
+    monkeypatch.setattr(MODULE, "SYSTEMD_USER_DIR", tmp_path)
+    path = MODULE.write_screenpipe_unit(
+        "/usr/bin/screenpipe",
+        "local-key",
+        "system",
+        ["Speakers (output)"],
+    )
+    text = path.read_text()
+    assert "--audio-transcription-engine disabled" in text
+    assert "--disable-keyboard-capture" in text
+    assert "--disable-clipboard-capture" in text
+    assert "--api-auth true" in text
+    assert "Environment=SCREENPIPE_API_KEY=local-key" in text
+    assert "--use-system-default-audio false" in text
+    assert "--audio-device 'Speakers (output)'" in text
+
+
+def test_audio_arguments_keep_microphone_and_system_independent():
+    devices = ["Mic (input)", "Speakers (output)"]
+
+    assert MODULE.audio_arguments("system", devices)[-1] == "Speakers (output)"
+    assert MODULE.audio_arguments("mic", devices)[-1] == "Mic (input)"
+    assert MODULE.audio_arguments("both", devices) == [
+        "--use-system-default-audio",
+        "true",
+    ]
diff --git a/extras/screenpipe-collector/tests/test_observations.py b/extras/screenpipe-collector/tests/test_observations.py
new file mode 100644
index 00000000..47ab376f
--- /dev/null
+++ b/extras/screenpipe-collector/tests/test_observations.py
@@ -0,0 +1,141 @@
+from chronicle_screenpipe.observations import (ObservationTracker,
+                                               content_fingerprint,
+                                               normalize_text, text_is_novel)
+
+
+def frame(
+    identifier: int,
+    second: int,
+    app: str,
+    title: str,
+    *,
+    trigger: str = "app_switch",
+    text: str = "",
+):
+    return {
+        "id": identifier,
+        "timestamp": f"2026-07-23T10:00:{second:02d}Z",
+        "app_name": app,
+        "window_name": title,
+        "browser_url": "",
+        "capture_trigger": trigger,
+        "full_text": text,
+    }
+
+
+def test_text_normalization_fingerprinting_and_novelty():
+    assert normalize_text("  hello\n world ") == "hello world"
+    assert content_fingerprint("hello  world") == content_fingerprint("hello world")
+    assert not text_is_novel("editing the same module", "editing the same module.")
+    assert text_is_novel("editing collector", "implementing observation state machine")
+
+
+def test_passive_short_switch_is_folded_into_open_observation():
+    tracker = ObservationTracker()
+    opened = tracker.process_rows(
+        [frame(1, 0, "Code", "collector.py", text="collector")],
+        "2026-07-23T10:00:11Z",
+    )
+    assert [event["event"] for event in opened] == ["open"]
+
+    events = tracker.process_rows(
+        [
+            frame(2, 20, "Switcher", "Alt-Tab"),
+            frame(3, 23, "Code", "collector.py", text="collector"),
+        ],
+        "2026-07-23T10:00:23Z",
+    )
+    assert events == []
+    assert tracker.active["source_item_id"] == "observation:1"
+
+
+def test_meaningful_short_music_excursion_bypasses_stability_and_sample_cooldown():
+    tracker = ObservationTracker()
+    tracker.process_rows(
+        [frame(1, 0, "Code", "collector.py", text="collector")],
+        "2026-07-23T10:00:11Z",
+    )
+    events = tracker.process_rows(
+        [
+            frame(2, 20, "Music", "Album", text="Track one"),
+            frame(
+                3,
+                22,
+                "Music",
+                "Album",
+                trigger="click",
+                text="Track two playing",
+            ),
+            frame(4, 24, "Code", "collector.py", text="collector"),
+        ],
+        "2026-07-23T10:00:24Z",
+    )
+
+    assert [(event["event"], event["source_item_id"]) for event in events] == [
+        ("close", "observation:1"),
+        ("open", "observation:2"),
+        ("close", "observation:2"),
+    ]
+    assert tracker.candidate["source_item_id"] == "observation:4"
+
+
+def test_long_activity_stays_one_observation_with_novel_and_liveness_samples():
+    tracker = ObservationTracker()
+    tracker.process_rows(
+        [frame(1, 0, "Code", "service.py", text="initial code")],
+        "2026-07-23T10:00:11Z",
+    )
+    inside_cooldown = tracker.process_rows(
+        [
+            frame(
+                2,
+                30,
+                "Code",
+                "service.py",
+                trigger="typing_pause",
+                text="a materially different implementation",
+            )
+        ],
+        "2026-07-23T10:00:30Z",
+    )
+    assert inside_cooldown == []
+
+    novel = tracker.process_rows(
+        [
+            {
+                **frame(
+                    3,
+                    0,
+                    "Code",
+                    "service.py",
+                    trigger="typing_pause",
+                    text="tests and backend integration are now implemented",
+                ),
+                "timestamp": "2026-07-23T10:03:00Z",
+            }
+        ],
+        "2026-07-23T10:03:00Z",
+    )
+    assert [(event["event"], event["source_item_id"]) for event in novel] == [
+        ("sample", "observation:1")
+    ]
+
+    liveness = tracker.process_rows(
+        [
+            {
+                **frame(
+                    4,
+                    0,
+                    "Code",
+                    "service.py",
+                    text="tests and backend integration are now implemented",
+                ),
+                "timestamp": "2026-07-23T10:18:01Z",
+            }
+        ],
+        "2026-07-23T10:18:01Z",
+    )
+    assert len(liveness) == 1
+    assert liveness[0]["event"] == "sample"
+    assert liveness[0]["sample"]["liveness"] is True
+    assert tracker.active["source_item_id"] == "observation:1"
diff --git a/extras/screenpipe-collector/uv.lock b/extras/screenpipe-collector/uv.lock
new file mode 100644
index 00000000..abe0d6e8
--- /dev/null
+++ b/extras/screenpipe-collector/uv.lock
@@ -0,0 +1,138 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+
+[[package]]
+name = "anyio"
+version = "4.14.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" }
+wheels = [
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+]
+
+[[package]]
+name = "certifi"
+version = "2026.6.17"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/c7/424b75da314c1045981bd9777432fad05a9e0c69daa4ed7e308bbaffe405/certifi-2026.6.17.tar.gz", hash = "sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432", size = 134594, upload-time = "2026-06-17T10:31:07.894Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ef/2f/c5464532e965badff2f4c4c1a3a83f5697f0d7c407ed0cda44aaa99bb451/certifi-2026.6.17-py3-none-any.whl", hash = "sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db", size = 133289, upload-time = "2026-06-17T10:31:06.348Z" },
+]
+
+[[package]]
+name = "chronicle-screenpipe-collector"
+version = "0.1.0"
+source = { editable = "." }
+dependencies = [
+    { name = "httpx" },
+    { name = "rich" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "httpx", specifier = ">=0.28,<1" },
+    { name = "rich", specifier = ">=13,<15" },
+]
+
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" }
+wheels = [
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+]
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+[[package]]
+name = "httpcore"
+version = "1.0.9"
+source = { registry = "https://pypi.org/simple" }
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diff --git a/extras/speaker-omni-experimental/README.md b/extras/speaker-omni-experimental/README.md
index 5c7e3a30..73373314 100644
--- a/extras/speaker-omni-experimental/README.md
+++ b/extras/speaker-omni-experimental/README.md
@@ -50,7 +50,7 @@ pip install -r requirements.txt
 ```bash
 # For GPU acceleration (TODO: add to project)
 uv add torch[cuda] --group gpu
-uv add flash-attn --group gpu  
+uv add flash-attn --group gpu
 uv add accelerate --group gpu
 
 # Alternative: Manual PyTorch CUDA installation
@@ -86,7 +86,7 @@ The script creates this structure:
 ```
 data/
 ├── raw_audio/           # Downloaded YouTube audio
-├── segments/            # Individual speaker segments  
+├── segments/            # Individual speaker segments
 ├── reference_clips/     # Best segments organized by speaker
 │   ├── speaker_0/       # Auto-detected speakers
 │   ├── speaker_1/
@@ -127,12 +127,12 @@ The script generates a `config.yaml` with placeholder names. Edit it to use real
 ```yaml
 speakers:
   # Replace these placeholder names with real family member names
-  Flowerin:  # was "Alice" 
+  Flowerin:  # was "Alice"
     - "data/reference_clips/speaker_0/speaker_0_ref_01.wav"
     - "data/reference_clips/speaker_0/speaker_0_ref_02.wav"
-  
+
   Brother:   # was "Bob"
-    - "data/reference_clips/speaker_1/speaker_1_ref_01.wav" 
+    - "data/reference_clips/speaker_1/speaker_1_ref_01.wav"
     - "data/reference_clips/speaker_1/speaker_1_ref_02.wav"
 ```
 
@@ -144,11 +144,11 @@ speakers:
   Flowerin:
     - "reference_clips/flowerin_01.wav"
     - "reference_clips/flowerin_02.wav"
-  
+
   Brother:
     - "reference_clips/brother_01.wav"
     - "reference_clips/brother_02.wav"
-  
+
   Dad:
     - "reference_clips/dad_01.wav"
     - "reference_clips/dad_02.wav"
@@ -163,7 +163,7 @@ uv run python qwen_speaker_diarizer.py enroll --config config.yaml
 # Transcribe a single audio file
 uv run python qwen_speaker_diarizer.py transcribe --audio test_audio/family_conversation.wav --config config.yaml
 
-# Batch process multiple files  
+# Batch process multiple files
 uv run python qwen_speaker_diarizer.py batch --input-dir test_audio/ --config config.yaml --output-dir output/
 ```
 
@@ -394,4 +394,4 @@ This is an experimental system. Feedback and improvements welcome:
 
 ## 📄 License
 
-Part of the Chronicle project. See main repository license.
\ No newline at end of file
+Part of the Chronicle project. See main repository license.
diff --git a/extras/speaker-omni-experimental/config.yaml b/extras/speaker-omni-experimental/config.yaml
index a0be37e9..3d438545 100644
--- a/extras/speaker-omni-experimental/config.yaml
+++ b/extras/speaker-omni-experimental/config.yaml
@@ -1,5 +1,5 @@
 # Qwen2.5-Omni Speaker Recognition Configuration
-# 
+#
 # This file defines the speakers to enroll and their reference audio clips.
 # Update the speaker names and paths to match your family/group members.
 
@@ -24,16 +24,16 @@ speakers:
     - "reference_clips/flowerin_01.wav"
     - "reference_clips/flowerin_02.wav"
     - "reference_clips/flowerin_03.wav"
-  
+
   Brother:
     - "reference_clips/brother_01.wav"
     - "reference_clips/brother_02.wav"
-  
+
   Dad:
     - "reference_clips/dad_01.wav"
     - "reference_clips/dad_02.wav"
     - "reference_clips/dad_03.wav"
-  
+
   Mom:
     - "reference_clips/mom_01.wav"
     - "reference_clips/mom_02.wav"
@@ -61,4 +61,4 @@ advanced:
 # - Use 2-3 clips per person for more robust enrollment
 # - Ensure clips are from different conversations/contexts
 # - Avoid music, overlapping speech, or echo in reference clips
-# - Test with shorter audio segments first (under 30 seconds)
\ No newline at end of file
+# - Test with shorter audio segments first (under 30 seconds)
diff --git a/extras/speaker-omni-experimental/data_preparation.py b/extras/speaker-omni-experimental/data_preparation.py
index 23775518..f8f38696 100644
--- a/extras/speaker-omni-experimental/data_preparation.py
+++ b/extras/speaker-omni-experimental/data_preparation.py
@@ -20,145 +20,147 @@
 import re
 import shutil
 from pathlib import Path
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Any, Dict, List, Optional, Tuple
 
-import pandas as pd
+import numpy as np
 import soundfile as sf
 import yaml
 import yt_dlp
 from deepgram import DeepgramClient, PrerecordedOptions
 from pydub import AudioSegment
-from scipy import signal
-import numpy as np
 
 # Configure logging
 logging.basicConfig(
     level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler('data_preparation.log'),
-        logging.StreamHandler()
-    ]
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.FileHandler("data_preparation.log"), logging.StreamHandler()],
 )
 
 
 class SimpleCache:
     """Simple file-based cache for Deepgram responses."""
-    
+
     def __init__(self, cache_dir: str = "cache"):
         self.cache_dir = Path(cache_dir)
         self.cache_dir.mkdir(exist_ok=True)
-    
+
     def get_file_hash(self, file_path: str) -> str:
         """Get MD5 hash of file for cache key."""
-        with open(file_path, 'rb') as f:
+        with open(file_path, "rb") as f:
             return hashlib.md5(f.read()).hexdigest()
-    
+
     def get_cache_path(self, audio_path: str, params: Dict) -> Path:
         """Generate cache file path."""
         file_hash = self.get_file_hash(audio_path)
-        params_hash = hashlib.md5(json.dumps(params, sort_keys=True).encode()).hexdigest()
+        params_hash = hashlib.md5(
+            json.dumps(params, sort_keys=True).encode()
+        ).hexdigest()
         return self.cache_dir / f"{file_hash}_{params_hash}.json"
-    
+
     def get(self, audio_path: str, params: Dict) -> Optional[Dict]:
         """Get cached response."""
         cache_path = self.get_cache_path(audio_path, params)
         if cache_path.exists():
-            with open(cache_path, 'r') as f:
+            with open(cache_path, "r") as f:
                 return json.load(f)
         return None
-    
+
     def set(self, audio_path: str, params: Dict, response: Any) -> str:
         """Cache response."""
         cache_path = self.get_cache_path(audio_path, params)
-        
+
         # Convert response to dict
-        if hasattr(response, 'to_dict'):
+        if hasattr(response, "to_dict"):
             response_dict = response.to_dict()
-        elif hasattr(response, '__dict__'):
+        elif hasattr(response, "__dict__"):
             response_dict = response.__dict__
         else:
             response_dict = dict(response)
-        
-        with open(cache_path, 'w') as f:
+
+        with open(cache_path, "w") as f:
             json.dump(response_dict, f, indent=2)
-        
+
         return str(cache_path)
 
 
 class AudioQualityAssessor:
     """Assess audio quality for reference clips."""
-    
+
     @staticmethod
     def analyze_segment(audio_data: np.ndarray, sample_rate: int) -> Dict[str, float]:
         """
         Analyze audio segment quality.
-        
+
         Args:
             audio_data: Audio samples
             sample_rate: Sample rate
-            
+
         Returns:
             Quality metrics dictionary
         """
         # Calculate RMS energy
         rms = np.sqrt(np.mean(audio_data**2))
-        
+
         # Calculate zero crossing rate (speech indicator)
         zero_crossings = np.sum(np.diff(np.signbit(audio_data)))
         zcr = zero_crossings / len(audio_data)
-        
+
         # Calculate spectral centroid (brightness)
-        freqs = np.fft.fftfreq(len(audio_data), 1/sample_rate)
+        freqs = np.fft.fftfreq(len(audio_data), 1 / sample_rate)
         magnitude = np.abs(np.fft.fft(audio_data))
         spectral_centroid = np.sum(freqs * magnitude) / np.sum(magnitude)
-        
+
         # Calculate signal-to-noise ratio estimate
         # Use simple energy-based approach
         energy_threshold = np.percentile(audio_data**2, 90)
         signal_samples = audio_data[audio_data**2 > energy_threshold]
         noise_samples = audio_data[audio_data**2 <= energy_threshold]
-        
+
         signal_power = np.mean(signal_samples**2) if len(signal_samples) > 0 else 0
         noise_power = np.mean(noise_samples**2) if len(noise_samples) > 0 else 1e-10
         snr = 10 * np.log10(signal_power / noise_power) if signal_power > 0 else -100
-        
+
         return {
-            'rms_energy': float(rms),
-            'zero_crossing_rate': float(zcr),
-            'spectral_centroid': float(abs(spectral_centroid)),
-            'snr_estimate': float(snr),
-            'duration': len(audio_data) / sample_rate
+            "rms_energy": float(rms),
+            "zero_crossing_rate": float(zcr),
+            "spectral_centroid": float(abs(spectral_centroid)),
+            "snr_estimate": float(snr),
+            "duration": len(audio_data) / sample_rate,
         }
-    
+
     @classmethod
-    def is_good_quality(cls, metrics: Dict[str, float], min_duration: float = 5.0, max_duration: float = 15.0) -> bool:
+    def is_good_quality(
+        cls,
+        metrics: Dict[str, float],
+        min_duration: float = 5.0,
+        max_duration: float = 15.0,
+    ) -> bool:
         """
         Determine if segment is good quality for reference.
-        
+
         Args:
             metrics: Quality metrics from analyze_segment
             min_duration: Minimum duration in seconds
             max_duration: Maximum duration in seconds
-            
+
         Returns:
             True if good quality
         """
-        duration_ok = min_duration <= metrics['duration'] <= max_duration
-        energy_ok = metrics['rms_energy'] > 0.01  # Not too quiet
-        speech_like = 0.02 < metrics['zero_crossing_rate'] < 0.3  # Speech-like ZCR
-        snr_ok = metrics['snr_estimate'] > 5.0  # At least 5dB SNR
-        
+        duration_ok = min_duration <= metrics["duration"] <= max_duration
+        energy_ok = metrics["rms_energy"] > 0.01  # Not too quiet
+        speech_like = 0.02 < metrics["zero_crossing_rate"] < 0.3  # Speech-like ZCR
+        snr_ok = metrics["snr_estimate"] > 5.0  # At least 5dB SNR
+
         return duration_ok and energy_ok and speech_like and snr_ok
 
 
 class DataPreparer:
     """Main class for preparing YouTube data for Qwen2.5-Omni training."""
-    
+
     def __init__(self, deepgram_api_key: str, output_dir: str = "data"):
         """
         Initialize data preparer.
-        
+
         Args:
             deepgram_api_key: Deepgram API key
             output_dir: Output directory for processed data
@@ -169,114 +171,123 @@ def __init__(self, deepgram_api_key: str, output_dir: str = "data"):
         self.logger = logging.getLogger(__name__)
         self.cache = SimpleCache()
         self.quality_assessor = AudioQualityAssessor()
-        
+
         # Create directory structure
         self.setup_directories()
-    
+
     def setup_directories(self):
         """Create output directory structure."""
         directories = [
             self.output_dir,
             self.output_dir / "raw_audio",
-            self.output_dir / "segments", 
+            self.output_dir / "segments",
             self.output_dir / "reference_clips",
             self.output_dir / "transcripts",
-            self.output_dir / "metadata"
+            self.output_dir / "metadata",
         ]
-        
+
         for directory in directories:
             directory.mkdir(parents=True, exist_ok=True)
-    
+
     def sanitize_filename(self, title: str) -> str:
         """Sanitize YouTube title for filename."""
-        sanitized = re.sub(r'[<>:"/\\\\|?*]', '', title)
-        sanitized = re.sub(r'\\s+', '-', sanitized.strip())
+        sanitized = re.sub(r'[<>:"/\\\\|?*]', "", title)
+        sanitized = re.sub(r"\\s+", "-", sanitized.strip())
         return sanitized[:50]
-    
+
     def download_audio(self, url: str) -> Tuple[str, str, Dict]:
         """
         Download audio from YouTube URL.
-        
+
         Args:
             url: YouTube URL
-            
+
         Returns:
             Tuple of (audio_path, title, metadata)
         """
         try:
             self.logger.info(f"Starting audio download from: {url}")
-            
+
             # First get video info
-            ydl_opts_info = {'quiet': True}
+            ydl_opts_info = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts_info) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
                 metadata = {
-                    'original_title': info['title'],
-                    'sanitized_title': title,
-                    'duration': duration,
-                    'url': url,
-                    'uploader': info.get('uploader', 'Unknown'),
-                    'upload_date': info.get('upload_date', 'Unknown')
+                    "original_title": info["title"],
+                    "sanitized_title": title,
+                    "duration": duration,
+                    "url": url,
+                    "uploader": info.get("uploader", "Unknown"),
+                    "upload_date": info.get("upload_date", "Unknown"),
                 }
-            
+
             self.logger.info(f"Video: {info['title']} ({duration}s)")
-            
+
             # Download with high quality audio
             output_path = self.output_dir / "raw_audio" / f"{title}.wav"
-            
+
             if output_path.exists():
                 self.logger.info(f"Audio already exists: {output_path}")
                 return str(output_path), title, metadata
-            
+
             ydl_opts = {
-                'format': 'bestaudio[ext=m4a]/bestaudio/best',
-                'postprocessors': [{
-                    'key': 'FFmpegExtractAudio',
-                    'preferredcodec': 'wav',
-                    'preferredquality': '192',
-                }],
+                "format": "bestaudio[ext=m4a]/bestaudio/best",
+                "postprocessors": [
+                    {
+                        "key": "FFmpegExtractAudio",
+                        "preferredcodec": "wav",
+                        "preferredquality": "192",
+                    }
+                ],
                 # High quality audio settings
-                'postprocessor_args': ['-ar', '48000', '-ac', '2', '-acodec', 'pcm_s16le'],
-                'outtmpl': str(output_path.with_suffix('')),
-                'quiet': True,
+                "postprocessor_args": [
+                    "-ar",
+                    "48000",
+                    "-ac",
+                    "2",
+                    "-acodec",
+                    "pcm_s16le",
+                ],
+                "outtmpl": str(output_path.with_suffix("")),
+                "quiet": True,
             }
-            
+
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 ydl.download([url])
-            
+
             if not output_path.exists():
                 raise FileNotFoundError(f"Download failed: {output_path}")
-            
+
             # Convert to mono 16kHz for processing
             processed_path = output_path.with_name(f"{title}_processed.wav")
             audio = AudioSegment.from_wav(str(output_path))
             audio = audio.set_channels(1).set_frame_rate(16000)
             audio.export(str(processed_path), format="wav")
-            
+
             self.logger.info(f"Audio downloaded and processed: {processed_path}")
             return str(processed_path), title, metadata
-            
+
         except Exception as e:
             self.logger.error(f"Download failed: {e}")
             raise
-    
+
     async def transcribe_audio(self, audio_path: str) -> Dict:
         """
         Transcribe audio using Deepgram with speaker diarization.
-        
+
         Args:
             audio_path: Path to audio file
-            
+
         Returns:
             Deepgram response dictionary
         """
         try:
             if not Path(audio_path).exists():
                 raise FileNotFoundError(f"Audio file not found: {audio_path}")
-            
+
             # Define API parameters for caching
             api_params = {
                 "model": "nova-3",
@@ -288,152 +299,169 @@ async def transcribe_audio(self, audio_path: str) -> Dict:
                 "utterances": True,
                 "paragraphs": True,
             }
-            
+
             # Check cache first
             cached_response = self.cache.get(audio_path, api_params)
             if cached_response:
                 self.logger.info(f"✅ Using cached transcription for {audio_path}")
                 return cached_response
-            
+
             self.logger.info(f"💸 Transcribing with Deepgram: {audio_path}")
-            
+
             # Read audio file
             with open(audio_path, "rb") as audio_file:
                 buffer_data = audio_file.read()
-            
+
             payload = {"buffer": buffer_data}
             options = PrerecordedOptions(**api_params)
-            
+
             # Transcribe
-            response = await self.deepgram.listen.asyncprerecorded.v("1").transcribe_file(payload, options)
-            
-            if response and hasattr(response, 'results'):
+            response = await self.deepgram.listen.asyncprerecorded.v(
+                "1"
+            ).transcribe_file(payload, options)
+
+            if response and hasattr(response, "results"):
                 # Cache the response
                 cache_key = self.cache.set(audio_path, api_params, response)
                 self.logger.info(f"💾 Cached response: {cache_key}")
-                
+
                 # Convert to dict for return
-                if hasattr(response, 'to_dict'):
+                if hasattr(response, "to_dict"):
                     return response.to_dict()
                 else:
                     return response.__dict__
             else:
                 raise ValueError("Invalid response from Deepgram")
-                
+
         except Exception as e:
             self.logger.error(f"Transcription failed: {e}")
             raise
-    
-    def extract_speaker_segments(self, transcript_data: Dict, audio_path: str, title: str) -> List[Dict]:
+
+    def extract_speaker_segments(
+        self, transcript_data: Dict, audio_path: str, title: str
+    ) -> List[Dict]:
         """
         Extract speaker segments from Deepgram transcript.
-        
+
         Args:
             transcript_data: Deepgram transcript response
             audio_path: Path to original audio file
             title: Video title for naming
-            
+
         Returns:
             List of speaker segment dictionaries
         """
         try:
-            if 'results' not in transcript_data or 'utterances' not in transcript_data['results']:
+            if (
+                "results" not in transcript_data
+                or "utterances" not in transcript_data["results"]
+            ):
                 self.logger.warning("No utterances found in transcript")
                 return []
-            
-            utterances = transcript_data['results']['utterances']
+
+            utterances = transcript_data["results"]["utterances"]
             self.logger.info(f"Found {len(utterances)} utterances")
-            
+
             # Load audio for segmentation
             audio_data, sample_rate = sf.read(audio_path)
-            
+
             segments = []
             speaker_stats = {}
-            
+
             for i, utterance in enumerate(utterances):
-                speaker_id = utterance.get('speaker', 0)
-                start_time = utterance.get('start', 0)
-                end_time = utterance.get('end', 0)
-                text = utterance.get('transcript', '')
-                confidence = utterance.get('confidence', 0)
-                
+                speaker_id = utterance.get("speaker", 0)
+                start_time = utterance.get("start", 0)
+                end_time = utterance.get("end", 0)
+                text = utterance.get("transcript", "")
+                confidence = utterance.get("confidence", 0)
+
                 # Skip very short or low confidence segments
                 duration = end_time - start_time
                 if duration < 2.0 or confidence < 0.7:
                     continue
-                
+
                 # Extract audio segment
                 start_sample = int(start_time * sample_rate)
                 end_sample = int(end_time * sample_rate)
                 segment_audio = audio_data[start_sample:end_sample]
-                
+
                 # Assess quality
-                quality_metrics = self.quality_assessor.analyze_segment(segment_audio, sample_rate)
-                
+                quality_metrics = self.quality_assessor.analyze_segment(
+                    segment_audio, sample_rate
+                )
+
                 segment_info = {
-                    'segment_id': f"{title}_segment_{i:03d}",
-                    'speaker_id': f"speaker_{speaker_id}",
-                    'start_time': start_time,
-                    'end_time': end_time,
-                    'duration': duration,
-                    'text': text,
-                    'confidence': confidence,
-                    'quality_metrics': quality_metrics,
-                    'is_good_quality': self.quality_assessor.is_good_quality(quality_metrics)
+                    "segment_id": f"{title}_segment_{i:03d}",
+                    "speaker_id": f"speaker_{speaker_id}",
+                    "start_time": start_time,
+                    "end_time": end_time,
+                    "duration": duration,
+                    "text": text,
+                    "confidence": confidence,
+                    "quality_metrics": quality_metrics,
+                    "is_good_quality": self.quality_assessor.is_good_quality(
+                        quality_metrics
+                    ),
                 }
-                
+
                 # Save segment audio
                 segment_filename = f"{segment_info['segment_id']}.wav"
                 segment_path = self.output_dir / "segments" / segment_filename
                 sf.write(str(segment_path), segment_audio, sample_rate)
-                segment_info['audio_path'] = str(segment_path)
-                
+                segment_info["audio_path"] = str(segment_path)
+
                 segments.append(segment_info)
-                
+
                 # Update speaker statistics
                 if speaker_id not in speaker_stats:
                     speaker_stats[speaker_id] = {
-                        'total_duration': 0,
-                        'segment_count': 0,
-                        'good_quality_count': 0,
-                        'avg_confidence': 0
+                        "total_duration": 0,
+                        "segment_count": 0,
+                        "good_quality_count": 0,
+                        "avg_confidence": 0,
                     }
-                
+
                 stats = speaker_stats[speaker_id]
-                stats['total_duration'] += duration
-                stats['segment_count'] += 1
-                stats['avg_confidence'] = (stats['avg_confidence'] * (stats['segment_count'] - 1) + confidence) / stats['segment_count']
-                if segment_info['is_good_quality']:
-                    stats['good_quality_count'] += 1
-            
+                stats["total_duration"] += duration
+                stats["segment_count"] += 1
+                stats["avg_confidence"] = (
+                    stats["avg_confidence"] * (stats["segment_count"] - 1) + confidence
+                ) / stats["segment_count"]
+                if segment_info["is_good_quality"]:
+                    stats["good_quality_count"] += 1
+
             # Save segment metadata
             metadata = {
-                'segments': segments,
-                'speaker_statistics': speaker_stats,
-                'total_segments': len(segments),
-                'audio_file': audio_path,
-                'title': title
+                "segments": segments,
+                "speaker_statistics": speaker_stats,
+                "total_segments": len(segments),
+                "audio_file": audio_path,
+                "title": title,
             }
-            
+
             metadata_path = self.output_dir / "metadata" / f"{title}_segments.json"
-            with open(metadata_path, 'w') as f:
+            with open(metadata_path, "w") as f:
                 json.dump(metadata, f, indent=2)
-            
-            self.logger.info(f"Extracted {len(segments)} segments from {len(speaker_stats)} speakers")
+
+            self.logger.info(
+                f"Extracted {len(segments)} segments from {len(speaker_stats)} speakers"
+            )
             return segments
-            
+
         except Exception as e:
             self.logger.error(f"Segment extraction failed: {e}")
             raise
-    
-    def organize_reference_clips(self, segments: List[Dict], min_clips_per_speaker: int = 3) -> Dict[str, List[str]]:
+
+    def organize_reference_clips(
+        self, segments: List[Dict], min_clips_per_speaker: int = 3
+    ) -> Dict[str, List[str]]:
         """
         Organize best segments as reference clips for each speaker.
-        
+
         Args:
             segments: List of segment dictionaries
             min_clips_per_speaker: Minimum clips needed per speaker
-            
+
         Returns:
             Dictionary mapping speaker_id to list of reference clip paths
         """
@@ -441,59 +469,69 @@ def organize_reference_clips(self, segments: List[Dict], min_clips_per_speaker:
             # Group segments by speaker
             speaker_segments = {}
             for segment in segments:
-                speaker_id = segment['speaker_id']
+                speaker_id = segment["speaker_id"]
                 if speaker_id not in speaker_segments:
                     speaker_segments[speaker_id] = []
                 speaker_segments[speaker_id].append(segment)
-            
+
             reference_clips = {}
-            
+
             for speaker_id, speaker_segs in speaker_segments.items():
                 # Filter for good quality segments
-                good_segments = [s for s in speaker_segs if s['is_good_quality']]
-                
+                good_segments = [s for s in speaker_segs if s["is_good_quality"]]
+
                 if len(good_segments) < min_clips_per_speaker:
-                    self.logger.warning(f"Only {len(good_segments)} good quality segments for {speaker_id}")
+                    self.logger.warning(
+                        f"Only {len(good_segments)} good quality segments for {speaker_id}"
+                    )
                     # Use best available segments even if not perfect quality
-                    good_segments = sorted(speaker_segs, key=lambda x: x['confidence'], reverse=True)
-                
+                    good_segments = sorted(
+                        speaker_segs, key=lambda x: x["confidence"], reverse=True
+                    )
+
                 # Sort by quality score (combination of confidence and SNR)
                 def quality_score(seg):
-                    confidence = seg['confidence']
-                    snr = seg['quality_metrics'].get('snr_estimate', 0)
-                    duration_bonus = 1.0 if 5 <= seg['duration'] <= 15 else 0.8
+                    confidence = seg["confidence"]
+                    snr = seg["quality_metrics"].get("snr_estimate", 0)
+                    duration_bonus = 1.0 if 5 <= seg["duration"] <= 15 else 0.8
                     return confidence * 0.5 + (snr / 20) * 0.3 + duration_bonus * 0.2
-                
+
                 good_segments.sort(key=quality_score, reverse=True)
-                
+
                 # Select top segments as reference clips
-                selected_segments = good_segments[:min_clips_per_speaker * 2]  # Get extra for variety
-                
+                selected_segments = good_segments[
+                    : min_clips_per_speaker * 2
+                ]  # Get extra for variety
+
                 # Create speaker directory
                 speaker_dir = self.output_dir / "reference_clips" / speaker_id
                 speaker_dir.mkdir(exist_ok=True)
-                
+
                 reference_paths = []
                 for i, segment in enumerate(selected_segments):
                     # Copy segment to reference clips directory
                     ref_filename = f"{speaker_id}_ref_{i+1:02d}.wav"
                     ref_path = speaker_dir / ref_filename
-                    shutil.copy2(segment['audio_path'], ref_path)
+                    shutil.copy2(segment["audio_path"], ref_path)
                     reference_paths.append(str(ref_path))
-                
+
                 reference_clips[speaker_id] = reference_paths
-                self.logger.info(f"Created {len(reference_paths)} reference clips for {speaker_id}")
-            
+                self.logger.info(
+                    f"Created {len(reference_paths)} reference clips for {speaker_id}"
+                )
+
             return reference_clips
-            
+
         except Exception as e:
             self.logger.error(f"Reference clip organization failed: {e}")
             raise
-    
-    def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_path: str):
+
+    def generate_config_yaml(
+        self, reference_clips: Dict[str, List[str]], output_path: str
+    ):
         """
         Generate config.yaml for Qwen2.5-Omni system.
-        
+
         Args:
             reference_clips: Dictionary mapping speaker_id to reference clip paths
             output_path: Path to save config.yaml
@@ -503,7 +541,7 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
             speaker_mapping = {}
             for speaker_id in reference_clips.keys():
                 # Extract speaker number
-                speaker_num = speaker_id.split('_')[-1]
+                speaker_num = speaker_id.split("_")[-1]
                 # Generate placeholder name
                 placeholder_names = ["Alice", "Bob", "Charlie", "Diana", "Eve", "Frank"]
                 if speaker_num.isdigit() and int(speaker_num) < len(placeholder_names):
@@ -511,31 +549,28 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
                 else:
                     human_name = f"Person_{speaker_num}"
                 speaker_mapping[speaker_id] = human_name
-            
+
             # Build config structure
             config = {
-                'model': {
-                    'model_id': 'Qwen/Qwen2.5-Omni-7B',
-                    'device_map': 'auto'
+                "model": {"model_id": "Qwen/Qwen2.5-Omni-7B", "device_map": "auto"},
+                "audio": {
+                    "chunk_duration": 30,
+                    "overlap_duration": 5,
+                    "auto_chunk": True,
                 },
-                'audio': {
-                    'chunk_duration': 30,
-                    'overlap_duration': 5,
-                    'auto_chunk': True
+                "speakers": {},
+                "output": {
+                    "format": "json",
+                    "include_metadata": True,
+                    "save_segments": False,
                 },
-                'speakers': {},
-                'output': {
-                    'format': 'json',
-                    'include_metadata': True,
-                    'save_segments': False
+                "advanced": {
+                    "max_new_tokens": 1024,
+                    "temperature": 0.0,
+                    "enable_audio_output": False,
                 },
-                'advanced': {
-                    'max_new_tokens': 1024,
-                    'temperature': 0.0,
-                    'enable_audio_output': False
-                }
             }
-            
+
             # Add speakers with human names
             for speaker_id, ref_paths in reference_clips.items():
                 human_name = speaker_mapping[speaker_id]
@@ -549,68 +584,74 @@ def generate_config_yaml(self, reference_clips: Dict[str, List[str]], output_pat
                     except ValueError:
                         # If relative path fails, use absolute path
                         relative_paths.append(path)
-                
-                config['speakers'][human_name] = relative_paths
-            
+
+                config["speakers"][human_name] = relative_paths
+
             # Add comments as a separate section for user guidance
-            config['_instructions'] = {
-                'speaker_names': 'Replace Alice, Bob, etc. with actual names of family members',
-                'reference_clips': 'Each speaker needs 2-3 clean audio clips of 5-15 seconds',
-                'model_selection': 'Use Qwen/Qwen2.5-Omni-3B for faster processing on limited VRAM',
-                'generated_from': 'Auto-generated from YouTube video analysis'
+            config["_instructions"] = {
+                "speaker_names": "Replace Alice, Bob, etc. with actual names of family members",
+                "reference_clips": "Each speaker needs 2-3 clean audio clips of 5-15 seconds",
+                "model_selection": "Use Qwen/Qwen2.5-Omni-3B for faster processing on limited VRAM",
+                "generated_from": "Auto-generated from YouTube video analysis",
             }
-            
+
             # Save config
-            with open(output_path, 'w') as f:
-                yaml.dump(config, f, default_flow_style=False, sort_keys=False, indent=2)
-            
+            with open(output_path, "w") as f:
+                yaml.dump(
+                    config, f, default_flow_style=False, sort_keys=False, indent=2
+                )
+
             self.logger.info(f"Generated config.yaml: {output_path}")
-            self.logger.info(f"Found {len(reference_clips)} speakers: {list(speaker_mapping.values())}")
-            
+            self.logger.info(
+                f"Found {len(reference_clips)} speakers: {list(speaker_mapping.values())}"
+            )
+
         except Exception as e:
             self.logger.error(f"Config generation failed: {e}")
             raise
-    
+
     async def process_youtube_url(self, url: str) -> Tuple[str, Dict[str, List[str]]]:
         """
         Complete processing pipeline for a YouTube URL.
-        
+
         Args:
             url: YouTube URL
-            
+
         Returns:
             Tuple of (title, reference_clips_dict)
         """
         try:
             # Download audio
             audio_path, title, metadata = self.download_audio(url)
-            
+
             # Save metadata
             metadata_path = self.output_dir / "metadata" / f"{title}_download.json"
-            with open(metadata_path, 'w') as f:
+            with open(metadata_path, "w") as f:
                 json.dump(metadata, f, indent=2)
-            
+
             # Transcribe
             transcript_data = await self.transcribe_audio(audio_path)
-            
+
             # Save transcript
-            transcript_path = self.output_dir / "transcripts" / f"{title}_transcript.json"
-            with open(transcript_path, 'w') as f:
+            transcript_path = (
+                self.output_dir / "transcripts" / f"{title}_transcript.json"
+            )
+            with open(transcript_path, "w") as f:
                 json.dump(transcript_data, f, indent=2)
-            
+
             # Extract segments
             segments = self.extract_speaker_segments(transcript_data, audio_path, title)
-            
+
             # Organize reference clips
             reference_clips = self.organize_reference_clips(segments)
-            
+
             # Generate config
             config_path = self.output_dir / f"{title}_config.yaml"
             self.generate_config_yaml(reference_clips, str(config_path))
-            
+
             self.logger.info(f"✅ Processing complete for: {title}")
             return title, reference_clips
-            
+
         except Exception as e:
             self.logger.error(f"Processing failed: {e}")
             raise
@@ -618,42 +659,60 @@ async def process_youtube_url(self, url: str) -> Tuple[str, Dict[str, List[str]]
 
 def main():
     """CLI interface."""
-    parser = argparse.ArgumentParser(description="Data preparation for Qwen2.5-Omni speaker recognition")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    parser = argparse.ArgumentParser(
+        description="Data preparation for Qwen2.5-Omni speaker recognition"
+    )
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Process command
-    process_parser = subparsers.add_parser('process', help='Process YouTube URL')
-    process_parser.add_argument('--url', required=True, help='YouTube URL')
-    process_parser.add_argument('--output-dir', default='data', help='Output directory')
-    process_parser.add_argument('--deepgram-key', help='Deepgram API key (or set DEEPGRAM_API_KEY env var)')
-    
+    process_parser = subparsers.add_parser("process", help="Process YouTube URL")
+    process_parser.add_argument("--url", required=True, help="YouTube URL")
+    process_parser.add_argument("--output-dir", default="data", help="Output directory")
+    process_parser.add_argument(
+        "--deepgram-key", help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
+    )
+
     # Extract references command
-    extract_parser = subparsers.add_parser('extract-refs', help='Extract reference clips from existing transcript')
-    extract_parser.add_argument('--transcript', required=True, help='Path to transcript JSON file')
-    extract_parser.add_argument('--audio', required=True, help='Path to corresponding audio file')
-    extract_parser.add_argument('--output-dir', default='data', help='Output directory')
-    
+    extract_parser = subparsers.add_parser(
+        "extract-refs", help="Extract reference clips from existing transcript"
+    )
+    extract_parser.add_argument(
+        "--transcript", required=True, help="Path to transcript JSON file"
+    )
+    extract_parser.add_argument(
+        "--audio", required=True, help="Path to corresponding audio file"
+    )
+    extract_parser.add_argument("--output-dir", default="data", help="Output directory")
+
     # Generate config command
-    config_parser = subparsers.add_parser('generate-config', help='Generate config.yaml from reference clips')
-    config_parser.add_argument('--data-dir', required=True, help='Data directory containing reference_clips/')
-    config_parser.add_argument('--output', default='config.yaml', help='Output config file')
-    
+    config_parser = subparsers.add_parser(
+        "generate-config", help="Generate config.yaml from reference clips"
+    )
+    config_parser.add_argument(
+        "--data-dir", required=True, help="Data directory containing reference_clips/"
+    )
+    config_parser.add_argument(
+        "--output", default="config.yaml", help="Output config file"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Get Deepgram API key
-    deepgram_key = args.deepgram_key or os.getenv('DEEPGRAM_API_KEY')
-    if not deepgram_key and args.command in ['process']:
-        print("Error: Deepgram API key required. Set DEEPGRAM_API_KEY env var or use --deepgram-key")
+    deepgram_key = args.deepgram_key or os.getenv("DEEPGRAM_API_KEY")
+    if not deepgram_key and args.command in ["process"]:
+        print(
+            "Error: Deepgram API key required. Set DEEPGRAM_API_KEY env var or use --deepgram-key"
+        )
         return
-    
-    if args.command == 'process':
+
+    if args.command == "process":
         # Process YouTube URL
         preparer = DataPreparer(deepgram_key, args.output_dir)
-        
+
         async def run_processing():
             title, reference_clips = await preparer.process_youtube_url(args.url)
             print(f"\\n✅ Processing complete!")
@@ -664,35 +723,37 @@ async def run_processing():
             print("\\nNext steps:")
             print("1. Review reference clips in reference_clips/ directory")
             print("2. Edit speaker names in the generated config.yaml")
-            print("3. Test with: uv run python qwen_speaker_diarizer.py transcribe --config config.yaml --audio test.wav")
-        
+            print(
+                "3. Test with: uv run python qwen_speaker_diarizer.py transcribe --config config.yaml --audio test.wav"
+            )
+
         asyncio.run(run_processing())
-    
-    elif args.command == 'extract-refs':
+
+    elif args.command == "extract-refs":
         # Extract references from existing transcript
         preparer = DataPreparer("dummy", args.output_dir)
-        
-        with open(args.transcript, 'r') as f:
+
+        with open(args.transcript, "r") as f:
             transcript_data = json.load(f)
-        
-        title = Path(args.transcript).stem.replace('_transcript', '')
+
+        title = Path(args.transcript).stem.replace("_transcript", "")
         segments = preparer.extract_speaker_segments(transcript_data, args.audio, title)
         reference_clips = preparer.organize_reference_clips(segments)
-        
+
         config_path = Path(args.output_dir) / f"{title}_config.yaml"
         preparer.generate_config_yaml(reference_clips, str(config_path))
-        
+
         print(f"✅ Reference clips extracted and config generated: {config_path}")
-    
-    elif args.command == 'generate-config':
+
+    elif args.command == "generate-config":
         # Generate config from existing reference clips
         data_dir = Path(args.data_dir)
         ref_clips_dir = data_dir / "reference_clips"
-        
+
         if not ref_clips_dir.exists():
             print(f"Error: reference_clips directory not found: {ref_clips_dir}")
             return
-        
+
         # Scan for speaker directories
         reference_clips = {}
         for speaker_dir in ref_clips_dir.iterdir():
@@ -701,16 +762,16 @@ async def run_processing():
                 audio_files = list(speaker_dir.glob("*.wav"))
                 if audio_files:
                     reference_clips[speaker_id] = [str(f) for f in audio_files]
-        
+
         if not reference_clips:
             print("Error: No reference clips found")
             return
-        
+
         preparer = DataPreparer("dummy", args.data_dir)
         preparer.generate_config_yaml(reference_clips, args.output)
-        
+
         print(f"✅ Config generated: {args.output}")
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-omni-experimental/pyproject.toml b/extras/speaker-omni-experimental/pyproject.toml
index e3978340..db77647b 100644
--- a/extras/speaker-omni-experimental/pyproject.toml
+++ b/extras/speaker-omni-experimental/pyproject.toml
@@ -8,29 +8,29 @@ dependencies = [
     # Core ML Framework for Qwen2.5-Omni
     "torch>=2.0.0",
     "transformers>=4.35.0",
-    
+
     # Audio Processing
     "soundfile>=0.12.0",
     "librosa>=0.10.0",
     "pydub>=0.25.1",
-    
+
     # YouTube downloading and transcription
     "yt-dlp>=2025.7.21",
     "deepgram-sdk>=4.7.0",
-    
+
     # Configuration and Utilities
     "PyYAML>=6.0",
     "numpy>=1.21.0",
     "scipy>=1.10.0",
-    
+
     # Data processing for speaker analysis
     "pandas>=2.2.0",
     "scikit-learn>=1.4.0",
-    
+
     # CLI and async support
     "click>=8.1.0",
     "aiohttp>=3.8.0",
-    
+
     # Audio quality assessment
     "matplotlib>=3.8.0",  # For visualization during development
 ]
@@ -69,4 +69,4 @@ profile = "black"
 
 [tool.black]
 line-length = 100
-target-version = ['py310']
\ No newline at end of file
+target-version = ['py310']
diff --git a/extras/speaker-omni-experimental/qwen_speaker_diarizer.py b/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
index 528fb4a7..add6c87b 100644
--- a/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
+++ b/extras/speaker-omni-experimental/qwen_speaker_diarizer.py
@@ -25,7 +25,7 @@
 import tempfile
 import warnings
 from pathlib import Path
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Dict, List, Optional, Tuple
 
 import torch
 import yaml
@@ -33,22 +33,26 @@
 
 # Suppress warnings for cleaner output
 warnings.filterwarnings("ignore")
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 
 class QwenSpeakerDiarizer:
     """
     Qwen2.5-Omni based speaker recognition and diarization system.
-    
+
     Supports enrollment-by-context for closed-set speaker identification
     with overlap-tolerant transcription and real name output.
     """
-    
-    def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "auto"):
+
+    def __init__(
+        self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "auto"
+    ):
         """
         Initialize the Qwen2.5-Omni diarization system.
-        
+
         Args:
             model_id: Hugging Face model ID (7B or 3B variant)
             device_map: Device mapping for model loading
@@ -58,7 +62,7 @@ def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "au
         self.processor = None
         self.model = None
         self.enrolled_conversation = None
-        
+
         # System prompt for diarization-aware transcription
         self.SYSTEM_PROMPT = (
             "You are a diarization-aware transcriber. Use the *enrolled* voices below.\n"
@@ -69,40 +73,47 @@ def __init__(self, model_id: str = "Qwen/Qwen2.5-Omni-7B", device_map: str = "au
             "(3) Allow overlapping lines when people talk simultaneously. "
             "(4) Estimate coarse times; do not hallucinate content."
         )
-        
+
     def load_models(self):
         """Load Qwen2.5-Omni processor and model."""
         logger.info(f"Loading Qwen2.5-Omni model: {self.model_id}")
-        
+
         try:
             self.processor = Qwen2_5OmniProcessor.from_pretrained(self.model_id)
             self.model = Qwen2_5OmniForConditionalGeneration.from_pretrained(
                 self.model_id,
                 device_map=self.device_map,
                 torch_dtype=torch.bfloat16,
-                enable_audio_output=False  # Text-only generation to save VRAM
+                enable_audio_output=False,  # Text-only generation to save VRAM
             ).eval()
             logger.info("Models loaded successfully")
         except Exception as e:
             logger.error(f"Failed to load models: {e}")
             raise
-    
-    def build_enrollment_conversation(self, speaker_refs: Dict[str, List[str]]) -> List[Dict]:
+
+    def build_enrollment_conversation(
+        self, speaker_refs: Dict[str, List[str]]
+    ) -> List[Dict]:
         """
         Build enrollment conversation with reference audio clips.
-        
+
         Args:
             speaker_refs: Dict mapping speaker name -> list of reference audio paths
-            
+
         Returns:
             Conversation list for consistent speaker context
         """
-        conv = [{"role": "system", "content": [{"type": "text", "text": self.SYSTEM_PROMPT}]}]
-        
+        conv = [
+            {
+                "role": "system",
+                "content": [{"type": "text", "text": self.SYSTEM_PROMPT}],
+            }
+        ]
+
         # Enroll each speaker with their reference clips
         for name, paths in speaker_refs.items():
             logger.info(f"Enrolling speaker: {name} with {len(paths)} reference clips")
-            
+
             # Verify all reference files exist
             valid_paths = []
             for path in paths:
@@ -110,166 +121,196 @@ def build_enrollment_conversation(self, speaker_refs: Dict[str, List[str]]) -> L
                     valid_paths.append(path)
                 else:
                     logger.warning(f"Reference file not found: {path}")
-            
+
             if not valid_paths:
                 logger.error(f"No valid reference files for speaker: {name}")
                 continue
-                
-            conv.append({
-                "role": "user",
-                "content": [
-                    {"type": "text", "text": f"Reference voice: {name}"},
-                    *[{"type": "audio", "path": p} for p in valid_paths]
-                ]
-            })
-            conv.append({
-                "role": "assistant",
-                "content": [{"type": "text", "text": f"Registered {name}."}]
-            })
-        
+
+            conv.append(
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": f"Reference voice: {name}"},
+                        *[{"type": "audio", "path": p} for p in valid_paths],
+                    ],
+                }
+            )
+            conv.append(
+                {
+                    "role": "assistant",
+                    "content": [{"type": "text", "text": f"Registered {name}."}],
+                }
+            )
+
         # Add format example
         conv += [
-            {"role": "user", "content": [{"type": "text", "text": "Format example only:"}]},
-            {"role": "assistant", "content": [{"type": "text", "text":
-                "<SEG t_start=0.00 t_end=1.10 speaker=Flowerin overlap=false> Hi! </SEG>\n"
-                "<SEG t_start=0.80 t_end=1.90 speaker=Brother overlap=true> Hey! </SEG>"}]}
+            {
+                "role": "user",
+                "content": [{"type": "text", "text": "Format example only:"}],
+            },
+            {
+                "role": "assistant",
+                "content": [
+                    {
+                        "type": "text",
+                        "text": "<SEG t_start=0.00 t_end=1.10 speaker=Flowerin overlap=false> Hi! </SEG>\n"
+                        "<SEG t_start=0.80 t_end=1.90 speaker=Brother overlap=true> Hey! </SEG>",
+                    }
+                ],
+            },
         ]
-        
+
         self.enrolled_conversation = conv
         logger.info(f"Enrollment complete for {len(speaker_refs)} speakers")
         return conv
-    
-    def chunk_audio(self, audio_path: str, chunk_duration: int = 30, overlap: int = 5) -> List[str]:
+
+    def chunk_audio(
+        self, audio_path: str, chunk_duration: int = 30, overlap: int = 5
+    ) -> List[str]:
         """
         Split long audio into overlapping chunks.
-        
+
         Args:
             audio_path: Path to audio file
             chunk_duration: Duration of each chunk in seconds
             overlap: Overlap duration in seconds
-            
+
         Returns:
             List of temporary chunk file paths
         """
         try:
             import soundfile as sf
-            
+
             audio_data, sample_rate = sf.read(audio_path)
             duration = len(audio_data) / sample_rate
-            
+
             if duration <= chunk_duration:
                 return [audio_path]  # No chunking needed
-            
+
             chunk_paths = []
             start_time = 0
-            
+
             while start_time < duration:
                 end_time = min(start_time + chunk_duration, duration)
-                
+
                 start_sample = int(start_time * sample_rate)
                 end_sample = int(end_time * sample_rate)
-                
+
                 chunk_data = audio_data[start_sample:end_sample]
-                
+
                 # Create temporary file for chunk
-                with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as temp_file:
+                with tempfile.NamedTemporaryFile(
+                    suffix=".wav", delete=False
+                ) as temp_file:
                     sf.write(temp_file.name, chunk_data, sample_rate)
                     chunk_paths.append(temp_file.name)
-                
+
                 start_time += chunk_duration - overlap
-                
+
                 if end_time >= duration:
                     break
-            
+
             logger.info(f"Audio chunked into {len(chunk_paths)} segments")
             return chunk_paths
-            
+
         except ImportError:
-            logger.error("soundfile library required for audio chunking. Install with: pip install soundfile")
+            logger.error(
+                "soundfile library required for audio chunking. Install with: pip install soundfile"
+            )
             return [audio_path]
         except Exception as e:
             logger.error(f"Failed to chunk audio: {e}")
             return [audio_path]
-    
-    def transcribe_with_names(self, audio_path: str, chunk_long_audio: bool = True) -> Tuple[str, List[Dict]]:
+
+    def transcribe_with_names(
+        self, audio_path: str, chunk_long_audio: bool = True
+    ) -> Tuple[str, List[Dict]]:
         """
         Transcribe audio with named speaker diarization.
-        
+
         Args:
             audio_path: Path to audio file
             chunk_long_audio: Whether to automatically chunk long audio files
-            
+
         Returns:
             Tuple of (transcript_text, updated_conversation)
         """
         if self.enrolled_conversation is None:
-            raise ValueError("No speakers enrolled. Call build_enrollment_conversation first.")
-        
+            raise ValueError(
+                "No speakers enrolled. Call build_enrollment_conversation first."
+            )
+
         if not Path(audio_path).exists():
             raise FileNotFoundError(f"Audio file not found: {audio_path}")
-        
+
         # Handle long audio by chunking
         if chunk_long_audio:
             chunk_paths = self.chunk_audio(audio_path)
         else:
             chunk_paths = [audio_path]
-        
+
         full_transcript = []
         conv = self.enrolled_conversation.copy()
-        
+
         try:
             for i, chunk_path in enumerate(chunk_paths):
                 logger.info(f"Processing chunk {i+1}/{len(chunk_paths)}")
-                
+
                 # Prepare conversation with current audio chunk
-                chunk_conv = conv + [{
-                    "role": "user",
-                    "content": [
-                        {"type": "audio", "path": chunk_path},
-                        {"type": "text", "text": "Transcribe with named diarization; keep IDs consistent with enrolled voices."}
-                    ],
-                }]
-                
+                chunk_conv = conv + [
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "audio", "path": chunk_path},
+                            {
+                                "type": "text",
+                                "text": "Transcribe with named diarization; keep IDs consistent with enrolled voices.",
+                            },
+                        ],
+                    }
+                ]
+
                 # Apply chat template and generate
                 inputs = self.processor.apply_chat_template(
                     chunk_conv,
                     add_generation_prompt=True,
                     tokenize=True,
                     return_tensors="pt",
-                    padding=True
+                    padding=True,
                 ).to(self.model.device)
-                
+
                 # Generate text-only response
                 with torch.no_grad():
                     text_ids = self.model.generate(
                         **inputs,
                         max_new_tokens=1024,
                         do_sample=False,
-                        pad_token_id=self.processor.tokenizer.eos_token_id
+                        pad_token_id=self.processor.tokenizer.eos_token_id,
                     )
-                
+
                 # Decode response
                 response = self.processor.batch_decode(
-                    text_ids[:, inputs["input_ids"].size(1):],
-                    skip_special_tokens=True
+                    text_ids[:, inputs["input_ids"].size(1) :], skip_special_tokens=True
                 )[0].strip()
-                
+
                 # Append response to conversation for context preservation
-                conv.append({
-                    "role": "assistant",
-                    "content": [{"type": "text", "text": response}]
-                })
-                
+                conv.append(
+                    {
+                        "role": "assistant",
+                        "content": [{"type": "text", "text": response}],
+                    }
+                )
+
                 full_transcript.append(response)
-                
+
                 # Clean up temporary chunk files
                 if chunk_path != audio_path and Path(chunk_path).exists():
                     os.unlink(chunk_path)
-            
+
             # Combine transcripts from all chunks
             combined_transcript = "\n".join(full_transcript)
             return combined_transcript, conv
-            
+
         except Exception as e:
             logger.error(f"Transcription failed: {e}")
             # Clean up any remaining temp files
@@ -280,11 +321,13 @@ def transcribe_with_names(self, audio_path: str, chunk_long_audio: bool = True)
                     except:
                         pass
             raise
-    
-    def save_results(self, transcript: str, output_path: str, metadata: Optional[Dict] = None):
+
+    def save_results(
+        self, transcript: str, output_path: str, metadata: Optional[Dict] = None
+    ):
         """
         Save transcription results to file.
-        
+
         Args:
             transcript: Transcribed text with speaker segments
             output_path: Path to save results
@@ -294,133 +337,159 @@ def save_results(self, transcript: str, output_path: str, metadata: Optional[Dic
             "transcript": transcript,
             "model": self.model_id,
             "timestamp": str(Path().cwd()),
-            "metadata": metadata or {}
+            "metadata": metadata or {},
         }
-        
-        with open(output_path, 'w', encoding='utf-8') as f:
+
+        with open(output_path, "w", encoding="utf-8") as f:
             json.dump(results, f, indent=2, ensure_ascii=False)
-        
+
         logger.info(f"Results saved to: {output_path}")
 
 
 def load_config(config_path: str) -> Dict:
     """Load configuration from YAML file."""
-    with open(config_path, 'r', encoding='utf-8') as f:
+    with open(config_path, "r", encoding="utf-8") as f:
         return yaml.safe_load(f)
 
 
 def main():
     """Main CLI interface."""
-    parser = argparse.ArgumentParser(description="Qwen2.5-Omni Speaker Recognition & Diarization")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    parser = argparse.ArgumentParser(
+        description="Qwen2.5-Omni Speaker Recognition & Diarization"
+    )
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Enroll command
-    enroll_parser = subparsers.add_parser('enroll', help='Enroll speakers from config')
-    enroll_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    enroll_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    
+    enroll_parser = subparsers.add_parser("enroll", help="Enroll speakers from config")
+    enroll_parser.add_argument(
+        "--config", required=True, help="Configuration YAML file"
+    )
+    enroll_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+
     # Transcribe command
-    transcribe_parser = subparsers.add_parser('transcribe', help='Transcribe audio with speaker names')
-    transcribe_parser.add_argument('--audio', required=True, help='Audio file to transcribe')
-    transcribe_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    transcribe_parser.add_argument('--output', help='Output file path (optional)')
-    transcribe_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    transcribe_parser.add_argument('--no-chunk', action='store_true', help='Disable automatic chunking')
-    
+    transcribe_parser = subparsers.add_parser(
+        "transcribe", help="Transcribe audio with speaker names"
+    )
+    transcribe_parser.add_argument(
+        "--audio", required=True, help="Audio file to transcribe"
+    )
+    transcribe_parser.add_argument(
+        "--config", required=True, help="Configuration YAML file"
+    )
+    transcribe_parser.add_argument("--output", help="Output file path (optional)")
+    transcribe_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+    transcribe_parser.add_argument(
+        "--no-chunk", action="store_true", help="Disable automatic chunking"
+    )
+
     # Batch command
-    batch_parser = subparsers.add_parser('batch', help='Batch process multiple audio files')
-    batch_parser.add_argument('--input-dir', required=True, help='Directory containing audio files')
-    batch_parser.add_argument('--config', required=True, help='Configuration YAML file')
-    batch_parser.add_argument('--output-dir', default='./output', help='Output directory')
-    batch_parser.add_argument('--model', default='Qwen/Qwen2.5-Omni-7B', help='Model ID (7B or 3B)')
-    
+    batch_parser = subparsers.add_parser(
+        "batch", help="Batch process multiple audio files"
+    )
+    batch_parser.add_argument(
+        "--input-dir", required=True, help="Directory containing audio files"
+    )
+    batch_parser.add_argument("--config", required=True, help="Configuration YAML file")
+    batch_parser.add_argument(
+        "--output-dir", default="./output", help="Output directory"
+    )
+    batch_parser.add_argument(
+        "--model", default="Qwen/Qwen2.5-Omni-7B", help="Model ID (7B or 3B)"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Load configuration
     config = load_config(args.config)
-    speaker_refs = config.get('speakers', {})
-    
+    speaker_refs = config.get("speakers", {})
+
     if not speaker_refs:
         logger.error("No speakers configured in config file")
         return
-    
+
     # Initialize diarizer
     diarizer = QwenSpeakerDiarizer(model_id=args.model)
     diarizer.load_models()
-    
-    if args.command == 'enroll':
+
+    if args.command == "enroll":
         # Build enrollment conversation
         conv = diarizer.build_enrollment_conversation(speaker_refs)
         logger.info("Speaker enrollment completed successfully")
-        
-    elif args.command == 'transcribe':
+
+    elif args.command == "transcribe":
         # Enroll speakers and transcribe single audio
         diarizer.build_enrollment_conversation(speaker_refs)
-        
+
         transcript, _ = diarizer.transcribe_with_names(
-            args.audio,
-            chunk_long_audio=not args.no_chunk
+            args.audio, chunk_long_audio=not args.no_chunk
         )
-        
-        print("\n" + "="*50)
+
+        print("\n" + "=" * 50)
         print("TRANSCRIPTION RESULT:")
-        print("="*50)
+        print("=" * 50)
         print(transcript)
-        print("="*50 + "\n")
-        
+        print("=" * 50 + "\n")
+
         # Save results if output path specified
         if args.output:
             diarizer.save_results(
                 transcript,
                 args.output,
-                {"audio_file": args.audio, "config": args.config}
+                {"audio_file": args.audio, "config": args.config},
             )
-    
-    elif args.command == 'batch':
+
+    elif args.command == "batch":
         # Batch process multiple files
         input_dir = Path(args.input_dir)
         output_dir = Path(args.output_dir)
         output_dir.mkdir(exist_ok=True)
-        
+
         # Find audio files
-        audio_extensions = {'.wav', '.mp3', '.flac', '.m4a', '.ogg'}
-        audio_files = [f for f in input_dir.iterdir() 
-                      if f.is_file() and f.suffix.lower() in audio_extensions]
-        
+        audio_extensions = {".wav", ".mp3", ".flac", ".m4a", ".ogg"}
+        audio_files = [
+            f
+            for f in input_dir.iterdir()
+            if f.is_file() and f.suffix.lower() in audio_extensions
+        ]
+
         if not audio_files:
             logger.error(f"No audio files found in {input_dir}")
             return
-        
+
         logger.info(f"Found {len(audio_files)} audio files to process")
-        
+
         # Enroll speakers once
         diarizer.build_enrollment_conversation(speaker_refs)
-        
+
         # Process each file
         for audio_file in audio_files:
             logger.info(f"Processing: {audio_file.name}")
-            
+
             try:
                 transcript, _ = diarizer.transcribe_with_names(str(audio_file))
-                
+
                 # Save results
                 output_file = output_dir / f"{audio_file.stem}_transcript.json"
                 diarizer.save_results(
                     transcript,
                     str(output_file),
-                    {"audio_file": str(audio_file), "config": args.config}
+                    {"audio_file": str(audio_file), "config": args.config},
                 )
-                
+
             except Exception as e:
                 logger.error(f"Failed to process {audio_file.name}: {e}")
                 continue
-        
+
         logger.info(f"Batch processing complete. Results saved to {output_dir}")
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/.dockerignore b/extras/speaker-recognition/.dockerignore
index 63efacb4..61983e0a 100644
--- a/extras/speaker-recognition/.dockerignore
+++ b/extras/speaker-recognition/.dockerignore
@@ -4,4 +4,4 @@
 !pyproject.blackwell.toml
 !.env
 !src
-!scripts
\ No newline at end of file
+!scripts
diff --git a/extras/speaker-recognition/.env.template b/extras/speaker-recognition/.env.template
index 60c7cc15..dde6901d 100644
--- a/extras/speaker-recognition/.env.template
+++ b/extras/speaker-recognition/.env.template
@@ -38,8 +38,20 @@ GROQ_API_KEY=
 # Service binding configuration
 # SPEAKER_SERVICE_HOST=0.0.0.0
 # SPEAKER_SERVICE_PORT=8085
+# Internal hostname used by the web UI proxy (usually the compose service alias)
+# SPEAKER_SERVICE_PROXY_HOST=speaker-service
 
 # React UI configuration
 # REACT_UI_HOST=0.0.0.0
 # REACT_UI_PORT=5174
 # REACT_UI_HTTPS=false
+
+# --- Cross-service error reporting (backend "System Errors" page) -------------
+# Forward this service's ERROR/CRITICAL logs to the backend so failures here
+# show up on the admin System Errors page instead of only in container logs.
+# Opt-in: set both URL and TOKEN. TOKEN must match the backend's
+# SYSTEM_EVENT_INGEST_TOKEN (or its SERVICE_MANAGER_TOKEN, the default fallback).
+# On a remote/distributed node, point the URL at the backend's Tailscale name.
+# CHRONICLE_INGEST_URL=http://host.docker.internal:8000/api/admin/system-events/ingest
+# CHRONICLE_INGEST_TOKEN=
+# CHRONICLE_SERVICE_NAME=   # optional label override (defaults to the service name)
diff --git a/extras/speaker-recognition/Caddyfile.template b/extras/speaker-recognition/Caddyfile.template
new file mode 100644
index 00000000..4b52765a
--- /dev/null
+++ b/extras/speaker-recognition/Caddyfile.template
@@ -0,0 +1,31 @@
+# Caddy reverse proxy for Chronicle Speaker Recognition
+# Provides unified HTTPS endpoint for API and Web UI
+
+localhost TAILSCALE_IP {
+
+    # Speaker Service API endpoints (strip /api prefix)
+    handle /api/* {
+        uri strip_prefix /api
+        reverse_proxy speaker-service:8085
+    }
+
+    # WebSocket endpoints
+    handle /ws/* {
+        reverse_proxy speaker-service:8085
+    }
+
+    # Deepgram-compatible WebSocket endpoints
+    handle /v1/* {
+        reverse_proxy speaker-service:8085
+    }
+
+    # Health check endpoint
+    handle /health {
+        reverse_proxy speaker-service:8085
+    }
+
+    # Everything else - proxy to Web UI (plain HTTP; the dev server is not TLS)
+    handle {
+        reverse_proxy web-ui:WEB_UI_PORT_PLACEHOLDER
+    }
+}
diff --git a/extras/speaker-recognition/Dockerfile-gtx1070 b/extras/speaker-recognition/Dockerfile-gtx1070
index da2c5d1d..7939f36e 100644
--- a/extras/speaker-recognition/Dockerfile-gtx1070
+++ b/extras/speaker-recognition/Dockerfile-gtx1070
@@ -22,7 +22,7 @@ COPY uv.lock ./
 # Copy source code
 COPY src/ src/
 
-# Install dependencies and package  
+# Install dependencies and package
 # Use build arg to control CPU vs GPU mode
 ARG COMPUTE_MODE=gpu
 RUN if [ "$COMPUTE_MODE" = "gpu" ]; then \
@@ -61,4 +61,4 @@ RUN --mount=type=cache,target=/models \
 EXPOSE 8085
 
 # Run the service
-CMD ["uv", "run", "--no-dev", "--no-sync", "simple-speaker-service"] 
\ No newline at end of file
+CMD ["uv", "run", "--no-dev", "--no-sync", "simple-speaker-service"]
diff --git a/extras/speaker-recognition/Dockerfile-k8s b/extras/speaker-recognition/Dockerfile-k8s
index bae00aa3..d1bafedd 100644
--- a/extras/speaker-recognition/Dockerfile-k8s
+++ b/extras/speaker-recognition/Dockerfile-k8s
@@ -24,7 +24,7 @@ COPY uv.lock ./
 # Copy source code
 COPY src/ src/
 
-# Install dependencies and package  
+# Install dependencies and package
 # Use build arg to control CPU vs GPU mode
 ARG COMPUTE_MODE=cpu
 RUN if [ "$COMPUTE_MODE" = "gpu" ]; then \
@@ -56,4 +56,4 @@ RUN --mount=type=cache,target=/models \
 EXPOSE 8085
 
 # Run the service
-CMD ["uv", "run", "--no-dev", "simple-speaker-service"] 
+CMD ["uv", "run", "--no-dev", "simple-speaker-service"]
diff --git a/extras/speaker-recognition/Dockerfile.blackwell b/extras/speaker-recognition/Dockerfile.blackwell
index 0ee7705c..d2da201a 100644
--- a/extras/speaker-recognition/Dockerfile.blackwell
+++ b/extras/speaker-recognition/Dockerfile.blackwell
@@ -37,4 +37,4 @@ EXPOSE 8001
 ENV PATH="/app/.venv/bin:$PATH"
 
 # Run the service
-CMD ["python", "speaker_service.py"] 
+CMD ["python", "speaker_service.py"]
diff --git a/extras/speaker-recognition/Dockerfile.strixhalo b/extras/speaker-recognition/Dockerfile.strixhalo
new file mode 100644
index 00000000..584c2ae3
--- /dev/null
+++ b/extras/speaker-recognition/Dockerfile.strixhalo
@@ -0,0 +1,76 @@
+FROM docker.io/kyuz0/vllm-therock-gfx1151:sha-039484a
+
+ARG PYTORCH_CUDA_VERSION=strixhalo
+ENV PYTORCH_CUDA_VERSION=${PYTORCH_CUDA_VERSION}
+
+# Install system dependencies
+RUN set -eux; \
+    dnf -y install \
+        gcc gcc-c++ make git ffmpeg curl libjpeg-turbo-devel zlib-devel libpng-devel sudo; \
+    dnf -y clean all
+
+WORKDIR /app
+
+# Install uv
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /bin/uv
+
+# Copy dependency files first (for better caching)
+COPY pyproject.toml uv.lock ./
+
+# Use the base image's prebuilt venv (contains torch stack for gfx1151)
+RUN test -x /opt/venv/bin/python
+ENV VIRTUAL_ENV=/opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
+
+# Install dependencies, but never install/override torch/torchvision/torchaudio in this image.
+# We avoid `uv sync` here because it recreates the venv and drops `--system-site-packages`.
+# For strixhalo, we install pyannote.audio from git with --no-deps separately.
+RUN set -eux; \
+    uv export --frozen --format requirements.txt --no-dev --no-hashes \
+        --extra ${PYTORCH_CUDA_VERSION} --no-emit-project \
+        --prune torch --prune torchvision --prune torchaudio \
+        --prune rocm --prune rocm-sdk-core --prune rocm-sdk-devel --prune rocm-sdk-libraries-gfx1151 \
+        --prune torchcodec \
+        $(if [ "${PYTORCH_CUDA_VERSION}" = "strixhalo" ]; then echo "--prune pyannote.audio"; fi) \
+        --output-file /tmp/requirements.txt; \
+    uv pip install --python /opt/venv/bin/python --no-managed-python --prerelease=if-necessary-or-explicit \
+        --requirements /tmp/requirements.txt; \
+    if [ "${PYTORCH_CUDA_VERSION}" = "strixhalo" ]; then \
+        uv pip install --python /opt/venv/bin/python --no-managed-python --no-deps \
+            "git+https://github.com/pyannote/pyannote-audio.git"; \
+    fi; \
+    uv cache clean
+
+# Copy the full source code (after dependencies are cached)
+COPY src/ src/
+
+# Install the project (editable so the compose bind-mount workflow still works)
+RUN uv pip install --python /opt/venv/bin/python --no-managed-python --no-deps --editable .
+
+# Verify we can import the base image's torch stack (and that torchvision ops are present)
+RUN python -c "import torch, torchvision; print('torch', torch.__version__, torch.__file__); print('torchvision', torchvision.__version__, torchvision.__file__)"
+
+# Create directories
+RUN mkdir -p /app/audio_chunks /app/debug /app/data /models
+
+ARG APP_UID=10001
+ARG APP_GID=10001
+
+RUN groupadd --system --gid ${APP_GID} app \
+    && useradd --system --uid ${APP_UID} --gid app --home-dir /home/app --create-home --shell /bin/bash app \
+    && usermod -aG wheel app \
+    && echo "app:root" | chpasswd \
+    && chown -R app:app /app /models /opt/venv
+
+# Set environment variables
+ENV HF_HOME=/models
+ENV PYTHONPATH=/app
+ENV LD_LIBRARY_PATH=/opt/rocm/lib:/opt/rocm/lib/host-math/lib:/opt/rocm/lib/rocm_sysdeps/lib:/opt/venv/lib/python3.13/site-packages/torch/lib:/usr/lib64:${LD_LIBRARY_PATH}
+
+# Expose port
+EXPOSE 8085
+
+USER app
+
+# Run the service
+CMD ["/opt/venv/bin/simple-speaker-service"]
diff --git a/extras/speaker-recognition/README.detailed.md b/extras/speaker-recognition/README.detailed.md
index e59713cd..dc8daae7 100644
--- a/extras/speaker-recognition/README.detailed.md
+++ b/extras/speaker-recognition/README.detailed.md
@@ -175,7 +175,7 @@ The enrollment quality score helps ensure reliable speaker recognition:
    ```bash
    docker-compose up --build
    ```
-   
+
    This starts:
    - Speaker service on http://localhost:8001
    - Web UI on http://localhost:8501
@@ -184,7 +184,7 @@ The enrollment quality score helps ensure reliable speaker recognition:
    ```bash
    # Terminal 1 - Start speaker service
    uv run python speaker_service.py
-   
+
    # Terminal 2 - Start web UI
    uv run streamlit run web_ui.py
    ```
@@ -511,4 +511,4 @@ speaker-{name}/
 2. Use GPU for faster processing
 3. Regular database maintenance
 4. Clean up old export files
-5. Monitor disk space usage
\ No newline at end of file
+5. Monitor disk space usage
diff --git a/extras/speaker-recognition/README.md b/extras/speaker-recognition/README.md
index e3d114db..f6ee723b 100644
--- a/extras/speaker-recognition/README.md
+++ b/extras/speaker-recognition/README.md
@@ -49,27 +49,18 @@ For non-interactive setup:
 ./init.sh --hf-token YOUR_TOKEN --compute-mode gpu --enable-https --server-ip 100.83.66.30
 ```
 
-### 4. Generate SSL Certificates (Required for Nginx)
+### 4. SSL Certificates (automatic)
 
-**⚠️ Important**: The nginx proxy requires SSL certificates to start. SSL certificates are optional through `wizard.sh`. If you haven't generated them during setup, you must create them manually:
+HTTPS is fronted by **Caddy**, which obtains and auto-renews the certificate itself — no
+manual generation step. `./wizard.sh` configures it based on your address:
 
-```bash
-cd extras/speaker-recognition
-# Generate certificates for localhost (default)
-bash ssl/generate-ssl.sh localhost
-
-# Or generate for a specific IP/domain (e.g., Tailscale IP)
-bash ssl/generate-ssl.sh 100.83.66.30
-```
+- **`*.ts.net` (Tailscale)** → Caddy fetches the cert from the local `tailscaled` (the
+  wizard mounts the socket). Trusted across your tailnet, auto-renewed.
+- **Real domain** → Let's Encrypt, auto-renewed.
+- **IP / `localhost`** → Caddy's internal-CA self-signed cert (accept the browser warning).
 
-This creates:
-- `ssl/server.crt` - SSL certificate
-- `ssl/server.key` - Private key
-
-**Note**: If SSL certificates are missing, nginx will fail to start with errors like:
-```
-cannot load certificate "/etc/nginx/ssl/server.crt": BIO_new_file() failed
-```
+See [../../docs/ssl-certificates.md](../../docs/ssl-certificates.md) for the full model
+(including the Docker-Desktop `static` fallback).
 
 ### 5. Start the system
 ```bash
@@ -125,10 +116,10 @@ docker compose --profile gpu down
 ## 🛠️ System Architecture
 
 - **Multi-user Support**: Each user manages their own speaker data
-- **SQLite Database**: Local storage for annotations, speakers, and sessions  
+- **SQLite Database**: Local storage for annotations, speakers, and sessions
 - **Quality Assessment**: Automatic audio quality scoring with recommendations
 - **CPU/GPU Support**: Flexible deployment with dedicated dependency groups
-- **Export Formats**: 
+- **Export Formats**:
   - Concatenated audio (max 10min per file)
   - Segmented files: `./exported_data/speaker-1/audio001.wav`
   - Metadata and annotations as JSON
@@ -155,7 +146,7 @@ The system offers multiple processing modes for different use cases:
 - **Output**: Timestamped segments with generic speaker labels
 - **Requirements**: Audio file only
 
-#### 🔹 Speaker Identification  
+#### 🔹 Speaker Identification
 - **What it does**: Separates speakers AND identifies enrolled speakers by name
 - **Best for**: Identifying known speakers in meetings or conversations
 - **Output**: Timestamped segments with actual speaker names
@@ -194,7 +185,7 @@ The modern React interface provides an enhanced user experience with:
 
 ### Key Features
 - **Recording Support**: Direct microphone recording with WebM to WAV conversion
-- **Enrollment Options**: 
+- **Enrollment Options**:
   - Create new speaker enrollment
   - Append to existing speaker (weighted embedding averaging)
   - Direct enrollment from annotation segments
@@ -271,7 +262,7 @@ segments = processor.extract_segments_from_deepgram(deepgram_response)
 
 # Format for display
 transcript_text = processor.format_transcript_text(
-    segments, 
+    segments,
     include_timestamps=True,
     speaker_names={0: "John", 1: "Jane"}
 )
@@ -329,7 +320,7 @@ When working with Deepgram responses, you'll encounter different data structures
 - **Use**: Most accurate for speaker boundaries and timing
 - **Example**: `{"word": "hello", "start": 1.23, "end": 1.45, "speaker": 0}`
 
-#### Segments  
+#### Segments
 - **What**: Groups of consecutive words from the same speaker
 - **Use**: Natural speech chunks for annotation and training
 - **Generated by**: DeepgramParser groups words by speaker changes
@@ -360,7 +351,6 @@ When you see issues with transcript processing:
 
 For detailed documentation, API reference, and advanced usage:
 - **[README.detailed.md](README.detailed.md)** - Comprehensive guide
-- **[plan.md](plan.md)** - Implementation details
 
 ## 🔧 Configuration
 
@@ -369,14 +359,14 @@ Environment variables:
 # Required
 HF_TOKEN="your_token"                    # Required: Hugging Face token for PyAnnote models
 
-# Speaker Service Configuration  
+# Speaker Service Configuration
 SPEAKER_SERVICE_HOST="0.0.0.0"          # Speaker service bind host
 SPEAKER_SERVICE_PORT="8085"             # Speaker service port (default: 8085)
 SPEAKER_SERVICE_URL="http://speaker-service:8085"  # URL for internal Docker communication
 SIMILARITY_THRESHOLD="0.15"             # Speaker similarity threshold (0.1-0.3 typical for ECAPA-TDNN)
 
 # React Web UI Configuration
-REACT_UI_HOST="0.0.0.0"                # Web UI bind host  
+REACT_UI_HOST="0.0.0.0"                # Web UI bind host
 REACT_UI_PORT="5173"                    # Web UI port (default: 5173)
 REACT_UI_HTTPS="true"                   # Enable HTTPS for microphone access (default: true)
 
@@ -414,15 +404,13 @@ The React UI is configured with HTTPS enabled by default (`REACT_UI_HTTPS=true`)
 
 ## 🚨 Troubleshooting
 
-**Nginx failing to start with SSL certificate errors?**
-- Error: `cannot load certificate "/etc/nginx/ssl/server.crt": BIO_new_file() failed`
-- **Solution**: Generate SSL certificates (see step 4 in Quick Start):
-  ```bash
-  cd extras/speaker-recognition
-  bash ssl/generate-ssl.sh localhost
-  ```
-- Verify certificates exist: `ls -la ssl/server.crt ssl/server.key`
-- Restart nginx: `docker compose --profile cpu restart nginx` (or `--profile gpu`)
+**Caddy/HTTPS not serving a valid certificate?**
+- HTTPS is handled by **Caddy** (auto-managed certs); there is no manual cert step.
+- For a Tailscale (`*.ts.net`) address, confirm the socket is mounted into Caddy:
+  `docker inspect speaker-recognition-caddy-1 --format '{{range .Mounts}}{{.Destination}} {{end}}'`
+  should list `/var/run/tailscale/tailscaled.sock`.
+- Confirm the served cert: `echo | openssl s_client -connect localhost:8444 -servername <your-name> 2>/dev/null | openssl x509 -noout -issuer -enddate`
+- See [../../docs/ssl-certificates.md](../../docs/ssl-certificates.md) for details.
 
 **Can't access the web UI?**
 - Check if services are running: `docker compose --profile cpu ps` (or `--profile gpu`)
@@ -445,7 +433,7 @@ For local development without Docker:
 uv sync
 uv run python speaker_service.py
 
-# Terminal 2 - React Web UI  
+# Terminal 2 - React Web UI
 cd webui && npm run dev
 ```
 
@@ -472,7 +460,7 @@ Content-Type: multipart/form-data
 **Form Fields:**
 - `file`: Audio file (WAV/FLAC, max 3 minutes)
 - `speaker_id`: Unique speaker identifier
-- `speaker_name`: Speaker display name  
+- `speaker_name`: Speaker display name
 - `start`: Start time in seconds (optional)
 - `end`: End time in seconds (optional)
 
@@ -699,11 +687,11 @@ The system provides **complete Deepgram API compatibility** with clearly separat
 
 #### Core Processing Endpoints
 - `POST /v1/listen` - Deepgram-compatible file transcription with speaker enhancement
-- `POST /v1/transcribe-and-diarize` - Hybrid mode: Deepgram transcription + internal speaker identification  
+- `POST /v1/transcribe-and-diarize` - Hybrid mode: Deepgram transcription + internal speaker identification
 - `POST /v1/diarize-only` - Pure speaker diarization without transcription
 - `POST /diarize-and-identify` - Internal speaker identification with diarization
 
-#### Streaming Endpoints  
+#### Streaming Endpoints
 - `WSS /v1/ws_listen` - Deepgram-compatible WebSocket streaming with speaker identification
 - `GET /v1/listen/info` - API documentation and capability information
 
@@ -715,7 +703,7 @@ The system provides **complete Deepgram API compatibility** with clearly separat
 - `DELETE /speakers/{speaker_id}` - Remove speaker
 - `POST /speakers/reset` - Reset all speakers
 
-#### Health & Configuration  
+#### Health & Configuration
 - `GET /health` - Service health check
 - `GET /deepgram/config` - Get Deepgram API key for frontend
 
@@ -741,7 +729,7 @@ const ws = new WebSocket(url, protocols)
 }
 ```
 
-##### `utterance_boundary` 
+##### `utterance_boundary`
 Server-side VAD detected speech segment with speaker identification:
 ```json
 {
@@ -755,7 +743,7 @@ Server-side VAD detected speech segment with speaker identification:
   "transcript": "Hello world",
   "speaker_identification": {
     "speaker_id": "john_doe",
-    "speaker_name": "John Doe", 
+    "speaker_name": "John Doe",
     "confidence": 0.892,
     "status": "identified"
   }
@@ -780,7 +768,7 @@ All Deepgram API responses forwarded transparently:
 ##### `error`
 ```json
 {
-  "type": "error", 
+  "type": "error",
   "message": "Error description"
 }
 ```
@@ -788,7 +776,7 @@ All Deepgram API responses forwarded transparently:
 #### Features
 
 - **Speaker Change Detection**: Server-side VAD using Pyannote
-- **Real-time Speaker ID**: Identify enrolled speakers automatically  
+- **Real-time Speaker ID**: Identify enrolled speakers automatically
 - **Complete Deepgram Access**: All Deepgram events forwarded via `raw_deepgram`
 - **Debug Recording**: Server creates WAV files for troubleshooting
 - **HTTPS/WSS Support**: Full browser microphone compatibility
@@ -898,7 +886,7 @@ source .env && export HF_TOKEN && uv run pytest tests/test_speaker_service_integ
 
 #### What the Tests Cover
 1. **Service Health**: Verifies Docker containers start and service is accessible
-2. **Speaker Enrollment**: Batch enrollment of multiple speakers with audio files  
+2. **Speaker Enrollment**: Batch enrollment of multiple speakers with audio files
 3. **Database Persistence**: Confirms speakers are stored correctly
 4. **Individual Identification**: Tests single-speaker identification accuracy
 5. **Conversation Processing**: Full conversation analysis with speaker diarization
@@ -932,4 +920,4 @@ The advanced backend communicates with this service through the `client.py` modu
 ### General Performance
 - Audio files should be accessible from both services (use shared volumes)
 - Microphone recording dynamically detects browser sample rate (typically 44.1kHz or 48kHz) for optimal compatibility
-- Microphone recording requires `pyaudio` and proper audio device setup 
\ No newline at end of file
+- Microphone recording requires `pyaudio` and proper audio device setup
diff --git a/extras/speaker-recognition/charts/SHARED-MODELS.md b/extras/speaker-recognition/charts/SHARED-MODELS.md
index 4a63a20e..249ffccf 100644
--- a/extras/speaker-recognition/charts/SHARED-MODELS.md
+++ b/extras/speaker-recognition/charts/SHARED-MODELS.md
@@ -54,6 +54,6 @@ kubectl exec -n speech deployment/speaker-recognition-speaker -- ls -la /models
 # Enable shared storage
 sed -i 's/enabled: false/enabled: true/' extras/speaker-recognition/charts/values.yaml
 
-# Disable shared storage  
+# Disable shared storage
 sed -i 's/enabled: true/enabled: false/' extras/speaker-recognition/charts/values.yaml
-```
\ No newline at end of file
+```
diff --git a/extras/speaker-recognition/charts/templates/secret.yaml b/extras/speaker-recognition/charts/templates/secret.yaml
index de7ac656..9972be38 100644
--- a/extras/speaker-recognition/charts/templates/secret.yaml
+++ b/extras/speaker-recognition/charts/templates/secret.yaml
@@ -15,4 +15,3 @@ data:
   {{- if .Values.secrets.deepgramApiKey }}
   DEEPGRAM_API_KEY: {{ .Values.secrets.deepgramApiKey | b64enc | quote }}
   {{- end }}
-
diff --git a/extras/speaker-recognition/charts/templates/speaker-pvc.yaml b/extras/speaker-recognition/charts/templates/speaker-pvc.yaml
index 815fabef..188ec2af 100644
--- a/extras/speaker-recognition/charts/templates/speaker-pvc.yaml
+++ b/extras/speaker-recognition/charts/templates/speaker-pvc.yaml
@@ -66,4 +66,4 @@ spec:
   resources:
     requests:
       storage: {{ .Values.speaker.persistence.speakerData.size }}
-  storageClassName: openebs-hostpath
\ No newline at end of file
+  storageClassName: openebs-hostpath
diff --git a/extras/speaker-recognition/charts/templates/speaker-recognition-ingress.yaml b/extras/speaker-recognition/charts/templates/speaker-recognition-ingress.yaml
index 2d0d7e6d..835f8476 100644
--- a/extras/speaker-recognition/charts/templates/speaker-recognition-ingress.yaml
+++ b/extras/speaker-recognition/charts/templates/speaker-recognition-ingress.yaml
@@ -10,29 +10,29 @@ metadata:
       if ($request_uri ~ ^/api/(.*)$) {
         rewrite ^/api/(.*)$ /$1 break;
       }
-    
+
     # SSL and security
     nginx.ingress.kubernetes.io/ssl-redirect: "false"
-    
+
     # File upload settings (from nginx.conf)
     nginx.ingress.kubernetes.io/client-max-body-size: "100m"
     nginx.ingress.kubernetes.io/proxy-body-size: "100m"
-    
+
     # Timeout settings (from nginx.conf)
     nginx.ingress.kubernetes.io/proxy-read-timeout: "86400"
     nginx.ingress.kubernetes.io/proxy-send-timeout: "86400"
     nginx.ingress.kubernetes.io/proxy-connect-timeout: "60s"
-    
+
     # WebSocket support
     nginx.ingress.kubernetes.io/proxy-buffering: "off"
     nginx.ingress.kubernetes.io/proxy-request-buffering: "off"
-    
+
     # CORS headers
     nginx.ingress.kubernetes.io/enable-cors: "true"
     nginx.ingress.kubernetes.io/cors-allow-origin: "*"
     nginx.ingress.kubernetes.io/cors-allow-methods: "GET, POST, PUT, DELETE, OPTIONS"
     nginx.ingress.kubernetes.io/cors-allow-headers: "DNT,User-Agent,X-Requested-With,If-Modified-Since,Cache-Control,Content-Type,Range,Authorization"
-  
+
 spec:
   ingressClassName: nginx
   rules:
@@ -47,7 +47,7 @@ spec:
             name: speaker-recognition-speaker
             port:
               number: 8085
-      
+
       # API endpoints - proxy to speaker service and rewrite /api prefix
       - path: /api
         pathType: Prefix
@@ -56,7 +56,7 @@ spec:
             name: speaker-recognition-speaker
             port:
               number: 8085
-      
+
       # WebSocket endpoints - proxy to speaker service
       - path: /ws
         pathType: Prefix
@@ -65,7 +65,7 @@ spec:
             name: speaker-recognition-speaker
             port:
               number: 8085
-      
+
       # Deepgram API endpoints - proxy to speaker service
       - path: /v1
         pathType: Prefix
@@ -74,7 +74,7 @@ spec:
             name: speaker-recognition-speaker
             port:
               number: 8085
-      
+
       # Frontend application - proxy to webui service
       - path: /
         pathType: Prefix
diff --git a/extras/speaker-recognition/charts/templates/speaker-service.yaml b/extras/speaker-recognition/charts/templates/speaker-service.yaml
index cfea7990..a10752e9 100644
--- a/extras/speaker-recognition/charts/templates/speaker-service.yaml
+++ b/extras/speaker-recognition/charts/templates/speaker-service.yaml
@@ -13,4 +13,4 @@ spec:
       protocol: TCP
       name: http
   selector:
-    app: {{ .Release.Name }}-speaker
\ No newline at end of file
+    app: {{ .Release.Name }}-speaker
diff --git a/extras/speaker-recognition/charts/templates/webui-deployment.yaml b/extras/speaker-recognition/charts/templates/webui-deployment.yaml
index ab8ba3e5..3b0337d5 100644
--- a/extras/speaker-recognition/charts/templates/webui-deployment.yaml
+++ b/extras/speaker-recognition/charts/templates/webui-deployment.yaml
@@ -40,4 +40,4 @@ spec:
               value: {{ .Release.Name }}-speaker
             - name: SPEAKER_SERVICE_PORT
               value: {{ .Values.speaker.service.port | quote }}
-      restartPolicy: Always
\ No newline at end of file
+      restartPolicy: Always
diff --git a/extras/speaker-recognition/charts/templates/webui-service.yaml b/extras/speaker-recognition/charts/templates/webui-service.yaml
index 0130236b..fa48b3c5 100644
--- a/extras/speaker-recognition/charts/templates/webui-service.yaml
+++ b/extras/speaker-recognition/charts/templates/webui-service.yaml
@@ -12,4 +12,4 @@ spec:
       protocol: TCP
       name: http
   selector:
-    app: {{ .Release.Name }}-webui
\ No newline at end of file
+    app: {{ .Release.Name }}-webui
diff --git a/extras/speaker-recognition/charts/values.yaml b/extras/speaker-recognition/charts/values.yaml
index afccf104..0069b4ee 100644
--- a/extras/speaker-recognition/charts/values.yaml
+++ b/extras/speaker-recognition/charts/values.yaml
@@ -58,7 +58,7 @@ webui:
   env:
     # Environment variables are set by Skaffold setValueTemplates
     # REACT_UI_HOST: set by skaffold
-    # REACT_UI_PORT: set by skaffold  
+    # REACT_UI_PORT: set by skaffold
     # REACT_UI_HTTPS: set by skaffold
     # VITE_ALLOWED_HOSTS: set by skaffold
     # WEBUI_CORS_ORIGIN: set by skaffold
@@ -75,13 +75,13 @@ global:
     size: 20Gi
     # Use the working openebs-hostpath storage class
     storageClassName: "openebs-hostpath"
-    
+
     # Disable HostPath since we're using external PVC
     useHostPath: false
-    
+
     # Use external PVC created in k8s-manifests
     useExternalPVC: true
-    
+
     # Pre-download models using init job
     initJob:
       enabled: false
@@ -96,4 +96,4 @@ secrets:
   # Fixed secret name to prevent regeneration - uses existing secret from Makefile
   name: "chronicle-secrets"
   # Don't create the secret, use existing one from Makefile
-  create: false
\ No newline at end of file
+  create: false
diff --git a/extras/speaker-recognition/docker-compose-test.yml b/extras/speaker-recognition/docker-compose-test.yml
index 5c11573d..723cee27 100644
--- a/extras/speaker-recognition/docker-compose-test.yml
+++ b/extras/speaker-recognition/docker-compose-test.yml
@@ -16,7 +16,6 @@ services:
       # Persist Hugging Face cache (models) between restarts
       - ./model_cache:/models
       # Test-specific data directories to avoid clobbering dev data
-      - ./audio_chunks_test:/app/audio_chunks
       - ./debug_test:/app/debug
       - ./speaker_data_test:/app/data
     env_file:
@@ -29,7 +28,6 @@ services:
       - SPEAKER_SERVICE_PORT=8086
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
       - CORS_ORIGINS=http://localhost:3001,http://localhost:8001,https://localhost:3001,https://localhost:8001
-    restart: unless-stopped
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8086/health"]
       interval: 30s
diff --git a/extras/speaker-recognition/docker-compose.yml b/extras/speaker-recognition/docker-compose.yml
index 50d40caf..2076b8ba 100644
--- a/extras/speaker-recognition/docker-compose.yml
+++ b/extras/speaker-recognition/docker-compose.yml
@@ -9,7 +9,7 @@ services:
       dockerfile: Dockerfile
       args:
         PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cpu}
-    image: speaker-recognition:latest
+    image: ${CHRONICLE_REGISTRY:-}chronicle-speaker:${CHRONICLE_TAG:-latest}
     env_file:
       - .env
     ports:
@@ -17,7 +17,6 @@ services:
     volumes:
       - ./src:/app/src
       - ./model_cache:/models
-      - ./audio_chunks:/app/audio_chunks
       - ./debug:/app/debug
       - ./speaker_data:/app/data
       - ../../config:/app/config:ro
@@ -28,6 +27,14 @@ services:
       - SPEAKER_SERVICE_HOST=${SPEAKER_SERVICE_HOST:-0.0.0.0}
       - SPEAKER_SERVICE_PORT=${SPEAKER_SERVICE_PORT:-8085}
       - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
+      # Cross-service error reporting → backend "System Errors" page (opt-in).
+      - CHRONICLE_INGEST_URL=${CHRONICLE_INGEST_URL:-}
+      - CHRONICLE_INGEST_TOKEN=${CHRONICLE_INGEST_TOKEN:-}
+      - CHRONICLE_SERVICE_NAME=${CHRONICLE_SERVICE_NAME:-}
+    # So CHRONICLE_INGEST_URL=http://host.docker.internal:8000/... resolves to the
+    # backend host on Linux/Podman.
+    extra_hosts:
+      - host.docker.internal:host-gateway
     restart: unless-stopped
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8085/health"]
@@ -59,14 +66,44 @@ services:
       default:
         aliases:
           - speaker-service
-  
+
+  # AMD Strix Halo (gfx1151 / Ryzen AI Max) Profile
+  speaker-service-strixhalo:
+    <<: *base-speaker-service
+    profiles: ["strixhalo"]
+    build:
+      context: .
+      dockerfile: Dockerfile.strixhalo
+    image: ${CHRONICLE_REGISTRY:-}chronicle-speaker-strixhalo:${CHRONICLE_TAG:-latest}
+    devices:
+      - /dev/kfd:/dev/kfd
+      - /dev/dri:/dev/dri
+    group_add:
+      # Use numeric GIDs - group names (video/render) don't exist in vllm-therock image.
+      # Find your system's GIDs with: getent group video render
+      - "${VIDEO_GID:-985}"   # video group (Arch default; Ubuntu typically 44)
+      - "${RENDER_GID:-989}"  # render group (Arch default; Ubuntu typically 107)
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN}
+      - SIMILARITY_THRESHOLD=${SIMILARITY_THRESHOLD:-0.15}
+      - SPEAKER_SERVICE_HOST=${SPEAKER_SERVICE_HOST:-0.0.0.0}
+      - SPEAKER_SERVICE_PORT=${SPEAKER_SERVICE_PORT:-8085}
+      - DEEPGRAM_API_KEY=${DEEPGRAM_API_KEY}
+      - HSA_OVERRIDE_GFX_VERSION=11.5.1
+    networks:
+      default:
+        aliases:
+          - speaker-service
+
   # React Web UI
   web-ui:
     platform: linux/amd64
+    image: ${CHRONICLE_REGISTRY:-}chronicle-speaker-webui:${CHRONICLE_TAG:-latest}
     build:
       context: webui
       dockerfile: Dockerfile
-    profiles: ["cpu", "gpu"]
+    profiles: ["cpu", "gpu", "strixhalo"]
     ports:
       - "${REACT_UI_PORT:-5173}:${REACT_UI_PORT:-5173}"
     volumes:
@@ -81,7 +118,8 @@ services:
       - REACT_UI_HOST=${REACT_UI_HOST}
       - REACT_UI_PORT=${REACT_UI_PORT}
       - REACT_UI_HTTPS=${REACT_UI_HTTPS}
-      - SPEAKER_SERVICE_HOST=${SPEAKER_SERVICE_HOST}
+      - VITE_ALLOWED_HOSTS=${VITE_ALLOWED_HOSTS:-localhost 127.0.0.1}
+      - SPEAKER_SERVICE_PROXY_HOST=${SPEAKER_SERVICE_PROXY_HOST:-speaker-service}
       - SPEAKER_SERVICE_PORT=${SPEAKER_SERVICE_PORT}
     restart: unless-stopped
     healthcheck:
@@ -90,28 +128,45 @@ services:
       timeout: 10s
       retries: 3
 
-  # Nginx reverse proxy for unified HTTPS endpoint
-  nginx:
-    image: nginx:alpine
-    profiles: ["cpu", "gpu"]
+  # Caddy reverse proxy for unified HTTPS endpoint
+  caddy:
+    image: caddy:2-alpine
+    profiles: ["cpu", "gpu", "strixhalo"]
     ports:
       - "8444:443"
       - "8081:80"
     volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-      - ./ssl:/etc/nginx/ssl:ro
-    depends_on:
-      web-ui:
-        condition: service_healthy
+      - ./Caddyfile:/etc/caddy/Caddyfile:ro
+      - ../../certs:/certs:ro
+      - caddy_speaker_data:/data
+      - caddy_speaker_config:/config
+    # No depends_on the web-ui: caddy resolves upstreams lazily per-request, so a
+    # not-yet-ready UI just 502s briefly instead of blocking the stack `up` (which,
+    # gated on health, used to trip services.py's 120s start timeout). Mirrors the
+    # advanced backend's caddy, which doesn't gate on webui-dev either.
     restart: unless-stopped
-    healthcheck:
-      test: ["CMD", "curl", "-f", "-k", "https://localhost/health"]
-      interval: 30s
-      timeout: 10s
-      retries: 3
+
+  # Edge agent sidecar — advertises this service on the Tailnet
+  edge-agent:
+    build:
+      context: ../../edge
+    network_mode: host
+    environment:
+      - ADVERTISE=chronicle-speaker:8085
+    volumes:
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro
+    restart: unless-stopped
+    profiles:
+      - edge
 
 # Shared network for cross-project communication
 networks:
   default:
     name: chronicle-network
-    external: true
\ No newline at end of file
+    external: true
+
+volumes:
+  caddy_speaker_data:
+    driver: local
+  caddy_speaker_config:
+    driver: local
diff --git a/extras/speaker-recognition/init.py b/extras/speaker-recognition/init.py
index 99932617..3b471155 100755
--- a/extras/speaker-recognition/init.py
+++ b/extras/speaker-recognition/init.py
@@ -9,7 +9,6 @@
 import os
 import platform
 import shutil
-import subprocess
 import sys
 from datetime import datetime
 from pathlib import Path
@@ -23,7 +22,14 @@
 
 # Add repo root to path for imports
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
-from setup_utils import detect_cuda_version, mask_value, read_env_value
+from setup_utils import (
+    decide_cert_mode,
+    detect_cuda_version,
+    mask_value,
+    read_env_value,
+    resolve_ingest_config,
+    tailscale_socket_path,
+)
 
 
 class SpeakerRecognitionSetup:
@@ -35,11 +41,7 @@ def __init__(self, args=None):
     def print_header(self, title: str):
         """Print a colorful header"""
         self.console.print()
-        panel = Panel(
-            Text(title, style="cyan bold"),
-            style="cyan",
-            expand=False
-        )
+        panel = Panel(Text(title, style="cyan bold"), style="cyan", expand=False)
         self.console.print(panel)
         self.console.print()
 
@@ -66,7 +68,9 @@ def prompt_password(self, prompt: str) -> str:
                     return password
                 self.console.print("[yellow][WARNING][/yellow] Token is required")
             except (EOFError, KeyboardInterrupt):
-                self.console.print("[red][ERROR][/red] Token is required for speaker recognition")
+                self.console.print(
+                    "[red][ERROR][/red] Token is required for speaker recognition"
+                )
                 sys.exit(1)
 
     def read_existing_env_value(self, key: str) -> str:
@@ -77,7 +81,9 @@ def mask_api_key(self, key: str, show_chars: int = 5) -> str:
         """Mask API key (delegates to shared utility)"""
         return mask_value(key, show_chars)
 
-    def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1") -> str:
+    def prompt_choice(
+        self, prompt: str, choices: Dict[str, str], default: str = "1"
+    ) -> str:
         """Prompt for a choice from options"""
         self.console.print(prompt)
         for key, desc in choices.items():
@@ -89,7 +95,9 @@ def prompt_choice(self, prompt: str, choices: Dict[str, str], default: str = "1"
                 choice = Prompt.ask("Enter choice", default=default)
                 if choice in choices:
                     return choice
-                self.console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                self.console.print(
+                    f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+                )
             except EOFError:
                 self.console.print(f"Using default choice: {default}")
                 return default
@@ -101,7 +109,9 @@ def backup_existing_env(self):
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_path = f".env.backup.{timestamp}"
             shutil.copy2(env_path, backup_path)
-            self.console.print(f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}")
+            self.console.print(
+                f"[blue][INFO][/blue] Backed up existing .env file to {backup_path}"
+            )
 
     def setup_hf_token(self):
         """Configure Hugging Face token"""
@@ -111,15 +121,22 @@ def setup_hf_token(self):
         self.console.print()
 
         # Check if provided via command line
-        if hasattr(self.args, 'hf_token') and self.args.hf_token:
+        if hasattr(self.args, "hf_token") and self.args.hf_token:
             self.config["HF_TOKEN"] = self.args.hf_token
-            self.console.print("[green][SUCCESS][/green] HF Token configured from command line")
+            self.console.print(
+                "[green][SUCCESS][/green] HF Token configured from command line"
+            )
         else:
             # Check for existing token
             existing_token = self.read_existing_env_value("HF_TOKEN")
-            if existing_token and existing_token not in ['your_huggingface_token_here', 'your-hf-token-here']:
+            if existing_token and existing_token not in [
+                "your_huggingface_token_here",
+                "your-hf-token-here",
+            ]:
                 masked_token = self.mask_api_key(existing_token)
-                self.console.print(f"[blue][INFO][/blue] Found existing token: {masked_token}")
+                self.console.print(
+                    f"[blue][INFO][/blue] Found existing token: {masked_token}"
+                )
                 try:
                     reuse = Confirm.ask("Use existing HF Token?", default=True)
                 except EOFError:
@@ -127,7 +144,9 @@ def setup_hf_token(self):
 
                 if reuse:
                     self.config["HF_TOKEN"] = existing_token
-                    self.console.print("[green][SUCCESS][/green] HF Token configured (reused)")
+                    self.console.print(
+                        "[green][SUCCESS][/green] HF Token configured (reused)"
+                    )
                 else:
                     hf_token = self.prompt_password("HF Token")
                     self.config["HF_TOKEN"] = hf_token
@@ -139,76 +158,99 @@ def setup_hf_token(self):
 
     def detect_cuda_version(self) -> str:
         """Detect system CUDA version (delegates to shared utility)"""
-        return detect_cuda_version(default="cu121")
+        return detect_cuda_version(default="cu126")
 
     def setup_compute_mode(self):
         """Configure compute mode (CPU/GPU)"""
         self.print_section("Compute Mode Configuration")
 
         # Detect macOS (Darwin) and auto-default to CPU
-        is_macos = platform.system() == 'Darwin'
-
-        # Check if provided via command line
-        if hasattr(self.args, 'compute_mode') and self.args.compute_mode:
+        is_macos = platform.system() == "Darwin"
+
+        # Check if explicit PyTorch version was provided via command line
+        if (
+            hasattr(self.args, "pytorch_cuda_version")
+            and self.args.pytorch_cuda_version
+        ):
+            self.config["PYTORCH_CUDA_VERSION"] = self.args.pytorch_cuda_version
+            compute_mode = (
+                "gpu"
+                if self.args.pytorch_cuda_version.startswith("cu")
+                or self.args.pytorch_cuda_version == "strixhalo"
+                else "cpu"
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] PyTorch CUDA version configured from command line: "
+                f"{self.args.pytorch_cuda_version}"
+            )
+        # Check if compute mode was provided via command line
+        elif hasattr(self.args, "compute_mode") and self.args.compute_mode:
             compute_mode = self.args.compute_mode
-            self.console.print(f"[green][SUCCESS][/green] Compute mode configured from command line: {compute_mode}")
+            self.console.print(
+                f"[green][SUCCESS][/green] Compute mode configured from command line: {compute_mode}"
+            )
         elif is_macos:
             # Auto-default to CPU on macOS
             compute_mode = "cpu"
-            self.console.print("[blue][INFO][/blue] Detected macOS - GPU acceleration not available (Apple Silicon/Intel)")
+            self.console.print(
+                "[blue][INFO][/blue] Detected macOS - GPU acceleration not available (Apple Silicon/Intel)"
+            )
             self.console.print("[green][SUCCESS][/green] Using CPU mode")
         else:
             # Pre-detect NVIDIA GPU to set smart default
             has_nvidia = shutil.which("nvidia-smi") is not None
             default_choice = "2" if has_nvidia else "1"
             if has_nvidia:
-                self.console.print("[blue][INFO][/blue] Detected NVIDIA GPU - defaulting to GPU acceleration")
+                self.console.print(
+                    "[blue][INFO][/blue] Detected NVIDIA GPU - defaulting to GPU acceleration"
+                )
 
             choices = {
                 "1": "CPU-only (works everywhere)",
-                "2": "GPU acceleration (requires NVIDIA+CUDA)"
+                "2": "GPU acceleration (requires NVIDIA+CUDA)",
+                "3": "AMD Strix Halo (ROCm, gfx1151 / Ryzen AI Max)",
             }
             choice = self.prompt_choice("Choose compute mode:", choices, default_choice)
-            compute_mode = "gpu" if choice == "2" else "cpu"
+            if choice == "1":
+                compute_mode = "cpu"
+            else:
+                compute_mode = "gpu"
 
         # Set PYTORCH_CUDA_VERSION for Docker build (profile determined from this)
-        if compute_mode == "cpu":
+        if "PYTORCH_CUDA_VERSION" in self.config:
+            pass
+        elif compute_mode == "cpu":
             self.config["PYTORCH_CUDA_VERSION"] = "cpu"
+        elif not is_macos and "choice" in locals() and choice == "3":
+            self.config["PYTORCH_CUDA_VERSION"] = "strixhalo"
         else:
             # Detect system CUDA version and suggest as default
             detected_cuda = self.detect_cuda_version()
 
             # Map to default choice number
-            cuda_to_choice = {
-                "cu121": "1",
-                "cu126": "2",
-                "cu128": "3"
-            }
-            default_choice = cuda_to_choice.get(detected_cuda, "2")
+            cuda_to_choice = {"cu126": "1", "cu128": "2"}
+            default_choice = cuda_to_choice.get(detected_cuda, "1")
 
             self.console.print()
-            self.console.print(f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}")
+            self.console.print(
+                f"[blue][INFO][/blue] Detected CUDA version: {detected_cuda}"
+            )
             self.console.print()
 
             cuda_choices = {
-                "1": "CUDA 12.1 (cu121)",
-                "2": "CUDA 12.6 (cu126)",
-                "3": "CUDA 12.8 (cu128)"
+                "1": "CUDA 12.6 (cu126)",
+                "2": "CUDA 12.8 (cu128)",
             }
             cuda_choice = self.prompt_choice(
-                "Choose CUDA version for PyTorch:",
-                cuda_choices,
-                default_choice
+                "Choose CUDA version for PyTorch:", cuda_choices, default_choice
             )
 
-            choice_to_cuda = {
-                "1": "cu121",
-                "2": "cu126",
-                "3": "cu128"
-            }
+            choice_to_cuda = {"1": "cu126", "2": "cu128"}
             self.config["PYTORCH_CUDA_VERSION"] = choice_to_cuda[cuda_choice]
 
-        self.console.print(f"[blue][INFO][/blue] Using {compute_mode.upper()} mode with PyTorch CUDA version: {self.config['PYTORCH_CUDA_VERSION']}")
+        self.console.print(
+            f"[blue][INFO][/blue] Using {compute_mode.upper()} mode with PyTorch CUDA version: {self.config['PYTORCH_CUDA_VERSION']}"
+        )
 
         # Set service host and port defaults
         self.config["SPEAKER_SERVICE_HOST"] = "0.0.0.0"
@@ -218,17 +260,21 @@ def setup_compute_mode(self):
     def setup_deepgram(self):
         """Configure Deepgram API key if provided"""
         # Only set if provided via command line
-        if hasattr(self.args, 'deepgram_api_key') and self.args.deepgram_api_key:
+        if hasattr(self.args, "deepgram_api_key") and self.args.deepgram_api_key:
             self.config["DEEPGRAM_API_KEY"] = self.args.deepgram_api_key
-            self.console.print("[green][SUCCESS][/green] Deepgram API key configured from command line")
+            self.console.print(
+                "[green][SUCCESS][/green] Deepgram API key configured from command line"
+            )
 
     def setup_https(self):
-        """Configure HTTPS settings"""
+        """Configure HTTPS settings using Caddy reverse proxy"""
         # Check if HTTPS configuration provided via command line
-        if hasattr(self.args, 'enable_https') and self.args.enable_https:
+        if hasattr(self.args, "enable_https") and self.args.enable_https:
             enable_https = True
-            server_ip = getattr(self.args, 'server_ip', 'localhost')
-            self.console.print(f"[green][SUCCESS][/green] HTTPS configured via command line: {server_ip}")
+            server_ip = getattr(self.args, "server_ip", "localhost")
+            self.console.print(
+                f"[green][SUCCESS][/green] HTTPS configured via command line: {server_ip}"
+            )
         else:
             # Interactive configuration
             self.print_section("HTTPS Configuration (Optional)")
@@ -237,73 +283,139 @@ def setup_https(self):
 
             choices = {
                 "1": "HTTP mode (development, localhost only)",
-                "2": "HTTPS mode with SSL (production, remote access, microphone access)"
+                "2": "HTTPS mode with SSL (production, remote access, microphone access)",
             }
             choice = self.prompt_choice("Choose connection mode:", choices, "1")
-            enable_https = (choice == "2")
+            enable_https = choice == "2"
 
             if enable_https:
                 self.console.print()
-                self.console.print("[blue][INFO][/blue] For distributed deployments, use your Tailscale IP")
-                self.console.print("[blue][INFO][/blue] For local-only access, use 'localhost'")
+                self.console.print(
+                    "[blue][INFO][/blue] For distributed deployments, use your Tailscale IP"
+                )
+                self.console.print(
+                    "[blue][INFO][/blue] For local-only access, use 'localhost'"
+                )
                 self.console.print("Examples: localhost, 100.64.1.2, your-domain.com")
-                server_ip = self.prompt_value("Server IP/Domain for SSL certificate", "localhost")
+                server_ip = self.prompt_value(
+                    "Server IP/Domain for SSL certificate", "localhost"
+                )
 
         if enable_https:
-            self.config["REACT_UI_HTTPS"] = "true"
+            # The dev server stays plain HTTP; Caddy terminates TLS and proxies to it
+            # over HTTP (like the advanced backend's webui-dev). REACT_UI_HTTPS drives
+            # both vite and the container healthcheck, so keep it false. Caddy-on is
+            # tracked separately via HTTPS_CERT_MODE.
+            self.config["REACT_UI_HTTPS"] = "false"
             self.config["REACT_UI_PORT"] = "5175"
 
-            # Generate SSL certificates
-            self.console.print("[blue][INFO][/blue] Generating SSL certificates...")
-            ssl_script = Path("ssl/generate-ssl.sh")
-            if ssl_script.exists():
-                try:
-                    subprocess.run([str(ssl_script), server_ip], check=True, timeout=180)
-                    self.console.print("[green][SUCCESS][/green] SSL certificates generated")
-                except subprocess.TimeoutExpired:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation timed out")
-                except subprocess.CalledProcessError:
-                    self.console.print("[yellow][WARNING][/yellow] SSL certificate generation failed")
-            else:
-                self.console.print(f"[yellow][WARNING][/yellow] SSL script not found at {ssl_script}")
-
-            # Generate nginx.conf from template
-            self.console.print("[blue][INFO][/blue] Creating nginx configuration...")
-            nginx_template = Path("nginx.conf.template")
-            if nginx_template.exists():
+            # The Vite dev server enforces server.allowedHosts; Caddy preserves the
+            # client Host header (the Tailscale name/domain), so it must be allowlisted
+            # or Vite returns 403 "This host is not allowed" (mirrors advanced backend).
+            self.config["VITE_ALLOWED_HOSTS"] = f"localhost 127.0.0.1 {server_ip}"
+
+            # Decide how the TLS cert is managed (same logic the wizard uses).
+            cert_mode = decide_cert_mode(server_ip)
+
+            if cert_mode == "static":
+                # Host-issued cert file (e.g. Docker Desktop on macOS, where Caddy can't
+                # reach the tailscaled socket). The backend's startup hook renews the
+                # shared certs/server.crt that this service also mounts.
+                cert_file = Path(__file__).parent / ".." / ".." / "certs" / "server.crt"
+                if not cert_file.exists():
+                    self.console.print(
+                        "[yellow][WARNING][/yellow] No certificate found in certs/; "
+                        "run ./wizard.sh to generate it."
+                    )
+
+            # Generate Caddyfile from template
+            self.console.print(
+                "[blue][INFO][/blue] Creating Caddyfile configuration..."
+            )
+            caddyfile_template = Path("Caddyfile.template")
+            if caddyfile_template.exists():
                 try:
-                    with open(nginx_template, 'r') as f:
-                        nginx_content = f.read()
-
-                    # Replace TAILSCALE_IP with server_ip
-                    nginx_content = nginx_content.replace('TAILSCALE_IP', server_ip)
-                    # Replace WEB_UI_PORT_PLACEHOLDER with the configured port
-                    nginx_content = nginx_content.replace('WEB_UI_PORT_PLACEHOLDER', self.config["REACT_UI_PORT"])
-
-                    with open('nginx.conf', 'w') as f:
-                        f.write(nginx_content)
-
-                    self.console.print(f"[green][SUCCESS][/green] nginx.conf created for: {server_ip}")
+                    with open(caddyfile_template, "r") as f:
+                        caddyfile_content = f.read()
+
+                    # Replace placeholders
+                    caddyfile_content = caddyfile_content.replace(
+                        "TAILSCALE_IP", server_ip
+                    )
+                    caddyfile_content = caddyfile_content.replace(
+                        "WEB_UI_PORT_PLACEHOLDER", self.config["REACT_UI_PORT"]
+                    )
+
+                    # Static mode serves a host-issued cert file; caddy mode lets Caddy
+                    # obtain/renew the cert itself (no tls directive).
+                    if cert_mode == "static":
+                        caddyfile_content = caddyfile_content.replace(
+                            f"localhost {server_ip} {{",
+                            f"localhost {server_ip} {{\n"
+                            "    tls /certs/server.crt /certs/server.key",
+                            1,
+                        )
+
+                    with open("Caddyfile", "w") as f:
+                        f.write(caddyfile_content)
+
+                    self.console.print(
+                        f"[green][SUCCESS][/green] Caddyfile created for: {server_ip}"
+                    )
+                    self.config["HTTPS_CERT_MODE"] = cert_mode
+                    self._write_caddy_socket_override(
+                        Path(__file__).parent, cert_mode, server_ip
+                    )
                 except Exception as e:
-                    self.console.print(f"[yellow][WARNING][/yellow] nginx.conf generation failed: {e}")
+                    self.console.print(
+                        f"[yellow][WARNING][/yellow] Caddyfile generation failed: {e}"
+                    )
             else:
-                self.console.print("[yellow][WARNING][/yellow] nginx.conf.template not found")
+                self.console.print(
+                    "[yellow][WARNING][/yellow] Caddyfile.template not found"
+                )
 
             self.console.print()
-            self.console.print("📋 [bold]HTTPS Mode URLs:[/bold]")
-            self.console.print(f"   🌐 HTTPS Access: https://localhost:8444/")
-            self.console.print(f"   🌐 HTTP Redirect: http://localhost:8081/ → HTTPS")
-            self.console.print(f"   📱 Service API: https://localhost:8444/api/")
-            self.console.print(f"   💡 Accept SSL certificate in browser")
+            self.console.print("[bold]HTTPS Mode URLs:[/bold]")
+            self.console.print(f"   HTTPS Access: https://localhost:8444/")
+            self.console.print(f"   HTTP Redirect: http://localhost:8081/ -> HTTPS")
+            self.console.print(f"   Service API: https://localhost:8444/api/")
+            self.console.print(f"   Accept SSL certificate in browser")
         else:
             self.config["REACT_UI_HTTPS"] = "false"
             self.config["REACT_UI_PORT"] = "5174"
+            self.config["HTTPS_CERT_MODE"] = ""
 
             self.console.print()
-            self.console.print("📋 [bold]HTTP Mode URLs:[/bold]")
-            self.console.print("   📱 Service API: http://localhost:8085")
-            self.console.print("   📱 Web Interface: http://localhost:5174")
-            self.console.print("   ⚠️  Note: Microphone access may not work over HTTP on remote connections")
+            self.console.print("[bold]HTTP Mode URLs:[/bold]")
+            self.console.print("   Service API: http://localhost:8085")
+            self.console.print("   Web Interface: http://localhost:5174")
+            self.console.print(
+                "   Note: Microphone access may not work over HTTP on remote connections"
+            )
+
+    def _write_caddy_socket_override(self, service_dir, cert_mode, server_address):
+        """Write or remove the compose override that mounts the tailscaled socket into
+        Caddy. Needed only for Caddy-managed certs on a *.ts.net address; removed
+        otherwise so a re-run can't leave a stale mount behind."""
+        override_path = service_dir / "docker-compose.override.yml"
+        socket = tailscale_socket_path()
+        if cert_mode == "caddy" and server_address.endswith(".ts.net") and socket:
+            override_path.write_text(
+                "# Generated by init.py for HTTPS_CERT_MODE=caddy on a Tailscale address.\n"
+                "# Mounts the host tailscaled socket so Caddy fetches and auto-renews the\n"
+                "# Tailscale TLS certificate itself (no host cert file, no renewal cron).\n"
+                "services:\n"
+                "  caddy:\n"
+                "    volumes:\n"
+                f"      - {socket}:/var/run/tailscale/tailscaled.sock\n"
+            )
+            self.console.print(
+                "[green][SUCCESS][/green] Caddy will auto-manage the Tailscale "
+                "certificate (tailscaled socket mounted)"
+            )
+        elif override_path.exists():
+            override_path.unlink()
 
     def generate_env_file(self):
         """Generate .env file from template and update with configuration"""
@@ -318,7 +430,9 @@ def generate_env_file(self):
             shutil.copy2(env_template, env_path)
             self.console.print("[blue][INFO][/blue] Copied .env.template to .env")
         else:
-            self.console.print("[yellow][WARNING][/yellow] .env.template not found, creating new .env")
+            self.console.print(
+                "[yellow][WARNING][/yellow] .env.template not found, creating new .env"
+            )
             env_path.touch(mode=0o600)
 
         # Update configured values using set_key
@@ -330,19 +444,30 @@ def generate_env_file(self):
         # Ensure secure permissions
         os.chmod(env_path, 0o600)
 
-        self.console.print("[green][SUCCESS][/green] .env file configured successfully with secure permissions")
+        self.console.print(
+            "[green][SUCCESS][/green] .env file configured successfully with secure permissions"
+        )
 
     def show_summary(self):
         """Show configuration summary"""
         self.print_section("Configuration Summary")
         self.console.print()
 
-        self.console.print(f"✅ HF Token: {'Configured' if self.config.get('HF_TOKEN') else 'Not configured'}")
-        pytorch_version = self.config.get('PYTORCH_CUDA_VERSION', 'cpu')
-        compute_mode = 'GPU' if pytorch_version.startswith('cu') else 'CPU'
+        self.console.print(
+            f"✅ HF Token: {'Configured' if self.config.get('HF_TOKEN') else 'Not configured'}"
+        )
+        pytorch_version = self.config.get("PYTORCH_CUDA_VERSION", "cpu")
+        compute_mode = (
+            "GPU"
+            if pytorch_version.startswith("cu") or pytorch_version == "strixhalo"
+            else "CPU"
+        )
         self.console.print(f"✅ Compute Mode: {compute_mode} ({pytorch_version})")
-        self.console.print(f"✅ HTTPS Enabled: {self.config.get('REACT_UI_HTTPS', 'false')}")
-        if self.config.get('DEEPGRAM_API_KEY'):
+        https_status = (
+            "enabled (Caddy)" if self.config.get("HTTPS_CERT_MODE") else "disabled"
+        )
+        self.console.print(f"✅ HTTPS: {https_status}")
+        if self.config.get("DEEPGRAM_API_KEY"):
             self.console.print(f"✅ Deepgram API Key: Configured")
 
     def show_model_agreement_links(self):
@@ -350,14 +475,22 @@ def show_model_agreement_links(self):
         self.print_section("⚠️  Required: Accept Model Agreements")
         self.console.print()
 
-        self.console.print("Before using speaker recognition, you must accept agreements for these gated models:")
+        self.console.print(
+            "Before using speaker recognition, you must accept agreements for these gated models:"
+        )
         self.console.print()
 
         model_links = [
-            ("Speaker Diarization", "https://huggingface.co/pyannote/speaker-diarization-community-1"),
+            (
+                "Speaker Diarization",
+                "https://huggingface.co/pyannote/speaker-diarization-community-1",
+            ),
             ("Segmentation Model", "https://huggingface.co/pyannote/segmentation-3.0"),
             ("Segmentation Model2", "https://huggingface.co/pyannote/segmentation-3.1"),
-            ("Embedding Model", "https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM")
+            (
+                "Embedding Model",
+                "https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM",
+            ),
         ]
 
         for idx, (name, url) in enumerate(model_links, 1):
@@ -365,8 +498,12 @@ def show_model_agreement_links(self):
             self.console.print(f"      {url}")
             self.console.print()
 
-        self.console.print("[yellow]→[/yellow] Open each link above and click 'Agree and access repository'")
-        self.console.print("[yellow]→[/yellow] You must be logged into Hugging Face with the same account used for HF_TOKEN")
+        self.console.print(
+            "[yellow]→[/yellow] Open each link above and click 'Agree and access repository'"
+        )
+        self.console.print(
+            "[yellow]→[/yellow] You must be logged into Hugging Face with the same account used for HF_TOKEN"
+        )
         self.console.print()
 
     def show_next_steps(self):
@@ -375,10 +512,12 @@ def show_next_steps(self):
         self.console.print()
 
         self.console.print("1. Start the speaker recognition service:")
-        if self.config.get('REACT_UI_HTTPS') == 'true':
+        if self.config.get("HTTPS_CERT_MODE"):
             self.console.print("   [cyan]docker compose up --build -d[/cyan]")
         else:
-            self.console.print("   [cyan]docker compose up --build -d speaker-service web-ui[/cyan]")
+            self.console.print(
+                "   [cyan]docker compose up --build -d speaker-service web-ui[/cyan]"
+            )
 
     def run(self):
         """Run the complete setup process"""
@@ -393,6 +532,22 @@ def run(self):
             self.setup_deepgram()
             self.setup_https()
 
+            # Cross-service error routing: push this service's ERROR/CRITICAL logs to
+            # the backend's System Errors page. Sourced from the backend .env on the
+            # same machine; opt-in, so only wired when a backend token is found
+            # locally. Source stays auto-derived (speaker-recognition), so
+            # CHRONICLE_SERVICE_NAME is intentionally not set.
+            ingest_url, ingest_token = resolve_ingest_config(
+                ["../../backends/advanced/.env", "../../.env"]
+            )
+            if ingest_url and ingest_token:
+                self.config["CHRONICLE_INGEST_URL"] = ingest_url
+                self.config["CHRONICLE_INGEST_TOKEN"] = ingest_token
+                self.console.print(
+                    "[blue][INFO][/blue] Cross-service error reporting → backend "
+                    "System Errors page enabled"
+                )
+
             # Generate files
             self.print_header("Configuration Complete!")
             self.generate_env_file()
@@ -403,7 +558,9 @@ def run(self):
             self.show_next_steps()
 
             self.console.print()
-            self.console.print("[green][SUCCESS][/green] Speaker Recognition setup complete! 🎉")
+            self.console.print(
+                "[green][SUCCESS][/green] Speaker Recognition setup complete! 🎉"
+            )
 
         except KeyboardInterrupt:
             self.console.print()
@@ -417,17 +574,27 @@ def run(self):
 def main():
     """Main entry point"""
     parser = argparse.ArgumentParser(description="Speaker Recognition Service Setup")
-    parser.add_argument("--hf-token",
-                       help="Hugging Face token (default: prompt user)")
-    parser.add_argument("--compute-mode",
-                       choices=["cpu", "gpu"],
-                       help="Compute mode: cpu or gpu (default: prompt user)")
-    parser.add_argument("--deepgram-api-key",
-                       help="Deepgram API key (optional)")
-    parser.add_argument("--enable-https", action="store_true",
-                       help="Enable HTTPS configuration (default: prompt user)")
-    parser.add_argument("--server-ip",
-                       help="Server IP/domain for SSL certificate (default: prompt user)")
+    parser.add_argument("--hf-token", help="Hugging Face token (default: prompt user)")
+    parser.add_argument(
+        "--compute-mode",
+        choices=["cpu", "gpu"],
+        help="Compute mode: cpu or gpu (default: prompt user)",
+    )
+    parser.add_argument(
+        "--pytorch-cuda-version",
+        choices=["cpu", "cu126", "cu128", "strixhalo"],
+        help="PyTorch runtime selection for Docker profile/build",
+    )
+    parser.add_argument("--deepgram-api-key", help="Deepgram API key (optional)")
+    parser.add_argument(
+        "--enable-https",
+        action="store_true",
+        help="Enable HTTPS configuration (default: prompt user)",
+    )
+    parser.add_argument(
+        "--server-ip",
+        help="Server IP/domain for SSL certificate (default: prompt user)",
+    )
 
     args = parser.parse_args()
 
diff --git a/extras/speaker-recognition/laptop_client.py b/extras/speaker-recognition/laptop_client.py
index 53ff7c09..fa985115 100644
--- a/extras/speaker-recognition/laptop_client.py
+++ b/extras/speaker-recognition/laptop_client.py
@@ -29,6 +29,7 @@
 import argparse
 import asyncio
 import logging
+import shutil
 import tempfile
 from pathlib import Path
 from typing import Any, Optional
@@ -38,30 +39,32 @@
 from easy_audio_interfaces.filesystem.filesystem_interfaces import LocalFileSink
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s"
+)
 logger = logging.getLogger("laptop_client")
 
 
 class SpeakerClient:
     """Client for speaker recognition service with microphone recording."""
-    
+
     def __init__(self, service_url: str = "http://localhost:8001"):
         self.service_url = service_url.rstrip("/")
         self.session: Optional[aiohttp.ClientSession] = None
-    
+
     async def __aenter__(self):
         self.session = aiohttp.ClientSession()
         return self
-    
+
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         if self.session:
             await self.session.close()
-    
+
     async def _request(self, method: str, endpoint: str, **kwargs):
         """Make HTTP request to speaker service."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         url = f"{self.service_url}{endpoint}"
         try:
             async with self.session.request(method, url, **kwargs) as response:
@@ -72,29 +75,28 @@ async def _request(self, method: str, endpoint: str, **kwargs):
                     raise Exception(f"HTTP {response.status}: {error_text}")
         except aiohttp.ClientError as e:
             raise Exception(f"Connection error: {e}")
-    
+
     async def health_check(self):
         """Check service health."""
         health_response = await self._request("GET", "/health")
         logger.info(f"Health check response: {health_response}")
         return health_response
-    
+
     async def enroll_speaker(self, speaker_id: str, speaker_name: str, audio_path: str):
         """Enroll a speaker from audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare query parameters
-        params = {
-            "speaker_id": speaker_id,
-            "speaker_name": speaker_name
-        }
-        
+        params = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/enroll/upload"
             async with self.session.post(url, params=params, data=data) as response:
                 if response.status == 200:
@@ -102,17 +104,19 @@ async def enroll_speaker(self, speaker_id: str, speaker_name: str, audio_path: s
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def identify_speaker(self, audio_path: str) -> dict[str, Any]:
         """Identify speaker from audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/identify/upload"
             async with self.session.post(url, data=data) as response:
                 if response.status == 200:
@@ -120,42 +124,45 @@ async def identify_speaker(self, audio_path: str) -> dict[str, Any]:
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def verify_speaker(self, speaker_id: str, audio_path: str):
         """Verify if audio matches specific speaker by uploading it."""
         # For now, copy file to a shared location accessible by Docker
         # TODO: Add /verify/upload endpoint to speaker service
-        import shutil
         shared_path = f"/tmp/audio_upload_{Path(audio_path).name}"
         shutil.copy2(audio_path, shared_path)
-        
-        data = {
-            "speaker_id": speaker_id,
-            "audio_path": shared_path
-        }
+
+        data = {"speaker_id": speaker_id, "audio_path": shared_path}
         result = await self._request("POST", "/verify", json=data)
-        
+
         # Clean up shared file
         Path(shared_path).unlink(missing_ok=True)
         return result
-    
-    async def diarize_audio(self, audio_path: str, min_duration: Optional[float] = None, max_speakers: Optional[int] = None) -> dict[str, Any]:
+
+    async def diarize_audio(
+        self,
+        audio_path: str,
+        min_duration: Optional[float] = None,
+        max_speakers: Optional[int] = None,
+    ) -> dict[str, Any]:
         """Perform speaker diarization on audio file by uploading it."""
         if not self.session:
             raise RuntimeError("Client not initialized")
-        
+
         # Prepare query parameters
         params = {}
         if min_duration is not None:
             params["min_duration"] = min_duration
         if max_speakers is not None:
             params["max_speakers"] = max_speakers
-        
+
         # Prepare file upload
-        with open(audio_path, 'rb') as f:
+        with open(audio_path, "rb") as f:
             data = aiohttp.FormData()
-            data.add_field('file', f, filename='recording.wav', content_type='audio/wav')
-            
+            data.add_field(
+                "file", f, filename="recording.wav", content_type="audio/wav"
+            )
+
             url = f"{self.service_url}/diarize/upload"
             async with self.session.post(url, params=params, data=data) as response:
                 if response.status == 200:
@@ -163,12 +170,12 @@ async def diarize_audio(self, audio_path: str, min_duration: Optional[float] = N
                 else:
                     error_text = await response.text()
                     raise Exception(f"HTTP {response.status}: {error_text}")
-    
+
     async def list_speakers(self):
         """List all enrolled speakers."""
         result = await self._request("GET", "/speakers")
         return result.get("speakers", [])
-    
+
     async def remove_speaker(self, speaker_id: str):
         """Remove an enrolled speaker."""
         return await self._request("DELETE", f"/speakers/{speaker_id}")
@@ -180,26 +187,26 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
     temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=".wav")
     temp_path = temp_file.name
     temp_file.close()
-    
+
     logger.info(f"Recording {duration} seconds of audio...")
     logger.info("Speak now! (Press Ctrl+C to stop recording early)")
-    
+
     mic = None
     sink = None
-    
+
     try:
         mic = InputMicStream(sample_rate=sample_rate)
         sink = LocalFileSink(temp_path, sample_rate=sample_rate, channels=1)
-        
+
         await mic.open()
         await sink.open()
-        
+
         # Record for specified duration
         start_time = asyncio.get_event_loop().time()
         try:
             async for chunk in mic.iter_frames():
                 await sink.write(chunk)
-                
+
                 # Check if duration elapsed
                 elapsed = asyncio.get_event_loop().time() - start_time
                 if elapsed >= duration:
@@ -207,16 +214,16 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
         except KeyboardInterrupt:
             elapsed = asyncio.get_event_loop().time() - start_time
             logger.info(f"Recording stopped by user after {elapsed:.1f} seconds")
-        
+
         # Properly close streams
         if sink:
             await sink.close()
         if mic:
             await mic.close()
-        
+
         logger.info(f"Recording complete. Saved to: {temp_path}")
         return temp_path
-        
+
     except Exception as e:
         # Properly close streams on error
         if sink:
@@ -229,7 +236,7 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
                 await mic.close()
             except:
                 pass
-        
+
         # Clean up on error
         Path(temp_path).unlink(missing_ok=True)
         raise e
@@ -237,7 +244,6 @@ async def record_audio(duration: float, sample_rate: int = 16000) -> str:
 
 def save_audio(temp_path: str, save_path: str):
     """Save recorded audio to specified path."""
-    import shutil
     save_path_obj = Path(save_path)
     save_path_obj.parent.mkdir(parents=True, exist_ok=True)
     shutil.copy2(temp_path, save_path_obj)
@@ -247,7 +253,7 @@ def save_audio(temp_path: str, save_path: str):
 async def cmd_enroll(args):
     """Enroll a new speaker."""
     logger.info(f"Enrolling speaker: {args.speaker_name} (ID: {args.speaker_id})")
-    
+
     # Determine audio source
     if args.from_file:
         # Use existing file
@@ -261,30 +267,38 @@ async def cmd_enroll(args):
         # Record audio from microphone
         audio_path = await record_audio(args.duration)
         cleanup_audio = True
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Enroll speaker
-            result = await client.enroll_speaker(args.speaker_id, args.speaker_name, audio_path)
+            result = await client.enroll_speaker(
+                args.speaker_id, args.speaker_name, audio_path
+            )
             logger.info(f"Server response: {result}")
-            
+
             # Check for success - server returns {"updated": bool, "speaker_id": str}
             if "speaker_id" in result:
                 updated = result.get("updated", False)
                 if updated:
-                    logger.info(f"✅ Successfully updated existing speaker: {args.speaker_name}")
+                    logger.info(
+                        f"✅ Successfully updated existing speaker: {args.speaker_name}"
+                    )
                 else:
-                    logger.info(f"✅ Successfully enrolled new speaker: {args.speaker_name}")
-                
+                    logger.info(
+                        f"✅ Successfully enrolled new speaker: {args.speaker_name}"
+                    )
+
                 # Save audio if requested (only for recorded audio)
                 if cleanup_audio and args.save_file:
                     save_audio(audio_path, args.save_file)
             else:
-                logger.error(f"❌ Failed to enroll speaker - unexpected response: {result}")
-                
+                logger.error(
+                    f"❌ Failed to enroll speaker - unexpected response: {result}"
+                )
+
     except Exception as e:
         logger.error(f"Error during enrollment: {e}")
     finally:
@@ -296,30 +310,32 @@ async def cmd_enroll(args):
 async def cmd_identify(args):
     """Identify a speaker from microphone."""
     logger.info("Recording audio for speaker identification...")
-    
+
     # Record audio
     audio_path = await record_audio(args.duration)
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Identify speaker
             result = await client.identify_speaker(audio_path)
-            
+
             if result.get("identified"):
                 speaker = result.get("speaker", {})
                 score = result.get("score", 0.0)
-                logger.info(f"✅ Identified speaker: {speaker.get('name', 'Unknown')} (ID: {speaker.get('id', 'Unknown')}) - Score: {score:.3f}")
+                logger.info(
+                    f"✅ Identified speaker: {speaker.get('name', 'Unknown')} (ID: {speaker.get('id', 'Unknown')}) - Score: {score:.3f}"
+                )
             else:
                 score = result.get("score", 0.0)
                 logger.info(f"❓ Speaker not recognized - Score: {score:.3f}")
-            
+
             # Save audio if requested
             if args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during identification: {e}")
     finally:
@@ -330,30 +346,32 @@ async def cmd_identify(args):
 async def cmd_verify(args):
     """Verify if audio matches a specific speaker."""
     logger.info(f"Recording audio for verification against speaker: {args.speaker_id}")
-    
+
     # Record audio
     audio_path = await record_audio(args.duration)
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Verify speaker
             result = await client.verify_speaker(args.speaker_id, audio_path)
-            
+
             match = result.get("match", False)
             score = result.get("score", 0.0)
-            
+
             if match:
                 logger.info(f"✅ Voice matches {args.speaker_id} - Score: {score:.3f}")
             else:
-                logger.info(f"❌ Voice does not match {args.speaker_id} - Score: {score:.3f}")
-            
+                logger.info(
+                    f"❌ Voice does not match {args.speaker_id} - Score: {score:.3f}"
+                )
+
             # Save audio if requested
             if args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during verification: {e}")
     finally:
@@ -367,19 +385,19 @@ async def cmd_list(args):
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # List speakers
             speakers_dict = await client.list_speakers()
             logger.info(f"Server response: {speakers_dict}")
-            
+
             if speakers_dict:
                 logger.info(f"📋 Enrolled speakers ({len(speakers_dict)}):")
                 for speaker_id, speaker_data in speakers_dict.items():
-                    name = speaker_data.get('name', 'Unknown')
+                    name = speaker_data.get("name", "Unknown")
                     logger.info(f"  • {name} (ID: {speaker_id})")
             else:
                 logger.info("📋 No speakers enrolled")
-                
+
     except Exception as e:
         logger.error(f"Error listing speakers: {e}")
 
@@ -387,20 +405,20 @@ async def cmd_list(args):
 async def cmd_remove(args):
     """Remove an enrolled speaker."""
     logger.info(f"Removing speaker: {args.speaker_id}")
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Remove speaker
             result = await client.remove_speaker(args.speaker_id)
-            
+
             if result.get("deleted"):
                 logger.info(f"✅ Successfully removed speaker: {args.speaker_id}")
             else:
                 logger.error(f"❌ Failed to remove speaker: {args.speaker_id}")
-                
+
     except Exception as e:
         logger.error(f"Error removing speaker: {e}")
 
@@ -408,7 +426,7 @@ async def cmd_remove(args):
 async def cmd_diarize(args):
     """Perform speaker diarization on audio."""
     logger.info("Recording audio for speaker diarization...")
-    
+
     # Determine audio source
     if args.from_file:
         # Use existing file
@@ -422,49 +440,55 @@ async def cmd_diarize(args):
         # Record audio from microphone
         audio_path = await record_audio(args.duration)
         cleanup_audio = True
-    
+
     try:
         async with SpeakerClient(args.service_url) as client:
             # Check service health
             await client.health_check()
-            
+
             # Perform diarization
             result = await client.diarize_audio(
-                audio_path, 
+                audio_path,
                 min_duration=args.min_duration,
-                max_speakers=args.max_speakers
+                max_speakers=args.max_speakers,
             )
-            
+
             # Display results
             segments = result.get("segments", [])
             summary = result.get("summary", {})
-            
+
             logger.info(f"🎯 Diarization Results:")
-            logger.info(f"   Total duration: {summary.get('total_duration', 0):.2f} seconds")
+            logger.info(
+                f"   Total duration: {summary.get('total_duration', 0):.2f} seconds"
+            )
             logger.info(f"   Number of speakers: {summary.get('num_speakers', 0)}")
             logger.info(f"   Number of segments: {summary.get('num_segments', 0)}")
-            
+
             # Show speaker statistics
             speaker_stats = summary.get("speaker_stats", {})
             if speaker_stats:
                 logger.info(f"\n📊 Speaker Statistics:")
                 for speaker_id, stats in speaker_stats.items():
-                    logger.info(f"   {speaker_id}: {stats['total_duration']}s ({stats['percentage']}%) - {stats['segment_count']} segments")
-            
+                    logger.info(
+                        f"   {speaker_id}: {stats['total_duration']}s ({stats['percentage']}%) - {stats['segment_count']} segments"
+                    )
+
             # Show detailed timeline if requested
             if args.show_timeline:
                 logger.info(f"\n⏰ Timeline:")
                 for segment in segments:
-                    start = segment['start']
-                    end = segment['end']
-                    speaker = segment['speaker']
-                    duration = segment['duration']
-                    logger.info(f"   {start:6.2f}s - {end:6.2f}s ({duration:5.2f}s): {speaker}")
-            
+                    start = segment["start"]
+                    end = segment["end"]
+                    speaker = segment["speaker"]
+                    duration = segment["duration"]
+                    logger.info(
+                        f"   {start:6.2f}s - {end:6.2f}s ({duration:5.2f}s): {speaker}"
+                    )
+
             # Save audio if requested (only for recorded audio)
             if cleanup_audio and args.save_file:
                 save_audio(audio_path, args.save_file)
-                
+
     except Exception as e:
         logger.error(f"Error during diarization: {e}")
     finally:
@@ -478,66 +502,115 @@ def main():
     parser = argparse.ArgumentParser(
         description="Speaker Recognition Laptop Client",
         epilog="Examples:\n"
-               "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --duration 10\n"
-               "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --from-file audio.wav\n"
-               "  python laptop_client.py identify --duration 5 --save-file identification.wav\n"
-               "  python laptop_client.py verify --speaker-id john --duration 3\n"
-               "  python laptop_client.py diarize --duration 15 --show-timeline\n"
-               "  python laptop_client.py diarize --from-file meeting.wav --max-speakers 3\n"
-               "  python laptop_client.py list\n"
-               "  python laptop_client.py remove --speaker-id john",
-        formatter_class=argparse.RawDescriptionHelpFormatter
+        "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --duration 10\n"
+        "  python laptop_client.py enroll --speaker-id john --speaker-name 'John Doe' --from-file audio.wav\n"
+        "  python laptop_client.py identify --duration 5 --save-file identification.wav\n"
+        "  python laptop_client.py verify --speaker-id john --duration 3\n"
+        "  python laptop_client.py diarize --duration 15 --show-timeline\n"
+        "  python laptop_client.py diarize --from-file meeting.wav --max-speakers 3\n"
+        "  python laptop_client.py list\n"
+        "  python laptop_client.py remove --speaker-id john",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
     )
-    
+
     parser.add_argument(
         "--service-url",
         default="http://localhost:8005",
-        help="Speaker recognition service URL (default: http://localhost:8005)"
+        help="Speaker recognition service URL (default: http://localhost:8005)",
     )
-    
+
     subparsers = parser.add_subparsers(dest="command", help="Available commands")
-    
+
     # Enroll command
     enroll_parser = subparsers.add_parser("enroll", help="Enroll a new speaker")
     enroll_parser.add_argument("--speaker-id", required=True, help="Unique speaker ID")
-    enroll_parser.add_argument("--speaker-name", required=True, help="Speaker display name")
-    enroll_parser.add_argument("--duration", type=float, default=10.0, help="Recording duration in seconds (default: 10)")
-    enroll_parser.add_argument("--from-file", help="Enroll from existing audio file instead of recording")
-    enroll_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    enroll_parser.add_argument(
+        "--speaker-name", required=True, help="Speaker display name"
+    )
+    enroll_parser.add_argument(
+        "--duration",
+        type=float,
+        default=10.0,
+        help="Recording duration in seconds (default: 10)",
+    )
+    enroll_parser.add_argument(
+        "--from-file", help="Enroll from existing audio file instead of recording"
+    )
+    enroll_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # Identify command
     identify_parser = subparsers.add_parser("identify", help="Identify a speaker")
-    identify_parser.add_argument("--duration", type=float, default=5.0, help="Recording duration in seconds (default: 5)")
-    identify_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    identify_parser.add_argument(
+        "--duration",
+        type=float,
+        default=5.0,
+        help="Recording duration in seconds (default: 5)",
+    )
+    identify_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # Verify command
     verify_parser = subparsers.add_parser("verify", help="Verify a specific speaker")
-    verify_parser.add_argument("--speaker-id", required=True, help="Speaker ID to verify against")
-    verify_parser.add_argument("--duration", type=float, default=3.0, help="Recording duration in seconds (default: 3)")
-    verify_parser.add_argument("--save-file", help="Save recorded audio to specified file path")
-    
+    verify_parser.add_argument(
+        "--speaker-id", required=True, help="Speaker ID to verify against"
+    )
+    verify_parser.add_argument(
+        "--duration",
+        type=float,
+        default=3.0,
+        help="Recording duration in seconds (default: 3)",
+    )
+    verify_parser.add_argument(
+        "--save-file", help="Save recorded audio to specified file path"
+    )
+
     # List command
     list_parser = subparsers.add_parser("list", help="List enrolled speakers")
-    
+
     # Remove command
     remove_parser = subparsers.add_parser("remove", help="Remove an enrolled speaker")
-    remove_parser.add_argument("--speaker-id", required=True, help="Speaker ID to remove")
-    
+    remove_parser.add_argument(
+        "--speaker-id", required=True, help="Speaker ID to remove"
+    )
+
     # Diarize command
-    diarize_parser = subparsers.add_parser("diarize", help="Perform speaker diarization on audio")
-    diarize_parser.add_argument("--duration", type=float, default=10.0, help="Recording duration in seconds (default: 10)")
-    diarize_parser.add_argument("--from-file", help="Perform diarization on existing audio file instead of recording")
-    diarize_parser.add_argument("--min-duration", type=float, help="Minimum duration of a segment in seconds")
-    diarize_parser.add_argument("--max-speakers", type=int, help="Maximum number of speakers to detect")
-    diarize_parser.add_argument("--show-timeline", action="store_true", help="Show detailed timeline of segments")
-    diarize_parser.add_argument("--save-file", help="Save diarized audio to specified file path")
-    
+    diarize_parser = subparsers.add_parser(
+        "diarize", help="Perform speaker diarization on audio"
+    )
+    diarize_parser.add_argument(
+        "--duration",
+        type=float,
+        default=10.0,
+        help="Recording duration in seconds (default: 10)",
+    )
+    diarize_parser.add_argument(
+        "--from-file",
+        help="Perform diarization on existing audio file instead of recording",
+    )
+    diarize_parser.add_argument(
+        "--min-duration", type=float, help="Minimum duration of a segment in seconds"
+    )
+    diarize_parser.add_argument(
+        "--max-speakers", type=int, help="Maximum number of speakers to detect"
+    )
+    diarize_parser.add_argument(
+        "--show-timeline",
+        action="store_true",
+        help="Show detailed timeline of segments",
+    )
+    diarize_parser.add_argument(
+        "--save-file", help="Save diarized audio to specified file path"
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         parser.print_help()
         return
-    
+
     # Run the appropriate command
     try:
         if args.command == "enroll":
@@ -559,4 +632,4 @@ def main():
 
 
 if __name__ == "__main__":
-    main() 
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/nginx.conf.template b/extras/speaker-recognition/nginx.conf.template
deleted file mode 100644
index da22ab28..00000000
--- a/extras/speaker-recognition/nginx.conf.template
+++ /dev/null
@@ -1,148 +0,0 @@
-events {
-    worker_connections 1024;
-}
-
-http {
-    # Basic settings
-    sendfile on;
-    tcp_nopush on;
-    tcp_nodelay on;
-    keepalive_timeout 65;
-    types_hash_max_size 2048;
-    client_max_body_size 100M;
-    
-    # MIME types
-    include /etc/nginx/mime.types;
-    default_type application/octet-stream;
-    
-    # Logging
-    access_log /var/log/nginx/access.log;
-    error_log /var/log/nginx/error.log;
-    
-    # Gzip compression
-    gzip on;
-    gzip_vary on;
-    gzip_min_length 10240;
-    gzip_proxied expired no-cache no-store private auth;
-    gzip_types
-        text/plain
-        text/css
-        text/xml
-        text/javascript
-        application/x-javascript
-        application/xml+rss
-        application/javascript
-        application/json;
-    
-    # WebSocket proxy settings
-    map $http_upgrade $connection_upgrade {
-        default upgrade;
-        ''      close;
-    }
-    
-    # Upstream services
-    upstream speaker_service {
-        server speaker-service:8085;
-    }
-    
-    upstream web_ui {
-        server web-ui:WEB_UI_PORT_PLACEHOLDER;
-    }
-    
-    # HTTPS Server
-    server {
-        listen 443 ssl;
-        http2 on;
-        server_name localhost TAILSCALE_IP;
-        
-        # SSL Configuration
-        ssl_certificate /etc/nginx/ssl/server.crt;
-        ssl_certificate_key /etc/nginx/ssl/server.key;
-        ssl_protocols TLSv1.2 TLSv1.3;
-        ssl_ciphers ECDHE-ECDSA-AES256-GCM-SHA384:ECDHE-RSA-AES256-GCM-SHA384;
-        ssl_prefer_server_ciphers off;
-        
-        # Security headers
-        add_header X-Frame-Options DENY;
-        add_header X-Content-Type-Options nosniff;
-        add_header X-XSS-Protection "1; mode=block";
-        
-        # Speaker Service API endpoints
-        location /api/ {
-            proxy_pass http://speaker_service/;
-            proxy_set_header Host $host;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-            proxy_set_header X-Forwarded-Proto $scheme;
-            proxy_redirect off;
-        }
-        
-        # WebSocket endpoints  
-        location /ws/ {
-            proxy_pass http://speaker_service;
-            proxy_http_version 1.1;
-            proxy_set_header Upgrade $http_upgrade;
-            proxy_set_header Connection $connection_upgrade;
-            proxy_set_header Host $host;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-            proxy_set_header X-Forwarded-Proto $scheme;
-            proxy_cache_bypass $http_upgrade;
-            proxy_read_timeout 86400;
-            proxy_send_timeout 86400;
-            proxy_connect_timeout 60s;
-            proxy_buffering off;
-            proxy_request_buffering off;
-        }
-        
-        # V1 WebSocket endpoints (Deepgram-compatible)  
-        location /v1/ {
-            proxy_pass http://speaker_service/v1/;
-            proxy_http_version 1.1;
-            proxy_set_header Upgrade $http_upgrade;
-            proxy_set_header Connection $connection_upgrade;
-            proxy_set_header Host $host;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-            proxy_set_header X-Forwarded-Proto $scheme;
-            proxy_cache_bypass $http_upgrade;
-            proxy_read_timeout 86400;
-            proxy_send_timeout 86400;
-            proxy_connect_timeout 60s;
-            proxy_buffering off;
-            proxy_request_buffering off;
-        }
-        
-        # Health check endpoint (proxy to speaker service)
-        location /health {
-            proxy_pass http://speaker_service/health;
-            proxy_set_header Host $host;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-            proxy_set_header X-Forwarded-Proto $scheme;
-        }
-        
-        # Frontend application (everything else)
-        location / {
-            proxy_pass https://web_ui/;
-            proxy_ssl_verify off;
-            proxy_set_header Host $host;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-            proxy_set_header X-Forwarded-Proto $scheme;
-            proxy_redirect off;
-            
-            # Handle WebSocket upgrade for Vite HMR
-            proxy_http_version 1.1;
-            proxy_set_header Upgrade $http_upgrade;
-            proxy_set_header Connection $connection_upgrade;
-        }
-    }
-    
-    # HTTP redirect to HTTPS
-    server {
-        listen 80;
-        server_name localhost TAILSCALE_IP;
-        return 301 https://$host$request_uri;
-    }
-}
\ No newline at end of file
diff --git a/extras/speaker-recognition/pyproject.blackwell.toml b/extras/speaker-recognition/pyproject.blackwell.toml
index 11bcbbe2..86153849 100644
--- a/extras/speaker-recognition/pyproject.blackwell.toml
+++ b/extras/speaker-recognition/pyproject.blackwell.toml
@@ -34,7 +34,7 @@ gpu = [
 ]
 
 [tool.isort]
-profile = "black" 
+profile = "black"
 
 
 [tool.uv]
diff --git a/extras/speaker-recognition/pyproject.gtx1070.toml b/extras/speaker-recognition/pyproject.gtx1070.toml
index 51bb5e1f..46aeb830 100644
--- a/extras/speaker-recognition/pyproject.gtx1070.toml
+++ b/extras/speaker-recognition/pyproject.gtx1070.toml
@@ -81,4 +81,4 @@ conflicts = [
     ],
 ]
 [tool.isort]
-profile = "black" 
+profile = "black"
diff --git a/extras/speaker-recognition/pyproject.toml b/extras/speaker-recognition/pyproject.toml
index 81ac6814..2fd323ff 100644
--- a/extras/speaker-recognition/pyproject.toml
+++ b/extras/speaker-recognition/pyproject.toml
@@ -2,7 +2,7 @@
 name = "simple-speaker-recognition"
 version = "0.1.0"
 description = "Speaker recognition and diarization service for friend-lite"
-requires-python = ">=3.10"
+requires-python = ">=3.11,<3.14"
 
 dependencies = [
     "fastapi>=0.115.12",
@@ -57,12 +57,38 @@ cu128 = [
     "torchaudio>=2.0.0",
 ]
 
+strixhalo = [
+    # Provided by the base image; keep listed so `tool.uv.sources` can scope them to this extra,
+    # but mark them as never-selected so uv won't install/upgrade them into the venv.
+    "torch>=2.0.0; sys_platform == 'never'",
+    "torchaudio>=2.0.0; sys_platform == 'never'",
+    "torchvision>=0.15.0; sys_platform == 'never'",
+    # pyannote.audio from git (installed with --no-deps, dependencies listed separately below)
+    "pyannote.audio",
+    # OpenTelemetry dependencies for pyannote.audio
+    "opentelemetry-api>=1.39.0",
+    "opentelemetry-sdk>=1.39.0",
+    "opentelemetry-exporter-otlp>=1.34.0",
+    # Pyannote dependencies
+    "pyannote-pipeline>=4.0.0",
+    "pyannote-metrics>=4.0.0",
+    "pyannoteai-sdk>=0.3.0",
+    # Audio processing dependencies
+    "asteroid-filterbanks>=0.4.0",
+    "pytorch-metric-learning>=2.8.1",
+    # PyTorch Lightning (required by pyannote.audio)
+    "lightning>=2.0.0",
+    "torch_audiomentations",
+]
+
 [tool.uv]
+required-environments = ["sys_platform == 'linux' and platform_machine == 'x86_64'"]
 conflicts = [
     [
         { extra = "cpu" },
         { extra = "cu126" },
         { extra = "cu128" },
+        { extra = "strixhalo" },
     ],
 ]
 
@@ -78,6 +104,14 @@ torchaudio = [
     { index = "pytorch-cu128", extra = "cu128" },
 ]
 
+# NOTE:
+# - Default installs use the PyPI dependency from [project.dependencies]:
+#     "pyannote.audio>=4.0; extra != 'strixhalo'"
+# - When the "strixhalo" extra is selected, that marker disables the PyPI dep,
+#   the extra's plain "pyannote.audio" entry is activated instead, and this
+#   uv source rule makes it come from the git repo *only* for that extra.
+"pyannote.audio" = { git = "https://github.com/pyannote/pyannote-audio.git", extra = "strixhalo" }
+
 [[tool.uv.index]]
 name = "pytorch-cpu"
 url = "https://download.pytorch.org/whl/cpu"
@@ -116,4 +150,4 @@ test = [
 ]
 
 [tool.isort]
-profile = "black"
\ No newline at end of file
+profile = "black"
diff --git a/extras/speaker-recognition/quickstart.md b/extras/speaker-recognition/quickstart.md
index 47a99f56..3b5a0255 100644
--- a/extras/speaker-recognition/quickstart.md
+++ b/extras/speaker-recognition/quickstart.md
@@ -42,7 +42,7 @@ docker compose up --build -d
 
 ### 3. Access the Web UI
 
-- **Local access**: Open https://localhost:8444/ in your browser 
+- **Local access**: Open https://localhost:8444/ in your browser
 - **Network access**: Open https://your-tailscale-ip:8444/ in your browser
 
 **Important**: Accept the SSL certificate warning when prompted. Self-signed certificates are used for local development.
@@ -85,7 +85,7 @@ DEEPGRAM_API_KEY=your_key   # For transcription modes
 - **When**: You just want to see speaker changes
 - **Output**: Generic speaker labels (Speaker A, Speaker B, etc.)
 
-### Speaker Identification  
+### Speaker Identification
 - **What**: Separates speakers + identifies them by name
 - **When**: You have enrolled speakers and want to know who said what
 - **Output**: Named speakers ("John said this, Mary said that")
@@ -117,7 +117,7 @@ DEEPGRAM_API_KEY=your_key   # For transcription modes
 1. Ensure services are running: `docker compose ps`
 2. Rebuild if needed: `docker compose up --build -d`
 
-### Port conflicts  
+### Port conflicts
 1. Check what's using ports 80/443: `netstat -tulpn | grep -E ':(80|443)'`
 2. If needed, customize backend/UI ports in `.env` file
 3. Restart: `docker compose down && docker compose up -d`
@@ -164,7 +164,7 @@ HF_TOKEN=your_token         # Required for Hugging Face model download
 SPEAKER_SERVICE_PORT=8085   # Backend API port
 REACT_UI_PORT=5173         # Web UI port (internal)
 
-# Settings  
+# Settings
 SIMILARITY_THRESHOLD=0.15   # Speaker ID confidence (0.1-0.3)
 REACT_UI_HTTPS=true        # Enable HTTPS (needed for microphone)
 
@@ -187,4 +187,4 @@ DEEPGRAM_API_KEY=your_key  # For transcription modes
 - **Web UI not loading?** → Check https://localhost/ and accept SSL cert
 - **API not responding?** → Verify `curl -k https://localhost/api/health` returns `{"status": "ok"}`
 - **nginx.conf missing?** → Run `./init.sh` first
-- **Still stuck?** → Check the main README for detailed documentation
\ No newline at end of file
+- **Still stuck?** → Check the main README for detailed documentation
diff --git a/extras/speaker-recognition/run-test.sh b/extras/speaker-recognition/run-test.sh
index ac73de91..c70ce1b0 100755
--- a/extras/speaker-recognition/run-test.sh
+++ b/extras/speaker-recognition/run-test.sh
@@ -75,7 +75,7 @@ elif [ -n "${HF_TOKEN:-}" ]; then
     export REACT_UI_HOST=0.0.0.0
     export REACT_UI_PORT=5173
     export REACT_UI_HTTPS=false
-    
+
     # Create .env file for the test scripts that expect it
     print_info "Creating .env file for test compatibility..."
     cat > .env << EOF
@@ -134,10 +134,13 @@ docker compose -f docker-compose-test.yml down -v || true
 
 # Run speaker recognition integration tests
 print_info "Running speaker recognition integration tests..."
-print_info "Disabling BuildKit for integration tests (DOCKER_BUILDKIT=0)"
+print_info "Building with BuildKit, plain progress output (BUILDKIT_PROGRESS=plain)"
 
-# Set environment variables for the test
-export DOCKER_BUILDKIT=0
+# BuildKit is required: the Dockerfile uses `RUN --mount=type=cache` for the uv
+# cache, which the legacy builder rejects outright ("the --mount option requires
+# BuildKit"). Plain progress keeps the unrolled, greppable build log that the
+# legacy builder used to give us.
+export BUILDKIT_PROGRESS=plain
 
 # Run the integration test with timeout (speaker recognition models need time)
 print_info "Starting speaker recognition test (timeout: 30 minutes)..."
@@ -145,7 +148,8 @@ print_info "Starting speaker recognition test (timeout: 30 minutes)..."
 # Run test with proper signal forwarding and output handling
 {
     timeout --foreground --kill-after=60 1800 \
-        uv run pytest tests/test_speaker_service_integration.py -v -s --tb=short --log-cli-level=INFO
+        uv run --extra cpu --group test \
+        pytest tests/test_speaker_service_integration.py -v -s --tb=short --log-cli-level=INFO
 } || {
     exit_code=$?
     if [ $exit_code -eq 124 ]; then
@@ -165,4 +169,4 @@ print_info "Cleaning up test containers..."
 cleanup
 docker system prune -f || true
 
-print_success "Speaker Recognition integration tests completed!"
\ No newline at end of file
+print_success "Speaker Recognition integration tests completed!"
diff --git a/extras/speaker-recognition/scripts/download-pyannote.py b/extras/speaker-recognition/scripts/download-pyannote.py
index 8d7cfcc6..e925d571 100755
--- a/extras/speaker-recognition/scripts/download-pyannote.py
+++ b/extras/speaker-recognition/scripts/download-pyannote.py
@@ -12,39 +12,51 @@
 from pyannote.audio.pipelines.speaker_verification import PretrainedSpeakerEmbedding
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
+
 def download_models():
     """Download and cache PyAnnote models."""
     try:
         # Set HuggingFace cache directory
-        hf_home = os.environ.get('HF_HOME', '/models')
-        os.environ['HF_HOME'] = hf_home
-        
+        hf_home = os.environ.get("HF_HOME", "/models")
+        os.environ["HF_HOME"] = hf_home
+
         logger.info(f"Downloading models to: {hf_home}")
-        
+
         # Check if HF token is available
-        hf_token = os.environ.get('HF_TOKEN')
+        hf_token = os.environ.get("HF_TOKEN")
         if not hf_token:
-            logger.warning("No HF_TOKEN found. Models will be downloaded at runtime when token is available.")
+            logger.warning(
+                "No HF_TOKEN found. Models will be downloaded at runtime when token is available."
+            )
             return True  # Don't fail the build, just skip download
-        
+
         # Import and download models
-        
+
         logger.info("Downloading speaker diarization model...")
-        Pipeline.from_pretrained('pyannote/speaker-diarization-community-1', token=hf_token)
-        
+        Pipeline.from_pretrained(
+            "pyannote/speaker-diarization-community-1", token=hf_token
+        )
+
         logger.info("Downloading speaker embedding model...")
-        PretrainedSpeakerEmbedding('pyannote/wespeaker-voxceleb-resnet34-LM', token=hf_token)
-        
+        PretrainedSpeakerEmbedding(
+            "pyannote/wespeaker-voxceleb-resnet34-LM", token=hf_token
+        )
+
         logger.info("Models downloaded successfully!")
         return True
-        
+
     except Exception as e:
-        logger.warning(f"Failed to download models during build (will download at runtime): {e}")
+        logger.warning(
+            f"Failed to download models during build (will download at runtime): {e}"
+        )
         return True  # Don't fail the build
 
+
 if __name__ == "__main__":
     success = download_models()
     sys.exit(0 if success else 1)
diff --git a/extras/speaker-recognition/scripts/enroll_from_backup.py b/extras/speaker-recognition/scripts/enroll_from_backup.py
deleted file mode 100755
index dd818b01..00000000
--- a/extras/speaker-recognition/scripts/enroll_from_backup.py
+++ /dev/null
@@ -1,179 +0,0 @@
-#!/usr/bin/env python3
-"""
-Script to enroll all speakers from the backup directory.
-
-This script reads the backup speaker data and re-enrolls all speakers 
-using the /enroll/batch endpoint.
-"""
-
-import asyncio
-import logging
-import sys
-from pathlib import Path
-
-import aiohttp
-
-# Add the src directory to Python path
-sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
-
-# Configure logging
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s [%(levelname)s] %(name)s: %(message)s'
-)
-log = logging.getLogger(__name__)
-
-# Configuration
-BACKUP_DIR = Path(__file__).parent.parent / "speaker_data_backup"
-ENROLLMENT_AUDIO_DIR = BACKUP_DIR / "enrollment_audio" / "1"  # User ID 1
-API_BASE_URL = "http://localhost:8085"
-TIMEOUT = 300  # 5 minutes per enrollment
-
-
-async def enroll_speaker_from_backup(session: aiohttp.ClientSession, speaker_dir: Path) -> bool:
-    """Enroll a single speaker from backup directory."""
-    
-    try:
-        # Extract speaker info from directory name
-        speaker_id = speaker_dir.name
-        
-        # Extract speaker name from ID (remove user_1_ prefix and timestamp suffix)
-        speaker_name = speaker_id.replace("user_1_", "").rsplit("_", 1)[0]
-        
-        log.info(f"Enrolling speaker: {speaker_name} (ID: {speaker_id})")
-        
-        # Find all WAV files in the directory
-        audio_files = list(speaker_dir.glob("*.wav"))
-        
-        if not audio_files:
-            log.error(f"No WAV files found for {speaker_name}, skipping")
-            return False
-        
-        log.info(f"  Found {len(audio_files)} audio file(s)")
-        for audio_file in audio_files:
-            log.info(f"    - {audio_file.name}")
-    
-        
-        # Prepare multipart form data
-        form_data = aiohttp.FormData()
-        form_data.add_field('speaker_id', speaker_id)
-        form_data.add_field('speaker_name', speaker_name)
-        
-        # Add all audio files
-        for audio_path in audio_files:
-            with open(audio_path, 'rb') as f:
-                form_data.add_field(
-                    'files', 
-                    f.read(), 
-                    filename=audio_path.name,
-                    content_type='audio/wav'
-                )
-        
-        # Send enrollment request
-        log.info(f"Sending enrollment request for {speaker_name}...")
-        async with session.post(
-            f"{API_BASE_URL}/enroll/batch",
-            data=form_data,
-            timeout=aiohttp.ClientTimeout(total=TIMEOUT)
-        ) as response:
-            if response.status == 200:
-                result = await response.json()
-                log.info(f"✅ Successfully enrolled {speaker_name}: {result}")
-                return True
-            else:
-                error_text = await response.text()
-                log.error(f"❌ Failed to enroll {speaker_name} (HTTP {response.status}): {error_text}")
-                return False
-                
-    except Exception as e:
-        log.error(f"❌ Error enrolling {speaker_dir.name}: {e}")
-        return False
-
-
-async def check_service_health() -> bool:
-    """Check if the speaker service is healthy."""
-    try:
-        async with aiohttp.ClientSession() as session:
-            async with session.get(f"{API_BASE_URL}/health") as response:
-                if response.status == 200:
-                    health_info = await response.json()
-                    log.info(f"Service health: {health_info}")
-                    return True
-                else:
-                    log.error(f"Service health check failed: HTTP {response.status}")
-                    return False
-    except Exception as e:
-        log.error(f"Failed to connect to service: {e}")
-        return False
-
-
-async def main():
-    """Main enrollment function."""
-    log.info("Starting speaker enrollment from backup directory")
-    log.info(f"Backup directory: {BACKUP_DIR}")
-    log.info(f"Enrollment audio directory: {ENROLLMENT_AUDIO_DIR}")
-    
-    # Check if backup directory exists
-    if not ENROLLMENT_AUDIO_DIR.exists():
-        log.error(f"Backup directory not found: {ENROLLMENT_AUDIO_DIR}")
-        return 1
-    
-    # Check service health
-    log.info("Checking speaker service health...")
-    if not await check_service_health():
-        log.error("Speaker service is not healthy, aborting")
-        return 1
-    
-    # Find all speaker directories
-    speaker_dirs = []
-    for item in ENROLLMENT_AUDIO_DIR.iterdir():
-        if item.is_dir() and item.name.startswith("user_1_"):
-            speaker_dirs.append(item)
-    
-    if not speaker_dirs:
-        log.error("No speaker directories found in backup")
-        return 1
-    
-    log.info(f"Found {len(speaker_dirs)} speakers to enroll")
-    
-    # Enroll each speaker
-    success_count = 0
-    failed_count = 0
-    
-    async with aiohttp.ClientSession() as session:
-        for speaker_dir in sorted(speaker_dirs):
-            success = await enroll_speaker_from_backup(session, speaker_dir)
-            if success:
-                success_count += 1
-            else:
-                failed_count += 1
-            
-            # Small delay between enrollments
-            await asyncio.sleep(1)
-    
-    # Summary
-    log.info(f"\n{'='*50}")
-    log.info(f"Enrollment Summary:")
-    log.info(f"  Successfully enrolled: {success_count}")
-    log.info(f"  Failed: {failed_count}")
-    log.info(f"  Total: {len(speaker_dirs)}")
-    log.info(f"{'='*50}")
-    
-    if failed_count > 0:
-        log.warning("Some enrollments failed. Check logs above for details.")
-        return 1
-    else:
-        log.info("All speakers enrolled successfully! 🎉")
-        return 0
-
-
-if __name__ == "__main__":
-    try:
-        exit_code = asyncio.run(main())
-        sys.exit(exit_code)
-    except KeyboardInterrupt:
-        log.info("Enrollment interrupted by user")
-        sys.exit(1)
-    except Exception as e:
-        log.error(f"Unexpected error: {e}")
-        sys.exit(1)
\ No newline at end of file
diff --git a/extras/speaker-recognition/scripts/enroll_speaker.py b/extras/speaker-recognition/scripts/enroll_speaker.py
index f73e4634..2f0dfc74 100755
--- a/extras/speaker-recognition/scripts/enroll_speaker.py
+++ b/extras/speaker-recognition/scripts/enroll_speaker.py
@@ -5,36 +5,38 @@
 Usage:
     # Enroll from single audio file
     python enroll_speaker.py --file my_voice.wav --id ankush --name "Ankush"
-    
+
     # Enroll from multiple files (better accuracy)
     python enroll_speaker.py --files voice1.wav voice2.wav voice3.wav --id ankush --name "Ankush"
-    
+
     # Enroll from directory of audio files
     python enroll_speaker.py --dir ~/voice_samples/ --id ankush --name "Ankush"
-    
+
     # Enroll from YouTube video with timestamp
     python enroll_speaker.py --youtube "https://youtube.com/watch?v=..." --start 10 --end 60 --id ankush --name "Ankush"
-    
+
     # List enrolled speakers
     python enroll_speaker.py --list
-    
+
     # Delete a speaker
     python enroll_speaker.py --delete ankush
 """
 
 import argparse
+import logging
 import os
+import subprocess
 import sys
-import requests
-import json
 import tempfile
 from pathlib import Path
-from typing import List, Optional, Tuple
-import subprocess
-import logging
+from typing import List, Optional
+
+import requests
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
 # Default speaker service URL
@@ -47,89 +49,113 @@ def check_service_health_with_url(service_url):
         response = requests.get(f"{service_url}/health", timeout=5)
         if response.status_code == 200:
             data = response.json()
-            logger.info(f"✅ Speaker service is running (Device: {data.get('device', 'unknown')}, Speakers: {data.get('speakers', 0)})")
+            logger.info(
+                f"✅ Speaker service is running (Device: {data.get('device', 'unknown')}, Speakers: {data.get('speakers', 0)})"
+            )
             return True
     except Exception as e:
         logger.error(f"❌ Cannot connect to speaker service at {service_url}: {e}")
-        logger.info("Make sure the speaker service is running: docker compose up speaker-recognition")
+        logger.info(
+            "Make sure the speaker service is running: docker compose up speaker-recognition"
+        )
     return False
 
+
 def check_service_health():
     """Check if speaker service is running."""
     return check_service_health_with_url(SPEAKER_SERVICE_URL)
 
 
-def enroll_single_file(file_path: str, speaker_id: str, speaker_name: str, start: Optional[float] = None, end: Optional[float] = None, service_url: str = None) -> bool:
+def enroll_single_file(
+    file_path: str,
+    speaker_id: str,
+    speaker_name: str,
+    start: Optional[float] = None,
+    end: Optional[float] = None,
+    service_url: str = None,
+) -> bool:
     """Enroll speaker from a single audio file."""
     if not os.path.exists(file_path):
         logger.error(f"File not found: {file_path}")
         return False
-    
+
     logger.info(f"Enrolling from file: {file_path}")
-    
+
     try:
-        with open(file_path, 'rb') as f:
-            files = {'file': (os.path.basename(file_path), f, 'audio/wav')}
-            data = {
-                'speaker_id': speaker_id,
-                'speaker_name': speaker_name
-            }
-            
+        with open(file_path, "rb") as f:
+            files = {"file": (os.path.basename(file_path), f, "audio/wav")}
+            data = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
             if start is not None:
-                data['start'] = start
+                data["start"] = start
             if end is not None:
-                data['end'] = end
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
-            
+                data["end"] = end
+
+            response = requests.post(
+                f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data
+            )
+
             if response.status_code == 200:
                 result = response.json()
-                if result.get('updated'):
-                    logger.info(f"✅ Updated existing speaker: {speaker_name} (ID: {speaker_id})")
+                if result.get("updated"):
+                    logger.info(
+                        f"✅ Updated existing speaker: {speaker_name} (ID: {speaker_id})"
+                    )
                 else:
-                    logger.info(f"✅ Enrolled new speaker: {speaker_name} (ID: {speaker_id})")
+                    logger.info(
+                        f"✅ Enrolled new speaker: {speaker_name} (ID: {speaker_id})"
+                    )
                 return True
             else:
-                logger.error(f"❌ Enrollment failed: {response.status_code} - {response.text}")
+                logger.error(
+                    f"❌ Enrollment failed: {response.status_code} - {response.text}"
+                )
                 return False
-                
+
     except Exception as e:
         logger.error(f"❌ Error during enrollment: {e}")
         return False
 
 
-def enroll_multiple_files(file_paths: List[str], speaker_id: str, speaker_name: str) -> bool:
+def enroll_multiple_files(
+    file_paths: List[str], speaker_id: str, speaker_name: str
+) -> bool:
     """Enroll speaker from multiple audio files for better accuracy."""
     valid_files = [f for f in file_paths if os.path.exists(f)]
-    
+
     if not valid_files:
         logger.error("No valid files found")
         return False
-    
+
     logger.info(f"Enrolling from {len(valid_files)} files...")
-    
+
     try:
         files = []
         for file_path in valid_files:
-            with open(file_path, 'rb') as f:
+            with open(file_path, "rb") as f:
                 content = f.read()
-                files.append(('files', (os.path.basename(file_path), content, 'audio/wav')))
-        
-        data = {
-            'speaker_id': speaker_id,
-            'speaker_name': speaker_name
-        }
-        
-        response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data)
-        
+                files.append(
+                    ("files", (os.path.basename(file_path), content, "audio/wav"))
+                )
+
+        data = {"speaker_id": speaker_id, "speaker_name": speaker_name}
+
+        response = requests.post(
+            f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data
+        )
+
         if response.status_code == 200:
             result = response.json()
-            logger.info(f"✅ Successfully enrolled {speaker_name} using {result.get('num_segments', 0)} segments from {result.get('num_files', 0)} files")
+            logger.info(
+                f"✅ Successfully enrolled {speaker_name} using {result.get('num_segments', 0)} segments from {result.get('num_files', 0)} files"
+            )
             return True
         else:
-            logger.error(f"❌ Batch enrollment failed: {response.status_code} - {response.text}")
+            logger.error(
+                f"❌ Batch enrollment failed: {response.status_code} - {response.text}"
+            )
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error during batch enrollment: {e}")
         return False
@@ -137,109 +163,124 @@ def enroll_multiple_files(file_paths: List[str], speaker_id: str, speaker_name:
 
 def enroll_from_directory(directory: str, speaker_id: str, speaker_name: str) -> bool:
     """Enroll speaker from all audio files in a directory."""
-    audio_extensions = {'.wav', '.flac', '.mp3', '.m4a', '.ogg'}
+    audio_extensions = {".wav", ".flac", ".mp3", ".m4a", ".ogg"}
     dir_path = Path(directory)
-    
+
     if not dir_path.exists():
         logger.error(f"Directory not found: {directory}")
         return False
-    
-    audio_files = [str(f) for f in dir_path.iterdir() if f.suffix.lower() in audio_extensions]
-    
+
+    audio_files = [
+        str(f) for f in dir_path.iterdir() if f.suffix.lower() in audio_extensions
+    ]
+
     if not audio_files:
         logger.error(f"No audio files found in {directory}")
         return False
-    
+
     logger.info(f"Found {len(audio_files)} audio files in {directory}")
     return enroll_multiple_files(audio_files, speaker_id, speaker_name)
 
 
-def download_youtube_audio(url: str, start: Optional[float] = None, end: Optional[float] = None) -> Optional[str]:
+def download_youtube_audio(
+    url: str, start: Optional[float] = None, end: Optional[float] = None
+) -> Optional[str]:
     """Download audio from YouTube video."""
     try:
+        # Lazy import: yt_dlp is an optional heavy dependency only needed for
+        # YouTube enrollment; degrade gracefully if it isn't installed.
         import yt_dlp
     except ImportError:
         logger.error("yt-dlp not installed. Install with: pip install yt-dlp")
         return None
-    
-    with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmp_file:
+
+    with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         output_path = tmp_file.name
-    
+
     ydl_opts = {
-        'format': 'bestaudio/best',
-        'outtmpl': output_path.replace('.wav', '.%(ext)s'),
-        'quiet': True,
-        'no_warnings': True,
-        'postprocessors': [{
-            'key': 'FFmpegExtractAudio',
-            'preferredcodec': 'wav',
-            'preferredquality': '192',
-        }],
+        "format": "bestaudio/best",
+        "outtmpl": output_path.replace(".wav", ".%(ext)s"),
+        "quiet": True,
+        "no_warnings": True,
+        "postprocessors": [
+            {
+                "key": "FFmpegExtractAudio",
+                "preferredcodec": "wav",
+                "preferredquality": "192",
+            }
+        ],
     }
-    
+
     try:
         logger.info(f"Downloading audio from YouTube: {url}")
         with yt_dlp.YoutubeDL(ydl_opts) as ydl:
             info = ydl.extract_info(url, download=True)
-            duration = info.get('duration', 0)
-            
+            duration = info.get("duration", 0)
+
             if start is not None and end is not None:
                 logger.info(f"Extracting segment from {start}s to {end}s")
                 # Use ffmpeg to extract segment
-                segment_path = output_path.replace('.wav', '_segment.wav')
+                segment_path = output_path.replace(".wav", "_segment.wav")
                 cmd = [
-                    'ffmpeg', '-i', output_path,
-                    '-ss', str(start), '-to', str(end),
-                    '-c', 'copy', segment_path,
-                    '-y'
+                    "ffmpeg",
+                    "-i",
+                    output_path,
+                    "-ss",
+                    str(start),
+                    "-to",
+                    str(end),
+                    "-c",
+                    "copy",
+                    segment_path,
+                    "-y",
                 ]
                 subprocess.run(cmd, capture_output=True, check=True, timeout=60)
                 os.unlink(output_path)
                 return segment_path
-            
+
             return output_path
-            
+
     except Exception as e:
         logger.error(f"❌ Error downloading YouTube audio: {e}")
         return None
 
 
-def list_speakers() -> bool:
+def list_speakers(service_url: str = SPEAKER_SERVICE_URL) -> bool:
     """List all enrolled speakers."""
     try:
-        response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers")
+        response = requests.get(f"{service_url}/speakers")
         if response.status_code == 200:
             data = response.json()
-            speakers = data.get('speakers', {})
-            
+            speakers = data.get("speakers", {})
+
             if not speakers:
                 logger.info("No speakers enrolled yet")
                 return True
-            
+
             logger.info(f"\n{'='*60}")
             logger.info(f"Enrolled Speakers ({len(speakers)} total)")
             logger.info(f"{'='*60}")
-            
+
             for speaker_id, info in speakers.items():
                 logger.info(f"ID: {speaker_id}")
                 logger.info(f"  Name: {info.get('name', 'Unknown')}")
                 logger.info(f"  FAISS Index: {info.get('faiss_index', 'N/A')}")
                 logger.info("")
-                
+
             return True
         else:
             logger.error(f"❌ Failed to list speakers: {response.status_code}")
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error listing speakers: {e}")
         return False
 
 
-def delete_speaker(speaker_id: str) -> bool:
+def delete_speaker(speaker_id: str, service_url: str = SPEAKER_SERVICE_URL) -> bool:
     """Delete an enrolled speaker."""
     try:
-        response = requests.delete(f"{SPEAKER_SERVICE_URL}/speakers/{speaker_id}")
+        response = requests.delete(f"{service_url}/speakers/{speaker_id}")
         if response.status_code == 200:
             logger.info(f"✅ Successfully deleted speaker: {speaker_id}")
             return True
@@ -249,64 +290,78 @@ def delete_speaker(speaker_id: str) -> bool:
         else:
             logger.error(f"❌ Failed to delete speaker: {response.status_code}")
             return False
-            
+
     except Exception as e:
         logger.error(f"❌ Error deleting speaker: {e}")
         return False
 
 
 def main():
-    parser = argparse.ArgumentParser(description="Enroll speakers in the speaker recognition system")
-    
+    parser = argparse.ArgumentParser(
+        description="Enroll speakers in the speaker recognition system"
+    )
+
     # Action arguments
     action_group = parser.add_mutually_exclusive_group(required=True)
-    action_group.add_argument('--file', help='Enroll from single audio file')
-    action_group.add_argument('--files', nargs='+', help='Enroll from multiple audio files')
-    action_group.add_argument('--dir', help='Enroll from directory of audio files')
-    action_group.add_argument('--youtube', help='Enroll from YouTube video URL')
-    action_group.add_argument('--list', action='store_true', help='List enrolled speakers')
-    action_group.add_argument('--delete', help='Delete a speaker by ID')
-    
+    action_group.add_argument("--file", help="Enroll from single audio file")
+    action_group.add_argument(
+        "--files", nargs="+", help="Enroll from multiple audio files"
+    )
+    action_group.add_argument("--dir", help="Enroll from directory of audio files")
+    action_group.add_argument("--youtube", help="Enroll from YouTube video URL")
+    action_group.add_argument(
+        "--list", action="store_true", help="List enrolled speakers"
+    )
+    action_group.add_argument("--delete", help="Delete a speaker by ID")
+
     # Speaker info arguments
-    parser.add_argument('--id', help='Speaker ID (required for enrollment)')
-    parser.add_argument('--name', help='Speaker display name (required for enrollment)')
-    
+    parser.add_argument("--id", help="Speaker ID (required for enrollment)")
+    parser.add_argument("--name", help="Speaker display name (required for enrollment)")
+
     # Optional arguments
-    parser.add_argument('--start', type=float, help='Start time in seconds (for file/youtube)')
-    parser.add_argument('--end', type=float, help='End time in seconds (for file/youtube)')
-    parser.add_argument('--service-url', default=SPEAKER_SERVICE_URL, help='Speaker service URL')
-    
+    parser.add_argument(
+        "--start", type=float, help="Start time in seconds (for file/youtube)"
+    )
+    parser.add_argument(
+        "--end", type=float, help="End time in seconds (for file/youtube)"
+    )
+    parser.add_argument(
+        "--service-url", default=SPEAKER_SERVICE_URL, help="Speaker service URL"
+    )
+
     args = parser.parse_args()
-    
+
     # Update service URL if provided
     service_url = args.service_url
-    
+
     # Check service health
     if not check_service_health_with_url(service_url):
         return 1
-    
+
     # Handle actions
     if args.list:
-        return 0 if list_speakers_with_url(service_url) else 1
-    
+        return 0 if list_speakers(service_url) else 1
+
     elif args.delete:
-        return 0 if delete_speaker_with_url(args.delete, service_url) else 1
-    
+        return 0 if delete_speaker(args.delete, service_url) else 1
+
     else:
         # Enrollment actions require ID and name
         if not args.id or not args.name:
             logger.error("❌ --id and --name are required for enrollment")
             return 1
-        
+
         if args.file:
-            success = enroll_single_file(args.file, args.id, args.name, args.start, args.end)
-        
+            success = enroll_single_file(
+                args.file, args.id, args.name, args.start, args.end
+            )
+
         elif args.files:
             success = enroll_multiple_files(args.files, args.id, args.name)
-        
+
         elif args.dir:
             success = enroll_from_directory(args.dir, args.id, args.name)
-        
+
         elif args.youtube:
             audio_path = download_youtube_audio(args.youtube, args.start, args.end)
             if audio_path:
@@ -314,9 +369,9 @@ def main():
                 os.unlink(audio_path)  # Clean up temporary file
             else:
                 success = False
-        
+
         return 0 if success else 1
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())
diff --git a/extras/speaker-recognition/scripts/install-pytorch.py b/extras/speaker-recognition/scripts/install-pytorch.py
index 7953db58..be642967 100755
--- a/extras/speaker-recognition/scripts/install-pytorch.py
+++ b/extras/speaker-recognition/scripts/install-pytorch.py
@@ -4,44 +4,53 @@
 This script is designed to be run during Docker build to install PyTorch with proper caching.
 """
 
-import os
-import sys
 import logging
+import os
 import subprocess
+import sys
 
 # Set up logging
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s"
+)
 logger = logging.getLogger(__name__)
 
+
 def install_pytorch():
     """Install PyTorch with CUDA support."""
     try:
         # Get compute mode from environment
-        compute_mode = os.environ.get('COMPUTE_MODE', 'cpu')
-        
-        if compute_mode == 'gpu':
+        compute_mode = os.environ.get("COMPUTE_MODE", "cpu")
+
+        if compute_mode == "gpu":
             logger.info("Installing PyTorch with CUDA 11.8 support for GTX 1070...")
-            
+
             # Install numpy first (PyAnnote requires NumPy 1.x, not 2.x)
             logger.info("Installing NumPy 1.x...")
-            subprocess.run([
-                'uv', 'pip', 'install', '--system', 'numpy<2'
-            ], check=True)
-            
+            subprocess.run(["uv", "pip", "install", "--system", "numpy<2"], check=True)
+
             # Install PyTorch with CUDA 11.8 support
             logger.info("Installing PyTorch 2.2.0 with CUDA 11.8...")
-            subprocess.run([
-                'uv', 'pip', 'install', '--system', 
-                'torch==2.2.0+cu118', 'torchaudio==2.2.0+cu118',
-                '--index-url', 'https://download.pytorch.org/whl/cu118'
-            ], check=True)
-            
+            subprocess.run(
+                [
+                    "uv",
+                    "pip",
+                    "install",
+                    "--system",
+                    "torch==2.2.0+cu118",
+                    "torchaudio==2.2.0+cu118",
+                    "--index-url",
+                    "https://download.pytorch.org/whl/cu118",
+                ],
+                check=True,
+            )
+
             logger.info("PyTorch with CUDA installed successfully!")
         else:
             logger.info("CPU mode detected, PyTorch will be installed via uv sync")
-            
+
         return True
-        
+
     except subprocess.CalledProcessError as e:
         logger.error(f"Failed to install PyTorch: {e}")
         return False
@@ -49,6 +58,7 @@ def install_pytorch():
         logger.error(f"Unexpected error installing PyTorch: {e}")
         return False
 
+
 if __name__ == "__main__":
     success = install_pytorch()
     sys.exit(0 if success else 1)
diff --git a/extras/speaker-recognition/scripts/simple_enroll.py b/extras/speaker-recognition/scripts/simple_enroll.py
deleted file mode 100644
index c4eabb64..00000000
--- a/extras/speaker-recognition/scripts/simple_enroll.py
+++ /dev/null
@@ -1,59 +0,0 @@
-#!/usr/bin/env python3
-"""Simple enrollment script without global variable issues."""
-
-import requests
-import sys
-
-SERVICE_URL = "http://localhost:8085"
-
-def list_speakers():
-    """List enrolled speakers."""
-    try:
-        response = requests.get(f"{SERVICE_URL}/speakers")
-        if response.status_code == 200:
-            data = response.json()
-            speakers = data.get('speakers', {})
-            if not speakers:
-                print("No speakers enrolled")
-            else:
-                print(f"Enrolled speakers ({len(speakers)}):")
-                for speaker_id, info in speakers.items():
-                    print(f"  {speaker_id}: {info.get('name', 'Unknown')}")
-            return True
-        else:
-            print(f"Error: {response.status_code}")
-            return False
-    except Exception as e:
-        print(f"Error: {e}")
-        return False
-
-def enroll_speaker(file_path, speaker_id, speaker_name):
-    """Enroll a speaker from audio file."""
-    try:
-        with open(file_path, 'rb') as f:
-            files = {'file': f}
-            data = {'speaker_id': speaker_id, 'speaker_name': speaker_name}
-            response = requests.post(f"{SERVICE_URL}/enroll/upload", files=files, data=data)
-            
-            if response.status_code == 200:
-                result = response.json()
-                action = "Updated" if result.get('updated') else "Enrolled"
-                print(f"✅ {action} speaker: {speaker_name} (ID: {speaker_id})")
-                return True
-            else:
-                print(f"❌ Error: {response.status_code} - {response.text}")
-                return False
-    except Exception as e:
-        print(f"❌ Error: {e}")
-        return False
-
-if __name__ == "__main__":
-    if len(sys.argv) == 2 and sys.argv[1] == "--list":
-        list_speakers()
-    elif len(sys.argv) == 4:
-        file_path, speaker_id, speaker_name = sys.argv[1], sys.argv[2], sys.argv[3]
-        enroll_speaker(file_path, speaker_id, speaker_name)
-    else:
-        print("Usage:")
-        print("  python simple_enroll.py --list")
-        print("  python simple_enroll.py <audio_file> <speaker_id> <speaker_name>")
\ No newline at end of file
diff --git a/extras/speaker-recognition/scripts/test_diarize.py b/extras/speaker-recognition/scripts/test_diarize.py
deleted file mode 100644
index e1ea8512..00000000
--- a/extras/speaker-recognition/scripts/test_diarize.py
+++ /dev/null
@@ -1,58 +0,0 @@
-#!/usr/bin/env python3
-"""Test the diarize-and-identify endpoint."""
-
-import requests
-import sys
-
-SERVICE_URL = "http://localhost:8085"
-
-def test_diarize_and_identify(audio_file):
-    """Test diarization and identification."""
-    try:
-        with open(audio_file, 'rb') as f:
-            files = {'file': f}
-            data = {
-                'min_duration': 0.5,
-                'similarity_threshold': 0.65,
-                'identify_only_enrolled': False
-            }
-            
-            print(f"Testing diarization and identification on: {audio_file}")
-            response = requests.post(f"{SERVICE_URL}/diarize-and-identify", files=files, data=data)
-            
-            if response.status_code == 200:
-                result = response.json()
-                print("\n✅ Success!")
-                
-                # Show summary
-                summary = result.get('summary', {})
-                print(f"\nSummary:")
-                print(f"  Duration: {summary.get('total_duration', 0):.2f}s")
-                print(f"  Segments: {summary.get('num_segments', 0)}")
-                print(f"  Diarized Speakers: {summary.get('num_diarized_speakers', 0)}")
-                print(f"  Identified: {summary.get('identified_speakers', [])}")
-                print(f"  Unknown: {summary.get('unknown_speakers', [])}")
-                
-                # Show segments
-                segments = result.get('segments', [])
-                print(f"\nSegments:")
-                for i, seg in enumerate(segments):
-                    identified = seg.get('identified_as', 'Unknown')
-                    confidence = seg.get('confidence', 0)
-                    print(f"  {i+1}. {seg['start']:.2f}s-{seg['end']:.2f}s: {seg['speaker']} → {identified} ({confidence:.3f})")
-                
-                return True
-            else:
-                print(f"❌ Error: {response.status_code} - {response.text}")
-                return False
-                
-    except Exception as e:
-        print(f"❌ Error: {e}")
-        return False
-
-if __name__ == "__main__":
-    if len(sys.argv) != 2:
-        print("Usage: python test_diarize.py <audio_file>")
-        sys.exit(1)
-    
-    test_diarize_and_identify(sys.argv[1])
\ No newline at end of file
diff --git a/extras/speaker-recognition/scripts/test_workflow.py b/extras/speaker-recognition/scripts/test_workflow.py
deleted file mode 100755
index 4f919e47..00000000
--- a/extras/speaker-recognition/scripts/test_workflow.py
+++ /dev/null
@@ -1,217 +0,0 @@
-#!/usr/bin/env python3
-"""
-Test script to demonstrate the complete speaker enrollment and identification workflow.
-
-This script shows how to:
-1. Enroll speakers with sample audio
-2. Run diarization and identification on a conversation
-3. Display results
-
-Usage:
-    python test_workflow.py
-"""
-
-import requests
-import os
-import sys
-from pathlib import Path
-
-SPEAKER_SERVICE_URL = os.getenv("SPEAKER_SERVICE_URL", "http://localhost:8085")
-
-
-def test_enrollment():
-    """Test speaker enrollment with sample files."""
-    print("\n=== Testing Speaker Enrollment ===")
-    
-    # Check if we have sample audio files
-    sample_dir = Path(__file__).parent / "training/youtube-transcript/data/audio"
-    if not sample_dir.exists():
-        print(f"❌ Sample audio directory not found: {sample_dir}")
-        print("Please ensure you have audio files in the training/youtube-transcript/data/audio/ directory")
-        return False
-    
-    audio_files = list(sample_dir.glob("*.wav"))
-    if not audio_files:
-        print(f"❌ No WAV files found in {sample_dir}")
-        return False
-    
-    print(f"Found {len(audio_files)} audio files")
-    
-    # Enroll first speaker using first audio file
-    if len(audio_files) >= 1:
-        file1 = audio_files[0]
-        print(f"\nEnrolling Speaker 1 from: {file1.name}")
-        
-        with open(file1, 'rb') as f:
-            files = {'file': (file1.name, f, 'audio/wav')}
-            data = {
-                'speaker_id': 'test_speaker_1',
-                'speaker_name': 'Test Speaker 1'
-            }
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
-            if response.status_code == 200:
-                print("✅ Successfully enrolled Test Speaker 1")
-            else:
-                print(f"❌ Failed to enroll: {response.status_code} - {response.text}")
-                return False
-    
-    # Enroll second speaker if we have another file
-    if len(audio_files) >= 2:
-        file2 = audio_files[1]
-        print(f"\nEnrolling Speaker 2 from: {file2.name}")
-        
-        with open(file2, 'rb') as f:
-            files = {'file': (file2.name, f, 'audio/wav')}
-            data = {
-                'speaker_id': 'test_speaker_2',
-                'speaker_name': 'Test Speaker 2'
-            }
-            
-            response = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/upload", files=files, data=data)
-            if response.status_code == 200:
-                print("✅ Successfully enrolled Test Speaker 2")
-            else:
-                print(f"❌ Failed to enroll: {response.status_code} - {response.text}")
-    
-    return True
-
-
-def test_diarize_and_identify():
-    """Test the diarize-and-identify endpoint."""
-    print("\n=== Testing Diarize and Identify ===")
-    
-    # Use one of the sample files for testing
-    sample_dir = Path(__file__).parent / "training/youtube-transcript/data/audio"
-    audio_files = list(sample_dir.glob("*.wav"))
-    
-    if not audio_files:
-        print("❌ No audio files available for testing")
-        return False
-    
-    # Use the first file for diarization test
-    test_file = audio_files[0]
-    print(f"Testing with: {test_file.name}")
-    
-    with open(test_file, 'rb') as f:
-        files = {'file': (test_file.name, f, 'audio/wav')}
-        data = {
-            'min_duration': 0.5,
-            'similarity_threshold': 0.65,
-            'identify_only_enrolled': False
-        }
-        
-        print("Sending request to /diarize-and-identify...")
-        response = requests.post(f"{SPEAKER_SERVICE_URL}/diarize-and-identify", files=files, data=data)
-        
-        if response.status_code == 200:
-            result = response.json()
-            print("\n✅ Diarization and identification successful!")
-            
-            # Display summary
-            summary = result.get('summary', {})
-            print(f"\nSummary:")
-            print(f"  Total Duration: {summary.get('total_duration', 0):.2f}s")
-            print(f"  Segments: {summary.get('num_segments', 0)}")
-            print(f"  Diarized Speakers: {summary.get('num_diarized_speakers', 0)}")
-            print(f"  Identified Speakers: {summary.get('identified_speakers', [])}")
-            print(f"  Unknown Speakers: {summary.get('unknown_speakers', [])}")
-            print(f"  Similarity Threshold: {summary.get('similarity_threshold', 0)}")
-            
-            # Display first few segments
-            segments = result.get('segments', [])
-            if segments:
-                print(f"\nFirst {min(5, len(segments))} segments:")
-                for i, seg in enumerate(segments[:5]):
-                    print(f"\n  Segment {i+1}:")
-                    print(f"    Time: {seg['start']:.2f}s - {seg['end']:.2f}s")
-                    print(f"    Speaker: {seg['speaker']}")
-                    print(f"    Identified As: {seg.get('identified_as', 'Unknown')}")
-                    print(f"    Confidence: {seg.get('confidence', 0):.3f}")
-                    print(f"    Status: {seg.get('status', 'unknown')}")
-            
-            return True
-        else:
-            print(f"❌ Request failed: {response.status_code} - {response.text}")
-            return False
-
-
-def list_speakers():
-    """List all enrolled speakers."""
-    print("\n=== Enrolled Speakers ===")
-    
-    response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers")
-    if response.status_code == 200:
-        data = response.json()
-        speakers = data.get('speakers', {})
-        
-        if not speakers:
-            print("No speakers enrolled")
-        else:
-            for speaker_id, info in speakers.items():
-                print(f"\nID: {speaker_id}")
-                print(f"  Name: {info.get('name', 'Unknown')}")
-                print(f"  FAISS Index: {info.get('faiss_index', 'N/A')}")
-        
-        return True
-    else:
-        print(f"❌ Failed to list speakers: {response.status_code}")
-        return False
-
-
-def cleanup():
-    """Clean up test speakers."""
-    print("\n=== Cleaning Up Test Data ===")
-    
-    # Delete test speakers
-    for speaker_id in ['test_speaker_1', 'test_speaker_2']:
-        response = requests.delete(f"{SPEAKER_SERVICE_URL}/speakers/{speaker_id}")
-        if response.status_code == 200:
-            print(f"✅ Deleted {speaker_id}")
-        elif response.status_code == 404:
-            print(f"ℹ️  {speaker_id} not found (already deleted)")
-
-
-def main():
-    print("Speaker Recognition Workflow Test")
-    print("=" * 50)
-    
-    # Check service health
-    try:
-        response = requests.get(f"{SPEAKER_SERVICE_URL}/health", timeout=5)
-        if response.status_code != 200:
-            print(f"❌ Speaker service not responding at {SPEAKER_SERVICE_URL}")
-            return 1
-        health = response.json()
-        print(f"✅ Service running (Device: {health.get('device', 'unknown')})")
-    except Exception as e:
-        print(f"❌ Cannot connect to speaker service: {e}")
-        print("Make sure the service is running: docker compose up speaker-recognition")
-        return 1
-    
-    # Run tests
-    try:
-        # Test enrollment
-        if not test_enrollment():
-            print("\n❌ Enrollment test failed")
-            return 1
-        
-        # List speakers
-        list_speakers()
-        
-        # Test diarize and identify
-        if not test_diarize_and_identify():
-            print("\n❌ Diarize and identify test failed")
-            return 1
-        
-        print("\n✅ All tests passed!")
-        
-    finally:
-        # Always cleanup
-        cleanup()
-    
-    return 0
-
-
-if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
diff --git a/extras/speaker-recognition/scripts/youtube_cli.py b/extras/speaker-recognition/scripts/youtube_cli.py
index 84d028e9..26701f9b 100755
--- a/extras/speaker-recognition/scripts/youtube_cli.py
+++ b/extras/speaker-recognition/scripts/youtube_cli.py
@@ -8,7 +8,7 @@
     python scripts/youtube_cli.py "https://youtube.com/watch?v=..."
     python scripts/youtube_cli.py "URL" --deepgram-key "your-key"
     python scripts/youtube_cli.py "URL" --output-dir "/path/to/outputs"
-    
+
 Features:
 - Downloads YouTube audio in high quality
 - Creates both original WAV and 16kHz mono processed WAV
@@ -20,271 +20,306 @@
 
 import argparse
 import asyncio
+import json
 import os
 import sys
 from pathlib import Path
 
-from simple_speaker_recognition.utils.youtube_transcriber import YouTubeTranscriber
 from simple_speaker_recognition.utils.transcript_processor import TranscriptProcessor
+from simple_speaker_recognition.utils.youtube_transcriber import YouTubeTranscriber
 
 
 class YouTubeAudioCLI:
-    def __init__(self, deepgram_api_key: str, output_dir: str = "outputs", language: str = "multi", diarize: bool = True):
+    def __init__(
+        self,
+        deepgram_api_key: str,
+        output_dir: str = "outputs",
+        language: str = "multi",
+        diarize: bool = True,
+    ):
         self.deepgram_api_key = deepgram_api_key
         self.output_dir = Path(output_dir)
         self.language = language
         self.diarize = diarize
         self.transcriber = YouTubeTranscriber(deepgram_api_key, {"language": language})
         self.transcript_processor = TranscriptProcessor()
-        
+
         # Create output directories
         self.audio_dir = self.output_dir / "audio"
         self.transcripts_dir = self.output_dir / "transcripts"
         self.json_dir = self.output_dir / "json"
-        
+
         for dir_path in [self.audio_dir, self.transcripts_dir, self.json_dir]:
             dir_path.mkdir(parents=True, exist_ok=True)
-    
+
     async def process_youtube_url(self, url: str, save_original: bool = True):
         """Process a YouTube URL with organized output structure"""
         print(f"🎵 Processing YouTube URL: {url}")
-        
+
         # Get video info first
         try:
+            # Lazy import: yt_dlp is an optional heavy dependency only needed by this CLI tool.
             import yt_dlp
-            ydl_opts = {'quiet': True}
+
+            ydl_opts = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.transcriber.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.transcriber.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
             print(f"📹 Video: {info['title']}")
             print(f"⏱️  Duration: {duration//60}:{duration%60:02d}")
-            
+
         except Exception as e:
             print(f"❌ Failed to extract video info: {e}")
             return False
-        
+
         try:
             # Step 1: Download original high-quality audio if requested
             original_path = None
             if save_original:
                 print("📥 Downloading original high-quality audio...")
                 original_path = await self._download_original_audio(url, title)
-            
+
             # Step 2: Download and process 16kHz mono audio using existing transcriber
             print("🔄 Downloading and processing 16kHz mono audio...")
-            
+
             # Use existing transcriber pipeline but capture the segments
             # First get the audio using the transcriber
             audio_path, _ = self.transcriber.download_audio(url)
             segments = self.transcriber.segment_audio(audio_path, title)
-            
+
             # Move processed segments to audio directory
             processed_paths = []
             for segment in segments:
-                processed_path = self.audio_dir / f"{title}-processed-16khz-mono-{segment.split('-')[-1]}"
+                processed_path = (
+                    self.audio_dir
+                    / f"{title}-processed-16khz-mono-{segment.split('-')[-1]}"
+                )
                 os.rename(segment, processed_path)
                 processed_paths.append(processed_path)
-            
+
             print(f"✅ Created {len(processed_paths)} processed audio segment(s)")
-            
+
             # Step 3: Transcribe segments and organize outputs
             print("🗣️  Transcribing with Deepgram...")
-            
+
             for i, segment_path in enumerate(processed_paths, 1):
-                print(f"   Processing segment {i}/{len(processed_paths)}: {segment_path.name}")
-                
+                print(
+                    f"   Processing segment {i}/{len(processed_paths)}: {segment_path.name}"
+                )
+
                 # Check if transcription already exists
                 json_path = self.json_dir / f"{title}-segment-{i}-deepgram-raw.json"
-                transcript_path = self.transcripts_dir / f"{title}-segment-{i}-transcript.txt"
-                
+                transcript_path = (
+                    self.transcripts_dir / f"{title}-segment-{i}-transcript.txt"
+                )
+
                 if json_path.exists() and transcript_path.exists():
                     print(f"   ⏭️  Skipping segment {i} - already transcribed")
                     continue
-                
+
                 # Transcribe segment
-                response = self.transcriber.transcribe_audio(str(segment_path), diarize=self.diarize)
-                
+                response = self.transcriber.transcribe_audio(
+                    str(segment_path), diarize=self.diarize
+                )
+
                 if response:
                     # Save raw JSON to json directory
                     self._save_organized_json(response, title, i)
-                    
-                    # Save formatted transcript to transcripts directory  
+
+                    # Save formatted transcript to transcripts directory
                     self._save_organized_transcript(response, title, i)
-                    
+
                     print(f"   ✅ Completed segment {i}")
                 else:
                     print(f"   ❌ Failed to transcribe segment {i}")
-            
+
             # Step 4: Create summary with statistics
             self._create_summary(title, original_path, processed_paths, duration)
-            
+
             print(f"\n🎉 Successfully processed: {title}")
             print(f"📁 Outputs saved to: {self.output_dir}")
-            
+
             return True
-            
+
         except Exception as e:
             print(f"❌ Error processing {url}: {e}")
             return False
-    
+
     async def _download_original_audio(self, url: str, title: str) -> Path:
         """Download original high-quality audio"""
+        # Lazy import: yt_dlp is an optional heavy dependency only needed by this CLI tool.
         import yt_dlp
-        
+
         original_path = self.audio_dir / f"{title}-original.wav"
-        
+
         if original_path.exists():
             print(f"   ⏭️  Original audio already exists: {original_path.name}")
             return original_path
-        
+
         ydl_opts = {
-            'format': 'bestaudio',
-            'postprocessors': [{
-                'key': 'FFmpegExtractAudio',
-                'preferredcodec': 'wav',
-                'preferredquality': '320',  # High quality
-            }],
-            'outtmpl': str(original_path.with_suffix('')),
-            'quiet': True,
+            "format": "bestaudio",
+            "postprocessors": [
+                {
+                    "key": "FFmpegExtractAudio",
+                    "preferredcodec": "wav",
+                    "preferredquality": "320",  # High quality
+                }
+            ],
+            "outtmpl": str(original_path.with_suffix("")),
+            "quiet": True,
         }
-        
+
         with yt_dlp.YoutubeDL(ydl_opts) as ydl:
             ydl.download([url])
-        
+
         print(f"   ✅ Original audio saved: {original_path.name}")
         return original_path
-    
+
     def _save_organized_json(self, response, title: str, segment_num: int):
         """Save raw JSON to organized json directory"""
         json_path = self.json_dir / f"{title}-segment-{segment_num}-deepgram-raw.json"
-        
+
         try:
-            import json
-            
             # Convert response to dict
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
-            with open(json_path, 'w') as f:
+
+            with open(json_path, "w") as f:
                 json.dump(response_dict, f, indent=2)
-            
+
             print(f"   💾 Raw JSON saved: {json_path.name}")
-            
+
         except Exception as e:
             print(f"   ⚠️  Failed to save JSON: {e}")
-    
+
     def _save_organized_transcript(self, response, title: str, segment_num: int):
         """Save formatted transcript using TranscriptProcessor utilities"""
-        transcript_path = self.transcripts_dir / f"{title}-segment-{segment_num}-transcript.txt"
-        
+        transcript_path = (
+            self.transcripts_dir / f"{title}-segment-{segment_num}-transcript.txt"
+        )
+
         try:
             # Extract segments using the robust utility
-            segments = self.transcript_processor.extract_segments_from_deepgram(response)
-            
+            segments = self.transcript_processor.extract_segments_from_deepgram(
+                response
+            )
+
             if not segments:
                 print(f"   ⚠️  No segments extracted for segment {segment_num}")
                 return
-            
+
             # Create header
             header_lines = [
                 f"Transcript: {title} - Segment {segment_num}",
                 "=" * 60,
-                ""
+                "",
             ]
-            
+
             # Format transcript with appropriate settings
             if self.diarize:
                 # Use speaker diarization formatting
                 transcript_content = self.transcript_processor.format_transcript_text(
-                    segments, 
+                    segments,
                     include_timestamps=True,
                     include_speaker_ids=True,
-                    speaker_names=None  # Use generic Speaker 0, 1, etc.
+                    speaker_names=None,  # Use generic Speaker 0, 1, etc.
                 )
             else:
                 # Simple non-diarized format - just concatenate text
                 transcript_lines = header_lines + [
-                    " ".join(segment['text'] for segment in segments),
-                    ""
+                    " ".join(segment["text"] for segment in segments),
+                    "",
                 ]
                 transcript_content = "\n".join(transcript_lines)
-            
+
             # Write to file
-            with open(transcript_path, 'w', encoding='utf-8') as f:
+            with open(transcript_path, "w", encoding="utf-8") as f:
                 if self.diarize:
                     # The format_transcript_text already includes header
                     f.write(transcript_content)
                 else:
                     # Write our simple format
                     f.write(transcript_content)
-            
+
             # Get statistics for logging
             stats = self.transcript_processor.get_speaker_statistics(segments)
-            print(f"   📄 Transcript saved: {transcript_path.name} ({stats['total_segments']} segments, {stats['total_speakers']} speakers)")
-            
+            print(
+                f"   📄 Transcript saved: {transcript_path.name} ({stats['total_segments']} segments, {stats['total_speakers']} speakers)"
+            )
+
         except Exception as e:
             print(f"   ⚠️  Failed to save transcript: {e}")
             # Fallback to simple text extraction
             self._save_simple_transcript(response, transcript_path, title, segment_num)
-    
-    def _save_simple_transcript(self, response, transcript_path: Path, title: str, segment_num: int):
+
+    def _save_simple_transcript(
+        self, response, transcript_path: Path, title: str, segment_num: int
+    ):
         """Fallback method for simple transcript extraction"""
         try:
             # Convert response to dict
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
             else:
                 response_dict = dict(response)
-            
+
             # Extract basic transcript text
             transcript_text = ""
-            if ('results' in response_dict and 
-                'channels' in response_dict['results'] and 
-                response_dict['results']['channels']):
-                
-                channel = response_dict['results']['channels'][0]
-                if 'alternatives' in channel and channel['alternatives']:
-                    transcript_text = channel['alternatives'][0].get('transcript', 'No transcript available')
-            
-            with open(transcript_path, 'w', encoding='utf-8') as f:
+            if (
+                "results" in response_dict
+                and "channels" in response_dict["results"]
+                and response_dict["results"]["channels"]
+            ):
+
+                channel = response_dict["results"]["channels"][0]
+                if "alternatives" in channel and channel["alternatives"]:
+                    transcript_text = channel["alternatives"][0].get(
+                        "transcript", "No transcript available"
+                    )
+
+            with open(transcript_path, "w", encoding="utf-8") as f:
                 f.write(f"Transcript: {title} - Segment {segment_num}\n")
                 f.write("=" * 60 + "\n\n")
                 f.write(transcript_text + "\n")
-            
+
             print(f"   📄 Simple transcript saved: {transcript_path.name}")
-            
+
         except Exception as e:
             print(f"   ❌ Failed to save even simple transcript: {e}")
-    
-    def _create_summary(self, title: str, original_path: Path, processed_paths: list, duration: int):
+
+    def _create_summary(
+        self, title: str, original_path: Path, processed_paths: list, duration: int
+    ):
         """Create a summary file with processing details"""
         summary_path = self.output_dir / f"{title}-SUMMARY.txt"
-        
-        with open(summary_path, 'w') as f:
+
+        with open(summary_path, "w") as f:
             f.write(f"YouTube Audio Processing Summary\n")
             f.write(f"=" * 40 + "\n\n")
             f.write(f"Title: {title}\n")
             f.write(f"Duration: {duration//60}:{duration%60:02d}\n")
             f.write(f"Segments: {len(processed_paths)}\n")
-            f.write(f"Processing Date: {__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n\n")
-            
+            f.write(
+                f"Processing Date: {__import__('datetime').datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n\n"
+            )
+
             f.write("Generated Files:\n")
             f.write("-" * 15 + "\n")
-            
+
             if original_path and original_path.exists():
                 f.write(f"📼 Original Audio: {original_path.name}\n")
-            
+
             for i, path in enumerate(processed_paths, 1):
                 f.write(f"🎵 Processed Audio {i}: {path.name}\n")
                 f.write(f"📄 Transcript {i}: {title}-segment-{i}-transcript.txt\n")
                 f.write(f"💾 Raw JSON {i}: {title}-segment-{i}-deepgram-raw.json\n")
-            
+
         print(f"📋 Summary saved: {summary_path.name}")
 
 
@@ -297,71 +332,65 @@ def main():
   python scripts/youtube_cli.py "https://youtube.com/watch?v=dQw4w9WgXcQ"
   python scripts/youtube_cli.py "URL" --deepgram-key "your-key-here"
   python scripts/youtube_cli.py "URL" --output-dir "./my-outputs" --no-original
-        """
+        """,
     )
-    
+
     parser.add_argument("url", help="YouTube URL to process")
     parser.add_argument(
-        "--deepgram-key", 
-        help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
+        "--deepgram-key", help="Deepgram API key (or set DEEPGRAM_API_KEY env var)"
     )
     parser.add_argument(
-        "--output-dir", 
+        "--output-dir",
         default="outputs",
-        help="Output directory for all files (default: outputs)"
+        help="Output directory for all files (default: outputs)",
     )
     parser.add_argument(
-        "--no-original", 
+        "--no-original",
         action="store_true",
-        help="Skip downloading original high-quality audio"
+        help="Skip downloading original high-quality audio",
     )
     parser.add_argument(
         "--language",
         default="multi",
-        help="Language for transcription (default: multi)"
+        help="Language for transcription (default: multi)",
     )
     parser.add_argument(
-        "--no-diarization", 
-        action="store_true",
-        help="Disable speaker diarization"
+        "--no-diarization", action="store_true", help="Disable speaker diarization"
     )
-    
+
     args = parser.parse_args()
-    
+
     # Get API key from args or environment
     api_key = args.deepgram_key or os.getenv("DEEPGRAM_API_KEY")
     if not api_key:
         print("❌ Error: Deepgram API key required")
         print("   Set --deepgram-key or DEEPGRAM_API_KEY environment variable")
         return 1
-    
+
     # Validate URL
     if not ("youtube.com" in args.url or "youtu.be" in args.url):
         print("❌ Error: Please provide a valid YouTube URL")
         return 1
-    
+
     print("🚀 YouTube Audio Processing CLI")
     print("=" * 40)
-    
+
     # Create CLI instance and process
     cli = YouTubeAudioCLI(
-        api_key, 
-        args.output_dir, 
-        language=args.language, 
-        diarize=not args.no_diarization
+        api_key,
+        args.output_dir,
+        language=args.language,
+        diarize=not args.no_diarization,
     )
-    
+
     try:
         # Run async processing
         success = asyncio.run(
-            cli.process_youtube_url(
-                args.url, 
-                save_original=not args.no_original
-            )
+            cli.process_youtube_url(args.url, save_original=not args.no_original)
         )
-        
+
         return 0 if success else 1
-        
+
     except KeyboardInterrupt:
         print("\n⚠️  Processing interrupted by user")
         return 1
@@ -371,4 +400,4 @@ def main():
 
 
 if __name__ == "__main__":
-    sys.exit(main())
\ No newline at end of file
+    sys.exit(main())
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
index c2893e0f..7cd8b10d 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/__init__.py
@@ -24,4 +24,4 @@
 from .core.audio_backend import AudioBackend
 from .core.unified_speaker_db import UnifiedSpeakerDB
 
-__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
\ No newline at end of file
+__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
index 39fb4632..0b403b73 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/__init__.py
@@ -1,5 +1,3 @@
-"""FastAPI service for speaker recognition."""
+"""API package for speaker recognition service."""
 
-from .service import app
-
-__all__ = ["app"]
\ No newline at end of file
+__all__: list[str] = []
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
index e4a781b1..7a58283d 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/__init__.py
@@ -1,11 +1,11 @@
 """Core utilities and shared components."""
 
 from .utils import (
+    extract_user_id_from_speaker_id,
     get_data_directory,
     safe_format_confidence,
     secure_temp_file,
-    extract_user_id_from_speaker_id,
-    validate_confidence
+    validate_confidence,
 )
 
 __all__ = [
@@ -13,5 +13,5 @@
     "safe_format_confidence",
     "secure_temp_file",
     "extract_user_id_from_speaker_id",
-    "validate_confidence"
-]
\ No newline at end of file
+    "validate_confidence",
+]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
index 2007f1e3..a3a3b88c 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/core/utils.py
@@ -14,7 +14,7 @@
 
 def get_data_directory() -> Path:
     """Get the appropriate data directory.
-    
+
     Uses Docker path if available (/app/data), otherwise falls back to local development path.
     This pattern matches the database module's approach.
     """
@@ -28,23 +28,25 @@ def get_data_directory() -> Path:
 
 def safe_format_confidence(confidence: Any, context: str = "") -> str:
     """Safely format confidence values with comprehensive validation and logging.
-    
+
     Args:
         confidence: The confidence value to format (can be any type)
         context: Context string for logging (e.g., "speaker_identification", "audio_processing")
-    
+
     Returns:
         str: Safely formatted confidence string (e.g., "0.856" or "invalid")
     """
     try:
         # Log the raw input for debugging
-        log.debug(f"safe_format_confidence called with: type={type(confidence)}, value={confidence}, context='{context}'")
-        
+        log.debug(
+            f"safe_format_confidence called with: type={type(confidence)}, value={confidence}, context='{context}'"
+        )
+
         # Handle None values
         if confidence is None:
             log.debug(f"Confidence is None in context '{context}', returning '0.000'")
             return "0.000"
-        
+
         # Convert to Python float, handling various input types
         if isinstance(confidence, (int, float)):
             conf_val = float(confidence)
@@ -52,35 +54,49 @@ def safe_format_confidence(confidence: Any, context: str = "") -> str:
             # Handle numpy scalars (including float32, float64, etc.)
             conf_val = float(confidence.item())
             log.debug(f"Converted numpy {type(confidence)} to Python float: {conf_val}")
-        elif hasattr(confidence, '__float__'):
+        elif hasattr(confidence, "__float__"):
             # Handle objects that can be converted to float
             conf_val = float(confidence)
-            log.debug(f"Converted {type(confidence)} to float via __float__: {conf_val}")
+            log.debug(
+                f"Converted {type(confidence)} to float via __float__: {conf_val}"
+            )
         else:
-            log.warning(f"Cannot convert confidence type {type(confidence)} to float in context '{context}': {confidence}")
+            log.warning(
+                f"Cannot convert confidence type {type(confidence)} to float in context '{context}': {confidence}"
+            )
             return "invalid"
-        
+
         # Check for special float values
         if np.isnan(conf_val):
             log.warning(f"Confidence is NaN in context '{context}', returning '0.000'")
             return "0.000"
         elif np.isinf(conf_val):
-            log.warning(f"Confidence is infinite ({conf_val}) in context '{context}', returning '1.000' or '0.000'")
+            log.warning(
+                f"Confidence is infinite ({conf_val}) in context '{context}', returning '1.000' or '0.000'"
+            )
             return "1.000" if conf_val > 0 else "0.000"
         elif conf_val < 0:
-            log.warning(f"Confidence is negative ({conf_val}) in context '{context}', clamping to 0.000")
+            log.warning(
+                f"Confidence is negative ({conf_val}) in context '{context}', clamping to 0.000"
+            )
             return "0.000"
         elif conf_val > 1:
-            log.warning(f"Confidence is > 1 ({conf_val}) in context '{context}', clamping to 1.000")
+            log.warning(
+                f"Confidence is > 1 ({conf_val}) in context '{context}', clamping to 1.000"
+            )
             return "1.000"
-        
+
         # Format the valid confidence value
         formatted = f"{conf_val:.3f}"
-        log.debug(f"Successfully formatted confidence {conf_val} -> '{formatted}' in context '{context}'")
+        log.debug(
+            f"Successfully formatted confidence {conf_val} -> '{formatted}' in context '{context}'"
+        )
         return formatted
-        
+
     except Exception as e:
-        log.error(f"Exception in safe_format_confidence for {confidence} (type: {type(confidence)}) in context '{context}': {e}")
+        log.error(
+            f"Exception in safe_format_confidence for {confidence} (type: {type(confidence)}) in context '{context}': {e}"
+        )
         return "error"
 
 
@@ -92,8 +108,11 @@ def secure_temp_file(suffix: str = ".wav") -> tempfile._TemporaryFileWrapper:
 def extract_user_id_from_speaker_id(speaker_id: str) -> int:
     """Extract user_id from speaker_id format: user_{user_id}_..."""
     if not speaker_id.startswith("user_"):
-        raise HTTPException(400, f"Invalid speaker_id format. Expected 'user_{{user_id}}_...', got: {speaker_id}")
-    
+        raise HTTPException(
+            400,
+            f"Invalid speaker_id format. Expected 'user_{{user_id}}_...', got: {speaker_id}",
+        )
+
     try:
         parts = speaker_id.split("_")
         if len(parts) < 2:
@@ -101,31 +120,37 @@ def extract_user_id_from_speaker_id(speaker_id: str) -> int:
         user_id = int(parts[1])
         return user_id
     except (ValueError, IndexError):
-        raise HTTPException(400, f"Invalid speaker_id format. Cannot extract user_id from: {speaker_id}")
+        raise HTTPException(
+            400, f"Invalid speaker_id format. Cannot extract user_id from: {speaker_id}"
+        )
 
 
 def validate_confidence(confidence: Any, context: str = "") -> float:
     """Validate and sanitize confidence values from speaker identification.
-    
+
     This is the simplified version used internally for validation logic.
     For formatted string output, use safe_format_confidence.
-    
+
     Args:
         confidence: The confidence value to validate
         context: Context string for logging
-    
+
     Returns:
         float: Valid confidence value between 0.0 and 1.0
     """
     if confidence is not None:
         if not isinstance(confidence, (int, float, np.number)):
-            log.warning(f"Invalid confidence type from speaker_db.identify: {type(confidence)}, value: {confidence}")
+            log.warning(
+                f"Invalid confidence type from speaker_db.identify: {type(confidence)}, value: {confidence}"
+            )
             confidence = 0.0
         elif np.isnan(confidence) or np.isinf(confidence):
-            log.warning(f"Invalid confidence value from speaker_db.identify: {confidence} (NaN/Inf)")
+            log.warning(
+                f"Invalid confidence value from speaker_db.identify: {confidence} (NaN/Inf)"
+            )
             confidence = 0.0
     else:
         confidence = 0.0
-    
+
     # Ensure it's a float and clamp to valid range
-    return max(0.0, min(1.0, float(confidence)))
\ No newline at end of file
+    return max(0.0, min(1.0, float(confidence)))
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
index c9c77c02..165478f4 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/__init__.py
@@ -1,17 +1,19 @@
 """API routers for different functional areas."""
 
-from .users import router as users_router
-from .speakers import router as speakers_router
-from .enrollment import router as enrollment_router
-from .identification import router as identification_router  
 from .deepgram_wrapper import router as deepgram_router
+from .enrollment import router as enrollment_router
+from .enrollment_audit import router as enrollment_audit_router
+from .identification import router as identification_router
+from .speakers import router as speakers_router
+from .users import router as users_router
 from .websocket_wrapper import router as websocket_router
 
 __all__ = [
     "users_router",
-    "speakers_router", 
+    "speakers_router",
     "enrollment_router",
+    "enrollment_audit_router",
     "identification_router",
     "deepgram_router",
-    "websocket_router"
-]
\ No newline at end of file
+    "websocket_router",
+]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
index 4befce4a..a21686af 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/deepgram_wrapper.py
@@ -8,13 +8,23 @@
 from typing import Any, Dict, List, Optional
 
 import aiohttp
-from fastapi import APIRouter, Depends, File, Form, Header, HTTPException, Query, Request, UploadFile
-
+from fastapi import (
+    APIRouter,
+    Depends,
+    File,
+    Form,
+    Header,
+    HTTPException,
+    Query,
+    Request,
+    UploadFile,
+)
 from simple_speaker_recognition.api.core.utils import (
     safe_format_confidence,
-    validate_confidence
+    validate_confidence,
 )
-from simple_speaker_recognition.core.models import SpeakerStatus, DiarizationConfig
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
+from simple_speaker_recognition.core.models import DiarizationConfig, SpeakerStatus
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.utils.audio_processing import get_audio_info
 
@@ -28,25 +38,37 @@
 # Dependency functions - will be resolved during integration
 async def get_db():
     """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.audio_backend
 
 
 def get_speaker_db():
     """Get speaker database."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.speaker_db
 
 
 def get_auth():
     """Get auth settings."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.auth
 
 
@@ -65,7 +87,7 @@ def sanitize_params_for_deepgram(params: Dict[str, Any]) -> Dict[str, str]:
             sanitized[key] = value
         elif isinstance(value, list):
             # Handle list parameters (like keywords, search terms)
-            sanitized[key] = ','.join(str(item) for item in value)
+            sanitized[key] = ",".join(str(item) for item in value)
         else:
             # Convert other types to string
             sanitized[key] = str(value)
@@ -73,85 +95,94 @@ def sanitize_params_for_deepgram(params: Dict[str, Any]) -> Dict[str, str]:
 
 
 async def forward_to_deepgram(
-    audio_data: bytes,
-    content_type: str,
-    params: Dict[str, Any],
-    deepgram_api_key: str
+    audio_data: bytes, content_type: str, params: Dict[str, Any], deepgram_api_key: str
 ) -> Dict[str, Any]:
     """Forward audio to Deepgram API and return response."""
     auth = get_auth()
     url = f"{auth.deepgram_base_url}/v1/listen"
-    
+
     headers = {
         "Authorization": f"Token {deepgram_api_key}",
-        "Content-Type": content_type
+        "Content-Type": content_type,
     }
-    
+
     # Sanitize parameters for Deepgram API
     sanitized_params = sanitize_params_for_deepgram(params)
-    
+
     async with aiohttp.ClientSession() as session:
         async with session.post(
-            url,
-            headers=headers,
-            data=audio_data,
-            params=sanitized_params
+            url, headers=headers, data=audio_data, params=sanitized_params
         ) as response:
             if response.status != 200:
                 error_text = await response.text()
                 log.error(f"Deepgram API error: {response.status} - {error_text}")
                 raise HTTPException(
                     status_code=response.status,
-                    detail=f"Deepgram API error: {error_text}"
+                    detail=f"Deepgram API error: {error_text}",
                 )
-            
+
             result = await response.json()
             log.info("Successfully received Deepgram response")
             return result
 
 
-def parse_and_validate_diarization_config(diarization_config_str: Optional[str] = None) -> Dict[str, Any]:
+def parse_and_validate_diarization_config(
+    diarization_config_str: Optional[str] = None,
+) -> Dict[str, Any]:
     """Parse and validate the diarization config parameter with parameter filtering warnings."""
     if not diarization_config_str:
         # Default to Deepgram diarization (as per plan requirement)
         return {
             "provider": "deepgram",
             "validated_config": {"diarization": {"provider": "deepgram"}},
-            "warnings": []
+            "warnings": [],
         }
-    
+
     try:
         # Parse JSON config
         config_data = json.loads(diarization_config_str)
-        
+
         # Validate using Pydantic model
         diarization_config = DiarizationConfig(**config_data)
         diarization_provider = diarization_config.diarization
-        
+
         warnings = []
-        
+
         # Check for parameter conflicts and generate warnings
         if diarization_provider.provider == "deepgram":
             # Check if any pyannote-specific parameters were provided
-            pyannote_params = ["min_speakers", "max_speakers", "collar", "min_duration_off"]
-            if hasattr(diarization_provider, 'min_speakers') or \
-               hasattr(diarization_provider, 'max_speakers') or \
-               hasattr(diarization_provider, 'collar') or \
-               hasattr(diarization_provider, 'min_duration_off'):
-                warnings.append("Ignoring pyannote-specific parameters for Deepgram diarization")
-        
+            pyannote_params = [
+                "min_speakers",
+                "max_speakers",
+                "collar",
+                "min_duration_off",
+            ]
+            if (
+                hasattr(diarization_provider, "min_speakers")
+                or hasattr(diarization_provider, "max_speakers")
+                or hasattr(diarization_provider, "collar")
+                or hasattr(diarization_provider, "min_duration_off")
+            ):
+                warnings.append(
+                    "Ignoring pyannote-specific parameters for Deepgram diarization"
+                )
+
         return {
             "provider": diarization_provider.provider,
             "validated_config": diarization_config.dict(),
-            "warnings": warnings
+            "warnings": warnings,
         }
-    
+
     except json.JSONDecodeError as e:
         log.error(f"Invalid JSON in diarization_config: {e}")
-        raise HTTPException(status_code=400, detail=f"Invalid JSON in diarization_config: {str(e)}")
+        raise HTTPException(
+            status_code=400, detail=f"Invalid JSON in diarization_config: {str(e)}"
+        )
     except Exception as e:
         log.error(f"Invalid diarization_config format: {e}")
-        raise HTTPException(status_code=400, detail=f"Invalid diarization_config format: {str(e)}")
+        raise HTTPException(
+            status_code=400, detail=f"Invalid diarization_config format: {str(e)}"
+        )
 
 
 async def process_with_pyannote_diarization(
@@ -159,55 +190,57 @@ async def process_with_pyannote_diarization(
     deepgram_response: Dict[str, Any],
     diarization_params: Dict[str, Any],
     user_id: Optional[int],
-    confidence_threshold: float
+    confidence_threshold: float,
 ) -> Dict[str, Any]:
     """Process audio using Pyannote diarization + speaker identification."""
     log.info("Using Pyannote diarization path")
-    
+
     # Create temporary file for processing
     with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         tmp_file.write(audio_data)
         tmp_path = Path(tmp_file.name)
-    
+
     try:
         # Get audio backend for diarization
         audio_backend = get_audio_backend()
-        
+
         # Extract diarization parameters
         min_speakers = diarization_params.get("min_speakers")
         max_speakers = diarization_params.get("max_speakers")
         collar = diarization_params.get("collar", 2.0)
         min_duration_off = diarization_params.get("min_duration_off", 1.5)
-        
+
         # Perform diarization with parameters
         segments = await audio_backend.async_diarize(
             tmp_path,
             min_speakers=min_speakers,
             max_speakers=max_speakers,
             collar=collar,
-            min_duration_off=min_duration_off
+            min_duration_off=min_duration_off,
         )
-        
+
         # Apply speaker identification if user_id provided
         enhanced_response = deepgram_response.copy()
-        
+
         if user_id:
             # Process segments for speaker identification
             speaker_db = get_speaker_db()
             identified_speakers = {}
-            
+
             for segment in segments:
                 try:
-                    start_time = segment["start"] 
+                    start_time = segment["start"]
                     end_time = segment["end"]
-                    
+
                     # Load audio segment
                     wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                    
+
                     # Generate embedding and identify
                     emb = await audio_backend.async_embed(wav)
-                    found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                    
+                    found, speaker_info, confidence = await speaker_db.identify(
+                        emb, user_id=user_id
+                    )
+
                     # Store identification result
                     if found and confidence >= confidence_threshold:
                         speaker_key = str(segment["speaker"])
@@ -216,13 +249,13 @@ async def process_with_pyannote_diarization(
                                 "speaker_id": speaker_info["id"],
                                 "speaker_name": speaker_info["name"],
                                 "confidence": confidence,
-                                "status": SpeakerStatus.IDENTIFIED.value
+                                "status": SpeakerStatus.IDENTIFIED.value,
                             }
-                
+
                 except Exception as e:
                     log.warning(f"Error identifying segment: {e}")
                     continue
-            
+
             # Add enhancement metadata
             enhanced_response["speaker_enhancement"] = {
                 "enabled": True,
@@ -236,18 +269,18 @@ async def process_with_pyannote_diarization(
                     "min_speakers": min_speakers,
                     "max_speakers": max_speakers,
                     "collar": collar,
-                    "min_duration_off": min_duration_off
-                }
+                    "min_duration_off": min_duration_off,
+                },
             }
         else:
             enhanced_response["speaker_enhancement"] = {
                 "enabled": False,
-                "method": "pyannote", 
-                "reason": "No user_id provided for speaker identification"
+                "method": "pyannote",
+                "reason": "No user_id provided for speaker identification",
             }
-        
+
         return enhanced_response
-    
+
     finally:
         # Clean up temporary file
         tmp_path.unlink(missing_ok=True)
@@ -257,187 +290,221 @@ async def enhance_deepgram_response_with_speaker_id(
     audio_data: bytes,
     deepgram_response: Dict[str, Any],
     user_id: Optional[int],
-    confidence_threshold: float = 0.15
+    confidence_threshold: float = DEFAULT_SIMILARITY_THRESHOLD,
 ) -> Dict[str, Any]:
     """Extract speaker segments and identify speakers from Deepgram response."""
     enhanced_response = deepgram_response.copy()
-    
+
     if not user_id:
         log.warning("No user_id provided, skipping speaker identification")
         return enhanced_response
-    
+
     try:
         # Create temporary file for audio processing
         with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
             tmp_file.write(audio_data)
             tmp_path = Path(tmp_file.name)
-        
+
         try:
             # Get actual audio duration for boundary validation
             audio_info = get_audio_info(str(tmp_path))
             audio_duration = audio_info["duration_seconds"]
             log.info(f"Audio file duration: {audio_duration:.6f}s")
-            
+
             # Extract words from Deepgram response
             results = deepgram_response.get("results", {})
             channels = results.get("channels", [])
-            
+
             if not channels:
                 log.warning("No channels found in Deepgram response")
                 return enhanced_response
-            
+
             channel = channels[0]
             alternatives = channel.get("alternatives", [])
-            
+
             if not alternatives:
                 log.warning("No alternatives found in Deepgram response")
                 return enhanced_response
-            
+
             words = alternatives[0].get("words", [])
-            
+
             # Group consecutive words by speaker to create segments
             speaker_segments = []
             enhanced_words = []
             current_segment = None
-            
+
             for word_info in words:
                 speaker = word_info.get("speaker", 0)
                 start_time = word_info.get("start", 0)
                 end_time = word_info.get("end", 0)
-                
+
                 # Create enhanced word with default values
                 enhanced_word = word_info.copy()
-                enhanced_word.update({
-                    "identified_speaker_id": None,
-                    "identified_speaker_name": None,
-                    "speaker_identification_confidence": None,
-                    "speaker_status": SpeakerStatus.UNKNOWN.value
-                })
-                
+                enhanced_word.update(
+                    {
+                        "identified_speaker_id": None,
+                        "identified_speaker_name": None,
+                        "speaker_identification_confidence": None,
+                        "speaker_status": SpeakerStatus.UNKNOWN.value,
+                    }
+                )
+
                 # Check if we need to start a new segment (speaker changed)
                 if current_segment is None or current_segment["speaker"] != speaker:
                     # Save previous segment
                     if current_segment is not None:
                         speaker_segments.append(current_segment)
-                    
+
                     # Start new segment
                     current_segment = {
                         "speaker": speaker,
                         "start": start_time,
                         "end": end_time,
                         "words": [word_info],
-                        "word_indices": [len(enhanced_words)],  # Track word indices for later update
-                        "identified": False
+                        "word_indices": [
+                            len(enhanced_words)
+                        ],  # Track word indices for later update
+                        "identified": False,
                     }
                 else:
                     # Continue current segment
                     current_segment["end"] = end_time
                     current_segment["words"].append(word_info)
                     current_segment["word_indices"].append(len(enhanced_words))
-                
+
                 enhanced_words.append(enhanced_word)
-            
+
             # Don't forget the last segment
             if current_segment is not None:
                 speaker_segments.append(current_segment)
-            
+
             # Process each speaker segment for identification
             audio_backend = get_audio_backend()
             speaker_db = get_speaker_db()
-            
+
             for segment_idx, segment_info in enumerate(speaker_segments):
                 try:
                     # Extract audio segment
                     start_time = segment_info["start"]
                     end_time = segment_info["end"]
-                    
+
                     # Validate segment boundaries against actual audio duration
                     if start_time >= audio_duration:
-                        log.warning(f"Segment {segment_idx} start time {start_time:.6f}s exceeds audio duration {audio_duration:.6f}s, skipping")
+                        log.warning(
+                            f"Segment {segment_idx} start time {start_time:.6f}s exceeds audio duration {audio_duration:.6f}s, skipping"
+                        )
                         # Apply error status to all words in this segment
                         for word_idx in segment_info["word_indices"]:
-                            enhanced_words[word_idx].update({
-                                "identified_speaker_id": None,
-                                "identified_speaker_name": None,
-                                "speaker_identification_confidence": 0.0,
-                                "speaker_status": SpeakerStatus.ERROR.value
-                            })
+                            enhanced_words[word_idx].update(
+                                {
+                                    "identified_speaker_id": None,
+                                    "identified_speaker_name": None,
+                                    "speaker_identification_confidence": 0.0,
+                                    "speaker_status": SpeakerStatus.ERROR.value,
+                                }
+                            )
                         continue
-                        
+
                     if end_time > audio_duration:
-                        log.warning(f"Segment {segment_idx} end time {end_time:.6f}s exceeds audio duration {audio_duration:.6f}s, clipping to {audio_duration:.6f}s")
+                        log.warning(
+                            f"Segment {segment_idx} end time {end_time:.6f}s exceeds audio duration {audio_duration:.6f}s, clipping to {audio_duration:.6f}s"
+                        )
                         end_time = audio_duration
-                        
+
                     if end_time <= start_time:
-                        log.warning(f"Segment {segment_idx} has invalid duration (start: {start_time:.6f}s, end: {end_time:.6f}s), skipping")
+                        log.warning(
+                            f"Segment {segment_idx} has invalid duration (start: {start_time:.6f}s, end: {end_time:.6f}s), skipping"
+                        )
                         # Apply error status to all words in this segment
                         for word_idx in segment_info["word_indices"]:
-                            enhanced_words[word_idx].update({
-                                "identified_speaker_id": None,
-                                "identified_speaker_name": None,
-                                "speaker_identification_confidence": 0.0,
-                                "speaker_status": SpeakerStatus.ERROR.value
-                            })
+                            enhanced_words[word_idx].update(
+                                {
+                                    "identified_speaker_id": None,
+                                    "identified_speaker_name": None,
+                                    "speaker_identification_confidence": 0.0,
+                                    "speaker_status": SpeakerStatus.ERROR.value,
+                                }
+                            )
                         continue
-                    
+
                     # Load and extract segment
                     wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                    
+
                     # Get embedding
                     emb = await audio_backend.async_embed(wav)
-                    
+
                     # Identify speaker
-                    found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
+                    found, speaker_info, confidence = await speaker_db.identify(
+                        emb, user_id=user_id
+                    )
                     confidence = validate_confidence(confidence, "deepgram_enhancement")
-                    
+
                     # Store identification result for this segment
                     segment_result = None
-                    
+
                     if found and confidence >= confidence_threshold:
                         segment_result = {
                             "speaker_id": speaker_info["id"],
                             "speaker_name": speaker_info["name"],
                             "confidence": confidence,
-                            "status": SpeakerStatus.IDENTIFIED.value
+                            "status": SpeakerStatus.IDENTIFIED.value,
                         }
-                        confidence_str = safe_format_confidence(confidence, "deepgram_speaker_identification")
-                        log.info(f"Identified segment {segment_idx} (speaker {segment_info['speaker']}) as {speaker_info['name']} (confidence: {confidence_str})")
+                        confidence_str = safe_format_confidence(
+                            confidence, "deepgram_speaker_identification"
+                        )
+                        log.info(
+                            f"Identified segment {segment_idx} (speaker {segment_info['speaker']}) as {speaker_info['name']} (confidence: {confidence_str})"
+                        )
                     else:
                         segment_result = {
                             "speaker_id": None,
                             "speaker_name": None,
                             "confidence": confidence if confidence is not None else 0.0,
-                            "status": SpeakerStatus.UNKNOWN.value
+                            "status": SpeakerStatus.UNKNOWN.value,
                         }
-                        confidence_str = safe_format_confidence(confidence, "deepgram_speaker_unknown")
-                        log.info(f"Segment {segment_idx} (speaker {segment_info['speaker']}) not identified (confidence: {confidence_str})")
-                    
+                        confidence_str = safe_format_confidence(
+                            confidence, "deepgram_speaker_unknown"
+                        )
+                        log.info(
+                            f"Segment {segment_idx} (speaker {segment_info['speaker']}) not identified (confidence: {confidence_str})"
+                        )
+
                     # Apply identification to all words in this segment
                     for word_idx in segment_info["word_indices"]:
-                        enhanced_words[word_idx].update({
-                            "identified_speaker_id": segment_result["speaker_id"],
-                            "identified_speaker_name": segment_result["speaker_name"],
-                            "speaker_identification_confidence": segment_result["confidence"],
-                            "speaker_status": segment_result["status"]
-                        })
-                    
+                        enhanced_words[word_idx].update(
+                            {
+                                "identified_speaker_id": segment_result["speaker_id"],
+                                "identified_speaker_name": segment_result[
+                                    "speaker_name"
+                                ],
+                                "speaker_identification_confidence": segment_result[
+                                    "confidence"
+                                ],
+                                "speaker_status": segment_result["status"],
+                            }
+                        )
+
                     # Store result for summary
                     segment_info["identification"] = segment_result
-                        
+
                 except Exception as e:
                     log.warning(f"Error identifying segment {segment_idx}: {e}")
                     # Apply error status to all words in this segment
                     for word_idx in segment_info["word_indices"]:
-                        enhanced_words[word_idx].update({
-                            "identified_speaker_id": None,
-                            "identified_speaker_name": None,
-                            "speaker_identification_confidence": 0.0,
-                            "speaker_status": SpeakerStatus.ERROR.value
-                        })
-            
+                        enhanced_words[word_idx].update(
+                            {
+                                "identified_speaker_id": None,
+                                "identified_speaker_name": None,
+                                "speaker_identification_confidence": 0.0,
+                                "speaker_status": SpeakerStatus.ERROR.value,
+                            }
+                        )
+
             # Update the response with enhanced words
-            enhanced_response["results"]["channels"][0]["alternatives"][0]["words"] = enhanced_words
-            
+            enhanced_response["results"]["channels"][0]["alternatives"][0][
+                "words"
+            ] = enhanced_words
+
             # Collect unique identified speakers
             identified_speakers = {}
             for segment in speaker_segments:
@@ -449,7 +516,7 @@ async def enhance_deepgram_response_with_speaker_id(
                         # Only store the first occurrence of each identified speaker
                         if speaker_key not in identified_speakers:
                             identified_speakers[speaker_key] = result
-            
+
             # Add speaker enhancement metadata
             enhanced_response["speaker_enhancement"] = {
                 "enabled": True,
@@ -457,24 +524,31 @@ async def enhance_deepgram_response_with_speaker_id(
                 "confidence_threshold": confidence_threshold,
                 "identified_speakers": identified_speakers,
                 "total_segments": len(speaker_segments),
-                "identified_segments": len([s for s in speaker_segments if s.get("identification", {}).get("status") == SpeakerStatus.IDENTIFIED.value]),
+                "identified_segments": len(
+                    [
+                        s
+                        for s in speaker_segments
+                        if s.get("identification", {}).get("status")
+                        == SpeakerStatus.IDENTIFIED.value
+                    ]
+                ),
                 "total_speakers": len(set(s["speaker"] for s in speaker_segments)),
-                "identified_count": len(identified_speakers)
+                "identified_count": len(identified_speakers),
             }
-            
+
         finally:
             # Clean up temporary file
             tmp_path.unlink(missing_ok=True)
-    
+
     except Exception as e:
         log.error(f"Error during speaker identification: {e}")
         # Add error info to response but don't fail the request
         enhanced_response["speaker_enhancement"] = {
             "enabled": True,
             "error": str(e),
-            "status": "failed"
+            "status": "failed",
         }
-    
+
     return enhanced_response
 
 
@@ -489,43 +563,64 @@ async def deepgram_compatible_transcription(
     punctuate: bool = Query(default=True, description="Add punctuation"),
     profanity_filter: bool = Query(default=False, description="Filter profanity"),
     diarize: bool = Query(default=True, description="Enable speaker diarization"),
-    diarize_version: str = Query(default="latest", description="Diarization model version"),
+    diarize_version: str = Query(
+        default="latest", description="Diarization model version"
+    ),
     multichannel: bool = Query(default=False, description="Process multiple channels"),
-    alternatives: int = Query(default=1, description="Number of alternative transcripts"),
+    alternatives: int = Query(
+        default=1, description="Number of alternative transcripts"
+    ),
     numerals: bool = Query(default=True, description="Convert numbers to numerals"),
     smart_format: bool = Query(default=True, description="Enable smart formatting"),
     paragraphs: bool = Query(default=True, description="Organize into paragraphs"),
     utterances: bool = Query(default=True, description="Organize into utterances"),
-    detect_language: bool = Query(default=False, description="Detect language automatically"),
+    detect_language: bool = Query(
+        default=False, description="Detect language automatically"
+    ),
     summarize: bool = Query(default=False, description="Generate summary"),
     sentiment: bool = Query(default=False, description="Analyze sentiment"),
     # NEW: Structured diarization configuration
-    diarization_config: Optional[str] = Form(default=None, description="JSON config for diarization"),
+    diarization_config: Optional[str] = Form(
+        default=None, description="JSON config for diarization"
+    ),
     # Speaker enhancement parameters
-    enhance_speakers: bool = Query(default=True, description="Enable speaker identification enhancement"),
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification"),
-    speaker_confidence_threshold: float = Query(default=0.15, description="Minimum confidence for speaker identification"),
+    enhance_speakers: bool = Query(
+        default=True, description="Enable speaker identification enhancement"
+    ),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification"
+    ),
+    speaker_confidence_threshold: float = Query(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Minimum confidence for speaker identification",
+    ),
     # Authentication
-    authorization: Optional[str] = Header(default=None, description="Authorization header"),
+    authorization: Optional[str] = Header(
+        default=None, description="Authorization header"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Deepgram-compatible transcription endpoint with speaker enhancement."""
-    
+
     log.info("Processing /v1/listen request")
-    log.info(f"Parameters - user_id: {user_id}, enhance_speakers: {enhance_speakers}, speaker_confidence_threshold: {speaker_confidence_threshold}")
+    log.info(
+        f"Parameters - user_id: {user_id}, enhance_speakers: {enhance_speakers}, speaker_confidence_threshold: {speaker_confidence_threshold}"
+    )
     log.info(f"Diarization config: {diarization_config}")
-    log.info(f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}")
-    
+    log.info(
+        f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}"
+    )
+
     # Parse and validate diarization configuration
     config_result = parse_and_validate_diarization_config(diarization_config)
     diarization_provider = config_result["provider"]
     validated_config = config_result["validated_config"]
     warnings = config_result["warnings"]
-    
+
     # Log any parameter warnings
     for warning in warnings:
         log.warning(warning)
-    
+
     # Extract API key from authorization header
     api_key = None
     if authorization:
@@ -535,23 +630,23 @@ async def deepgram_compatible_transcription(
             api_key = authorization[7:]
         else:
             api_key = authorization
-    
+
     # Use provided API key or fall back to service default
     auth = get_auth()
     deepgram_key = api_key or auth.deepgram_api_key
     if not deepgram_key:
         raise HTTPException(
             status_code=401,
-            detail="Deepgram API key required. Provide via Authorization header or DEEPGRAM_API_KEY environment variable."
+            detail="Deepgram API key required. Provide via Authorization header or DEEPGRAM_API_KEY environment variable.",
         )
-    
+
     log.info(f"Processing with diarization provider: {diarization_provider}")
-    
+
     try:
         # Read audio file
         audio_data = await file.read()
         content_type = file.content_type or "audio/wav"
-        
+
         # Prepare base parameters for transcription
         base_params = {
             "model": model,
@@ -569,31 +664,33 @@ async def deepgram_compatible_transcription(
             "summarize": summarize,
             "sentiment": sentiment,
         }
-        
+
         # Remove None values
         base_params = {k: v for k, v in base_params.items() if v is not None}
-        
+
         if diarization_provider == "deepgram":
             # DEEPGRAM PATH: Use Deepgram for both transcription and diarization
             log.info("Using Deepgram diarization path")
-            
+
             # Add Deepgram diarization parameters
             deepgram_params = base_params.copy()
-            deepgram_params.update({
-                "diarize": diarize,
-                "diarize_version": diarize_version,
-            })
-            
+            deepgram_params.update(
+                {
+                    "diarize": diarize,
+                    "diarize_version": diarize_version,
+                }
+            )
+
             log.info(f"Forwarding to Deepgram with diarization: {deepgram_params}")
-            
+
             # Forward to Deepgram with diarization enabled
             deepgram_response = await forward_to_deepgram(
                 audio_data=audio_data,
                 content_type=content_type,
                 params=deepgram_params,
-                deepgram_api_key=deepgram_key
+                deepgram_api_key=deepgram_key,
             )
-            
+
             # Enhance with speaker identification if enabled
             if enhance_speakers and user_id:
                 log.info("Enhancing Deepgram diarization with speaker identification")
@@ -601,60 +698,68 @@ async def deepgram_compatible_transcription(
                     audio_data=audio_data,
                     deepgram_response=deepgram_response,
                     user_id=user_id,
-                    confidence_threshold=speaker_confidence_threshold
+                    confidence_threshold=speaker_confidence_threshold,
                 )
                 return enhanced_response
             else:
                 log.info("Returning Deepgram response without speaker enhancement")
                 return deepgram_response
-        
+
         elif diarization_provider == "pyannote":
             # PYANNOTE PATH: Use Deepgram for transcription only, then Pyannote diarization + identification
             log.info("Using Pyannote diarization path")
-            
+
             # Get transcription from Deepgram (no diarization)
             transcription_params = base_params.copy()
-            transcription_params["diarize"] = False  # Always disable Deepgram diarization for Pyannote path
-            
+            transcription_params["diarize"] = (
+                False  # Always disable Deepgram diarization for Pyannote path
+            )
+
             log.info(f"Getting transcription from Deepgram: {transcription_params}")
-            
+
             # Get transcription from Deepgram
             deepgram_response = await forward_to_deepgram(
                 audio_data=audio_data,
                 content_type=content_type,
                 params=transcription_params,
-                deepgram_api_key=deepgram_key
+                deepgram_api_key=deepgram_key,
             )
-            
+
             # Enhance with Pyannote diarization and speaker identification if enabled
             if enhance_speakers:
-                log.info("Processing with Pyannote diarization and speaker identification")
-                
+                log.info(
+                    "Processing with Pyannote diarization and speaker identification"
+                )
+
                 # Extract diarization parameters from structured config
                 diarization_params = validated_config.get("diarization", {})
-                
+
                 enhanced_response = await process_with_pyannote_diarization(
                     audio_data=audio_data,
                     deepgram_response=deepgram_response,
                     diarization_params=diarization_params,
                     user_id=user_id,
-                    confidence_threshold=speaker_confidence_threshold
+                    confidence_threshold=speaker_confidence_threshold,
                 )
-                
+
                 # Add config metadata to response
                 if "speaker_enhancement" not in enhanced_response:
                     enhanced_response["speaker_enhancement"] = {}
-                enhanced_response["speaker_enhancement"]["diarization_config"] = validated_config
+                enhanced_response["speaker_enhancement"][
+                    "diarization_config"
+                ] = validated_config
                 enhanced_response["speaker_enhancement"]["warnings"] = warnings
-                
+
                 return enhanced_response
             else:
                 log.info("Returning transcription only (speaker enhancement disabled)")
                 return deepgram_response
-        
+
         else:
-            raise HTTPException(400, f"Unsupported diarization provider: {diarization_provider}")
-    
+            raise HTTPException(
+                400, f"Unsupported diarization provider: {diarization_provider}"
+            )
+
     except HTTPException:
         raise
     except Exception as e:
@@ -662,17 +767,17 @@ async def deepgram_compatible_transcription(
         raise HTTPException(500, f"Transcription failed: {str(e)}")
 
 
-
-
 @router.post("/v1/diarize-only")
 async def diarize_only(
     file: UploadFile = File(..., description="Audio file for speaker diarization only"),
-    min_duration: float = Query(default=0.5, description="Minimum segment duration in seconds"),
+    min_duration: float = Query(
+        default=0.5, description="Minimum segment duration in seconds"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Pure speaker diarization without speaker identification.
-    
+
     This endpoint provides diarization-only processing:
     1. Uses internal pyannote system for speaker diarization
     2. Returns speaker segments with generic labels (SPEAKER_00, SPEAKER_01, etc.)
@@ -680,44 +785,52 @@ async def diarize_only(
     4. Useful for understanding speaker changes without needing enrolled speakers
     """
     log.info(f"Processing diarization-only request: {file.filename}")
-    
+
     # Create temporary file
     with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
         tmp_file.write(await file.read())
         tmp_path = Path(tmp_file.name)
-    
+
     try:
         # Perform diarization using internal system
         log.info(f"Performing speaker diarization on {tmp_path}")
         audio_backend = get_audio_backend()
         segments = await audio_backend.async_diarize(tmp_path)
-        
+
         # Apply minimum duration filter
         if min_duration > 0:
             original_count = len(segments)
             segments = [s for s in segments if s["duration"] >= min_duration]
             if len(segments) < original_count:
-                log.info(f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s")
-        
+                log.info(
+                    f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s"
+                )
+
         # Format segments for response (no speaker identification)
         diarization_segments = []
         for segment in segments:
-            diarization_segments.append({
-                "speaker": segment["speaker"],  # SPEAKER_00, SPEAKER_01, etc.
-                "start": round(segment["start"], 3),
-                "end": round(segment["end"], 3),
-                "duration": round(segment["duration"], 3),
-                "speaker_label": segment["speaker"],  # Generic label
-                "identified": False,  # No identification performed
-                "status": "diarized_only"
-            })
-        
+            diarization_segments.append(
+                {
+                    "speaker": segment["speaker"],  # SPEAKER_00, SPEAKER_01, etc.
+                    "start": round(segment["start"], 3),
+                    "end": round(segment["end"], 3),
+                    "duration": round(segment["duration"], 3),
+                    "speaker_label": segment["speaker"],  # Generic label
+                    "identified": False,  # No identification performed
+                    "status": "diarized_only",
+                }
+            )
+
         # Calculate summary
-        total_duration = max(s["end"] for s in diarization_segments) if diarization_segments else 0
+        total_duration = (
+            max(s["end"] for s in diarization_segments) if diarization_segments else 0
+        )
         unique_speakers = list(set(s["speaker"] for s in diarization_segments))
-        
-        log.info(f"Diarization complete: {len(diarization_segments)} segments, {len(unique_speakers)} speakers")
-        
+
+        log.info(
+            f"Diarization complete: {len(diarization_segments)} segments, {len(unique_speakers)} speakers"
+        )
+
         return {
             "segments": diarization_segments,
             "summary": {
@@ -726,16 +839,16 @@ async def diarize_only(
                 "num_speakers": len(unique_speakers),
                 "speakers": unique_speakers,
                 "min_duration_filter": min_duration,
-                "processing_mode": "diarization_only"
+                "processing_mode": "diarization_only",
             },
             "processing_info": {
                 "method": "pyannote",
                 "speaker_identification": False,
                 "transcription": False,
-                "description": "Speaker diarization only - generic speaker labels without identification"
-            }
+                "description": "Speaker diarization only - generic speaker labels without identification",
+            },
         }
-        
+
     except Exception as e:
         log.error(f"Error during diarization-only processing: {e}")
         raise HTTPException(500, f"Diarization failed: {str(e)}")
@@ -749,32 +862,28 @@ async def deepgram_health():
     """Health check endpoint for Deepgram wrapper compatibility."""
     auth = get_auth()
     speaker_db = get_speaker_db()
-    
+
     return {
         "status": "ok",
         "service": "Deepgram Speaker Enhancement Wrapper",
         "deepgram_configured": bool(auth.deepgram_api_key),
         "speaker_recognition_available": True,
-        "enrolled_speakers": speaker_db.get_speaker_count()
+        "enrolled_speakers": speaker_db.get_speaker_count(),
     }
 
 
 @router.get("/deepgram/config")
 async def get_deepgram_config():
     """Get Deepgram configuration for frontend.
-    
+
     Returns the Deepgram API key if configured, allowing the frontend
     to make direct WebSocket connections to Deepgram for streaming.
     """
     deepgram_api_key = os.getenv("DEEPGRAM_API_KEY")
-    
+
     if not deepgram_api_key:
         raise HTTPException(
-            status_code=404,
-            detail="Deepgram API key not configured on server"
+            status_code=404, detail="Deepgram API key not configured on server"
         )
-    
-    return {
-        "api_key": deepgram_api_key,
-        "status": "configured"
-    }
\ No newline at end of file
+
+    return {"api_key": deepgram_api_key, "status": "configured"}
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
index eecb4ff5..0fa64e51 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment.py
@@ -1,23 +1,25 @@
 """Speaker enrollment endpoints."""
 
+import hashlib
 import json
 import logging
+import uuid
 from datetime import datetime
 from pathlib import Path
 from typing import List, Optional
 
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, UploadFile
-
 from simple_speaker_recognition.api.core.utils import (
     extract_user_id_from_speaker_id,
     get_data_directory,
-    secure_temp_file
+    secure_temp_file,
 )
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
-from simple_speaker_recognition.database.models import Speaker
+from simple_speaker_recognition.database.models import Speaker, SpeakerAudioSegment
 from simple_speaker_recognition.utils.audio_processing import get_audio_info
+from sqlalchemy import func
 
 # These will be imported from the main service.py when we integrate
 # from ..service import get_db, audio_backend, auth
@@ -26,63 +28,155 @@
 log = logging.getLogger("speaker_service")
 
 
+def audio_content_hash(audio_data: bytes) -> str:
+    """Return the enrollment deduplication key for one encoded audio file."""
+    return hashlib.sha256(audio_data).hexdigest()
+
+
+def existing_enrollment_hashes(user_id: int, speaker_id: str) -> set[str]:
+    """Hash the audio already enrolled for one speaker.
+
+    Enrollment galleries are small, so reading the files here keeps deduplication
+    correct for existing databases without a schema migration or backfill.
+    """
+    speaker_dir = get_auth().enrollment_audio_dir / str(user_id) / speaker_id
+    if not speaker_dir.exists():
+        return set()
+    hashes = set()
+    for path in speaker_dir.iterdir():
+        if not path.is_file() or path.name == "enrollment_manifest.json":
+            continue
+        try:
+            hashes.add(audio_content_hash(path.read_bytes()))
+        except OSError:
+            log.warning("Could not hash existing enrollment audio %s", path)
+    return hashes
+
+
 # Import dependencies from parent service module
 async def get_db():
     """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.audio_backend
 
 
 def get_auth():
     """Get auth settings."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.auth
 
 
-def check_duplicate_speaker_name(user_id: int, speaker_name: str, exclude_speaker_id: str = None) -> bool:
+def check_duplicate_speaker_name(
+    user_id: int, speaker_name: str, exclude_speaker_id: Optional[str] = None
+) -> bool:
     """Check if a speaker name already exists for the given user.
-    
+
+    Case-insensitive and whitespace-trimmed, so "Roshan", "roshan", and "roshan "
+    all collide — preventing duplicate same-name speakers (which show up as repeated
+    entries in the annotate dropdown). A DB-level unique index on (user_id, lower(name))
+    is the race-proof backstop; this gives a friendly error before that fires.
+
     Args:
         user_id: User ID to check within
         speaker_name: Speaker name to check
         exclude_speaker_id: Speaker ID to exclude from check (for updates)
-        
+
     Returns:
         True if duplicate found, False otherwise
     """
     db_session = get_db_session()
     try:
+        normalized = (speaker_name or "").strip().lower()
         query = db_session.query(Speaker).filter(
             Speaker.user_id == user_id,
-            Speaker.name == speaker_name
+            func.lower(func.trim(Speaker.name)) == normalized,
         )
-        
+
         if exclude_speaker_id:
             query = query.filter(Speaker.id != exclude_speaker_id)
-            
+
         existing_speaker = query.first()
         return existing_speaker is not None
-        
+
     finally:
         db_session.close()
 
 
-def save_enrollment_audio(user_id: int, speaker_id: str, audio_data: bytes, filename: str, enrollment_type: str = "upload") -> Path:
+def save_segment_record(
+    speaker_id: str,
+    saved_path: Path,
+    duration: float,
+    embedding: np.ndarray,
+    start: float = 0.0,
+    end: Optional[float] = None,
+    original_file_path: Optional[str] = None,
+) -> None:
+    """Persist one enrolled clip's embedding as a SpeakerAudioSegment.
+
+    These per-clip rows power the enrollment-health audit (and a future multi-vector
+    gallery). Historically only a single averaged centroid per speaker was stored, so
+    contaminated/mislabeled individual clips were invisible. Best-effort: a failure here
+    never blocks enrollment itself.
+    """
+    auth = get_auth()
+    base = auth.enrollment_audio_dir.resolve()
+    try:
+        rel_path = str(Path(saved_path).resolve().relative_to(base))
+    except ValueError:
+        rel_path = str(saved_path)
+
+    db_session = get_db_session()
+    try:
+        db_session.add(
+            SpeakerAudioSegment(
+                speaker_id=speaker_id,
+                audio_file_path=rel_path,
+                original_file_path=original_file_path,
+                start_time=start or 0.0,
+                end_time=end if end is not None else (duration or 0.0),
+                duration_seconds=duration or 0.0,
+                embedding=json.dumps(np.asarray(embedding).reshape(-1).tolist()),
+            )
+        )
+        db_session.commit()
+    except Exception as e:
+        db_session.rollback()
+        log.warning("Failed to persist segment embedding for %s: %s", speaker_id, e)
+    finally:
+        db_session.close()
+
+
+def save_enrollment_audio(
+    user_id: int,
+    speaker_id: str,
+    audio_data: bytes,
+    filename: str,
+    enrollment_type: str = "upload",
+) -> Path:
     """Save enrollment audio file to disk.
-    
+
     Args:
         user_id: User ID
         speaker_id: Speaker ID
         audio_data: Audio file data
         filename: Original filename
         enrollment_type: Type of enrollment (upload, recording, append)
-    
+
     Returns:
         Path to saved audio file
     """
@@ -90,37 +184,42 @@ def save_enrollment_audio(user_id: int, speaker_id: str, audio_data: bytes, file
     auth = get_auth()
     speaker_audio_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     speaker_audio_dir.mkdir(parents=True, exist_ok=True)
-    
-    # Generate unique filename with timestamp
-    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+
+    # Generate a genuinely-unique filename. A second-resolution timestamp + a constant
+    # caller-supplied stem (callers pass "segment.wav") collided whenever two clips were
+    # enrolled in the same second, silently OVERWRITING earlier audio. Add microseconds
+    # and a short random suffix so same-second / same-name clips never clash.
+    timestamp = datetime.now().strftime("%Y%m%d_%H%M%S_%f")
     safe_filename = Path(filename).stem.replace(" ", "_").replace("/", "_")
     extension = Path(filename).suffix or ".wav"
-    unique_filename = f"{timestamp}_{enrollment_type}_{safe_filename}{extension}"
-    
+    unique_filename = f"{timestamp}_{enrollment_type}_{safe_filename}_{uuid.uuid4().hex[:8]}{extension}"
+
     # Save audio file
     audio_path = speaker_audio_dir / unique_filename
     with open(audio_path, "wb") as f:
         f.write(audio_data)
-    
+
     log.info(f"Saved enrollment audio: {audio_path}")
     return audio_path
 
 
-def save_enrollment_manifest(user_id: int, speaker_id: str, audio_files: List[dict]) -> Path:
+def save_enrollment_manifest(
+    user_id: int, speaker_id: str, audio_files: List[dict]
+) -> Path:
     """Save or update enrollment manifest file.
-    
+
     Args:
         user_id: User ID
         speaker_id: Speaker ID
         audio_files: List of audio file information
-    
+
     Returns:
         Path to manifest file
     """
     auth = get_auth()
     manifest_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     manifest_path = manifest_dir / "enrollment_manifest.json"
-    
+
     # Load existing manifest if it exists
     existing_files = []
     if manifest_path.exists():
@@ -130,23 +229,23 @@ def save_enrollment_manifest(user_id: int, speaker_id: str, audio_files: List[di
                 existing_files = manifest_data.get("audio_files", [])
         except Exception as e:
             log.warning(f"Failed to load existing manifest: {e}")
-    
+
     # Combine existing and new files
     all_files = existing_files + audio_files
-    
+
     # Create manifest data
     manifest_data = {
         "speaker_id": speaker_id,
         "user_id": user_id,
         "total_files": len(all_files),
         "last_updated": datetime.now().isoformat(),
-        "audio_files": all_files
+        "audio_files": all_files,
     }
-    
+
     # Save manifest
     with open(manifest_path, "w") as f:
         json.dump(manifest_data, f, indent=2)
-    
+
     log.info(f"Updated enrollment manifest: {manifest_path}")
     return manifest_path
 
@@ -164,14 +263,31 @@ async def enroll_upload(
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
     log.info(f"Enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id})")
-    
+
     # Check for duplicate speaker name (allow updates to existing speaker with same ID)
-    if check_duplicate_speaker_name(user_id, speaker_name, exclude_speaker_id=speaker_id):
-        raise HTTPException(400, f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.")
-    
+    if check_duplicate_speaker_name(
+        user_id, speaker_name, exclude_speaker_id=speaker_id
+    ):
+        raise HTTPException(
+            400,
+            f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.",
+        )
+
     # Read file content
     file_content = await file.read()
-    
+    if audio_content_hash(file_content) in existing_enrollment_hashes(
+        user_id, speaker_id
+    ):
+        log.info("Skipping duplicate enrollment audio for speaker %s", speaker_id)
+        return {
+            "status": "already_enrolled",
+            "updated": True,
+            "speaker_id": speaker_id,
+            "audio_saved": False,
+            "duplicate": True,
+            "duplicates_skipped": 1,
+        }
+
     # Persist temporary file for processing
     with secure_temp_file() as tmp:
         tmp.write(file_content)
@@ -181,24 +297,24 @@ async def enroll_upload(
         audio_backend = get_audio_backend()
         wav = audio_backend.load_wave(tmp_path, start, end)
         log.info(f"Audio loaded, shape: {wav.shape}")
-        
+
         # Get audio info
         audio_info = get_audio_info(str(tmp_path))
         duration = audio_info["duration_seconds"]
-        
+
         log.info("Computing speaker embedding...")
         emb = await audio_backend.async_embed(wav)
         log.info(f"Embedding computed, shape: {emb.shape}")
-        
+
         # Save audio file to enrollment directory
         saved_path = save_enrollment_audio(
             user_id=user_id,
             speaker_id=speaker_id,
             audio_data=file_content,
             filename=file.filename or "upload.wav",
-            enrollment_type="upload"
+            enrollment_type="upload",
         )
-        
+
         # Create manifest entry
         auth = get_auth()
         audio_file_info = {
@@ -208,25 +324,43 @@ async def enroll_upload(
             "start_time": start,
             "end_time": end,
             "upload_time": datetime.now().isoformat(),
-            "original_filename": file.filename
+            "original_filename": file.filename,
         }
-        
+
         # Save manifest
         save_enrollment_manifest(user_id, speaker_id, [audio_file_info])
-        
+
         log.info(f"Adding speaker to database...")
-        updated = await db.add_speaker(speaker_id, speaker_name, emb[0], user_id, sample_count=1, total_duration=duration)
-        
+        updated = await db.add_speaker(
+            speaker_id,
+            speaker_name,
+            emb[0],
+            user_id,
+            sample_count=1,
+            total_duration=duration,
+        )
+
         if updated:
             log.info(f"Successfully updated existing speaker: {speaker_id}")
         else:
             log.info(f"Successfully enrolled new speaker: {speaker_id}")
-        
+
+        save_segment_record(
+            speaker_id,
+            saved_path,
+            duration,
+            emb[0],
+            start=start or 0.0,
+            end=end,
+            original_file_path=file.filename,
+        )
+
         return {
-            "updated": updated, 
+            "status": "enrolled",
+            "updated": updated,
             "speaker_id": speaker_id,
             "audio_saved": True,
-            "audio_path": str(saved_path.relative_to(auth.enrollment_audio_dir))
+            "audio_path": str(saved_path.relative_to(auth.enrollment_audio_dir)),
         }
     except Exception as e:
         log.error(f"Error during enrollment: {e}")
@@ -237,7 +371,9 @@ async def enroll_upload(
 
 @router.post("/enroll/batch")
 async def enroll_batch(
-    files: List[UploadFile] = File(..., description="Multiple audio files for same speaker"),
+    files: List[UploadFile] = File(
+        ..., description="Multiple audio files for same speaker"
+    ),
     speaker_id: str = Form(..., description="Unique speaker identifier"),
     speaker_name: str = Form(..., description="Speaker display name"),
     db: UnifiedSpeakerDB = Depends(get_db),
@@ -245,52 +381,68 @@ async def enroll_batch(
     """Enroll a speaker using multiple audio segments, computing average embedding."""
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    log.info(f"Batch enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id}) with {len(files)} files")
-    
+    log.info(
+        f"Batch enrolling speaker: {speaker_name} (ID: {speaker_id}, User: {user_id}) with {len(files)} files"
+    )
+
     # Check for duplicate speaker name (allow updates to existing speaker with same ID)
-    if check_duplicate_speaker_name(user_id, speaker_name, exclude_speaker_id=speaker_id):
-        raise HTTPException(400, f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.")
-    
+    if check_duplicate_speaker_name(
+        user_id, speaker_name, exclude_speaker_id=speaker_id
+    ):
+        raise HTTPException(
+            400,
+            f"Speaker name '{speaker_name}' already exists for this user. Please choose a different name.",
+        )
+
     embeddings = []
     temp_paths = []
     total_duration = 0.0
     saved_audio_files = []
-    
+    segment_records: List[tuple] = []
+    seen_hashes = existing_enrollment_hashes(user_id, speaker_id)
+    duplicates_skipped = 0
+
     try:
         # Process each audio file
         for i, file in enumerate(files):
             log.info(f"Processing file {i+1}/{len(files)}: {file.filename}")
-            
+
             # Read file content
             file_content = await file.read()
-            
+            content_hash = audio_content_hash(file_content)
+            if content_hash in seen_hashes:
+                duplicates_skipped += 1
+                log.info("Skipping duplicate batch clip %s", file.filename)
+                continue
+            seen_hashes.add(content_hash)
+
             # Save to temporary file for processing
             with secure_temp_file() as tmp:
                 tmp.write(file_content)
                 tmp_path = Path(tmp.name)
                 temp_paths.append(tmp_path)
-            
+
             # Load and embed
             try:
                 # Get accurate duration from original file
                 audio_info = get_audio_info(str(tmp_path))
                 duration = audio_info["duration_seconds"]
                 total_duration += duration
-                
+
                 audio_backend = get_audio_backend()
                 wav = audio_backend.load_wave(tmp_path)
                 emb = await audio_backend.async_embed(wav)
                 embeddings.append(emb[0])
-                
+
                 # Save audio file to enrollment directory
                 saved_path = save_enrollment_audio(
                     user_id=user_id,
                     speaker_id=speaker_id,
                     audio_data=file_content,
                     filename=file.filename or f"batch_{i+1}.wav",
-                    enrollment_type="batch"
+                    enrollment_type="batch",
                 )
-                
+
                 # Track saved audio file info
                 auth = get_auth()
                 audio_file_info = {
@@ -299,56 +451,77 @@ async def enroll_batch(
                     "duration_seconds": duration,
                     "upload_time": datetime.now().isoformat(),
                     "original_filename": file.filename,
-                    "batch_index": i + 1
+                    "batch_index": i + 1,
                 }
                 saved_audio_files.append(audio_file_info)
-                
-                log.info(f"Successfully embedded and saved file {i+1}, duration: {duration:.2f}s")
+                segment_records.append((saved_path, duration, emb[0], file.filename))
+
+                log.info(
+                    f"Successfully embedded and saved file {i+1}, duration: {duration:.2f}s"
+                )
             except Exception as e:
                 log.warning(f"Failed to process file {i+1}: {e}")
                 continue
-        
+
         if not embeddings:
+            if duplicates_skipped:
+                return {
+                    "status": "already_enrolled",
+                    "updated": False,
+                    "speaker_id": speaker_id,
+                    "num_segments": 0,
+                    "num_files": len(files),
+                    "total_duration": 0.0,
+                    "audio_saved": False,
+                    "saved_files": 0,
+                    "duplicates_skipped": duplicates_skipped,
+                }
             raise HTTPException(400, "No valid audio files could be processed")
-        
+
         # Save manifest with all audio files
         save_enrollment_manifest(user_id, speaker_id, saved_audio_files)
-        
+
         # Compute average embedding
         log.info(f"Computing average embedding from {len(embeddings)} segments")
         embeddings_array = np.array(embeddings)
         average_embedding = np.mean(embeddings_array, axis=0)
-        
+
         # Normalize the average embedding
         average_embedding = average_embedding / np.linalg.norm(average_embedding)
-        
+
         log.info(f"Average embedding computed, shape: {average_embedding.shape}")
-        
+
         # Add to database with proper counts
         updated = await db.add_speaker(
-            speaker_id, 
-            speaker_name, 
-            average_embedding, 
+            speaker_id,
+            speaker_name,
+            average_embedding,
             user_id,
             sample_count=len(embeddings),
-            total_duration=total_duration
+            total_duration=total_duration,
         )
-        
+
         if updated:
             log.info(f"Successfully updated existing speaker: {speaker_id}")
         else:
             log.info(f"Successfully enrolled new speaker: {speaker_id}")
-        
+
+        # Persist per-clip embeddings now that the speaker row exists (FK).
+        for sp, du, ev, orig in segment_records:
+            save_segment_record(speaker_id, sp, du, ev, original_file_path=orig)
+
         return {
+            "status": "enrolled",
             "updated": updated,
             "speaker_id": speaker_id,
             "num_segments": len(embeddings),
             "num_files": len(files),
             "total_duration": round(total_duration, 2),
             "audio_saved": True,
-            "saved_files": len(saved_audio_files)
+            "saved_files": len(saved_audio_files),
+            "duplicates_skipped": duplicates_skipped,
         }
-        
+
     except Exception as e:
         log.error(f"Error during batch enrollment: {e}")
         raise HTTPException(500, f"Batch enrollment failed: {str(e)}") from e
@@ -363,79 +536,99 @@ async def enroll_batch(
 
 @router.post("/enroll/append")
 async def enroll_append(
-    files: List[UploadFile] = File(..., description="Multiple audio files to append to existing speaker"),
+    files: List[UploadFile] = File(
+        ..., description="Multiple audio files to append to existing speaker"
+    ),
     speaker_id: str = Form(..., description="Existing speaker identifier"),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Append audio segments to an existing speaker, computing weighted average embedding."""
     # Extract user_id from speaker_id
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    log.info(f"Appending to speaker: {speaker_id} (User: {user_id}) with {len(files)} files")
-    
+    log.info(
+        f"Appending to speaker: {speaker_id} (User: {user_id}) with {len(files)} files"
+    )
+
     # First, verify the speaker exists
     db_session = get_db_session()
     try:
-        existing_speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        existing_speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not existing_speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-        
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
         if not existing_speaker.embedding_data:
             raise HTTPException(400, f"Speaker {speaker_id} has no existing embedding")
-        
+
         # Get existing embedding and counts
-        existing_embedding = np.array(json.loads(existing_speaker.embedding_data), dtype=np.float32)
+        existing_embedding = np.array(
+            json.loads(existing_speaker.embedding_data), dtype=np.float32
+        )
         existing_count = existing_speaker.audio_sample_count or 1
         existing_duration = existing_speaker.total_audio_duration or 0.0
-        
-        log.info(f"Existing speaker has {existing_count} samples, {existing_duration:.2f}s duration")
-        
+
+        log.info(
+            f"Existing speaker has {existing_count} samples, {existing_duration:.2f}s duration"
+        )
+
     finally:
         db_session.close()
-    
+
     embeddings = []
     temp_paths = []
     new_total_duration = 0.0
     saved_audio_files = []
-    
+    segment_records: List[tuple] = []
+    seen_hashes = existing_enrollment_hashes(user_id, speaker_id)
+    duplicates_skipped = 0
+
     try:
         # Process each new audio file
         for i, file in enumerate(files):
             log.info(f"Processing new file {i+1}/{len(files)}: {file.filename}")
-            
+
             # Read file content
             file_content = await file.read()
-            
+            content_hash = audio_content_hash(file_content)
+            if content_hash in seen_hashes:
+                duplicates_skipped += 1
+                log.info("Skipping duplicate appended clip %s", file.filename)
+                continue
+            seen_hashes.add(content_hash)
+
             # Save to temporary file for processing
             with secure_temp_file() as tmp:
                 tmp.write(file_content)
                 tmp_path = Path(tmp.name)
                 temp_paths.append(tmp_path)
-            
+
             # Load and embed
             try:
                 # Get accurate duration from original file
                 audio_info = get_audio_info(str(tmp_path))
                 duration = audio_info["duration_seconds"]
                 new_total_duration += duration
-                
+
                 audio_backend = get_audio_backend()
                 wav = audio_backend.load_wave(tmp_path)
                 emb = await audio_backend.async_embed(wav)
                 embeddings.append(emb[0])
-                
+
                 # Save audio file to enrollment directory
                 saved_path = save_enrollment_audio(
                     user_id=user_id,
                     speaker_id=speaker_id,
                     audio_data=file_content,
                     filename=file.filename or f"append_{i+1}.wav",
-                    enrollment_type="append"
+                    enrollment_type="append",
                 )
-                
+
                 # Track saved audio file info
                 auth = get_auth()
                 audio_file_info = {
@@ -445,62 +638,79 @@ async def enroll_append(
                     "upload_time": datetime.now().isoformat(),
                     "original_filename": file.filename,
                     "append_index": i + 1,
-                    "append_operation": True
+                    "append_operation": True,
                 }
                 saved_audio_files.append(audio_file_info)
-                
-                log.info(f"Successfully embedded and saved new file {i+1}, duration: {duration:.2f}s")
+                segment_records.append((saved_path, duration, emb[0], file.filename))
+
+                log.info(
+                    f"Successfully embedded and saved new file {i+1}, duration: {duration:.2f}s"
+                )
             except Exception as e:
                 log.warning(f"Failed to process file {i+1}: {e}")
                 continue
-        
+
         if not embeddings:
+            if duplicates_skipped:
+                return {
+                    "status": "already_enrolled",
+                    "updated": False,
+                    "speaker_id": speaker_id,
+                    "previous_samples": existing_count,
+                    "new_samples": 0,
+                    "total_samples": existing_count,
+                    "total_duration": round(existing_duration, 2),
+                    "audio_saved": False,
+                    "saved_files": 0,
+                    "duplicates_skipped": duplicates_skipped,
+                }
             raise HTTPException(400, "No valid audio files could be processed")
-        
+
         # Update manifest with appended files
         save_enrollment_manifest(user_id, speaker_id, saved_audio_files)
-        
-        # Compute average of new embeddings
-        log.info(f"Computing average embedding from {len(embeddings)} new segments")
-        new_embeddings_array = np.array(embeddings)
-        new_average_embedding = np.mean(new_embeddings_array, axis=0)
-        
-        # Compute weighted average: (old_embedding * old_count + new_embedding * new_count) / (old_count + new_count)
+
         new_count = len(embeddings)
         total_count = existing_count + new_count
-        
-        weighted_embedding = (existing_embedding * existing_count + new_average_embedding * new_count) / total_count
-        
-        # Normalize the weighted embedding
+
+        # Weighted average: (old*old_count + new*new_count) / total → updated voiceprint.
+        new_average_embedding = np.mean(np.array(embeddings), axis=0)
+        weighted_embedding = (
+            existing_embedding * existing_count + new_average_embedding * new_count
+        ) / total_count
         weighted_embedding = weighted_embedding / np.linalg.norm(weighted_embedding)
-        
-        log.info(f"Weighted average embedding computed from {existing_count} + {new_count} = {total_count} samples")
-        
-        # Update speaker in database
-        updated = await db.add_speaker(
-            speaker_id, 
-            existing_speaker.name, 
-            weighted_embedding, 
+        log.info(
+            f"Weighted average embedding from {existing_count} + {new_count} = "
+            f"{total_count} samples"
+        )
+
+        await db.add_speaker(
+            speaker_id,
+            existing_speaker.name,
+            weighted_embedding,
             user_id,
             sample_count=total_count,
-            total_duration=existing_duration + new_total_duration
+            total_duration=existing_duration + new_total_duration,
         )
-        
+
         log.info(f"Successfully appended to speaker: {speaker_id}")
-        
+
+        # Persist each appended clip's embedding for the enrollment-health audit.
+        for sp, du, ev, orig in segment_records:
+            save_segment_record(speaker_id, sp, du, ev, original_file_path=orig)
+
         return {
+            "status": "enrolled",
             "updated": True,
             "speaker_id": speaker_id,
             "previous_samples": existing_count,
             "new_samples": new_count,
             "total_samples": total_count,
-            "previous_duration": round(existing_duration, 2),
-            "new_duration": round(new_total_duration, 2),
             "total_duration": round(existing_duration + new_total_duration, 2),
             "audio_saved": True,
-            "saved_files": len(saved_audio_files)
+            "saved_files": len(saved_audio_files),
+            "duplicates_skipped": duplicates_skipped,
         }
-        
+
     except Exception as e:
         log.error(f"Error during append enrollment: {e}")
         raise HTTPException(500, f"Append enrollment failed: {str(e)}") from e
@@ -510,4 +720,4 @@ async def enroll_append(
             try:
                 tmp_path.unlink(missing_ok=True)
             except:
-                pass
\ No newline at end of file
+                pass
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment_audit.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment_audit.py
new file mode 100644
index 00000000..fb787bf3
--- /dev/null
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/enrollment_audit.py
@@ -0,0 +1,681 @@
+"""Enrollment health audit + corrective actions (relabel / delete enrolled clips).
+
+Backs the "Enrollment Health" UI: surfaces contaminated/mislabeled/junk enrolment clips
+from the per-clip embeddings, plays them back, and lets the user relabel a clip to the
+speaker it actually sounds like or delete it — recomputing the affected centroids so the
+fix takes effect on the next identification.
+"""
+
+import asyncio
+import json
+import logging
+import os
+import shutil
+from datetime import datetime
+from pathlib import Path
+from typing import Optional
+
+import numpy as np
+from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
+from fastapi.responses import FileResponse
+from pydantic import BaseModel, Field
+
+from simple_speaker_recognition.api.core.utils import secure_temp_file
+from simple_speaker_recognition.core.enrollment_audit import (
+    compute_audit,
+    recompute_speaker_centroid,
+)
+from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
+from simple_speaker_recognition.database import get_db_session
+from simple_speaker_recognition.database.models import (
+    EnrollmentAuditDecision,
+    ProcessingJob,
+    Speaker,
+    SpeakerAudioSegment,
+)
+from simple_speaker_recognition.utils.audio_processing import get_audio_info
+
+router = APIRouter()
+log = logging.getLogger("speaker_service")
+BACKFILL_JOB_TYPE = "enrollment_segment_backfill"
+_backfill_tasks: set[asyncio.Task] = set()
+
+
+async def get_db():
+    """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
+    from .. import service
+
+    return await service.get_db()
+
+
+def get_auth():
+    """Get auth settings."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
+    from .. import service
+
+    return service.auth
+
+
+def _resolve_seg_path(seg: SpeakerAudioSegment) -> Path:
+    """Resolve a segment's audio path, refusing anything outside the enrollment dir."""
+    base = get_auth().enrollment_audio_dir.resolve()
+    path = (base / seg.audio_file_path).resolve()
+    if not str(path).startswith(str(base)):
+        raise HTTPException(
+            403, "Segment audio path is outside the enrollment directory"
+        )
+    return path
+
+
+def _remove_manifest_audio_path(audio_file_path: str) -> None:
+    """Remove a deleted/quarantined clip from its enrollment manifest."""
+    base = get_auth().enrollment_audio_dir.resolve()
+    relative_path = Path(audio_file_path)
+    manifest_path = base / relative_path.parent / "enrollment_manifest.json"
+    if not manifest_path.exists():
+        return
+
+    with manifest_path.open() as manifest_file:
+        manifest = json.load(manifest_file)
+    audio_files = manifest.get("audio_files", [])
+    if not isinstance(audio_files, list):
+        raise ValueError(f"Invalid audio_files in enrollment manifest {manifest_path}")
+
+    normalized_path = relative_path.as_posix()
+    retained_files = [
+        item
+        for item in audio_files
+        if not isinstance(item, dict) or item.get("path") != normalized_path
+    ]
+    if len(retained_files) == len(audio_files):
+        return
+
+    manifest["audio_files"] = retained_files
+    manifest["total_files"] = len(retained_files)
+    manifest["last_updated"] = datetime.now().isoformat()
+    temporary_path = manifest_path.with_suffix(".json.tmp")
+    with temporary_path.open("w") as manifest_file:
+        json.dump(manifest, manifest_file, indent=2)
+    temporary_path.replace(manifest_path)
+
+
+@router.get("/enrollment/health")
+async def enrollment_health(
+    user_id: Optional[int] = Query(
+        None, description="Scope audit to a user's speakers"
+    ),
+    before: Optional[datetime] = Query(
+        None, description="Only include clips created before this timestamp"
+    ),
+):
+    """Contamination audit over per-clip enrollment embeddings."""
+    session = get_db_session()
+    try:
+        return compute_audit(session, user_id, before)
+    finally:
+        session.close()
+
+
+def _backfill_job_response(job: ProcessingJob) -> dict:
+    output = json.loads(job.output_data) if job.output_data else None
+    return {
+        "id": job.id,
+        "status": job.status,
+        "progress": job.progress,
+        "result": output,
+        "error": job.error_message,
+        "created_at": job.created_at,
+        "started_at": job.started_at,
+        "completed_at": job.completed_at,
+    }
+
+
+async def _run_segment_backfill(job_id: int, user_id: int) -> None:
+    """Populate missing per-clip embeddings using the service's loaded GPU model."""
+    from .. import service
+
+    session = get_db_session()
+    try:
+        job = session.query(ProcessingJob).filter(ProcessingJob.id == job_id).one()
+        job.status = "running"
+        job.started_at = datetime.utcnow()
+        session.commit()
+
+        speakers = session.query(Speaker).filter(Speaker.user_id == user_id).all()
+        speaker_ids = {speaker.id for speaker in speakers}
+        existing = {
+            (row.speaker_id, os.path.basename(row.audio_file_path))
+            for row in session.query(SpeakerAudioSegment)
+            .join(Speaker)
+            .filter(Speaker.user_id == user_id)
+            .all()
+        }
+        enrollment_dir = get_auth().enrollment_audio_dir.resolve()
+        user_dir = enrollment_dir / str(user_id)
+        candidates = (
+            [
+                (speaker_dir.name, wav)
+                for speaker_dir in sorted(user_dir.iterdir())
+                if speaker_dir.is_dir() and speaker_dir.name in speaker_ids
+                for wav in sorted(speaker_dir.glob("*.wav"))
+                if (speaker_dir.name, wav.name) not in existing
+            ]
+            if user_dir.exists()
+            else []
+        )
+
+        added = failed = 0
+        total = len(candidates)
+        for index, (speaker_id, wav) in enumerate(candidates, start=1):
+            try:
+                duration = float(service.audio_backend.loader.get_duration(str(wav)))
+                wave = service.audio_backend.load_wave(wav)
+                vector = np.asarray(
+                    await service.audio_backend.async_embed(wave), dtype=np.float32
+                ).reshape(-1)
+                norm = np.linalg.norm(vector)
+                if not np.isfinite(norm) or norm <= 0:
+                    raise ValueError("embedding was not finite")
+                vector /= norm
+                relative_path = str(wav.resolve().relative_to(enrollment_dir))
+                session.add(
+                    SpeakerAudioSegment(
+                        speaker_id=speaker_id,
+                        audio_file_path=relative_path,
+                        original_file_path=wav.name,
+                        start_time=0.0,
+                        end_time=duration,
+                        duration_seconds=duration,
+                        embedding=json.dumps(vector.tolist()),
+                    )
+                )
+                added += 1
+            except Exception:
+                failed += 1
+                log.exception("Could not backfill enrollment clip %s", wav)
+
+            job.progress = round(index * 100 / total, 1) if total else 100.0
+            session.commit()
+
+        job.status = "completed"
+        job.progress = 100.0
+        job.output_data = json.dumps(
+            {"added": added, "failed": failed, "already_available": len(existing)}
+        )
+        job.completed_at = datetime.utcnow()
+        session.commit()
+    except Exception as exc:
+        session.rollback()
+        job = session.query(ProcessingJob).filter(ProcessingJob.id == job_id).first()
+        if job:
+            job.status = "failed"
+            job.error_message = str(exc)
+            job.completed_at = datetime.utcnow()
+            session.commit()
+        log.exception("Enrollment segment backfill job %s failed", job_id)
+    finally:
+        session.close()
+
+
+@router.post("/enrollment/segments/backfill", status_code=202)
+async def start_segment_backfill(user_id: int = Query(...)):
+    """Start or attach to the idempotent per-clip embedding backfill."""
+    session = get_db_session()
+    try:
+        active = (
+            session.query(ProcessingJob)
+            .filter(
+                ProcessingJob.job_type == BACKFILL_JOB_TYPE,
+                ProcessingJob.status.in_(["pending", "running"]),
+                ProcessingJob.input_data == json.dumps({"user_id": user_id}),
+            )
+            .order_by(ProcessingJob.id.desc())
+            .first()
+        )
+        if active:
+            return _backfill_job_response(active)
+
+        job = ProcessingJob(
+            job_type=BACKFILL_JOB_TYPE,
+            input_data=json.dumps({"user_id": user_id}),
+        )
+        session.add(job)
+        session.commit()
+        session.refresh(job)
+        response = _backfill_job_response(job)
+        task = asyncio.create_task(_run_segment_backfill(job.id, user_id))
+        _backfill_tasks.add(task)
+        task.add_done_callback(_backfill_tasks.discard)
+        return response
+    finally:
+        session.close()
+
+
+@router.get("/enrollment/segments/backfill")
+async def get_segment_backfill(user_id: int = Query(...)):
+    """Return the latest backfill job so refreshed pages reattach to it."""
+    session = get_db_session()
+    try:
+        job = (
+            session.query(ProcessingJob)
+            .filter(
+                ProcessingJob.job_type == BACKFILL_JOB_TYPE,
+                ProcessingJob.input_data == json.dumps({"user_id": user_id}),
+            )
+            .order_by(ProcessingJob.id.desc())
+            .first()
+        )
+        return _backfill_job_response(job) if job else None
+    finally:
+        session.close()
+
+
+@router.get("/enrollment/segments/{segment_id}/audio")
+async def segment_audio(segment_id: int):
+    """Stream a single enrolled clip for playback in the audit UI."""
+    session = get_db_session()
+    try:
+        seg = (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.id == segment_id)
+            .first()
+        )
+        if not seg:
+            raise HTTPException(404, "Segment not found")
+        path = _resolve_seg_path(seg)
+    finally:
+        session.close()
+
+    if not path.exists():
+        raise HTTPException(404, "Audio file missing on disk")
+    return FileResponse(str(path), media_type="audio/wav", filename=path.name)
+
+
+def _unit(v: np.ndarray) -> Optional[np.ndarray]:
+    v = np.asarray(v, dtype=np.float32).reshape(-1)
+    n = np.linalg.norm(v)
+    if v.size == 0 or not np.all(np.isfinite(v)) or n == 0:
+        return None
+    return v / n
+
+
+class EmbeddingScoreRequest(BaseModel):
+    speaker_id: str
+    embeddings: list[list[float]] = Field(..., min_length=1, max_length=5000)
+
+
+class EnrollmentAuditReviewRequest(BaseModel):
+    decision: str = Field(pattern="^(confirmed_correct|reset)$")
+
+
+def _score_embeddings(embeddings: list[list[float]], speaker_id: str) -> list[dict]:
+    """Compare precomputed unit embeddings with one live speaker gallery."""
+    session = get_db_session()
+    try:
+        target = session.query(Speaker).filter(Speaker.id == speaker_id).first()
+        if not target:
+            raise HTTPException(404, "Target speaker not found")
+        centroid = (
+            _unit(json.loads(target.embedding_data)) if target.embedding_data else None
+        )
+        if centroid is None:
+            raise HTTPException(422, "Target speaker has no valid centroid")
+
+        clip_vectors = []
+        for seg in (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.speaker_id == speaker_id)
+            .all()
+        ):
+            if seg.embedding:
+                vector = _unit(json.loads(seg.embedding))
+                if vector is not None:
+                    clip_vectors.append(vector)
+
+        others = []
+        for other in (
+            session.query(Speaker)
+            .filter(Speaker.id != speaker_id, Speaker.user_id == target.user_id)
+            .all()
+        ):
+            if other.embedding_data:
+                vector = _unit(json.loads(other.embedding_data))
+                if vector is not None:
+                    others.append((other, vector))
+
+        # Score a corpus batch as matrix multiplications. The old nested Python loops
+        # did one np.dot call per corpus/gallery pair, which dominated the supposedly
+        # cheap cached-embedding refresh at a few thousand corpus vectors.
+        valid: list[tuple[int, np.ndarray]] = []
+        results: list[dict] = [{"error": "invalid_embedding"} for _ in embeddings]
+        for index, values in enumerate(embeddings):
+            emb = _unit(values)
+            if emb is not None and emb.shape == centroid.shape:
+                valid.append((index, emb))
+        if not valid:
+            return results
+
+        matrix = np.stack([embedding for _, embedding in valid])
+        centroid_scores = matrix @ centroid
+        gallery_scores = matrix @ np.stack(clip_vectors).T if clip_vectors else None
+        other_scores = (
+            matrix @ np.stack([vector for _, vector in others]).T if others else None
+        )
+        for row, (result_index, _embedding) in enumerate(valid):
+            best_other = None
+            if other_scores is not None:
+                best_index = int(np.argmax(other_scores[row]))
+                other, _vector = others[best_index]
+                best_other = {
+                    "speaker_id": other.id,
+                    "name": other.name,
+                    "score": round(float(other_scores[row, best_index]), 4),
+                }
+            results[result_index] = {
+                "sim_centroid": round(float(centroid_scores[row]), 4),
+                "max_clip_sim": (
+                    round(float(np.max(gallery_scores[row])), 4)
+                    if gallery_scores is not None
+                    else None
+                ),
+                "n_gallery_clips": len(clip_vectors),
+                "best_other": best_other,
+            }
+        return results
+    finally:
+        session.close()
+
+
+@router.post("/enrollment/candidates/score-embeddings")
+async def score_enrollment_embeddings(body: EmbeddingScoreRequest):
+    """Score cached corpus embeddings without decoding or embedding audio again."""
+    return {"scores": _score_embeddings(body.embeddings, body.speaker_id)}
+
+
+@router.post("/enrollment/candidates/score")
+async def score_enrollment_candidate(
+    file: UploadFile = File(..., description="Candidate clip (single speaker)"),
+    speaker_id: str = Form(..., description="Target enrolled speaker"),
+):
+    """Score a candidate clip's enrollment value for one target speaker.
+
+    Returns the clip's cosine to the target centroid, its redundancy against the
+    target's existing per-clip gallery (max cosine — high means the gallery already
+    covers this acoustic condition), and the closest *other* enrolled speaker, so a
+    caller can rank candidates by marginal information instead of blind similarity.
+    """
+    with secure_temp_file() as tmp:
+        tmp.write(await file.read())
+        tmp_path = Path(tmp.name)
+
+    try:
+        duration = get_audio_info(str(tmp_path)).get("duration_seconds")
+        from .. import service
+
+        wav = service.audio_backend.load_wave(tmp_path)
+        emb = _unit(await service.audio_backend.async_embed(wav))
+        if emb is None:
+            raise HTTPException(422, "Could not extract a valid embedding from clip")
+    finally:
+        tmp_path.unlink(missing_ok=True)
+
+    session = get_db_session()
+    try:
+        target = session.query(Speaker).filter(Speaker.id == speaker_id).first()
+        if not target:
+            raise HTTPException(404, "Target speaker not found")
+        centroid = (
+            _unit(json.loads(target.embedding_data)) if target.embedding_data else None
+        )
+        if centroid is None:
+            raise HTTPException(422, "Target speaker has no valid centroid")
+
+        clip_sims = []
+        for seg in (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.speaker_id == speaker_id)
+            .all()
+        ):
+            if not seg.embedding:
+                continue
+            v = _unit(json.loads(seg.embedding))
+            if v is not None:
+                clip_sims.append(float(np.dot(emb, v)))
+
+        best_other = None
+        others = (
+            session.query(Speaker)
+            .filter(Speaker.id != speaker_id, Speaker.user_id == target.user_id)
+            .all()
+        )
+        for other in others:
+            if not other.embedding_data:
+                continue
+            v = _unit(json.loads(other.embedding_data))
+            if v is None:
+                continue
+            score = float(np.dot(emb, v))
+            if best_other is None or score > best_other["score"]:
+                best_other = {
+                    "speaker_id": other.id,
+                    "name": other.name,
+                    "score": round(score, 4),
+                }
+
+        return {
+            "duration": round(float(duration), 3) if duration else None,
+            "sim_centroid": round(float(np.dot(emb, centroid)), 4),
+            "max_clip_sim": round(max(clip_sims), 4) if clip_sims else None,
+            "n_gallery_clips": len(clip_sims),
+            "best_other": best_other,
+        }
+    finally:
+        session.close()
+
+
+@router.post("/enrollment/candidates/embed")
+async def embed_enrollment_candidate(
+    file: UploadFile = File(..., description="Human-labeled evaluation clip"),
+):
+    """Extract a unit speaker embedding without changing the live gallery."""
+    with secure_temp_file() as tmp:
+        tmp.write(await file.read())
+        tmp_path = Path(tmp.name)
+    try:
+        duration = get_audio_info(str(tmp_path)).get("duration_seconds")
+        from .. import service
+
+        wav = service.audio_backend.load_wave(tmp_path)
+        emb = _unit(await service.audio_backend.async_embed(wav))
+        if emb is None:
+            raise HTTPException(422, "Could not extract a valid embedding from clip")
+        return {
+            "embedding": emb.tolist(),
+            "duration": round(float(duration), 3) if duration else None,
+            "embedding_model": service.audio_backend.EMBEDDING_MODEL_ID,
+        }
+    finally:
+        tmp_path.unlink(missing_ok=True)
+
+
+@router.get("/enrollment/candidates/embedding-info")
+async def enrollment_embedding_info():
+    """Fingerprint used to invalidate cached evaluation embeddings."""
+    from .. import service
+
+    return {
+        "embedding_model": service.audio_backend.EMBEDDING_MODEL_ID,
+    }
+
+
+@router.post("/enrollment/segments/{segment_id}/relabel")
+async def relabel_segment(
+    segment_id: int,
+    target_speaker_id: str = Form(..., description="Speaker to move this clip to"),
+    db: UnifiedSpeakerDB = Depends(get_db),
+):
+    """Move a mislabeled clip to the speaker it actually belongs to.
+
+    Moves the audio file into the target speaker's directory, reassigns the segment, and
+    recomputes both speakers' centroids.
+    """
+    session = get_db_session()
+    try:
+        seg = (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.id == segment_id)
+            .first()
+        )
+        if not seg:
+            raise HTTPException(404, "Segment not found")
+        src_id = seg.speaker_id
+        if src_id == target_speaker_id:
+            raise HTTPException(400, "Segment is already assigned to that speaker")
+
+        target = session.query(Speaker).filter(Speaker.id == target_speaker_id).first()
+        if not target:
+            raise HTTPException(404, "Target speaker not found")
+
+        base = get_auth().enrollment_audio_dir.resolve()
+        old_path = _resolve_seg_path(seg)
+        new_dir = base / str(target.user_id) / target_speaker_id
+        new_dir.mkdir(parents=True, exist_ok=True)
+        new_path = new_dir / old_path.name
+        if old_path.exists():
+            shutil.move(str(old_path), str(new_path))
+
+        seg.audio_file_path = str(new_path.relative_to(base))
+        seg.speaker_id = target_speaker_id
+        session.commit()
+
+        recompute_speaker_centroid(session, db, src_id)
+        recompute_speaker_centroid(session, db, target_speaker_id)
+        log.info(
+            "Relabeled segment %s: %s -> %s", segment_id, src_id, target_speaker_id
+        )
+        return {
+            "relabeled": True,
+            "segment_id": segment_id,
+            "from": src_id,
+            "to": target_speaker_id,
+        }
+    finally:
+        session.close()
+
+
+@router.post("/enrollment/segments/{segment_id}/audit-review")
+async def review_enrollment_flag(
+    segment_id: int,
+    request: EnrollmentAuditReviewRequest,
+):
+    """Confirm a heuristic flag as a false positive, or restore automatic review."""
+    session = get_db_session()
+    try:
+        segment = (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.id == segment_id)
+            .first()
+        )
+        if not segment:
+            raise HTTPException(404, "Segment not found")
+
+        existing = (
+            session.query(EnrollmentAuditDecision)
+            .filter(EnrollmentAuditDecision.segment_id == segment_id)
+            .first()
+        )
+        if request.decision == "reset":
+            if existing:
+                session.delete(existing)
+        elif existing:
+            existing.decision = request.decision
+            existing.updated_at = datetime.utcnow()
+        else:
+            session.add(
+                EnrollmentAuditDecision(
+                    segment_id=segment_id,
+                    decision=request.decision,
+                )
+            )
+        session.commit()
+        return {
+            "segment_id": segment_id,
+            "review_state": None if request.decision == "reset" else request.decision,
+        }
+    finally:
+        session.close()
+
+
+@router.post("/enrollment/segments/{segment_id}/delete")
+async def delete_segment(
+    segment_id: int,
+    hard: bool = Form(
+        False,
+        description="Permanently delete the audio file instead of quarantining it",
+    ),
+    db: UnifiedSpeakerDB = Depends(get_db),
+):
+    """Remove a junk clip from a speaker's voiceprint.
+
+    By default the audio is **quarantined** — moved out of the enrollment tree into a
+    ``quarantine/<speaker_id>/`` folder under the data dir — so it's removed from the
+    gallery (and re-averaged out of the centroid) but recoverable. Pass ``hard=true`` to
+    delete the file permanently instead. Either way the SpeakerAudioSegment row is
+    dropped so the clip no longer counts toward the voiceprint.
+    """
+    session = get_db_session()
+    try:
+        seg = (
+            session.query(SpeakerAudioSegment)
+            .filter(SpeakerAudioSegment.id == segment_id)
+            .first()
+        )
+        if not seg:
+            raise HTTPException(404, "Segment not found")
+        src_id = seg.speaker_id
+        audio_file_path = seg.audio_file_path
+
+        quarantined_to = None
+        try:
+            path = _resolve_seg_path(seg)
+            if path.exists():
+                if hard:
+                    path.unlink()
+                else:
+                    quarantine_dir = get_auth().data_dir / "quarantine" / src_id
+                    quarantine_dir.mkdir(parents=True, exist_ok=True)
+                    # Prefix with segment id so re-quarantined same-name clips don't clash.
+                    dest = quarantine_dir / f"{segment_id}_{path.name}"
+                    shutil.move(str(path), str(dest))
+                    quarantined_to = str(dest)
+        except HTTPException:
+            raise
+        except Exception as e:
+            raise HTTPException(
+                500, f"Could not move/delete audio for segment {segment_id}: {e}"
+            ) from e
+
+        _remove_manifest_audio_path(audio_file_path)
+
+        session.delete(seg)
+        session.commit()
+
+        recompute_speaker_centroid(session, db, src_id)
+        log.info(
+            "Removed segment %s from speaker %s (%s)",
+            segment_id,
+            src_id,
+            "hard-deleted" if hard else f"quarantined -> {quarantined_to}",
+        )
+        return {
+            "deleted": True,
+            "hard": hard,
+            "segment_id": segment_id,
+            "speaker_id": src_id,
+            "quarantined_to": quarantined_to,
+        }
+    finally:
+        session.close()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
index 1f215242..3c0696bf 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/identification.py
@@ -6,27 +6,28 @@
 import tempfile
 from datetime import datetime
 from pathlib import Path
-from typing import List, Dict, Any, Optional
+from typing import Any, Dict, List, Optional
 
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from pydantic import BaseModel
-
 from simple_speaker_recognition.api.core.utils import (
     safe_format_confidence,
     secure_temp_file,
-    validate_confidence
+    validate_confidence,
 )
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
+from simple_speaker_recognition.core.backend_client import BackendClient
+from simple_speaker_recognition.core.cluster_identify import assign_clusters_to_speakers
 from simple_speaker_recognition.core.models import (
     DiarizeAndIdentifyRequest,
     IdentifyResponse,
-    SpeakerStatus
+    SpeakerStatus,
 )
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.models import Speaker
 from simple_speaker_recognition.utils.audio_processing import get_audio_info
-from simple_speaker_recognition.utils.analysis import create_speaker_analysis
 
 # These will be imported from the main service.py when we integrate
 # from ..service import get_db, audio_backend
@@ -38,18 +39,25 @@
 # Dependency functions - will be resolved during integration
 async def get_db():
     """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.audio_backend
 
 
 class AnnotationSegment(BaseModel):
     """Annotation segment for analysis."""
+
     start: float
     end: float
     speaker_label: str
@@ -58,45 +66,73 @@ class AnnotationSegment(BaseModel):
 
 class AnalyzeSegmentsRequest(BaseModel):
     """Request model for analyzing annotation segments."""
+
     segments: List[AnnotationSegment]
     method: str = "umap"
     cluster_method: str = "dbscan"
-    similarity_threshold: float = 0.8
+    similarity_threshold: float = DEFAULT_SIMILARITY_THRESHOLD
 
 
 class CombinedAnalysisRequest(BaseModel):
     """Request model for combined analysis of segments and enrolled speakers."""
+
     segments: List[AnnotationSegment]
     expected_speakers: int = 2
     method: str = "umap"
     cluster_method: str = "dbscan"
-    similarity_threshold: float = 0.8
+    similarity_threshold: float = DEFAULT_SIMILARITY_THRESHOLD
 
 
 @router.post("/diarize-and-identify")
 async def diarize_and_identify(
-    file: UploadFile = File(..., description="Audio file for diarization and speaker identification"),
-    min_duration: Optional[float] = Query(default=0.5, description="Minimum duration for speaker segments (seconds)"),
-    similarity_threshold: Optional[float] = Query(default=None, description="Override default similarity threshold for identification"),
-    identify_only_enrolled: bool = Query(default=False, description="Only return segments for enrolled speakers"),
-    user_id: Optional[int] = Query(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
-    min_speakers: Optional[int] = Query(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Query(default=None, description="Maximum number of speakers to detect"),
-    collar: Optional[float] = Query(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: Optional[float] = Query(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        ..., description="Audio file for diarization and speaker identification"
+    ),
+    min_duration: Optional[float] = Query(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    ),
+    similarity_threshold: Optional[float] = Query(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    identify_only_enrolled: bool = Query(
+        default=False, description="Only return segments for enrolled speakers"
+    ),
+    user_id: Optional[int] = Query(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
+    min_speakers: Optional[int] = Query(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Query(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: Optional[float] = Query(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: Optional[float] = Query(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Perform speaker diarization and identify enrolled speakers in one step.
-    
+
     This endpoint:
     1. Runs pyannote diarization to segment audio by speaker
     2. For each segment, extracts embeddings and identifies enrolled speakers
     3. Returns segments with both diarization labels and identified speaker names
     """
     log.info("Processing diarize-and-identify request")
-    log.info(f"Parameters - min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, identify_only_enrolled: {identify_only_enrolled}, user_id: {user_id}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}")
-    log.info(f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}")
+    log.info(
+        f"Parameters - min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, identify_only_enrolled: {identify_only_enrolled}, user_id: {user_id}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}"
+    )
+    log.info(
+        f"File - name: {file.filename}, content_type: {file.content_type}, size: {file.size if hasattr(file, 'size') else 'unknown'}"
+    )
 
     # Early validation: Validate file presence
     if not file or not file.filename:
@@ -106,8 +142,8 @@ async def diarize_and_identify(
             detail={
                 "error": "validation_error",
                 "message": "No audio file provided",
-                "field": "file"
-            }
+                "field": "file",
+            },
         )
 
     # Read audio data once
@@ -121,8 +157,8 @@ async def diarize_and_identify(
             detail={
                 "error": "validation_error",
                 "message": "Audio file is empty",
-                "field": "file"
-            }
+                "field": "file",
+            },
         )
 
     # Resource check - verify backend is initialized
@@ -134,17 +170,16 @@ async def diarize_and_identify(
             detail={
                 "error": "resource_error",
                 "message": "Audio backend not initialized",
-                "resource": "audio_backend"
-            }
+                "resource": "audio_backend",
+            },
         )
-    
+
     # Save to temp file for processing
     with secure_temp_file() as tmp:
         tmp.write(audio_data)
         tmp_path = Path(tmp.name)
-    
+
     # Save audio to debug directory for analysis
-    from datetime import datetime
     debug_dir = Path("/app/debug")
     if debug_dir.exists():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
@@ -152,137 +187,168 @@ async def diarize_and_identify(
         debug_path = debug_dir / debug_filename
         debug_path.write_bytes(audio_data)
         log.info(f"Saved audio for debugging to: {debug_path}")
-    
+
     try:
         # Step 1: Perform diarization
         log.info(f"Step 1: Performing speaker diarization on {tmp_path}")
         if min_speakers or max_speakers:
-            log.info(f"Using speaker constraints: min={min_speakers}, max={max_speakers}")
+            log.info(
+                f"Using speaker constraints: min={min_speakers}, max={max_speakers}"
+            )
 
         # Use audio_backend from early validation (already checked above)
-        segments = await audio_backend.async_diarize(tmp_path, min_speakers=min_speakers, max_speakers=max_speakers,
-                                                     collar=collar, min_duration_off=min_duration_off)
-        
+        segments = await audio_backend.async_diarize(
+            tmp_path,
+            min_speakers=min_speakers,
+            max_speakers=max_speakers,
+            collar=collar,
+            min_duration_off=min_duration_off,
+        )
+
         # Log what PyAnnote produced
         log.info(f"PyAnnote produced {len(segments)} segments")
         for i, seg in enumerate(segments[:5]):  # Log first 5 segments for debugging
-            log.info(f"  Segment {i}: speaker={seg['speaker']}, start={seg['start']:.2f}, end={seg['end']:.2f}, duration={seg['duration']:.2f}s")
+            log.info(
+                f"  Segment {i}: speaker={seg['speaker']}, start={seg['start']:.2f}, end={seg['end']:.2f}, duration={seg['duration']:.2f}s"
+            )
         if len(segments) > 5:
             log.info(f"  ... and {len(segments) - 5} more segments")
-        
+
         # Apply minimum duration filter if specified
         if min_duration is not None:
             original_count = len(segments)
             segments = [s for s in segments if s["duration"] >= min_duration]
             if len(segments) < original_count:
-                log.info(f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s")
-        
+                log.info(
+                    f"Filtered out {original_count - len(segments)} segments shorter than {min_duration}s"
+                )
+
         # Step 2: Identify speakers for each segment
         log.info(f"Step 2: Identifying speakers for {len(segments)} segments")
         enhanced_segments = []
         identified_speakers = set()
         unknown_speakers = set()
-        
+
         # Use custom threshold if provided, otherwise use default
-        threshold = similarity_threshold if similarity_threshold is not None else db.similarity_thr
-        
+        threshold = (
+            similarity_threshold
+            if similarity_threshold is not None
+            else db.similarity_thr
+        )
+
         # Get audio duration for bounds checking
         audio_info = get_audio_info(str(tmp_path))
         audio_duration = audio_info.get("duration_seconds")
-        
+
         if audio_duration is None:
             raise ValueError("Failed to get audio duration from file")
-            
+
         log.info(f"Audio file duration: {audio_duration:.3f}s")
-        
+
         for i, segment in enumerate(segments):
             try:
                 speaker_label = segment["speaker"]
                 start_time = segment["start"]
                 end_time = segment["end"]
-                
+
                 # Validate and clip segment times to audio bounds
                 start_time = max(0, start_time)
                 end_time = min(audio_duration, end_time)
-                
+
                 # Check if segment end exceeds audio duration
                 if segment["end"] > audio_duration:
-                    log.warning(f"Segment {i+1} end time {segment['end']:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {end_time:.3f}s")
-                
+                    log.warning(
+                        f"Segment {i + 1} end time {segment['end']:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {end_time:.3f}s"
+                    )
+
                 duration = end_time - start_time
-                
+
                 # Skip very short segments (less than min_duration)
                 if duration < (min_duration or 0.5):
-                    log.debug(f"Skipping segment {i+1}: too short ({duration:.2f}s)")
+                    log.debug(f"Skipping segment {i + 1}: too short ({duration:.2f}s)")
                     continue
-                
+
                 # Load audio segment with clipped times
                 wav = audio_backend.load_wave(tmp_path, start_time, end_time)
-                
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                
+
                 # Identify speaker with custom threshold
                 found = False
                 speaker_info = None
                 confidence = 0.0
-                
+
                 # Try to identify speaker (UnifiedSpeakerDB handles speaker existence check internally)
                 # Temporarily override threshold for this identification
                 original_threshold = db.similarity_thr
                 db.similarity_thr = threshold
                 try:
-                    found, speaker_info, confidence = await db.identify(emb, user_id=user_id)
+                    found, speaker_info, confidence = await db.identify(
+                        emb, user_id=user_id
+                    )
                     confidence = validate_confidence(confidence, "diarize_and_identify")
                 finally:
                     db.similarity_thr = original_threshold
-                
+
                 # Build enhanced segment
                 enhanced_segment = {
                     "speaker": speaker_label,
                     "start": round(start_time, 3),
                     "end": round(end_time, 3),
                     "duration": round(duration, 3),
-                    "identified_as": speaker_info["name"] if found and speaker_info else None,
-                    "identified_id": speaker_info["id"] if found and speaker_info else None,
+                    "identified_as": (
+                        speaker_info["name"] if found and speaker_info else None
+                    ),
+                    "identified_id": (
+                        speaker_info["id"] if found and speaker_info else None
+                    ),
                     "confidence": round(float(confidence), 3) if confidence else 0.0,
-                    "status": "identified" if found else "unknown"
+                    "status": "identified" if found else "unknown",
                 }
-                
+
                 # Track identified vs unknown speakers
                 if found and speaker_info:
                     identified_speakers.add(speaker_info["name"])
-                    confidence_str = safe_format_confidence(confidence, "diarization_segment")
-                    log.debug(f"Segment {i+1}: Identified as {speaker_info['name']} (confidence: {confidence_str})")
+                    confidence_str = safe_format_confidence(
+                        confidence, "diarization_segment"
+                    )
+                    log.debug(
+                        f"Segment {i + 1}: Identified as {speaker_info['name']} (confidence: {confidence_str})"
+                    )
                 else:
                     unknown_speakers.add(speaker_label)
-                    log.debug(f"Segment {i+1}: Unknown speaker {speaker_label}")
-                
+                    log.debug(f"Segment {i + 1}: Unknown speaker {speaker_label}")
+
                 # Only add segment if it's identified or we're not filtering
                 if not identify_only_enrolled or found:
                     enhanced_segments.append(enhanced_segment)
-                    
+
             except Exception as e:
-                log.warning(f"Error processing segment {i+1}: {str(e)}")
+                log.warning(f"Error processing segment {i + 1}: {str(e)}")
                 # Add segment with error status unless filtering
                 if not identify_only_enrolled:
-                    enhanced_segments.append({
-                        "speaker": segment["speaker"],
-                        "start": segment["start"],
-                        "end": segment["end"],
-                        "duration": segment["duration"],
-                        "identified_as": None,
-                        "identified_id": None,
-                        "confidence": 0.0,
-                        "status": "error",
-                        "error": str(e)
-                    })
-        
+                    enhanced_segments.append(
+                        {
+                            "speaker": segment["speaker"],
+                            "start": segment["start"],
+                            "end": segment["end"],
+                            "duration": segment["duration"],
+                            "identified_as": None,
+                            "identified_id": None,
+                            "confidence": 0.0,
+                            "status": "error",
+                            "error": str(e),
+                        }
+                    )
+
         # Calculate summary statistics
         total_duration = max(s["end"] for s in segments) if segments else 0
-        
-        log.info(f"Diarization and identification complete - {len(identified_speakers)} identified, {len(unknown_speakers)} unknown")
-        
+
+        log.info(
+            f"Diarization and identification complete - {len(identified_speakers)} identified, {len(unknown_speakers)} unknown"
+        )
+
         return {
             "segments": enhanced_segments,
             "summary": {
@@ -292,10 +358,10 @@ async def diarize_and_identify(
                 "identified_speakers": sorted(list(identified_speakers)),
                 "unknown_speakers": sorted(list(unknown_speakers)),
                 "similarity_threshold": threshold,
-                "filtered": identify_only_enrolled
-            }
+                "filtered": identify_only_enrolled,
+            },
         }
-        
+
     except Exception as e:
         log.error(f"Error during diarize-and-identify: {e}")
         raise HTTPException(500, f"Diarize and identify failed: {str(e)}") from e
@@ -305,17 +371,56 @@ async def diarize_and_identify(
 
 @router.post("/v1/diarize-identify-match")
 async def diarize_identify_match(
-    file: UploadFile = File(None, description="Audio file for diarization and word matching"),
-    transcript_data: str = Form(..., description="JSON string with transcript words and text"),
-    user_id: Optional[int] = Form(default=None, description="User ID for speaker identification"),
-    conversation_id: Optional[str] = Form(default=None, description="Conversation ID to fetch audio from backend"),
-    backend_token: Optional[str] = Form(default=None, description="JWT token for backend API authentication"),
-    min_duration: float = Form(default=0.5, description="Minimum segment duration in seconds"),
-    similarity_threshold: float = Form(default=0.45, description="Speaker similarity threshold"),
-    min_speakers: Optional[int] = Form(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Form(default=None, description="Maximum number of speakers to detect"),
-    collar: float = Form(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: float = Form(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        None, description="Audio file for diarization and word matching"
+    ),
+    transcript_data: str = Form(
+        ..., description="JSON string with transcript words and text"
+    ),
+    user_id: Optional[int] = Form(
+        default=None, description="User ID for speaker identification"
+    ),
+    conversation_id: Optional[str] = Form(
+        default=None, description="Conversation ID to fetch audio from backend"
+    ),
+    backend_token: Optional[str] = Form(
+        default=None, description="JWT token for backend API authentication"
+    ),
+    min_duration: float = Form(
+        default=0.5, description="Minimum segment duration in seconds"
+    ),
+    similarity_threshold: float = Form(
+        default=DEFAULT_SIMILARITY_THRESHOLD, description="Speaker similarity threshold"
+    ),
+    min_speakers: Optional[int] = Form(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Form(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: float = Form(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: float = Form(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
+    reconciliation_threshold: float = Form(
+        default=0.4,
+        description="Minimum cosine similarity to merge two chunk-local speaker "
+        "centroids into one global speaker during cross-chunk reconciliation",
+    ),
+    identify_margin: float = Form(
+        default=0.1,
+        description="Minimum cosine gap between the best and runner-up enrolled speaker "
+        "for a cluster to be confidently identified (open-set ambiguity guard)",
+    ),
+    exclusive: bool = Form(
+        default=True,
+        description="Prevent one enrolled speaker from being assigned to two different "
+        "diarized speakers in the same conversation",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
@@ -342,14 +447,20 @@ async def diarize_identify_match(
     """
     log.info(f"Processing diarize-identify-match request")
     log.info(f"Mode: {'conversation' if conversation_id else 'file upload'}")
-    log.info(f"Parameters - user_id: {user_id}, min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}")
-    log.info(f"Transcript data length: {len(transcript_data) if transcript_data else 0}")
+    log.info(
+        f"Parameters - user_id: {user_id}, min_duration: {min_duration}, similarity_threshold: {similarity_threshold}, min_speakers: {min_speakers}, max_speakers: {max_speakers}, collar: {collar}, min_duration_off: {min_duration_off}"
+    )
+    log.info(
+        f"Transcript data length: {len(transcript_data) if transcript_data else 0}"
+    )
 
     # Validate: must provide either file OR conversation_id
     if not file and not conversation_id:
         raise HTTPException(400, "Must provide either audio file or conversation_id")
     if file and conversation_id:
-        raise HTTPException(400, "Cannot provide both audio file and conversation_id - choose one mode")
+        raise HTTPException(
+            400, "Cannot provide both audio file and conversation_id - choose one mode"
+        )
     if conversation_id and not backend_token:
         raise HTTPException(400, "backend_token required when using conversation_id")
 
@@ -365,8 +476,8 @@ async def diarize_identify_match(
             detail={
                 "error": "validation_error",
                 "message": error_msg,
-                "field": "transcript_data"
-            }
+                "field": "transcript_data",
+            },
         ) from e
 
     if not words:
@@ -377,54 +488,61 @@ async def diarize_identify_match(
             detail={
                 "error": "validation_error",
                 "message": error_msg,
-                "field": "transcript_data.words"
-            }
+                "field": "transcript_data.words",
+            },
         )
 
     # Resource check - verify model is loaded before processing
     audio_backend = get_audio_backend()
-    if not audio_backend or not hasattr(audio_backend, 'async_diarize'):
+    if not audio_backend or not hasattr(audio_backend, "async_diarize"):
         log.error("❌ RESOURCE ERROR: Diarization model not loaded")
         raise HTTPException(
             503,
             detail={
                 "error": "resource_error",
                 "message": "Diarization model not loaded",
-                "resource": "diarization_model"
-            }
+                "resource": "diarization_model",
+            },
         )
 
     # Get settings for chunking configuration
+    # Lazy import: api.service imports this routers package at module load
+    # time, so importing it at module level here would create a circular import.
     from simple_speaker_recognition.api.service import auth as settings
+
     max_diarize_duration = settings.max_diarize_duration  # Default 60 seconds
     diarize_chunk_overlap = settings.diarize_chunk_overlap  # Default 5 seconds
     MAX_AUDIO_DURATION = 7200  # 2 hours hard limit
 
     # Mode 1: Conversation mode - fetch audio from backend
     if conversation_id:
-        from simple_speaker_recognition.core.backend_client import BackendClient
-
         backend_client = BackendClient(settings.backend_api_url)
         try:
             # Get conversation metadata
-            metadata = await backend_client.get_conversation_metadata(conversation_id, backend_token)
-            total_duration = metadata.get('duration')
+            metadata = await backend_client.get_conversation_metadata(
+                conversation_id, backend_token
+            )
+            total_duration = metadata.get("duration")
             if total_duration is None:
                 raise HTTPException(400, "Conversation metadata missing duration field")
 
-            log.info(f"Conversation {conversation_id[:12]}: duration={total_duration:.1f}s")
+            log.info(
+                f"Conversation {conversation_id[:12]}: duration={total_duration:.1f}s"
+            )
 
             # Validate: 2 hour maximum
             if total_duration > MAX_AUDIO_DURATION:
-                raise HTTPException(400, f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)")
+                raise HTTPException(
+                    400,
+                    f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)",
+                )
 
             # Fetch full audio from backend
-            log.info(f"Fetching audio from backend for conversation {conversation_id[:12]}")
+            log.info(
+                f"Fetching audio from backend for conversation {conversation_id[:12]}"
+            )
             wav_bytes = await backend_client.get_audio_segment(
-                conversation_id,
-                backend_token,
-                start=0.0,
-                duration=total_duration
+                conversation_id, backend_token, start=0.0, duration=total_duration
             )
 
             # Write to temp file
@@ -442,22 +560,26 @@ async def diarize_identify_match(
             tmp_path = Path(tmp_file.name)
 
         # Get audio duration for validation
-        from simple_speaker_recognition.utils.audio_processing import get_audio_info
         audio_info = get_audio_info(str(tmp_path))
-        total_duration = audio_info.get('duration_seconds', 0)
+        total_duration = audio_info.get("duration_seconds", 0)
 
         log.info(f"Uploaded file: {file.filename}, duration={total_duration:.1f}s")
 
         # Validate: 2 hour maximum
         if total_duration > MAX_AUDIO_DURATION:
             tmp_path.unlink(missing_ok=True)
-            raise HTTPException(400, f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)")
+            raise HTTPException(
+                400,
+                f"Audio duration {total_duration:.1f}s exceeds maximum allowed duration of {MAX_AUDIO_DURATION}s (2 hours)",
+            )
 
     try:
         # Step 1: Perform diarization (chunking happens automatically inside if needed)
         log.info(f"Performing speaker diarization on {tmp_path}")
         if min_speakers or max_speakers:
-            log.info(f"Using speaker constraints: min={min_speakers}, max={max_speakers}")
+            log.info(
+                f"Using speaker constraints: min={min_speakers}, max={max_speakers}"
+            )
 
         # Use audio_backend from early validation (already checked above)
         diarization_segments = await audio_backend.async_diarize(
@@ -467,88 +589,103 @@ async def diarize_identify_match(
             collar=collar,
             min_duration_off=min_duration_off,
             max_duration=max_diarize_duration,
-            chunk_overlap=diarize_chunk_overlap
+            chunk_overlap=diarize_chunk_overlap,
+            reconciliation_threshold=reconciliation_threshold,
         )
-        
+
         # Apply minimum duration filter
         if min_duration > 0:
             original_count = len(diarization_segments)
-            diarization_segments = [s for s in diarization_segments if s["duration"] >= min_duration]
+            diarization_segments = [
+                s for s in diarization_segments if s["duration"] >= min_duration
+            ]
             if len(diarization_segments) < original_count:
-                log.info(f"Filtered out {original_count - len(diarization_segments)} segments shorter than {min_duration}s")
-        
-        # Step 2: Identify speakers for each segment
+                log.info(
+                    f"Filtered out {original_count - len(diarization_segments)} segments shorter than {min_duration}s"
+                )
+
+        # Step 2: Identify speakers — ONE decision per diarized speaker, not per
+        # segment. We pool a single centroid embedding per (globally-reconciled)
+        # speaker label and identify that against the gallery. This is far more robust
+        # than per-segment argmax: short noisy segments no longer flip identities or
+        # each spawn their own "Unknown Speaker N". (cluster-then-identify)
+        label_assignment: Dict[str, Dict] = {}
+        label_centroids: Dict[str, Any] = {}
+        if user_id:
+            # Pool one centroid per diarized speaker from its longest segments, then
+            # greedily assign each to an enrolled speaker (threshold + margin + exclusive).
+            label_centroids = await audio_backend._embed_local_speakers(
+                tmp_path, diarization_segments
+            )
+            label_assignment = await assign_clusters_to_speakers(
+                db,
+                label_centroids,
+                user_id,
+                similarity_threshold,
+                identify_margin=identify_margin,
+                exclusive=exclusive,
+            )
+            for label, a in label_assignment.items():
+                log.info(
+                    f"Cluster {label} -> {a['name']} (confidence {a['confidence']:.3f})"
+                )
+
+        # Step 3: Build per-segment output, applying each cluster's single decision and
+        # matching transcript words to segments by word-midpoint overlap.
         enhanced_segments = []
         for segment in diarization_segments:
             speaker_label = segment["speaker"]
             start_time = segment["start"]
             end_time = segment["end"]
-            
-            # Extract audio for this segment using correct method
-            segment_audio = audio_backend.load_wave(tmp_path, start_time, end_time)
-            
-            # Check if we can identify this speaker
-            speaker_info = None
-            confidence = 0.0
-            found = False
-            if user_id:
-                # Generate embedding for this segment
-                emb = await audio_backend.async_embed(segment_audio)
-                
-                # Identify speaker using the database
-                found, speaker_info, confidence = await db.identify(emb, user_id=user_id)
-            
-            # Step 3: Match transcript words to this segment
+
             segment_words = []
             for word in words:
                 word_start = word.get("start", 0.0)
                 word_end = word.get("end", 0.0)
                 word_mid = (word_start + word_end) / 2
-
-                # Word belongs to this segment if its midpoint is within range
                 if start_time <= word_mid <= end_time:
                     segment_words.append(word)  # Keep full word object with timestamps
 
-            # Create segment with matched text
             segment_text = " ".join(w.get("word", "") for w in segment_words).strip()
-            
-            if speaker_info and confidence >= similarity_threshold:
-                # Identified speaker
-                enhanced_segments.append({
-                    "text": segment_text,
-                    "start": round(start_time, 3),
-                    "end": round(end_time, 3),
-                    "speaker": speaker_label,
-                    "identified_as": speaker_info["name"],
-                    "speaker_id": speaker_info["id"],
-                    "confidence": round(float(confidence), 3),
-                    "status": "identified",
-                    "words": segment_words  # Include word-level timestamps
-                })
+
+            assignment = label_assignment.get(speaker_label)
+            if assignment:
+                enhanced_segments.append(
+                    {
+                        "text": segment_text,
+                        "start": round(start_time, 3),
+                        "end": round(end_time, 3),
+                        "speaker": speaker_label,
+                        "identified_as": assignment["name"],
+                        "speaker_id": assignment["id"],
+                        "confidence": round(float(assignment["confidence"]), 3),
+                        "status": "identified",
+                        "words": segment_words,  # Include word-level timestamps
+                    }
+                )
             else:
-                # Unknown speaker
-                enhanced_segments.append({
-                    "text": segment_text,
-                    "start": round(start_time, 3),
-                    "end": round(end_time, 3),
-                    "speaker": speaker_label,
-                    "identified_as": None,
-                    "speaker_id": None,
-                    "confidence": round(float(confidence), 3) if confidence else 0.0,
-                    "status": "unknown",
-                    "words": segment_words  # Include word-level timestamps
-                })
-        
+                enhanced_segments.append(
+                    {
+                        "text": segment_text,
+                        "start": round(start_time, 3),
+                        "end": round(end_time, 3),
+                        "speaker": speaker_label,
+                        "identified_as": None,
+                        "speaker_id": None,
+                        "confidence": 0.0,
+                        "status": "unknown",
+                        "words": segment_words,  # Include word-level timestamps
+                    }
+                )
+
         # Create summary
-        identified_speakers = list(set(
-            s["identified_as"] for s in enhanced_segments 
-            if s["identified_as"]
-        ))
-        unknown_speakers = list(set(
-            s["speaker"] for s in enhanced_segments 
-            if not s["identified_as"]
-        ))
-        
+        identified_speakers = list(
+            set(s["identified_as"] for s in enhanced_segments if s["identified_as"])
+        )
+        unknown_speakers = list(
+            set(s["speaker"] for s in enhanced_segments if not s["identified_as"])
+        )
+
         response = {
             "segments": enhanced_segments,
             "summary": {
@@ -556,126 +693,302 @@ async def diarize_identify_match(
                 "identified_speakers": identified_speakers,
                 "unknown_speakers": unknown_speakers,
                 "similarity_threshold": similarity_threshold,
-                "processing_mode": "diarize_identify_match"
-            }
+                "processing_mode": "diarize_identify_match",
+            },
+            # Per-diarized-speaker pooled centroids — stored by the backend so a future
+            # "reprocess impact" check can re-identify against the updated gallery without
+            # re-embedding (see /v1/reidentify-clusters).
+            "cluster_centroids": {
+                label: np.asarray(c, dtype=np.float32).tolist()
+                for label, c in label_centroids.items()
+            },
         }
-        
-        log.info(f"Diarize-identify-match complete: {len(enhanced_segments)} segments, "
-                f"{len(identified_speakers)} identified speakers")
+
+        log.info(
+            f"Diarize-identify-match complete: {len(enhanced_segments)} segments, "
+            f"{len(identified_speakers)} identified speakers"
+        )
         return response
-        
+
     finally:
         # Clean up temporary file
         tmp_path.unlink(missing_ok=True)
 
 
+class ReidentifyClustersRequest(BaseModel):
+    """Replay cluster→speaker assignment against the current gallery (no audio)."""
+
+    clusters: Dict[str, List[float]]
+    user_id: int
+    similarity_threshold: float = DEFAULT_SIMILARITY_THRESHOLD
+    identify_margin: float = 0.1
+    exclusive: bool = True
+
+
+@router.post("/v1/reidentify-clusters")
+async def reidentify_clusters(
+    req: ReidentifyClustersRequest, db: UnifiedSpeakerDB = Depends(get_db)
+):
+    """Re-identify stored per-cluster centroids against the CURRENT gallery.
+
+    Pure vector math (no GPU, no audio) — powers the "reprocess impact" check: feed a
+    past conversation's stored cluster centroids and get what the speaker labels would
+    be now, after voiceprint cleanup. Returns ``{label: {name, id, confidence}}`` for
+    clusters that resolve to an enrolled speaker.
+    """
+    centroids = {
+        label: np.asarray(vec, dtype=np.float32) for label, vec in req.clusters.items()
+    }
+    assignments = await assign_clusters_to_speakers(
+        db,
+        centroids,
+        req.user_id,
+        req.similarity_threshold,
+        identify_margin=req.identify_margin,
+        exclusive=req.exclusive,
+    )
+    return {"assignments": assignments}
+
+
+@router.post("/v1/embed-clusters")
+async def embed_clusters(
+    segments_data: str = Form(
+        ..., description='JSON list of {"speaker","start","end"} diarized segments'
+    ),
+    conversation_id: Optional[str] = Form(
+        None, description="Fetch audio from the backend for this conversation"
+    ),
+    backend_token: Optional[str] = Form(
+        None, description="JWT for backend audio fetch (required with conversation_id)"
+    ),
+    file: UploadFile = File(None, description="Or upload the audio directly"),
+):
+    """Pool one centroid per diarized speaker for an EXISTING segmentation.
+
+    Used by the one-time backlog backfill: it embeds a past conversation's clusters from
+    its already-stored segment boundaries (no re-diarization), so the stored centroids
+    match what production identification used. Returns ``{label: centroid}``.
+    """
+    audio_backend = get_audio_backend()
+    if not audio_backend:
+        raise HTTPException(503, "Audio backend not initialized")
+    if not conversation_id and not file:
+        raise HTTPException(
+            400, "Provide either conversation_id+backend_token or a file"
+        )
+    if conversation_id and not backend_token:
+        raise HTTPException(400, "backend_token required with conversation_id")
+
+    try:
+        raw_segments = json.loads(segments_data)
+    except json.JSONDecodeError as e:
+        raise HTTPException(400, f"Invalid segments_data JSON: {e}") from e
+
+    diar_segments = [
+        {
+            "speaker": s.get("speaker") or s.get("label"),
+            "start": float(s["start"]),
+            "end": float(s["end"]),
+        }
+        for s in raw_segments
+        if (s.get("speaker") or s.get("label")) is not None
+    ]
+    if not diar_segments:
+        raise HTTPException(400, "No usable segments (need speaker + start + end)")
+
+    if conversation_id:
+        # Lazy import: api.service imports this routers package at module load
+        # time, so importing it at module level here would create a circular import.
+        from simple_speaker_recognition.api.service import auth as settings
+
+        backend_client = BackendClient(settings.backend_api_url)
+        try:
+            total = max(s["end"] for s in diar_segments)
+            wav_bytes = await backend_client.get_audio_segment(
+                conversation_id, backend_token, start=0.0, duration=total
+            )
+        finally:
+            await backend_client.close()
+        with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
+            tmp_file.write(wav_bytes)
+            tmp_path = Path(tmp_file.name)
+    else:
+        with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp_file:
+            tmp_file.write(await file.read())
+            tmp_path = Path(tmp_file.name)
+
+    try:
+        centroids = await audio_backend._embed_local_speakers(tmp_path, diar_segments)
+        return {
+            "clusters": {
+                label: np.asarray(c, dtype=np.float32).tolist()
+                for label, c in centroids.items()
+            }
+        }
+    finally:
+        tmp_path.unlink(missing_ok=True)
+
+
 @router.post("/plain-diarize-and-identify")
 async def plain_diarize_and_identify(
-    file: UploadFile = File(..., description="Audio file for plain diarization and speaker identification"),
-    min_duration: Optional[float] = Form(default=0.5, description="Minimum duration for speaker segments (seconds)"),
-    similarity_threshold: Optional[float] = Form(default=None, description="Override default similarity threshold for identification"),
-    identify_only_enrolled: bool = Form(default=False, description="Only return segments for enrolled speakers"),
-    user_id: Optional[int] = Form(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
-    min_speakers: Optional[int] = Form(default=None, description="Minimum number of speakers to detect"),
-    max_speakers: Optional[int] = Form(default=None, description="Maximum number of speakers to detect"),
-    collar: Optional[float] = Form(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments"),
-    min_duration_off: Optional[float] = Form(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary"),
+    file: UploadFile = File(
+        ..., description="Audio file for plain diarization and speaker identification"
+    ),
+    min_duration: Optional[float] = Form(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    ),
+    similarity_threshold: Optional[float] = Form(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    identify_only_enrolled: bool = Form(
+        default=False, description="Only return segments for enrolled speakers"
+    ),
+    user_id: Optional[int] = Form(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
+    min_speakers: Optional[int] = Form(
+        default=None, description="Minimum number of speakers to detect"
+    ),
+    max_speakers: Optional[int] = Form(
+        default=None, description="Maximum number of speakers to detect"
+    ),
+    collar: Optional[float] = Form(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    ),
+    min_duration_off: Optional[float] = Form(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Plain diarization and speaker identification without transcription.
-    
+
     This is an alias for the standard diarize-and-identify endpoint,
     provided for frontend compatibility with different processing modes.
     """
-    log.info("Processing plain-diarize-and-identify request (redirecting to standard diarize-and-identify)")
-    
+    log.info(
+        "Processing plain-diarize-and-identify request (redirecting to standard diarize-and-identify)"
+    )
+
     # Simply call the existing diarize_and_identify function with the same parameters
-    return await diarize_and_identify(file, min_duration, similarity_threshold, identify_only_enrolled, user_id, min_speakers, max_speakers, collar, min_duration_off, db)
+    return await diarize_and_identify(
+        file,
+        min_duration,
+        similarity_threshold,
+        identify_only_enrolled,
+        user_id,
+        min_speakers,
+        max_speakers,
+        collar,
+        min_duration_off,
+        db,
+    )
 
 
 @router.post("/identify", response_model=IdentifyResponse)
 async def identify(
     file: UploadFile = File(..., description="Audio file for speaker identification"),
-    similarity_threshold: Optional[float] = Form(default=None, description="Override default similarity threshold for identification"),
-    user_id: Optional[int] = Form(default=None, description="User ID to scope speaker identification to user's enrolled speakers"),
+    similarity_threshold: Optional[float] = Form(
+        default=None,
+        description="Override default similarity threshold for identification",
+    ),
+    user_id: Optional[int] = Form(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Identify the speaker in an audio file.
-    
+
     This endpoint is optimized for real-time processing:
     1. Assumes the audio contains speech from a single speaker
     2. Extracts embedding from the entire audio chunk
     3. Identifies the enrolled speaker
     4. Returns a single identification result
-    
+
     Designed for use with utterance boundaries in real-time transcription.
     """
     log.info("Processing identify request")
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await file.read())
         tmp_path = Path(tmp.name)
-        
+
         # Debug: Copy WAV file to debug directory
         try:
             debug_dir = Path("/app/debug")
             if not debug_dir.exists():
                 log.error(f"Debug directory does not exist, creating: {debug_dir}")
-            
+
             # Create filename with timestamp and original filename
             timestamp = datetime.now().strftime("%Y%m%d_%H%M%S_%f")[:-3]  # milliseconds
-            original_name = getattr(file, 'filename', 'utterance.wav') or 'utterance.wav'
+            original_name = (
+                getattr(file, "filename", "utterance.wav") or "utterance.wav"
+            )
             debug_filename = f"{timestamp}_{original_name}"
             debug_path = debug_dir / debug_filename
-            
+
             # Copy the temp file to debug location
             shutil.copy2(tmp_path, debug_path)
-            
+
             log.info(f"🐛 [DEBUG] WAV file dumped to: {debug_path}")
         except Exception as e:
             log.warning(f"Failed to dump debug WAV file: {e}")
-    
+
     try:
         # Get audio info for duration
         audio_info = get_audio_info(str(tmp_path))
-        duration = audio_info.get('duration_seconds')
-        
+        duration = audio_info.get("duration_seconds")
+
         if duration is None:
             raise ValueError("Failed to get audio duration from file")
-        
+
         log.info(f"Processing audio: {duration:.2f}s duration")
-        
+
         # Load the entire audio file (no segmentation needed)
         audio_backend = get_audio_backend()
         wav = audio_backend.load_wave(tmp_path)
-        
+
         # Generate embedding for the entire utterance
         emb = await audio_backend.async_embed(wav)
-        
+
         # Use custom threshold if provided, otherwise use default
-        threshold = similarity_threshold if similarity_threshold is not None else db.similarity_thr
-        
+        threshold = (
+            similarity_threshold
+            if similarity_threshold is not None
+            else db.similarity_thr
+        )
+
         # Identify speaker with custom threshold
         found = False
         speaker_info = None
         confidence = 0.0
-        
+
         # Temporarily override threshold for this identification
         original_threshold = db.similarity_thr
         db.similarity_thr = threshold
         try:
-            found, speaker_info, confidence = await db.identify(emb, user_id=user_id)
+            found, speaker_info, confidence, candidates = await db.identify_with_candidates(
+                emb, user_id=user_id
+            )
             confidence = validate_confidence(confidence, "speaker_identification")
         finally:
             db.similarity_thr = original_threshold
-        
+
         # Build response
         if found and speaker_info:
-            confidence_str = safe_format_confidence(confidence, "speaker_identification")
-            log.info(f"Speaker identified as {speaker_info['name']} (confidence: {confidence_str})")
-            
+            confidence_str = safe_format_confidence(
+                confidence, "speaker_identification"
+            )
+            log.info(
+                f"Speaker identified as {speaker_info['name']} (confidence: {confidence_str})"
+            )
+
             return IdentifyResponse(
                 found=True,
                 speaker_id=speaker_info["id"],
@@ -683,11 +996,14 @@ async def identify(
                 confidence=round(float(confidence), 3),
                 status=SpeakerStatus.IDENTIFIED,
                 similarity_threshold=threshold,
-                duration=round(duration, 3)
+                duration=round(duration, 3),
+                candidates=candidates,
             )
         else:
-            log.info(f"Speaker not identified (confidence: {confidence:.3f} < threshold: {threshold:.3f})")
-            
+            log.info(
+                f"Speaker not identified (confidence: {confidence:.3f} < threshold: {threshold:.3f})"
+            )
+
             return IdentifyResponse(
                 found=False,
                 speaker_id=None,
@@ -695,9 +1011,10 @@ async def identify(
                 confidence=round(float(confidence), 3),
                 status=SpeakerStatus.UNKNOWN,
                 similarity_threshold=threshold,
-                duration=round(duration, 3)
+                duration=round(duration, 3),
+                candidates=candidates,
             )
-        
+
     except Exception as e:
         log.error(f"Error during speaker identification: {e}")
         raise HTTPException(500, f"Speaker identification failed: {str(e)}") from e
@@ -707,30 +1024,34 @@ async def identify(
 
 @router.post("/annotations/analyze-segments")
 async def analyze_annotation_segments(
-    audio_file: UploadFile = File(..., description="Audio file containing the segments"),
+    audio_file: UploadFile = File(
+        ..., description="Audio file containing the segments"
+    ),
     segments: str = Form(..., description="JSON string of segments to analyze"),
     method: str = Form(default="umap", description="Dimensionality reduction method"),
     cluster_method: str = Form(default="dbscan", description="Clustering method"),
-    similarity_threshold: float = Form(default=0.8, description="Similarity threshold"),
+    similarity_threshold: float = Form(
+        default=DEFAULT_SIMILARITY_THRESHOLD, description="Similarity threshold"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Analyze speaker embedding clustering for annotation segments.
-    
+
     This endpoint extracts embeddings from specific segments in an audio file
     and performs clustering analysis to help visualize speaker separation.
     """
-    import json
-    
     # Parse segments JSON
     try:
         segments_data = json.loads(segments)
         request_segments = [AnnotationSegment(**seg) for seg in segments_data]
     except Exception as e:
         raise HTTPException(400, f"Invalid segments JSON: {str(e)}")
-    
-    log.info(f"Processing segment analysis request for {len(request_segments)} segments")
-    
+
+    log.info(
+        f"Processing segment analysis request for {len(request_segments)} segments"
+    )
+
     if len(request_segments) == 0:
         return {
             "status": "success",
@@ -740,7 +1061,7 @@ async def analyze_annotation_segments(
                 "embeddings_2d": [],
                 "embeddings_3d": [],
                 "cluster_labels": [],
-                "colors": []
+                "colors": [],
             },
             "clustering": {"n_clusters": 0, "method": cluster_method},
             "similar_speakers": [],
@@ -748,83 +1069,93 @@ async def analyze_annotation_segments(
             "parameters": {
                 "reduction_method": method,
                 "cluster_method": cluster_method,
-                "similarity_threshold": similarity_threshold
-            }
+                "similarity_threshold": similarity_threshold,
+            },
         }
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await audio_file.read())
         tmp_path = Path(tmp.name)
-    
+
     try:
         # Extract embeddings for each segment
         audio_backend = get_audio_backend()
         embeddings_dict = {}
-        
+
         for i, segment in enumerate(request_segments):
             try:
                 # Load audio segment
                 wav = audio_backend.load_wave(tmp_path, segment.start, segment.end)
-                
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                
+
                 # Debug: Log embedding shape and type
-                log.info(f"Raw embedding shape: {emb.shape if hasattr(emb, 'shape') else type(emb)}, dtype: {emb.dtype if hasattr(emb, 'dtype') else 'unknown'}")
-                
+                log.info(
+                    f"Raw embedding shape: {emb.shape if hasattr(emb, 'shape') else type(emb)}, dtype: {emb.dtype if hasattr(emb, 'dtype') else 'unknown'}"
+                )
+
                 # Ensure embedding is properly shaped (should be 1D)
-                if hasattr(emb, 'shape') and len(emb.shape) > 1:
+                if hasattr(emb, "shape") and len(emb.shape) > 1:
                     emb = emb.flatten()
-                elif not hasattr(emb, 'shape'):
+                elif not hasattr(emb, "shape"):
                     emb = np.array(emb).flatten()
-                
+
                 log.info(f"Processed embedding shape: {emb.shape}")
-                
+
                 # Create unique identifier for this segment
                 segment_id = f"{segment.speaker_label}_seg_{i}_{segment.start:.2f}s"
                 embeddings_dict[segment_id] = emb
-                
-                log.debug(f"Extracted embedding for segment {i}: {segment.speaker_label} ({segment.start:.2f}s - {segment.end:.2f}s)")
-                
+
+                log.debug(
+                    f"Extracted embedding for segment {i}: {segment.speaker_label} ({segment.start:.2f}s - {segment.end:.2f}s)"
+                )
+
             except Exception as e:
                 log.warning(f"Failed to extract embedding for segment {i}: {e}")
                 continue
-        
+
         if not embeddings_dict:
             return {
                 "status": "error",
                 "message": "Failed to extract embeddings from any segments",
-                "error": "No valid segments could be processed"
+                "error": "No valid segments could be processed",
             }
-        
+
+        # Keep this import local: `analysis` pulls in umap/numba, which can trigger
+        # ROCm/llvmlite startup-time segfaults on Strix Halo when imported at module load.
+        from simple_speaker_recognition.utils.analysis import create_speaker_analysis
+
         # Perform analysis on extracted embeddings
         log.info(f"Analyzing {len(embeddings_dict)} segment embeddings")
         analysis_result = create_speaker_analysis(
             embeddings_dict=embeddings_dict,
             method=method,
             cluster_method=cluster_method,
-            similarity_threshold=similarity_threshold
+            similarity_threshold=similarity_threshold,
         )
-        
+
         if analysis_result.get("status") == "failed":
             log.error(f"Analysis failed: {analysis_result.get('error')}")
             return {
                 "status": "error",
                 "message": "Embedding analysis failed",
-                "error": analysis_result.get("error")
+                "error": analysis_result.get("error"),
             }
-        
+
         # Add metadata about segments
         analysis_result["segment_info"] = {
             "total_segments": len(request_segments),
             "processed_segments": len(embeddings_dict),
             "unique_speakers": list(set(seg.speaker_label for seg in request_segments)),
-            "total_duration": sum(seg.end - seg.start for seg in request_segments)
+            "total_duration": sum(seg.end - seg.start for seg in request_segments),
         }
-        
-        log.info(f"Segment analysis completed successfully for {len(embeddings_dict)} segments")
+
+        log.info(
+            f"Segment analysis completed successfully for {len(embeddings_dict)} segments"
+        )
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error during segment analysis: {e}")
         raise HTTPException(500, f"Segment analysis failed: {str(e)}") from e
@@ -834,101 +1165,123 @@ async def analyze_annotation_segments(
 
 @router.post("/annotations/analyze-with-enrolled")
 async def analyze_segments_with_enrolled_speakers(
-    audio_file: UploadFile = File(..., description="Audio file containing the segments"),
+    audio_file: UploadFile = File(
+        ..., description="Audio file containing the segments"
+    ),
     segments: str = Form(..., description="JSON string of segments to analyze"),
-    expected_speakers: int = Form(default=2, description="Expected number of speakers in audio"),
-    user_id: Optional[int] = Form(default=None, description="User ID to get enrolled speakers"),
+    expected_speakers: int = Form(
+        default=2, description="Expected number of speakers in audio"
+    ),
+    user_id: Optional[int] = Form(
+        default=None, description="User ID to get enrolled speakers"
+    ),
     method: str = Form(default="umap", description="Dimensionality reduction method"),
     cluster_method: str = Form(default="dbscan", description="Clustering method"),
-    similarity_threshold: float = Form(default=0.8, description="Similarity threshold"),
+    similarity_threshold: float = Form(
+        default=DEFAULT_SIMILARITY_THRESHOLD, description="Similarity threshold"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     Combined analysis of annotation segments and enrolled speakers.
-    
+
     This endpoint:
     1. Extracts embeddings from annotation segments
-    2. Gets embeddings from enrolled speakers  
+    2. Gets embeddings from enrolled speakers
     3. Combines both in unified visualization
     4. Suggests optimal threshold based on separation
     """
-    import json
-    
     # Parse segments JSON
     try:
         segments_data = json.loads(segments)
         request_segments = [AnnotationSegment(**seg) for seg in segments_data]
     except Exception as e:
         raise HTTPException(400, f"Invalid segments JSON: {str(e)}")
-    
-    log.info(f"Processing combined analysis for {len(request_segments)} segments with {expected_speakers} expected speakers")
-    
+
+    log.info(
+        f"Processing combined analysis for {len(request_segments)} segments with {expected_speakers} expected speakers"
+    )
+
     if len(request_segments) == 0:
         return {
             "status": "error",
             "message": "No segments provided",
-            "error": "No segments to analyze"
+            "error": "No segments to analyze",
         }
-    
+
     with secure_temp_file() as tmp:
         tmp.write(await audio_file.read())
         tmp_path = Path(tmp.name)
-    
+
     try:
         # Get audio duration for bounds checking
         audio_info = get_audio_info(tmp_path)
         audio_duration = audio_info.get("duration_seconds")
-        
+
         if audio_duration is None:
             raise ValueError("Failed to get audio duration from file")
-            
+
         log.info(f"Audio file duration: {audio_duration:.3f}s")
-        
+
         # Extract embeddings from annotation segments
         audio_backend = get_audio_backend()
         segment_embeddings_dict = {}
-        
+
         for i, segment in enumerate(request_segments):
             try:
                 # Validate and clip segment times
                 segment_start = max(0, segment.start)
                 segment_end = min(audio_duration, segment.end)
-                
+
                 # Check if segment end exceeds audio duration
                 if segment.end > audio_duration:
-                    log.warning(f"Segment {i} end time {segment.end:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {segment_end:.3f}s")
-                
+                    log.warning(
+                        f"Segment {i} end time {segment.end:.3f}s exceeds audio duration {audio_duration:.3f}s, clipping to {segment_end:.3f}s"
+                    )
+
                 duration = segment_end - segment_start
                 if duration <= 0:
-                    log.warning(f"Invalid segment duration for segment {i}: {duration}s")
+                    log.warning(
+                        f"Invalid segment duration for segment {i}: {duration}s"
+                    )
                     continue
-                
-                log.info(f"Processing segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s, duration: {duration:.2f}s)")
-                
+
+                log.info(
+                    f"Processing segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s, duration: {duration:.2f}s)"
+                )
+
                 # Load audio segment with clipped times
                 wav = audio_backend.load_wave(tmp_path, segment_start, segment_end)
-                log.debug(f"Loaded audio segment shape: {wav.shape if hasattr(wav, 'shape') else 'unknown'}")
-                
+                log.debug(
+                    f"Loaded audio segment shape: {wav.shape if hasattr(wav, 'shape') else 'unknown'}"
+                )
+
                 # Generate embedding
                 emb = await audio_backend.async_embed(wav)
-                log.debug(f"Generated embedding shape: {emb.shape if hasattr(emb, 'shape') else 'unknown'}")
-                
+                log.debug(
+                    f"Generated embedding shape: {emb.shape if hasattr(emb, 'shape') else 'unknown'}"
+                )
+
                 # Ensure embedding is properly shaped (should be 1D)
-                if hasattr(emb, 'shape') and len(emb.shape) > 1:
+                if hasattr(emb, "shape") and len(emb.shape) > 1:
                     emb = emb.flatten()
-                elif not hasattr(emb, 'shape'):
+                elif not hasattr(emb, "shape"):
                     emb = np.array(emb).flatten()
-                
+
                 # Create identifier for this segment using clipped times
                 segment_id = f"segment_{i}_{segment.speaker_label}_{segment_start:.2f}s"
                 segment_embeddings_dict[segment_id] = emb
-                
-                log.info(f"Successfully extracted embedding for segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s), embedding shape: {emb.shape}")
-                
+
+                log.info(
+                    f"Successfully extracted embedding for segment {i}: {segment.speaker_label} ({segment_start:.2f}s - {segment_end:.2f}s), embedding shape: {emb.shape}"
+                )
+
             except Exception as e:
-                log.error(f"Failed to extract embedding for segment {i}: {e}", exc_info=True)
+                log.error(
+                    f"Failed to extract embedding for segment {i}: {e}", exc_info=True
+                )
                 continue
-        
+
         if not segment_embeddings_dict:
             return {
                 "status": "error",
@@ -937,92 +1290,114 @@ async def analyze_segments_with_enrolled_speakers(
                 "details": {
                     "segments_provided": len(request_segments),
                     "segments_processed": 0,
-                    "hint": "This usually happens when: 1) Audio file is corrupted, 2) Segments are too short or silent, 3) Audio format is unsupported"
-                }
+                    "hint": "This usually happens when: 1) Audio file is corrupted, 2) Segments are too short or silent, 3) Audio format is unsupported",
+                },
             }
-        
+
         # Get enrolled speaker embeddings
         enrolled_embeddings_dict = {}
         if user_id:
             db_session = get_db_session()
             try:
-                enrolled_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
-                
+                enrolled_speakers = (
+                    db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+                )
+
                 for speaker in enrolled_speakers:
                     if speaker.embedding_data:
                         try:
-                            embedding = np.array(json.loads(speaker.embedding_data), dtype=np.float32)
-                            enrolled_embeddings_dict[f"enrolled_{speaker.id}_{speaker.name}"] = embedding
+                            embedding = np.array(
+                                json.loads(speaker.embedding_data), dtype=np.float32
+                            )
+                            enrolled_embeddings_dict[
+                                f"enrolled_{speaker.id}_{speaker.name}"
+                            ] = embedding
                         except (json.JSONDecodeError, ValueError) as e:
-                            log.warning(f"Invalid embedding data for speaker {speaker.id}: {e}")
+                            log.warning(
+                                f"Invalid embedding data for speaker {speaker.id}: {e}"
+                            )
                             continue
             finally:
                 db_session.close()
-        
+
         # Combine all embeddings for unified analysis
         all_embeddings_dict = {**segment_embeddings_dict, **enrolled_embeddings_dict}
-        
-        log.info(f"Combined analysis: {len(segment_embeddings_dict)} segments + {len(enrolled_embeddings_dict)} enrolled speakers = {len(all_embeddings_dict)} total embeddings")
-        
+
+        log.info(
+            f"Combined analysis: {len(segment_embeddings_dict)} segments + {len(enrolled_embeddings_dict)} enrolled speakers = {len(all_embeddings_dict)} total embeddings"
+        )
+
+        # Keep this import local for the same reason as above: avoid importing
+        # umap/numba during service startup; only load it when analysis endpoints are called.
+        from simple_speaker_recognition.utils.analysis import create_speaker_analysis
+
         # Perform unified analysis
         analysis_result = create_speaker_analysis(
             embeddings_dict=all_embeddings_dict,
             method=method,
             cluster_method=cluster_method,
-            similarity_threshold=similarity_threshold
+            similarity_threshold=similarity_threshold,
         )
-        
+
         if analysis_result.get("status") == "failed":
             log.error(f"Combined analysis failed: {analysis_result.get('error')}")
             return {
-                "status": "error", 
+                "status": "error",
                 "message": "Combined analysis failed",
-                "error": analysis_result.get("error")
+                "error": analysis_result.get("error"),
             }
-        
+
         # Add metadata and smart suggestions
         analysis_result["segment_info"] = {
             "total_segments": len(request_segments),
             "processed_segments": len(segment_embeddings_dict),
             "enrolled_speakers": len(enrolled_embeddings_dict),
             "expected_speakers": expected_speakers,
-            "analysis_type": "combined"
+            "analysis_type": "combined",
         }
-        
+
         # Calculate smart threshold suggestion (basic implementation)
         # TODO: Implement more sophisticated algorithm
         segment_count = len(segment_embeddings_dict)
         enrolled_count = len(enrolled_embeddings_dict)
-        
+
         if enrolled_count == 0:
             suggested_threshold = 0.9  # Very high since no enrolled speakers
-            suggestion_reason = "No enrolled speakers found - use high threshold to avoid false matches"
+            suggestion_reason = (
+                "No enrolled speakers found - use high threshold to avoid false matches"
+            )
         elif segment_count > expected_speakers * 2:
             suggested_threshold = 0.6  # Medium-high for many segments
-            suggestion_reason = f"Many segments detected - recommend higher threshold for precision"
+            suggestion_reason = (
+                f"Many segments detected - recommend higher threshold for precision"
+            )
         else:
             suggested_threshold = 0.4  # Standard threshold
             suggestion_reason = "Standard threshold based on segment count"
-        
+
         analysis_result["smart_suggestion"] = {
             "suggested_threshold": suggested_threshold,
             "confidence": "medium",
             "reasoning": suggestion_reason,
-            "detected_clusters": analysis_result.get("clustering", {}).get("n_clusters", 0),
-            "expected_speakers": expected_speakers
+            "detected_clusters": analysis_result.get("clustering", {}).get(
+                "n_clusters", 0
+            ),
+            "expected_speakers": expected_speakers,
         }
-        
-        # Add embedding type information for visualization  
+
+        # Add embedding type information for visualization
         analysis_result["embedding_types"] = {
             "segments": list(segment_embeddings_dict.keys()),
-            "enrolled": list(enrolled_embeddings_dict.keys())
+            "enrolled": list(enrolled_embeddings_dict.keys()),
         }
-        
-        log.info(f"Combined analysis completed successfully: {len(segment_embeddings_dict)} segments, {len(enrolled_embeddings_dict)} enrolled")
+
+        log.info(
+            f"Combined analysis completed successfully: {len(segment_embeddings_dict)} segments, {len(enrolled_embeddings_dict)} enrolled"
+        )
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error during combined analysis: {e}")
         raise HTTPException(500, f"Combined analysis failed: {str(e)}") from e
     finally:
-        tmp_path.unlink(missing_ok=True)
\ No newline at end of file
+        tmp_path.unlink(missing_ok=True)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
index bc810ef9..3a190850 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/speakers.py
@@ -10,8 +10,8 @@
 import numpy as np
 from fastapi import APIRouter, Depends, File, Form, HTTPException, Query, UploadFile
 from fastapi.responses import FileResponse
-
 from simple_speaker_recognition.api.core.utils import extract_user_id_from_speaker_id
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.models import Speaker
@@ -27,67 +27,96 @@
 # These will be properly resolved when the service starts
 async def get_db():
     """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return await service.get_db()
 
 
 def get_auth():
     """Get auth settings."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.auth
 
 
 @router.get("/speakers")
-async def list_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)):
+async def list_speakers(
+    user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """List all enrolled speakers, optionally filtered by user."""
     db_session = get_db_session()
     try:
         if user_id is not None:
             # Filter by user
-            query_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            query_speakers = (
+                db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            )
         else:
             # Return all speakers
             query_speakers = db_session.query(Speaker).all()
-        
+
         speakers = [
             {
                 "id": speaker.id,
                 "name": speaker.name,
                 "user_id": speaker.user_id,
-                "created_at": speaker.created_at.isoformat() if speaker.created_at else None,
-                "updated_at": speaker.updated_at.isoformat() if speaker.updated_at else None,
+                "created_at": (
+                    speaker.created_at.isoformat() if speaker.created_at else None
+                ),
+                "updated_at": (
+                    speaker.updated_at.isoformat() if speaker.updated_at else None
+                ),
                 "audio_sample_count": speaker.audio_sample_count or 0,
-                "total_audio_duration": speaker.total_audio_duration or 0.0
+                "total_audio_duration": speaker.total_audio_duration or 0.0,
             }
             for speaker in query_speakers
         ]
     finally:
         db_session.close()
-    
+
     return {"speakers": speakers}
 
 
 @router.get("/speakers/analysis")
 async def get_speakers_analysis(
-    user_id: Optional[int] = Query(default=None, description="User ID to filter speakers"),
-    method: str = Query(default="umap", description="Dimensionality reduction method: umap, tsne, pca"),
-    cluster_method: str = Query(default="dbscan", description="Clustering method: dbscan, kmeans"),
-    similarity_threshold: float = Query(default=0.8, description="Threshold for finding similar speakers"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID to filter speakers"
+    ),
+    method: str = Query(
+        default="umap", description="Dimensionality reduction method: umap, tsne, pca"
+    ),
+    cluster_method: str = Query(
+        default="dbscan", description="Clustering method: dbscan, kmeans"
+    ),
+    similarity_threshold: float = Query(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Threshold for finding similar speakers",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Get comprehensive analysis of speaker embeddings including clustering and visualization data."""
+    # Lazy import: `analysis` pulls in umap/numba, which can trigger
+    # ROCm/llvmlite startup-time segfaults on Strix Halo when imported at module load.
     from simple_speaker_recognition.utils.analysis import create_speaker_analysis
-    
-    log.info(f"Generating speaker analysis for user_id={user_id}, method={method}, cluster_method={cluster_method}")
-    
+
+    log.info(
+        f"Generating speaker analysis for user_id={user_id}, method={method}, cluster_method={cluster_method}"
+    )
+
     db_session = get_db_session()
     try:
         # Get speakers, optionally filtered by user
         if user_id is not None:
-            query_speakers = db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            query_speakers = (
+                db_session.query(Speaker).filter(Speaker.user_id == user_id).all()
+            )
         else:
             query_speakers = db_session.query(Speaker).all()
-        
+
         if not query_speakers:
             return {
                 "status": "success",
@@ -97,7 +126,7 @@ async def get_speakers_analysis(
                     "embeddings_2d": [],
                     "embeddings_3d": [],
                     "cluster_labels": [],
-                    "colors": []
+                    "colors": [],
                 },
                 "clustering": {"n_clusters": 0, "method": cluster_method},
                 "similar_speakers": [],
@@ -105,23 +134,25 @@ async def get_speakers_analysis(
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Extract embeddings for analysis and create a mapping of ID to name
         embeddings_dict = {}
         speaker_id_to_name = {}
         for speaker in query_speakers:
             if speaker.embedding_data:
                 try:
-                    embedding = np.array(json.loads(speaker.embedding_data), dtype=np.float32)
+                    embedding = np.array(
+                        json.loads(speaker.embedding_data), dtype=np.float32
+                    )
                     embeddings_dict[speaker.id] = embedding
                     speaker_id_to_name[speaker.id] = speaker.name
                 except (json.JSONDecodeError, ValueError) as e:
                     log.warning(f"Invalid embedding data for speaker {speaker.id}: {e}")
                     continue
-        
+
         if not embeddings_dict:
             return {
                 "status": "success",
@@ -131,7 +162,7 @@ async def get_speakers_analysis(
                     "embeddings_2d": [],
                     "embeddings_3d": [],
                     "cluster_labels": [],
-                    "colors": []
+                    "colors": [],
                 },
                 "clustering": {"n_clusters": 0, "method": cluster_method},
                 "similar_speakers": [],
@@ -139,25 +170,25 @@ async def get_speakers_analysis(
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Perform analysis
         analysis_result = create_speaker_analysis(
             embeddings_dict=embeddings_dict,
             method=method,
             cluster_method=cluster_method,
             similarity_threshold=similarity_threshold,
-            speaker_names=speaker_id_to_name
+            speaker_names=speaker_id_to_name,
         )
-        
+
         # Add speaker names to the result for frontend use
         if "visualization" in analysis_result:
             analysis_result["visualization"]["speaker_names"] = speaker_id_to_name
-        
+
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error in speaker analysis: {e}")
         raise HTTPException(500, f"Analysis failed: {str(e)}")
@@ -166,103 +197,120 @@ async def get_speakers_analysis(
 
 
 @router.get("/speakers/{speaker_id}/audio")
-async def get_speaker_audio_files(speaker_id: str, db: UnifiedSpeakerDB = Depends(get_db)):
+async def get_speaker_audio_files(
+    speaker_id: str, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Get list of saved audio files for a speaker."""
     # Extract user_id from speaker_id for authorization
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    
+
     # Check if speaker exists
     db_session = get_db_session()
     try:
-        speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-            
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
     finally:
         db_session.close()
-    
+
     # Check if manifest file exists
     auth = get_auth()
-    manifest_path = auth.enrollment_audio_dir / str(user_id) / speaker_id / "enrollment_manifest.json"
-    
+    manifest_path = (
+        auth.enrollment_audio_dir
+        / str(user_id)
+        / speaker_id
+        / "enrollment_manifest.json"
+    )
+
     if not manifest_path.exists():
         return {
             "speaker_id": speaker_id,
             "audio_files": [],
             "total_files": 0,
-            "message": "No audio files found for this speaker"
+            "message": "No audio files found for this speaker",
         }
-    
+
     try:
         with open(manifest_path, "r") as f:
             manifest_data = json.load(f)
-        
+
         return {
             "speaker_id": speaker_id,
             "user_id": user_id,
             "audio_files": manifest_data.get("audio_files", []),
             "total_files": manifest_data.get("total_files", 0),
-            "last_updated": manifest_data.get("last_updated")
+            "last_updated": manifest_data.get("last_updated"),
         }
-        
+
     except Exception as e:
         log.error(f"Error reading manifest for speaker {speaker_id}: {e}")
         raise HTTPException(500, f"Failed to read audio files manifest: {str(e)}")
 
 
 @router.get("/speakers/{speaker_id}/audio/{filename}")
-async def download_speaker_audio_file(speaker_id: str, filename: str, db: UnifiedSpeakerDB = Depends(get_db)):
+async def download_speaker_audio_file(
+    speaker_id: str, filename: str, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Download a specific audio file for a speaker."""
     # Extract user_id from speaker_id for authorization
     user_id = extract_user_id_from_speaker_id(speaker_id)
-    
+
     # Check if speaker exists
     db_session = get_db_session()
     try:
-        speaker = db_session.query(Speaker).filter(
-            Speaker.id == speaker_id,
-            Speaker.user_id == user_id
-        ).first()
-        
+        speaker = (
+            db_session.query(Speaker)
+            .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+            .first()
+        )
+
         if not speaker:
-            raise HTTPException(404, f"Speaker {speaker_id} not found for user {user_id}")
-            
+            raise HTTPException(
+                404, f"Speaker {speaker_id} not found for user {user_id}"
+            )
+
     finally:
         db_session.close()
-    
+
     # Construct file path (security: only allow files within speaker's directory)
     auth = get_auth()
     speaker_audio_dir = auth.enrollment_audio_dir / str(user_id) / speaker_id
     file_path = speaker_audio_dir / filename
-    
+
     # Security check: ensure file is within the expected directory
     try:
         file_path = file_path.resolve()
         speaker_audio_dir = speaker_audio_dir.resolve()
         if not str(file_path).startswith(str(speaker_audio_dir)):
-            raise HTTPException(403, "Access to file outside speaker directory is forbidden")
+            raise HTTPException(
+                403, "Access to file outside speaker directory is forbidden"
+            )
     except Exception:
         raise HTTPException(400, "Invalid file path")
-    
+
     if not file_path.exists():
-        raise HTTPException(404, f"Audio file {filename} not found for speaker {speaker_id}")
-    
+        raise HTTPException(
+            404, f"Audio file {filename} not found for speaker {speaker_id}"
+        )
+
     if not file_path.is_file():
         raise HTTPException(400, f"Path {filename} is not a file")
-    
-    return FileResponse(
-        path=str(file_path),
-        filename=filename,
-        media_type="audio/wav"
-    )
+
+    return FileResponse(path=str(file_path), filename=filename, media_type="audio/wav")
 
 
 @router.post("/speakers/reset")
-async def reset_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)):
+async def reset_speakers(
+    user_id: Optional[int] = None, db: UnifiedSpeakerDB = Depends(get_db)
+):
     """Reset all speakers (optionally for a specific user)."""
     if user_id is not None:
         await db.reset_user(user_id)
@@ -274,21 +322,19 @@ async def reset_speakers(user_id: Optional[int] = None, db: UnifiedSpeakerDB = D
             db_session.commit()
         finally:
             db_session.close()
-    
+
     return {"reset": True}
 
 
 @router.delete("/speakers/{speaker_id}")
 async def delete_speaker(
-    speaker_id: str, 
-    delete_audio: bool = False,
-    db: UnifiedSpeakerDB = Depends(get_db)
+    speaker_id: str, delete_audio: bool = False, db: UnifiedSpeakerDB = Depends(get_db)
 ):
     """Delete a speaker and optionally delete associated audio files."""
     try:
         # Extract user_id from speaker_id for authorization
         user_id = extract_user_id_from_speaker_id(speaker_id)
-        
+
         # Delete audio files if requested
         audio_deleted = False
         if delete_audio:
@@ -298,30 +344,36 @@ async def delete_speaker(
                 try:
                     shutil.rmtree(speaker_audio_dir)
                     audio_deleted = True
-                    log.info(f"Deleted audio directory for speaker {speaker_id}: {speaker_audio_dir}")
+                    log.info(
+                        f"Deleted audio directory for speaker {speaker_id}: {speaker_audio_dir}"
+                    )
                 except Exception as e:
-                    log.warning(f"Failed to delete audio directory for speaker {speaker_id}: {e}")
-        
+                    log.warning(
+                        f"Failed to delete audio directory for speaker {speaker_id}: {e}"
+                    )
+
         # Delete speaker from database
         await db.delete_speaker(speaker_id, user_id)
-        
+
         result = {"deleted": True}
         if delete_audio:
             result["audio_deleted"] = audio_deleted
-            
+
         return result
-        
+
     except KeyError:
         raise HTTPException(404, "speaker not found") from None
 
 
 @router.get("/speakers/export")
 async def export_speakers(
-    user_id: Optional[int] = Query(None, description="Export speakers for specific user (admin can export all)"),
+    user_id: Optional[int] = Query(
+        None, description="Export speakers for specific user (admin can export all)"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Export all speakers with embeddings for backup.
-    
+
     Returns a JSON file containing all speaker data including embeddings,
     suitable for backup and restore operations.
     """
@@ -331,31 +383,35 @@ async def export_speakers(
         query = db_session.query(Speaker)
         if user_id:
             query = query.filter(Speaker.user_id == user_id)
-        
+
         speakers = query.all()
-        
+
         # Build export data
         export_data = {
             "version": "1.0",
             "export_date": datetime.utcnow().isoformat() + "Z",
             "user_id": user_id,
             "total_speakers": len(speakers),
-            "speakers": []
+            "speakers": [],
         }
-        
+
         for speaker in speakers:
             speaker_data = {
                 "id": speaker.id,
                 "name": speaker.name,
                 "user_id": speaker.user_id,
-                "created_at": speaker.created_at.isoformat() + "Z" if speaker.created_at else None,
-                "updated_at": speaker.updated_at.isoformat() + "Z" if speaker.updated_at else None,
+                "created_at": (
+                    speaker.created_at.isoformat() + "Z" if speaker.created_at else None
+                ),
+                "updated_at": (
+                    speaker.updated_at.isoformat() + "Z" if speaker.updated_at else None
+                ),
                 "audio_sample_count": speaker.audio_sample_count,
                 "total_audio_duration": speaker.total_audio_duration,
                 "embedding_version": speaker.embedding_version,
-                "notes": speaker.notes
+                "notes": speaker.notes,
             }
-            
+
             # Include embedding data if available
             if speaker.embedding_data:
                 try:
@@ -366,12 +422,12 @@ async def export_speakers(
                     speaker_data["embedding_data"] = None
             else:
                 speaker_data["embedding_data"] = None
-            
+
             export_data["speakers"].append(speaker_data)
-        
+
         # Return as downloadable JSON file
         return export_data
-        
+
     except Exception as e:
         log.error(f"Error exporting speakers: {e}")
         raise HTTPException(status_code=500, detail="Failed to export speakers")
@@ -382,47 +438,53 @@ async def export_speakers(
 @router.post("/speakers/import")
 async def import_speakers(
     file: UploadFile = File(..., description="JSON file containing speaker data"),
-    merge_strategy: str = Form("skip", description="How to handle conflicts: 'skip' or 'replace'"),
+    merge_strategy: str = Form(
+        "skip", description="How to handle conflicts: 'skip' or 'replace'"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """Import speakers from a JSON backup file.
-    
+
     Supports two merge strategies:
     - skip: Skip speakers that already exist
     - replace: Replace existing speakers with imported data
     """
-    if not file.filename or not file.filename.endswith('.json'):
+    if not file.filename or not file.filename.endswith(".json"):
         raise HTTPException(status_code=400, detail="File must be a JSON file")
-    
+
     # Read and parse JSON file
     try:
         contents = await file.read()
         import_data = json.loads(contents)
     except json.JSONDecodeError as e:
         raise HTTPException(status_code=400, detail=f"Invalid JSON file: {str(e)}")
-    
+
     # Validate format
     if "version" not in import_data or "speakers" not in import_data:
         raise HTTPException(status_code=400, detail="Invalid import file format")
-    
+
     if import_data["version"] != "1.0":
-        raise HTTPException(status_code=400, detail=f"Unsupported version: {import_data['version']}")
-    
+        raise HTTPException(
+            status_code=400, detail=f"Unsupported version: {import_data['version']}"
+        )
+
     # Import statistics
     imported_count = 0
     skipped_count = 0
     replaced_count = 0
     errors = []
-    
+
     db_session = get_db_session()
     try:
         for speaker_data in import_data["speakers"]:
             try:
                 # Check if speaker exists
-                existing_speaker = db_session.query(Speaker).filter(
-                    Speaker.id == speaker_data["id"]
-                ).first()
-                
+                existing_speaker = (
+                    db_session.query(Speaker)
+                    .filter(Speaker.id == speaker_data["id"])
+                    .first()
+                )
+
                 if existing_speaker:
                     if merge_strategy == "skip":
                         skipped_count += 1
@@ -431,7 +493,7 @@ async def import_speakers(
                         # Delete existing speaker
                         db_session.delete(existing_speaker)
                         replaced_count += 1
-                
+
                 # Create new speaker
                 speaker = Speaker(
                     id=speaker_data["id"],
@@ -440,34 +502,36 @@ async def import_speakers(
                     audio_sample_count=speaker_data.get("audio_sample_count", 0),
                     total_audio_duration=speaker_data.get("total_audio_duration", 0.0),
                     embedding_version=speaker_data.get("embedding_version", 1),
-                    notes=speaker_data.get("notes")
+                    notes=speaker_data.get("notes"),
                 )
-                
+
                 # Set embedding data if available
                 if speaker_data.get("embedding_data"):
                     speaker.embedding_data = json.dumps(speaker_data["embedding_data"])
-                
+
                 db_session.add(speaker)
                 imported_count += 1
-                
+
             except Exception as e:
-                errors.append(f"Failed to import speaker {speaker_data.get('id', 'unknown')}: {str(e)}")
+                errors.append(
+                    f"Failed to import speaker {speaker_data.get('id', 'unknown')}: {str(e)}"
+                )
                 log.error(f"Error importing speaker: {e}")
-        
+
         # Commit all changes
         db_session.commit()
-        
+
         # Rebuild FAISS index after import
         db._rebuild_faiss_mapping()
         db._save_faiss_index()
-        
+
     except Exception as e:
         db_session.rollback()
         log.error(f"Error during import: {e}")
         raise HTTPException(status_code=500, detail=f"Import failed: {str(e)}")
     finally:
         db_session.close()
-    
+
     # Return import summary
     return {
         "success": True,
@@ -475,5 +539,5 @@ async def import_speakers(
         "skipped": skipped_count,
         "replaced": replaced_count,
         "errors": errors,
-        "total_processed": len(import_data["speakers"])
-    }
\ No newline at end of file
+        "total_processed": len(import_data["speakers"]),
+    }
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
index 94d712cd..e20fadbc 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/users.py
@@ -1,7 +1,6 @@
 """User management endpoints."""
 
 from fastapi import APIRouter
-
 from simple_speaker_recognition.core.models import UserRequest, UserResponse
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.queries import UserQueries
@@ -19,8 +18,9 @@ async def list_users():
             UserResponse(
                 id=user.id,
                 username=user.username,
-                created_at=user.created_at.isoformat()
-            ) for user in users
+                created_at=user.created_at.isoformat(),
+            )
+            for user in users
         ]
     finally:
         db.close()
@@ -33,9 +33,7 @@ async def create_user(request: UserRequest):
     try:
         user = UserQueries.get_or_create_user(db, request.username)
         return UserResponse(
-            id=user.id,
-            username=user.username,
-            created_at=user.created_at.isoformat()
+            id=user.id, username=user.username, created_at=user.created_at.isoformat()
         )
     finally:
-        db.close()
\ No newline at end of file
+        db.close()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
index 192fab88..898c168f 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/routers/websocket_wrapper.py
@@ -28,6 +28,7 @@
     safe_format_confidence,
     validate_confidence,
 )
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
 from simple_speaker_recognition.core.models import SpeakerStatus
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 
@@ -38,48 +39,62 @@
 # Dependency functions
 async def get_db():
     """Get speaker database dependency."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return await service.get_db()
 
 
 def get_audio_backend():
     """Get audio backend."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.audio_backend
 
 
 def get_speaker_db():
     """Get speaker database."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.speaker_db
 
 
 def get_auth():
     """Get auth settings."""
+    # Lazy import: `service` imports this routers package at module load time,
+    # so importing it at module level here would create a circular import.
     from .. import service
+
     return service.auth
 
 
 class AudioSegmentBuffer:
     """Manages a rolling buffer of audio segments for VAD processing."""
-    
+
     def __init__(self, max_duration_seconds: float = 20.0, sample_rate: int = 16000):
         self.max_duration = max_duration_seconds
         self.sample_rate = sample_rate
         self.max_samples = int(max_duration_seconds * sample_rate)
         self.buffer = deque(maxlen=self.max_samples)
         self.timestamp_offset = 0.0  # Track absolute time offset
-        
+
     def add_audio(self, audio_data: np.ndarray):
         """Add audio samples to the buffer."""
         # Convert to float32 if needed
         if audio_data.dtype == np.int16:
             audio_data = audio_data.astype(np.float32) / 32768.0
-            
+
         # Add to buffer
         self.buffer.extend(audio_data)
-        
-    def get_audio_tensor(self, start_time: float = 0.0, duration: float = None) -> torch.Tensor:
+
+    def get_audio_tensor(
+        self, start_time: float = 0.0, duration: float = None
+    ) -> torch.Tensor:
         """Get audio as tensor for a specific time range."""
         if duration is None:
             # Get all buffered audio
@@ -88,15 +103,17 @@ def get_audio_tensor(self, start_time: float = 0.0, duration: float = None) -> t
             # Get specific segment
             start_sample = int(start_time * self.sample_rate)
             end_sample = int((start_time + duration) * self.sample_rate)
-            audio_array = np.array(list(self.buffer)[start_sample:end_sample], dtype=np.float32)
-            
+            audio_array = np.array(
+                list(self.buffer)[start_sample:end_sample], dtype=np.float32
+            )
+
         # Convert to tensor with shape (1, num_samples) for pyannote
         return torch.from_numpy(audio_array).unsqueeze(0)
-    
+
     def get_duration(self) -> float:
         """Get current buffer duration in seconds."""
         return len(self.buffer) / self.sample_rate
-    
+
     def clear(self):
         """Clear the buffer."""
         self.buffer.clear()
@@ -105,42 +122,41 @@ def clear(self):
 
 class SpeakerChangeDetector:
     """Detects speaker changes using Pyannote VAD."""
-    
+
     def __init__(self, hf_token: str = None, device: str = "cpu"):
         self.device = torch.device(device)
         self.hf_token = hf_token or os.getenv("HF_TOKEN")
-        
+
         # Initialize VAD pipeline
         self.vad_model = None
         self.vad_pipeline = None
         self.initialize_vad()
-        
+
         # Track speech segments
         self.last_speech_end = 0.0
         self.min_silence_duration = 1.5  # Minimum silence for utterance boundary
         self.current_segment_start = None
         self.current_segment_audio = []
-        
+
     def initialize_vad(self):
         """Initialize Pyannote VAD pipeline."""
         try:
             # Load segmentation model for VAD
             log.info("Loading Pyannote VAD model...")
             self.vad_model = Model.from_pretrained(
-                "pyannote/segmentation-3.0",
-                token=self.hf_token
+                "pyannote/segmentation-3.0", token=self.hf_token
             )
-            
+
             # Create VAD pipeline
             self.vad_pipeline = VoiceActivityDetection(segmentation=self.vad_model)
-            
+
             # Configure VAD parameters for real-time processing
             # Note: Some parameters may not be available in all versions
             try:
                 hyperparameters = {
-                    "onset": 0.5,      # Lower = more sensitive to speech start
-                    "offset": 0.5,     # Lower = more sensitive to speech end  
-                    "min_duration_on": 0.1,   # Minimum speech duration
+                    "onset": 0.5,  # Lower = more sensitive to speech start
+                    "offset": 0.5,  # Lower = more sensitive to speech end
+                    "min_duration_on": 0.1,  # Minimum speech duration
                     "min_duration_off": 0.5,  # Minimum silence duration
                 }
                 self.vad_pipeline.instantiate(hyperparameters)
@@ -150,60 +166,65 @@ def initialize_vad(self):
                     # Try with empty params dict for newer pyannote versions
                     self.vad_pipeline.instantiate({})
                 except Exception as e2:
-                    log.error(f"Failed to instantiate VAD pipeline with empty params: {e2}")
+                    log.error(
+                        f"Failed to instantiate VAD pipeline with empty params: {e2}"
+                    )
                     # Set to None to use fallback VAD
                     self.vad_pipeline = None
-            
+
             log.info("VAD pipeline initialized successfully")
-            
+
         except Exception as e:
             log.error(f"Failed to initialize VAD: {e}")
             # Fall back to simple energy-based VAD if Pyannote fails
             self.vad_pipeline = None
-    
-    def detect_speech_segments(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[Tuple[float, float]]:
+
+    def detect_speech_segments(
+        self, audio_tensor: torch.Tensor, offset: float = 0.0
+    ) -> List[Tuple[float, float]]:
         """Detect speech segments in audio using VAD."""
         if self.vad_pipeline is None:
             # Fallback to simple energy-based detection
             return self._simple_vad(audio_tensor, offset)
-        
+
         try:
             # Run VAD pipeline
-            speech_segments = self.vad_pipeline({"waveform": audio_tensor, "sample_rate": 16000})
-            
+            speech_segments = self.vad_pipeline(
+                {"waveform": audio_tensor, "sample_rate": 16000}
+            )
+
             # Convert to list of (start, end) tuples
             segments = []
             for segment in speech_segments:
-                segments.append((
-                    segment.start + offset,
-                    segment.end + offset
-                ))
-            
+                segments.append((segment.start + offset, segment.end + offset))
+
             return segments
-            
+
         except Exception as e:
             log.warning(f"VAD failed, using fallback: {e}")
             return self._simple_vad(audio_tensor, offset)
-    
-    def _simple_vad(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[Tuple[float, float]]:
+
+    def _simple_vad(
+        self, audio_tensor: torch.Tensor, offset: float = 0.0
+    ) -> List[Tuple[float, float]]:
         """Simple energy-based VAD as fallback."""
         audio = audio_tensor.squeeze().numpy()
-        
+
         # Calculate energy in frames
         frame_size = 480  # 30ms at 16kHz
-        hop_size = 160    # 10ms at 16kHz
-        
+        hop_size = 160  # 10ms at 16kHz
+
         segments = []
         is_speech = False
         segment_start = None
-        
+
         for i in range(0, len(audio) - frame_size, hop_size):
-            frame = audio[i:i + frame_size]
-            energy = np.mean(frame ** 2)
-            
+            frame = audio[i : i + frame_size]
+            energy = np.mean(frame**2)
+
             # Simple threshold (adjust as needed)
             threshold = 0.001
-            
+
             if energy > threshold and not is_speech:
                 # Speech started
                 is_speech = True
@@ -216,30 +237,32 @@ def _simple_vad(self, audio_tensor: torch.Tensor, offset: float = 0.0) -> List[T
                     if segment_end - segment_start > 0.1:  # Min duration
                         segments.append((segment_start, segment_end))
                 segment_start = None
-        
+
         # Handle ongoing speech at end
         if is_speech and segment_start is not None:
             segments.append((segment_start, (len(audio) / 16000) + offset))
-        
+
         return segments
-    
-    def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_time: float) -> Optional[Tuple[float, float]]:
+
+    def detect_utterance_boundary(
+        self, audio_buffer: AudioSegmentBuffer, current_time: float
+    ) -> Optional[Tuple[float, float]]:
         """Detect if an utterance boundary has occurred."""
         # Get recent audio (last 5 seconds)
         lookback_duration = min(5.0, audio_buffer.get_duration())
         if lookback_duration < 0.5:
             return None
-        
+
         # Get audio tensor for VAD
         audio_tensor = audio_buffer.get_audio_tensor(
             start_time=max(0, audio_buffer.get_duration() - lookback_duration),
-            duration=lookback_duration
+            duration=lookback_duration,
         )
-        
+
         # Detect speech segments
         time_offset = current_time - lookback_duration
         segments = self.detect_speech_segments(audio_tensor, time_offset)
-        
+
         if not segments:
             # No speech detected
             if self.current_segment_start is not None:
@@ -247,11 +270,11 @@ def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_ti
                 segment_end = self.last_speech_end
                 segment_start = self.current_segment_start
                 self.current_segment_start = None
-                
+
                 if segment_end - segment_start > 0.5:  # Min utterance duration
                     return (segment_start, segment_end)
             return None
-        
+
         # Check for gaps between segments (potential boundaries)
         for i in range(len(segments) - 1):
             gap_duration = segments[i + 1][0] - segments[i][1]
@@ -262,39 +285,45 @@ def detect_utterance_boundary(self, audio_buffer: AudioSegmentBuffer, current_ti
                     segment_end = segments[i][1]
                     self.current_segment_start = segments[i + 1][0]
                     self.last_speech_end = segment_end
-                    
+
                     if segment_end - segment_start > 0.5:  # Min utterance duration
                         return (segment_start, segment_end)
-        
+
         # Update tracking
         if segments:
             self.last_speech_end = segments[-1][1]
             if self.current_segment_start is None:
                 self.current_segment_start = segments[0][0]
-        
+
         return None
 
 
 class DeepgramWebSocketProxy:
     """Proxies audio to Deepgram and handles transcription."""
-    
-    def __init__(self, api_key: str, deepgram_params: Dict[str, str] = None, on_transcript_callback=None, on_raw_deepgram_callback=None):
+
+    def __init__(
+        self,
+        api_key: str,
+        deepgram_params: Dict[str, str] = None,
+        on_transcript_callback=None,
+        on_raw_deepgram_callback=None,
+    ):
         self.api_key = api_key
         self.deepgram_params = deepgram_params or {}
         self.ws_connection = None
         self.on_transcript = on_transcript_callback
         self.on_raw_deepgram = on_raw_deepgram_callback
         self.is_connected = False
-        
+
     async def connect(self):
         """Connect to Deepgram WebSocket API."""
         try:
             url = "wss://api.deepgram.com/v1/listen"
-            
+
             # Use provided parameters or sensible defaults
             default_params = {
                 "model": "nova-3",
-                "language": "multi", 
+                "language": "multi",
                 "encoding": "linear16",
                 "sample_rate": "16000",
                 "channels": "1",
@@ -302,69 +331,70 @@ async def connect(self):
                 "smart_format": "true",
                 "interim_results": "true",
             }
-            
+
             # Merge defaults with provided parameters (provided parameters take precedence)
             params = {**default_params, **self.deepgram_params}
-            
+
             # Build URL with parameters
             param_str = urlencode(params)
             full_url = f"{url}?{param_str}"
-            
+
             log.info(f"Connecting to Deepgram: {url}")
             log.debug(f"Parameters: {param_str}")
-            
+
             # Connect with authorization using additional_headers (websockets 15.0+)
             self.ws_connection = await websockets.connect(
-                full_url,
-                additional_headers={"Authorization": f"Token {self.api_key}"}
+                full_url, additional_headers={"Authorization": f"Token {self.api_key}"}
             )
-            
+
             self.is_connected = True
             log.info("Connected to Deepgram WebSocket API")
-            
+
             # Start listening for responses
             asyncio.create_task(self._listen_for_responses())
-            
+
         except Exception as e:
             log.error(f"Failed to connect to Deepgram: {e}")
             self.is_connected = False
             raise
-    
+
     async def _listen_for_responses(self):
         """Listen for transcription responses from Deepgram."""
         try:
             async for message in self.ws_connection:
                 try:
                     data = json.loads(message)
-                    
+
                     # Forward ALL Deepgram messages raw
                     if self.on_raw_deepgram:
                         await self.on_raw_deepgram(data)
-                    
+
                     # Extract transcript for our VAD processing (keep existing logic)
                     if "channel" in data:
                         alternatives = data.get("channel", {}).get("alternatives", [])
                         if alternatives and alternatives[0].get("transcript"):
                             transcript = alternatives[0]["transcript"]
                             is_final = data.get("is_final", False)
-                            
+
                             if self.on_transcript:
-                                await self.on_transcript({
-                                    "transcript": transcript,
-                                    "is_final": is_final,
-                                    "words": alternatives[0].get("words", [])
-                                })
-                                
+                                await self.on_transcript(
+                                    {
+                                        "transcript": transcript,
+                                        "is_final": is_final,
+                                        "words": alternatives[0].get("words", []),
+                                    }
+                                )
+
                 except json.JSONDecodeError:
                     log.warning("Received non-JSON message from Deepgram")
-                    
+
         except websockets.ConnectionClosed:
             log.info("Deepgram connection closed")
             self.is_connected = False
         except Exception as e:
             log.error(f"Error in Deepgram listener: {e}")
             self.is_connected = False
-    
+
     async def send_audio(self, audio_data: bytes):
         """Send audio data to Deepgram."""
         if self.is_connected and self.ws_connection:
@@ -373,7 +403,7 @@ async def send_audio(self, audio_data: bytes):
             except Exception as e:
                 log.error(f"Failed to send audio to Deepgram: {e}")
                 self.is_connected = False
-    
+
     async def disconnect(self):
         """Disconnect from Deepgram."""
         if self.ws_connection:
@@ -384,101 +414,117 @@ async def disconnect(self):
 @router.websocket("/ws/streaming-with-scd")
 async def websocket_streaming_with_scd(
     websocket: WebSocket,
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification"),
-    confidence_threshold: float = Query(default=0.15, description="Speaker identification confidence threshold"),
-    utterance_end_ms: int = Query(default=1000, description="How long to wait after silence before completing an utterance (ms)"),
-    endpointing_ms: int = Query(default=300, description="Silence detection timeout for interim results (ms)"),
-    interim_results: bool = Query(default=True, description="Enable interim transcription results"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification"
+    ),
+    confidence_threshold: float = Query(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Speaker identification confidence threshold",
+    ),
+    utterance_end_ms: int = Query(
+        default=1000,
+        description="How long to wait after silence before completing an utterance (ms)",
+    ),
+    endpointing_ms: int = Query(
+        default=300, description="Silence detection timeout for interim results (ms)"
+    ),
+    interim_results: bool = Query(
+        default=True, description="Enable interim transcription results"
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     WebSocket endpoint for real-time transcription with speaker change detection.
-    
+
     Combines:
     - Deepgram streaming transcription
     - Pyannote VAD-based utterance boundary detection
     - Speaker identification on detected segments
-    
+
     Protocol:
     - Client sends: Raw PCM audio chunks (16kHz, mono, 16-bit)
     - Server sends: JSON events with utterance boundaries and speaker info
     """
-    
+
     # Get dependencies BEFORE accepting WebSocket to avoid timeout issues
     auth = get_auth()
     audio_backend = get_audio_backend()
     speaker_db = get_speaker_db()
-    
+
     # Extract Deepgram API key from WebSocket subprotocols (like Deepgram does)
     api_key = None
-    if hasattr(websocket, 'scope') and 'subprotocols' in websocket.scope:
-        subprotocols = websocket.scope['subprotocols']
+    if hasattr(websocket, "scope") and "subprotocols" in websocket.scope:
+        subprotocols = websocket.scope["subprotocols"]
         log.info(f"DEBUG: Received subprotocols: {subprotocols}")
         # Look for 'token' protocol followed by API key
-        if len(subprotocols) >= 2 and subprotocols[0] == 'token':
+        if len(subprotocols) >= 2 and subprotocols[0] == "token":
             api_key = subprotocols[1]
             log.info("Extracted Deepgram API key from WebSocket subprotocols")
     else:
         log.info("DEBUG: No subprotocols in WebSocket scope")
-    
+
     # Fallback to server default API key
     api_key = api_key or auth.deepgram_api_key
     if not api_key:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": "Deepgram API key required"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Deepgram API key required"}
+        )
         await websocket.close()
         return
-    
+
     # Check HF token before initializing VAD
     if not auth.hf_token:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error", 
-            "message": "Hugging Face token not configured on server"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Hugging Face token not configured on server"}
+        )
         await websocket.close()
         return
-    
+
     # Initialize heavy components BEFORE accepting WebSocket
     log.info("Initializing components before WebSocket accept...")
-    
+
     # Initialize audio buffer
     audio_buffer = AudioSegmentBuffer(max_duration_seconds=20.0)
-    
+
     # Initialize SCD (this loads VAD model - takes ~1 second)
     log.info("Loading Speaker Change Detector...")
     scd = SpeakerChangeDetector(hf_token=auth.hf_token)
-    
+
     # Setup and connect Deepgram proxy (this connects to Deepgram - takes ~1 second)
     log.info("Setting up Deepgram connection...")
     # Track transcription state
     current_transcript = []
-    
+
     # Setup Deepgram proxy
     async def on_deepgram_transcript(data: Dict[str, Any]):
         """Handle transcription from Deepgram."""
         nonlocal current_transcript
-        
+
         if data["is_final"]:
             current_transcript.append(data["transcript"])
             log.debug(f"Final transcript: {data['transcript']}")
-    
+
     async def on_raw_deepgram(data: Dict[str, Any]):
         """Forward all raw Deepgram messages to client."""
         try:
-            await websocket.send_json({
-                "type": "raw_deepgram",
-                "data": data,
-                "timestamp": asyncio.get_event_loop().time()
-            })
+            await websocket.send_json(
+                {
+                    "type": "raw_deepgram",
+                    "data": data,
+                    "timestamp": asyncio.get_event_loop().time(),
+                }
+            )
         except Exception as e:
             log.warning(f"Failed to send raw Deepgram event: {e}")
-    
-    deepgram_proxy = DeepgramWebSocketProxy(api_key=api_key, on_transcript_callback=on_deepgram_transcript, on_raw_deepgram_callback=on_raw_deepgram)
-    
+
+    deepgram_proxy = DeepgramWebSocketProxy(
+        api_key=api_key,
+        on_transcript_callback=on_deepgram_transcript,
+        on_raw_deepgram_callback=on_raw_deepgram,
+    )
+
     # Connect to Deepgram before accepting WebSocket
     try:
         await deepgram_proxy.connect()
@@ -486,48 +532,48 @@ async def on_raw_deepgram(data: Dict[str, Any]):
     except Exception as e:
         log.error(f"Failed to initialize components: {e}")
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": f"Failed to initialize: {str(e)}"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": f"Failed to initialize: {str(e)}"}
+        )
         await websocket.close()
         return
-    
+
     # NOW accept the WebSocket - everything is ready!
     log.info(f"DEBUG: About to accept WebSocket for user_id: {user_id}")
     # Accept with subprotocol negotiation (required for browser compatibility)
-    await websocket.accept(subprotocol='token')
-    log.info(f"✅ WebSocket connection accepted for user_id: {user_id} - all components ready")
-    
+    await websocket.accept(subprotocol="token")
+    log.info(
+        f"✅ WebSocket connection accepted for user_id: {user_id} - all components ready"
+    )
+
     # Track stream start time
     stream_start_time = asyncio.get_event_loop().time()
-    
+
     # Create debug WAV file
     debug_dir = "/app/debug"
     os.makedirs(debug_dir, exist_ok=True)
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     wav_filename = f"{debug_dir}/debug_session_{timestamp}_user{user_id}.wav"
-    
+
     # Initialize WAV file (16-bit PCM, 16kHz, mono)
-    wav_file = wave.open(wav_filename, 'wb')
+    wav_file = wave.open(wav_filename, "wb")
     wav_file.setnchannels(1)  # mono
     wav_file.setsampwidth(2)  # 16-bit
     wav_file.setframerate(16000)  # 16kHz
     log.info(f"🎙️ Created debug WAV file: {wav_filename}")
-    
+
     try:
         # Send initial ready event (components already initialized and connected)
         log.info("DEBUG: Sending ready message to client...")
         try:
-            await websocket.send_json({
-                "type": "ready",
-                "message": "WebSocket ready for audio streaming"
-            })
+            await websocket.send_json(
+                {"type": "ready", "message": "WebSocket ready for audio streaming"}
+            )
             log.info("DEBUG: Ready message sent successfully")
         except Exception as e:
             log.error(f"DEBUG: Failed to send ready message: {e}")
             raise
-        
+
         # Main processing loop
         log.info("Starting main WebSocket processing loop")
         while True:
@@ -536,34 +582,36 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                 # Receive audio data from client
                 data = await websocket.receive_bytes()
                 log.info(f"DEBUG: Received {len(data)} bytes of audio data")
-                
+
                 # Write audio data to debug WAV file
                 wav_file.writeframes(data)
-                
+
                 # Get current time
                 current_time = asyncio.get_event_loop().time() - stream_start_time
-                
+
                 # Convert bytes to numpy array (assuming 16-bit PCM)
                 audio_array = np.frombuffer(data, dtype=np.int16)
-                
+
                 # Add to buffer
                 audio_buffer.add_audio(audio_array)
-                
+
                 # Forward to Deepgram
                 await deepgram_proxy.send_audio(data)
-                
+
                 # Check for utterance boundary
                 boundary = scd.detect_utterance_boundary(audio_buffer, current_time)
-                
+
                 if boundary:
                     start_time, end_time = boundary
-                    
+
                     # Combine transcript segments for this utterance
                     utterance_text = " ".join(current_transcript).strip()
                     current_transcript = []
-                    
-                    log.info(f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}...")
-                    
+
+                    log.info(
+                        f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}..."
+                    )
+
                     # Prepare response event
                     event = {
                         "type": "utterance_boundary",
@@ -571,93 +619,106 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                         "audio_segment": {
                             "start": start_time,
                             "end": end_time,
-                            "duration": end_time - start_time
+                            "duration": end_time - start_time,
                         },
                         "transcript": utterance_text,
-                        "speaker_identification": None  # Will be populated if user_id provided
+                        "speaker_identification": None,  # Will be populated if user_id provided
                     }
-                    
+
                     # Perform speaker identification if user_id provided
                     if user_id and utterance_text:
                         try:
                             # Extract audio segment for identification
                             segment_duration = end_time - start_time
                             segment_audio = audio_buffer.get_audio_tensor(
-                                start_time=max(0, audio_buffer.get_duration() - (current_time - start_time)),
-                                duration=segment_duration
+                                start_time=max(
+                                    0,
+                                    audio_buffer.get_duration()
+                                    - (current_time - start_time),
+                                ),
+                                duration=segment_duration,
                             )
-                            
+
                             # Get embedding
-                            emb = await audio_backend.async_embed(segment_audio.unsqueeze(0))
-                            
+                            emb = await audio_backend.async_embed(
+                                segment_audio.unsqueeze(0)
+                            )
+
                             # Identify speaker
-                            found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                            confidence = validate_confidence(confidence, "websocket_scd")
-                            
+                            found, speaker_info, confidence = await speaker_db.identify(
+                                emb, user_id=user_id
+                            )
+                            confidence = validate_confidence(
+                                confidence, "websocket_scd"
+                            )
+
                             if found and confidence >= confidence_threshold:
                                 event["speaker_identification"] = {
                                     "speaker_id": speaker_info["id"],
                                     "speaker_name": speaker_info["name"],
                                     "confidence": float(confidence),
-                                    "status": SpeakerStatus.IDENTIFIED.value
+                                    "status": SpeakerStatus.IDENTIFIED.value,
                                 }
-                                log.info(f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})")
+                                log.info(
+                                    f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})"
+                                )
                             else:
                                 event["speaker_identification"] = {
                                     "speaker_id": None,
                                     "speaker_name": None,
-                                    "confidence": float(confidence) if confidence else 0.0,
-                                    "status": SpeakerStatus.UNKNOWN.value
+                                    "confidence": (
+                                        float(confidence) if confidence else 0.0
+                                    ),
+                                    "status": SpeakerStatus.UNKNOWN.value,
                                 }
-                                
+
                         except Exception as e:
                             log.error(f"Speaker identification failed: {e}")
                             event["speaker_identification"] = {
                                 "status": SpeakerStatus.ERROR.value,
-                                "error": str(e)
+                                "error": str(e),
                             }
-                    
+
                     # Send event to client
                     await websocket.send_json(event)
-                
+
             except WebSocketDisconnect as e:
                 log.info(f"Client disconnected: code={e.code}, reason={e.reason}")
                 break
             except Exception as e:
                 log.error(f"Error processing audio: {e}")
-                await websocket.send_json({
-                    "type": "error",
-                    "message": str(e)
-                })
-                
+                await websocket.send_json({"type": "error", "message": str(e)})
+
     except Exception as e:
         log.error(f"WebSocket error: {e}")
         log.error(f"Error type: {type(e).__name__}")
         log.error(f"Error traceback:", exc_info=True)
-        
+
         # Try to send error to client if connection is still open
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
-                await websocket.send_json({
-                    "type": "error",
-                    "message": f"WebSocket processing error: {str(e)}"
-                })
+            if websocket.client_state.name != "DISCONNECTED":
+                await websocket.send_json(
+                    {
+                        "type": "error",
+                        "message": f"WebSocket processing error: {str(e)}",
+                    }
+                )
         except Exception as send_error:
             log.warning(f"Could not send error to client: {send_error}")
-        
+
     finally:
         # Cleanup
         await deepgram_proxy.disconnect()
-        
+
         # Close and finalize debug WAV file
         try:
             wav_file.close()
             log.info(f"🎙️ Closed debug WAV file: {wav_filename}")
         except Exception as wav_error:
             log.warning(f"Failed to close WAV file: {wav_error}")
-        
+
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
+            if websocket.client_state.name != "DISCONNECTED":
                 await websocket.close()
         except Exception as e:
             log.warning(f"Error closing WebSocket (already closed?): {e}")
@@ -672,101 +733,109 @@ async def get_streaming_info():
         "description": "WebSocket endpoint for real-time transcription with speaker change detection",
         "protocol": {
             "input": "Raw PCM audio (16kHz, mono, 16-bit)",
-            "output": "JSON events with utterance boundaries and speaker identification"
+            "output": "JSON events with utterance boundaries and speaker identification",
         },
         "parameters": {
             "user_id": "User ID for speaker identification (optional)",
             "confidence_threshold": "Minimum confidence for speaker identification (default: 0.15)",
-            "deepgram_api_key": "Deepgram API key (optional, uses server default if not provided)"
+            "deepgram_api_key": "Deepgram API key (optional, uses server default if not provided)",
         },
         "events": {
             "ready": "Sent when WebSocket is ready to receive audio",
             "utterance_boundary": "Sent when an utterance boundary is detected",
-            "error": "Sent when an error occurs"
-        }
+            "error": "Sent when an error occurs",
+        },
     }
 
 
 @router.websocket("/v1/ws_listen")
 async def deepgram_proxy_websocket(
     websocket: WebSocket,
-    user_id: Optional[int] = Query(default=None, description="User ID for speaker identification (enhancement)"),
-    confidence_threshold: float = Query(default=0.15, description="Speaker identification confidence threshold (enhancement)"),
+    user_id: Optional[int] = Query(
+        default=None, description="User ID for speaker identification (enhancement)"
+    ),
+    confidence_threshold: float = Query(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Speaker identification confidence threshold (enhancement)",
+    ),
     db: UnifiedSpeakerDB = Depends(get_db),
 ):
     """
     WebSocket streaming endpoint with Deepgram proxy and speaker identification.
-    
+
     This endpoint:
     - Acts as a transparent proxy to Deepgram WebSocket API
     - Forwards all Deepgram responses as raw_deepgram events
     - Adds speaker identification when user_id is provided
     - Supports WebSocket subprotocol authentication (Deepgram style)
-    
+
     Enhancement Parameters (not forwarded to Deepgram):
     - user_id: Enable speaker identification for enrolled speakers
     - confidence_threshold: Minimum confidence for speaker matching
-    
+
     All other parameters are forwarded to Deepgram unchanged.
-    
+
     Note: For file uploads, use POST /v1/listen endpoint instead.
     """
-    
+
     # Get dependencies BEFORE accepting WebSocket
     auth = get_auth()
     audio_backend = get_audio_backend()
     speaker_db = get_speaker_db()
-    
+
     # Extract ALL query parameters from WebSocket scope
-    query_string = websocket.scope.get('query_string', b'').decode('utf-8')
+    query_string = websocket.scope.get("query_string", b"").decode("utf-8")
     parsed_params = parse_qs(query_string)
     # Convert from list values to single values (FastAPI style)
-    all_params = {k: v[0] if v else '' for k, v in parsed_params.items()}
+    all_params = {k: v[0] if v else "" for k, v in parsed_params.items()}
     log.info(f"Received parameters: {list(all_params.keys())}")
-    
+
     # Extract our enhancement parameters
     enhancement_params = {
-        'user_id': all_params.pop('user_id', None),
-        'confidence_threshold': all_params.pop('confidence_threshold', '0.15')
+        "user_id": all_params.pop("user_id", None),
+        "confidence_threshold": all_params.pop(
+            "confidence_threshold", str(DEFAULT_SIMILARITY_THRESHOLD)
+        ),
     }
-    
+
     # Convert confidence threshold to float
     try:
-        confidence_threshold = float(enhancement_params['confidence_threshold'])
+        confidence_threshold = float(enhancement_params["confidence_threshold"])
     except (ValueError, TypeError):
-        confidence_threshold = 0.15
-    
+        confidence_threshold = DEFAULT_SIMILARITY_THRESHOLD
+
     # Parse user_id
-    if enhancement_params['user_id']:
+    if enhancement_params["user_id"]:
         try:
-            user_id = int(enhancement_params['user_id'])
+            user_id = int(enhancement_params["user_id"])
         except (ValueError, TypeError):
             user_id = None
     else:
         user_id = None
-    
-    log.info(f"Enhancement params - user_id: {user_id}, confidence_threshold: {confidence_threshold}")
+
+    log.info(
+        f"Enhancement params - user_id: {user_id}, confidence_threshold: {confidence_threshold}"
+    )
     log.info(f"Deepgram params: {list(all_params.keys())}")
-    
+
     # Extract Deepgram API key from WebSocket subprotocols (same as existing endpoint)
     api_key = None
-    if hasattr(websocket, 'scope') and 'subprotocols' in websocket.scope:
-        subprotocols = websocket.scope['subprotocols']
-        if len(subprotocols) >= 2 and subprotocols[0] == 'token':
+    if hasattr(websocket, "scope") and "subprotocols" in websocket.scope:
+        subprotocols = websocket.scope["subprotocols"]
+        if len(subprotocols) >= 2 and subprotocols[0] == "token":
             api_key = subprotocols[1]
             log.info("Extracted Deepgram API key from WebSocket subprotocols")
-    
+
     # Fallback to server default API key
     api_key = api_key or auth.deepgram_api_key
     if not api_key:
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": "Deepgram API key required"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": "Deepgram API key required"}
+        )
         await websocket.close()
         return
-    
+
     # Initialize components if speaker identification is enabled
     audio_buffer = None
     scd = None
@@ -774,47 +843,51 @@ async def deepgram_proxy_websocket(
         # Check HF token for VAD
         if not auth.hf_token:
             await websocket.accept()
-            await websocket.send_json({
-                "type": "error", 
-                "message": "Hugging Face token not configured - required for speaker identification"
-            })
+            await websocket.send_json(
+                {
+                    "type": "error",
+                    "message": "Hugging Face token not configured - required for speaker identification",
+                }
+            )
             await websocket.close()
             return
-        
+
         log.info("Initializing speaker identification components...")
         audio_buffer = AudioSegmentBuffer(max_duration_seconds=20.0)
         scd = SpeakerChangeDetector(hf_token=auth.hf_token)
-    
+
     # Track transcription state for speaker identification
     current_transcript = []
-    
+
     # Setup Deepgram proxy with dynamic parameters
     async def on_deepgram_transcript(data: Dict[str, Any]):
         """Handle transcription from Deepgram (for speaker identification)."""
         nonlocal current_transcript
-        
+
         if data["is_final"]:
             current_transcript.append(data["transcript"])
             log.debug(f"Final transcript: {data['transcript']}")
-    
+
     async def on_raw_deepgram(data: Dict[str, Any]):
         """Forward all raw Deepgram messages to client."""
         try:
-            await websocket.send_json({
-                "type": "raw_deepgram",
-                "data": data,
-                "timestamp": asyncio.get_event_loop().time()
-            })
+            await websocket.send_json(
+                {
+                    "type": "raw_deepgram",
+                    "data": data,
+                    "timestamp": asyncio.get_event_loop().time(),
+                }
+            )
         except Exception as e:
             log.warning(f"Failed to send raw Deepgram event: {e}")
-    
+
     deepgram_proxy = DeepgramWebSocketProxy(
         api_key=api_key,
         deepgram_params=all_params,  # Forward all remaining parameters to Deepgram
         on_transcript_callback=on_deepgram_transcript,
-        on_raw_deepgram_callback=on_raw_deepgram
+        on_raw_deepgram_callback=on_raw_deepgram,
     )
-    
+
     # Connect to Deepgram before accepting WebSocket
     try:
         await deepgram_proxy.connect()
@@ -822,20 +895,19 @@ async def on_raw_deepgram(data: Dict[str, Any]):
     except Exception as e:
         log.error(f"Failed to connect to Deepgram: {e}")
         await websocket.accept()
-        await websocket.send_json({
-            "type": "error",
-            "message": f"Failed to connect to Deepgram: {str(e)}"
-        })
+        await websocket.send_json(
+            {"type": "error", "message": f"Failed to connect to Deepgram: {str(e)}"}
+        )
         await websocket.close()
         return
-    
+
     # NOW accept the WebSocket - everything is ready!
-    await websocket.accept(subprotocol='token')
+    await websocket.accept(subprotocol="token")
     log.info(f"✅ WebSocket connection accepted - Deepgram proxy ready")
-    
+
     # Track stream start time for speaker identification
     stream_start_time = asyncio.get_event_loop().time()
-    
+
     # Create debug WAV file if speaker identification is enabled
     wav_file = None
     if user_id:
@@ -843,56 +915,60 @@ async def on_raw_deepgram(data: Dict[str, Any]):
         os.makedirs(debug_dir, exist_ok=True)
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         wav_filename = f"{debug_dir}/debug_session_{timestamp}_user{user_id}.wav"
-        
-        wav_file = wave.open(wav_filename, 'wb')
+
+        wav_file = wave.open(wav_filename, "wb")
         wav_file.setnchannels(1)  # mono
         wav_file.setsampwidth(2)  # 16-bit
         wav_file.setframerate(16000)  # 16kHz
         log.info(f"🎙️ Created debug WAV file: {wav_filename}")
-    
+
     try:
         # Send ready event
-        await websocket.send_json({
-            "type": "ready",
-            "message": "Universal Deepgram proxy ready",
-            "features": {
-                "raw_deepgram_forwarding": True,
-                "speaker_identification": user_id is not None,
-                "debug_recording": user_id is not None
+        await websocket.send_json(
+            {
+                "type": "ready",
+                "message": "Universal Deepgram proxy ready",
+                "features": {
+                    "raw_deepgram_forwarding": True,
+                    "speaker_identification": user_id is not None,
+                    "debug_recording": user_id is not None,
+                },
             }
-        })
-        
+        )
+
         # Main processing loop
         while True:
             try:
                 # Receive audio data from client
                 data = await websocket.receive_bytes()
-                
+
                 # Write to debug WAV file if enabled
                 if wav_file:
                     wav_file.writeframes(data)
-                
+
                 # Forward to Deepgram
                 await deepgram_proxy.send_audio(data)
-                
+
                 # Speaker identification processing (if enabled)
                 if user_id and audio_buffer and scd:
                     current_time = asyncio.get_event_loop().time() - stream_start_time
-                    
+
                     # Convert bytes to numpy array
                     audio_array = np.frombuffer(data, dtype=np.int16)
                     audio_buffer.add_audio(audio_array)
-                    
+
                     # Check for utterance boundary
                     boundary = scd.detect_utterance_boundary(audio_buffer, current_time)
-                    
+
                     if boundary:
                         start_time, end_time = boundary
                         utterance_text = " ".join(current_transcript).strip()
                         current_transcript = []
-                        
-                        log.info(f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}...")
-                        
+
+                        log.info(
+                            f"Utterance detected: {start_time:.2f}s - {end_time:.2f}s, Text: {utterance_text[:50]}..."
+                        )
+
                         # Prepare speaker identification event
                         event = {
                             "type": "speaker_identified",
@@ -900,78 +976,88 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                             "audio_segment": {
                                 "start": start_time,
                                 "end": end_time,
-                                "duration": end_time - start_time
+                                "duration": end_time - start_time,
                             },
                             "transcript": utterance_text,
-                            "speaker_identification": None
+                            "speaker_identification": None,
                         }
-                        
+
                         # Perform speaker identification
                         if utterance_text:
                             try:
                                 # Extract audio segment
                                 segment_duration = end_time - start_time
                                 segment_audio = audio_buffer.get_audio_tensor(
-                                    start_time=max(0, audio_buffer.get_duration() - (current_time - start_time)),
-                                    duration=segment_duration
+                                    start_time=max(
+                                        0,
+                                        audio_buffer.get_duration()
+                                        - (current_time - start_time),
+                                    ),
+                                    duration=segment_duration,
                                 )
-                                
+
                                 # Get embedding and identify speaker
-                                emb = await audio_backend.async_embed(segment_audio.unsqueeze(0))
-                                found, speaker_info, confidence = await speaker_db.identify(emb, user_id=user_id)
-                                confidence = validate_confidence(confidence, "deepgram_proxy")
-                                
+                                emb = await audio_backend.async_embed(
+                                    segment_audio.unsqueeze(0)
+                                )
+                                found, speaker_info, confidence = (
+                                    await speaker_db.identify(emb, user_id=user_id)
+                                )
+                                confidence = validate_confidence(
+                                    confidence, "deepgram_proxy"
+                                )
+
                                 if found and confidence >= confidence_threshold:
                                     event["speaker_identification"] = {
                                         "speaker_id": speaker_info["id"],
                                         "speaker_name": speaker_info["name"],
                                         "confidence": float(confidence),
-                                        "status": SpeakerStatus.IDENTIFIED.value
+                                        "status": SpeakerStatus.IDENTIFIED.value,
                                     }
-                                    log.info(f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})")
+                                    log.info(
+                                        f"Speaker identified: {speaker_info['name']} (confidence: {confidence:.3f})"
+                                    )
                                 else:
                                     event["speaker_identification"] = {
                                         "speaker_id": None,
                                         "speaker_name": None,
-                                        "confidence": float(confidence) if confidence else 0.0,
-                                        "status": SpeakerStatus.UNKNOWN.value
+                                        "confidence": (
+                                            float(confidence) if confidence else 0.0
+                                        ),
+                                        "status": SpeakerStatus.UNKNOWN.value,
                                     }
-                                    
+
                             except Exception as e:
                                 log.error(f"Speaker identification failed: {e}")
                                 event["speaker_identification"] = {
                                     "status": SpeakerStatus.ERROR.value,
-                                    "error": str(e)
+                                    "error": str(e),
                                 }
-                        
+
                         # Send speaker identification event
                         await websocket.send_json(event)
-                
+
             except WebSocketDisconnect as e:
                 log.info(f"Client disconnected: code={e.code}")
                 break
             except Exception as e:
                 log.error(f"Error processing audio: {e}")
-                await websocket.send_json({
-                    "type": "error",
-                    "message": str(e)
-                })
-                
+                await websocket.send_json({"type": "error", "message": str(e)})
+
     except Exception as e:
         log.error(f"WebSocket error: {e}")
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
-                await websocket.send_json({
-                    "type": "error",
-                    "message": f"Proxy error: {str(e)}"
-                })
+            if websocket.client_state.name != "DISCONNECTED":
+                await websocket.send_json(
+                    {"type": "error", "message": f"Proxy error: {str(e)}"}
+                )
         except Exception as send_error:
             log.warning(f"Could not send error to client: {send_error}")
-        
+
     finally:
         # Cleanup
         await deepgram_proxy.disconnect()
-        
+
         # Close debug WAV file
         if wav_file:
             try:
@@ -979,9 +1065,9 @@ async def on_raw_deepgram(data: Dict[str, Any]):
                 log.info(f"🎙️ Closed debug WAV file")
             except Exception as wav_error:
                 log.warning(f"Failed to close WAV file: {wav_error}")
-        
+
         try:
-            if websocket.client_state.name != 'DISCONNECTED':
+            if websocket.client_state.name != "DISCONNECTED":
                 await websocket.close()
         except Exception as e:
             log.warning(f"Error closing WebSocket: {e}")
@@ -992,10 +1078,7 @@ async def on_raw_deepgram(data: Dict[str, Any]):
 async def get_deepgram_api_info():
     """Get information about the Deepgram-compatible APIs with separate POST and WebSocket endpoints."""
     return {
-        "endpoints": {
-            "file_upload": "/v1/listen", 
-            "websocket": "/v1/ws_listen"
-        },
+        "endpoints": {"file_upload": "/v1/listen", "websocket": "/v1/ws_listen"},
         "description": "Complete Deepgram API drop-in replacement with separate endpoints",
         "compatibility": "Full Deepgram API compatibility for file upload (POST /v1/listen) and streaming (WSS /v1/ws_listen)",
         "protocols": {
@@ -1005,7 +1088,7 @@ async def get_deepgram_api_info():
                 "input": "Audio files (wav, mp3, flac, etc.)",
                 "output": "Deepgram transcription response with optional speaker enhancement",
                 "authentication": "Authorization: Token YOUR_DEEPGRAM_API_KEY",
-                "example": "curl -X POST -H 'Authorization: Token API_KEY' -F 'file=@audio.wav' /v1/listen"
+                "example": "curl -X POST -H 'Authorization: Token API_KEY' -F 'file=@audio.wav' /v1/listen",
             },
             "WebSocket": {
                 "description": "Real-time streaming transcription",
@@ -1014,23 +1097,23 @@ async def get_deepgram_api_info():
                 "output": "All Deepgram events + optional speaker identification",
                 "authentication": [
                     "Authorization: Token YOUR_DEEPGRAM_API_KEY",
-                    "WebSocket subprotocols: ['token', 'YOUR_DEEPGRAM_API_KEY']"
+                    "WebSocket subprotocols: ['token', 'YOUR_DEEPGRAM_API_KEY']",
                 ],
-                "example": "const ws = new WebSocket('wss://host/v1/ws_listen?model=nova-3', ['token', 'API_KEY'])"
-            }
+                "example": "const ws = new WebSocket('wss://host/v1/ws_listen?model=nova-3', ['token', 'API_KEY'])",
+            },
         },
         "parameters": {
             "deepgram": "All 25+ Deepgram parameters supported (model, language, encoding, etc.)",
             "enhancements": {
                 "user_id": "User ID for speaker identification (optional)",
-                "confidence_threshold": "Speaker matching threshold (default: 0.15)"
-            }
+                "confidence_threshold": "Speaker matching threshold (default: 0.15)",
+            },
         },
         "websocket_events": {
             "ready": "Proxy initialization complete",
             "raw_deepgram": "All Deepgram WebSocket events forwarded transparently",
             "speaker_identified": "Speaker identification results (when user_id provided)",
-            "error": "Processing errors"
+            "error": "Processing errors",
         },
         "features": [
             "True Deepgram API drop-in replacement",
@@ -1039,6 +1122,6 @@ async def get_deepgram_api_info():
             "Transparent event forwarding (WebSocket)",
             "Optional speaker identification enhancement",
             "Debug WAV recording (WebSocket with user_id)",
-            "Dynamic parameter handling"
-        ]
-    }
\ No newline at end of file
+            "Dynamic parameter handling",
+        ],
+    }
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py b/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
index 6d76c7f4..efd5b300 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/api/service.py
@@ -1,28 +1,41 @@
 """FastAPI service for speaker recognition and diarization - fully refactored."""
 
+import asyncio
 import logging
 import os
-import yaml
 from contextlib import asynccontextmanager
 from pathlib import Path
-from typing import cast, Optional, Union
+from typing import Optional, Union, cast
 
 import torch
 import uvicorn
+import yaml
 from fastapi import Depends, FastAPI
 from fastapi.middleware.cors import CORSMiddleware
+from fastapi.responses import JSONResponse
+from omegaconf import OmegaConf
 from pydantic import Field
 from pydantic_settings import BaseSettings
-
 from simple_speaker_recognition.api.core.utils import get_data_directory
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
 from simple_speaker_recognition.core.audio_backend import AudioBackend
 from simple_speaker_recognition.core.unified_speaker_db import UnifiedSpeakerDB
 from simple_speaker_recognition.database import init_db
+from simple_speaker_recognition.system_event_reporter import (
+    install_system_event_reporter,
+)
 
 # Configure logging
-logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s")
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+)
 log = logging.getLogger("speaker_service")
 
+# Forward ERROR/CRITICAL logs to the backend's system-event ledger so failures
+# inside this service surface on the admin "System Errors" page. No-op unless
+# CHRONICLE_INGEST_URL/CHRONICLE_INGEST_TOKEN are configured.
+install_system_event_reporter(source="speaker-recognition")
+
 
 def load_speaker_config_from_root() -> dict:
     """
@@ -32,8 +45,6 @@ def load_speaker_config_from_root() -> dict:
         Dictionary with speaker_recognition config, or empty dict if not found
     """
     try:
-        from omegaconf import OmegaConf
-
         config_dir = Path(os.getenv("CONFIG_DIR", "/app/config"))
         defaults_path = config_dir / "defaults.yml"
         config_path = config_dir / "config.yml"
@@ -48,12 +59,14 @@ def load_speaker_config_from_root() -> dict:
         merged = OmegaConf.merge(defaults, user_config)
 
         # Extract speaker_recognition section
-        speaker_config = merged.get('speaker_recognition', {})
+        speaker_config = merged.get("speaker_recognition", {})
 
         # Resolve environment variables and convert to dict
         resolved = OmegaConf.to_container(speaker_config, resolve=True)
 
-        log.info(f"Loaded speaker_recognition config: {resolved}")
+        # Never serialize resolved configuration here: it can contain API keys and
+        # Hugging Face tokens expanded from environment variables.
+        log.info("Loaded speaker_recognition config from %s", config_dir)
         return resolved
 
     except Exception as e:
@@ -63,27 +76,44 @@ def load_speaker_config_from_root() -> dict:
 
 class Settings(BaseSettings):
     """Service configuration settings."""
-    similarity_threshold: float = Field(default=0.45, description="Cosine similarity threshold for speaker identification")
-    data_dir: Path = Field(default_factory=get_data_directory, description="Directory for storing speaker data")
-    enrollment_audio_dir: Path = Field(default_factory=lambda: get_data_directory() / "enrollment_audio", description="Directory for storing enrollment audio files")
-    max_file_seconds: int = Field(default=180, description="Maximum file duration in seconds")
-    deepgram_api_key: Optional[str] = Field(default=None, description="Deepgram API key for wrapper service")
-    deepgram_base_url: str = Field(default="https://api.deepgram.com", description="Deepgram API base URL")
-    hf_token: Optional[str] = Field(default=None, description="Hugging Face token for Pyannote models")
+
+    similarity_threshold: float = Field(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Cosine similarity threshold for speaker identification",
+    )
+    data_dir: Path = Field(
+        default_factory=get_data_directory,
+        description="Directory for storing speaker data",
+    )
+    enrollment_audio_dir: Path = Field(
+        default_factory=lambda: get_data_directory() / "enrollment_audio",
+        description="Directory for storing enrollment audio files",
+    )
+    max_file_seconds: int = Field(
+        default=180, description="Maximum file duration in seconds"
+    )
+    deepgram_api_key: Optional[str] = Field(
+        default=None, description="Deepgram API key for wrapper service"
+    )
+    deepgram_base_url: str = Field(
+        default="https://api.deepgram.com", description="Deepgram API base URL"
+    )
+    hf_token: Optional[str] = Field(
+        default=None, description="Hugging Face token for Pyannote models"
+    )
 
     # Backend API configuration for chunked processing
     # Loaded from root config.yml speaker_recognition section, can be overridden by env vars
     max_diarize_duration: int = Field(
         default=60,
-        description="Maximum audio duration (seconds) for single PyAnnote call"
+        description="Maximum audio duration (seconds) for single PyAnnote call",
     )
     diarize_chunk_overlap: float = Field(
-        default=5.0,
-        description="Overlap (seconds) between chunks for continuity"
+        default=5.0, description="Overlap (seconds) between chunks for continuity"
     )
     backend_api_url: str = Field(
         default="http://host.docker.internal:8000",
-        description="Backend API URL for fetching audio segments"
+        description="Backend API URL for fetching audio segments",
     )
 
     class Config:
@@ -98,14 +128,24 @@ def __init__(self, **kwargs):
         root_config = load_speaker_config_from_root()
 
         # Apply root config values as defaults (only if not provided in kwargs or env)
-        if 'max_diarize_duration' not in kwargs and 'MAX_DIARIZE_DURATION' not in os.environ:
-            kwargs['max_diarize_duration'] = root_config.get('max_diarize_duration', 60)
-
-        if 'diarize_chunk_overlap' not in kwargs and 'DIARIZE_CHUNK_OVERLAP' not in os.environ:
-            kwargs['diarize_chunk_overlap'] = root_config.get('diarize_chunk_overlap', 5.0)
-
-        if 'backend_api_url' not in kwargs and 'BACKEND_API_URL' not in os.environ:
-            kwargs['backend_api_url'] = root_config.get('backend_api_url', 'http://host.docker.internal:8000')
+        if (
+            "max_diarize_duration" not in kwargs
+            and "MAX_DIARIZE_DURATION" not in os.environ
+        ):
+            kwargs["max_diarize_duration"] = root_config.get("max_diarize_duration", 60)
+
+        if (
+            "diarize_chunk_overlap" not in kwargs
+            and "DIARIZE_CHUNK_OVERLAP" not in os.environ
+        ):
+            kwargs["diarize_chunk_overlap"] = root_config.get(
+                "diarize_chunk_overlap", 5.0
+            )
+
+        if "backend_api_url" not in kwargs and "BACKEND_API_URL" not in os.environ:
+            kwargs["backend_api_url"] = root_config.get(
+                "backend_api_url", "http://host.docker.internal:8000"
+            )
 
         super().__init__(**kwargs)
 
@@ -113,7 +153,9 @@ def __init__(self, **kwargs):
 # Get HF_TOKEN from environment and create settings
 hf_token = os.getenv("HF_TOKEN")
 if not hf_token:
-    raise ValueError("HF_TOKEN environment variable is required. Please set it before running the service.")
+    raise ValueError(
+        "HF_TOKEN environment variable is required. Please set it before running the service."
+    )
 
 hf_token = cast(str, hf_token)
 auth = Settings()  # Load other settings from env vars or .env file
@@ -141,23 +183,87 @@ def __init__(self, **kwargs):
     log.info("Using GPU mode via COMPUTE_MODE=gpu environment variable")
 elif compute_mode == "gpu" and not torch.cuda.is_available():
     device = torch.device("cpu")
-    log.warning("COMPUTE_MODE=gpu requested but CUDA not available, falling back to CPU")
+    log.warning(
+        "COMPUTE_MODE=gpu requested but CUDA not available, falling back to CPU"
+    )
 else:
     device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
 
 
+# --- CUDA health probe + self-heal watchdog ----------------------------------
+# A `cudaErrorLaunchFailure` ("unspecified launch failure") poisons the process's
+# CUDA context: every later kernel launch fails until the process restarts, yet a
+# plain liveness check (return "ok") still looks healthy. So /health silently lied
+# while 100% of /identify calls 500'd. These exercise the GPU for real so the fault
+# is both *reported* (health → 503) and *recovered* (watchdog exits → restart policy
+# brings the service back with a fresh context).
+HEALTH_PROBE_INTERVAL_SECONDS = float(os.getenv("CUDA_PROBE_INTERVAL_SECONDS", "30"))
+HEALTH_MAX_CONSECUTIVE_FAILURES = int(os.getenv("CUDA_PROBE_MAX_FAILURES", "3"))
+
+
+def _probe_cuda() -> Optional[str]:
+    """Launch one tiny GPU kernel and synchronize to detect a corrupted CUDA context.
+
+    Returns None when the GPU is healthy (or the service is CPU-only), or a short error
+    string when a kernel launch/sync fails — which, for a sticky launch failure, it will
+    keep doing until the process restarts.
+    """
+    if device.type != "cuda":
+        return None
+    try:
+        x = torch.ones(64, device=device) * 2.0
+        torch.cuda.synchronize()
+        _ = float(x.sum().item())  # force the result back off the GPU
+        return None
+    except Exception as e:  # noqa: BLE001 — any CUDA fault here means unhealthy
+        return f"{type(e).__name__}: {e}"
+
+
+async def _cuda_watchdog() -> None:
+    """Self-heal a poisoned CUDA context.
+
+    `cudaErrorLaunchFailure` is sticky — only a process restart clears it. Probe the GPU
+    periodically and, after a few *consecutive* failures (to ride out a one-off blip under
+    contention), exit so the container's ``restart: unless-stopped`` policy brings the
+    service back with a fresh context instead of staying silently broken.
+    """
+    if device.type != "cuda":
+        return
+    consecutive = 0
+    while True:
+        await asyncio.sleep(HEALTH_PROBE_INTERVAL_SECONDS)
+        err = await asyncio.to_thread(_probe_cuda)
+        if err is None:
+            consecutive = 0
+            continue
+        consecutive += 1
+        log.error(
+            "CUDA watchdog: GPU probe failed (%d/%d): %s",
+            consecutive,
+            HEALTH_MAX_CONSECUTIVE_FAILURES,
+            err,
+        )
+        if consecutive >= HEALTH_MAX_CONSECUTIVE_FAILURES:
+            log.critical(
+                "CUDA context unrecoverable after %d consecutive probes — exiting so the "
+                "container restarts with a fresh context",
+                consecutive,
+            )
+            os._exit(1)
+
+
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     """FastAPI lifespan event handler for startup and shutdown."""
     global audio_backend, speaker_db
-    
+
     # Startup: Initialize database and load models
     log.info("=== Speaker Recognition Service Starting ===")
     log.info("Version: 2025-08-05-refactored")
     log.info("This version uses modular router architecture")
     log.info("Initializing database...")
     init_db()
-    
+
     log.info("Loading models...")
     assert hf_token is not None
     audio_backend = AudioBackend(hf_token, device)
@@ -167,25 +273,34 @@ async def lifespan(app: FastAPI):
         similarity_thr=auth.similarity_threshold,
     )
     log.info("Models ready ✔ – device=%s", device)
-    
+
     # Ensure enrollment audio directory exists
     auth.enrollment_audio_dir.mkdir(parents=True, exist_ok=True)
     log.info("Enrollment audio directory ready: %s", auth.enrollment_audio_dir)
-    
+
     # Ensure admin user exists
     admin_user_id = speaker_db.ensure_admin_user()
     log.info("Admin user ready ✔ – user_id=%s", admin_user_id)
-    
+
+    # Start the CUDA self-heal watchdog (no-op on CPU).
+    watchdog_task = asyncio.create_task(_cuda_watchdog())
+    log.info("CUDA watchdog started (device=%s)", device)
+
     # Yield control to the application
     yield
-    
+
     # Shutdown: Clean up resources if needed
+    watchdog_task.cancel()
     log.info("Shutting down speaker recognition service")
 
 
-app = FastAPI(title="Simple Speaker Recognition Service", version="0.2.0", lifespan=lifespan)
+app = FastAPI(
+    title="Simple Speaker Recognition Service", version="0.2.0", lifespan=lifespan
+)
 
-react_ui_host = os.getenv("REACT_UI_HOST", "localhost") + ":" + os.getenv("REACT_UI_PORT", "5173")
+react_ui_host = (
+    os.getenv("REACT_UI_HOST", "localhost") + ":" + os.getenv("REACT_UI_PORT", "5173")
+)
 # Add CORS middleware for direct WebSocket connections from HTTPS frontend
 app.add_middleware(
     CORSMiddleware,
@@ -197,18 +312,20 @@ async def lifespan(app: FastAPI):
 
 # Import and include all routers
 from .routers import (
-    users_router,
-    speakers_router,
+    deepgram_router,
+    enrollment_audit_router,
     enrollment_router,
     identification_router,
-    deepgram_router,
-    websocket_router
+    speakers_router,
+    users_router,
+    websocket_router,
 )
 
 # Include routers with appropriate tags and prefixes
 app.include_router(users_router, tags=["users"])
-app.include_router(speakers_router, tags=["speakers"])  
+app.include_router(speakers_router, tags=["speakers"])
 app.include_router(enrollment_router, tags=["enrollment"])
+app.include_router(enrollment_audit_router, tags=["enrollment-audit"])
 app.include_router(identification_router, tags=["identification"])
 app.include_router(deepgram_router, tags=["deepgram"])
 app.include_router(websocket_router, tags=["websocket"])
@@ -221,24 +338,39 @@ async def get_db() -> UnifiedSpeakerDB:
 
 @app.get("/health")
 async def health(db: UnifiedSpeakerDB = Depends(get_db)):
-    """Health check endpoint."""
-    return {
-        "status": "ok",
+    """Health check — exercises CUDA so a poisoned context reports unhealthy.
+
+    Returns 503 when the GPU probe fails, so the container healthcheck (``curl -f``)
+    flips to ``unhealthy`` instead of reporting green while every /identify 500s.
+    """
+    cuda_error = await asyncio.to_thread(_probe_cuda)
+    body = {
+        "status": "ok" if cuda_error is None else "cuda_error",
         "version": "0.2.0-refactored",
         "device": str(device),
         "speakers": db.get_speaker_count(),
-        "architecture": "modular-routers"
+        "architecture": "modular-routers",
     }
+    if cuda_error is not None:
+        body["cuda_error"] = cuda_error
+        log.error("Health probe: CUDA context unhealthy: %s", cuda_error)
+        return JSONResponse(status_code=503, content=body)
+    return body
 
 
 def main():
     """Main entry point for the service."""
     host = os.getenv("SPEAKER_SERVICE_HOST", "0.0.0.0")
     port = int(os.getenv("SPEAKER_SERVICE_PORT", "8085"))
-    
+
     log.info(f"Starting Refactored Speaker Service on {host}:{port}")
-    uvicorn.run("simple_speaker_recognition.api.service:app", host=host, port=port, reload=bool(os.getenv("DEV", False)))
+    uvicorn.run(
+        "simple_speaker_recognition.api.service:app",
+        host=host,
+        port=port,
+        reload=bool(os.getenv("DEV", False)),
+    )
 
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/constants.py b/extras/speaker-recognition/src/simple_speaker_recognition/constants.py
new file mode 100644
index 00000000..fcaa6948
--- /dev/null
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/constants.py
@@ -0,0 +1,14 @@
+"""Shared constants for speaker recognition.
+
+Kept dependency-free so it can be imported from any module (including core/)
+without triggering heavy or circular imports.
+"""
+
+# Minimum cosine similarity (on normalized wespeaker embeddings) required to
+# treat a segment as the same / a known speaker. Single source of truth for
+# every "similarity threshold" default across the service.
+#
+# Note: pyannote/wespeaker-voxceleb-resnet34-LM embeddings operate in a
+# compressed cosine range (same-speaker scores realistically top out ~0.55-0.6),
+# so values >0.6 reject almost everything and values <0.3 match almost anything.
+DEFAULT_SIMILARITY_THRESHOLD = 0.5
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
index b451827d..aabff040 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/__init__.py
@@ -1,7 +1,7 @@
 """Core speaker recognition components."""
 
 from .audio_backend import AudioBackend
-from .unified_speaker_db import UnifiedSpeakerDB
 from .models import *
+from .unified_speaker_db import UnifiedSpeakerDB
 
-__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
\ No newline at end of file
+__all__ = ["AudioBackend", "UnifiedSpeakerDB"]
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
index ec891dcc..00354638 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/audio_backend.py
@@ -7,10 +7,12 @@
 from typing import Dict, List, Optional
 
 import numpy as np
+import soundfile as sf
 import torch
 from pyannote.audio import Audio, Pipeline
 from pyannote.audio.pipelines.speaker_verification import PretrainedSpeakerEmbedding
 from pyannote.core import Segment
+from sklearn.cluster import AgglomerativeClustering
 
 logger = logging.getLogger(__name__)
 
@@ -18,29 +20,43 @@
 class AudioBackend:
     """Wrapper around PyAnnote & SpeechBrain components."""
 
+    EMBEDDING_MODEL_ID = "pyannote/wespeaker-voxceleb-resnet34-LM"
+
     def __init__(self, hf_token: str, device: torch.device):
         self.device = device
         self.diar = Pipeline.from_pretrained(
             "pyannote/speaker-diarization-community-1", token=hf_token
         ).to(device)
-        
+
         # Configure pipeline with proper segmentation parameters to reduce over-segmentation
         # Note: embedding model is fixed in pre-trained pipeline and cannot be changed at instantiation
         pipeline_params = {
-            'segmentation': {
-                'min_duration_off': 1.5  # Fill gaps shorter than 1.5 seconds
+            "segmentation": {
+                "min_duration_off": 1.5  # Fill gaps shorter than 1.5 seconds
             }
             # embedding_exclude_overlap is also fixed in the pre-trained pipeline
         }
         self.diar.instantiate(pipeline_params)
-        
+
         # Use the EXACT same embedding model that the diarization pipeline uses internally
         self.embedder = PretrainedSpeakerEmbedding(
-            "pyannote/wespeaker-voxceleb-resnet34-LM", device=device
+            self.EMBEDDING_MODEL_ID, device=device
         )
         self.loader = Audio(sample_rate=16_000, mono="downmix")
 
+    # wespeaker's fbank front-end uses a 25 ms window (400 samples @ 16 kHz). A waveform
+    # shorter than one window makes torchaudio.compliance.kaldi.fbank assert
+    # ("choose a window size 400 that is [2, N]") and 500s the whole diarize/identify
+    # request — and long multi-speaker recordings routinely yield sub-window diarization
+    # fragments. Pad such clips up to one window so embedding degrades gracefully instead
+    # of crashing; callers already drop the resulting low-energy/degenerate embeddings.
+    MIN_EMBED_SAMPLES = 400
+
     def embed(self, wave: torch.Tensor) -> np.ndarray:  # (1, T)
+        if wave.shape[-1] < self.MIN_EMBED_SAMPLES:
+            wave = torch.nn.functional.pad(
+                wave, (0, self.MIN_EMBED_SAMPLES - wave.shape[-1])
+            )
         with torch.inference_mode():
             emb = self.embedder(wave.to(self.device))
         if isinstance(emb, torch.Tensor):
@@ -51,10 +67,16 @@ async def async_embed(self, wave: torch.Tensor) -> np.ndarray:
         loop = asyncio.get_running_loop()
         return await loop.run_in_executor(None, self.embed, wave)
 
-    def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers: Optional[int] = None, 
-                collar: float = 2.0, min_duration_off: float = 1.5) -> List[Dict]:
+    def diarize(
+        self,
+        path: Path,
+        min_speakers: Optional[int] = None,
+        max_speakers: Optional[int] = None,
+        collar: float = 2.0,
+        min_duration_off: float = 1.5,
+    ) -> List[Dict]:
         """Perform speaker diarization on an audio file.
-        
+
         Args:
             path: Path to the audio file
             min_speakers: Minimum number of speakers to detect
@@ -64,27 +86,23 @@ def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers:
         """
         # Dynamically update pipeline parameters if min_duration_off is different from default
         if min_duration_off != 1.5:
-            pipeline_params = {
-                'segmentation': {
-                    'min_duration_off': min_duration_off
-                }
-            }
+            pipeline_params = {"segmentation": {"min_duration_off": min_duration_off}}
             self.diar.instantiate(pipeline_params)
-        
+
         with torch.inference_mode():
             # Pass speaker count parameters to pyannote
             kwargs = {}
             if min_speakers is not None:
-                kwargs['min_speakers'] = min_speakers
+                kwargs["min_speakers"] = min_speakers
             if max_speakers is not None:
-                kwargs['max_speakers'] = max_speakers
+                kwargs["max_speakers"] = max_speakers
 
             output = self.diar(str(path), **kwargs)
             logger.info(f"Diarization output: {output}")
 
             # In pyannote.audio 4.0+, the pipeline returns a DiarizeOutput object
             # We need to access .speaker_diarization to get the Annotation object
-            if hasattr(output, 'speaker_diarization'):
+            if hasattr(output, "speaker_diarization"):
                 diarization = output.speaker_diarization
                 logger.info(f"Using speaker_diarization from output (pyannote 4.0+)")
             else:
@@ -95,24 +113,42 @@ def diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers:
             # Apply PyAnnote's built-in gap filling using support() method with configurable collar
             # This fills gaps shorter than collar seconds between segments from same speaker
             diarization = diarization.support(collar=collar)
-        
+
         segments = []
         for turn, _, speaker in diarization.itertracks(yield_label=True):
-            segments.append({
-                "start": float(turn.start),
-                "end": float(turn.end),
-                "speaker": str(speaker),
-                "duration": float(turn.end - turn.start)
-            })
-        
+            segments.append(
+                {
+                    "start": float(turn.start),
+                    "end": float(turn.end),
+                    "speaker": str(speaker),
+                    "duration": float(turn.end - turn.start),
+                }
+            )
+
         return segments
 
-    async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, max_speakers: Optional[int] = None,
-                           collar: float = 2.0, min_duration_off: float = 1.5, max_duration: float = 60.0,
-                           chunk_overlap: float = 5.0) -> List[Dict]:
+    async def async_diarize(
+        self,
+        path: Path,
+        min_speakers: Optional[int] = None,
+        max_speakers: Optional[int] = None,
+        collar: float = 2.0,
+        min_duration_off: float = 1.5,
+        max_duration: float = 60.0,
+        chunk_overlap: float = 5.0,
+        reconciliation_threshold: float = 0.4,
+    ) -> List[Dict]:
         """
         Async wrapper for diarization with automatic chunking for large files.
 
+        Chunking bounds the cost of pyannote's clustering stage, which runs on CPU
+        (scipy ``linkage``) and is O(N^2) in the number of sliding-window embeddings —
+        the thing that blows up time/memory on long audio. When a file is chunked,
+        each chunk's local ``SPEAKER_xx`` labels are arbitrary, so we DON'T merge by
+        label string. Instead we embed each (chunk, local-speaker), then run a second,
+        cheap global clustering over those centroids to map them to consistent global
+        speaker identities (a.k.a. "speaker linking" / two-pass diarization).
+
         Args:
             path: Path to the audio file
             min_speakers: Minimum number of speakers to detect
@@ -121,6 +157,8 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
             min_duration_off: Minimum silence duration (seconds) before treating as segment boundary
             max_duration: Maximum duration (seconds) per PyAnnote call - files longer than this are chunked
             chunk_overlap: Overlap (seconds) between chunks for continuity
+            reconciliation_threshold: Minimum cosine similarity between two chunk-local
+                speaker centroids to treat them as the same global speaker
 
         Returns:
             List of speaker segments (automatically merged if chunked)
@@ -130,15 +168,34 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
 
         # If file is short enough, process in one go
         if file_duration <= max_duration:
-            logger.info(f"Processing audio without chunking (duration={file_duration:.1f}s ≤ {max_duration}s)")
+            logger.info(
+                f"Processing audio without chunking (duration={file_duration:.1f}s ≤ {max_duration}s)"
+            )
             loop = asyncio.get_running_loop()
-            return await loop.run_in_executor(None, self.diarize, path, min_speakers, max_speakers, collar, min_duration_off)
+            return await loop.run_in_executor(
+                None,
+                self.diarize,
+                path,
+                min_speakers,
+                max_speakers,
+                collar,
+                min_duration_off,
+            )
 
         # File is too large - chunk it
-        logger.info(f"Processing audio with chunking (duration={file_duration:.1f}s > {max_duration}s)")
-        logger.info(f"Using {int(file_duration / max_duration) + 1} chunks with {chunk_overlap}s overlap")
+        logger.info(
+            f"Processing audio with chunking (duration={file_duration:.1f}s > {max_duration}s)"
+        )
+        logger.info(
+            f"Using {int(file_duration / max_duration) + 1} chunks with {chunk_overlap}s overlap"
+        )
 
+        # Each segment carries a per-chunk-unique tag (f"{chunk}::{local_label}") so
+        # that local labels from different chunks never accidentally collide. The tag
+        # is replaced by a globally-consistent label during reconciliation below.
         all_segments = []
+        centroids: Dict[str, np.ndarray] = {}
+        tag_to_chunk: Dict[str, int] = {}
         current_start = 0.0
         chunk_num = 0
 
@@ -147,40 +204,69 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
             chunk_duration = min(max_duration, file_duration - current_start)
 
             # Add overlap for continuity (except for last chunk)
-            fetch_duration = chunk_duration + chunk_overlap if current_start + chunk_duration < file_duration else chunk_duration
+            fetch_duration = (
+                chunk_duration + chunk_overlap
+                if current_start + chunk_duration < file_duration
+                else chunk_duration
+            )
 
-            logger.debug(f"Processing chunk {chunk_num}: start={current_start:.1f}s, duration={chunk_duration:.1f}s")
+            logger.debug(
+                f"Processing chunk {chunk_num}: start={current_start:.1f}s, duration={chunk_duration:.1f}s"
+            )
 
             # Load audio segment
-            chunk_audio = self.load_wave(path, start=current_start, end=current_start + fetch_duration)
+            chunk_audio = self.load_wave(
+                path, start=current_start, end=current_start + fetch_duration
+            )
 
             # Write chunk to temp file for PyAnnote
-            with tempfile.NamedTemporaryFile(suffix='.wav', delete=False) as tmp:
-                import soundfile as sf
+            with tempfile.NamedTemporaryFile(suffix=".wav", delete=False) as tmp:
                 # Extract tensor data and write as WAV
                 audio_tensor = chunk_audio.squeeze().cpu().numpy()
                 sf.write(tmp.name, audio_tensor, 16000)
                 chunk_path = Path(tmp.name)
 
             try:
-                # Diarize this chunk
+                # Diarize this chunk (segments carry LOCAL, 0-based timestamps)
                 loop = asyncio.get_running_loop()
                 chunk_segments = await loop.run_in_executor(
-                    None, self.diarize, chunk_path, min_speakers, max_speakers, collar, min_duration_off
+                    None,
+                    self.diarize,
+                    chunk_path,
+                    min_speakers,
+                    max_speakers,
+                    collar,
+                    min_duration_off,
                 )
 
-                # Adjust timestamps to absolute time
-                for seg in chunk_segments:
-                    seg['start'] += current_start
-                    seg['end'] += current_start
-                    seg['duration'] = seg['end'] - seg['start']
+                # Only keep segments that start before the overlap cutoff (local time)
+                chunk_segments = [
+                    seg for seg in chunk_segments if seg["start"] < chunk_duration
+                ]
 
-                # Only keep segments that start before the overlap cutoff
-                cutoff = current_start + chunk_duration
-                chunk_segments = [seg for seg in chunk_segments if seg['start'] < cutoff]
+                # Embed each chunk-local speaker BEFORE the temp file is deleted, so we
+                # can later link them across chunks by voice rather than by label.
+                local_centroids = await self._embed_local_speakers(
+                    chunk_path, chunk_segments
+                )
+                for local_label, centroid in local_centroids.items():
+                    tag = f"{chunk_num:03d}::{local_label}"
+                    centroids[tag] = centroid
+                    tag_to_chunk[tag] = chunk_num
+
+                # Tag segments and shift to absolute time
+                for seg in chunk_segments:
+                    tag = f"{chunk_num:03d}::{seg['speaker']}"
+                    all_segments.append(
+                        {
+                            "start": seg["start"] + current_start,
+                            "end": seg["end"] + current_start,
+                            "duration": seg["end"] - seg["start"],
+                            "speaker": tag,
+                        }
+                    )
 
                 logger.debug(f"Chunk {chunk_num}: found {len(chunk_segments)} segments")
-                all_segments.extend(chunk_segments)
 
             finally:
                 chunk_path.unlink(missing_ok=True)
@@ -188,30 +274,182 @@ async def async_diarize(self, path: Path, min_speakers: Optional[int] = None, ma
             # Move to next chunk
             current_start += chunk_duration
 
-        logger.info(f"Chunked diarization complete: {len(all_segments)} segments before merging")
+        logger.info(
+            f"Chunked diarization complete: {len(all_segments)} segments "
+            f"across {len(centroids)} chunk-local speakers before reconciliation"
+        )
+
+        # Map per-chunk tags -> globally-consistent SPEAKER_xx labels by clustering
+        # the chunk-local centroids (cheap: a few dozen vectors, no O(N^2) blowup).
+        tag_to_global = self._reconcile_chunk_speakers(
+            centroids, tag_to_chunk, reconciliation_threshold, max_speakers
+        )
+        for seg in all_segments:
+            seg["speaker"] = tag_to_global.get(seg["speaker"], seg["speaker"])
+
+        n_global = len(set(tag_to_global.values()))
+        logger.info(
+            f"Reconciled {len(centroids)} chunk-local speakers into {n_global} "
+            f"global speakers (threshold={reconciliation_threshold})"
+        )
 
-        # Merge adjacent segments from same speaker
+        # Merge adjacent segments from the same (global) speaker
         merged = self._merge_segments(all_segments, max_gap=2.0)
         logger.info(f"After merging: {len(merged)} final segments")
 
         return merged
 
+    async def _embed_local_speakers(
+        self,
+        chunk_path: Path,
+        segments: List[Dict],
+        min_emb_duration: float = 1.0,
+        max_pool_duration: float = 12.0,
+    ) -> Dict[str, np.ndarray]:
+        """Compute one L2-normalized centroid embedding per local speaker in a chunk.
+
+        Pools embeddings from the speaker's longest segments (preferring those >=
+        ``min_emb_duration`` since short-utterance embeddings are unreliable; falling
+        back to the single longest segment if none qualify, so every local speaker
+        still gets a centroid). Embeddings are taken from single-speaker segments only
+        — pyannote diarization has already separated overlapping speech into distinct
+        labels.
+        """
+        by_label: Dict[str, List[Dict]] = {}
+        for seg in segments:
+            by_label.setdefault(seg["speaker"], []).append(seg)
+
+        loop = asyncio.get_running_loop()
+        centroids: Dict[str, np.ndarray] = {}
+        for label, segs in by_label.items():
+            segs_sorted = sorted(
+                segs, key=lambda s: s["end"] - s["start"], reverse=True
+            )
+            chosen = [
+                s for s in segs_sorted if (s["end"] - s["start"]) >= min_emb_duration
+            ]
+            if not chosen:
+                chosen = segs_sorted[:1]  # best-effort: longest available segment
+
+            embeddings = []
+            pooled = 0.0
+            for s in chosen:
+                wave = self.load_wave(chunk_path, s["start"], s["end"])
+                emb = np.asarray(
+                    await loop.run_in_executor(None, self.embed, wave)
+                ).reshape(-1)
+                # Silent/degenerate segments embed to a zero vector, which self.embed
+                # normalizes to NaN (0/0). Drop those — a NaN centroid would crash the
+                # downstream clustering (sklearn rejects NaN).
+                if np.all(np.isfinite(emb)) and np.linalg.norm(emb) > 0:
+                    embeddings.append(emb)
+                pooled += s["end"] - s["start"]
+                if pooled >= max_pool_duration:
+                    break
+
+            if not embeddings:
+                logger.warning(
+                    f"No finite embedding for local speaker {label} "
+                    f"(silent/degenerate segments); skipping reconciliation for it"
+                )
+                continue
+
+            centroid = np.mean(np.stack(embeddings), axis=0)
+            norm = np.linalg.norm(centroid)
+            if not np.isfinite(norm) or norm == 0:
+                continue
+            centroids[label] = centroid / norm
+        return centroids
+
+    def _reconcile_chunk_speakers(
+        self,
+        centroids: Dict[str, np.ndarray],
+        tag_to_chunk: Dict[str, int],
+        threshold: float,
+        max_speakers: Optional[int] = None,
+    ) -> Dict[str, str]:
+        """Link per-chunk speaker centroids into globally-consistent speaker labels.
+
+        Runs agglomerative clustering over the chunk-local centroids using a precomputed
+        cosine-distance matrix with AVERAGE linkage (lenient enough to merge the same
+        speaker across noisy short-chunk centroids — complete linkage badly under-merges
+        here). Same-chunk speakers get a large sentinel distance to discourage merging
+        speakers the diarizer already split. If clustering still leaves more groups than
+        ``max_speakers``, force exactly ``max_speakers`` by merging the closest groups —
+        a hard upper bound matching the configured speaker count.
+
+        Returns a mapping {chunk_tag -> "SPEAKER_NN"}.
+        """
+        tags = list(centroids.keys())
+        if not tags:
+            return {}
+        if len(tags) == 1:
+            return {tags[0]: "SPEAKER_00"}
+
+        matrix = np.stack([centroids[t] for t in tags])  # (M, D), unit-norm
+        distance = 1.0 - (matrix @ matrix.T)  # cosine distance in [0, 2]
+        # Safety net: any non-finite distance (degenerate centroid that slipped
+        # through) becomes "maximally far" so it never merges, rather than crashing
+        # sklearn's clustering, which rejects NaN.
+        distance = np.nan_to_num(distance, nan=2.0, posinf=2.0, neginf=0.0)
+        np.clip(distance, 0.0, 2.0, out=distance)
+        np.fill_diagonal(distance, 0.0)
+
+        # Soft cannot-link: same-chunk speakers get a large sentinel distance so average
+        # linkage strongly resists merging speakers the diarizer split within a chunk.
+        CANNOT_LINK = 10.0
+        for i, ti in enumerate(tags):
+            for j, tj in enumerate(tags):
+                if i != j and tag_to_chunk[ti] == tag_to_chunk[tj]:
+                    distance[i, j] = CANNOT_LINK
+
+        labels = AgglomerativeClustering(
+            n_clusters=None,
+            distance_threshold=1.0 - threshold,
+            metric="precomputed",
+            linkage="average",
+        ).fit_predict(distance)
+
+        # Hard cap: never emit more global speakers than configured max_speakers.
+        n_found = len(set(labels))
+        if max_speakers and n_found > max_speakers:
+            logger.info(
+                f"Reconciliation found {n_found} groups > max_speakers={max_speakers}; "
+                f"merging closest groups down to {max_speakers}"
+            )
+            labels = AgglomerativeClustering(
+                n_clusters=max_speakers,
+                metric="precomputed",
+                linkage="average",
+            ).fit_predict(distance)
+
+        # Number clusters by first appearance for stable, readable SPEAKER_NN labels.
+        order: Dict[int, int] = {}
+        mapping: Dict[str, str] = {}
+        for tag, raw in zip(tags, labels):
+            if raw not in order:
+                order[raw] = len(order)
+            mapping[tag] = f"SPEAKER_{order[raw]:02d}"
+        return mapping
+
     def _merge_segments(self, segments: List[Dict], max_gap: float = 2.0) -> List[Dict]:
         """Merge adjacent segments from same speaker."""
         if not segments:
             return []
 
-        segments = sorted(segments, key=lambda s: s['start'])
+        segments = sorted(segments, key=lambda s: s["start"])
         merged = []
         current = segments[0].copy()
 
         for next_seg in segments[1:]:
             # Same speaker and close enough?
-            if (current['speaker'] == next_seg['speaker'] and
-                next_seg['start'] - current['end'] <= max_gap):
+            if (
+                current["speaker"] == next_seg["speaker"]
+                and next_seg["start"] - current["end"] <= max_gap
+            ):
                 # Merge
-                current['end'] = next_seg['end']
-                current['duration'] = current['end'] - current['start']
+                current["end"] = next_seg["end"]
+                current["duration"] = current["end"] - current["start"]
             else:
                 # Save current, start new
                 merged.append(current)
@@ -220,7 +458,9 @@ def _merge_segments(self, segments: List[Dict], max_gap: float = 2.0) -> List[Di
         merged.append(current)
         return merged
 
-    def load_wave(self, path: Path, start: Optional[float] = None, end: Optional[float] = None) -> torch.Tensor:
+    def load_wave(
+        self, path: Path, start: Optional[float] = None, end: Optional[float] = None
+    ) -> torch.Tensor:
         if start is not None and end is not None:
             # Get audio file duration to validate segment bounds
             file_info = self.loader.get_duration(str(path))
@@ -232,10 +472,15 @@ def load_wave(self, path: Path, start: Optional[float] = None, end: Optional[flo
 
             # Log if we had to clamp the segment
             if start != start_clamped or end != end_clamped:
-                logger.warning(f"Segment [{start:.6f}s, {end:.6f}s] clamped to [{start_clamped:.6f}s, {end_clamped:.6f}s] for file duration {file_duration:.6f}s")
+                logger.warning(
+                    f"Segment [{start:.6f}s, {end:.6f}s] clamped to [{start_clamped:.6f}s, {end_clamped:.6f}s] for file duration {file_duration:.6f}s"
+                )
 
+            # mode="pad" zero-pads short reads at file end — duration metadata can
+            # over-report by a few ms vs decodable samples, and strict mode raises
+            # on the final diarization chunk in that case.
             seg = Segment(start_clamped, end_clamped)
-            wav, _ = self.loader.crop(str(path), seg)
+            wav, _ = self.loader.crop(str(path), seg, mode="pad")
         else:
             wav, _ = self.loader(str(path))
-        return wav.unsqueeze(0)  # (1, 1, T)
\ No newline at end of file
+        return wav.unsqueeze(0)  # (1, 1, T)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
index 9eaf1e02..1fb13cba 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/backend_client.py
@@ -20,22 +20,19 @@ def __init__(self, base_url: str, timeout: float = 30.0):
             base_url: Backend API base URL (e.g., http://host.docker.internal:8000)
             timeout: Request timeout in seconds (default: 30.0, used for metadata)
         """
-        self.base_url = base_url.rstrip('/')
+        self.base_url = base_url.rstrip("/")
         self.timeout = timeout
-        
+
         # Default timeout for metadata and other quick operations
         self.default_timeout = httpx.Timeout(timeout, read=timeout)
-        
+
         # Extended timeout for audio fetching (large files can take time)
         # Connect: 10s, Read: 60s, Write: 30s, Pool: 10s
         # TODO: Adjust read timeout based on actual measured decode times
         self.audio_timeout = httpx.Timeout(
-            connect=10.0,
-            read=60.0,
-            write=30.0,
-            pool=10.0
+            connect=10.0, read=60.0, write=30.0, pool=10.0
         )
-        
+
         # Use default timeout for the client (will override per-request)
         self.client = httpx.AsyncClient(timeout=self.default_timeout)
 
@@ -75,7 +72,7 @@ async def get_audio_segment(
         conversation_id: str,
         token: str,
         start: float = 0.0,
-        duration: Optional[float] = None
+        duration: Optional[float] = None,
     ) -> bytes:
         """
         Get audio segment as WAV bytes.
@@ -93,7 +90,10 @@ async def get_audio_segment(
             httpx.HTTPStatusError: If request fails
         """
         url = f"{self.base_url}/api/conversations/{conversation_id}/audio-segments"
-        params = {"start": start}
+        # Request WAV explicitly — the endpoint defaults to ogg/opus, whose
+        # pre-skip (312 samples @ 48kHz) makes header duration exceed decodable
+        # samples and trips pyannote's strict sample-count check on the last chunk.
+        params = {"start": start, "format": "wav"}
         if duration is not None:
             params["duration"] = duration
         headers = {"Authorization": f"Bearer {token}"}
@@ -104,19 +104,16 @@ async def get_audio_segment(
         )
 
         fetch_start = time.time()
-        
+
         # Use extended timeout for audio fetching (large files can take time)
         response = await self.client.get(
-            url, 
-            params=params, 
-            headers=headers,
-            timeout=self.audio_timeout
+            url, params=params, headers=headers, timeout=self.audio_timeout
         )
         response.raise_for_status()
 
         wav_bytes = response.content
         fetch_time = time.time() - fetch_start
-        
+
         logger.info(
             f"Fetched audio segment: {len(wav_bytes) / 1024 / 1024:.2f} MB "
             f"in {fetch_time:.2f}s (conversation={conversation_id[:12]}, "
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/cluster_identify.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/cluster_identify.py
new file mode 100644
index 00000000..9686f8db
--- /dev/null
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/cluster_identify.py
@@ -0,0 +1,76 @@
+"""Assign diarized-speaker cluster centroids to enrolled speakers.
+
+Factored out of the diarize-identify-match endpoint so the exact same greedy +
+margin + exclusive assignment can be replayed offline. That replay powers the
+"reprocess impact" check: given a past conversation's stored per-cluster centroids,
+re-run identification against the *current* gallery (no GPU, no re-diarization) and
+see whether any speaker labels would change after voiceprint cleanup.
+"""
+
+import logging
+from typing import Dict, List
+
+import numpy as np
+
+log = logging.getLogger("speaker_service")
+
+
+async def assign_clusters_to_speakers(
+    db,
+    label_centroids: Dict[str, np.ndarray],
+    user_id: int,
+    similarity_threshold: float,
+    identify_margin: float = 0.1,
+    exclusive: bool = True,
+) -> Dict[str, Dict]:
+    """Greedily map each diarized-speaker centroid to an enrolled speaker.
+
+    Most-confident cluster first; applies the open-set threshold, a best-vs-runner-up
+    margin, and (optionally) exclusivity so one enrolled person can't claim two diarized
+    speakers. Returns ``{cluster_label: {name, id, confidence}}`` for confidently
+    identified clusters (unidentified clusters are simply absent).
+    """
+    cluster_candidates: Dict[str, List[Dict]] = {}
+    for label, centroid in label_centroids.items():
+        _, _, _, ranked = await db.identify_with_candidates(
+            np.asarray(centroid, dtype=np.float32), user_id=user_id
+        )
+        cluster_candidates[label] = ranked
+
+    label_assignment: Dict[str, Dict] = {}
+    taken_speaker_ids: set = set()
+    for label in sorted(
+        cluster_candidates,
+        key=lambda lbl: (
+            cluster_candidates[lbl][0]["similarity"]
+            if cluster_candidates[lbl]
+            else -1.0
+        ),
+        reverse=True,
+    ):
+        ranked = cluster_candidates[label]
+        available = [
+            c
+            for c in ranked
+            if c["similarity"] >= similarity_threshold
+            and (not exclusive or c["id"] not in taken_speaker_ids)
+        ]
+        if not available:
+            continue
+        chosen = available[0]
+        runner_up = available[1]["similarity"] if len(available) > 1 else 0.0
+        if chosen["similarity"] - runner_up < identify_margin and len(available) > 1:
+            log.info(
+                f"Cluster {label}: ambiguous "
+                f"({chosen['name']}={chosen['similarity']:.3f} vs runner-up={runner_up:.3f}, "
+                f"margin<{identify_margin}) -> unknown"
+            )
+            continue
+        label_assignment[label] = {
+            "name": chosen["name"],
+            "id": chosen["id"],
+            "confidence": chosen["similarity"],
+        }
+        if exclusive:
+            taken_speaker_ids.add(chosen["id"])
+    return label_assignment
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/enrollment_audit.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/enrollment_audit.py
new file mode 100644
index 00000000..89d46d44
--- /dev/null
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/enrollment_audit.py
@@ -0,0 +1,270 @@
+"""Enrollment health / contamination audit over per-clip speaker embeddings.
+
+Pure vector math over ``SpeakerAudioSegment.embedding`` rows — no GPU and no model
+load. Each enrolled clip is scored two ways:
+
+* **self-similarity** (leave-one-out): cosine of the clip against the centroid of its
+  speaker's *other* clips. Low/negative => the clip doesn't sound like the rest of the
+  speaker's enrolment (noise, silence, wrong content, or a mislabel).
+* **best-other**: cosine against every *other* speaker's centroid. If a clip matches a
+  different speaker far better than its own, it's almost certainly filed under the wrong
+  name.
+
+This is what surfaces enrolment contamination (e.g. a clip of speaker A accidentally
+saved under speaker B) which a single averaged centroid silently dilutes. It also backs
+the corrective actions (relabel / delete) via :func:`recompute_speaker_centroid`.
+"""
+
+import collections
+import json
+import logging
+import os
+from datetime import datetime
+from typing import Optional
+
+import numpy as np
+
+from simple_speaker_recognition.database.models import (
+    EnrollmentAuditDecision,
+    Speaker,
+    SpeakerAudioSegment,
+)
+
+log = logging.getLogger("speaker_service")
+
+# A clip is a *mislabel* suspect when another speaker beats its own by at least
+# MISLABEL_MARGIN and is itself reasonably similar (>= MISLABEL_MIN).
+MISLABEL_MARGIN = 0.15
+MISLABEL_MIN = 0.40
+# Below JUNK_SELF with no better home => junk (noise/silence/too short).
+JUNK_SELF = 0.25
+# Between JUNK_SELF and WEAK_SELF => borderline, worth a look but not clearly bad.
+WEAK_SELF = 0.35
+
+
+def _norm(v: np.ndarray) -> np.ndarray:
+    n = np.linalg.norm(v)
+    return v / n if n > 0 else v
+
+
+def _load_segments(session, user_id: Optional[int], before: Optional[datetime] = None):
+    """Return [(SpeakerAudioSegment, Speaker, unit_vec)] with valid embeddings."""
+    q = session.query(SpeakerAudioSegment, Speaker).join(
+        Speaker, SpeakerAudioSegment.speaker_id == Speaker.id
+    )
+    if user_id is not None:
+        q = q.filter(Speaker.user_id == user_id)
+    if before is not None:
+        q = q.filter(SpeakerAudioSegment.created_at < before)
+
+    rows = []
+    for seg, spk in q.all():
+        if not seg.embedding:
+            continue
+        try:
+            v = np.asarray(json.loads(seg.embedding), dtype=np.float32).reshape(-1)
+        except (json.JSONDecodeError, ValueError):
+            continue
+        if v.size == 0 or not np.all(np.isfinite(v)) or np.linalg.norm(v) == 0:
+            continue
+        rows.append((seg, spk, _norm(v)))
+    return rows
+
+
+def compute_audit(
+    session, user_id: Optional[int] = None, before: Optional[datetime] = None
+) -> dict:
+    """Build the enrollment-health report for a user (or all users)."""
+    rows = _load_segments(session, user_id, before)
+    segment_ids = [seg.id for seg, _, _ in rows]
+    decisions = {
+        row.segment_id: row.decision
+        for row in session.query(EnrollmentAuditDecision)
+        .filter(EnrollmentAuditDecision.segment_id.in_(segment_ids))
+        .all()
+    }
+
+    by_spk: dict = collections.defaultdict(list)  # speaker_id -> [(seg, vec)]
+    name_by_id: dict = {}
+    for seg, spk, v in rows:
+        by_spk[spk.id].append((seg, v))
+        name_by_id[spk.id] = spk.name
+
+    # One full centroid per speaker (used as each clip's "other speaker" reference).
+    cents = {
+        sid: _norm(np.stack([v for _, v in lst]).mean(0)) for sid, lst in by_spk.items()
+    }
+
+    speakers_out = []
+    for sid, lst in by_spk.items():
+        M = np.stack([v for _, v in lst])
+        clips = []
+        selfs = []
+        n_flag = 0
+        for k, (seg, v) in enumerate(lst):
+            if len(lst) > 1:
+                rest = np.delete(M, k, axis=0)
+                self_score = float(_norm(rest.mean(0)) @ v)
+            else:
+                self_score = None  # single-clip speaker: can't validate against itself
+
+            best_id = best_name = None
+            best = -2.0
+            for s2, c2 in cents.items():
+                if s2 == sid:
+                    continue
+                sc = float(c2 @ v)
+                if sc > best:
+                    best, best_id, best_name = sc, s2, name_by_id[s2]
+
+            flags = []
+            suggested = None
+            if (
+                self_score is not None
+                and best >= MISLABEL_MIN
+                and best - self_score > MISLABEL_MARGIN
+            ):
+                flags.append("mislabel")
+                suggested = {
+                    "speaker_id": best_id,
+                    "name": best_name,
+                    "score": round(best, 3),
+                }
+            elif self_score is not None and self_score < JUNK_SELF:
+                flags.append("junk")
+            elif self_score is not None and self_score < WEAK_SELF:
+                flags.append("weak")
+
+            heuristic_flags = flags
+            review_state = decisions.get(seg.id)
+            if review_state == "confirmed_correct":
+                flags = []
+
+            if flags:
+                n_flag += 1
+            if self_score is not None:
+                selfs.append(self_score)
+
+            clips.append(
+                {
+                    "segment_id": seg.id,
+                    "filename": os.path.basename(seg.audio_file_path),
+                    "duration": round(seg.duration_seconds or 0.0, 2),
+                    "self_score": (
+                        round(self_score, 3) if self_score is not None else None
+                    ),
+                    "best_other": (
+                        {
+                            "speaker_id": best_id,
+                            "name": best_name,
+                            "score": round(best, 3),
+                        }
+                        if best_id is not None
+                        else None
+                    ),
+                    "flags": flags,
+                    "heuristic_flags": heuristic_flags,
+                    "review_state": review_state,
+                    "suggested": suggested,
+                }
+            )
+
+        clips.sort(
+            key=lambda c: (c["self_score"] if c["self_score"] is not None else 1.0)
+        )
+        med = float(np.median(selfs)) if selfs else None
+        if len(lst) == 1:
+            verdict = "unverifiable"
+        elif n_flag > 0:
+            verdict = "contaminated"
+        elif med is not None and med < WEAK_SELF:
+            verdict = "weak"
+        else:
+            verdict = "clean"
+
+        speakers_out.append(
+            {
+                "speaker_id": sid,
+                "name": name_by_id[sid],
+                "n_clips": len(lst),
+                "n_flagged": n_flag,
+                "median_self": round(med, 3) if med is not None else None,
+                "verdict": verdict,
+                "clips": clips,
+            }
+        )
+
+    # Contaminated first, then weakest median self-similarity.
+    speakers_out.sort(
+        key=lambda s: (
+            0 if s["n_flagged"] else 1,
+            s["median_self"] if s["median_self"] is not None else 1.0,
+        )
+    )
+
+    return {
+        "speakers": speakers_out,
+        "thresholds": {
+            "mislabel_margin": MISLABEL_MARGIN,
+            "mislabel_min": MISLABEL_MIN,
+            "junk_self": JUNK_SELF,
+            "weak_self": WEAK_SELF,
+        },
+        "total_clips": len(rows),
+        "speakers_without_segments": _speakers_without_segments(
+            session, user_id, set(by_spk)
+        ),
+    }
+
+
+def _speakers_without_segments(session, user_id: Optional[int], have: set) -> list:
+    """Speakers that have a centroid but no per-clip segments (can't be audited yet)."""
+    q = session.query(Speaker)
+    if user_id is not None:
+        q = q.filter(Speaker.user_id == user_id)
+    return [{"speaker_id": s.id, "name": s.name} for s in q.all() if s.id not in have]
+
+
+def recompute_speaker_centroid(session, db, speaker_id: str) -> None:
+    """Re-derive a speaker's single centroid from its remaining segment embeddings.
+
+    Mirrors ``enroll_batch`` (mean of unit embeddings, renormalized), updates the
+    ``Speaker`` row's centroid/counts, and refreshes the in-memory FAISS index so the
+    next identification uses the cleaned voiceprint. If no segments remain the speaker's
+    centroid is cleared (it drops out of the gallery until re-enrolled).
+    """
+    segs = (
+        session.query(SpeakerAudioSegment)
+        .filter(SpeakerAudioSegment.speaker_id == speaker_id)
+        .all()
+    )
+    speaker = session.query(Speaker).filter(Speaker.id == speaker_id).first()
+    if speaker is None:
+        return
+
+    embs = []
+    dur = 0.0
+    for s in segs:
+        if not s.embedding:
+            continue
+        try:
+            v = np.asarray(json.loads(s.embedding), dtype=np.float32).reshape(-1)
+        except (json.JSONDecodeError, ValueError):
+            continue
+        if v.size and np.all(np.isfinite(v)) and np.linalg.norm(v) > 0:
+            embs.append(v)
+            dur += s.duration_seconds or 0.0
+
+    if embs:
+        centroid = _norm(np.mean(np.stack(embs), axis=0))
+        speaker.embedding_data = json.dumps(centroid.tolist())
+        speaker.audio_sample_count = len(embs)
+        speaker.total_audio_duration = dur
+    else:
+        speaker.embedding_data = None
+        speaker.audio_sample_count = 0
+        speaker.total_audio_duration = 0.0
+
+    session.commit()
+    db._rebuild_faiss_mapping()
+    db._save_faiss_index()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
index b2112acc..8ff9f838 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/models.py
@@ -4,15 +4,18 @@
 from typing import Any, Dict, List, Literal, Optional, Union
 
 from pydantic import BaseModel, Field
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
 
 
 class UserRequest(BaseModel):
     """Request model for user creation."""
+
     username: str
 
 
 class UserResponse(BaseModel):
     """Response model for user data."""
+
     id: int
     username: str
     created_at: str
@@ -20,6 +23,7 @@ class UserResponse(BaseModel):
 
 class EnrollRequest(BaseModel):
     """Request model for speaker enrollment."""
+
     speaker_id: str
     speaker_name: str
     start: Optional[float] = None
@@ -28,18 +32,21 @@ class EnrollRequest(BaseModel):
 
 class BatchEnrollRequest(BaseModel):
     """Request model for batch speaker enrollment."""
+
     speaker_id: str
     speaker_name: str
 
 
 class IdentifyRequest(BaseModel):
     """Request model for speaker identification."""
+
     start: Optional[float] = None
     end: Optional[float] = None
 
 
 class VerifyRequest(BaseModel):
     """Request model for speaker verification."""
+
     speaker_id: str
     start: Optional[float] = None
     end: Optional[float] = None
@@ -47,116 +54,213 @@ class VerifyRequest(BaseModel):
 
 class DiarizeRequest(BaseModel):
     """Request model for speaker diarization."""
-    min_duration: Optional[float] = Field(default=None, description="Minimum duration for speaker segments (seconds)")
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect")
-    collar: Optional[float] = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments")
-    min_duration_off: Optional[float] = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+
+    min_duration: Optional[float] = Field(
+        default=None, description="Minimum duration for speaker segments (seconds)"
+    )
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    collar: Optional[float] = Field(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    )
+    min_duration_off: Optional[float] = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class DiarizeAndIdentifyRequest(BaseModel):
     """Request model for combined diarization and identification."""
-    min_duration: Optional[float] = Field(default=0.5, description="Minimum duration for speaker segments (seconds)")
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect")
-    similarity_threshold: Optional[float] = Field(default=None, description="Override default similarity threshold for identification")
-    identify_only_enrolled: bool = Field(default=False, description="Only return segments for enrolled speakers")
-    user_id: Optional[int] = Field(default=None, description="User ID to scope speaker identification to user's enrolled speakers")
-    collar: Optional[float] = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries to merge segments")
-    min_duration_off: Optional[float] = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+
+    min_duration: Optional[float] = Field(
+        default=0.5, description="Minimum duration for speaker segments (seconds)"
+    )
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    similarity_threshold: Optional[float] = Field(
+        default=None,
+        description="Override default similarity threshold for identification",
+    )
+    identify_only_enrolled: bool = Field(
+        default=False, description="Only return segments for enrolled speakers"
+    )
+    user_id: Optional[int] = Field(
+        default=None,
+        description="User ID to scope speaker identification to user's enrolled speakers",
+    )
+    collar: Optional[float] = Field(
+        default=2.0,
+        description="Collar duration (seconds) around speaker boundaries to merge segments",
+    )
+    min_duration_off: Optional[float] = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class SpeakerStatus(str, Enum):
     """Speaker identification status."""
+
     IDENTIFIED = "identified"
-    UNKNOWN = "unknown" 
+    UNKNOWN = "unknown"
     ERROR = "error"
     PROCESSING = "processing"
 
 
 class IdentifyResponse(BaseModel):
     """Response model for speaker identification."""
+
     found: bool = Field(description="Whether a speaker was identified")
     speaker_id: Optional[str] = Field(default=None, description="Identified speaker ID")
-    speaker_name: Optional[str] = Field(default=None, description="Identified speaker name")
+    speaker_name: Optional[str] = Field(
+        default=None, description="Identified speaker name"
+    )
     confidence: float = Field(description="Identification confidence score")
     status: SpeakerStatus = Field(description="Speaker identification status")
     similarity_threshold: float = Field(description="Threshold used for identification")
     duration: float = Field(description="Duration of the processed audio in seconds")
+    candidates: List[dict] = Field(
+        default_factory=list,
+        description="Ranked enrolled-speaker candidates, including rejected matches",
+    )
 
 
 class InferenceRequest(BaseModel):
     """Request model for speaker inference on diarized segments."""
-    segments: List[dict] = Field(..., description="Diarized transcript segments with speaker, start, end, text")
+
+    segments: List[dict] = Field(
+        ..., description="Diarized transcript segments with speaker, start, end, text"
+    )
 
 
 class InferenceSegment(BaseModel):
     """Model for enhanced transcript segment with speaker identification."""
+
     speaker: int = Field(..., description="Original speaker ID from diarization")
     start: float = Field(..., description="Start time in seconds")
-    end: float = Field(..., description="End time in seconds") 
+    end: float = Field(..., description="End time in seconds")
     text: str = Field(..., description="Transcript text")
-    identified_speaker: Optional[str] = Field(None, description="Identified speaker name")
-    confidence: Optional[float] = Field(None, description="Identification confidence score")
+    identified_speaker: Optional[str] = Field(
+        None, description="Identified speaker name"
+    )
+    confidence: Optional[float] = Field(
+        None, description="Identification confidence score"
+    )
 
 
 # Deepgram API Wrapper Models
 class DeepgramTranscriptionRequest(BaseModel):
     """Request model for Deepgram-compatible transcription endpoint."""
+
     # Core parameters
-    model: Optional[str] = Field(default="nova-3", description="Model to use for transcription")
+    model: Optional[str] = Field(
+        default="nova-3", description="Model to use for transcription"
+    )
     language: Optional[str] = Field(default="multi", description="Language code")
     version: Optional[str] = Field(default="latest", description="Model version")
-    
+
     # Audio processing
     sample_rate: Optional[int] = Field(default=None, description="Sample rate of audio")
-    channels: Optional[int] = Field(default=None, description="Number of audio channels")
+    channels: Optional[int] = Field(
+        default=None, description="Number of audio channels"
+    )
     encoding: Optional[str] = Field(default=None, description="Audio encoding")
-    
+
     # Formatting and output
     punctuate: Optional[bool] = Field(default=True, description="Add punctuation")
-    profanity_filter: Optional[bool] = Field(default=False, description="Filter profanity")
-    redact: Optional[List[str]] = Field(default=None, description="Information to redact")
-    diarize: Optional[bool] = Field(default=True, description="Enable speaker diarization")
-    diarize_version: Optional[str] = Field(default="latest", description="Diarization model version")
-    multichannel: Optional[bool] = Field(default=False, description="Process multiple channels")
-    alternatives: Optional[int] = Field(default=1, description="Number of alternative transcripts")
-    numerals: Optional[bool] = Field(default=True, description="Convert numbers to numerals")
+    profanity_filter: Optional[bool] = Field(
+        default=False, description="Filter profanity"
+    )
+    redact: Optional[List[str]] = Field(
+        default=None, description="Information to redact"
+    )
+    diarize: Optional[bool] = Field(
+        default=True, description="Enable speaker diarization"
+    )
+    diarize_version: Optional[str] = Field(
+        default="latest", description="Diarization model version"
+    )
+    multichannel: Optional[bool] = Field(
+        default=False, description="Process multiple channels"
+    )
+    alternatives: Optional[int] = Field(
+        default=1, description="Number of alternative transcripts"
+    )
+    numerals: Optional[bool] = Field(
+        default=True, description="Convert numbers to numerals"
+    )
     search: Optional[List[str]] = Field(default=None, description="Search terms")
-    replace: Optional[Dict[str, str]] = Field(default=None, description="Text replacement rules")
+    replace: Optional[Dict[str, str]] = Field(
+        default=None, description="Text replacement rules"
+    )
     keywords: Optional[List[str]] = Field(default=None, description="Keywords to boost")
-    keyword_boost: Optional[str] = Field(default=None, description="Keyword boosting mode")
-    
+    keyword_boost: Optional[str] = Field(
+        default=None, description="Keyword boosting mode"
+    )
+
     # Smart formatting
-    smart_format: Optional[bool] = Field(default=True, description="Enable smart formatting")
+    smart_format: Optional[bool] = Field(
+        default=True, description="Enable smart formatting"
+    )
     dates: Optional[bool] = Field(default=True, description="Format dates")
     times: Optional[bool] = Field(default=True, description="Format times")
     currencies: Optional[bool] = Field(default=True, description="Format currencies")
-    phone_numbers: Optional[bool] = Field(default=True, description="Format phone numbers")
+    phone_numbers: Optional[bool] = Field(
+        default=True, description="Format phone numbers"
+    )
     addresses: Optional[bool] = Field(default=True, description="Format addresses")
-    
+
     # Structure and segments
-    paragraphs: Optional[bool] = Field(default=True, description="Organize into paragraphs")
-    utterances: Optional[bool] = Field(default=True, description="Organize into utterances")
-    utt_split: Optional[float] = Field(default=None, description="Utterance splitting threshold")
+    paragraphs: Optional[bool] = Field(
+        default=True, description="Organize into paragraphs"
+    )
+    utterances: Optional[bool] = Field(
+        default=True, description="Organize into utterances"
+    )
+    utt_split: Optional[float] = Field(
+        default=None, description="Utterance splitting threshold"
+    )
     dictation: Optional[bool] = Field(default=False, description="Dictation mode")
-    measurements: Optional[bool] = Field(default=True, description="Format measurements")
-    
+    measurements: Optional[bool] = Field(
+        default=True, description="Format measurements"
+    )
+
     # Analysis features
-    detect_language: Optional[bool] = Field(default=False, description="Detect language automatically")
+    detect_language: Optional[bool] = Field(
+        default=False, description="Detect language automatically"
+    )
     detect_topics: Optional[bool] = Field(default=False, description="Detect topics")
-    summarize: Optional[Union[bool, str]] = Field(default=False, description="Generate summary")
+    summarize: Optional[Union[bool, str]] = Field(
+        default=False, description="Generate summary"
+    )
     sentiment: Optional[bool] = Field(default=False, description="Analyze sentiment")
     intents: Optional[bool] = Field(default=False, description="Detect intents")
-    
+
     # Speaker recognition enhancement (our custom parameters)
-    enhance_speakers: Optional[bool] = Field(default=True, description="Enable speaker identification enhancement")
-    user_id: Optional[int] = Field(default=None, description="User ID for speaker identification")
-    speaker_confidence_threshold: Optional[float] = Field(default=0.15, description="Minimum confidence for speaker identification")
+    enhance_speakers: Optional[bool] = Field(
+        default=True, description="Enable speaker identification enhancement"
+    )
+    user_id: Optional[int] = Field(
+        default=None, description="User ID for speaker identification"
+    )
+    speaker_confidence_threshold: Optional[float] = Field(
+        default=DEFAULT_SIMILARITY_THRESHOLD,
+        description="Minimum confidence for speaker identification",
+    )
 
 
 class EnhancedWordInfo(BaseModel):
     """Enhanced word information with speaker identification."""
+
     word: str
     start: float
     end: float
@@ -164,7 +268,7 @@ class EnhancedWordInfo(BaseModel):
     speaker: Optional[int] = None
     speaker_confidence: Optional[float] = None
     punctuated_word: Optional[str] = None
-    
+
     # Enhanced speaker identification fields
     identified_speaker_id: Optional[str] = None
     identified_speaker_name: Optional[str] = None
@@ -175,28 +279,43 @@ class EnhancedWordInfo(BaseModel):
 # Structured Diarization Configuration Models
 class DeepgramDiarization(BaseModel):
     """Configuration for Deepgram-based diarization."""
+
     provider: Literal["deepgram"]
     # No extra options - Deepgram handles internally
 
 
 class PyannoteDiarization(BaseModel):
     """Configuration for Pyannote-based diarization."""
+
     provider: Literal["pyannote"]
-    min_speakers: Optional[int] = Field(default=None, description="Minimum number of speakers to detect")
-    max_speakers: Optional[int] = Field(default=None, description="Maximum number of speakers to detect") 
-    collar: float = Field(default=2.0, description="Collar duration (seconds) around speaker boundaries")
-    min_duration_off: float = Field(default=1.5, description="Minimum silence duration (seconds) before treating it as a segment boundary")
+    min_speakers: Optional[int] = Field(
+        default=None, description="Minimum number of speakers to detect"
+    )
+    max_speakers: Optional[int] = Field(
+        default=None, description="Maximum number of speakers to detect"
+    )
+    collar: float = Field(
+        default=2.0, description="Collar duration (seconds) around speaker boundaries"
+    )
+    min_duration_off: float = Field(
+        default=1.5,
+        description="Minimum silence duration (seconds) before treating it as a segment boundary",
+    )
 
 
 class DiarizationConfig(BaseModel):
     """Root configuration for diarization processing."""
-    diarization: Union[DeepgramDiarization, PyannoteDiarization] = Field(..., description="Diarization provider configuration")
+
+    diarization: Union[DeepgramDiarization, PyannoteDiarization] = Field(
+        ..., description="Diarization provider configuration"
+    )
 
 
 class EnhancedTranscriptionResponse(BaseModel):
     """Enhanced Deepgram-compatible response with speaker identification."""
+
     metadata: Dict[str, Any]
     results: Dict[str, Any]
-    
+
     # Additional enhancement metadata
-    speaker_enhancement: Optional[Dict[str, Any]] = None
\ No newline at end of file
+    speaker_enhancement: Optional[Dict[str, Any]] = None
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
index 30df2f4d..af32c4db 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/seeded_clustering.py
@@ -1,12 +1,14 @@
 """Custom clustering implementation with seeded speaker embeddings."""
 
 import logging
-from typing import Dict, List, Optional, Tuple, Any
+from typing import Any, Dict, List, Optional, Tuple
+
 import numpy as np
+import torch
+from pyannote.core import Annotation, Segment
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
 from sklearn.cluster import AgglomerativeClustering as SklearnAgglo
 from sklearn.metrics.pairwise import cosine_similarity
-from pyannote.core import Annotation, Segment
-import torch
 
 logger = logging.getLogger(__name__)
 
@@ -16,17 +18,17 @@ class SeededAgglomerativeClustering:
     Custom clustering implementation that uses known speaker embeddings as seeds
     for improved speaker diarization accuracy.
     """
-    
+
     def __init__(
-        self, 
-        similarity_threshold: float = 0.15,
+        self,
+        similarity_threshold: float = DEFAULT_SIMILARITY_THRESHOLD,
         min_cluster_size: int = 3,
         fallback_threshold: float = 0.7,
-        confidence_weight: float = 0.8
+        confidence_weight: float = 0.8,
     ):
         """
         Initialize seeded clustering with configuration parameters.
-        
+
         Args:
             similarity_threshold: Minimum cosine similarity to assign to known speaker
             min_cluster_size: Minimum segments required to form a cluster
@@ -37,133 +39,162 @@ def __init__(
         self.min_cluster_size = min_cluster_size
         self.fallback_threshold = fallback_threshold
         self.confidence_weight = confidence_weight
-        
+
     def cluster_with_seeds(
         self,
         embeddings: np.ndarray,
         known_embeddings: Dict[str, np.ndarray],
         segment_info: List[Dict[str, Any]],
         min_speakers: Optional[int] = None,
-        max_speakers: Optional[int] = None
+        max_speakers: Optional[int] = None,
     ) -> Tuple[List[str], List[float], Dict[str, Any]]:
         """
         Perform seeded clustering using known speaker embeddings.
-        
+
         Args:
             embeddings: Array of segment embeddings (N, embedding_dim)
             known_embeddings: Dict mapping speaker_id to embedding vector
             segment_info: List of segment metadata (start, end, duration, etc.)
             min_speakers: Minimum number of speakers
             max_speakers: Maximum number of speakers
-            
+
         Returns:
             Tuple of (speaker_labels, confidence_scores, clustering_stats)
         """
         n_segments = len(embeddings)
         if n_segments == 0:
-            return [], [], {
-                "method": "seeded", 
-                "num_seeds": len(known_embeddings), 
-                "num_assigned_to_seeds": 0,
-                "num_unassigned": 0,
-                "total_segments": 0,
-                "unique_speakers": 0,
-                "similarity_threshold": self.similarity_threshold
-            }
-            
-        logger.info(f"Starting seeded clustering with {n_segments} segments and {len(known_embeddings)} known speakers")
-        
+            return (
+                [],
+                [],
+                {
+                    "method": "seeded",
+                    "num_seeds": len(known_embeddings),
+                    "num_assigned_to_seeds": 0,
+                    "num_unassigned": 0,
+                    "total_segments": 0,
+                    "unique_speakers": 0,
+                    "similarity_threshold": self.similarity_threshold,
+                },
+            )
+
+        logger.info(
+            f"Starting seeded clustering with {n_segments} segments and {len(known_embeddings)} known speakers"
+        )
+
         # Check for NaN values in input embeddings
         if np.any(np.isnan(embeddings)):
             raise ValueError("Input embeddings contain NaN values")
-        
+
         for speaker_id, emb in known_embeddings.items():
             if np.any(np.isnan(emb)):
-                raise ValueError(f"Known embedding for speaker '{speaker_id}' contains NaN values")
-        
-        logger.debug(f"Embeddings shape: {embeddings.shape}, embedding range: [{np.min(embeddings):.3f}, {np.max(embeddings):.3f}]")
-        
+                raise ValueError(
+                    f"Known embedding for speaker '{speaker_id}' contains NaN values"
+                )
+
+        logger.debug(
+            f"Embeddings shape: {embeddings.shape}, embedding range: [{np.min(embeddings):.3f}, {np.max(embeddings):.3f}]"
+        )
+
         # Normalize embeddings for cosine similarity
         embeddings_norm = self._normalize_embeddings(embeddings)
         known_embeddings_norm = {
-            speaker_id: self._normalize_embeddings(emb.reshape(1, -1))[0] 
+            speaker_id: self._normalize_embeddings(emb.reshape(1, -1))[0]
             for speaker_id, emb in known_embeddings.items()
         }
-        
+
         # Check for NaN values after normalization
         if np.any(np.isnan(embeddings_norm)):
             raise ValueError("Normalized embeddings contain NaN values")
-        
+
         for speaker_id, emb in known_embeddings_norm.items():
             if np.any(np.isnan(emb)):
-                raise ValueError(f"Normalized known embedding for speaker '{speaker_id}' contains NaN values")
-        
+                raise ValueError(
+                    f"Normalized known embedding for speaker '{speaker_id}' contains NaN values"
+                )
+
         # Step 1: Assign segments to known speakers based on similarity
         speaker_labels = ["UNKNOWN"] * n_segments
         confidence_scores = [0.0] * n_segments
         assigned_to_known = 0
-        
+
         for i, embedding in enumerate(embeddings_norm):
             best_speaker = None
             best_similarity = -1.0
-            
+
             # Compare with all known speakers
             for speaker_id, known_emb in known_embeddings_norm.items():
                 similarity = float(cosine_similarity([embedding], [known_emb])[0, 0])
-                
+
                 if similarity > best_similarity:
                     best_similarity = similarity
                     best_speaker = speaker_id
-            
+
             # Assign if above threshold
             if best_similarity >= self.similarity_threshold:
                 speaker_labels[i] = best_speaker
                 confidence_scores[i] = best_similarity
                 assigned_to_known += 1
-                logger.debug(f"Segment {i}: Assigned to {best_speaker} (similarity: {best_similarity:.3f})")
-        
+                logger.debug(
+                    f"Segment {i}: Assigned to {best_speaker} (similarity: {best_similarity:.3f})"
+                )
+
         # Step 2: Handle unassigned segments with traditional clustering
-        unassigned_indices = [i for i, label in enumerate(speaker_labels) if label == "UNKNOWN"]
-        
+        unassigned_indices = [
+            i for i, label in enumerate(speaker_labels) if label == "UNKNOWN"
+        ]
+
         if unassigned_indices:
-            logger.info(f"Applying traditional clustering to {len(unassigned_indices)} unassigned segments")
+            logger.info(
+                f"Applying traditional clustering to {len(unassigned_indices)} unassigned segments"
+            )
             unassigned_embeddings = embeddings_norm[unassigned_indices]
-            
+
             # Determine number of clusters for unassigned segments
-            num_existing_speakers = len(set(label for label in speaker_labels if label != "UNKNOWN"))
-            
+            num_existing_speakers = len(
+                set(label for label in speaker_labels if label != "UNKNOWN")
+            )
+
             if len(unassigned_embeddings) >= self.min_cluster_size:
                 # Use traditional agglomerative clustering
                 n_clusters = self._estimate_clusters(
-                    unassigned_embeddings, 
-                    min_speakers, 
-                    max_speakers, 
-                    num_existing_speakers
+                    unassigned_embeddings,
+                    min_speakers,
+                    max_speakers,
+                    num_existing_speakers,
                 )
-                
+
                 if n_clusters > 0:
                     clustering = SklearnAgglo(
-                        n_clusters=n_clusters,
-                        metric='cosine',
-                        linkage='average'
+                        n_clusters=n_clusters, metric="cosine", linkage="average"
                     )
                     cluster_labels = clustering.fit_predict(unassigned_embeddings)
-                    
+
                     # Assign new speaker labels
                     for idx, cluster_id in enumerate(cluster_labels):
                         original_idx = unassigned_indices[idx]
-                        new_speaker_id = f"SPEAKER_{num_existing_speakers + cluster_id:02d}"
+                        new_speaker_id = (
+                            f"SPEAKER_{num_existing_speakers + cluster_id:02d}"
+                        )
                         speaker_labels[original_idx] = new_speaker_id
                         # Calculate confidence based on cluster cohesion
-                        confidence_scores[original_idx] = self._calculate_cluster_confidence(
-                            unassigned_embeddings[idx], unassigned_embeddings, cluster_labels, cluster_id
+                        confidence_scores[original_idx] = (
+                            self._calculate_cluster_confidence(
+                                unassigned_embeddings[idx],
+                                unassigned_embeddings,
+                                cluster_labels,
+                                cluster_id,
+                            )
                         )
             else:
                 # Assign remaining segments as individual speakers
                 for idx_pos, original_idx in enumerate(unassigned_indices):
-                    speaker_labels[original_idx] = f"SPEAKER_{num_existing_speakers + idx_pos:02d}"
-                    confidence_scores[original_idx] = 0.5  # Low confidence for isolated segments
-        
+                    speaker_labels[original_idx] = (
+                        f"SPEAKER_{num_existing_speakers + idx_pos:02d}"
+                    )
+                    confidence_scores[original_idx] = (
+                        0.5  # Low confidence for isolated segments
+                    )
+
         # Step 3: Post-process and generate statistics
         clustering_stats = {
             "method": "seeded",
@@ -172,50 +203,52 @@ def cluster_with_seeds(
             "num_unassigned": len(unassigned_indices),
             "total_segments": n_segments,
             "unique_speakers": len(set(speaker_labels)),
-            "similarity_threshold": self.similarity_threshold
+            "similarity_threshold": self.similarity_threshold,
         }
-        
-        logger.info(f"Seeded clustering complete: {assigned_to_known}/{n_segments} assigned to known speakers, "
-                   f"{clustering_stats['unique_speakers']} total speakers identified")
-        
+
+        logger.info(
+            f"Seeded clustering complete: {assigned_to_known}/{n_segments} assigned to known speakers, "
+            f"{clustering_stats['unique_speakers']} total speakers identified"
+        )
+
         return speaker_labels, confidence_scores, clustering_stats
-    
+
     def _normalize_embeddings(self, embeddings: np.ndarray) -> np.ndarray:
         """Normalize embeddings to unit length for cosine similarity."""
         if embeddings.ndim == 1:
             embeddings = embeddings.reshape(1, -1)
         return embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     def _estimate_clusters(
         self,
         embeddings: np.ndarray,
         min_speakers: Optional[int],
         max_speakers: Optional[int],
-        num_existing: int
+        num_existing: int,
     ) -> int:
         """
         Estimate optimal number of clusters for unassigned segments.
         """
         n_segments = len(embeddings)
-        
+
         # Default estimation based on segment count
         estimated = max(1, min(n_segments // self.min_cluster_size, 3))
-        
+
         # Apply speaker constraints
         if min_speakers is not None:
             estimated = max(estimated, min_speakers - num_existing)
-        
+
         if max_speakers is not None:
             estimated = min(estimated, max_speakers - num_existing)
-        
+
         return max(0, estimated)
-    
+
     def _calculate_cluster_confidence(
         self,
         segment_embedding: np.ndarray,
         all_embeddings: np.ndarray,
         cluster_labels: np.ndarray,
-        target_cluster: int
+        target_cluster: int,
     ) -> float:
         """
         Calculate confidence score for cluster assignment based on intra-cluster similarity.
@@ -223,51 +256,55 @@ def _calculate_cluster_confidence(
         # Find all embeddings in the same cluster
         same_cluster_mask = cluster_labels == target_cluster
         same_cluster_embeddings = all_embeddings[same_cluster_mask]
-        
+
         if len(same_cluster_embeddings) <= 1:
             return 0.5  # Low confidence for singleton clusters
-        
+
         # Calculate average similarity to other segments in same cluster
-        similarities = cosine_similarity([segment_embedding], same_cluster_embeddings)[0]
+        similarities = cosine_similarity([segment_embedding], same_cluster_embeddings)[
+            0
+        ]
         # Exclude self-similarity
         other_similarities = similarities[similarities < 0.99]  # Avoid exact matches
-        
+
         if len(other_similarities) > 0:
             avg_similarity = np.mean(other_similarities)
             # Scale to 0-1 range with some adjustment
             confidence = (avg_similarity + 1) / 2  # Convert from [-1,1] to [0,1]
             return min(0.9, max(0.1, confidence))  # Clamp between 0.1 and 0.9
-        
+
         return 0.5
-    
+
     def create_pyannote_annotation(
         self,
         speaker_labels: List[str],
         segment_info: List[Dict[str, Any]],
-        confidence_scores: List[float]
+        confidence_scores: List[float],
     ) -> Annotation:
         """
         Create pyannote Annotation object from clustering results.
-        
+
         Args:
             speaker_labels: List of speaker labels for each segment
             segment_info: List of segment metadata with start/end times
             confidence_scores: List of confidence scores for each assignment
-            
+
         Returns:
             pyannote Annotation object
         """
         annotation = Annotation()
-        
-        for i, (label, segment, confidence) in enumerate(zip(speaker_labels, segment_info, confidence_scores)):
-            start_time = segment.get('start', 0)
-            end_time = segment.get('end', start_time + segment.get('duration', 0))
-            
+
+        for i, (label, segment, confidence) in enumerate(
+            zip(speaker_labels, segment_info, confidence_scores)
+        ):
+            start_time = segment.get("start", 0)
+            end_time = segment.get("end", start_time + segment.get("duration", 0))
+
             segment_obj = Segment(start_time, end_time)
             annotation[segment_obj] = label
-            
+
             # Store confidence as metadata if needed
             # Note: pyannote doesn't directly support confidence in Annotation
             # This could be stored separately or in a custom format
-        
-        return annotation
\ No newline at end of file
+
+        return annotation
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py b/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
index 7b795373..eafbf2cb 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/core/unified_speaker_db.py
@@ -8,7 +8,6 @@
 
 import faiss
 import numpy as np
-
 from simple_speaker_recognition.database import get_db_session
 from simple_speaker_recognition.database.models import Speaker, User
 from simple_speaker_recognition.database.queries import UserQueries
@@ -33,7 +32,7 @@ def __init__(self, emb_dim: int, base_dir: Path, similarity_thr: float):
 
         # FAISS index for fast similarity search using cosine similarity (inner product)
         self.index: faiss.IndexFlatIP = faiss.IndexFlatIP(emb_dim)
-        
+
         # Mapping from FAISS index position to (user_id, speaker_id)
         self.faiss_to_speaker: Dict[int, Tuple[int, str]] = {}
 
@@ -49,7 +48,7 @@ def _load_state(self) -> None:
             except Exception as e:
                 log.warning("Could not load FAISS index, creating new: %s", e)
                 self.index = faiss.IndexFlatIP(self.emb_dim)
-        
+
         # Rebuild mapping from SQLite
         self._rebuild_faiss_mapping()
 
@@ -59,31 +58,43 @@ def _rebuild_faiss_mapping(self) -> None:
         try:
             speakers = db.query(Speaker).all()
             self.faiss_to_speaker.clear()
-            
+
             if not speakers:
                 log.info("No speakers found in database")
                 return
-            
+
             # Recreate FAISS index for inner product (cosine similarity)
             self.index = faiss.IndexFlatIP(self.emb_dim)
-            
+
             vectors = []
             for i, speaker in enumerate(speakers):
                 embedding_data = cast(Optional[str], speaker.embedding_data)
                 if embedding_data:
                     try:
-                        embedding = np.array(json.loads(embedding_data), dtype=np.float32)
+                        embedding = np.array(
+                            json.loads(embedding_data), dtype=np.float32
+                        )
                         vectors.append(embedding)
-                        self.faiss_to_speaker[i] = (cast(int, speaker.user_id), cast(str, speaker.id))
+                        self.faiss_to_speaker[i] = (
+                            cast(int, speaker.user_id),
+                            cast(str, speaker.id),
+                        )
                     except (json.JSONDecodeError, ValueError) as e:
-                        log.warning("Invalid embedding data for speaker %s: %s", speaker.id, e)
-            
+                        log.warning(
+                            "Invalid embedding data for speaker %s: %s", speaker.id, e
+                        )
+
             if vectors:
                 # Normalize all embeddings before adding to FAISS
-                normalized_vectors = np.stack([_normalize(v) for v in vectors]).astype(np.float32)
+                normalized_vectors = np.stack([_normalize(v) for v in vectors]).astype(
+                    np.float32
+                )
                 self.index.add(normalized_vectors)
-                log.info("Rebuilt FAISS index with %d speakers (normalized embeddings)", len(vectors))
-            
+                log.info(
+                    "Rebuilt FAISS index with %d speakers (normalized embeddings)",
+                    len(vectors),
+                )
+
         except Exception as e:
             log.error("Error rebuilding FAISS mapping: %s", e)
         finally:
@@ -96,31 +107,44 @@ def _save_faiss_index(self) -> None:
         except Exception as e:
             log.error("Error saving FAISS index: %s", e)
 
-    async def add_speaker(self, speaker_id: str, name: str, embedding: np.ndarray, user_id: int, 
-                         sample_count: int = 1, total_duration: float = 0.0) -> bool:
+    async def add_speaker(
+        self,
+        speaker_id: str,
+        name: str,
+        embedding: np.ndarray,
+        user_id: int,
+        sample_count: int = 1,
+        total_duration: float = 0.0,
+    ) -> bool:
         """Add speaker with user association; return True if updated (False if new)."""
         async with self._lock:
             db = get_db_session()
             try:
                 # Check if speaker exists
-                existing_speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == user_id
-                ).first()
-                
+                existing_speaker = (
+                    db.query(Speaker)
+                    .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                    .first()
+                )
+
                 is_update = existing_speaker is not None
-                
+
                 # Prepare embedding data
                 embedding_json = json.dumps(embedding.tolist())
-                
+
                 if is_update:
                     # Update existing speaker (replace enrollment)
                     existing_speaker.name = name  # type: ignore[assignment]
                     existing_speaker.embedding_data = embedding_json  # type: ignore[assignment]
                     existing_speaker.audio_sample_count = sample_count  # type: ignore[assignment]
                     existing_speaker.total_audio_duration = total_duration  # type: ignore[assignment]
-                    log.info("Updated existing speaker: %s (user: %d) with %d samples", speaker_id, user_id, sample_count)
-                    
+                    log.info(
+                        "Updated existing speaker: %s (user: %d) with %d samples",
+                        speaker_id,
+                        user_id,
+                        sample_count,
+                    )
+
                     # For updates, we need to rebuild since FAISS doesn't support updates
                     db.commit()
                     self._rebuild_faiss_mapping()
@@ -133,24 +157,31 @@ async def add_speaker(self, speaker_id: str, name: str, embedding: np.ndarray, u
                         user_id=user_id,
                         embedding_data=embedding_json,
                         audio_sample_count=sample_count,
-                        total_audio_duration=total_duration
+                        total_audio_duration=total_duration,
                     )
                     db.add(new_speaker)
                     db.commit()
-                    log.info("Added new speaker: %s (user: %d) with %d samples", speaker_id, user_id, sample_count)
-                    
+                    log.info(
+                        "Added new speaker: %s (user: %d) with %d samples",
+                        speaker_id,
+                        user_id,
+                        sample_count,
+                    )
+
                     # For new speakers, add to FAISS index incrementally
-                    normalized_embedding = _normalize(embedding.astype(np.float32)).reshape(1, -1)
+                    normalized_embedding = _normalize(
+                        embedding.astype(np.float32)
+                    ).reshape(1, -1)
                     self.index.add(normalized_embedding)
-                    
+
                     # Update mapping (new index position is ntotal - 1)
                     new_faiss_idx = self.index.ntotal - 1
                     self.faiss_to_speaker[new_faiss_idx] = (user_id, speaker_id)
-                    
+
                     self._save_faiss_index()
-                
+
                 return is_update
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error adding speaker %s: %s", speaker_id, e)
@@ -163,23 +194,24 @@ async def delete_speaker(self, speaker_id: str, user_id: int) -> None:
         async with self._lock:
             db = get_db_session()
             try:
-                speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == user_id
-                ).first()
-                
+                speaker = (
+                    db.query(Speaker)
+                    .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                    .first()
+                )
+
                 if not speaker:
                     raise KeyError(f"Speaker {speaker_id} not found for user {user_id}")
-                
+
                 db.delete(speaker)
                 db.commit()
-                
+
                 # Rebuild FAISS index
                 self._rebuild_faiss_mapping()
                 self._save_faiss_index()
-                
+
                 log.info("Deleted speaker: %s (user: %d)", speaker_id, user_id)
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error deleting speaker %s: %s", speaker_id, e)
@@ -194,13 +226,13 @@ async def reset_user(self, user_id: int) -> None:
             try:
                 db.query(Speaker).filter(Speaker.user_id == user_id).delete()
                 db.commit()
-                
+
                 # Rebuild FAISS index
                 self._rebuild_faiss_mapping()
                 self._save_faiss_index()
-                
+
                 log.info("Reset all speakers for user: %d", user_id)
-                
+
             except Exception as e:
                 db.rollback()
                 log.error("Error resetting speakers for user %d: %s", user_id, e)
@@ -208,108 +240,143 @@ async def reset_user(self, user_id: int) -> None:
             finally:
                 db.close()
 
-    async def identify(self, embedding: np.ndarray, user_id: Optional[int] = None) -> Tuple[bool, Optional[Dict], float]:
-        """Identify speaker from embedding using FAISS search."""
+    async def _rank_candidates(
+        self, embedding: np.ndarray, user_id: Optional[int] = None
+    ) -> List[Dict]:
+        """Return gallery candidates for an embedding, sorted by descending similarity.
+
+        Each candidate is {id, name, user_id, similarity, distance}. Empty list if the
+        index is empty or nothing matches the user filter.
+        """
         if self.index.ntotal == 0:
-            return False, None, 0.0
-        
+            return []
+
         # Normalize query embedding
         query_emb = _normalize(embedding.astype(np.float32))
-        
+
         # Use FAISS to find nearest neighbors
         k = min(10, self.index.ntotal)  # Search top-k candidates
         similarities, indices = self.index.search(query_emb.reshape(1, -1), k)
-        
-        best_similarity = -1.0
-        best_speaker = None
-        
+
         db = get_db_session()
         try:
-            # Collect all candidates for detailed logging
-            all_candidates = []
-            
-            # Check each candidate from FAISS search
+            all_candidates: List[Dict] = []
             for idx, similarity in zip(indices[0], similarities[0]):
                 if idx == -1:  # FAISS returns -1 for invalid indices
                     continue
-                    
-                # Map FAISS index to speaker
                 if idx not in self.faiss_to_speaker:
                     continue
-                    
+
                 candidate_user_id, speaker_id = self.faiss_to_speaker[idx]
-                
+
                 # Apply user filter if specified
                 if user_id is not None and candidate_user_id != user_id:
                     continue
-                
-                # FAISS IndexFlatIP returns inner product for normalized vectors (cosine similarity)
+
+                # FAISS IndexFlatIP returns inner product for normalized vectors (cosine)
                 cosine_similarity = float(similarity)
-                
-                # Get speaker details from database
-                speaker = db.query(Speaker).filter(
-                    Speaker.id == speaker_id,
-                    Speaker.user_id == candidate_user_id
-                ).first()
-                
+
+                speaker = (
+                    db.query(Speaker)
+                    .filter(
+                        Speaker.id == speaker_id, Speaker.user_id == candidate_user_id
+                    )
+                    .first()
+                )
                 if speaker:
-                    candidate_info = {
-                        "id": speaker.id,
-                        "name": speaker.name,
-                        "user_id": speaker.user_id,
-                        "similarity": cosine_similarity,
-                        "distance": 1.0 - cosine_similarity  # Convert similarity to distance
-                    }
-                    all_candidates.append(candidate_info)
-                    
-                    if cosine_similarity > best_similarity:
-                        best_similarity = cosine_similarity
-                        best_speaker = {
+                    all_candidates.append(
+                        {
                             "id": speaker.id,
                             "name": speaker.name,
-                            "user_id": speaker.user_id
+                            "user_id": speaker.user_id,
+                            "similarity": cosine_similarity,
+                            "distance": 1.0 - cosine_similarity,
                         }
-            
-            # Log all candidate speakers with their distances
-            if all_candidates:
+                    )
+
+            ranked = sorted(all_candidates, key=lambda c: c["similarity"], reverse=True)
+
+            if ranked:
                 log.info("Speaker identification candidates:")
-                for candidate in sorted(all_candidates, key=lambda x: x["similarity"], reverse=True):
-                    log.info(f"  {candidate['name']} ({candidate['id']}): similarity={candidate['similarity']:.4f}, distance={candidate['distance']:.4f}")
+                for candidate in ranked:
+                    log.info(
+                        f"  {candidate['name']} ({candidate['id']}): "
+                        f"similarity={candidate['similarity']:.4f}, "
+                        f"distance={candidate['distance']:.4f}"
+                    )
                 log.info(f"Threshold: {self.similarity_thr:.4f}")
             else:
                 log.info("No valid candidates found for identification")
-            
-            # Check if best similarity meets threshold
-            if best_similarity >= self.similarity_thr and best_speaker is not None:
-                log.info("Identified speaker: %s (similarity: %.4f)", 
-                        best_speaker['name'], best_similarity)
-                return True, best_speaker, best_similarity
-            else:
-                log.info("No speaker identified (best similarity: %.4f)", best_similarity)
-                return False, None, best_similarity
-                
+
+            return ranked
         except Exception as e:
             log.error("Error during identification: %s", e)
-            return False, None, 0.0
+            return []
         finally:
             db.close()
 
-    async def verify(self, speaker_id: str, embedding: np.ndarray, user_id: int) -> float:
+    async def identify(
+        self, embedding: np.ndarray, user_id: Optional[int] = None
+    ) -> Tuple[bool, Optional[Dict], float]:
+        """Identify speaker from embedding using FAISS search (best match only)."""
+        found, speaker, similarity, _ = await self.identify_with_candidates(
+            embedding, user_id=user_id
+        )
+        return found, speaker, similarity
+
+    async def identify_with_candidates(
+        self, embedding: np.ndarray, user_id: Optional[int] = None
+    ) -> Tuple[bool, Optional[Dict], float, List[Dict]]:
+        """Like :meth:`identify` but also returns the ranked candidate list.
+
+        Lets callers apply an open-set margin (best vs. runner-up) and exclusive
+        assignment across multiple diarized speakers.
+        """
+        ranked = await self._rank_candidates(embedding, user_id=user_id)
+        if not ranked:
+            return False, None, 0.0, []
+
+        best = ranked[0]
+        best_similarity = best["similarity"]
+        if best_similarity >= self.similarity_thr:
+            best_speaker = {
+                "id": best["id"],
+                "name": best["name"],
+                "user_id": best["user_id"],
+            }
+            log.info(
+                "Identified speaker: %s (similarity: %.4f)",
+                best["name"],
+                best_similarity,
+            )
+            return True, best_speaker, best_similarity, ranked
+
+        log.info("No speaker identified (best similarity: %.4f)", best_similarity)
+        return False, None, best_similarity, ranked
+
+    async def verify(
+        self, speaker_id: str, embedding: np.ndarray, user_id: int
+    ) -> float:
         """Verify speaker identity against stored embedding."""
         db = get_db_session()
         try:
-            speaker = db.query(Speaker).filter(
-                Speaker.id == speaker_id,
-                Speaker.user_id == user_id
-            ).first()
-            
-            embedding_data = cast(Optional[str], speaker.embedding_data) if speaker else None
+            speaker = (
+                db.query(Speaker)
+                .filter(Speaker.id == speaker_id, Speaker.user_id == user_id)
+                .first()
+            )
+
+            embedding_data = (
+                cast(Optional[str], speaker.embedding_data) if speaker else None
+            )
             if not speaker or not embedding_data:
                 raise KeyError(f"Speaker {speaker_id} not enrolled for user {user_id}")
-            
+
             stored_emb = np.array(json.loads(embedding_data), dtype=np.float32)
-            return float(np.dot(_normalize(embedding.flatten()), _normalize(stored_emb)))
-            
+            return float(
+                np.dot(_normalize(embedding.flatten()), _normalize(stored_emb))
+            )
+
         except Exception as e:
             log.error("Error during verification: %s", e)
             raise
@@ -328,8 +395,14 @@ def get_speakers_for_user(self, user_id: int) -> List[Dict]:
                     "user_id": cast(int, speaker.user_id),
                     "created_at": speaker.created_at,
                     "updated_at": speaker.updated_at,
-                    "audio_sample_count": cast(Optional[int], speaker.audio_sample_count) or 0,
-                    "total_audio_duration": cast(Optional[float], speaker.total_audio_duration) or 0.0
+                    "audio_sample_count": cast(
+                        Optional[int], speaker.audio_sample_count
+                    )
+                    or 0,
+                    "total_audio_duration": cast(
+                        Optional[float], speaker.total_audio_duration
+                    )
+                    or 0.0,
                 }
                 for speaker in speakers
             ]
@@ -349,10 +422,12 @@ def get_speakers_with_embeddings(self, user_id: int) -> Dict[str, Dict]:
                         embedding = json.loads(embedding_data)
                         result[cast(str, speaker.id)] = {
                             "name": cast(str, speaker.name),
-                            "embedding": embedding
+                            "embedding": embedding,
                         }
                     except (json.JSONDecodeError, ValueError) as e:
-                        log.warning("Invalid embedding for speaker %s: %s", speaker.id, e)
+                        log.warning(
+                            "Invalid embedding for speaker %s: %s", speaker.id, e
+                        )
             return result
         finally:
             db.close()
@@ -372,4 +447,4 @@ def ensure_admin_user(self) -> int:
             admin_user = UserQueries.get_or_create_user(db, "admin")
             return cast(int, admin_user.id)
         finally:
-            db.close()
\ No newline at end of file
+            db.close()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
index ef5d6ae2..d69ec47c 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/__init__.py
@@ -2,13 +2,18 @@
 
 import os
 from pathlib import Path
+
 from sqlalchemy import create_engine
 from sqlalchemy.ext.declarative import declarative_base
 from sqlalchemy.orm import sessionmaker
 
 # Create data directory if it doesn't exist
 # Use the mounted volume path in Docker, fallback to local path for development
-DATA_DIR = Path("/app/data") if Path("/app/data").exists() else Path(__file__).parent.parent / "data"
+DATA_DIR = (
+    Path("/app/data")
+    if Path("/app/data").exists()
+    else Path(__file__).parent.parent / "data"
+)
 DATA_DIR.mkdir(exist_ok=True)
 
 # Database configuration
@@ -17,8 +22,10 @@
 # Create engine with SQLite-specific settings
 engine = create_engine(
     DATABASE_URL,
-    connect_args={"check_same_thread": False},  # Allow SQLite to be used with multiple threads
-    echo=False  # Set to True for SQL query logging
+    connect_args={
+        "check_same_thread": False
+    },  # Allow SQLite to be used with multiple threads
+    echo=False,  # Set to True for SQL query logging
 )
 
 # Create session factory
@@ -27,11 +34,16 @@
 # Create base class for models
 Base = declarative_base()
 
+
 def init_db():
     """Initialize the database, creating all tables."""
+    # Lazy import: models.py does `from . import Base`, which would be a
+    # circular import if this were hoisted above the Base definition above.
     from . import models  # Import models to register them
+
     Base.metadata.create_all(bind=engine)
 
+
 def get_db():
     """Get database session for dependency injection."""
     db = SessionLocal()
@@ -40,6 +52,7 @@ def get_db():
     finally:
         db.close()
 
+
 def get_db_session():
     """Get database session for direct use."""
-    return SessionLocal()
\ No newline at end of file
+    return SessionLocal()
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
index 2abc81d0..ddf708df 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/models.py
@@ -1,29 +1,49 @@
 """SQLAlchemy models for speaker recognition system."""
 
-from sqlalchemy import Column, Integer, String, Float, Text, DateTime, ForeignKey, Boolean, UniqueConstraint
-from sqlalchemy.orm import relationship
 from datetime import datetime
+
+from sqlalchemy import (
+    Boolean,
+    Column,
+    DateTime,
+    Float,
+    ForeignKey,
+    Integer,
+    String,
+    Text,
+    UniqueConstraint,
+)
+from sqlalchemy.orm import relationship
+
 from . import Base
 
+
 class User(Base):
     """User model for multi-user support."""
+
     __tablename__ = "users"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     username = Column(String(100), unique=True, nullable=False)
     created_at = Column(DateTime, default=datetime.utcnow)
-    
+
     # Relationships
-    speakers = relationship("Speaker", back_populates="user", cascade="all, delete-orphan")
-    annotations = relationship("Annotation", back_populates="user", cascade="all, delete-orphan")
-    
+    speakers = relationship(
+        "Speaker", back_populates="user", cascade="all, delete-orphan"
+    )
+    annotations = relationship(
+        "Annotation", back_populates="user", cascade="all, delete-orphan"
+    )
+
     def __repr__(self):
         return f"<User(id={self.id}, username='{self.username}')>"
 
+
 class Speaker(Base):
     """Speaker profile model."""
+
     __tablename__ = "speakers"
-    
+
     id = Column(String(100), primary_key=True)  # User-defined speaker ID
     name = Column(String(200), nullable=False)
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
@@ -34,26 +54,36 @@ class Speaker(Base):
     embedding_data = Column(Text)  # JSON: serialized embedding vector
     audio_segments_metadata = Column(Text)  # JSON: references to audio segments
     notes = Column(Text)  # Optional notes about the speaker
-    audio_sample_count = Column(Integer, default=0)  # Number of audio segments used for enrollment
-    total_audio_duration = Column(Float, default=0.0)  # Total duration of all audio segments in seconds
-    
+    audio_sample_count = Column(
+        Integer, default=0
+    )  # Number of audio segments used for enrollment
+    total_audio_duration = Column(
+        Float, default=0.0
+    )  # Total duration of all audio segments in seconds
+
     __table_args__ = (
-        UniqueConstraint('user_id', 'name', name='unique_user_speaker_name'),
+        UniqueConstraint("user_id", "name", name="unique_user_speaker_name"),
     )
-    
+
     # Relationships
     user = relationship("User", back_populates="speakers")
-    enrollment_sessions = relationship("EnrollmentSession", back_populates="speaker", cascade="all, delete-orphan")
+    enrollment_sessions = relationship(
+        "EnrollmentSession", back_populates="speaker", cascade="all, delete-orphan"
+    )
     annotations = relationship("Annotation", back_populates="speaker")
-    audio_segments = relationship("SpeakerAudioSegment", back_populates="speaker", cascade="all, delete-orphan")
-    
+    audio_segments = relationship(
+        "SpeakerAudioSegment", back_populates="speaker", cascade="all, delete-orphan"
+    )
+
     def __repr__(self):
         return f"<Speaker(id='{self.id}', name='{self.name}', user_id={self.user_id})>"
 
+
 class EnrollmentSession(Base):
     """Enrollment session tracking model."""
+
     __tablename__ = "enrollment_sessions"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=False)
     audio_file_path = Column(String(500), nullable=False)
@@ -63,69 +93,117 @@ class EnrollmentSession(Base):
     snr_db = Column(Float)  # Signal-to-noise ratio in dB
     created_at = Column(DateTime, default=datetime.utcnow)
     enrollment_method = Column(String(50))  # 'live_recording' or 'file_upload'
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="enrollment_sessions")
-    
+
     def __repr__(self):
         return f"<EnrollmentSession(id={self.id}, speaker_id='{self.speaker_id}', quality={self.quality_score})>"
 
+
 class SpeakerAudioSegment(Base):
     """Individual audio segments for speakers."""
+
     __tablename__ = "speaker_audio_segments"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=False)
     audio_file_path = Column(String(500), nullable=False)  # Path to segment file
     original_file_path = Column(String(500))  # Original source file
     start_time = Column(Float, nullable=False)  # Start time in original file
-    end_time = Column(Float, nullable=False)    # End time in original file
+    end_time = Column(Float, nullable=False)  # End time in original file
     duration_seconds = Column(Float, nullable=False)
     quality_score = Column(Float)  # Segment quality (0.0 to 1.0)
     embedding = Column(Text)  # JSON: Individual segment embedding
     transcription = Column(Text)  # Transcribed text
     created_at = Column(DateTime, default=datetime.utcnow)
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="audio_segments")
-    
+    audit_decision = relationship(
+        "EnrollmentAuditDecision",
+        back_populates="segment",
+        cascade="all, delete-orphan",
+        uselist=False,
+    )
+
     def __repr__(self):
         return f"<SpeakerAudioSegment(id={self.id}, speaker_id='{self.speaker_id}', duration={self.duration_seconds})>"
 
+
+class EnrollmentAuditDecision(Base):
+    """A human decision that overrides a heuristic enrollment-health flag."""
+
+    __tablename__ = "enrollment_audit_decisions"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    segment_id = Column(
+        Integer,
+        ForeignKey("speaker_audio_segments.id"),
+        nullable=False,
+        unique=True,
+    )
+    decision = Column(String(30), nullable=False)
+    created_at = Column(DateTime, default=datetime.utcnow, nullable=False)
+    updated_at = Column(
+        DateTime,
+        default=datetime.utcnow,
+        onupdate=datetime.utcnow,
+        nullable=False,
+    )
+
+    segment = relationship("SpeakerAudioSegment", back_populates="audit_decision")
+
+
 class Annotation(Base):
     """Audio segment annotation model."""
+
     __tablename__ = "annotations"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     audio_file_path = Column(String(500), nullable=False)
-    audio_file_hash = Column(String(32))  # MD5 hash of audio file for consistent identification
+    audio_file_hash = Column(
+        String(32)
+    )  # MD5 hash of audio file for consistent identification
     audio_file_name = Column(String(255))  # Original filename for display
     start_time = Column(Float, nullable=False)  # Start time in seconds
-    end_time = Column(Float, nullable=False)    # End time in seconds
-    speaker_id = Column(String(100), ForeignKey("speakers.id"), nullable=True)  # Can be NULL for unknown speakers
-    speaker_label = Column(String(100))  # For unknown speakers: "unknown_1", "unknown_2", etc.
-    deepgram_speaker_label = Column(String(50))  # Original Deepgram label: "speaker_0", "speaker_1", etc.
+    end_time = Column(Float, nullable=False)  # End time in seconds
+    speaker_id = Column(
+        String(100), ForeignKey("speakers.id"), nullable=True
+    )  # Can be NULL for unknown speakers
+    speaker_label = Column(
+        String(100)
+    )  # For unknown speakers: "unknown_1", "unknown_2", etc.
+    deepgram_speaker_label = Column(
+        String(50)
+    )  # Original Deepgram label: "speaker_0", "speaker_1", etc.
     label = Column(String(20), nullable=False)  # 'CORRECT', 'INCORRECT', 'UNCERTAIN'
     confidence = Column(Float)  # Model confidence in the annotation (0.0 to 1.0)
     transcription = Column(Text)  # Text content of the segment
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
     created_at = Column(DateTime, default=datetime.utcnow)
     notes = Column(Text)  # Optional annotation notes
-    
+
     # Relationships
     speaker = relationship("Speaker", back_populates="annotations")
     user = relationship("User", back_populates="annotations")
-    
+
     def __repr__(self):
         return f"<Annotation(id={self.id}, speaker_id='{self.speaker_id}', label='{self.label}')>"
 
+
 class ProcessingJob(Base):
     """Background processing job tracking."""
+
     __tablename__ = "processing_jobs"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
-    job_type = Column(String(50), nullable=False)  # 'enrollment', 'export', 'annotation', etc.
-    status = Column(String(20), nullable=False, default='pending')  # 'pending', 'running', 'completed', 'failed'
+    job_type = Column(
+        String(50), nullable=False
+    )  # 'enrollment', 'export', 'annotation', etc.
+    status = Column(
+        String(20), nullable=False, default="pending"
+    )  # 'pending', 'running', 'completed', 'failed'
     input_data = Column(Text)  # JSON string of input parameters
     output_data = Column(Text)  # JSON string of results
     progress = Column(Float, default=0.0)  # Progress percentage (0.0 to 100.0)
@@ -133,27 +211,33 @@ class ProcessingJob(Base):
     created_at = Column(DateTime, default=datetime.utcnow)
     started_at = Column(DateTime)
     completed_at = Column(DateTime)
-    
+
     def __repr__(self):
         return f"<ProcessingJob(id={self.id}, type='{self.job_type}', status='{self.status}')>"
 
+
 class ExportHistory(Base):
     """Export operation history."""
+
     __tablename__ = "export_history"
-    
+
     id = Column(Integer, primary_key=True, autoincrement=True)
     user_id = Column(Integer, ForeignKey("users.id"), nullable=False)
-    export_type = Column(String(50), nullable=False)  # 'single_speaker', 'bulk', 'annotations'
-    format_type = Column(String(20), nullable=False)  # 'concatenated', 'segments', 'metadata'
+    export_type = Column(
+        String(50), nullable=False
+    )  # 'single_speaker', 'bulk', 'annotations'
+    format_type = Column(
+        String(20), nullable=False
+    )  # 'concatenated', 'segments', 'metadata'
     file_path = Column(String(500))  # Path to generated export file
     file_size_bytes = Column(Integer)
     speaker_ids = Column(Text)  # JSON array of exported speaker IDs
     created_at = Column(DateTime, default=datetime.utcnow)
     downloaded_at = Column(DateTime)  # When the file was downloaded
     cleaned_up = Column(Boolean, default=False)  # Whether temp files were cleaned up
-    
+
     # Relationships
     user = relationship("User")
-    
+
     def __repr__(self):
-        return f"<ExportHistory(id={self.id}, type='{self.export_type}', user_id={self.user_id})>"
\ No newline at end of file
+        return f"<ExportHistory(id={self.id}, type='{self.export_type}', user_id={self.user_id})>"
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py b/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
index 1ed3517d..17f0d1ac 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/database/queries.py
@@ -1,13 +1,23 @@
 """Common database queries for speaker recognition system."""
 
-from typing import List, Optional, Dict, Any
+from typing import Any, Dict, List, Optional
+
+from sqlalchemy import and_, desc, func
 from sqlalchemy.orm import Session
-from sqlalchemy import func, desc, and_
-from .models import User, Speaker, EnrollmentSession, Annotation, ProcessingJob, ExportHistory
+
+from .models import (
+    Annotation,
+    EnrollmentSession,
+    ExportHistory,
+    ProcessingJob,
+    Speaker,
+    User,
+)
+
 
 class UserQueries:
     """User-related database queries."""
-    
+
     @staticmethod
     def get_or_create_user(db: Session, username: str) -> User:
         """Get existing user or create new one."""
@@ -18,45 +28,60 @@ def get_or_create_user(db: Session, username: str) -> User:
             db.commit()
             db.refresh(user)
         return user
-    
+
     @staticmethod
     def get_all_users(db: Session) -> List[User]:
         """Get all users with speaker counts."""
         return db.query(User).all()
-    
+
     @staticmethod
     def get_user_stats(db: Session, user_id: int) -> Dict[str, Any]:
         """Get user statistics."""
-        speaker_count = db.query(func.count(Speaker.id)).filter(Speaker.user_id == user_id).scalar()
-        annotation_count = db.query(func.count(Annotation.id)).filter(Annotation.user_id == user_id).scalar()
-        
-        return {
-            "speaker_count": speaker_count,
-            "annotation_count": annotation_count
-        }
+        speaker_count = (
+            db.query(func.count(Speaker.id)).filter(Speaker.user_id == user_id).scalar()
+        )
+        annotation_count = (
+            db.query(func.count(Annotation.id))
+            .filter(Annotation.user_id == user_id)
+            .scalar()
+        )
+
+        return {"speaker_count": speaker_count, "annotation_count": annotation_count}
+
 
 class SpeakerQueries:
     """Speaker-related database queries."""
-    
+
     @staticmethod
     def get_speakers_for_user(db: Session, user_id: int) -> List[Speaker]:
         """Get all speakers for a user."""
-        return db.query(Speaker).filter(Speaker.user_id == user_id).order_by(Speaker.name).all()
-    
+        return (
+            db.query(Speaker)
+            .filter(Speaker.user_id == user_id)
+            .order_by(Speaker.name)
+            .all()
+        )
+
     @staticmethod
     def get_speaker(db: Session, speaker_id: str) -> Optional[Speaker]:
         """Get speaker by ID."""
         return db.query(Speaker).filter(Speaker.id == speaker_id).first()
-    
+
     @staticmethod
-    def create_speaker(db: Session, speaker_id: str, name: str, user_id: int, notes: Optional[str] = None) -> Speaker:
+    def create_speaker(
+        db: Session,
+        speaker_id: str,
+        name: str,
+        user_id: int,
+        notes: Optional[str] = None,
+    ) -> Speaker:
         """Create new speaker."""
         speaker = Speaker(id=speaker_id, name=name, user_id=user_id, notes=notes)
         db.add(speaker)
         db.commit()
         db.refresh(speaker)
         return speaker
-    
+
     @staticmethod
     def delete_speaker(db: Session, speaker_id: str) -> bool:
         """Delete speaker and all related data."""
@@ -66,35 +91,40 @@ def delete_speaker(db: Session, speaker_id: str) -> bool:
             db.commit()
             return True
         return False
-    
+
     @staticmethod
     def get_speaker_quality_stats(db: Session, speaker_id: str) -> Dict[str, Any]:
         """Get quality statistics for a speaker."""
-        sessions = db.query(EnrollmentSession).filter(EnrollmentSession.speaker_id == speaker_id).all()
-        
+        sessions = (
+            db.query(EnrollmentSession)
+            .filter(EnrollmentSession.speaker_id == speaker_id)
+            .all()
+        )
+
         if not sessions:
             return {
-                "total_sessions": 0, 
-                "avg_quality": 0.0, 
+                "total_sessions": 0,
+                "avg_quality": 0.0,
                 "total_duration": 0.0,
                 "best_quality": 0.0,
-                "latest_session": None
+                "latest_session": None,
             }
-        
+
         total_duration = sum(s.speech_duration_seconds or 0 for s in sessions)
         avg_quality = sum(s.quality_score or 0 for s in sessions) / len(sessions)
-        
+
         return {
             "total_sessions": len(sessions),
             "avg_quality": avg_quality,
             "total_duration": total_duration,
             "best_quality": max(s.quality_score or 0 for s in sessions),
-            "latest_session": max(s.created_at for s in sessions)
+            "latest_session": max(s.created_at for s in sessions),
         }
 
+
 class EnrollmentQueries:
     """Enrollment session queries."""
-    
+
     @staticmethod
     def create_enrollment_session(
         db: Session,
@@ -104,7 +134,7 @@ def create_enrollment_session(
         speech_duration_seconds: float,
         quality_score: float,
         snr_db: float,
-        enrollment_method: str
+        enrollment_method: str,
     ) -> EnrollmentSession:
         """Create new enrollment session."""
         session = EnrollmentSession(
@@ -114,23 +144,29 @@ def create_enrollment_session(
             speech_duration_seconds=speech_duration_seconds,
             quality_score=quality_score,
             snr_db=snr_db,
-            enrollment_method=enrollment_method
+            enrollment_method=enrollment_method,
         )
         db.add(session)
         db.commit()
         db.refresh(session)
         return session
-    
+
     @staticmethod
-    def get_sessions_for_speaker(db: Session, speaker_id: str) -> List[EnrollmentSession]:
+    def get_sessions_for_speaker(
+        db: Session, speaker_id: str
+    ) -> List[EnrollmentSession]:
         """Get all enrollment sessions for a speaker."""
-        return db.query(EnrollmentSession).filter(
-            EnrollmentSession.speaker_id == speaker_id
-        ).order_by(desc(EnrollmentSession.created_at)).all()
+        return (
+            db.query(EnrollmentSession)
+            .filter(EnrollmentSession.speaker_id == speaker_id)
+            .order_by(desc(EnrollmentSession.created_at))
+            .all()
+        )
+
 
 class AnnotationQueries:
     """Annotation-related queries."""
-    
+
     @staticmethod
     def create_annotation(
         db: Session,
@@ -142,7 +178,7 @@ def create_annotation(
         speaker_label: Optional[str] = None,
         label: str = "UNCERTAIN",
         confidence: Optional[float] = None,
-        notes: Optional[str] = None
+        notes: Optional[str] = None,
     ) -> Annotation:
         """Create new annotation."""
         annotation = Annotation(
@@ -154,49 +190,74 @@ def create_annotation(
             speaker_label=speaker_label,
             label=label,
             confidence=confidence,
-            notes=notes
+            notes=notes,
         )
         db.add(annotation)
         db.commit()
         db.refresh(annotation)
         return annotation
-    
+
     @staticmethod
-    def get_annotations_for_audio(db: Session, audio_file_path: str, user_id: int) -> List[Annotation]:
+    def get_annotations_for_audio(
+        db: Session, audio_file_path: str, user_id: int
+    ) -> List[Annotation]:
         """Get all annotations for an audio file."""
-        return db.query(Annotation).filter(
-            and_(Annotation.audio_file_path == audio_file_path, Annotation.user_id == user_id)
-        ).order_by(Annotation.start_time).all()
-    
+        return (
+            db.query(Annotation)
+            .filter(
+                and_(
+                    Annotation.audio_file_path == audio_file_path,
+                    Annotation.user_id == user_id,
+                )
+            )
+            .order_by(Annotation.start_time)
+            .all()
+        )
+
     @staticmethod
     def get_annotations_for_speaker(db: Session, speaker_id: str) -> List[Annotation]:
         """Get all annotations for a speaker."""
         return db.query(Annotation).filter(Annotation.speaker_id == speaker_id).all()
-    
+
     @staticmethod
     def get_user_annotation_stats(db: Session, user_id: int) -> Dict[str, Any]:
         """Get annotation statistics for a user."""
-        total = db.query(func.count(Annotation.id)).filter(Annotation.user_id == user_id).scalar()
-        correct = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "CORRECT")
-        ).scalar()
-        incorrect = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "INCORRECT")
-        ).scalar()
-        uncertain = db.query(func.count(Annotation.id)).filter(
-            and_(Annotation.user_id == user_id, Annotation.label == "UNCERTAIN")
-        ).scalar()
-        
+        total = (
+            db.query(func.count(Annotation.id))
+            .filter(Annotation.user_id == user_id)
+            .scalar()
+        )
+        correct = (
+            db.query(func.count(Annotation.id))
+            .filter(and_(Annotation.user_id == user_id, Annotation.label == "CORRECT"))
+            .scalar()
+        )
+        incorrect = (
+            db.query(func.count(Annotation.id))
+            .filter(
+                and_(Annotation.user_id == user_id, Annotation.label == "INCORRECT")
+            )
+            .scalar()
+        )
+        uncertain = (
+            db.query(func.count(Annotation.id))
+            .filter(
+                and_(Annotation.user_id == user_id, Annotation.label == "UNCERTAIN")
+            )
+            .scalar()
+        )
+
         return {
             "total": total,
             "correct": correct,
             "incorrect": incorrect,
-            "uncertain": uncertain
+            "uncertain": uncertain,
         }
 
+
 class JobQueries:
     """Processing job queries."""
-    
+
     @staticmethod
     def create_job(db: Session, job_type: str, input_data: str) -> ProcessingJob:
         """Create new processing job."""
@@ -205,9 +266,11 @@ def create_job(db: Session, job_type: str, input_data: str) -> ProcessingJob:
         db.commit()
         db.refresh(job)
         return job
-    
+
     @staticmethod
-    def update_job_progress(db: Session, job_id: int, progress: float, status: str = None) -> bool:
+    def update_job_progress(
+        db: Session, job_id: int, progress: float, status: str = None
+    ) -> bool:
         """Update job progress."""
         job = db.query(ProcessingJob).filter(ProcessingJob.id == job_id).first()
         if job:
@@ -217,9 +280,11 @@ def update_job_progress(db: Session, job_id: int, progress: float, status: str =
             db.commit()
             return True
         return False
-    
+
     @staticmethod
-    def complete_job(db: Session, job_id: int, output_data: str = None, error_message: str = None) -> bool:
+    def complete_job(
+        db: Session, job_id: int, output_data: str = None, error_message: str = None
+    ) -> bool:
         """Mark job as completed or failed."""
         job = db.query(ProcessingJob).filter(ProcessingJob.id == job_id).first()
         if job:
@@ -234,9 +299,10 @@ def complete_job(db: Session, job_id: int, output_data: str = None, error_messag
             return True
         return False
 
+
 class ExportQueries:
     """Export history queries."""
-    
+
     @staticmethod
     def create_export_record(
         db: Session,
@@ -245,7 +311,7 @@ def create_export_record(
         format_type: str,
         file_path: str,
         file_size_bytes: int,
-        speaker_ids: str
+        speaker_ids: str,
     ) -> ExportHistory:
         """Create export history record."""
         export = ExportHistory(
@@ -254,16 +320,19 @@ def create_export_record(
             format_type=format_type,
             file_path=file_path,
             file_size_bytes=file_size_bytes,
-            speaker_ids=speaker_ids
+            speaker_ids=speaker_ids,
         )
         db.add(export)
         db.commit()
         db.refresh(export)
         return export
-    
+
     @staticmethod
     def get_user_exports(db: Session, user_id: int) -> List[ExportHistory]:
         """Get export history for a user."""
-        return db.query(ExportHistory).filter(
-            ExportHistory.user_id == user_id
-        ).order_by(desc(ExportHistory.created_at)).all()
\ No newline at end of file
+        return (
+            db.query(ExportHistory)
+            .filter(ExportHistory.user_id == user_id)
+            .order_by(desc(ExportHistory.created_at))
+            .all()
+        )
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/system_event_reporter.py b/extras/speaker-recognition/src/simple_speaker_recognition/system_event_reporter.py
new file mode 100644
index 00000000..afd2ff33
--- /dev/null
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/system_event_reporter.py
@@ -0,0 +1,154 @@
+"""Best-effort cross-service error reporter.
+
+Ships this service's ``ERROR``/``CRITICAL`` log records to the Chronicle backend's
+system-event ingest endpoint, so failures *inside* a sidecar (ASR, speaker-rec, …)
+show up on the admin "System Errors" page alongside backend errors instead of being
+buried in container logs.
+
+It is the push half of the standard error-aggregation pattern (a mini-Sentry): the
+backend exposes a token-gated ``POST /api/admin/system-events/ingest``; each service
+attaches this handler to its root logger and POSTs error records to it.
+
+Deliberately conservative:
+
+* **Opt-in.** Does nothing unless both ``CHRONICLE_INGEST_URL`` and
+  ``CHRONICLE_INGEST_TOKEN`` are set in the environment.
+* **Non-blocking.** Records go onto a bounded in-memory queue drained by a single
+  daemon thread; the logging call never waits on the network. If the queue is full
+  (backend down / slow), new records are dropped, not buffered unbounded.
+* **No third-party deps.** Uses ``urllib`` so it can drop into any service image.
+* **Never raises.** A failure to report must not perturb the service. Feedback
+  loops are avoided by skipping the reporter's own logger and the http stack.
+
+Usage (once, at startup)::
+
+    from simple_speaker_recognition.system_event_reporter import install_system_event_reporter
+    install_system_event_reporter(source="speaker-recognition")
+"""
+
+import json
+import logging
+import os
+import queue
+import threading
+import traceback as _traceback
+import urllib.error
+import urllib.request
+
+# Loggers we must never forward — doing so could feed back into this reporter
+# (an error while reporting an error would recurse).
+_SKIP_PREFIXES = (
+    "system_event_reporter",
+    "urllib",
+    "http",
+    "asyncio",
+)
+
+# Cap pending records so a backend outage can't grow memory unbounded.
+_QUEUE_MAX = 500
+
+
+class _SystemEventReporter(logging.Handler):
+    def __init__(self, url: str, token: str, source: str) -> None:
+        super().__init__(level=logging.ERROR)
+        self._url = url
+        self._token = token
+        self._source = source
+        self._queue: "queue.Queue[dict]" = queue.Queue(maxsize=_QUEUE_MAX)
+        self._worker = threading.Thread(
+            target=self._run, name="system-event-reporter", daemon=True
+        )
+        self._worker.start()
+
+    def emit(self, record: logging.LogRecord) -> None:  # noqa: D401
+        try:
+            name = record.name or "root"
+            if any(name.startswith(p) for p in _SKIP_PREFIXES):
+                return
+
+            severity = "critical" if record.levelno >= logging.CRITICAL else "error"
+            message = record.getMessage()
+
+            tb = None
+            if record.exc_info:
+                try:
+                    tb = "".join(_traceback.format_exception(*record.exc_info))
+                except Exception:
+                    tb = None
+
+            payload = {
+                "severity": severity,
+                "category": "service",
+                "source": self._source,
+                "title": message[:500],
+                # Keep the full message when the title would truncate it.
+                "detail": message if len(message) > 500 else None,
+                "traceback": tb,
+                "metadata": {
+                    "logger": name,
+                    "level": record.levelname,
+                    "module": record.module,
+                    "func": record.funcName,
+                    "line": record.lineno,
+                },
+            }
+            try:
+                self._queue.put_nowait(payload)
+            except queue.Full:
+                pass  # drop rather than block the caller
+        except Exception:  # noqa: BLE001 — a logging handler must never raise
+            pass
+
+    def _run(self) -> None:
+        while True:
+            payload = self._queue.get()
+            try:
+                self._post(payload)
+            except Exception:  # noqa: BLE001 — best-effort
+                pass
+
+    def _post(self, payload: dict) -> None:
+        data = json.dumps(payload).encode("utf-8")
+        req = urllib.request.Request(
+            self._url,
+            data=data,
+            method="POST",
+            headers={
+                "Content-Type": "application/json",
+                "Authorization": f"Bearer {self._token}",
+            },
+        )
+        try:
+            with urllib.request.urlopen(req, timeout=5) as resp:
+                resp.read()
+        except urllib.error.URLError:
+            # Backend unreachable or rejected the event — nothing we can do, and we
+            # must not log at ERROR here (that would feed back into this handler).
+            pass
+
+
+_installed = False
+
+
+def install_system_event_reporter(source: str) -> bool:
+    """Attach the reporter to the root logger if configured. Idempotent.
+
+    Returns True if installed (env configured), False if skipped.
+    """
+    global _installed
+    if _installed:
+        return True
+
+    url = os.getenv("CHRONICLE_INGEST_URL", "").strip()
+    token = os.getenv("CHRONICLE_INGEST_TOKEN", "").strip()
+    source = (os.getenv("CHRONICLE_SERVICE_NAME") or source or "unknown").strip()
+    if not url or not token:
+        return False
+
+    logging.getLogger().addHandler(_SystemEventReporter(url, token, source))
+    _installed = True
+    # Safe to log at INFO — this record won't be forwarded (below ERROR).
+    logging.getLogger("system_event_reporter").info(
+        "Cross-service error reporting enabled → %s (source=%s)", url, source
+    )
+    return True
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
index 95404f4a..121e7951 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/__init__.py
@@ -1 +1 @@
-"""Utility functions for speaker recognition system."""
\ No newline at end of file
+"""Utility functions for speaker recognition system."""
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
index 051ec431..051a712c 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/analysis.py
@@ -1,21 +1,25 @@
 """Speaker embedding analysis utilities for clustering and visualization."""
 
-import logging
 import json
-from typing import Dict, List, Tuple, Optional, Any
+import logging
+from typing import Any, Dict, List, Optional, Tuple
+
 import numpy as np
-from sklearn.manifold import TSNE
 from sklearn.cluster import DBSCAN, KMeans
+from sklearn.manifold import TSNE
 from sklearn.metrics import silhouette_score
-from sklearn.preprocessing import StandardScaler
 from sklearn.metrics.pairwise import cosine_similarity
+from sklearn.preprocessing import StandardScaler
 
 try:
     import umap.umap_ as umap
+
     UMAP_AVAILABLE = True
 except ImportError:
     UMAP_AVAILABLE = False
 
+from simple_speaker_recognition.constants import DEFAULT_SIMILARITY_THRESHOLD
+
 log = logging.getLogger(__name__)
 
 
@@ -23,56 +27,60 @@ def reduce_dimensionality(
     embeddings: np.ndarray,
     method: str = "umap",
     n_components: int = 2,
-    random_state: int = 42
+    random_state: int = 42,
 ) -> np.ndarray:
     """Reduce dimensionality of embeddings for visualization.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         method: "umap", "tsne", or "pca"
         n_components: Number of dimensions to reduce to (2 or 3)
         random_state: Random seed for reproducibility
-    
+
     Returns:
         Reduced embeddings of shape (n_speakers, n_components)
     """
     if len(embeddings) < 2:
         log.warning("Not enough embeddings for dimensionality reduction")
         return np.zeros((len(embeddings), n_components))
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     try:
         if method == "umap" and UMAP_AVAILABLE:
             reducer = umap.UMAP(
                 n_components=n_components,
                 random_state=random_state,
                 n_neighbors=min(15, len(embeddings) - 1),
-                min_dist=0.1
+                min_dist=0.1,
             )
             reduced = reducer.fit_transform(embeddings_norm)
         elif method == "tsne":
             # t-SNE works better with pre-scaling
             scaler = StandardScaler()
             embeddings_scaled = scaler.fit_transform(embeddings_norm)
-            
+
             reducer = TSNE(
                 n_components=n_components,
                 random_state=random_state,
                 perplexity=min(30, len(embeddings) - 1),
-                n_iter=1000
+                n_iter=1000,
             )
             reduced = reducer.fit_transform(embeddings_scaled)
         else:
             # Fallback to PCA
+            # Lazy import: only needed on this rarely-hit fallback path.
             from sklearn.decomposition import PCA
+
             reducer = PCA(n_components=n_components, random_state=random_state)
             reduced = reducer.fit_transform(embeddings_norm)
-            
-        log.info(f"Reduced {len(embeddings)} embeddings using {method} from {embeddings.shape[1]}D to {n_components}D")
+
+        log.info(
+            f"Reduced {len(embeddings)} embeddings using {method} from {embeddings.shape[1]}D to {n_components}D"
+        )
         return reduced
-        
+
     except Exception as e:
         log.error(f"Error in dimensionality reduction with {method}: {e}")
         # Return zero array as fallback
@@ -80,59 +88,57 @@ def reduce_dimensionality(
 
 
 def cluster_speakers(
-    embeddings: np.ndarray,
-    method: str = "dbscan",
-    **kwargs
+    embeddings: np.ndarray, method: str = "dbscan", **kwargs
 ) -> Tuple[np.ndarray, Dict[str, Any]]:
     """Cluster speaker embeddings.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         method: "dbscan" or "kmeans"
         **kwargs: Additional parameters for clustering algorithms
-    
+
     Returns:
         Tuple of (cluster_labels, cluster_info)
     """
     if len(embeddings) < 2:
         log.warning("Not enough embeddings for clustering")
         return np.zeros(len(embeddings), dtype=int), {"n_clusters": 0, "method": method}
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     try:
         if method == "dbscan":
             eps = kwargs.get("eps", 0.3)
             min_samples = kwargs.get("min_samples", 2)
-            
-            clusterer = DBSCAN(eps=eps, min_samples=min_samples, metric='cosine')
+
+            clusterer = DBSCAN(eps=eps, min_samples=min_samples, metric="cosine")
             labels = clusterer.fit_predict(embeddings_norm)
-            
+
             n_clusters = len(set(labels)) - (1 if -1 in labels else 0)
             n_noise = list(labels).count(-1)
-            
+
             cluster_info = {
                 "method": "dbscan",
                 "n_clusters": n_clusters,
                 "n_noise": n_noise,
                 "eps": eps,
-                "min_samples": min_samples
+                "min_samples": min_samples,
             }
-            
+
         else:  # kmeans
             n_clusters = kwargs.get("n_clusters", min(8, len(embeddings)))
             n_clusters = max(1, min(n_clusters, len(embeddings)))
-            
+
             clusterer = KMeans(n_clusters=n_clusters, random_state=42, n_init=10)
             labels = clusterer.fit_predict(embeddings_norm)
-            
+
             cluster_info = {
                 "method": "kmeans",
                 "n_clusters": n_clusters,
-                "inertia": float(clusterer.inertia_)
+                "inertia": float(clusterer.inertia_),
             }
-        
+
         # Calculate silhouette score if we have clusters
         if len(set(labels)) > 1 and len(embeddings) > 1:
             try:
@@ -143,95 +149,107 @@ def cluster_speakers(
                 cluster_info["silhouette_score"] = None
         else:
             cluster_info["silhouette_score"] = None
-            
-        log.info(f"Clustered {len(embeddings)} embeddings using {method}: {cluster_info}")
+
+        log.info(
+            f"Clustered {len(embeddings)} embeddings using {method}: {cluster_info}"
+        )
         return labels, cluster_info
-        
+
     except Exception as e:
         log.error(f"Error in clustering with {method}: {e}")
-        return np.zeros(len(embeddings), dtype=int), {"n_clusters": 0, "method": method, "error": str(e)}
+        return np.zeros(len(embeddings), dtype=int), {
+            "n_clusters": 0,
+            "method": method,
+            "error": str(e),
+        }
 
 
 def find_similar_speakers(
     embeddings: np.ndarray,
     speaker_names: List[str],
-    threshold: float = 0.8
+    threshold: float = DEFAULT_SIMILARITY_THRESHOLD,
 ) -> List[Dict[str, Any]]:
     """Find pairs of similar speakers based on embedding similarity.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
         speaker_names: List of speaker names
         threshold: Cosine similarity threshold for considering speakers similar
-    
+
     Returns:
         List of similar speaker pairs with similarity scores
     """
     if len(embeddings) < 2:
         return []
-    
+
     # Normalize embeddings
     embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
-    
+
     # Calculate cosine similarity matrix
     similarity_matrix = cosine_similarity(embeddings_norm)
-    
+
     similar_pairs = []
-    
+
     # Find pairs above threshold (excluding self-similarity)
     for i in range(len(embeddings)):
         for j in range(i + 1, len(embeddings)):
             similarity = similarity_matrix[i, j]
-            
+
             if similarity >= threshold:
-                similar_pairs.append({
-                    "speaker1": speaker_names[i],
-                    "speaker2": speaker_names[j],
-                    "similarity": float(similarity),
-                    "speaker1_idx": i,
-                    "speaker2_idx": j
-                })
-    
+                similar_pairs.append(
+                    {
+                        "speaker1": speaker_names[i],
+                        "speaker2": speaker_names[j],
+                        "similarity": float(similarity),
+                        "speaker1_idx": i,
+                        "speaker2_idx": j,
+                    }
+                )
+
     # Sort by similarity descending
     similar_pairs.sort(key=lambda x: x["similarity"], reverse=True)
-    
-    log.info(f"Found {len(similar_pairs)} similar speaker pairs above threshold {threshold}")
+
+    log.info(
+        f"Found {len(similar_pairs)} similar speaker pairs above threshold {threshold}"
+    )
     return similar_pairs
 
 
 def analyze_embedding_quality(embeddings: np.ndarray) -> Dict[str, Any]:
     """Analyze the quality and distribution of embeddings.
-    
+
     Args:
         embeddings: Array of shape (n_speakers, embedding_dim)
-    
+
     Returns:
         Dictionary with quality metrics
     """
     if len(embeddings) == 0:
         return {"error": "No embeddings provided"}
-    
+
     try:
         # Basic statistics
         mean_norm = np.mean(np.linalg.norm(embeddings, axis=1))
         std_norm = np.std(np.linalg.norm(embeddings, axis=1))
-        
+
         # Pairwise distances
         if len(embeddings) > 1:
-            embeddings_norm = embeddings / np.linalg.norm(embeddings, axis=1, keepdims=True)
+            embeddings_norm = embeddings / np.linalg.norm(
+                embeddings, axis=1, keepdims=True
+            )
             similarity_matrix = cosine_similarity(embeddings_norm)
-            
+
             # Get upper triangle (excluding diagonal)
             upper_tri_mask = np.triu(np.ones_like(similarity_matrix, dtype=bool), k=1)
             similarities = similarity_matrix[upper_tri_mask]
-            
+
             mean_similarity = np.mean(similarities)
             std_similarity = np.std(similarities)
             min_similarity = np.min(similarities)
             max_similarity = np.max(similarities)
         else:
             mean_similarity = std_similarity = min_similarity = max_similarity = 0.0
-        
+
         quality_metrics = {
             "n_speakers": len(embeddings),
             "embedding_dim": embeddings.shape[1],
@@ -241,12 +259,14 @@ def analyze_embedding_quality(embeddings: np.ndarray) -> Dict[str, Any]:
             "std_similarity": float(std_similarity),
             "min_similarity": float(min_similarity),
             "max_similarity": float(max_similarity),
-            "separation_quality": float(1.0 - mean_similarity) if len(embeddings) > 1 else 1.0
+            "separation_quality": (
+                float(1.0 - mean_similarity) if len(embeddings) > 1 else 1.0
+            ),
         }
-        
+
         log.info(f"Analyzed embedding quality for {len(embeddings)} speakers")
         return quality_metrics
-        
+
     except Exception as e:
         log.error(f"Error analyzing embedding quality: {e}")
         return {"error": str(e)}
@@ -256,31 +276,33 @@ def create_speaker_analysis(
     embeddings_dict: Dict[str, np.ndarray],
     method: str = "umap",
     cluster_method: str = "dbscan",
-    similarity_threshold: float = 0.8,
-    speaker_names: Optional[Dict[str, str]] = None
+    similarity_threshold: float = DEFAULT_SIMILARITY_THRESHOLD,
+    speaker_names: Optional[Dict[str, str]] = None,
 ) -> Dict[str, Any]:
     """Create comprehensive analysis of speaker embeddings.
-    
+
     Args:
         embeddings_dict: Dictionary mapping speaker_id -> embedding
         method: Dimensionality reduction method
         cluster_method: Clustering method
         similarity_threshold: Threshold for finding similar speakers
         speaker_names: Optional dictionary mapping speaker_id -> speaker_name
-    
+
     Returns:
         Complete analysis results
     """
     if not embeddings_dict:
         return {"error": "No embeddings provided"}
-    
+
     try:
         # Extract embeddings and metadata
         speaker_ids = list(embeddings_dict.keys())
         embeddings = np.array(list(embeddings_dict.values()))
-        
-        log.info(f"Analyzing {len(speaker_ids)} speakers with {embeddings.shape[1]}D embeddings")
-        
+
+        log.info(
+            f"Analyzing {len(speaker_ids)} speakers with {embeddings.shape[1]}D embeddings"
+        )
+
         # Handle single embedding case specially
         if len(embeddings) == 1:
             log.info("Single embedding detected - using simplified analysis")
@@ -291,35 +313,37 @@ def create_speaker_analysis(
                     "embeddings_2d": [[0.0, 0.0]],  # Center point
                     "embeddings_3d": [[0.0, 0.0, 0.0]],  # Center point
                     "cluster_labels": [0],  # Single cluster
-                    "colors": ["hsl(180, 70%, 50%)"]  # Single color
+                    "colors": ["hsl(180, 70%, 50%)"],  # Single color
                 },
                 "clustering": {
                     "method": cluster_method,
                     "n_clusters": 1,
                     "silhouette_score": None,
-                    "n_noise": 0
+                    "n_noise": 0,
                 },
                 "similar_speakers": [],  # No pairs with single speaker
                 "quality_metrics": {
                     "n_speakers": 1,
                     "mean_similarity": None,
                     "std_similarity": None,
-                    "separation_quality": None
+                    "separation_quality": None,
                 },
                 "parameters": {
                     "reduction_method": method,
                     "cluster_method": cluster_method,
-                    "similarity_threshold": similarity_threshold
-                }
+                    "similarity_threshold": similarity_threshold,
+                },
             }
-        
+
         # Dimensionality reduction for visualization
         reduced_2d = reduce_dimensionality(embeddings, method=method, n_components=2)
         reduced_3d = reduce_dimensionality(embeddings, method=method, n_components=3)
-        
+
         # Clustering
-        cluster_labels, cluster_info = cluster_speakers(embeddings, method=cluster_method)
-        
+        cluster_labels, cluster_info = cluster_speakers(
+            embeddings, method=cluster_method
+        )
+
         # Similar speakers - use names if available
         speaker_display_names = []
         for spk_id in speaker_ids:
@@ -327,21 +351,25 @@ def create_speaker_analysis(
                 speaker_display_names.append(speaker_names[spk_id])
             else:
                 speaker_display_names.append(spk_id)
-        
-        similar_pairs = find_similar_speakers(embeddings, speaker_display_names, similarity_threshold)
-        
+
+        similar_pairs = find_similar_speakers(
+            embeddings, speaker_display_names, similarity_threshold
+        )
+
         # Quality analysis
         quality_metrics = analyze_embedding_quality(embeddings)
-        
+
         # Prepare visualization data
         visualization_data = {
             "speakers": speaker_ids,
             "embeddings_2d": reduced_2d.tolist(),
             "embeddings_3d": reduced_3d.tolist(),
             "cluster_labels": cluster_labels.tolist(),
-            "colors": [f"hsl({(hash(spk_id) % 360)}, 70%, 50%)" for spk_id in speaker_ids]
+            "colors": [
+                f"hsl({(hash(spk_id) % 360)}, 70%, 50%)" for spk_id in speaker_ids
+            ],
         }
-        
+
         analysis_result = {
             "visualization": visualization_data,
             "clustering": cluster_info,
@@ -350,17 +378,14 @@ def create_speaker_analysis(
             "parameters": {
                 "reduction_method": method,
                 "cluster_method": cluster_method,
-                "similarity_threshold": similarity_threshold
+                "similarity_threshold": similarity_threshold,
             },
-            "status": "success"
+            "status": "success",
         }
-        
+
         log.info("Speaker analysis completed successfully")
         return analysis_result
-        
+
     except Exception as e:
         log.error(f"Error in speaker analysis: {e}")
-        return {
-            "error": str(e),
-            "status": "failed"
-        }
\ No newline at end of file
+        return {"error": str(e), "status": "failed"}
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
index 90609e7e..e8ade6b0 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_processing.py
@@ -1,21 +1,23 @@
 """Audio processing utilities for speaker recognition system."""
 
-import numpy as np
+import io
+import tempfile
+from pathlib import Path
+from typing import Any, Dict, Optional, Tuple
+
 import librosa
+import numpy as np
 import soundfile as sf
-from pathlib import Path
-from typing import Tuple, Optional, Dict, Any
-import tempfile
-import io
+
 
 def load_audio(file_path: str, sr: int = 16000) -> Tuple[np.ndarray, int]:
     """
     Load audio file and return audio data and sample rate.
-    
+
     Args:
         file_path: Path to audio file
         sr: Target sample rate (default: 16000 for speech)
-    
+
     Returns:
         Tuple of (audio_data, sample_rate)
     """
@@ -25,16 +27,19 @@ def load_audio(file_path: str, sr: int = 16000) -> Tuple[np.ndarray, int]:
     except Exception as e:
         raise ValueError(f"Could not load audio file {file_path}: {str(e)}")
 
-def load_audio_segment(file_path: str, start_time: float, end_time: float, sr: int = 16000) -> Tuple[np.ndarray, int]:
+
+def load_audio_segment(
+    file_path: str, start_time: float, end_time: float, sr: int = 16000
+) -> Tuple[np.ndarray, int]:
     """
     Load a specific segment of an audio file.
-    
+
     Args:
         file_path: Path to audio file
         start_time: Start time in seconds
         end_time: End time in seconds
         sr: Target sample rate
-    
+
     Returns:
         Tuple of (audio_segment, sample_rate)
     """
@@ -44,19 +49,20 @@ def load_audio_segment(file_path: str, start_time: float, end_time: float, sr: i
             sr=sr,
             mono=True,
             offset=start_time,
-            duration=end_time - start_time
+            duration=end_time - start_time,
         )
         return audio, sample_rate
     except Exception as e:
         raise ValueError(f"Could not load audio segment: {str(e)}")
 
+
 def get_audio_info(file_path: str) -> Dict[str, Any]:
     """
     Get basic information about an audio file.
-    
+
     Args:
         file_path: Path to audio file
-    
+
     Returns:
         Dictionary with audio metadata
     """
@@ -69,7 +75,7 @@ def get_audio_info(file_path: str) -> Dict[str, Any]:
                 "channels": f.channels,
                 "frames": len(f),
                 "format": f.format,
-                "subtype": f.subtype
+                "subtype": f.subtype,
             }
     except Exception as e:
         # Fallback using librosa
@@ -81,52 +87,60 @@ def get_audio_info(file_path: str) -> Dict[str, Any]:
                 "channels": 1,  # librosa loads as mono by default
                 "frames": len(audio),
                 "format": "Unknown",
-                "subtype": "Unknown"
+                "subtype": "Unknown",
             }
         except Exception as e2:
             raise ValueError(f"Could not get audio info: {str(e2)}")
 
-def calculate_snr(audio: np.ndarray, frame_length: int = 2048, hop_length: int = 512) -> float:
+
+def calculate_snr(
+    audio: np.ndarray, frame_length: int = 2048, hop_length: int = 512
+) -> float:
     """
     Calculate Signal-to-Noise Ratio of audio.
-    
+
     Args:
         audio: Audio signal array
         frame_length: Frame length for analysis
         hop_length: Hop length for analysis
-    
+
     Returns:
         SNR in decibels
     """
     try:
         # Calculate RMS energy
-        rms = librosa.feature.rms(y=audio, frame_length=frame_length, hop_length=hop_length)[0]
-        
+        rms = librosa.feature.rms(
+            y=audio, frame_length=frame_length, hop_length=hop_length
+        )[0]
+
         # Estimate noise floor (bottom 10th percentile)
         noise_floor = np.percentile(rms, 10)
-        
+
         # Estimate signal level (top 90th percentile)
         signal_level = np.percentile(rms, 90)
-        
+
         # Calculate SNR in dB
         if noise_floor > 0:
             snr_db = 20 * np.log10(signal_level / noise_floor)
         else:
             snr_db = 60.0  # Very high SNR if no noise detected
-        
+
         return float(snr_db)
     except Exception:
         return 0.0
 
-def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5) -> list:
+
+def detect_speech_segments(
+    audio: np.ndarray, sr: int, min_duration: float = 0.5
+) -> list:
     """
     Detect speech segments in audio using voice activity detection.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
         min_duration: Minimum segment duration in seconds
-    
+
     Returns:
         List of (start_time, end_time) tuples in seconds
     """
@@ -134,21 +148,25 @@ def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5
         # Use librosa's onset detection as a proxy for speech activity
         hop_length = 512
         frame_length = 2048
-        
+
         # Calculate spectral centroid and RMS for VAD
-        rms = librosa.feature.rms(y=audio, frame_length=frame_length, hop_length=hop_length)[0]
-        
+        rms = librosa.feature.rms(
+            y=audio, frame_length=frame_length, hop_length=hop_length
+        )[0]
+
         # Threshold-based VAD (simple approach)
         threshold = np.percentile(rms, 30)  # Bottom 30% considered silence
         speech_frames = rms > threshold
-        
+
         # Convert frame indices to time
-        times = librosa.frames_to_time(np.arange(len(speech_frames)), sr=sr, hop_length=hop_length)
-        
+        times = librosa.frames_to_time(
+            np.arange(len(speech_frames)), sr=sr, hop_length=hop_length
+        )
+
         # Find continuous speech segments
         segments = []
         start_time = None
-        
+
         for i, is_speech in enumerate(speech_frames):
             if is_speech and start_time is None:
                 start_time = times[i]
@@ -157,23 +175,25 @@ def detect_speech_segments(audio: np.ndarray, sr: int, min_duration: float = 0.5
                 if end_time - start_time >= min_duration:
                     segments.append((start_time, end_time))
                 start_time = None
-        
+
         # Handle case where speech continues to end of audio
         if start_time is not None:
             end_time = times[-1]
             if end_time - start_time >= min_duration:
                 segments.append((start_time, end_time))
-        
+
         return segments
     except Exception:
         # Fallback: return entire audio as one segment
         return [(0.0, len(audio) / sr)]
 
 
-def save_audio_segment(audio: np.ndarray, sr: int, output_path: str, format: str = "WAV"):
+def save_audio_segment(
+    audio: np.ndarray, sr: int, output_path: str, format: str = "WAV"
+):
     """
     Save audio segment to file.
-    
+
     Args:
         audio: Audio signal array (converted to int16)
         sr: Sample rate
@@ -187,46 +207,48 @@ def save_audio_segment(audio: np.ndarray, sr: int, output_path: str, format: str
                 audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
             else:
                 audio = audio.astype(np.int16)
-        
-        sf.write(output_path, audio, sr, format=format, subtype='PCM_16')
+
+        sf.write(output_path, audio, sr, format=format, subtype="PCM_16")
     except Exception as e:
         raise ValueError(f"Could not save audio to {output_path}: {str(e)}")
 
+
 def create_temp_audio_file(audio: np.ndarray, sr: int, suffix: str = ".wav") -> str:
     """
     Create a temporary audio file from audio data.
-    
+
     Args:
         audio: Audio signal array (converted to int16)
         sr: Sample rate
         suffix: File extension
-    
+
     Returns:
         Path to temporary file
     """
     temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=suffix)
     temp_path = temp_file.name
     temp_file.close()
-    
+
     # Ensure int16 format for consistent file output
     if audio.dtype != np.int16:
         if audio.dtype in [np.float32, np.float64]:
             audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
         else:
             audio = audio.astype(np.int16)
-    
-    sf.write(temp_path, audio, sr, subtype='PCM_16')
+
+    sf.write(temp_path, audio, sr, subtype="PCM_16")
     return temp_path
 
+
 def audio_to_bytes(audio: np.ndarray, sr: int, format: str = "WAV") -> bytes:
     """
     Convert audio array to bytes for streaming/download.
-    
+
     Args:
         audio: Audio signal array (should be int16 format)
         sr: Sample rate
         format: Audio format
-    
+
     Returns:
         Audio data as bytes
     """
@@ -237,20 +259,21 @@ def audio_to_bytes(audio: np.ndarray, sr: int, format: str = "WAV") -> bytes:
             audio = (np.clip(audio, -1.0, 1.0) * 32767).astype(np.int16)
         else:
             audio = audio.astype(np.int16)
-    
+
     buffer = io.BytesIO()
-    sf.write(buffer, audio, sr, format=format, subtype='PCM_16')
+    sf.write(buffer, audio, sr, format=format, subtype="PCM_16")
     buffer.seek(0)
     return buffer.read()
 
+
 def normalize_audio(audio: np.ndarray, target_level: float = 0.5) -> np.ndarray:
     """
     Normalize audio to target level.
-    
+
     Args:
         audio: Audio signal array
         target_level: Target RMS level (0-1)
-    
+
     Returns:
         Normalized audio array
     """
@@ -264,46 +287,53 @@ def normalize_audio(audio: np.ndarray, target_level: float = 0.5) -> np.ndarray:
     except Exception:
         return audio
 
-def concatenate_audio_segments(segments: list, sr: int, crossfade_ms: int = 50) -> np.ndarray:
+
+def concatenate_audio_segments(
+    segments: list, sr: int, crossfade_ms: int = 50
+) -> np.ndarray:
     """
     Concatenate multiple audio segments with optional crossfading.
-    
+
     Args:
         segments: List of audio arrays
         sr: Sample rate
         crossfade_ms: Crossfade duration in milliseconds
-    
+
     Returns:
         Concatenated audio array
     """
     if not segments:
         return np.array([])
-    
+
     if len(segments) == 1:
         return segments[0]
-    
+
     try:
         crossfade_samples = int(crossfade_ms * sr / 1000)
         result = segments[0].copy()
-        
+
         for segment in segments[1:]:
-            if crossfade_samples > 0 and len(result) >= crossfade_samples and len(segment) >= crossfade_samples:
+            if (
+                crossfade_samples > 0
+                and len(result) >= crossfade_samples
+                and len(segment) >= crossfade_samples
+            ):
                 # Apply crossfade
                 fade_out = np.linspace(1, 0, crossfade_samples)
                 fade_in = np.linspace(0, 1, crossfade_samples)
-                
+
                 result[-crossfade_samples:] *= fade_out
                 segment_copy = segment.copy()
                 segment_copy[:crossfade_samples] *= fade_in
-                
+
                 # Overlap and add
                 result[-crossfade_samples:] += segment_copy[:crossfade_samples]
                 result = np.concatenate([result, segment_copy[crossfade_samples:]])
             else:
                 # Simple concatenation
                 result = np.concatenate([result, segment])
-        
+
         return result
     except Exception:
         # Fallback: simple concatenation
-        return np.concatenate(segments)
\ No newline at end of file
+        return np.concatenate(segments)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
index 437a5c3a..4f8c1aab 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/audio_segment_manager.py
@@ -1,65 +1,66 @@
 """Audio segment storage and management for speakers."""
 
-import os
 import json
+import logging
+import os
 import shutil
+from datetime import datetime
 from pathlib import Path
-from typing import Dict, List, Optional, Any
+from typing import Any, Dict, List, Optional
+
 import numpy as np
 import soundfile as sf
-import logging
-from datetime import datetime
 
 logger = logging.getLogger(__name__)
 
 
 class AudioSegmentManager:
     """Manages audio segment storage for speakers."""
-    
+
     def __init__(self, base_path: str = "data/audio_segments"):
         self.base_path = Path(base_path)
         self.base_path.mkdir(parents=True, exist_ok=True)
-    
+
     def _get_user_path(self, user_id: int) -> Path:
         """Get path for user's audio segments."""
         user_path = self.base_path / str(user_id)
         user_path.mkdir(parents=True, exist_ok=True)
         return user_path
-    
+
     def _get_speaker_path(self, user_id: int, speaker_id: str) -> Path:
         """Get path for speaker's audio segments."""
         speaker_path = self._get_user_path(user_id) / speaker_id
         speaker_path.mkdir(parents=True, exist_ok=True)
         return speaker_path
-    
+
     def _get_manifest_path(self, user_id: int, speaker_id: str) -> Path:
         """Get path to speaker's manifest file."""
         return self._get_speaker_path(user_id, speaker_id) / "manifest.json"
-    
+
     def _load_manifest(self, user_id: int, speaker_id: str) -> Dict[str, Any]:
         """Load speaker's manifest file."""
         manifest_path = self._get_manifest_path(user_id, speaker_id)
-        
+
         if manifest_path.exists():
             try:
-                with open(manifest_path, 'r') as f:
+                with open(manifest_path, "r") as f:
                     return json.load(f)
             except Exception as e:
                 logger.error(f"Error loading manifest: {e}")
                 return self._create_empty_manifest(speaker_id)
         else:
             return self._create_empty_manifest(speaker_id)
-    
+
     def _save_manifest(self, user_id: int, speaker_id: str, manifest: Dict[str, Any]):
         """Save speaker's manifest file."""
         manifest_path = self._get_manifest_path(user_id, speaker_id)
-        
+
         # Update timestamp
-        manifest['updated_at'] = datetime.utcnow().isoformat()
-        
-        with open(manifest_path, 'w') as f:
+        manifest["updated_at"] = datetime.utcnow().isoformat()
+
+        with open(manifest_path, "w") as f:
             json.dump(manifest, f, indent=2)
-    
+
     def _create_empty_manifest(self, speaker_id: str) -> Dict[str, Any]:
         """Create empty manifest structure."""
         return {
@@ -68,52 +69,54 @@ def _create_empty_manifest(self, speaker_id: str) -> Dict[str, Any]:
             "updated_at": datetime.utcnow().isoformat(),
             "segments": [],
             "total_segments": 0,
-            "total_duration": 0.0
+            "total_duration": 0.0,
         }
-    
+
     def _get_next_segment_id(self, manifest: Dict[str, Any]) -> str:
         """Get next available segment ID."""
-        if not manifest['segments']:
+        if not manifest["segments"]:
             return "001"
-        
+
         # Find highest segment ID
-        max_id = max(int(seg['segment_id']) for seg in manifest['segments'])
+        max_id = max(int(seg["segment_id"]) for seg in manifest["segments"])
         return f"{max_id + 1:03d}"
-    
-    def save_speaker_segment(self, 
-                           user_id: int,
-                           speaker_id: str, 
-                           audio_data: np.ndarray, 
-                           sample_rate: int,
-                           metadata: Dict[str, Any]) -> str:
+
+    def save_speaker_segment(
+        self,
+        user_id: int,
+        speaker_id: str,
+        audio_data: np.ndarray,
+        sample_rate: int,
+        metadata: Dict[str, Any],
+    ) -> str:
         """Save audio segment for speaker.
-        
+
         Args:
             user_id: User ID
             speaker_id: Speaker ID
             audio_data: Audio numpy array
             sample_rate: Sample rate
             metadata: Segment metadata (original_file, start_time, end_time, quality_score, etc.)
-            
+
         Returns:
             Path to saved segment file
         """
         # Load manifest
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         # Get next segment ID
         segment_id = self._get_next_segment_id(manifest)
-        
+
         # Save audio file
         speaker_path = self._get_speaker_path(user_id, speaker_id)
         segment_filename = f"segment_{segment_id}.wav"
         segment_path = speaker_path / segment_filename
-        
+
         sf.write(str(segment_path), audio_data, sample_rate)
-        
+
         # Calculate duration
         duration = len(audio_data) / sample_rate
-        
+
         # Create segment entry
         segment_entry = {
             "segment_id": segment_id,
@@ -124,195 +127,209 @@ def save_speaker_segment(self,
             "duration": duration,
             "quality_score": metadata.get("quality_score", 0.0),
             "sample_rate": sample_rate,
-            "created_at": datetime.utcnow().isoformat()
+            "created_at": datetime.utcnow().isoformat(),
         }
-        
+
         # Add optional fields
         if "embedding" in metadata:
             segment_entry["embedding"] = metadata["embedding"]
         if "transcription" in metadata:
             segment_entry["transcription"] = metadata["transcription"]
-        
+
         # Update manifest
-        manifest['segments'].append(segment_entry)
-        manifest['total_segments'] += 1
-        manifest['total_duration'] += duration
-        
+        manifest["segments"].append(segment_entry)
+        manifest["total_segments"] += 1
+        manifest["total_duration"] += duration
+
         # Save manifest
         self._save_manifest(user_id, speaker_id, manifest)
-        
+
         logger.info(f"Saved segment {segment_id} for speaker {speaker_id}")
-        
+
         return str(segment_path)
-    
+
     def load_speaker_segments(self, user_id: int, speaker_id: str) -> Dict[str, Any]:
         """Load all segments for a speaker.
-        
+
         Returns:
             Dict containing manifest data and segment info
         """
         manifest = self._load_manifest(user_id, speaker_id)
         return manifest
-    
-    def load_segment_audio(self, user_id: int, speaker_id: str, segment_id: str) -> tuple[np.ndarray, int]:
+
+    def load_segment_audio(
+        self, user_id: int, speaker_id: str, segment_id: str
+    ) -> tuple[np.ndarray, int]:
         """Load audio data for a specific segment.
-        
+
         Returns:
             Tuple of (audio_data, sample_rate)
         """
         speaker_path = self._get_speaker_path(user_id, speaker_id)
         segment_path = speaker_path / f"segment_{segment_id}.wav"
-        
+
         if not segment_path.exists():
-            raise FileNotFoundError(f"Segment {segment_id} not found for speaker {speaker_id}")
-        
+            raise FileNotFoundError(
+                f"Segment {segment_id} not found for speaker {speaker_id}"
+            )
+
         audio_data, sample_rate = sf.read(str(segment_path))
         return audio_data, sample_rate
-    
-    def update_segment_embedding(self, 
-                               user_id: int,
-                               speaker_id: str, 
-                               segment_id: str, 
-                               embedding: np.ndarray):
+
+    def update_segment_embedding(
+        self, user_id: int, speaker_id: str, segment_id: str, embedding: np.ndarray
+    ):
         """Update embedding for a specific segment."""
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         # Find segment
-        for segment in manifest['segments']:
-            if segment['segment_id'] == segment_id:
+        for segment in manifest["segments"]:
+            if segment["segment_id"] == segment_id:
                 # Convert embedding to list for JSON serialization
-                segment['embedding'] = embedding.tolist()
+                segment["embedding"] = embedding.tolist()
                 break
         else:
             raise ValueError(f"Segment {segment_id} not found")
-        
+
         # Save updated manifest
         self._save_manifest(user_id, speaker_id, manifest)
-    
+
     def delete_segment(self, user_id: int, speaker_id: str, segment_id: str):
         """Delete a specific segment."""
         manifest = self._load_manifest(user_id, speaker_id)
         speaker_path = self._get_speaker_path(user_id, speaker_id)
-        
+
         # Find and remove segment from manifest
-        for i, segment in enumerate(manifest['segments']):
-            if segment['segment_id'] == segment_id:
+        for i, segment in enumerate(manifest["segments"]):
+            if segment["segment_id"] == segment_id:
                 # Delete audio file
-                segment_path = speaker_path / segment['filename']
+                segment_path = speaker_path / segment["filename"]
                 if segment_path.exists():
                     segment_path.unlink()
-                
+
                 # Update manifest
-                manifest['total_duration'] -= segment['duration']
-                manifest['total_segments'] -= 1
-                manifest['segments'].pop(i)
+                manifest["total_duration"] -= segment["duration"]
+                manifest["total_segments"] -= 1
+                manifest["segments"].pop(i)
                 break
         else:
             raise ValueError(f"Segment {segment_id} not found")
-        
+
         # Save updated manifest
         self._save_manifest(user_id, speaker_id, manifest)
-    
+
     def delete_speaker_segments(self, user_id: int, speaker_id: str):
         """Delete all segments for a speaker."""
         speaker_path = self._get_speaker_path(user_id, speaker_id)
-        
+
         if speaker_path.exists():
             shutil.rmtree(speaker_path)
             logger.info(f"Deleted all segments for speaker {speaker_id}")
-    
-    def export_speaker_segments(self, 
-                              user_id: int, 
-                              speaker_id: str, 
-                              output_dir: str,
-                              format: str = "segments") -> Dict[str, Any]:
+
+    def export_speaker_segments(
+        self, user_id: int, speaker_id: str, output_dir: str, format: str = "segments"
+    ) -> Dict[str, Any]:
         """Export speaker segments.
-        
+
         Args:
             user_id: User ID
             speaker_id: Speaker ID
             output_dir: Output directory path
             format: 'segments' or 'concatenated'
-            
+
         Returns:
             Export metadata
         """
         manifest = self._load_manifest(user_id, speaker_id)
         output_path = Path(output_dir) / speaker_id
         output_path.mkdir(parents=True, exist_ok=True)
-        
+
         export_info = {
             "speaker_id": speaker_id,
             "format": format,
             "segments": [],
-            "total_duration": 0.0
+            "total_duration": 0.0,
         }
-        
+
         if format == "segments":
             # Copy individual segments
-            for segment in manifest['segments']:
-                src_path = self._get_speaker_path(user_id, speaker_id) / segment['filename']
+            for segment in manifest["segments"]:
+                src_path = (
+                    self._get_speaker_path(user_id, speaker_id) / segment["filename"]
+                )
                 dst_path = output_path / f"audio{segment['segment_id']}.wav"
-                
+
                 if src_path.exists():
                     shutil.copy2(src_path, dst_path)
-                    export_info['segments'].append({
-                        "filename": dst_path.name,
-                        "duration": segment['duration'],
-                        "transcription": segment.get('transcription', '')
-                    })
-                    export_info['total_duration'] += segment['duration']
-        
+                    export_info["segments"].append(
+                        {
+                            "filename": dst_path.name,
+                            "duration": segment["duration"],
+                            "transcription": segment.get("transcription", ""),
+                        }
+                    )
+                    export_info["total_duration"] += segment["duration"]
+
         elif format == "concatenated":
             # Concatenate all segments
             all_audio = []
             sample_rate = None
-            
-            for segment in manifest['segments']:
-                audio_data, sr = self.load_segment_audio(user_id, speaker_id, segment['segment_id'])
-                
+
+            for segment in manifest["segments"]:
+                audio_data, sr = self.load_segment_audio(
+                    user_id, speaker_id, segment["segment_id"]
+                )
+
                 if sample_rate is None:
                     sample_rate = sr
                 elif sr != sample_rate:
                     # Resample if necessary
-                    logger.warning(f"Sample rate mismatch in segment {segment['segment_id']}")
-                
+                    logger.warning(
+                        f"Sample rate mismatch in segment {segment['segment_id']}"
+                    )
+
                 all_audio.append(audio_data)
-            
+
             if all_audio:
                 concatenated = np.concatenate(all_audio)
                 output_file = output_path / "concatenated.wav"
                 sf.write(str(output_file), concatenated, sample_rate)
-                
-                export_info['segments'].append({
-                    "filename": "concatenated.wav",
-                    "duration": len(concatenated) / sample_rate
-                })
-                export_info['total_duration'] = len(concatenated) / sample_rate
-        
+
+                export_info["segments"].append(
+                    {
+                        "filename": "concatenated.wav",
+                        "duration": len(concatenated) / sample_rate,
+                    }
+                )
+                export_info["total_duration"] = len(concatenated) / sample_rate
+
         # Save export metadata
         metadata_path = output_path / "metadata.json"
-        with open(metadata_path, 'w') as f:
+        with open(metadata_path, "w") as f:
             json.dump(export_info, f, indent=2)
-        
+
         return export_info
-    
-    def get_all_segment_embeddings(self, user_id: int, speaker_id: str) -> List[Dict[str, Any]]:
+
+    def get_all_segment_embeddings(
+        self, user_id: int, speaker_id: str
+    ) -> List[Dict[str, Any]]:
         """Get all segment embeddings for a speaker.
-        
+
         Returns:
             List of segment data including embeddings
         """
         manifest = self._load_manifest(user_id, speaker_id)
-        
+
         segments_with_embeddings = []
-        for segment in manifest['segments']:
-            if 'embedding' in segment:
-                segments_with_embeddings.append({
-                    'segment_id': segment['segment_id'],
-                    'embedding': segment['embedding'],
-                    'quality_score': segment.get('quality_score', 0.5),
-                    'duration': segment['duration']
-                })
-        
-        return segments_with_embeddings
\ No newline at end of file
+        for segment in manifest["segments"]:
+            if "embedding" in segment:
+                segments_with_embeddings.append(
+                    {
+                        "segment_id": segment["segment_id"],
+                        "embedding": segment["embedding"],
+                        "quality_score": segment.get("quality_score", 0.5),
+                        "duration": segment["duration"],
+                    }
+                )
+
+        return segments_with_embeddings
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
index 90970f64..0e94e4c0 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/cache_manager.py
@@ -4,317 +4,326 @@
 import json
 import os
 import pickle
+from datetime import datetime, timedelta
 from pathlib import Path
 from typing import Any, Dict, Optional, Union
-from datetime import datetime, timedelta
 
 
 class CacheManager:
     """Manages caching for expensive operations like transcription."""
-    
+
     def __init__(self, cache_dir: str = "cache"):
         """
         Initialize cache manager.
-        
+
         Args:
             cache_dir: Directory to store cache files
         """
         self.cache_dir = Path(cache_dir)
         self.cache_dir.mkdir(exist_ok=True)
-        
+
         # Create subdirectories for different cache types
         self.deepgram_cache_dir = self.cache_dir / "deepgram"
         self.deepgram_cache_dir.mkdir(exist_ok=True)
-        
+
         self.transcript_cache_dir = self.cache_dir / "transcripts"
         self.transcript_cache_dir.mkdir(exist_ok=True)
-    
+
     @staticmethod
     def get_file_hash(file_content: Union[bytes, str]) -> str:
         """
         Calculate MD5 hash of file content for consistent identification.
-        
+
         Args:
             file_content: File content as bytes or file path as string
-            
+
         Returns:
             MD5 hash as hexadecimal string
         """
         if isinstance(file_content, str):
             # Assume it's a file path
-            with open(file_content, 'rb') as f:
+            with open(file_content, "rb") as f:
                 file_content = f.read()
-        
+
         return hashlib.md5(file_content).hexdigest()
-    
+
     @staticmethod
     def get_params_hash(params: Dict[str, Any]) -> str:
         """
         Calculate hash for API parameters.
-        
+
         Args:
             params: Dictionary of parameters
-            
+
         Returns:
             MD5 hash of serialized parameters
         """
         # Sort parameters for consistent hashing
         sorted_params = json.dumps(params, sort_keys=True)
         return hashlib.md5(sorted_params.encode()).hexdigest()
-    
-    def get_cache_key(self, file_content: Union[bytes, str], params: Optional[Dict[str, Any]] = None) -> str:
+
+    def get_cache_key(
+        self, file_content: Union[bytes, str], params: Optional[Dict[str, Any]] = None
+    ) -> str:
         """
         Generate cache key from file content and parameters.
-        
+
         Args:
             file_content: File content or path
             params: Optional parameters that affect the result
-            
+
         Returns:
             Cache key string
         """
         file_hash = self.get_file_hash(file_content)
-        
+
         if params:
             params_hash = self.get_params_hash(params)
             return f"{file_hash}_{params_hash}"
-        
+
         return file_hash
-    
+
     def _get_cache_metadata_path(self, cache_file: Path) -> Path:
         """Get path for cache metadata file."""
-        return cache_file.with_suffix(cache_file.suffix + '.meta')
-    
+        return cache_file.with_suffix(cache_file.suffix + ".meta")
+
     def _save_cache_metadata(self, cache_file: Path, metadata: Dict[str, Any]) -> None:
         """Save cache metadata."""
         meta_path = self._get_cache_metadata_path(cache_file)
-        with open(meta_path, 'w') as f:
+        with open(meta_path, "w") as f:
             json.dump(metadata, f, default=str, indent=2)
-    
+
     def _load_cache_metadata(self, cache_file: Path) -> Optional[Dict[str, Any]]:
         """Load cache metadata."""
         meta_path = self._get_cache_metadata_path(cache_file)
         if meta_path.exists():
             try:
-                with open(meta_path, 'r') as f:
+                with open(meta_path, "r") as f:
                     return json.load(f)
             except Exception:
                 return None
         return None
-    
+
     def cache_deepgram_response(
-        self, 
-        audio_file: Union[str, bytes], 
+        self,
+        audio_file: Union[str, bytes],
         response: Any,
         params: Optional[Dict[str, Any]] = None,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> str:
         """
         Cache Deepgram API response.
-        
+
         Args:
             audio_file: Audio file path or content
             response: Deepgram response object
             params: Parameters used for the API call
             metadata: Additional metadata to store
-            
+
         Returns:
             Cache key for the stored response
         """
         cache_key = self.get_cache_key(audio_file, params)
         cache_file = self.deepgram_cache_dir / f"{cache_key}.json"
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
+
             # Save response
-            with open(cache_file, 'w') as f:
+            with open(cache_file, "w") as f:
                 json.dump(response_dict, f, indent=2, default=str)
-            
+
             # Save metadata
             cache_metadata = {
-                'cached_at': datetime.now().isoformat(),
-                'cache_key': cache_key,
-                'api_params': params or {},
-                'metadata': metadata or {}
+                "cached_at": datetime.now().isoformat(),
+                "cache_key": cache_key,
+                "api_params": params or {},
+                "metadata": metadata or {},
             }
-            
+
             if isinstance(audio_file, str) and os.path.exists(audio_file):
-                cache_metadata['original_file'] = str(Path(audio_file).name)
-                cache_metadata['file_size'] = os.path.getsize(audio_file)
-            
+                cache_metadata["original_file"] = str(Path(audio_file).name)
+                cache_metadata["file_size"] = os.path.getsize(audio_file)
+
             self._save_cache_metadata(cache_file, cache_metadata)
-            
+
             return cache_key
-            
+
         except Exception as e:
             raise RuntimeError(f"Failed to cache Deepgram response: {str(e)}")
-    
+
     def get_cached_deepgram_response(
-        self, 
-        audio_file: Union[str, bytes], 
+        self,
+        audio_file: Union[str, bytes],
         params: Optional[Dict[str, Any]] = None,
-        max_age_hours: float = 24
+        max_age_hours: float = 24,
     ) -> Optional[Dict[str, Any]]:
         """
         Retrieve cached Deepgram response.
-        
+
         Args:
             audio_file: Audio file path or content
             params: Parameters used for the API call
             max_age_hours: Maximum age of cache in hours (0 for no limit)
-            
+
         Returns:
             Cached response dict or None if not found/expired
         """
         cache_key = self.get_cache_key(audio_file, params)
         cache_file = self.deepgram_cache_dir / f"{cache_key}.json"
-        
+
         if not cache_file.exists():
             return None
-        
+
         # Check cache age if specified
         if max_age_hours > 0:
             metadata = self._load_cache_metadata(cache_file)
             if metadata:
-                cached_at = datetime.fromisoformat(metadata['cached_at'])
+                cached_at = datetime.fromisoformat(metadata["cached_at"])
                 if datetime.now() - cached_at > timedelta(hours=max_age_hours):
                     return None
-        
+
         try:
-            with open(cache_file, 'r') as f:
+            with open(cache_file, "r") as f:
                 return json.load(f)
         except Exception:
             return None
-    
+
     def cache_processed_transcript(
         self,
         audio_file: Union[str, bytes],
         segments: list,
         processing_params: Optional[Dict[str, Any]] = None,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> str:
         """
         Cache processed transcript segments.
-        
+
         Args:
             audio_file: Audio file path or content
             segments: Processed transcript segments
             processing_params: Parameters used for processing
             metadata: Additional metadata
-            
+
         Returns:
             Cache key for the stored transcript
         """
         cache_key = self.get_cache_key(audio_file, processing_params)
         cache_file = self.transcript_cache_dir / f"{cache_key}.json"
-        
+
         try:
             transcript_data = {
-                'segments': segments,
-                'processing_params': processing_params or {},
-                'processed_at': datetime.now().isoformat(),
-                'total_segments': len(segments),
-                'total_duration': sum(seg.get('end', 0) - seg.get('start', 0) for seg in segments)
+                "segments": segments,
+                "processing_params": processing_params or {},
+                "processed_at": datetime.now().isoformat(),
+                "total_segments": len(segments),
+                "total_duration": sum(
+                    seg.get("end", 0) - seg.get("start", 0) for seg in segments
+                ),
             }
-            
-            with open(cache_file, 'w') as f:
+
+            with open(cache_file, "w") as f:
                 json.dump(transcript_data, f, indent=2, default=str)
-            
+
             # Save metadata
             cache_metadata = {
-                'cached_at': datetime.now().isoformat(),
-                'cache_key': cache_key,
-                'processing_params': processing_params or {},
-                'metadata': metadata or {},
-                'segment_count': len(segments)
+                "cached_at": datetime.now().isoformat(),
+                "cache_key": cache_key,
+                "processing_params": processing_params or {},
+                "metadata": metadata or {},
+                "segment_count": len(segments),
             }
-            
+
             if isinstance(audio_file, str) and os.path.exists(audio_file):
-                cache_metadata['original_file'] = str(Path(audio_file).name)
-            
+                cache_metadata["original_file"] = str(Path(audio_file).name)
+
             self._save_cache_metadata(cache_file, cache_metadata)
-            
+
             return cache_key
-            
+
         except Exception as e:
             raise RuntimeError(f"Failed to cache processed transcript: {str(e)}")
-    
+
     def get_cached_transcript(
         self,
         audio_file: Union[str, bytes],
         processing_params: Optional[Dict[str, Any]] = None,
-        max_age_hours: float = 24
+        max_age_hours: float = 24,
     ) -> Optional[Dict[str, Any]]:
         """
         Retrieve cached processed transcript.
-        
+
         Args:
             audio_file: Audio file path or content
             processing_params: Parameters used for processing
             max_age_hours: Maximum age of cache in hours (0 for no limit)
-            
+
         Returns:
             Cached transcript data or None if not found/expired
         """
         cache_key = self.get_cache_key(audio_file, processing_params)
         cache_file = self.transcript_cache_dir / f"{cache_key}.json"
-        
+
         if not cache_file.exists():
             return None
-        
+
         # Check cache age if specified
         if max_age_hours > 0:
             metadata = self._load_cache_metadata(cache_file)
             if metadata:
-                cached_at = datetime.fromisoformat(metadata['cached_at'])
+                cached_at = datetime.fromisoformat(metadata["cached_at"])
                 if datetime.now() - cached_at > timedelta(hours=max_age_hours):
                     return None
-        
+
         try:
-            with open(cache_file, 'r') as f:
+            with open(cache_file, "r") as f:
                 return json.load(f)
         except Exception:
             return None
-    
-    def clear_cache(self, cache_type: Optional[str] = None, max_age_hours: Optional[float] = None) -> Dict[str, int]:
+
+    def clear_cache(
+        self, cache_type: Optional[str] = None, max_age_hours: Optional[float] = None
+    ) -> Dict[str, int]:
         """
         Clear cache files.
-        
+
         Args:
             cache_type: Type of cache to clear ('deepgram', 'transcripts', or None for all)
             max_age_hours: Only clear files older than this (None for all)
-            
+
         Returns:
             Dictionary with counts of cleared files
         """
-        cleared = {'deepgram': 0, 'transcripts': 0}
-        
+        cleared = {"deepgram": 0, "transcripts": 0}
+
         cache_dirs = []
         if cache_type is None:
-            cache_dirs = [('deepgram', self.deepgram_cache_dir), ('transcripts', self.transcript_cache_dir)]
-        elif cache_type == 'deepgram':
-            cache_dirs = [('deepgram', self.deepgram_cache_dir)]
-        elif cache_type == 'transcripts':
-            cache_dirs = [('transcripts', self.transcript_cache_dir)]
-        
+            cache_dirs = [
+                ("deepgram", self.deepgram_cache_dir),
+                ("transcripts", self.transcript_cache_dir),
+            ]
+        elif cache_type == "deepgram":
+            cache_dirs = [("deepgram", self.deepgram_cache_dir)]
+        elif cache_type == "transcripts":
+            cache_dirs = [("transcripts", self.transcript_cache_dir)]
+
         for cache_name, cache_dir in cache_dirs:
-            for cache_file in cache_dir.glob('*.json'):
+            for cache_file in cache_dir.glob("*.json"):
                 should_clear = True
-                
+
                 if max_age_hours is not None:
                     metadata = self._load_cache_metadata(cache_file)
                     if metadata:
-                        cached_at = datetime.fromisoformat(metadata['cached_at'])
+                        cached_at = datetime.fromisoformat(metadata["cached_at"])
                         if datetime.now() - cached_at <= timedelta(hours=max_age_hours):
                             should_clear = False
-                
+
                 if should_clear:
                     try:
                         cache_file.unlink()
@@ -325,56 +334,61 @@ def clear_cache(self, cache_type: Optional[str] = None, max_age_hours: Optional[
                         cleared[cache_name] += 1
                     except Exception:
                         pass
-        
+
         return cleared
-    
+
     def get_cache_stats(self) -> Dict[str, Any]:
         """
         Get cache statistics.
-        
+
         Returns:
             Dictionary with cache statistics
         """
         stats = {
-            'deepgram': {
-                'count': 0,
-                'total_size': 0,
-                'oldest': None,
-                'newest': None
+            "deepgram": {"count": 0, "total_size": 0, "oldest": None, "newest": None},
+            "transcripts": {
+                "count": 0,
+                "total_size": 0,
+                "oldest": None,
+                "newest": None,
             },
-            'transcripts': {
-                'count': 0,
-                'total_size': 0,
-                'oldest': None,
-                'newest': None
-            }
         }
-        
-        for cache_name, cache_dir in [('deepgram', self.deepgram_cache_dir), ('transcripts', self.transcript_cache_dir)]:
-            for cache_file in cache_dir.glob('*.json'):
-                if cache_file.name.endswith('.meta'):
+
+        for cache_name, cache_dir in [
+            ("deepgram", self.deepgram_cache_dir),
+            ("transcripts", self.transcript_cache_dir),
+        ]:
+            for cache_file in cache_dir.glob("*.json"):
+                if cache_file.name.endswith(".meta"):
                     continue
-                
-                stats[cache_name]['count'] += 1
-                stats[cache_name]['total_size'] += cache_file.stat().st_size
-                
+
+                stats[cache_name]["count"] += 1
+                stats[cache_name]["total_size"] += cache_file.stat().st_size
+
                 # Get creation time from metadata if available
                 metadata = self._load_cache_metadata(cache_file)
-                if metadata and 'cached_at' in metadata:
-                    cached_at = datetime.fromisoformat(metadata['cached_at'])
-                    
-                    if stats[cache_name]['oldest'] is None or cached_at < stats[cache_name]['oldest']:
-                        stats[cache_name]['oldest'] = cached_at
-                    
-                    if stats[cache_name]['newest'] is None or cached_at > stats[cache_name]['newest']:
-                        stats[cache_name]['newest'] = cached_at
-        
+                if metadata and "cached_at" in metadata:
+                    cached_at = datetime.fromisoformat(metadata["cached_at"])
+
+                    if (
+                        stats[cache_name]["oldest"] is None
+                        or cached_at < stats[cache_name]["oldest"]
+                    ):
+                        stats[cache_name]["oldest"] = cached_at
+
+                    if (
+                        stats[cache_name]["newest"] is None
+                        or cached_at > stats[cache_name]["newest"]
+                    ):
+                        stats[cache_name]["newest"] = cached_at
+
         return stats
 
 
 # Global cache manager instance
 _global_cache_manager = None
 
+
 def get_cache_manager() -> CacheManager:
     """Get the global cache manager instance."""
     global _global_cache_manager
@@ -389,21 +403,33 @@ def get_file_hash(file_content: Union[bytes, str]) -> str:
     return CacheManager.get_file_hash(file_content)
 
 
-def cache_deepgram_response(audio_file: Union[str, bytes], response: Any, params: Optional[Dict[str, Any]] = None) -> str:
+def cache_deepgram_response(
+    audio_file: Union[str, bytes],
+    response: Any,
+    params: Optional[Dict[str, Any]] = None,
+) -> str:
     """Cache Deepgram API response using global cache manager."""
     return get_cache_manager().cache_deepgram_response(audio_file, response, params)
 
 
-def get_cached_deepgram_response(audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None) -> Optional[Dict[str, Any]]:
+def get_cached_deepgram_response(
+    audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None
+) -> Optional[Dict[str, Any]]:
     """Get cached Deepgram response using global cache manager."""
     return get_cache_manager().get_cached_deepgram_response(audio_file, params)
 
 
-def cache_transcript_segments(audio_file: Union[str, bytes], segments: list, params: Optional[Dict[str, Any]] = None) -> str:
+def cache_transcript_segments(
+    audio_file: Union[str, bytes],
+    segments: list,
+    params: Optional[Dict[str, Any]] = None,
+) -> str:
     """Cache processed transcript segments using global cache manager."""
     return get_cache_manager().cache_processed_transcript(audio_file, segments, params)
 
 
-def get_cached_transcript_segments(audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None) -> Optional[Dict[str, Any]]:
+def get_cached_transcript_segments(
+    audio_file: Union[str, bytes], params: Optional[Dict[str, Any]] = None
+) -> Optional[Dict[str, Any]]:
     """Get cached transcript segments using global cache manager."""
-    return get_cache_manager().get_cached_transcript(audio_file, params)
\ No newline at end of file
+    return get_cache_manager().get_cached_transcript(audio_file, params)
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
index 513da47c..6cf65957 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/deepgram_parser.py
@@ -1,284 +1,316 @@
 """Parser for Deepgram JSON transcription output."""
 
 import json
-from typing import Dict, List, Any, Optional, Tuple
-from pathlib import Path
 import logging
 from collections import defaultdict
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Tuple
 
 logger = logging.getLogger(__name__)
 
 
 class DeepgramParser:
     """Parse Deepgram JSON transcription output and extract speaker segments."""
-    
+
     def __init__(self, min_segment_duration: float = 0.5):
         """Initialize parser.
-        
+
         Args:
             min_segment_duration: Minimum duration for a segment in seconds
         """
         self.min_segment_duration = min_segment_duration
-    
+
     def parse_deepgram_json(self, json_path: str) -> Dict[str, Any]:
         """Parse Deepgram JSON file and extract transcript data.
-        
+
         Args:
             json_path: Path to Deepgram JSON file
-            
+
         Returns:
             Parsed data with metadata and segments
         """
-        with open(json_path, 'r') as f:
+        with open(json_path, "r") as f:
             data = json.load(f)
-        
+
         # Extract metadata
-        metadata = data.get('metadata', {})
-        results = data.get('results', {})
-        
+        metadata = data.get("metadata", {})
+        results = data.get("results", {})
+
         # Parse channels (usually just one for mono audio)
-        channels = results.get('channels', [])
+        channels = results.get("channels", [])
         if not channels:
             raise ValueError("No channels found in Deepgram output")
-        
+
         # Use first channel (typically mono audio)
         channel = channels[0]
-        alternatives = channel.get('alternatives', [])
-        
+        alternatives = channel.get("alternatives", [])
+
         if not alternatives:
             raise ValueError("No alternatives found in channel")
-        
+
         # Use best alternative (highest confidence)
         best_alternative = alternatives[0]
-        
+
         # Extract words with speaker information
-        words = best_alternative.get('words', [])
-        
+        words = best_alternative.get("words", [])
+
         # Group words into speaker segments
         segments = self._group_words_by_speaker(words)
-        
+
         # Extract unique speakers
         unique_speakers = self._extract_unique_speakers(segments)
-        
+
         return {
-            'metadata': metadata,
-            'transcript': best_alternative.get('transcript', ''),
-            'confidence': best_alternative.get('confidence', 0.0),
-            'segments': segments,
-            'unique_speakers': unique_speakers,
-            'total_duration': metadata.get('duration', 0.0)
+            "metadata": metadata,
+            "transcript": best_alternative.get("transcript", ""),
+            "confidence": best_alternative.get("confidence", 0.0),
+            "segments": segments,
+            "unique_speakers": unique_speakers,
+            "total_duration": metadata.get("duration", 0.0),
         }
-    
-    def _group_words_by_speaker(self, words: List[Dict[str, Any]]) -> List[Dict[str, Any]]:
+
+    def _group_words_by_speaker(
+        self, words: List[Dict[str, Any]]
+    ) -> List[Dict[str, Any]]:
         """Group consecutive words by speaker into segments.
-        
+
         Args:
             words: List of word dictionaries from Deepgram
-            
+
         Returns:
             List of speaker segments
         """
         if not words:
             return []
-        
+
         segments = []
         current_segment = None
-        
+
         for word in words:
-            speaker = word.get('speaker', 0)
+            speaker = word.get("speaker", 0)
             speaker_label = f"speaker_{speaker}"
-            
+
             # Check if we need to start a new segment
-            if (current_segment is None or 
-                current_segment['deepgram_speaker_label'] != speaker_label):
-                
+            if (
+                current_segment is None
+                or current_segment["deepgram_speaker_label"] != speaker_label
+            ):
+
                 # Save previous segment if it exists and meets minimum duration
                 if current_segment is not None:
-                    duration = current_segment['end_time'] - current_segment['start_time']
+                    duration = (
+                        current_segment["end_time"] - current_segment["start_time"]
+                    )
                     if duration >= self.min_segment_duration:
                         segments.append(current_segment)
-                
+
                 # Start new segment
                 current_segment = {
-                    'deepgram_speaker_label': speaker_label,
-                    'speaker': speaker,
-                    'start_time': word.get('start', 0.0),
-                    'end_time': word.get('end', 0.0),
-                    'words': [word],
-                    'text': word.get('punctuated_word', word.get('word', '')),
-                    'confidence': word.get('confidence', 0.0),
-                    'speaker_confidence': word.get('speaker_confidence', 0.0)
+                    "deepgram_speaker_label": speaker_label,
+                    "speaker": speaker,
+                    "start_time": word.get("start", 0.0),
+                    "end_time": word.get("end", 0.0),
+                    "words": [word],
+                    "text": word.get("punctuated_word", word.get("word", "")),
+                    "confidence": word.get("confidence", 0.0),
+                    "speaker_confidence": word.get("speaker_confidence", 0.0),
                 }
             else:
                 # Continue current segment
-                current_segment['end_time'] = word.get('end', current_segment['end_time'])
-                current_segment['words'].append(word)
-                current_segment['text'] += ' ' + word.get('punctuated_word', word.get('word', ''))
-                
+                current_segment["end_time"] = word.get(
+                    "end", current_segment["end_time"]
+                )
+                current_segment["words"].append(word)
+                current_segment["text"] += " " + word.get(
+                    "punctuated_word", word.get("word", "")
+                )
+
                 # Update average confidence
-                total_confidence = current_segment['confidence'] * (len(current_segment['words']) - 1)
-                total_confidence += word.get('confidence', 0.0)
-                current_segment['confidence'] = total_confidence / len(current_segment['words'])
-                
+                total_confidence = current_segment["confidence"] * (
+                    len(current_segment["words"]) - 1
+                )
+                total_confidence += word.get("confidence", 0.0)
+                current_segment["confidence"] = total_confidence / len(
+                    current_segment["words"]
+                )
+
                 # Update average speaker confidence
-                if 'speaker_confidence' in word:
-                    total_speaker_conf = current_segment['speaker_confidence'] * (len(current_segment['words']) - 1)
-                    total_speaker_conf += word['speaker_confidence']
-                    current_segment['speaker_confidence'] = total_speaker_conf / len(current_segment['words'])
-        
+                if "speaker_confidence" in word:
+                    total_speaker_conf = current_segment["speaker_confidence"] * (
+                        len(current_segment["words"]) - 1
+                    )
+                    total_speaker_conf += word["speaker_confidence"]
+                    current_segment["speaker_confidence"] = total_speaker_conf / len(
+                        current_segment["words"]
+                    )
+
         # Don't forget the last segment
         if current_segment is not None:
-            duration = current_segment['end_time'] - current_segment['start_time']
+            duration = current_segment["end_time"] - current_segment["start_time"]
             if duration >= self.min_segment_duration:
                 segments.append(current_segment)
-        
+
         # Clean up text in segments
         for segment in segments:
-            segment['text'] = segment['text'].strip()
+            segment["text"] = segment["text"].strip()
             # Remove words list to reduce memory usage
-            segment.pop('words', None)
-        
-        logger.info(f"Extracted {len(segments)} speaker segments from {len(words)} words")
-        
+            segment.pop("words", None)
+
+        logger.info(
+            f"Extracted {len(segments)} speaker segments from {len(words)} words"
+        )
+
         return segments
-    
+
     def _extract_unique_speakers(self, segments: List[Dict[str, Any]]) -> List[str]:
         """Extract unique speaker labels from segments.
-        
+
         Args:
             segments: List of speaker segments
-            
+
         Returns:
             List of unique speaker labels
         """
         speakers = set()
         for segment in segments:
-            speakers.add(segment['deepgram_speaker_label'])
-        
+            speakers.add(segment["deepgram_speaker_label"])
+
         return sorted(list(speakers))
-    
-    def convert_to_annotation_format(self, 
-                                   parsed_data: Dict[str, Any], 
-                                   audio_file_path: str,
-                                   user_id: int) -> List[Dict[str, Any]]:
+
+    def convert_to_annotation_format(
+        self, parsed_data: Dict[str, Any], audio_file_path: str, user_id: int
+    ) -> List[Dict[str, Any]]:
         """Convert parsed Deepgram data to annotation format.
-        
+
         Args:
             parsed_data: Parsed Deepgram data
             audio_file_path: Path to the audio file
             user_id: User ID for annotations
-            
+
         Returns:
             List of annotation dictionaries
         """
         annotations = []
-        
-        for segment in parsed_data['segments']:
+
+        for segment in parsed_data["segments"]:
             annotation = {
-                'audio_file_path': audio_file_path,
-                'start_time': segment['start_time'],
-                'end_time': segment['end_time'],
-                'speaker_id': None,  # Will be mapped later
-                'speaker_label': segment['deepgram_speaker_label'],
-                'deepgram_speaker_label': segment['deepgram_speaker_label'],
-                'label': 'UNCERTAIN',  # Default quality label
-                'confidence': segment.get('confidence', 0.0),
-                'speaker_confidence': segment.get('speaker_confidence', 0.0),
-                'transcription': segment['text'],
-                'user_id': user_id
+                "audio_file_path": audio_file_path,
+                "start_time": segment["start_time"],
+                "end_time": segment["end_time"],
+                "speaker_id": None,  # Will be mapped later
+                "speaker_label": segment["deepgram_speaker_label"],
+                "deepgram_speaker_label": segment["deepgram_speaker_label"],
+                "label": "UNCERTAIN",  # Default quality label
+                "confidence": segment.get("confidence", 0.0),
+                "speaker_confidence": segment.get("speaker_confidence", 0.0),
+                "transcription": segment["text"],
+                "user_id": user_id,
             }
             annotations.append(annotation)
-        
+
         return annotations
-    
-    def get_speaker_statistics(self, parsed_data: Dict[str, Any]) -> Dict[str, Dict[str, Any]]:
+
+    def get_speaker_statistics(
+        self, parsed_data: Dict[str, Any]
+    ) -> Dict[str, Dict[str, Any]]:
         """Get statistics for each speaker in the transcript.
-        
+
         Args:
             parsed_data: Parsed Deepgram data
-            
+
         Returns:
             Dictionary of speaker statistics
         """
-        stats = defaultdict(lambda: {
-            'segment_count': 0,
-            'total_duration': 0.0,
-            'total_words': 0,
-            'average_confidence': 0.0,
-            'average_speaker_confidence': 0.0
-        })
-        
-        for segment in parsed_data['segments']:
-            speaker = segment['deepgram_speaker_label']
-            duration = segment['end_time'] - segment['start_time']
-            
-            stats[speaker]['segment_count'] += 1
-            stats[speaker]['total_duration'] += duration
-            stats[speaker]['total_words'] += len(segment['text'].split())
-            
+        stats = defaultdict(
+            lambda: {
+                "segment_count": 0,
+                "total_duration": 0.0,
+                "total_words": 0,
+                "average_confidence": 0.0,
+                "average_speaker_confidence": 0.0,
+            }
+        )
+
+        for segment in parsed_data["segments"]:
+            speaker = segment["deepgram_speaker_label"]
+            duration = segment["end_time"] - segment["start_time"]
+
+            stats[speaker]["segment_count"] += 1
+            stats[speaker]["total_duration"] += duration
+            stats[speaker]["total_words"] += len(segment["text"].split())
+
             # Update running averages
-            n = stats[speaker]['segment_count']
-            stats[speaker]['average_confidence'] = (
-                (stats[speaker]['average_confidence'] * (n - 1) + segment['confidence']) / n
-            )
-            stats[speaker]['average_speaker_confidence'] = (
-                (stats[speaker]['average_speaker_confidence'] * (n - 1) + 
-                 segment.get('speaker_confidence', 0.0)) / n
-            )
-        
+            n = stats[speaker]["segment_count"]
+            stats[speaker]["average_confidence"] = (
+                stats[speaker]["average_confidence"] * (n - 1) + segment["confidence"]
+            ) / n
+            stats[speaker]["average_speaker_confidence"] = (
+                stats[speaker]["average_speaker_confidence"] * (n - 1)
+                + segment.get("speaker_confidence", 0.0)
+            ) / n
+
         # Calculate speaking rate
         for speaker, data in stats.items():
-            if data['total_duration'] > 0:
-                data['words_per_minute'] = (data['total_words'] / data['total_duration']) * 60
+            if data["total_duration"] > 0:
+                data["words_per_minute"] = (
+                    data["total_words"] / data["total_duration"]
+                ) * 60
             else:
-                data['words_per_minute'] = 0
-        
+                data["words_per_minute"] = 0
+
         return dict(stats)
-    
-    def merge_short_segments(self, 
-                           segments: List[Dict[str, Any]], 
-                           min_duration: float = 1.0) -> List[Dict[str, Any]]:
+
+    def merge_short_segments(
+        self, segments: List[Dict[str, Any]], min_duration: float = 1.0
+    ) -> List[Dict[str, Any]]:
         """Merge very short segments with adjacent segments of the same speaker.
-        
+
         Args:
             segments: List of segments
             min_duration: Minimum duration to keep segment separate
-            
+
         Returns:
             List of merged segments
         """
         if not segments:
             return []
-        
+
         merged = []
         current = segments[0].copy()
-        
+
         for next_segment in segments[1:]:
             # Check if we should merge
-            if (current['deepgram_speaker_label'] == next_segment['deepgram_speaker_label'] and
-                next_segment['start_time'] - current['end_time'] < 0.5):  # Less than 0.5s gap
-                
+            if (
+                current["deepgram_speaker_label"]
+                == next_segment["deepgram_speaker_label"]
+                and next_segment["start_time"] - current["end_time"] < 0.5
+            ):  # Less than 0.5s gap
+
                 # Merge segments
-                current['end_time'] = next_segment['end_time']
-                current['text'] += ' ' + next_segment['text']
-                
+                current["end_time"] = next_segment["end_time"]
+                current["text"] += " " + next_segment["text"]
+
                 # Update average confidence
-                total_duration = current['end_time'] - current['start_time']
-                current_duration = current['end_time'] - current['start_time'] - (next_segment['end_time'] - next_segment['start_time'])
-                next_duration = next_segment['end_time'] - next_segment['start_time']
-                
-                current['confidence'] = (
-                    (current['confidence'] * current_duration + 
-                     next_segment['confidence'] * next_duration) / total_duration
+                total_duration = current["end_time"] - current["start_time"]
+                current_duration = (
+                    current["end_time"]
+                    - current["start_time"]
+                    - (next_segment["end_time"] - next_segment["start_time"])
                 )
+                next_duration = next_segment["end_time"] - next_segment["start_time"]
+
+                current["confidence"] = (
+                    current["confidence"] * current_duration
+                    + next_segment["confidence"] * next_duration
+                ) / total_duration
             else:
                 # Save current segment and start new one
                 merged.append(current)
                 current = next_segment.copy()
-        
+
         # Don't forget the last segment
         merged.append(current)
-        
+
         logger.info(f"Merged {len(segments)} segments into {len(merged)} segments")
-        
-        return merged
\ No newline at end of file
+
+        return merged
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
index 93573bb6..fef07236 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/embedding_manager.py
@@ -12,19 +12,21 @@
 
 class EmbeddingStrategy(ABC):
     """Base class for embedding generation strategies."""
-    
+
     @abstractmethod
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Generate speaker embedding from segment embeddings.
-        
+
         Args:
             segment_embeddings: List of dicts with 'embedding', 'quality_score', 'duration' etc.
-            
+
         Returns:
             Combined embedding vector
         """
         pass
-    
+
     @abstractmethod
     def get_config(self) -> Dict[str, Any]:
         """Get configuration for this strategy."""
@@ -33,118 +35,127 @@ def get_config(self) -> Dict[str, Any]:
 
 class MeanEmbeddingStrategy(EmbeddingStrategy):
     """Generate embedding by taking mean of all segment embeddings."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Calculate mean of all embeddings."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         embeddings = []
         for seg in segment_embeddings:
-            if isinstance(seg['embedding'], str):
-                emb = np.array(json.loads(seg['embedding']))
+            if isinstance(seg["embedding"], str):
+                emb = np.array(json.loads(seg["embedding"]))
             else:
-                emb = np.array(seg['embedding'])
+                emb = np.array(seg["embedding"])
             embeddings.append(emb)
-        
+
         return np.mean(embeddings, axis=0)
-    
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "mean"}
 
 
 class WeightedMeanEmbeddingStrategy(EmbeddingStrategy):
     """Generate embedding by weighted mean based on quality scores."""
-    
+
     def __init__(self, quality_weight: float = 0.7, duration_weight: float = 0.3):
         self.quality_weight = quality_weight
         self.duration_weight = duration_weight
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Calculate weighted mean of embeddings."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         embeddings = []
         weights = []
-        
+
         for seg in segment_embeddings:
-            if isinstance(seg['embedding'], str):
-                emb = np.array(json.loads(seg['embedding']))
+            if isinstance(seg["embedding"], str):
+                emb = np.array(json.loads(seg["embedding"]))
             else:
-                emb = np.array(seg['embedding'])
+                emb = np.array(seg["embedding"])
             embeddings.append(emb)
-            
+
             # Calculate weight based on quality and duration
-            quality = seg.get('quality_score', 0.5)
-            duration = seg.get('duration', 1.0)
-            
+            quality = seg.get("quality_score", 0.5)
+            duration = seg.get("duration", 1.0)
+
             # Normalize duration (assume 2 minutes is ideal)
             duration_norm = min(duration / 120.0, 1.0)
-            
-            weight = (self.quality_weight * quality + 
-                     self.duration_weight * duration_norm)
+
+            weight = (
+                self.quality_weight * quality + self.duration_weight * duration_norm
+            )
             weights.append(weight)
-        
+
         embeddings = np.array(embeddings)
         weights = np.array(weights)
         weights = weights / weights.sum()  # Normalize weights
-        
+
         return np.average(embeddings, axis=0, weights=weights)
-    
+
     def get_config(self) -> Dict[str, Any]:
         return {
             "method": "weighted_mean",
             "quality_weight": self.quality_weight,
-            "duration_weight": self.duration_weight
+            "duration_weight": self.duration_weight,
         }
 
 
 class BestQualityEmbeddingStrategy(EmbeddingStrategy):
     """Use embedding from the highest quality segment."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Select embedding from best quality segment."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         # Find segment with highest quality score
-        best_segment = max(segment_embeddings, 
-                          key=lambda x: x.get('quality_score', 0.0))
-        
-        if isinstance(best_segment['embedding'], str):
-            return np.array(json.loads(best_segment['embedding']))
+        best_segment = max(
+            segment_embeddings, key=lambda x: x.get("quality_score", 0.0)
+        )
+
+        if isinstance(best_segment["embedding"], str):
+            return np.array(json.loads(best_segment["embedding"]))
         else:
-            return np.array(best_segment['embedding'])
-    
+            return np.array(best_segment["embedding"])
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "best_quality"}
 
 
 class LongestSegmentEmbeddingStrategy(EmbeddingStrategy):
     """Use embedding from the longest duration segment."""
-    
-    def generate_embedding(self, segment_embeddings: List[Dict[str, Any]]) -> np.ndarray:
+
+    def generate_embedding(
+        self, segment_embeddings: List[Dict[str, Any]]
+    ) -> np.ndarray:
         """Select embedding from longest segment."""
         if not segment_embeddings:
             raise ValueError("No segment embeddings provided")
-        
+
         # Find segment with longest duration
-        best_segment = max(segment_embeddings, 
-                          key=lambda x: x.get('duration', 0.0))
-        
-        if isinstance(best_segment['embedding'], str):
-            return np.array(json.loads(best_segment['embedding']))
+        best_segment = max(segment_embeddings, key=lambda x: x.get("duration", 0.0))
+
+        if isinstance(best_segment["embedding"], str):
+            return np.array(json.loads(best_segment["embedding"]))
         else:
-            return np.array(best_segment['embedding'])
-    
+            return np.array(best_segment["embedding"])
+
     def get_config(self) -> Dict[str, Any]:
         return {"method": "longest_segment"}
 
 
 class EmbeddingManager:
     """Manages embedding generation strategies."""
-    
+
     def __init__(self):
         self.strategies = {
             "mean": MeanEmbeddingStrategy(),
@@ -152,57 +163,63 @@ def __init__(self):
             "best_quality": BestQualityEmbeddingStrategy(),
             "longest_segment": LongestSegmentEmbeddingStrategy(),
         }
-    
-    def get_strategy(self, method: str, params: Optional[Dict[str, Any]] = None) -> EmbeddingStrategy:
+
+    def get_strategy(
+        self, method: str, params: Optional[Dict[str, Any]] = None
+    ) -> EmbeddingStrategy:
         """Get embedding strategy by method name.
-        
+
         Args:
             method: Strategy method name
             params: Optional parameters for strategy initialization
-            
+
         Returns:
             EmbeddingStrategy instance
         """
         if method not in self.strategies:
             raise ValueError(f"Unknown embedding method: {method}")
-        
+
         if method == "weighted_mean" and params:
             return WeightedMeanEmbeddingStrategy(**params)
-        
+
         return self.strategies[method]
-    
-    def generate_speaker_embedding(self, 
-                                 segment_embeddings: List[Dict[str, Any]], 
-                                 method: str = "mean",
-                                 params: Optional[Dict[str, Any]] = None) -> tuple[np.ndarray, Dict[str, Any]]:
+
+    def generate_speaker_embedding(
+        self,
+        segment_embeddings: List[Dict[str, Any]],
+        method: str = "mean",
+        params: Optional[Dict[str, Any]] = None,
+    ) -> tuple[np.ndarray, Dict[str, Any]]:
         """Generate speaker embedding using specified method.
-        
+
         Args:
             segment_embeddings: List of segment data with embeddings
             method: Embedding generation method
             params: Optional method parameters
-            
+
         Returns:
             Tuple of (embedding vector, config dict)
         """
         strategy = self.get_strategy(method, params)
         embedding = strategy.generate_embedding(segment_embeddings)
         config = strategy.get_config()
-        
-        logger.info(f"Generated speaker embedding using {method} method from {len(segment_embeddings)} segments")
-        
+
+        logger.info(
+            f"Generated speaker embedding using {method} method from {len(segment_embeddings)} segments"
+        )
+
         return embedding, config
-    
+
     def list_available_methods(self) -> List[str]:
         """Get list of available embedding methods."""
         return list(self.strategies.keys())
-    
+
     def get_method_description(self, method: str) -> str:
         """Get description of embedding method."""
         descriptions = {
             "mean": "Simple average of all segment embeddings",
             "weighted_mean": "Weighted average based on quality and duration",
             "best_quality": "Use embedding from highest quality segment",
-            "longest_segment": "Use embedding from longest duration segment"
+            "longest_segment": "Use embedding from longest duration segment",
         }
-        return descriptions.get(method, "Unknown method")
\ No newline at end of file
+        return descriptions.get(method, "Unknown method")
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
index d0131ff7..073b11f2 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/quality.py
@@ -1,25 +1,30 @@
 """Quality assessment utilities for speaker enrollment."""
 
-import numpy as np
+from typing import Any, Dict, Tuple
+
 import librosa
-from typing import Dict, Tuple, Any
+import numpy as np
+
 from .audio_processing import calculate_snr
 
-def calculate_duration_score(duration_seconds: float, optimal_min: float = 30.0, optimal_max: float = 120.0) -> float:
+
+def calculate_duration_score(
+    duration_seconds: float, optimal_min: float = 30.0, optimal_max: float = 120.0
+) -> float:
     """
     Calculate duration quality score.
-    
+
     Args:
         duration_seconds: Audio duration in seconds
         optimal_min: Minimum optimal duration
         optimal_max: Maximum optimal duration
-    
+
     Returns:
         Duration score between 0.0 and 1.0
     """
     if duration_seconds <= 0:
         return 0.0
-    
+
     if duration_seconds < 5.0:
         # Too short - poor quality
         return duration_seconds / 5.0 * 0.3
@@ -28,20 +33,23 @@ def calculate_duration_score(duration_seconds: float, optimal_min: float = 30.0,
         return 0.3 + (duration_seconds - 5.0) / (optimal_min - 5.0) * 0.4
     elif duration_seconds <= optimal_max:
         # Optimal range
-        return 0.7 + (duration_seconds - optimal_min) / (optimal_max - optimal_min) * 0.3
+        return (
+            0.7 + (duration_seconds - optimal_min) / (optimal_max - optimal_min) * 0.3
+        )
     else:
         # Longer than optimal - diminishing returns
         excess = duration_seconds - optimal_max
         penalty = min(excess / optimal_max, 0.2)  # Max 0.2 penalty
         return max(1.0 - penalty, 0.8)
 
+
 def calculate_snr_score(snr_db: float) -> float:
     """
     Calculate SNR quality score.
-    
+
     Args:
         snr_db: Signal-to-noise ratio in decibels
-    
+
     Returns:
         SNR score between 0.0 and 1.0
     """
@@ -61,15 +69,14 @@ def calculate_snr_score(snr_db: float) -> float:
         return min(0.9 + (snr_db - 20) / 20.0 * 0.1, 1.0)
 
 
-
 def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
     """
     Comprehensive audio quality assessment.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
-    
+
     Returns:
         Dictionary with quality metrics and scores
     """
@@ -77,14 +84,14 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
         # Basic metrics
         duration_seconds = len(audio) / sr
         snr_db = calculate_snr(audio)
-        
+
         # Individual scores
         duration_score = calculate_duration_score(duration_seconds)
         snr_score = calculate_snr_score(snr_db)
-        
+
         # Overall quality (simplified to duration + SNR only)
-        overall_quality = (duration_score * 0.6 + snr_score * 0.4)
-        
+        overall_quality = duration_score * 0.6 + snr_score * 0.4
+
         # Quality level
         if overall_quality >= 0.8:
             quality_level = "Excellent"
@@ -98,27 +105,24 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
         else:
             quality_level = "Poor"
             quality_color = "red"
-        
+
         return {
             # Raw metrics
             "duration_seconds": duration_seconds,
             "snr_db": snr_db,
-            
             # Individual scores
             "duration_score": duration_score,
             "snr_score": snr_score,
-            
             # Overall assessment
             "overall_quality": overall_quality,
             "quality_level": quality_level,
             "quality_color": quality_color,
-            
             # Recommendations
             "recommendations": generate_quality_recommendations(
                 duration_seconds, snr_db, overall_quality
-            )
+            ),
         }
-    
+
     except Exception as e:
         return {
             "duration_seconds": 0.0,
@@ -128,41 +132,46 @@ def assess_audio_quality(audio: np.ndarray, sr: int) -> Dict[str, Any]:
             "overall_quality": 0.0,
             "quality_level": "Error",
             "quality_color": "red",
-            "recommendations": [f"Error assessing quality: {str(e)}"]
+            "recommendations": [f"Error assessing quality: {str(e)}"],
         }
 
+
 def generate_quality_recommendations(
-    duration_seconds: float,
-    snr_db: float,
-    overall_quality: float
+    duration_seconds: float, snr_db: float, overall_quality: float
 ) -> list:
     """
     Generate recommendations for improving audio quality.
-    
+
     Args:
         duration_seconds: Audio duration
         snr_db: Signal-to-noise ratio
         overall_quality: Overall quality score
-    
+
     Returns:
         List of recommendation strings
     """
     recommendations = []
-    
+
     # Duration recommendations
     if duration_seconds < 10:
-        recommendations.append("🎤 Record more audio - at least 30 seconds is recommended")
+        recommendations.append(
+            "🎤 Record more audio - at least 30 seconds is recommended"
+        )
     elif duration_seconds < 30:
         recommendations.append("⏱️ Consider recording more for better speaker model")
     elif duration_seconds > 300:
-        recommendations.append("✂️ Audio is very long - consider using shorter, high-quality segments")
-    
+        recommendations.append(
+            "✂️ Audio is very long - consider using shorter, high-quality segments"
+        )
+
     # SNR recommendations
     if snr_db < 10:
-        recommendations.append("🔇 Reduce background noise - find a quieter environment")
+        recommendations.append(
+            "🔇 Reduce background noise - find a quieter environment"
+        )
     elif snr_db < 15:
         recommendations.append("🎚️ Improve audio quality - move closer to microphone")
-    
+
     # Overall recommendations
     if overall_quality < 0.4:
         recommendations.append("⚠️ Audio quality is poor - consider re-recording")
@@ -170,43 +179,49 @@ def generate_quality_recommendations(
         recommendations.append("📈 Audio quality is acceptable but could be improved")
     elif overall_quality >= 0.8:
         recommendations.append("✅ Excellent audio quality for speaker enrollment!")
-    
+
     # General tips if quality is not excellent
     if overall_quality < 0.8:
-        recommendations.extend([
-            "💡 Tip: Use a consistent distance from microphone",
-            "🏠 Tip: Record in a quiet room with minimal echo",
-            "🎯 Tip: Ensure good microphone positioning"
-        ])
-    
+        recommendations.extend(
+            [
+                "💡 Tip: Use a consistent distance from microphone",
+                "🏠 Tip: Record in a quiet room with minimal echo",
+                "🎯 Tip: Ensure good microphone positioning",
+            ]
+        )
+
     return recommendations
 
-def is_quality_sufficient_for_enrollment(quality_score: float, min_threshold: float = 0.4) -> bool:
+
+def is_quality_sufficient_for_enrollment(
+    quality_score: float, min_threshold: float = 0.4
+) -> bool:
     """
     Check if audio quality is sufficient for speaker enrollment.
-    
+
     Args:
         quality_score: Overall quality score (0.0 to 1.0)
         min_threshold: Minimum acceptable quality threshold
-    
+
     Returns:
         True if quality is sufficient for enrollment
     """
     return quality_score >= min_threshold
 
+
 def get_quality_feedback_message(quality_assessment: Dict[str, Any]) -> str:
     """
     Generate a user-friendly quality feedback message.
-    
+
     Args:
         quality_assessment: Quality assessment dictionary
-    
+
     Returns:
         Formatted feedback message
     """
     quality = quality_assessment["overall_quality"]
     level = quality_assessment["quality_level"]
-    
+
     if quality >= 0.8:
         return f"🎉 {level} quality ({quality:.1%})! Perfect for speaker enrollment."
     elif quality >= 0.6:
@@ -214,4 +229,4 @@ def get_quality_feedback_message(quality_assessment: Dict[str, Any]) -> str:
     elif quality >= 0.4:
         return f"⚠️ {level} quality ({quality:.1%}). May work but consider improving."
     else:
-        return f"❌ {level} quality ({quality:.1%}). Please improve before enrollment."
\ No newline at end of file
+        return f"❌ {level} quality ({quality:.1%}). Please improve before enrollment."
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
index 9fffb962..207ef641 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/transcript_processor.py
@@ -1,228 +1,236 @@
 """Transcript processing utilities for speaker inference."""
 
 import json
-from typing import List, Dict, Any, Optional
 from pathlib import Path
+from typing import Any, Dict, List, Optional
 
 
 class TranscriptProcessor:
     """Utilities for processing and formatting transcript data."""
-    
+
     @staticmethod
     def extract_segments_from_deepgram(response: Any) -> List[Dict[str, Any]]:
         """
         Extract structured segments from Deepgram response.
-        
+
         Args:
             response: Deepgram API response object
-            
+
         Returns:
             List of segment dictionaries with speaker, start, end, text
         """
         segments = []
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
+
             # Extract utterances (which include speaker diarization)
-            if 'results' in response_dict and 'utterances' in response_dict['results']:
-                for utterance in response_dict['results']['utterances']:
-                    segments.append({
-                        'speaker': utterance.get('speaker', 0),
-                        'start': float(utterance.get('start', 0)),
-                        'end': float(utterance.get('end', 0)),
-                        'text': utterance.get('transcript', '').strip()
-                    })
-            
+            if "results" in response_dict and "utterances" in response_dict["results"]:
+                for utterance in response_dict["results"]["utterances"]:
+                    segments.append(
+                        {
+                            "speaker": utterance.get("speaker", 0),
+                            "start": float(utterance.get("start", 0)),
+                            "end": float(utterance.get("end", 0)),
+                            "text": utterance.get("transcript", "").strip(),
+                        }
+                    )
+
             # Sort segments by start time
-            segments.sort(key=lambda x: x['start'])
-            
+            segments.sort(key=lambda x: x["start"])
+
         except Exception as e:
-            raise ValueError(f"Error extracting segments from Deepgram response: {str(e)}")
-        
+            raise ValueError(
+                f"Error extracting segments from Deepgram response: {str(e)}"
+            )
+
         return segments
-    
+
     @staticmethod
     def validate_segments(segments: List[Dict[str, Any]]) -> List[str]:
         """
         Validate transcript segments and return list of issues found.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             List of validation error messages
         """
         issues = []
-        
+
         if not segments:
             issues.append("No segments provided")
             return issues
-        
+
         for i, segment in enumerate(segments):
             # Check required fields
-            required_fields = ['speaker', 'start', 'end', 'text']
+            required_fields = ["speaker", "start", "end", "text"]
             for field in required_fields:
                 if field not in segment:
                     issues.append(f"Segment {i+1}: Missing required field '{field}'")
-            
+
             # Check data types and values
             try:
-                start = float(segment.get('start', 0))
-                end = float(segment.get('end', 0))
-                speaker = int(segment.get('speaker', 0))
-                
+                start = float(segment.get("start", 0))
+                end = float(segment.get("end", 0))
+                speaker = int(segment.get("speaker", 0))
+
                 if start < 0:
                     issues.append(f"Segment {i+1}: Start time cannot be negative")
                 if end < 0:
                     issues.append(f"Segment {i+1}: End time cannot be negative")
                 if end <= start:
-                    issues.append(f"Segment {i+1}: End time must be greater than start time")
+                    issues.append(
+                        f"Segment {i+1}: End time must be greater than start time"
+                    )
                 if speaker < 0:
                     issues.append(f"Segment {i+1}: Speaker ID cannot be negative")
-                    
+
             except (ValueError, TypeError):
-                issues.append(f"Segment {i+1}: Invalid numeric values for time or speaker")
-        
+                issues.append(
+                    f"Segment {i+1}: Invalid numeric values for time or speaker"
+                )
+
         return issues
-    
+
     @staticmethod
     def merge_consecutive_segments(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         max_gap: float = 1.0,
-        same_speaker_only: bool = True
+        same_speaker_only: bool = True,
     ) -> List[Dict[str, Any]]:
         """
         Merge consecutive segments from the same speaker with small gaps.
-        
+
         Args:
             segments: List of segment dictionaries
             max_gap: Maximum gap in seconds to merge across
             same_speaker_only: Only merge segments from the same speaker
-            
+
         Returns:
             List of merged segments
         """
         if not segments:
             return []
-        
+
         # Sort by start time
-        sorted_segments = sorted(segments, key=lambda x: x['start'])
+        sorted_segments = sorted(segments, key=lambda x: x["start"])
         merged = [sorted_segments[0].copy()]
-        
+
         for current in sorted_segments[1:]:
             last_merged = merged[-1]
-            
+
             # Check if we should merge
-            gap = current['start'] - last_merged['end']
-            same_speaker = current['speaker'] == last_merged['speaker']
-            
+            gap = current["start"] - last_merged["end"]
+            same_speaker = current["speaker"] == last_merged["speaker"]
+
             if gap <= max_gap and (not same_speaker_only or same_speaker):
                 # Merge segments
-                last_merged['end'] = current['end']
-                last_merged['text'] += f" {current['text']}"
+                last_merged["end"] = current["end"]
+                last_merged["text"] += f" {current['text']}"
             else:
                 # Add as new segment
                 merged.append(current.copy())
-        
+
         return merged
-    
+
     @staticmethod
     def filter_short_segments(
-        segments: List[Dict[str, Any]], 
-        min_duration: float = 0.5
+        segments: List[Dict[str, Any]], min_duration: float = 0.5
     ) -> List[Dict[str, Any]]:
         """
         Filter out segments shorter than minimum duration.
-        
+
         Args:
             segments: List of segment dictionaries
             min_duration: Minimum segment duration in seconds
-            
+
         Returns:
             List of filtered segments
         """
         return [
-            segment for segment in segments 
-            if (segment['end'] - segment['start']) >= min_duration
+            segment
+            for segment in segments
+            if (segment["end"] - segment["start"]) >= min_duration
         ]
-    
+
     @staticmethod
     def get_speaker_statistics(segments: List[Dict[str, Any]]) -> Dict[str, Any]:
         """
         Calculate statistics about speakers in the transcript.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             Dictionary with speaker statistics
         """
         if not segments:
             return {
-                'total_speakers': 0,
-                'total_segments': 0,
-                'total_duration': 0.0,
-                'speaker_breakdown': {}
+                "total_speakers": 0,
+                "total_segments": 0,
+                "total_duration": 0.0,
+                "speaker_breakdown": {},
             }
-        
+
         speaker_stats = {}
-        
+
         for segment in segments:
-            speaker_id = segment['speaker']
-            duration = segment['end'] - segment['start']
-            
+            speaker_id = segment["speaker"]
+            duration = segment["end"] - segment["start"]
+
             if speaker_id not in speaker_stats:
                 speaker_stats[speaker_id] = {
-                    'segments': 0,
-                    'total_duration': 0.0,
-                    'text_length': 0
+                    "segments": 0,
+                    "total_duration": 0.0,
+                    "text_length": 0,
                 }
-            
-            speaker_stats[speaker_id]['segments'] += 1
-            speaker_stats[speaker_id]['total_duration'] += duration
-            speaker_stats[speaker_id]['text_length'] += len(segment.get('text', ''))
-        
-        total_duration = sum(seg['end'] - seg['start'] for seg in segments)
-        
+
+            speaker_stats[speaker_id]["segments"] += 1
+            speaker_stats[speaker_id]["total_duration"] += duration
+            speaker_stats[speaker_id]["text_length"] += len(segment.get("text", ""))
+
+        total_duration = sum(seg["end"] - seg["start"] for seg in segments)
+
         return {
-            'total_speakers': len(speaker_stats),
-            'total_segments': len(segments),
-            'total_duration': total_duration,
-            'speaker_breakdown': speaker_stats
+            "total_speakers": len(speaker_stats),
+            "total_segments": len(segments),
+            "total_duration": total_duration,
+            "speaker_breakdown": speaker_stats,
         }
-    
+
     @staticmethod
     def format_transcript_text(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         include_timestamps: bool = True,
         include_speaker_ids: bool = True,
-        speaker_names: Optional[Dict[int, str]] = None
+        speaker_names: Optional[Dict[int, str]] = None,
     ) -> str:
         """
         Format segments into a readable transcript text.
-        
+
         Args:
             segments: List of segment dictionaries
             include_timestamps: Whether to include timestamps
             include_speaker_ids: Whether to include speaker identifiers
             speaker_names: Optional mapping of speaker IDs to names
-            
+
         Returns:
             Formatted transcript text
         """
         lines = ["TRANSCRIPT", "=" * 50, ""]
-        
+
         for segment in segments:
-            speaker_id = segment['speaker']
-            text = segment.get('text', '')
-            
+            speaker_id = segment["speaker"]
+            text = segment.get("text", "")
+
             # Determine speaker label
             if speaker_names and speaker_id in speaker_names:
                 speaker_label = speaker_names[speaker_id]
@@ -230,220 +238,220 @@ def format_transcript_text(
                 speaker_label = f"Speaker {speaker_id}"
             else:
                 speaker_label = ""
-            
+
             # Format timestamp
             if include_timestamps:
-                start = segment['start']
-                end = segment['end']
+                start = segment["start"]
+                end = segment["end"]
                 start_min, start_sec = divmod(int(start), 60)
                 end_min, end_sec = divmod(int(end), 60)
-                timestamp = f"[{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]"
+                timestamp = (
+                    f"[{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]"
+                )
             else:
                 timestamp = ""
-            
+
             # Combine parts
             parts = [p for p in [speaker_label, timestamp] if p]
             prefix = " ".join(parts)
-            
+
             if prefix:
                 lines.append(f"{prefix}: {text}")
             else:
                 lines.append(text)
             lines.append("")
-        
+
         return "\n".join(lines)
-    
+
     @staticmethod
     def export_to_json(
-        segments: List[Dict[str, Any]], 
+        segments: List[Dict[str, Any]],
         output_path: str,
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> None:
         """
         Export segments to JSON file.
-        
+
         Args:
             segments: List of segment dictionaries
             output_path: Path to output JSON file
             metadata: Optional metadata to include
         """
         data = {
-            'metadata': metadata or {},
-            'segments': segments,
-            'statistics': TranscriptProcessor.get_speaker_statistics(segments)
+            "metadata": metadata or {},
+            "segments": segments,
+            "statistics": TranscriptProcessor.get_speaker_statistics(segments),
         }
-        
+
         output_file = Path(output_path)
         output_file.parent.mkdir(parents=True, exist_ok=True)
-        
-        with open(output_file, 'w', encoding='utf-8') as f:
+
+        with open(output_file, "w", encoding="utf-8") as f:
             json.dump(data, f, indent=2, ensure_ascii=False)
-    
+
     @staticmethod
     def load_from_json(input_path: str) -> Dict[str, Any]:
         """
         Load segments from JSON file.
-        
+
         Args:
             input_path: Path to input JSON file
-            
+
         Returns:
             Dictionary with segments and metadata
         """
-        with open(input_path, 'r', encoding='utf-8') as f:
+        with open(input_path, "r", encoding="utf-8") as f:
             data = json.load(f)
-        
+
         # Validate the loaded data
-        if 'segments' not in data:
+        if "segments" not in data:
             raise ValueError("JSON file must contain 'segments' field")
-        
-        issues = TranscriptProcessor.validate_segments(data['segments'])
+
+        issues = TranscriptProcessor.validate_segments(data["segments"])
         if issues:
             raise ValueError(f"Invalid segments in JSON: {', '.join(issues)}")
-        
+
         return data
-    
+
     @staticmethod
     def convert_to_inference_format(segments: List[Dict[str, Any]]) -> str:
         """
         Convert segments to the format expected by the inference API.
-        
+
         Args:
             segments: List of segment dictionaries
-            
+
         Returns:
             JSON string formatted for inference API
         """
         # Ensure segments have the correct structure
         formatted_segments = []
         for segment in segments:
-            formatted_segments.append({
-                'speaker': int(segment['speaker']),
-                'start': float(segment['start']),
-                'end': float(segment['end']),
-                'text': str(segment.get('text', ''))
-            })
-        
+            formatted_segments.append(
+                {
+                    "speaker": int(segment["speaker"]),
+                    "start": float(segment["start"]),
+                    "end": float(segment["end"]),
+                    "text": str(segment.get("text", "")),
+                }
+            )
+
         return json.dumps(formatted_segments)
-    
+
     @staticmethod
     def extract_words_from_deepgram(response: Any) -> List[Dict[str, Any]]:
         """
         Extract word-level timestamps from Deepgram response for diarize-identify-match.
-        
+
         Args:
             response: Deepgram API response object or dictionary
-            
+
         Returns:
             List of word dictionaries with word, start, end fields
         """
         words = []
-        
+
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response) if response else {}
-            
+
             # Navigate to words array: results.channels[0].alternatives[0].words
-            if 'results' in response_dict and 'channels' in response_dict['results']:
-                channels = response_dict['results']['channels']
+            if "results" in response_dict and "channels" in response_dict["results"]:
+                channels = response_dict["results"]["channels"]
                 if channels and len(channels) > 0:
-                    alternatives = channels[0].get('alternatives', [])
+                    alternatives = channels[0].get("alternatives", [])
                     if alternatives and len(alternatives) > 0:
-                        deepgram_words = alternatives[0].get('words', [])
-                        
+                        deepgram_words = alternatives[0].get("words", [])
+
                         for word_data in deepgram_words:
                             # Extract required fields and handle different possible structures
-                            word = word_data.get('word', word_data.get('punctuated_word', ''))
-                            start = float(word_data.get('start', 0.0))
-                            end = float(word_data.get('end', 0.0))
-                            
+                            word = word_data.get(
+                                "word", word_data.get("punctuated_word", "")
+                            )
+                            start = float(word_data.get("start", 0.0))
+                            end = float(word_data.get("end", 0.0))
+
                             if word:  # Only add if word is not empty
-                                words.append({
-                                    'word': word,
-                                    'start': start,
-                                    'end': end
-                                })
-        
+                                words.append({"word": word, "start": start, "end": end})
+
         except Exception as e:
             raise ValueError(f"Error extracting words from Deepgram response: {str(e)}")
-        
+
         return words
-    
+
     @staticmethod
     def format_for_diarize_match_api(response: Any) -> str:
         """
         Format Deepgram response for the diarize-identify-match API endpoint.
-        
+
         Args:
             response: Deepgram API response object or dictionary
-            
+
         Returns:
             JSON string formatted for diarize-identify-match API
         """
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response) if response else {}
-            
+
             # Extract words
             words = TranscriptProcessor.extract_words_from_deepgram(response)
-            
+
             # Extract full transcript text
             full_text = ""
-            if 'results' in response_dict and 'channels' in response_dict['results']:
-                channels = response_dict['results']['channels']
+            if "results" in response_dict and "channels" in response_dict["results"]:
+                channels = response_dict["results"]["channels"]
                 if channels and len(channels) > 0:
-                    alternatives = channels[0].get('alternatives', [])
+                    alternatives = channels[0].get("alternatives", [])
                     if alternatives and len(alternatives) > 0:
-                        full_text = alternatives[0].get('transcript', '')
-            
+                        full_text = alternatives[0].get("transcript", "")
+
             # Format for API
-            formatted_data = {
-                'words': words,
-                'text': full_text
-            }
-            
+            formatted_data = {"words": words, "text": full_text}
+
             return json.dumps(formatted_data)
-        
+
         except Exception as e:
-            raise ValueError(f"Error formatting Deepgram response for diarize-match API: {str(e)}")
+            raise ValueError(
+                f"Error formatting Deepgram response for diarize-match API: {str(e)}"
+            )
 
 
 # Convenience functions for common operations
 def quick_process_deepgram_response(response: Any) -> List[Dict[str, Any]]:
     """Quick processing of Deepgram response with common cleanup."""
     processor = TranscriptProcessor()
-    
+
     # Extract segments
     segments = processor.extract_segments_from_deepgram(response)
-    
+
     # Filter short segments
     segments = processor.filter_short_segments(segments, min_duration=0.5)
-    
+
     # Merge consecutive segments from same speaker
     segments = processor.merge_consecutive_segments(segments, max_gap=1.0)
-    
+
     return segments
 
 
 def create_formatted_transcript(
-    segments: List[Dict[str, Any]], 
-    speaker_names: Optional[Dict[int, str]] = None
+    segments: List[Dict[str, Any]], speaker_names: Optional[Dict[int, str]] = None
 ) -> str:
     """Create a nicely formatted transcript with speaker names."""
     processor = TranscriptProcessor()
     return processor.format_transcript_text(
-        segments, 
+        segments,
         include_timestamps=True,
         include_speaker_ids=True,
-        speaker_names=speaker_names
-    )
\ No newline at end of file
+        speaker_names=speaker_names,
+    )
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
index 4ba8a392..1df25248 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/visualization.py
@@ -1,26 +1,28 @@
 """Visualization utilities for audio and speaker data."""
 
-import numpy as np
+from typing import Any, Dict, List, Optional, Tuple
+
 import librosa
-import plotly.graph_objects as go
+import numpy as np
+import pandas as pd
 import plotly.express as px
+import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from typing import Tuple, List, Dict, Any, Optional
-import pandas as pd
-from sklearn.manifold import TSNE
 from sklearn.decomposition import PCA
+from sklearn.manifold import TSNE
+
 
 def create_waveform_plot(
-    audio: np.ndarray, 
-    sr: int, 
+    audio: np.ndarray,
+    sr: int,
     title: str = "Audio Waveform",
     height: int = 400,
     segments: List[Tuple[float, float]] = None,
-    segment_colors: List[str] = None
+    segment_colors: List[str] = None,
 ) -> go.Figure:
     """
     Create an interactive waveform plot using Plotly with optional segment overlays.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
@@ -28,88 +30,95 @@ def create_waveform_plot(
         height: Plot height in pixels
         segments: Optional list of (start_time, end_time) tuples for segment overlays
         segment_colors: Optional list of colors for segment overlays
-    
+
     Returns:
         Plotly figure object
     """
     # Create time axis
     time = np.linspace(0, len(audio) / sr, len(audio))
-    
+
     # Downsample for display if audio is too long
     max_points = 10000
     if len(audio) > max_points:
         step = len(audio) // max_points
         audio = audio[::step]
         time = time[::step]
-    
+
     fig = go.Figure()
-    
-    fig.add_trace(go.Scatter(
-        x=time,
-        y=audio,
-        mode='lines',
-        name='Waveform',
-        line=dict(color='#1f77b4', width=1),
-        hovertemplate='Time: %{x:.2f}s<br>Amplitude: %{y:.3f}<extra></extra>'
-    ))
-    
+
+    fig.add_trace(
+        go.Scatter(
+            x=time,
+            y=audio,
+            mode="lines",
+            name="Waveform",
+            line=dict(color="#1f77b4", width=1),
+            hovertemplate="Time: %{x:.2f}s<br>Amplitude: %{y:.3f}<extra></extra>",
+        )
+    )
+
     # Add segment overlays if provided
     if segments:
         if segment_colors is None:
-            segment_colors = px.colors.qualitative.Set3[:len(segments)]
-        
+            segment_colors = px.colors.qualitative.Set3[: len(segments)]
+
         for i, (start, end) in enumerate(segments):
             color = segment_colors[i % len(segment_colors)]
             # Add semi-transparent rectangle overlay
             fig.add_shape(
                 type="rect",
-                x0=start, x1=end,
-                y0=min(audio), y1=max(audio),
+                x0=start,
+                x1=end,
+                y0=min(audio),
+                y1=max(audio),
                 fillcolor=color,
                 opacity=0.3,
                 layer="below",
                 line_width=0,
             )
             # Add invisible scatter plot for click detection
-            fig.add_trace(go.Scatter(
-                x=[start, end],
-                y=[0, 0],
-                mode='markers',
-                marker=dict(size=10, opacity=0),
-                name=f'Segment {i+1}',
-                customdata=[[i, start, end], [i, start, end]],
-                hovertemplate=f'Segment {i+1}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br><i>Click to play</i><extra></extra>',
-                showlegend=False
-            ))
-    
+            fig.add_trace(
+                go.Scatter(
+                    x=[start, end],
+                    y=[0, 0],
+                    mode="markers",
+                    marker=dict(size=10, opacity=0),
+                    name=f"Segment {i+1}",
+                    customdata=[[i, start, end], [i, start, end]],
+                    hovertemplate=f"Segment {i+1}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br><i>Click to play</i><extra></extra>",
+                    showlegend=False,
+                )
+            )
+
     fig.update_layout(
         title=title,
         xaxis_title="Time (seconds)",
         yaxis_title="Amplitude",
         height=height,
-        hovermode='x unified',
-        showlegend=False
+        hovermode="x unified",
+        showlegend=False,
     )
-    
+
     # Enable selection for segment picking
     fig.update_layout(
-        dragmode='select',
-        selectdirection='h'  # 'h' for horizontal, 'v' for vertical, 'd' for diagonal, 'any' for any direction
+        dragmode="select",
+        selectdirection="h",  # 'h' for horizontal, 'v' for vertical, 'd' for diagonal, 'any' for any direction
     )
-    
+
     return fig
 
+
 def create_spectrogram_plot(
-    audio: np.ndarray, 
-    sr: int, 
+    audio: np.ndarray,
+    sr: int,
     title: str = "Spectrogram",
     height: int = 400,
     n_fft: int = 2048,
-    hop_length: int = 512
+    hop_length: int = 512,
 ) -> go.Figure:
     """
     Create an interactive spectrogram plot.
-    
+
     Args:
         audio: Audio signal array
         sr: Sample rate
@@ -117,47 +126,52 @@ def create_spectrogram_plot(
         height: Plot height in pixels
         n_fft: FFT window size
         hop_length: Hop length for STFT
-    
+
     Returns:
         Plotly figure object
     """
     # Compute spectrogram
     D = librosa.stft(audio, n_fft=n_fft, hop_length=hop_length)
     magnitude_db = librosa.amplitude_to_db(np.abs(D), ref=np.max)
-    
+
     # Create frequency and time axes
     freqs = librosa.fft_frequencies(sr=sr, n_fft=n_fft)
-    times = librosa.frames_to_time(np.arange(magnitude_db.shape[1]), sr=sr, hop_length=hop_length)
-    
-    fig = go.Figure(data=go.Heatmap(
-        z=magnitude_db,
-        x=times,
-        y=freqs,
-        colorscale='Viridis',
-        hovertemplate='Time: %{x:.2f}s<br>Frequency: %{y:.0f}Hz<br>Magnitude: %{z:.1f}dB<extra></extra>',
-        name='Spectrogram'
-    ))
-    
+    times = librosa.frames_to_time(
+        np.arange(magnitude_db.shape[1]), sr=sr, hop_length=hop_length
+    )
+
+    fig = go.Figure(
+        data=go.Heatmap(
+            z=magnitude_db,
+            x=times,
+            y=freqs,
+            colorscale="Viridis",
+            hovertemplate="Time: %{x:.2f}s<br>Frequency: %{y:.0f}Hz<br>Magnitude: %{z:.1f}dB<extra></extra>",
+            name="Spectrogram",
+        )
+    )
+
     fig.update_layout(
         title=title,
         xaxis_title="Time (seconds)",
         yaxis_title="Frequency (Hz)",
-        height=height
+        height=height,
     )
-    
+
     return fig
 
+
 def create_segment_timeline(
-    segments: List[Tuple[float, float]], 
+    segments: List[Tuple[float, float]],
     labels: List[str] = None,
     colors: List[str] = None,
     total_duration: float = None,
     height: int = 200,
-    clickable: bool = True
+    clickable: bool = True,
 ) -> go.Figure:
     """
     Create a timeline visualization of audio segments with optional click interaction.
-    
+
     Args:
         segments: List of (start_time, end_time) tuples
         labels: List of segment labels
@@ -165,7 +179,7 @@ def create_segment_timeline(
         total_duration: Total audio duration
         height: Plot height in pixels
         clickable: Whether segments should be clickable
-    
+
     Returns:
         Plotly figure object
     """
@@ -173,231 +187,248 @@ def create_segment_timeline(
         fig = go.Figure()
         fig.update_layout(title="No segments to display", height=height)
         return fig
-    
+
     if labels is None:
         labels = [f"Segment {i+1}" for i in range(len(segments))]
-    
+
     if colors is None:
-        colors = px.colors.qualitative.Set3[:len(segments)]
+        colors = px.colors.qualitative.Set3[: len(segments)]
         if len(segments) > len(colors):
             colors = colors * (len(segments) // len(colors) + 1)
-    
+
     fig = go.Figure()
-    
+
     for i, (start, end) in enumerate(segments):
         # Add custom data for click detection
         custom_data = [i, start, end] if clickable else None
-        hover_text = f'{labels[i]}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br>Duration: {end-start:.2f}s'
+        hover_text = f"{labels[i]}<br>Start: {start:.2f}s<br>End: {end:.2f}s<br>Duration: {end-start:.2f}s"
         if clickable:
-            hover_text += '<br><i>Click to play audio</i>'
-        
-        fig.add_trace(go.Scatter(
-            x=[start, end, end, start, start],
-            y=[i, i, i+0.8, i+0.8, i],
-            fill='toself',
-            fillcolor=colors[i],
-            line=dict(color=colors[i], width=2),
-            name=labels[i],
-            customdata=[custom_data] * 5 if clickable else None,
-            hovertemplate=hover_text + '<extra></extra>',
-            mode='lines+markers' if clickable else 'lines'
-        ))
-    
+            hover_text += "<br><i>Click to play audio</i>"
+
+        fig.add_trace(
+            go.Scatter(
+                x=[start, end, end, start, start],
+                y=[i, i, i + 0.8, i + 0.8, i],
+                fill="toself",
+                fillcolor=colors[i],
+                line=dict(color=colors[i], width=2),
+                name=labels[i],
+                customdata=[custom_data] * 5 if clickable else None,
+                hovertemplate=hover_text + "<extra></extra>",
+                mode="lines+markers" if clickable else "lines",
+            )
+        )
+
     # Set axis properties
     if total_duration:
         x_range = [0, total_duration]
     else:
         x_range = [0, max(end for _, end in segments)]
-    
+
     fig.update_layout(
         title="Audio Segments Timeline",
         xaxis_title="Time (seconds)",
         yaxis_title="Segments",
         height=height,
         xaxis=dict(range=x_range),
-        yaxis=dict(range=[-0.5, len(segments) - 0.5], tickmode='array', tickvals=list(range(len(segments))), ticktext=labels),
-        showlegend=False
+        yaxis=dict(
+            range=[-0.5, len(segments) - 0.5],
+            tickmode="array",
+            tickvals=list(range(len(segments))),
+            ticktext=labels,
+        ),
+        showlegend=False,
     )
-    
+
     return fig
 
+
 def create_speaker_similarity_matrix(
-    similarity_matrix: np.ndarray, 
+    similarity_matrix: np.ndarray,
     speaker_names: List[str],
-    title: str = "Speaker Similarity Matrix"
+    title: str = "Speaker Similarity Matrix",
 ) -> go.Figure:
     """
     Create a heatmap of speaker similarity scores.
-    
+
     Args:
         similarity_matrix: Square matrix of similarity scores
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
-    fig = go.Figure(data=go.Heatmap(
-        z=similarity_matrix,
-        x=speaker_names,
-        y=speaker_names,
-        colorscale='RdYlBu_r',
-        zmid=0.5,
-        hovertemplate='%{y} vs %{x}<br>Similarity: %{z:.3f}<extra></extra>',
-        colorbar=dict(title="Similarity Score")
-    ))
-    
-    fig.update_layout(
-        title=title,
-        xaxis_title="Speaker",
-        yaxis_title="Speaker"
+    fig = go.Figure(
+        data=go.Heatmap(
+            z=similarity_matrix,
+            x=speaker_names,
+            y=speaker_names,
+            colorscale="RdYlBu_r",
+            zmid=0.5,
+            hovertemplate="%{y} vs %{x}<br>Similarity: %{z:.3f}<extra></extra>",
+            colorbar=dict(title="Similarity Score"),
+        )
     )
-    
+
+    fig.update_layout(title=title, xaxis_title="Speaker", yaxis_title="Speaker")
+
     return fig
 
+
 def create_embedding_visualization(
-    embeddings: np.ndarray, 
+    embeddings: np.ndarray,
     speaker_names: List[str],
     method: str = "tsne",
-    title: str = "Speaker Embeddings Visualization"
+    title: str = "Speaker Embeddings Visualization",
 ) -> go.Figure:
     """
     Create 2D visualization of speaker embeddings.
-    
+
     Args:
         embeddings: Array of speaker embeddings (n_speakers, embedding_dim)
         speaker_names: List of speaker names
         method: Dimensionality reduction method ('tsne' or 'pca')
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
     if method == "tsne":
-        reducer = TSNE(n_components=2, random_state=42, perplexity=min(30, len(embeddings)-1))
+        reducer = TSNE(
+            n_components=2, random_state=42, perplexity=min(30, len(embeddings) - 1)
+        )
     else:  # PCA
         reducer = PCA(n_components=2, random_state=42)
-    
+
     # Reduce dimensionality
     embeddings_2d = reducer.fit_transform(embeddings)
-    
+
     # Create DataFrame for easier plotting
-    df = pd.DataFrame({
-        'x': embeddings_2d[:, 0],
-        'y': embeddings_2d[:, 1],
-        'speaker': speaker_names
-    })
-    
+    df = pd.DataFrame(
+        {"x": embeddings_2d[:, 0], "y": embeddings_2d[:, 1], "speaker": speaker_names}
+    )
+
     fig = px.scatter(
-        df, 
-        x='x', 
-        y='y', 
-        color='speaker',
-        title=title,
-        hover_data=['speaker']
+        df, x="x", y="y", color="speaker", title=title, hover_data=["speaker"]
     )
-    
+
     fig.update_layout(
         xaxis_title=f"{method.upper()} Component 1",
-        yaxis_title=f"{method.upper()} Component 2"
+        yaxis_title=f"{method.upper()} Component 2",
     )
-    
+
     return fig
 
+
 def create_quality_metrics_plot(
-    metrics: Dict[str, List[float]], 
+    metrics: Dict[str, List[float]],
     speaker_names: List[str],
-    title: str = "Speaker Quality Metrics"
+    title: str = "Speaker Quality Metrics",
 ) -> go.Figure:
     """
     Create a plot showing quality metrics for speakers.
-    
+
     Args:
         metrics: Dictionary with metric names as keys and lists of values
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object
     """
     fig = go.Figure()
-    
+
     colors = px.colors.qualitative.Set1
-    
+
     for i, (metric_name, values) in enumerate(metrics.items()):
-        fig.add_trace(go.Bar(
-            name=metric_name,
-            x=speaker_names,
-            y=values,
-            marker_color=colors[i % len(colors)],
-            hovertemplate=f'{metric_name}: %{{y:.2f}}<extra></extra>'
-        ))
-    
+        fig.add_trace(
+            go.Bar(
+                name=metric_name,
+                x=speaker_names,
+                y=values,
+                marker_color=colors[i % len(colors)],
+                hovertemplate=f"{metric_name}: %{{y:.2f}}<extra></extra>",
+            )
+        )
+
     fig.update_layout(
-        title=title,
-        xaxis_title="Speaker",
-        yaxis_title="Score",
-        barmode='group'
+        title=title, xaxis_title="Speaker", yaxis_title="Score", barmode="group"
     )
-    
+
     return fig
 
+
 def create_audio_stats_plot(
     durations: List[float],
-    snr_values: List[float], 
+    snr_values: List[float],
     quality_scores: List[float],
     speaker_names: List[str],
-    title: str = "Audio Quality Statistics"
+    title: str = "Audio Quality Statistics",
 ) -> go.Figure:
     """
     Create subplots showing various audio quality statistics.
-    
+
     Args:
         durations: List of audio durations in seconds
         snr_values: List of SNR values in dB
         quality_scores: List of overall quality scores (0-1)
         speaker_names: List of speaker names
         title: Plot title
-    
+
     Returns:
         Plotly figure object with subplots
     """
     fig = make_subplots(
-        rows=2, cols=2,
-        subplot_titles=('Duration (seconds)', 'SNR (dB)', 'Quality Score', 'Quality Distribution'),
-        specs=[[{"type": "bar"}, {"type": "bar"}],
-               [{"type": "bar"}, {"type": "histogram"}]]
+        rows=2,
+        cols=2,
+        subplot_titles=(
+            "Duration (seconds)",
+            "SNR (dB)",
+            "Quality Score",
+            "Quality Distribution",
+        ),
+        specs=[
+            [{"type": "bar"}, {"type": "bar"}],
+            [{"type": "bar"}, {"type": "histogram"}],
+        ],
     )
-    
+
     # Duration plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=durations, name='Duration', marker_color='lightblue'),
-        row=1, col=1
+        go.Bar(x=speaker_names, y=durations, name="Duration", marker_color="lightblue"),
+        row=1,
+        col=1,
     )
-    
+
     # SNR plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=snr_values, name='SNR', marker_color='lightgreen'),
-        row=1, col=2
+        go.Bar(x=speaker_names, y=snr_values, name="SNR", marker_color="lightgreen"),
+        row=1,
+        col=2,
     )
-    
+
     # Quality score plot
     fig.add_trace(
-        go.Bar(x=speaker_names, y=quality_scores, name='Quality Score', marker_color='lightcoral'),
-        row=2, col=1
+        go.Bar(
+            x=speaker_names,
+            y=quality_scores,
+            name="Quality Score",
+            marker_color="lightcoral",
+        ),
+        row=2,
+        col=1,
     )
-    
+
     # Quality distribution histogram
     fig.add_trace(
-        go.Histogram(x=quality_scores, name='Quality Distribution', marker_color='gold'),
-        row=2, col=2
+        go.Histogram(
+            x=quality_scores, name="Quality Distribution", marker_color="gold"
+        ),
+        row=2,
+        col=2,
     )
-    
-    fig.update_layout(
-        title_text=title,
-        showlegend=False,
-        height=600
-    )
-    
-    return fig
 
+    fig.update_layout(title_text=title, showlegend=False, height=600)
+
+    return fig
diff --git a/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py b/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
index 5571a00f..2355409f 100644
--- a/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
+++ b/extras/speaker-recognition/src/simple_speaker_recognition/utils/youtube_transcriber.py
@@ -11,100 +11,115 @@
 from pydub import AudioSegment
 
 # Import caching utilities
-from simple_speaker_recognition.utils.cache_manager import get_cached_deepgram_response, cache_deepgram_response
+from simple_speaker_recognition.utils.cache_manager import (
+    cache_deepgram_response,
+    get_cached_deepgram_response,
+)
 
 # Configure logging
 logging.basicConfig(
     level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler('transcription.log'),
-        logging.StreamHandler()
-    ]
+    format="%(asctime)s - %(levelname)s - %(message)s",
+    handlers=[logging.FileHandler("transcription.log"), logging.StreamHandler()],
 )
 
 
 class YouTubeTranscriber:
-    def __init__(self, deepgram_api_key: str, options: dict[str,str] | None = None):
+    def __init__(self, deepgram_api_key: str, options: dict[str, str] | None = None):
         self.deepgram_api_key = deepgram_api_key
         self.options = options or {}
         self.deepgram = DeepgramClient(deepgram_api_key)
         self.logger = logging.getLogger(__name__)
-        
+
     def sanitize_filename(self, title: str) -> str:
         """Sanitize YouTube title for use as filename"""
         # Remove invalid characters and limit length
-        sanitized = re.sub(r'[<>:"/\\|?*]', '', title)
-        sanitized = re.sub(r'\s+', '-', sanitized.strip())
+        sanitized = re.sub(r'[<>:"/\\|?*]', "", title)
+        sanitized = re.sub(r"\s+", "-", sanitized.strip())
         return sanitized[:50]  # Limit length
-    
+
     def download_audio(self, url: str) -> Tuple[str, str]:
         """Download audio from YouTube URL and return audio path and title"""
         try:
             self.logger.info(f"Starting audio download from: {url}")
-            
+
             # Configure yt-dlp options for audio extraction with fallback formats
             ydl_opts = {
-                'format': 'bestaudio/best',  # Fallback to best if bestaudio fails
-                'postprocessors': [{
-                    'key': 'FFmpegExtractAudio',
-                    'preferredcodec': 'wav',
-                    'preferredquality': '192',
-                }],
-                'postprocessor_args': ['-ar', '16000', '-ac', '1', '-acodec', 'pcm_s16le'],
-                'outtmpl': '%(title)s.%(ext)s',
-                'quiet': True,
-                'ignoreerrors': False,
+                "format": "bestaudio/best",  # Fallback to best if bestaudio fails
+                "postprocessors": [
+                    {
+                        "key": "FFmpegExtractAudio",
+                        "preferredcodec": "wav",
+                        "preferredquality": "192",
+                    }
+                ],
+                "postprocessor_args": [
+                    "-ar",
+                    "16000",
+                    "-ac",
+                    "1",
+                    "-acodec",
+                    "pcm_s16le",
+                ],
+                "outtmpl": "%(title)s.%(ext)s",
+                "quiet": True,
+                "ignoreerrors": False,
             }
-            
+
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 # Extract info first to get title
                 self.logger.info("Extracting video information...")
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
-                
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
+
                 self.logger.info(f"Video title: {info['title']}")
                 self.logger.info(f"Sanitized filename: {title}")
-                self.logger.info(f"Duration: {duration} seconds ({duration/60:.1f} minutes)")
-                
+                self.logger.info(
+                    f"Duration: {duration} seconds ({duration/60:.1f} minutes)"
+                )
+
                 # Update output template with sanitized title
-                ydl_opts['outtmpl'] = f'{title}.%(ext)s'
-                
+                ydl_opts["outtmpl"] = f"{title}.%(ext)s"
+
                 # Download the audio
                 self.logger.info("Downloading and converting audio...")
                 with yt_dlp.YoutubeDL(ydl_opts) as ydl_download:
                     ydl_download.download([url])
-            
+
             audio_path = f"{title}.wav"
-            
+
             # Verify the file was created
             if not os.path.exists(audio_path):
                 raise FileNotFoundError(f"Audio file was not created: {audio_path}")
-                
+
             file_size = os.path.getsize(audio_path)
-            self.logger.info(f"Audio download completed: {audio_path} (size: {file_size:,} bytes)")
-            
+            self.logger.info(
+                f"Audio download completed: {audio_path} (size: {file_size:,} bytes)"
+            )
+
             return audio_path, title
-            
+
         except Exception as e:
-            self.logger.error(f"Audio download failed for {url}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Audio download failed for {url}: {str(e)}", exc_info=True
+            )
             raise
-    
+
     def segment_audio(self, audio_path: str, title: str) -> List[str]:
         """Segment audio into 10-minute chunks if needed"""
         try:
             self.logger.info(f"Starting audio segmentation for: {audio_path}")
-            
+
             audio = AudioSegment.from_wav(audio_path)
             duration_ms = len(audio)
             duration_minutes = duration_ms / (60 * 1000)
             segment_duration_ms = 10 * 60 * 1000  # 10 minutes in milliseconds
-            
+
             self.logger.info(f"Audio duration: {duration_minutes:.1f} minutes")
-            
+
             segments = []
-            
+
             if duration_ms <= segment_duration_ms:
                 # Audio is 10 minutes or less, rename to include segment number
                 new_path = f"{title}-1.wav"
@@ -113,41 +128,57 @@ def segment_audio(self, audio_path: str, title: str) -> List[str]:
                 self.logger.info(f"Audio is ≤10 minutes, renamed to: {new_path}")
             else:
                 # Split into 10-minute segments
-                num_segments = (duration_ms + segment_duration_ms - 1) // segment_duration_ms
-                self.logger.info(f"Splitting into {num_segments} segments of ~10 minutes each")
-                
+                num_segments = (
+                    duration_ms + segment_duration_ms - 1
+                ) // segment_duration_ms
+                self.logger.info(
+                    f"Splitting into {num_segments} segments of ~10 minutes each"
+                )
+
                 for i in range(num_segments):
                     start_ms = i * segment_duration_ms
                     end_ms = min((i + 1) * segment_duration_ms, duration_ms)
-                    
+
                     segment = audio[start_ms:end_ms]
                     segment_path = f"{title}-{i + 1}.wav"
-                    
-                    self.logger.info(f"Creating segment {i + 1}/{num_segments}: {segment_path}")
-                    segment.export(segment_path, format="wav", parameters=["-ar", "16000", "-ac", "1"])
+
+                    self.logger.info(
+                        f"Creating segment {i + 1}/{num_segments}: {segment_path}"
+                    )
+                    segment.export(
+                        segment_path,
+                        format="wav",
+                        parameters=["-ar", "16000", "-ac", "1"],
+                    )
                     segments.append(segment_path)
-                
+
                 # Remove original file
                 os.remove(audio_path)
                 self.logger.info("Removed original audio file after segmentation")
-            
+
             return segments
-            
+
         except Exception as e:
-            self.logger.error(f"Audio segmentation failed for {audio_path}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Audio segmentation failed for {audio_path}: {str(e)}", exc_info=True
+            )
             raise
-    
-    def transcribe_audio(self, audio_path: str, use_cache: bool = True, diarize: bool = True) -> dict:
+
+    def transcribe_audio(
+        self, audio_path: str, use_cache: bool = True, diarize: bool = True
+    ) -> dict:
         """Transcribe audio using Deepgram Nova-3 with diarization, with caching support"""
         try:
             # Validate file exists and is readable
             if not os.path.exists(audio_path):
                 self.logger.error(f"Audio file not found: {audio_path}")
                 return None
-                
+
             file_size = os.path.getsize(audio_path)
-            self.logger.info(f"Starting transcription of {audio_path} (size: {file_size:,} bytes)")
-            
+            self.logger.info(
+                f"Starting transcription of {audio_path} (size: {file_size:,} bytes)"
+            )
+
             # Create parameters for cache key
             api_params = {
                 "model": "nova-3",
@@ -159,31 +190,32 @@ def transcribe_audio(self, audio_path: str, use_cache: bool = True, diarize: boo
                 "utterances": diarize,  # Only use utterances if diarizing
                 "paragraphs": True,
             }
-            
+
             # Check cache first if enabled
             if use_cache:
                 self.logger.info(f"Checking cache for {audio_path}")
                 cached_response = get_cached_deepgram_response(audio_path, api_params)
                 if cached_response:
                     self.logger.info(f"✅ Found cached transcription for {audio_path}")
+
                     # Create a mock response object that behaves like Deepgram response
                     class CachedResponse:
                         def __init__(self, data):
-                            self.results = data.get('results')
+                            self.results = data.get("results")
                             self._data = data
-                        
+
                         def to_dict(self):
                             return self._data
-                    
+
                     return CachedResponse(cached_response)
-            
+
             # Read audio file for API call
             with open(audio_path, "rb") as audio_file:
                 buffer_data = audio_file.read()
-            
+
             # Create proper source object for Deepgram SDK
             source = {"buffer": buffer_data}
-            
+
             options = PrerecordedOptions(
                 model="nova-3",
                 diarize=diarize,
@@ -194,98 +226,118 @@ def to_dict(self):
                 utterances=diarize,  # Only use utterances if diarizing
                 paragraphs=True,
             )
-            
-            self.logger.info(f"💸 Making Deepgram API call for {audio_path} (no cache found)")
-            
+
+            self.logger.info(
+                f"💸 Making Deepgram API call for {audio_path} (no cache found)"
+            )
+
             # Use the correct API method for latest SDK - sync version
             response = self.deepgram.listen.rest.v("1").transcribe_file(
                 source=source, options=options
             )
-            
-            if response and hasattr(response, 'results'):
-                self.logger.info(f"Transcription completed successfully for {audio_path}")
-                
+
+            if response and hasattr(response, "results"):
+                self.logger.info(
+                    f"Transcription completed successfully for {audio_path}"
+                )
+
                 # Cache the response if caching is enabled
                 if use_cache:
                     try:
-                        cache_key = cache_deepgram_response(audio_path, response, api_params)
-                        self.logger.info(f"💾 Cached transcription response with key: {cache_key}")
+                        cache_key = cache_deepgram_response(
+                            audio_path, response, api_params
+                        )
+                        self.logger.info(
+                            f"💾 Cached transcription response with key: {cache_key}"
+                        )
                     except Exception as cache_error:
-                        self.logger.warning(f"Failed to cache response: {str(cache_error)}")
-                
+                        self.logger.warning(
+                            f"Failed to cache response: {str(cache_error)}"
+                        )
+
                 return response
             else:
                 self.logger.error(f"Invalid response received for {audio_path}")
                 return None
-            
+
         except Exception as e:
-            self.logger.error(f"Transcription error for {audio_path}: {str(e)}", exc_info=True)
+            self.logger.error(
+                f"Transcription error for {audio_path}: {str(e)}", exc_info=True
+            )
             return None
-    
+
     def save_raw_json(self, response, title: str, segment_num: int):
         """Save raw Deepgram response as JSON"""
         try:
             raw_json_dir = Path("_raw_json")
             raw_json_dir.mkdir(exist_ok=True)
-            
+
             filename = f"{title}-{segment_num}.json"
             filepath = raw_json_dir / filename
-            
+
             # Convert Deepgram response to dictionary
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-            
-            with open(filepath, 'w') as f:
+
+            with open(filepath, "w") as f:
                 json.dump(response_dict, f, indent=2)
-                
+
             self.logger.info(f"Saved raw JSON to: {filepath}")
-            
+
         except Exception as e:
-            self.logger.error(f"Failed to save raw JSON for {title}-{segment_num}: {str(e)}", exc_info=True)
-    
+            self.logger.error(
+                f"Failed to save raw JSON for {title}-{segment_num}: {str(e)}",
+                exc_info=True,
+            )
+
     def format_transcript(self, response, title: str, segment_num: int):
         """Format transcript with speaker info and timestamps"""
         try:
             # Convert response to dict if needed
-            if hasattr(response, 'to_dict'):
+            if hasattr(response, "to_dict"):
                 response_dict = response.to_dict()
-            elif hasattr(response, '__dict__'):
+            elif hasattr(response, "__dict__"):
                 response_dict = response.__dict__
             else:
                 response_dict = dict(response)
-                
-            if not response_dict or 'results' not in response_dict:
-                self.logger.warning(f"No results found in response for {title}-{segment_num}")
+
+            if not response_dict or "results" not in response_dict:
+                self.logger.warning(
+                    f"No results found in response for {title}-{segment_num}"
+                )
                 return
-        
+
             output_dir = Path("output")
             output_dir.mkdir(exist_ok=True)
-            
+
             filename = f"{title}-{segment_num}-transcript.txt"
             filepath = output_dir / filename
-            
-            with open(filepath, 'w') as f:
+
+            with open(filepath, "w") as f:
                 f.write(f"Transcript: {title} - Segment {segment_num}\n")
                 f.write("=" * 50 + "\n\n")
-                
+
                 # Use word-level speaker changes for better formatting (like our working approach)
-                if 'channels' in response_dict['results'] and response_dict['results']['channels']:
-                    channels = response_dict['results']['channels']
-                    if channels and 'alternatives' in channels[0]:
-                        words = channels[0]['alternatives'][0].get('words', [])
-                        
+                if (
+                    "channels" in response_dict["results"]
+                    and response_dict["results"]["channels"]
+                ):
+                    channels = response_dict["results"]["channels"]
+                    if channels and "alternatives" in channels[0]:
+                        words = channels[0]["alternatives"][0].get("words", [])
+
                         if words:
                             # Group words by speaker changes for cleaner output
                             current_speaker = None
                             current_segment = []
-                            
+
                             for word in words:
-                                speaker = word.get('speaker', 0)
-                                
+                                speaker = word.get("speaker", 0)
+
                                 if current_speaker is None:
                                     current_speaker = speaker
                                     current_segment = [word]
@@ -294,74 +346,99 @@ def format_transcript(self, response, title: str, segment_num: int):
                                 else:
                                     # Speaker change - write current segment
                                     if current_segment:
-                                        start_time = current_segment[0].get('start', 0)
-                                        end_time = current_segment[-1].get('end', 0)
-                                        text = ' '.join([w.get('punctuated_word', w.get('word', '')) for w in current_segment])
-                                        
+                                        start_time = current_segment[0].get("start", 0)
+                                        end_time = current_segment[-1].get("end", 0)
+                                        text = " ".join(
+                                            [
+                                                w.get(
+                                                    "punctuated_word", w.get("word", "")
+                                                )
+                                                for w in current_segment
+                                            ]
+                                        )
+
                                         # Format time as MM:SS
-                                        start_min, start_sec = divmod(int(start_time), 60)
+                                        start_min, start_sec = divmod(
+                                            int(start_time), 60
+                                        )
                                         end_min, end_sec = divmod(int(end_time), 60)
-                                        
-                                        f.write(f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                                    
+
+                                        f.write(
+                                            f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                                        )
+
                                     # Start new segment
                                     current_speaker = speaker
                                     current_segment = [word]
-                            
+
                             # Write final segment
                             if current_segment:
-                                start_time = current_segment[0].get('start', 0)
-                                end_time = current_segment[-1].get('end', 0)
-                                text = ' '.join([w.get('punctuated_word', w.get('word', '')) for w in current_segment])
-                                
+                                start_time = current_segment[0].get("start", 0)
+                                end_time = current_segment[-1].get("end", 0)
+                                text = " ".join(
+                                    [
+                                        w.get("punctuated_word", w.get("word", ""))
+                                        for w in current_segment
+                                    ]
+                                )
+
                                 start_min, start_sec = divmod(int(start_time), 60)
                                 end_min, end_sec = divmod(int(end_time), 60)
-                                
-                                f.write(f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                        
+
+                                f.write(
+                                    f"Speaker {current_speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                                )
+
                         # Fallback to basic transcript if no words
-                        elif 'transcript' in channels[0]['alternatives'][0]:
-                            f.write(f"Transcript: {channels[0]['alternatives'][0]['transcript']}\n\n")
-                
+                        elif "transcript" in channels[0]["alternatives"][0]:
+                            f.write(
+                                f"Transcript: {channels[0]['alternatives'][0]['transcript']}\n\n"
+                            )
+
                 # Fallback for utterances if they exist (legacy support)
-                elif 'utterances' in response_dict['results']:
-                    for utterance in response_dict['results']['utterances']:
-                        speaker = utterance.get('speaker', 0)
-                        start_time = utterance.get('start', 0)
-                        end_time = utterance.get('end', 0)
-                        text = utterance.get('transcript', '')
-                        
+                elif "utterances" in response_dict["results"]:
+                    for utterance in response_dict["results"]["utterances"]:
+                        speaker = utterance.get("speaker", 0)
+                        start_time = utterance.get("start", 0)
+                        end_time = utterance.get("end", 0)
+                        text = utterance.get("transcript", "")
+
                         # Format time as MM:SS
                         start_min, start_sec = divmod(int(start_time), 60)
                         end_min, end_sec = divmod(int(end_time), 60)
-                        
-                        f.write(f"Speaker {speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n")
-                                    
+
+                        f.write(
+                            f"Speaker {speaker} [{start_min:02d}:{start_sec:02d} - {end_min:02d}:{end_sec:02d}]: {text}\n\n"
+                        )
+
             self.logger.info(f"Saved transcript to: {filepath}")
-            
+
         except Exception as e:
-            self.logger.error(f"Failed to format transcript for {title}-{segment_num}: {str(e)}", exc_info=True)
-    
+            self.logger.error(
+                f"Failed to format transcript for {title}-{segment_num}: {str(e)}",
+                exc_info=True,
+            )
+
     async def process_youtube_url(self, url: str):
         """Process a single YouTube URL through the entire pipeline"""
         print(f"Processing: {url}")
-        
+
         # First, get video info to check if files already exist
         try:
-            ydl_opts = {'quiet': True}
+            ydl_opts = {"quiet": True}
             with yt_dlp.YoutubeDL(ydl_opts) as ydl:
                 info = ydl.extract_info(url, download=False)
-                title = self.sanitize_filename(info['title'])
-                duration = info.get('duration', 0)
+                title = self.sanitize_filename(info["title"])
+                duration = info.get("duration", 0)
         except Exception as e:
             self.logger.error(f"Failed to extract video info for {url}: {str(e)}")
             raise
-        
+
         # Check if audio segments already exist
         existing_segments = []
         duration_minutes = duration / 60
         expected_segments = max(1, int((duration + 599) // 600))  # 10-minute segments
-        
+
         all_segments_exist = True
         for i in range(1, expected_segments + 1):
             segment_path = f"{title}-{i}.wav"
@@ -371,47 +448,51 @@ async def process_youtube_url(self, url: str):
             else:
                 all_segments_exist = False
                 break
-        
+
         # Download audio only if segments don't exist
         if all_segments_exist:
-            print(f"Skipping download - found {len(existing_segments)} existing audio segments")
+            print(
+                f"Skipping download - found {len(existing_segments)} existing audio segments"
+            )
             segments = existing_segments
         else:
             print("Downloading audio...")
             audio_path, title = self.download_audio(url)
-            
+
             # Segment audio
             print("Segmenting audio...")
             segments = self.segment_audio(audio_path, title)
-        
+
         print(f"Created {len(segments)} segment(s)")
-        
+
         # Transcribe each segment
         for i, segment_path in enumerate(segments, 1):
             # Check if transcription already exists
             raw_json_path = Path("_raw_json") / f"{title}-{i}.json"
             transcript_path = Path("output") / f"{title}-{i}-transcript.txt"
-            
+
             if raw_json_path.exists() and transcript_path.exists():
-                print(f"Skipping transcription for segment {i}/{len(segments)} - files already exist")
+                print(
+                    f"Skipping transcription for segment {i}/{len(segments)} - files already exist"
+                )
                 self.logger.info(f"Found existing transcription files for segment {i}")
                 continue
-            
+
             print(f"Transcribing segment {i}/{len(segments)}: {segment_path}")
-            
+
             response = self.transcribe_audio(segment_path)
-            
+
             if response:
                 # Save raw JSON
                 self.save_raw_json(response, title, i)
-                
+
                 # Format and save transcript
                 self.format_transcript(response, title, i)
-                
+
                 print(f"Completed segment {i}")
             else:
                 print(f"Failed to transcribe segment {i}")
-    
+
     async def process_urls(self, urls: List[str]):
         """Process multiple YouTube URLs"""
         for url in urls:
@@ -419,4 +500,4 @@ async def process_urls(self, urls: List[str]):
                 await self.process_youtube_url(url)
                 print(f"Successfully processed: {url}\n")
             except Exception as e:
-                print(f"Error processing {url}: {e}\n")
\ No newline at end of file
+                print(f"Error processing {url}: {e}\n")
diff --git a/extras/speaker-recognition/ssl/generate-ssl.sh b/extras/speaker-recognition/ssl/generate-ssl.sh
deleted file mode 100755
index 6ef71bd8..00000000
--- a/extras/speaker-recognition/ssl/generate-ssl.sh
+++ /dev/null
@@ -1,89 +0,0 @@
-#!/bin/bash
-set -e
-
-# Generate self-signed SSL certificate for Chronicle Advanced Backend
-# Supports localhost, IP addresses, and domain names
-
-SERVER_ADDRESS="$1"
-
-if [ -z "$SERVER_ADDRESS" ]; then
-    echo "Usage: $0 <ip-or-domain>"
-    echo "Example: $0 100.83.66.30"
-    echo "Example: $0 kraken.tail168755.ts.net"
-    exit 1
-fi
-
-# Detect if it's an IP address or domain name
-if echo "$SERVER_ADDRESS" | grep -E '^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$' > /dev/null; then
-    IS_IP=true
-    echo "Generating SSL certificate for localhost and IP: $SERVER_ADDRESS"
-else
-    IS_IP=false
-    echo "Generating SSL certificate for localhost and domain: $SERVER_ADDRESS"
-fi
-
-# Determine the output directory - we should be in backends/advanced when running
-SSL_DIR="ssl"
-if [ -d "$SSL_DIR" ]; then
-    # We're in the parent directory
-    OUTPUT_DIR="$SSL_DIR"
-else
-    # We're already in the ssl directory
-    OUTPUT_DIR="."
-fi
-
-# Create certificate configuration with Subject Alternative Names
-cat > $OUTPUT_DIR/server.conf << EOF
-[req]
-distinguished_name = req_distinguished_name
-req_extensions = v3_req
-prompt = no
-
-[req_distinguished_name]
-C = US
-ST = CA
-L = SF
-O = Dev
-CN = localhost
-
-[v3_req]
-keyUsage = critical, digitalSignature, keyEncipherment
-extendedKeyUsage = serverAuth, clientAuth
-subjectAltName = @alt_names
-
-[alt_names]
-DNS.1 = localhost
-DNS.2 = *.localhost
-IP.1 = 127.0.0.1
-EOF
-
-# Add custom address as either IP or DNS
-if [ "$IS_IP" = true ]; then
-    echo "IP.2 = $SERVER_ADDRESS" >> $OUTPUT_DIR/server.conf
-else
-    echo "DNS.3 = $SERVER_ADDRESS" >> $OUTPUT_DIR/server.conf
-fi
-
-# Generate private key
-openssl genrsa -out $OUTPUT_DIR/server.key 2048
-
-# Generate certificate signing request
-openssl req -new -key $OUTPUT_DIR/server.key -out $OUTPUT_DIR/server.csr -config $OUTPUT_DIR/server.conf
-
-# Generate self-signed certificate
-openssl x509 -req -in $OUTPUT_DIR/server.csr -signkey $OUTPUT_DIR/server.key -out $OUTPUT_DIR/server.crt -days 365 -extensions v3_req -extfile $OUTPUT_DIR/server.conf
-
-# Clean up
-rm $OUTPUT_DIR/server.csr $OUTPUT_DIR/server.conf
-
-# Set appropriate permissions
-chmod 600 $OUTPUT_DIR/server.key
-chmod 644 $OUTPUT_DIR/server.crt
-
-echo "SSL certificate generated successfully"
-echo "   - Certificate: $OUTPUT_DIR/server.crt"
-echo "   - Private key: $OUTPUT_DIR/server.key"
-echo "   - Valid for: localhost, *.localhost, 127.0.0.1, $SERVER_ADDRESS"
-echo ""
-echo "Certificate Details:"
-openssl x509 -in $OUTPUT_DIR/server.crt -text -noout | grep -A 1 "Subject Alternative Name" || echo "   (Certificate generated successfully)"
diff --git a/extras/speaker-recognition/tests/test_enrollment_audio_dedup.py b/extras/speaker-recognition/tests/test_enrollment_audio_dedup.py
new file mode 100644
index 00000000..20a1cbea
--- /dev/null
+++ b/extras/speaker-recognition/tests/test_enrollment_audio_dedup.py
@@ -0,0 +1,33 @@
+from types import SimpleNamespace
+
+from simple_speaker_recognition.api.routers import enrollment
+from simple_speaker_recognition.api.routers.enrollment import (
+    audio_content_hash,
+    existing_enrollment_hashes,
+)
+
+
+def test_audio_content_hash_matches_across_different_filenames():
+    audio = b"RIFF same encoded audio content"
+
+    assert audio_content_hash(audio) == audio_content_hash(audio)
+    assert audio_content_hash(audio) != audio_content_hash(audio + b" changed")
+
+
+def test_existing_hashes_detect_same_audio_under_a_different_filename(
+    tmp_path, monkeypatch
+):
+    enrollment_dir = tmp_path / "enrollment_audio"
+    speaker_dir = enrollment_dir / "1" / "ankush"
+    speaker_dir.mkdir(parents=True)
+    audio = b"RIFF duplicate clip"
+    (speaker_dir / "005150.wav").write_bytes(audio)
+    monkeypatch.setattr(
+        enrollment,
+        "get_auth",
+        lambda: SimpleNamespace(enrollment_audio_dir=enrollment_dir),
+    )
+
+    hashes = existing_enrollment_hashes(1, "ankush")
+
+    assert audio_content_hash(audio) in hashes
diff --git a/extras/speaker-recognition/tests/test_enrollment_audit_reviews.py b/extras/speaker-recognition/tests/test_enrollment_audit_reviews.py
new file mode 100644
index 00000000..de8de1ba
--- /dev/null
+++ b/extras/speaker-recognition/tests/test_enrollment_audit_reviews.py
@@ -0,0 +1,58 @@
+import json
+
+import numpy as np
+from sqlalchemy import create_engine
+from sqlalchemy.orm import sessionmaker
+
+from simple_speaker_recognition.core.enrollment_audit import compute_audit
+from simple_speaker_recognition.database import Base
+from simple_speaker_recognition.database.models import (
+    EnrollmentAuditDecision,
+    Speaker,
+    SpeakerAudioSegment,
+    User,
+)
+
+
+def test_confirmed_correct_clip_no_longer_counts_as_flagged():
+    engine = create_engine("sqlite:///:memory:")
+    Base.metadata.create_all(engine)
+    session = sessionmaker(bind=engine)()
+    session.add(User(id=1, username="owner"))
+    session.add(Speaker(id="speaker-1", name="Vipul", user_id=1))
+    session.flush()
+
+    vectors = [np.array([1.0, 0.0]), np.array([-1.0, 0.0])]
+    segments = []
+    for index, vector in enumerate(vectors):
+        segment = SpeakerAudioSegment(
+            speaker_id="speaker-1",
+            audio_file_path=f"1/speaker-1/{index}.wav",
+            start_time=0,
+            end_time=3,
+            duration_seconds=3,
+            embedding=json.dumps(vector.tolist()),
+        )
+        session.add(segment)
+        segments.append(segment)
+    session.commit()
+
+    before = compute_audit(session, user_id=1)["speakers"][0]
+    assert before["n_flagged"] == 2
+
+    session.add(
+        EnrollmentAuditDecision(
+            segment_id=segments[0].id,
+            decision="confirmed_correct",
+        )
+    )
+    session.commit()
+
+    after = compute_audit(session, user_id=1)["speakers"][0]
+    reviewed = next(
+        clip for clip in after["clips"] if clip["segment_id"] == segments[0].id
+    )
+    assert after["n_flagged"] == 1
+    assert reviewed["flags"] == []
+    assert reviewed["heuristic_flags"] == ["junk"]
+    assert reviewed["review_state"] == "confirmed_correct"
diff --git a/extras/speaker-recognition/tests/test_enrollment_manifest_cleanup.py b/extras/speaker-recognition/tests/test_enrollment_manifest_cleanup.py
new file mode 100644
index 00000000..f6fb23c7
--- /dev/null
+++ b/extras/speaker-recognition/tests/test_enrollment_manifest_cleanup.py
@@ -0,0 +1,80 @@
+import asyncio
+import json
+from types import SimpleNamespace
+
+from sqlalchemy import create_engine
+from sqlalchemy.orm import sessionmaker
+
+from simple_speaker_recognition.api.routers import enrollment_audit
+from simple_speaker_recognition.database import Base
+from simple_speaker_recognition.database.models import Speaker, SpeakerAudioSegment, User
+
+
+def test_delete_segment_removes_audio_from_enrollment_manifest(tmp_path, monkeypatch):
+    engine = create_engine("sqlite:///:memory:")
+    Base.metadata.create_all(engine)
+    session_factory = sessionmaker(bind=engine)
+
+    session = session_factory()
+    session.add(User(id=1, username="owner"))
+    session.add(Speaker(id="speaker-1", name="Speaker", user_id=1))
+    segment = SpeakerAudioSegment(
+        speaker_id="speaker-1",
+        audio_file_path="1/speaker-1/clip.wav",
+        start_time=0,
+        end_time=1,
+        duration_seconds=1,
+        embedding=json.dumps([1.0, 0.0]),
+    )
+    session.add(segment)
+    session.commit()
+    segment_id = segment.id
+    session.close()
+
+    enrollment_dir = tmp_path / "enrollment_audio"
+    speaker_dir = enrollment_dir / "1" / "speaker-1"
+    speaker_dir.mkdir(parents=True)
+    audio_path = speaker_dir / "clip.wav"
+    audio_path.write_bytes(b"audio")
+    manifest_path = speaker_dir / "enrollment_manifest.json"
+    manifest_path.write_text(
+        json.dumps(
+            {
+                "speaker_id": "speaker-1",
+                "user_id": 1,
+                "total_files": 1,
+                "audio_files": [
+                    {
+                        "filename": "clip.wav",
+                        "path": "1/speaker-1/clip.wav",
+                    }
+                ],
+            }
+        )
+    )
+
+    monkeypatch.setattr(enrollment_audit, "get_db_session", session_factory)
+    monkeypatch.setattr(
+        enrollment_audit,
+        "get_auth",
+        lambda: SimpleNamespace(
+            enrollment_audio_dir=enrollment_dir,
+            data_dir=tmp_path,
+        ),
+    )
+    monkeypatch.setattr(
+        enrollment_audit, "recompute_speaker_centroid", lambda *args: None
+    )
+
+    result = asyncio.run(
+        enrollment_audit.delete_segment(segment_id, hard=False, db=SimpleNamespace())
+    )
+
+    assert result["deleted"] is True
+    assert not audio_path.exists()
+    assert (tmp_path / "quarantine" / "speaker-1" / f"{segment_id}_clip.wav").exists()
+    manifest = json.loads(manifest_path.read_text())
+    assert manifest["audio_files"] == []
+    assert manifest["total_files"] == 0
+    with session_factory() as verification_session:
+        assert verification_session.get(SpeakerAudioSegment, segment_id) is None
diff --git a/extras/speaker-recognition/tests/test_speaker_service_integration.py b/extras/speaker-recognition/tests/test_speaker_service_integration.py
index 1ee60bd7..c4b60a41 100644
--- a/extras/speaker-recognition/tests/test_speaker_service_integration.py
+++ b/extras/speaker-recognition/tests/test_speaker_service_integration.py
@@ -44,7 +44,11 @@
     "docker-compose-test.yml",
 )
 
-SPEAKER_SERVICE_PORT = int(os.environ.get("SPEAKER_SERVICE_TEST_PORT", os.environ.get("SPEAKER_SERVICE_PORT", "8086")))
+SPEAKER_SERVICE_PORT = int(
+    os.environ.get(
+        "SPEAKER_SERVICE_TEST_PORT", os.environ.get("SPEAKER_SERVICE_PORT", "8086")
+    )
+)
 SPEAKER_SERVICE_URL = f"http://localhost:{SPEAKER_SERVICE_PORT}"
 
 
@@ -64,7 +68,9 @@ def _wait_for_health(url: str, timeout_seconds: int = 300) -> None:
         except Exception as e:
             last_error = str(e)
         time.sleep(3)
-    raise TimeoutError(f"Speaker service not healthy at {url} within {timeout_seconds}s: {last_error}")
+    raise TimeoutError(
+        f"Speaker service not healthy at {url} within {timeout_seconds}s: {last_error}"
+    )
 
 
 def _compose_up():
@@ -79,7 +85,9 @@ def _compose_up():
     if "HF_TOKEN" not in env:
         pytest.skip("HF_TOKEN not set; skipping speaker recognition integration tests")
     if not _command_exists("docker"):
-        pytest.skip("Docker not available; skipping speaker recognition integration tests")
+        pytest.skip(
+            "Docker not available; skipping speaker recognition integration tests"
+        )
 
     # Determine build flag based on REBUILD setting
     compose_args = [
@@ -90,18 +98,20 @@ def _compose_up():
         "up",
         "-d",
     ]
-    
+
     if REBUILD:
         compose_args.append("--build")
         print(f"🔨 Rebuilding images from source (REBUILD=True)")
     else:
         print(f"🏗️ Using existing images (REBUILD=False)")
-    
+
     # Service name varies by compose file
     compose_args.append(
-        "speaker-service-test" if COMPOSE_FILE.name.endswith("docker-compose-test.yml") else "speaker-service"
+        "speaker-service-test"
+        if COMPOSE_FILE.name.endswith("docker-compose-test.yml")
+        else "speaker-service"
     )
-    
+
     try:
         subprocess.run(
             compose_args,
@@ -114,7 +124,10 @@ def _compose_up():
         print(f"Docker Compose build failed with exit code {e.returncode}")
         print("Attempting to show Docker logs...")
         try:
-            subprocess.run(["docker", "compose", "-f", str(COMPOSE_FILE), "logs"], cwd=str(SPEAKER_DIR))
+            subprocess.run(
+                ["docker", "compose", "-f", str(COMPOSE_FILE), "logs"],
+                cwd=str(SPEAKER_DIR),
+            )
         except Exception:
             pass
         raise
@@ -139,11 +152,15 @@ def _compose_down():
 def speaker_service():
     try:
         if FRESH_RUN:
-            print(f"🔄 Fresh run: starting with clean containers and data (FRESH_RUN=True)")
+            print(
+                f"🔄 Fresh run: starting with clean containers and data (FRESH_RUN=True)"
+            )
             _compose_down()  # Ensure clean state
         else:
-            print(f"♻️ Reuse mode: keeping existing containers and data if available (FRESH_RUN=False)")
-        
+            print(
+                f"♻️ Reuse mode: keeping existing containers and data if available (FRESH_RUN=False)"
+            )
+
         _compose_up()
         _wait_for_health(SPEAKER_SERVICE_URL, timeout_seconds=600)
         yield
@@ -153,129 +170,165 @@ def speaker_service():
             print(f"🧹 Cleaning up containers (CLEANUP_CONTAINERS=True)")
             _compose_down()
         else:
-            print(f"🗂️ Keeping containers running for debugging (CLEANUP_CONTAINERS=False)")
+            print(
+                f"🗂️ Keeping containers running for debugging (CLEANUP_CONTAINERS=False)"
+            )
 
 
 def test_speaker_recognition_pipeline(speaker_service):
     """Test the complete speaker recognition pipeline - enrollment, identification, and conversation analysis."""
-    
+
     print("=" * 80)
     print("🚀 STARTING SPEAKER RECOGNITION INTEGRATION TEST")
     print("=" * 80)
-    
+
     # Phase 1: Service Health Check
     print("📋 Phase 1: Service health check...")
     health_response = requests.get(f"{SPEAKER_SERVICE_URL}/health", timeout=10)
-    assert health_response.status_code == 200, f"Health check failed: {health_response.status_code}"
+    assert (
+        health_response.status_code == 200
+    ), f"Health check failed: {health_response.status_code}"
     print("✅ Speaker service is healthy")
-    
+
     # Phase 2: Test Assets Verification
     print("📁 Phase 2: Verifying test assets...")
     evan_dir = TEST_ASSETS_DIR / "evan"
     katelyn_dir = TEST_ASSETS_DIR / "katelyn"
     conversation_file = TEST_ASSETS_DIR / "conversation_evan_katelyn_2min.wav"
-    
+
     assert evan_dir.exists(), f"Evan test assets not found at {evan_dir}"
     assert katelyn_dir.exists(), f"Katelyn test assets not found at {katelyn_dir}"
-    assert conversation_file.exists(), f"Conversation file not found at {conversation_file}"
-    
+    assert (
+        conversation_file.exists()
+    ), f"Conversation file not found at {conversation_file}"
+
     evan_files = list(evan_dir.glob("*.wav"))
     katelyn_files = list(katelyn_dir.glob("*.wav"))
     assert len(evan_files) > 0, "No Evan audio files found"
     assert len(katelyn_files) > 0, "No Katelyn audio files found"
-    
-    print(f"✅ Found {len(evan_files)} Evan files and {len(katelyn_files)} Katelyn files")
-    
+
+    print(
+        f"✅ Found {len(evan_files)} Evan files and {len(katelyn_files)} Katelyn files"
+    )
+
     # Phase 3: Speaker Enrollment
     print("👤 Phase 3: Speaker enrollment...")
-    
+
     # 3a. Batch enroll Evan
     print(f"  Enrolling Evan with {len(evan_files)} audio files...")
     files = []
     for i, file_path in enumerate(sorted(evan_files)):
-        files.append(("files", (f"evan_{i:03d}.wav", open(file_path, "rb"), "audio/wav")))
-    
+        files.append(
+            ("files", (f"evan_{i:03d}.wav", open(file_path, "rb"), "audio/wav"))
+        )
+
     data = {"speaker_id": "user_1_evan_test", "speaker_name": "Evan Test"}
-    r = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120)
-    
+    r = requests.post(
+        f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120
+    )
+
     # Close file handles
     for _, file_tuple in files:
         file_tuple[1].close()
-    
-    assert r.status_code == 200, f"Evan enrollment failed: {r.status_code} {r.text[:500]}"
+
+    assert (
+        r.status_code == 200
+    ), f"Evan enrollment failed: {r.status_code} {r.text[:500]}"
     evan_result = r.json()
     assert evan_result.get("speaker_id") == "user_1_evan_test"
     print(f"  ✅ Evan enrolled successfully")
-    
+
     # 3b. Batch enroll Katelyn
     print(f"  Enrolling Katelyn with {len(katelyn_files)} audio files...")
     files = []
     for i, file_path in enumerate(sorted(katelyn_files)):
-        files.append(("files", (f"katelyn_{i:03d}.wav", open(file_path, "rb"), "audio/wav")))
-    
+        files.append(
+            ("files", (f"katelyn_{i:03d}.wav", open(file_path, "rb"), "audio/wav"))
+        )
+
     data = {"speaker_id": "user_1_katelyn_test", "speaker_name": "Katelyn Test"}
-    r = requests.post(f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120)
-    
+    r = requests.post(
+        f"{SPEAKER_SERVICE_URL}/enroll/batch", files=files, data=data, timeout=120
+    )
+
     # Close file handles
     for _, file_tuple in files:
         file_tuple[1].close()
-    
-    assert r.status_code == 200, f"Katelyn enrollment failed: {r.status_code} {r.text[:500]}"
+
+    assert (
+        r.status_code == 200
+    ), f"Katelyn enrollment failed: {r.status_code} {r.text[:500]}"
     katelyn_result = r.json()
     assert katelyn_result.get("speaker_id") == "user_1_katelyn_test"
     print(f"  ✅ Katelyn enrolled successfully")
-    
+
     # Phase 4: Speaker Database Verification
     print("💾 Phase 4: Speaker database verification...")
-    speakers_response = requests.get(f"{SPEAKER_SERVICE_URL}/speakers?user_id=1", timeout=10)
-    assert speakers_response.status_code == 200, f"Failed to get speakers: {speakers_response.status_code}"
+    speakers_response = requests.get(
+        f"{SPEAKER_SERVICE_URL}/speakers?user_id=1", timeout=10
+    )
+    assert (
+        speakers_response.status_code == 200
+    ), f"Failed to get speakers: {speakers_response.status_code}"
     speakers_data = speakers_response.json()
-    
+
     assert "speakers" in speakers_data, "No speakers field in response"
     speakers = speakers_data["speakers"]
     assert len(speakers) == 2, f"Expected 2 speakers, got {len(speakers)}"
-    
+
     speaker_ids = [s["id"] for s in speakers]
     assert "user_1_evan_test" in speaker_ids, "Evan not found in speaker list"
     assert "user_1_katelyn_test" in speaker_ids, "Katelyn not found in speaker list"
     print("✅ Both speakers persisted correctly in database")
-    
+
     # Phase 5: Individual Speaker Identification
     print("🔍 Phase 5: Individual speaker identification...")
-    
+
     # 5a. Test Evan identification
     evan_test_file = sorted(evan_files)[0]
     with open(evan_test_file, "rb") as f:
         files = {"file": (evan_test_file.name, f, "audio/wav")}
         data = {"similarity_threshold": "0.10", "user_id": "1"}
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60)
-    
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60
+        )
+
     assert r.status_code == 200, f"Evan identify failed: {r.status_code} {r.text[:500]}"
     result = r.json()
     assert result.get("found") is True, "Evan not identified"
-    assert result.get("speaker_id") == "user_1_evan_test", f"Wrong speaker identified: {result.get('speaker_id')}"
+    assert (
+        result.get("speaker_id") == "user_1_evan_test"
+    ), f"Wrong speaker identified: {result.get('speaker_id')}"
     evan_confidence = result.get("confidence")
     assert isinstance(evan_confidence, (int, float)), "Invalid confidence value"
     print(f"  ✅ Evan correctly identified with confidence {evan_confidence:.3f}")
-    
+
     # 5b. Test Katelyn identification
     katelyn_test_file = sorted(katelyn_files)[0]
     with open(katelyn_test_file, "rb") as f:
         files = {"file": (katelyn_test_file.name, f, "audio/wav")}
         data = {"similarity_threshold": "0.10", "user_id": "1"}
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60)
-    
-    assert r.status_code == 200, f"Katelyn identify failed: {r.status_code} {r.text[:500]}"
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/identify", files=files, data=data, timeout=60
+        )
+
+    assert (
+        r.status_code == 200
+    ), f"Katelyn identify failed: {r.status_code} {r.text[:500]}"
     result = r.json()
     assert result.get("found") is True, "Katelyn not identified"
-    assert result.get("speaker_id") == "user_1_katelyn_test", f"Wrong speaker identified: {result.get('speaker_id')}"
+    assert (
+        result.get("speaker_id") == "user_1_katelyn_test"
+    ), f"Wrong speaker identified: {result.get('speaker_id')}"
     katelyn_confidence = result.get("confidence")
     assert isinstance(katelyn_confidence, (int, float)), "Invalid confidence value"
     print(f"  ✅ Katelyn correctly identified with confidence {katelyn_confidence:.3f}")
-    
+
     # Phase 6: Conversation Processing (Basic API Functionality)
     print("🗣️ Phase 6: Conversation processing...")
-    print("  Note: Testing API functionality, not requiring perfect speaker identification")
+    print(
+        "  Note: Testing API functionality, not requiring perfect speaker identification"
+    )
 
     with open(conversation_file, "rb") as f:
         files = {"file": (conversation_file.name, f, "audio/wav")}
@@ -287,10 +340,19 @@ def test_speaker_recognition_pipeline(speaker_service):
             "max_speakers": "4",
         }
 
-        print(f"  Processing conversation audio (file size: {conversation_file.stat().st_size / (1024*1024):.1f}MB)...")
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/diarize-and-identify", files=files, params=params, timeout=300)
+        print(
+            f"  Processing conversation audio (file size: {conversation_file.stat().st_size / (1024*1024):.1f}MB)..."
+        )
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/diarize-and-identify",
+            files=files,
+            params=params,
+            timeout=300,
+        )
 
-    assert r.status_code == 200, f"Conversation processing failed: {r.status_code} {r.text[:500]}"
+    assert (
+        r.status_code == 200
+    ), f"Conversation processing failed: {r.status_code} {r.text[:500]}"
     result = r.json()
 
     # Basic structure validation
@@ -304,7 +366,9 @@ def test_speaker_recognition_pipeline(speaker_service):
     identified_speakers = set()
 
     for seg in result["segments"]:
-        assert "start" in seg and "end" in seg and "speaker" in seg, "Invalid segment structure"
+        assert (
+            "start" in seg and "end" in seg and "speaker" in seg
+        ), "Invalid segment structure"
 
         # Check if speaker was identified (correct field names)
         if seg.get("status") == "identified" and seg.get("identified_id"):
@@ -313,9 +377,13 @@ def test_speaker_recognition_pipeline(speaker_service):
             speaker_name = seg.get("identified_as", "")
             confidence = seg.get("confidence", 0.0)
             identified_speakers.add(speaker_id)
-            print(f"    Segment identified: {speaker_name} ({speaker_id}) confidence={confidence:.3f}")
+            print(
+                f"    Segment identified: {speaker_name} ({speaker_id}) confidence={confidence:.3f}"
+            )
 
-    print(f"  ✅ Found {total_segments} segments, {identified_segments} with speaker identification")
+    print(
+        f"  ✅ Found {total_segments} segments, {identified_segments} with speaker identification"
+    )
     print(f"  ✅ Identified speakers: {identified_speakers}")
 
     # Success criteria: API works and produces valid output
@@ -323,36 +391,33 @@ def test_speaker_recognition_pipeline(speaker_service):
     assert total_segments > 0, "No segments produced"
     print("✅ Conversation processing API works correctly")
 
-    # Phase 7: Word-Level Data Validation
-    print("📝 Phase 7: Validating word-level timestamp data in segments...")
-    segments_with_words = 0
-    total_words_found = 0
-
+    # Phase 7: Segment Structure Validation
+    print("📝 Phase 7: Validating segment structure...")
+    # /diarize-and-identify only diarizes and identifies speakers - it does not
+    # transcribe, so its segments carry no word-level data. Word-level timestamps
+    # are validated in Phase 8 against /v1/diarize-identify-match, which is handed
+    # a transcript to match against.
     for seg in result["segments"]:
-        # Each segment should have a words array (empty segments might have empty array)
-        assert "words" in seg, f"Segment missing 'words' field: {seg}"
-        words = seg.get("words", [])
-
-        if len(words) > 0:
-            segments_with_words += 1
-            total_words_found += len(words)
-
-            # Validate word structure
-            for word in words[:3]:  # Check first 3 words of each segment
-                assert "word" in word, f"Word missing 'word' field: {word}"
-                assert "start" in word, f"Word missing 'start' field: {word}"
-                assert "end" in word, f"Word missing 'end' field: {word}"
-                # confidence is optional
-                assert isinstance(word["start"], (int, float)), f"Word 'start' should be numeric: {word}"
-                assert isinstance(word["end"], (int, float)), f"Word 'end' should be numeric: {word}"
-
-    print(f"  ✅ Word-level data: {segments_with_words}/{total_segments} segments have words ({total_words_found} total words)")
-    assert segments_with_words > 0, "No segments contain word-level timestamp data"
-    assert total_words_found > 0, "No words found across all segments"
-    print("✅ Word-level timestamp data validated successfully")
+        assert isinstance(
+            seg["start"], (int, float)
+        ), f"Segment 'start' should be numeric: {seg}"
+        assert isinstance(
+            seg["end"], (int, float)
+        ), f"Segment 'end' should be numeric: {seg}"
+        assert seg["end"] >= seg["start"], f"Segment ends before it starts: {seg}"
+        assert seg.get("status") in {
+            "identified",
+            "unknown",
+            "error",
+        }, f"Unexpected segment status: {seg}"
+
+    print(f"  ✅ All {total_segments} segments have a valid structure")
+    print("✅ Segment structure validated successfully")
 
     # Phase 8: Diarize-Identify-Match Endpoint (Backend Integration Mode)
-    print("🔗 Phase 8: Testing /v1/diarize-identify-match endpoint (backend integration mode)...")
+    print(
+        "🔗 Phase 8: Testing /v1/diarize-identify-match endpoint (backend integration mode)..."
+    )
     print("  This endpoint matches transcript words to diarization segments")
 
     # Create sample transcript_data with word-level timestamps
@@ -366,7 +431,7 @@ def test_speaker_recognition_pipeline(speaker_service):
             {"word": "a", "start": 2.5, "end": 2.6, "confidence": 0.97},
             {"word": "test", "start": 2.7, "end": 3.0, "confidence": 0.94},
             {"word": "conversation", "start": 3.1, "end": 3.8, "confidence": 0.93},
-        ]
+        ],
     }
 
     with open(conversation_file, "rb") as f:
@@ -380,9 +445,16 @@ def test_speaker_recognition_pipeline(speaker_service):
             "max_speakers": "4",
         }
 
-        r = requests.post(f"{SPEAKER_SERVICE_URL}/v1/diarize-identify-match", files=files, data=data, timeout=300)
+        r = requests.post(
+            f"{SPEAKER_SERVICE_URL}/v1/diarize-identify-match",
+            files=files,
+            data=data,
+            timeout=300,
+        )
 
-    assert r.status_code == 200, f"/v1/diarize-identify-match failed: {r.status_code} {r.text[:500]}"
+    assert (
+        r.status_code == 200
+    ), f"/v1/diarize-identify-match failed: {r.status_code} {r.text[:500]}"
     match_result = r.json()
 
     # Validate response structure
@@ -396,7 +468,9 @@ def test_speaker_recognition_pipeline(speaker_service):
 
     for seg in match_segments:
         assert "text" in seg, "Segment missing 'text' field"
-        assert "words" in seg, "Segment missing 'words' field (should include matched transcript words)"
+        assert (
+            "words" in seg
+        ), "Segment missing 'words' field (should include matched transcript words)"
         words = seg.get("words", [])
 
         if len(words) > 0:
@@ -409,7 +483,9 @@ def test_speaker_recognition_pipeline(speaker_service):
                 assert "start" in word, f"Word missing 'start' field: {word}"
                 assert "end" in word, f"Word missing 'end' field: {word}"
 
-    print(f"  ✅ Diarize-identify-match: {match_segments_with_words}/{len(match_segments)} segments have matched words ({match_total_words} total)")
+    print(
+        f"  ✅ Diarize-identify-match: {match_segments_with_words}/{len(match_segments)} segments have matched words ({match_total_words} total)"
+    )
     assert match_segments_with_words > 0, "No segments contain matched transcript words"
     print("✅ /v1/diarize-identify-match endpoint validated successfully")
 
@@ -422,12 +498,16 @@ def test_speaker_recognition_pipeline(speaker_service):
     print(f"✅ Katelyn enrollment: PASS (confidence: {katelyn_confidence:.3f})")
     print(f"✅ Database persistence: PASS (2 speakers)")
     print(f"✅ Individual identification: PASS (both speakers)")
-    print(f"✅ Conversation processing: PASS ({total_segments} segments, {identified_segments} identified)")
-    print(f"✅ Word-level timestamps: PASS ({total_words_found} words in {segments_with_words} segments)")
-    print(f"✅ Diarize-identify-match: PASS ({match_total_words} matched words in {match_segments_with_words} segments)")
+    print(
+        f"✅ Conversation processing: PASS ({total_segments} segments, {identified_segments} identified)"
+    )
+    print(f"✅ Segment structure: PASS ({total_segments} segments)")
+    print(
+        f"✅ Diarize-identify-match: PASS ({match_total_words} matched words in {match_segments_with_words} segments)"
+    )
     print("=" * 80)
 
 
 if __name__ == "__main__":
     # Run tests directly
-    pytest.main([__file__, "-v", "-s"])
\ No newline at end of file
+    pytest.main([__file__, "-v", "-s"])
diff --git a/extras/speaker-recognition/uv.lock b/extras/speaker-recognition/uv.lock
index 363d5802..0b0d1dd5 100644
--- a/extras/speaker-recognition/uv.lock
+++ b/extras/speaker-recognition/uv.lock
@@ -1,48 +1,52 @@
 version = 1
 revision = 2
-requires-python = ">=3.10"
+requires-python = ">=3.11, <3.14"
 resolution-markers = [
-    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128'",
-    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128'",
-    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128'",
-    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128'",
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+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+]
+required-markers = [
+    "platform_machine == 'x86_64' and sys_platform == 'linux'",
 ]
 conflicts = [[
     { package = "simple-speaker-recognition", extra = "cpu" },
     { package = "simple-speaker-recognition", extra = "cu126" },
     { package = "simple-speaker-recognition", extra = "cu128" },
+    { package = "simple-speaker-recognition", extra = "strixhalo" },
 ]]
 
 [[package]]
@@ -59,34 +63,16 @@ name = "aiohttp"
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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+    "python_full_version == '3.12.*' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version == '3.12.*' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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@@ -2663,18 +1876,19 @@ version = "11.7.1.2"
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
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+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
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@@ -2689,27 +1903,26 @@ name = "nvidia-cusolver-cu12"
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+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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+    { name = "nvidia-cusparse-cu12", version = "12.5.8.93", source = { registry = "https://pypi.org/simple" } },
+    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" } },
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version >= '3.13' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version == '3.12.*' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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+    { name = "nvidia-nvjitlink-cu12", version = "12.8.93", source = { registry = "https://pypi.org/simple" } },
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 wheels = [
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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@@ -2817,22 +2031,21 @@ name = "nvidia-nvjitlink-cu12"
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+    "python_full_version >= '3.13' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version == '3.12.*' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
+    "python_full_version < '3.12' and extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128' and extra != 'extra-26-simple-speaker-recognition-strixhalo'",
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@@ -2855,13 +2068,14 @@ version = "12.6.77"
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-    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
     "(python_full_version == '3.12.*' and platform_machine != 'aarch64') or (python_full_version == '3.12.*' and sys_platform != 'linux')",
-    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64') or (python_full_version == '3.11.*' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64') or (python_full_version < '3.11' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'",
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@@ -2876,22 +2090,21 @@ name = "nvidia-nvtx-cu12"
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 [[package]]
 name = "pyannote-audio"
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@@ -3831,15 +2956,14 @@ name = "pytorch-metric-learning"
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 [[package]]
@@ -4197,71 +3165,88 @@ name = "simple-speaker-recognition"
 version = "0.1.0"
 source = { editable = "." }
 dependencies = [
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+    { name = "aiohttp" },
+    { name = "alembic" },
+    { name = "deepgram-sdk" },
+    { name = "easy-audio-interfaces" },
+    { name = "faiss-cpu" },
+    { name = "fastapi" },
+    { name = "httpx" },
+    { name = "librosa" },
+    { name = "matplotlib" },
+    { name = "omegaconf" },
+    { name = "pandas" },
+    { name = "plotly" },
+    { name = "pyannote-audio", version = "4.0.4", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'extra-26-simple-speaker-recognition-cpu' or extra == 'extra-26-simple-speaker-recognition-cu126' or extra == 'extra-26-simple-speaker-recognition-cu128' or extra != 'extra-26-simple-speaker-recognition-strixhalo'" },
+    { name = "pyannote-audio", version = "4.0.4", source = { git = "https://github.com/pyannote/pyannote-audio.git#78c0d16a5f558adb1024d112e6857b3204b450b3" }, marker = "(extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "pydantic" },
+    { name = "pydantic-settings" },
+    { name = "pydub" },
+    { name = "python-multipart" },
+    { name = "pyyaml" },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "soundfile" },
+    { name = "sqlalchemy" },
+    { name = "torchcodec" },
+    { name = "umap-learn" },
+    { name = "uvicorn" },
+    { name = "websockets" },
+    { name = "yt-dlp" },
 ]
 
 [package.optional-dependencies]
 cpu = [
-    { name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu121') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "torch", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torch", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(sys_platform != 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cpu", source = { registry = "https://download.pytorch.org/whl/cpu" }, marker = "(platform_machine != 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform != 'darwin' and sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'darwin' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 cu126 = [
-    { name = "torch", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "extra != 'extra-26-simple-speaker-recognition-cu121'" },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "torch", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" } },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra != 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu126", source = { registry = "https://download.pytorch.org/whl/cu126" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 cu128 = [
-    { name = "torch", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "extra != 'extra-26-simple-speaker-recognition-cu121'" },
-    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra != 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu121' and extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "torch", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" } },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
+    { name = "torchaudio", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
 ]
 local-audio = [
-    { name = "easy-audio-interfaces", extra = ["local-audio"], marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "easy-audio-interfaces", extra = ["local-audio"] },
+]
+strixhalo = [
+    { name = "asteroid-filterbanks" },
+    { name = "lightning" },
+    { name = "opentelemetry-api" },
+    { name = "opentelemetry-exporter-otlp" },
+    { name = "opentelemetry-sdk" },
+    { name = "pyannote-audio", version = "4.0.4", source = { git = "https://github.com/pyannote/pyannote-audio.git#78c0d16a5f558adb1024d112e6857b3204b450b3" } },
+    { name = "pyannote-metrics" },
+    { name = "pyannote-pipeline" },
+    { name = "pyannoteai-sdk" },
+    { name = "pytorch-metric-learning" },
+    { name = "torch", version = "2.9.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'never'" },
+    { name = "torch-audiomentations" },
+    { name = "torchaudio", version = "2.9.0", source = { registry = "https://pypi.org/simple" }, marker = "sys_platform == 'never'" },
+    { name = "torchvision", marker = "sys_platform == 'never'" },
 ]
 
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 dev = [
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-    { name = "isort", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "black" },
+    { name = "isort" },
 ]
 test = [
-    { name = "pytest", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
-    { name = "requests", marker = "extra != 'extra-26-simple-speaker-recognition-cu121' or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra != 'extra-26-simple-speaker-recognition-cpu' and extra != 'extra-26-simple-speaker-recognition-cu126' and extra != 'extra-26-simple-speaker-recognition-cu128')" },
+    { name = "pytest" },
+    { name = "requests" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "aiohttp", specifier = ">=3.8.0" },
     { name = "alembic", specifier = ">=1.13.0" },
+    { name = "asteroid-filterbanks", marker = "extra == 'strixhalo'", specifier = ">=0.4.0" },
     { name = "deepgram-sdk", specifier = ">=4.7.0" },
     { name = "easy-audio-interfaces", specifier = ">=0.7.1" },
     { name = "easy-audio-interfaces", extras = ["local-audio"], marker = "extra == 'local-audio'", specifier = ">=0.7.1" },
@@ -4269,33 +3254,46 @@ requires-dist = [
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     { name = "httpx", specifier = ">=0.27.0" },
     { name = "librosa", specifier = ">=0.10.0" },
+    { name = "lightning", marker = "extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "matplotlib", specifier = ">=3.8.0" },
     { name = "omegaconf", specifier = ">=2.3.0" },
+    { name = "opentelemetry-api", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
+    { name = "opentelemetry-exporter-otlp", marker = "extra == 'strixhalo'", specifier = ">=1.34.0" },
+    { name = "opentelemetry-sdk", marker = "extra == 'strixhalo'", specifier = ">=1.39.0" },
     { name = "pandas", specifier = ">=2.0.0" },
     { name = "plotly", specifier = ">=5.18.0" },
     { name = "pyannote-audio", specifier = ">=4.0" },
+    { name = "pyannote-audio", marker = "extra == 'strixhalo'", git = "https://github.com/pyannote/pyannote-audio.git" },
+    { name = "pyannote-metrics", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
+    { name = "pyannote-pipeline", marker = "extra == 'strixhalo'", specifier = ">=4.0.0" },
+    { name = "pyannoteai-sdk", marker = "extra == 'strixhalo'", specifier = ">=0.3.0" },
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     { name = "pydantic-settings", specifier = ">=2.10.1" },
     { name = "pydub", specifier = ">=0.25.1" },
     { name = "python-multipart", specifier = ">=0.0.6" },
+    { name = "pytorch-metric-learning", marker = "extra == 'strixhalo'", specifier = ">=2.8.1" },
     { name = "pyyaml", specifier = ">=6.0.0" },
     { name = "scikit-learn", specifier = ">=1.4.0" },
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     { name = "soundfile", specifier = ">=0.12" },
     { name = "sqlalchemy", specifier = ">=2.0.0" },
+    { name = "torch", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
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     { name = "torch", marker = "extra == 'cu126'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu126", conflict = { package = "simple-speaker-recognition", extra = "cu126" } },
     { name = "torch", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
+    { name = "torch-audiomentations", marker = "extra == 'strixhalo'" },
+    { name = "torchaudio", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=2.0.0" },
     { name = "torchaudio", marker = "extra == 'cpu'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cpu", conflict = { package = "simple-speaker-recognition", extra = "cpu" } },
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     { name = "torchaudio", marker = "extra == 'cu128'", specifier = ">=2.0.0", index = "https://download.pytorch.org/whl/cu128", conflict = { package = "simple-speaker-recognition", extra = "cu128" } },
     { name = "torchcodec", specifier = "<0.10" },
+    { name = "torchvision", marker = "sys_platform == 'never' and extra == 'strixhalo'", specifier = ">=0.15.0" },
     { name = "umap-learn", specifier = ">=0.5.3" },
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     { name = "websockets", specifier = ">=12.0" },
     { name = "yt-dlp", specifier = ">=2025.7.21" },
 ]
-provides-extras = ["local-audio", "cpu", "cu126", "cu128"]
+provides-extras = ["local-audio", "cpu", "cu126", "cu128", "strixhalo"]
 
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@@ -4339,9 +3337,8 @@ name = "soundfile"
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+    { name = "cffi" },
+    { name = "numpy" },
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@@ -4564,27 +3493,22 @@ source = { registry = "https://download.pytorch.org/whl/cpu" }
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 [[package]]
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 [[package]]
@@ -4775,44 +3667,41 @@ version = "2.9.0+cu128"
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@@ -4825,12 +3714,6 @@ wheels = [
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 ]
 
 [[package]]
@@ -4838,20 +3721,20 @@ name = "torch-audiomentations"
 version = "0.12.0"
 source = { registry = "https://pypi.org/simple" }
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+    { name = "torch-pitch-shift" },
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+    "(python_full_version < '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.12' and sys_platform != 'darwin' and sys_platform != 'linux')",
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 [[package]]
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-    "(python_full_version < '3.11' and platform_machine != 'aarch64') or (python_full_version < '3.11' and sys_platform != 'linux')",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
 ]
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@@ -5062,10 +3915,6 @@ wheels = [
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 [[package]]
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-    "(python_full_version < '3.11' and platform_machine != 'aarch64') or (python_full_version < '3.11' and sys_platform != 'linux')",
+    "(python_full_version < '3.12' and platform_machine != 'aarch64') or (python_full_version < '3.12' and sys_platform != 'linux')",
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+    { name = "torch", version = "2.9.0+cu128", source = { registry = "https://download.pytorch.org/whl/cu128" }, marker = "(platform_machine != 'aarch64' and extra == 'extra-26-simple-speaker-recognition-cu128') or (sys_platform != 'linux' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu126') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cpu' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-cu128') or (extra == 'extra-26-simple-speaker-recognition-cu126' and extra == 'extra-26-simple-speaker-recognition-strixhalo') or (extra == 'extra-26-simple-speaker-recognition-cu128' and extra == 'extra-26-simple-speaker-recognition-strixhalo')" },
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 wheels = [
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@@ -5092,10 +3938,6 @@ wheels = [
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 ]
 
 [[package]]
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diff --git a/extras/speaker-recognition/webui/Dockerfile b/extras/speaker-recognition/webui/Dockerfile
index eafd5d68..b75652ff 100644
--- a/extras/speaker-recognition/webui/Dockerfile
+++ b/extras/speaker-recognition/webui/Dockerfile
@@ -23,5 +23,5 @@ RUN chmod +x /app/healthcheck.sh
 # Note: Port is determined at runtime by REACT_UI_PORT env var
 # Actual port binding is configured in docker-compose.yml
 
-# Start development server
-CMD ["npm", "run", "dev", "--", "--host", "0.0.0.0"]
\ No newline at end of file
+# Start development server (plain HTTP; Caddy fronts it with TLS when HTTPS is on)
+CMD ["npm", "run", "dev", "--", "--host", "0.0.0.0"]
diff --git a/extras/speaker-recognition/webui/README.md b/extras/speaker-recognition/webui/README.md
index 809563f5..55095307 100644
--- a/extras/speaker-recognition/webui/README.md
+++ b/extras/speaker-recognition/webui/README.md
@@ -145,4 +145,4 @@ The React app handles audio processing using the Web Audio API:
 - Firefox 87+
 - Safari 14+
 
-Requires modern browser with Web Audio API support for audio processing features.
\ No newline at end of file
+Requires modern browser with Web Audio API support for audio processing features.
diff --git a/extras/speaker-recognition/webui/chronicle-espresso-preset.js b/extras/speaker-recognition/webui/chronicle-espresso-preset.js
new file mode 100644
index 00000000..9f2456a8
--- /dev/null
+++ b/extras/speaker-recognition/webui/chronicle-espresso-preset.js
@@ -0,0 +1,107 @@
+/**
+ * Chronicle "Espresso" design-system preset (Tailwind v3).
+ *
+ * Source of truth: the Chronicle Design System project (claude.ai/design),
+ * tokens/*.css. Warm espresso neutrals + a terracotta brand ramp + a
+ * forest-green status family. Dark is the default surface.
+ *
+ * Applied by REMAPPING Tailwind's default color NAMES to the Espresso ramps,
+ * so the thousands of existing `bg-gray-800 / text-blue-600 / dark:*` utilities
+ * reskin with no per-component edits. Light->dark ordering is preserved, so
+ * every hand-paired `x-50 dark:x-900` keeps working.
+ *
+ *   gray  -> espresso neutrals        blue   -> terracotta (brand accent)
+ *   green -> forest (success/verifier) red   -> danger      amber/yellow -> warning
+ *   purple-> suggest                  orange -> clay        sky/cyan     -> info-blue
+ *   aliases: emerald/teal/lime->forest, zinc/slate/neutral/stone->espresso,
+ *            indigo/violet->purple, pink/rose->red
+ *
+ * IMPORTANT: keep this file identical to the copy in
+ * extras/speaker-recognition/webui/chronicle-espresso-preset.js.
+ * The two web UIs build in separate Docker contexts, so the preset is
+ * duplicated rather than shared via a package.
+ */
+
+// warm espresso neutrals (DS gray scale, extended to 950)
+const espresso = {
+  50: '#f7f3ea', 100: '#f2ece2', 200: '#ddd5c6', 300: '#c9bfae', 400: '#948976',
+  500: '#6b5f4f', 600: '#42392f', 700: '#2c251d', 800: '#211b15', 900: '#191410', 950: '#120d0a',
+}
+
+// brand terracotta (DS terracotta ramp; 50/100/200/800/950 interpolated)
+const terracotta = {
+  50: '#fbeee7', 100: '#f7dccd', 200: '#f0c3ac', 300: '#ecab93', 400: '#e07856',
+  500: '#d2694a', 600: '#c2551f', 700: '#a8471f', 800: '#7c351a', 900: '#3a1f14', 950: '#241009',
+}
+
+// forest green — positive / verifier / secondary (part of the palette)
+const forest = {
+  50: '#eaf3ec', 100: '#d1e7d5', 200: '#a9cfb0', 300: '#8fc79a', 400: '#6f9a5f',
+  500: '#4f7d54', 600: '#3f6b47', 700: '#34614a', 800: '#294a39', 900: '#1f3729', 950: '#132218',
+}
+
+// danger red (DS red ramp)
+const danger = {
+  50: '#fbeae7', 100: '#f7d5cf', 200: '#f0b3a8', 300: '#eda093', 400: '#e8735f',
+  500: '#dc4a3a', 600: '#c53a2b', 700: '#a32d20', 800: '#7d2419', 900: '#5a1a12', 950: '#360e09',
+}
+
+// warning amber (DS amber ramp) — shared by both `amber` and `yellow`
+const amber = {
+  50: '#fcf4e1', 100: '#f8e7bb', 200: '#f2d488', 300: '#f0c674', 400: '#e6ad3f',
+  500: '#d99521', 600: '#b8781a', 700: '#925c15', 800: '#6d4513', 900: '#4a2f0f', 950: '#2b1b08',
+}
+
+// warm clay (DS clay/apricot/ochre) — for `orange`
+const clay = {
+  50: '#fbeee4', 100: '#f6dcc6', 200: '#efc39c', 300: '#e5a86f', 400: '#e59b52',
+  500: '#d9822f', 600: '#c26a20', 700: '#9c521c', 800: '#743e18', 900: '#4c2911', 950: '#2c170a',
+}
+
+// suggest purple (DS purple)
+const suggest = {
+  50: '#f4eef8', 100: '#e7d9ef', 200: '#d4bce2', 300: '#c2a0d4', 400: '#a986c4',
+  500: '#9169b0', 600: '#775394', 700: '#5f4278', 800: '#48335c', 900: '#312340', 950: '#1d1526',
+}
+
+// muted info-blue (DS --info-fg family) — keeps a real "info" hue distinct from the brand
+const info = {
+  50: '#eef3f7', 100: '#d7e3ec', 200: '#b5cbdd', 300: '#8fb0c9', 400: '#6b93b0',
+  500: '#4f7896', 600: '#3f6079', 700: '#344e61', 800: '#2a3d4b', 900: '#1f2c37', 950: '#141d24',
+}
+
+/** @type {import('tailwindcss').Config} */
+export default {
+  theme: {
+    extend: {
+      colors: {
+        // neutrals
+        gray: espresso, zinc: espresso, slate: espresso, neutral: espresso, stone: espresso,
+        // brand
+        blue: terracotta, terracotta,
+        // status
+        green: forest, emerald: forest, teal: forest, lime: forest, forest,
+        red: danger, rose: danger, pink: danger,
+        amber, yellow: amber,
+        orange: clay, clay,
+        purple: suggest, violet: suggest, indigo: suggest,
+        sky: info, cyan: info, info,
+      },
+      fontFamily: {
+        sans: ['system-ui', '-apple-system', '"Segoe UI"', 'Roboto', 'Helvetica', 'Arial', 'sans-serif'],
+        mono: ['ui-monospace', 'SFMono-Regular', 'Menlo', 'Consolas', '"Liberation Mono"', 'monospace'],
+      },
+      borderRadius: {
+        sm: '0.25rem', // DS chips (4px)
+      },
+      boxShadow: {
+        // warm-tinted ambient elevation for the espresso surfaces
+        sm: '0 1px 2px 0 rgba(20,12,6,.40)',
+        DEFAULT: '0 2px 4px -1px rgba(20,12,6,.45)',
+        md: '0 6px 14px -4px rgba(20,12,6,.50)',
+        lg: '0 12px 28px -6px rgba(20,12,6,.55), 0 4px 10px -4px rgba(20,12,6,.45)',
+        xl: '0 14px 36px rgba(20,12,6,.60)',
+      },
+    },
+  },
+}
diff --git a/extras/speaker-recognition/webui/index.html b/extras/speaker-recognition/webui/index.html
index 9e4d3936..c6dd8777 100644
--- a/extras/speaker-recognition/webui/index.html
+++ b/extras/speaker-recognition/webui/index.html
@@ -10,4 +10,4 @@
     <div id="root"></div>
     <script type="module" src="/src/main.tsx"></script>
   </body>
-</html>
\ No newline at end of file
+</html>
diff --git a/extras/speaker-recognition/webui/postcss.config.js b/extras/speaker-recognition/webui/postcss.config.js
index e99ebc2c..2e7af2b7 100644
--- a/extras/speaker-recognition/webui/postcss.config.js
+++ b/extras/speaker-recognition/webui/postcss.config.js
@@ -3,4 +3,4 @@ export default {
     tailwindcss: {},
     autoprefixer: {},
   },
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/App.css b/extras/speaker-recognition/webui/src/App.css
deleted file mode 100644
index f584f903..00000000
--- a/extras/speaker-recognition/webui/src/App.css
+++ /dev/null
@@ -1,98 +0,0 @@
-/* Theme variables */
-:root {
-  /* Light mode colors */
-  --color-bg-primary: #ffffff;
-  --color-bg-secondary: #f9fafb;
-  --color-bg-tertiary: #f3f4f6;
-  --color-bg-hover: #f9fafb;
-  --color-bg-disabled: #f9fafb;
-  
-  --color-text-primary: #111827;
-  --color-text-secondary: #4b5563;
-  --color-text-muted: #6b7280;
-  --color-text-disabled: #9ca3af;
-  
-  --color-border: #e5e7eb;
-  --color-border-hover: #d1d5db;
-  --color-border-focus: #3b82f6;
-  
-  /* Special colors */
-  --color-blue-bg: #eff6ff;
-  --color-blue-border: #93c5fd;
-}
-
-.dark {
-  /* Dark mode colors */
-  --color-bg-primary: #1f2937;
-  --color-bg-secondary: #111827;
-  --color-bg-tertiary: #374151;
-  --color-bg-hover: #374151;
-  --color-bg-disabled: #111827;
-  
-  --color-text-primary: #f9fafb;
-  --color-text-secondary: #d1d5db;
-  --color-text-muted: #9ca3af;
-  --color-text-disabled: #6b7280;
-  
-  --color-border: #4b5563;
-  --color-border-hover: #6b7280;
-  --color-border-focus: #3b82f6;
-  
-  /* Special colors */
-  --color-blue-bg: #1e3a8a;
-  --color-blue-border: #3b82f6;
-}
-
-/* Utility classes using CSS variables */
-.bg-primary { background-color: var(--color-bg-primary); }
-.bg-secondary { background-color: var(--color-bg-secondary); }
-.bg-tertiary { background-color: var(--color-bg-tertiary); }
-.bg-hover { background-color: var(--color-bg-hover); }
-.bg-disabled { background-color: var(--color-bg-disabled); }
-
-.text-primary { color: var(--color-text-primary); }
-.text-secondary { color: var(--color-text-secondary); }
-.text-muted { color: var(--color-text-muted); }
-.text-disabled { color: var(--color-text-disabled); }
-
-.border-default { border-color: var(--color-border); }
-.border-hover { border-color: var(--color-border-hover); }
-.border-focus { border-color: var(--color-border-focus); }
-
-/* Special backgrounds */
-.bg-blue-light { background-color: var(--color-blue-bg); }
-.border-blue { border-color: var(--color-blue-border); }
-
-/* Card styles */
-.card {
-  background-color: var(--color-bg-primary);
-  border: 1px solid var(--color-border);
-  border-radius: 0.5rem;
-}
-
-.card-secondary {
-  background-color: var(--color-bg-secondary);
-  border-radius: 0.5rem;
-}
-
-/* Interactive styles */
-.hover-bg:hover { background-color: var(--color-bg-hover); }
-
-/* Typography */
-.heading-lg {
-  font-size: 1.5rem;
-  font-weight: 700;
-  color: var(--color-text-primary);
-}
-
-.heading-md {
-  font-size: 1.25rem;
-  font-weight: 600;
-  color: var(--color-text-primary);
-}
-
-.heading-sm {
-  font-size: 1.125rem;
-  font-weight: 500;
-  color: var(--color-text-primary);
-}
\ No newline at end of file
diff --git a/extras/speaker-recognition/webui/src/App.tsx b/extras/speaker-recognition/webui/src/App.tsx
index 1bfd1f60..378cda0f 100644
--- a/extras/speaker-recognition/webui/src/App.tsx
+++ b/extras/speaker-recognition/webui/src/App.tsx
@@ -4,11 +4,11 @@ import Layout from './components/layout/Layout'
 import AudioViewer from './pages/AudioViewer'
 import Annotation from './pages/Annotation'
 import Enrollment from './pages/Enrollment'
+import EnrollmentHealth from './pages/EnrollmentHealth'
 import Speakers from './pages/Speakers'
 import Inference from './pages/Inference'
 import InferLive from './pages/InferLive'
 import InferLiveSimplified from './pages/InferLiveSimplified'
-import './App.css'
 import { ThemeProvider } from './contexts/ThemeContext'
 
 function App() {
@@ -22,6 +22,7 @@ function App() {
               <Route path="/audio" element={<AudioViewer />} />
               <Route path="/annotation" element={<Annotation />} />
               <Route path="/enrollment" element={<Enrollment />} />
+              <Route path="/enrollment-health" element={<EnrollmentHealth />} />
               <Route path="/speakers" element={<Speakers />} />
               <Route path="/inference" element={<Inference />} />
               <Route path="/infer-live" element={<InferLive />} />
@@ -34,4 +35,4 @@ function App() {
   )
 }
 
-export default App
\ No newline at end of file
+export default App
diff --git a/extras/speaker-recognition/webui/src/components/AudioRecordingControls.tsx b/extras/speaker-recognition/webui/src/components/AudioRecordingControls.tsx
index 4130f62d..0384b501 100644
--- a/extras/speaker-recognition/webui/src/components/AudioRecordingControls.tsx
+++ b/extras/speaker-recognition/webui/src/components/AudioRecordingControls.tsx
@@ -5,7 +5,7 @@
  */
 
 import React from 'react'
-import { Mic, MicOff, Square, AlertCircle, CheckCircle, Clock } from 'lucide-react'
+import { Mic, MicOff, Square, AlertCircle, CheckCircle } from 'lucide-react'
 import { UseAudioRecordingReturn } from '../hooks/useAudioRecording'
 import { formatDuration } from '../utils/audioUtils'
 
@@ -74,9 +74,9 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
     if (!processedAudio?.quality) return null
 
     const { level, snr } = processedAudio.quality
-    const colors = {
+    const colors: Record<string, string> = {
       excellent: 'bg-green-100 text-green-800',
-      good: 'bg-blue-100 text-blue-800', 
+      good: 'bg-blue-100 text-blue-800',
       fair: 'bg-yellow-100 text-yellow-800',
       poor: 'bg-red-100 text-red-800'
     }
@@ -113,7 +113,7 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
             <span className="text-sm">Stop</span>
           </button>
         )}
-        
+
         {processedAudio && (
           <button
             onClick={clearRecording}
@@ -130,7 +130,7 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
   return (
     <div className={`border rounded-lg p-4 ${className}`}>
       <h4 className="mb-3 heading-sm">🎤 Record Audio</h4>
-      
+
       {/* Recording Status */}
       <div className="text-center space-y-4">
         {/* Status Indicator */}
@@ -159,7 +159,7 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
               <span>Stop Recording</span>
             </button>
           )}
-          
+
           {processedAudio && !recordingState.isRecording && (
             <button
               onClick={clearRecording}
@@ -174,7 +174,7 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
         <div className="text-sm text-primary space-y-1">
           <p>Record audio for speaker identification</p>
           <p className="text-xs">
-            {location.protocol !== 'https:' && location.hostname !== 'localhost' 
+            {location.protocol !== 'https:' && location.hostname !== 'localhost'
               ? '⚠️ HTTPS required for microphone access'
               : '✓ Ready to record'}
           </p>
@@ -197,7 +197,7 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
               <CheckCircle className="h-4 w-4" />
               <span className="text-sm font-medium">Recording Ready</span>
             </div>
-            
+
             <div className="grid grid-cols-2 gap-4 text-sm">
               <div className="text-center">
                 <div className="text-primary">Duration</div>
@@ -222,4 +222,4 @@ export const AudioRecordingControls: React.FC<AudioRecordingControlsProps> = ({
   )
 }
 
-export default AudioRecordingControls
\ No newline at end of file
+export default AudioRecordingControls
diff --git a/extras/speaker-recognition/webui/src/components/ConnectionStatus.tsx b/extras/speaker-recognition/webui/src/components/ConnectionStatus.tsx
index 8242f5dc..5b7e929f 100644
--- a/extras/speaker-recognition/webui/src/components/ConnectionStatus.tsx
+++ b/extras/speaker-recognition/webui/src/components/ConnectionStatus.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useEffect } from 'react'
+import { useState, useEffect } from 'react'
 import { Circle } from 'lucide-react'
 import axios from 'axios'
 
@@ -15,27 +15,17 @@ export default function ConnectionStatus() {
   const [status, setStatus] = useState<BackendStatus>({ status: 'disconnected' })
 
   const getBackendUrl = () => {
-    // For display purposes, show the URL that the browser can actually access
-    // In development, this would be localhost:8085 (via port-forward)
-    // In production with ingress, this would be the ingress URL
-    const isDevelopment = process.env.NODE_ENV === 'development'
-    
-    if (isDevelopment) {
-      return 'http://localhost:8085'
-    } else {
-      // In production, use the current window location but with /api prefix
-      return `${window.location.protocol}//${window.location.host}/api`
-    }
+    return `${window.location.origin}/api`
   }
 
   const checkBackendConnection = async () => {
     const backendUrl = getBackendUrl()
-    
+
     try {
       const response = await axios.get('/health', {
         timeout: 5000
       })
-      
+
       if (response.status === 200) {
         setStatus({
           status: 'connected',
@@ -59,10 +49,10 @@ export default function ConnectionStatus() {
   useEffect(() => {
     // Initial check
     checkBackendConnection()
-    
+
     // Set up periodic checks every 15 seconds
     const interval = setInterval(checkBackendConnection, 15000)
-    
+
     return () => clearInterval(interval)
   }, [])
 
@@ -96,7 +86,7 @@ export default function ConnectionStatus() {
   }
 
   return (
-    <div 
+    <div
       className="flex items-center space-x-2 text-sm cursor-pointer"
       title={getTooltipText()}
       onClick={() => checkBackendConnection()}
diff --git a/extras/speaker-recognition/webui/src/components/EmbeddingPlot.tsx b/extras/speaker-recognition/webui/src/components/EmbeddingPlot.tsx
index 057eb6d4..b258b5c4 100644
--- a/extras/speaker-recognition/webui/src/components/EmbeddingPlot.tsx
+++ b/extras/speaker-recognition/webui/src/components/EmbeddingPlot.tsx
@@ -1,5 +1,5 @@
 import React, { useEffect, useRef, useState } from 'react'
-import { RefreshCw, Download, Settings, Info } from 'lucide-react'
+import { RefreshCw, Download, Settings, Info, Search, X, Eye, EyeOff } from 'lucide-react'
 
 // Import Plotly dynamically to avoid SSR issues
 let Plotly: any = null;
@@ -47,6 +47,8 @@ interface AnalysisData {
     enrolled_speakers?: number
     expected_speakers?: number
     analysis_type?: string
+    unique_speakers?: string[]
+    total_duration?: number
   }
   smart_suggestion?: {
     suggested_threshold: number
@@ -68,7 +70,7 @@ interface AnnotationSegment {
 }
 
 interface EmbeddingPlotProps {
-  dataSource: 
+  dataSource:
     | { type: 'speakers'; userId?: number }
     | { type: 'segments'; segments: AnnotationSegment[]; audioFile: File }
     | { type: 'combined'; segments: AnnotationSegment[]; audioFile: File; userId?: number; expectedSpeakers?: number }
@@ -79,20 +81,68 @@ interface EmbeddingPlotProps {
   onAnalysisComplete?: (analysis: AnalysisData) => void
 }
 
-export default function EmbeddingPlot({ 
-  dataSource, 
-  compact = false, 
-  title, 
+// Fuzzy match: case-insensitive substring, falling back to an in-order subsequence match
+// (e.g. "alc" matches "Alice"). Returns false for an empty query.
+function fuzzyMatch(query: string, target: string): boolean {
+  const q = query.trim().toLowerCase()
+  if (!q) return false
+  const t = target.toLowerCase()
+  if (t.includes(q)) return true
+  let qi = 0
+  for (let i = 0; i < t.length && qi < q.length; i++) {
+    if (t[i] === q[qi]) qi++
+  }
+  return qi === q.length
+}
+
+function getDisplayName(speaker: string, speakerNames?: { [key: string]: string }): string {
+  return speakerNames?.[speaker] || speaker.split('_').pop() || speaker
+}
+
+export default function EmbeddingPlot({
+  dataSource,
+  compact = false,
+  title,
   autoAnalyze = true,
-  onRefresh, 
-  onAnalysisComplete 
+  onAnalysisComplete
 }: EmbeddingPlotProps) {
   const plotRef = useRef<HTMLDivElement>(null)
+  // Bumped on each new analysis; feeds the plot's uirevision so the camera/zoom only
+  // resets on a genuine new analysis (or 2D↔3D switch), not on search/eye toggles.
+  const [plotRevision, setPlotRevision] = useState(0)
   const [analysisData, setAnalysisData] = useState<AnalysisData | null>(null)
   const [isLoading, setIsLoading] = useState(false)
   const [error, setError] = useState<string | null>(null)
   const [view3D, setView3D] = useState(false)
   const [showSettings, setShowSettings] = useState(false)
+  const [searchQuery, setSearchQuery] = useState('')
+  const [lockedQueries, setLockedQueries] = useState<string[]>([])
+  const [showOthers, setShowOthers] = useState(true)
+
+  // Every active search term: the locked chips plus whatever is currently typed
+  const activeTerms = React.useMemo(() => {
+    const terms = [...lockedQueries]
+    if (searchQuery.trim()) terms.push(searchQuery.trim())
+    return terms
+  }, [lockedQueries, searchQuery])
+
+  const lockQuery = () => {
+    const q = searchQuery.trim()
+    if (!q) return
+    setLockedQueries(prev => (prev.some(t => t.toLowerCase() === q.toLowerCase()) ? prev : [...prev, q]))
+    setSearchQuery('')
+  }
+
+  // Number of points whose name fuzzy-matches any active term (null when not searching)
+  const searchMatchCount = React.useMemo(() => {
+    if (!analysisData || activeTerms.length === 0) return null
+    const { speakers, speaker_names } = analysisData.visualization
+    return speakers.reduce((count, speaker) => {
+      const name = getDisplayName(speaker, speaker_names)
+      const matched = activeTerms.some(t => fuzzyMatch(t, name) || fuzzyMatch(t, speaker))
+      return matched ? count + 1 : count
+    }, 0)
+  }, [analysisData, activeTerms])
   const [settings, setSettings] = useState({
     method: 'umap',
     clusterMethod: 'dbscan',
@@ -138,21 +188,21 @@ export default function EmbeddingPlot({
         // Create FormData for the API request
         const formData = new FormData()
         formData.append('audio_file', audioFile)
-        
+
         // Add segments data as JSON
         const segmentsData = validSegments.map(seg => ({
           start: seg.start,
           end: seg.end,
           speaker_label: seg.speakerLabel
         }))
-        
+
         // Add analysis parameters
         formData.append('method', settings.method)
         formData.append('cluster_method', settings.clusterMethod)
         formData.append('similarity_threshold', settings.similarityThreshold.toString())
         formData.append('segments', JSON.stringify(segmentsData))
         formData.append('expected_speakers', (expectedSpeakers || 2).toString())
-        
+
         if (userId) {
           formData.append('user_id', userId.toString())
         }
@@ -178,14 +228,14 @@ export default function EmbeddingPlot({
         // Create FormData for the API request
         const formData = new FormData()
         formData.append('audio_file', audioFile)
-        
+
         // Add segments data as JSON
         const segmentsData = validSegments.map(seg => ({
           start: seg.start,
           end: seg.end,
           speaker_label: seg.speakerLabel
         }))
-        
+
         // Add analysis parameters
         formData.append('method', settings.method)
         formData.append('cluster_method', settings.clusterMethod)
@@ -197,14 +247,14 @@ export default function EmbeddingPlot({
           body: formData
         })
       }
-      
+
       if (!response.ok) {
         const errorText = await response.text()
         throw new Error(`Analysis failed: ${response.status} - ${errorText}`)
       }
 
       const data = await response.json()
-      
+
       if (data.error || data.status === 'error') {
         const errorMessage = data.error || data.message || 'Analysis failed'
         const details = data.details
@@ -214,9 +264,10 @@ export default function EmbeddingPlot({
         throw new Error(errorMessage)
       }
 
+      setPlotRevision(r => r + 1)
       setAnalysisData(data)
-      createPlot(data)
-      
+      // Plotting is handled by the effect below (keyed on analysisData)
+
       // Call completion callback if provided
       if (onAnalysisComplete) {
         onAnalysisComplete(data)
@@ -235,19 +286,77 @@ export default function EmbeddingPlot({
 
     const { visualization } = data
     const embeddings = view3D ? visualization.embeddings_3d : visualization.embeddings_2d
-    
+
     if (!embeddings.length) return
 
+    // Search highlighting: when a query is active, matched points pop (larger, gold
+    // outline, labelled) while non-matched points either fade into the background (to
+    // keep matches in context) or hide entirely, per the "show others" eye toggle.
+    // Driven by per-point size/color/outline arrays so it works identically in 2D and
+    // 3D (scatter3d does not support per-point opacity).
+    const searching = activeTerms.length > 0
+    const isMatch = (globalIndex: number): boolean => {
+      const speaker = visualization.speakers[globalIndex]
+      const name = getDisplayName(speaker, visualization.speaker_names)
+      return activeTerms.some(t => fuzzyMatch(t, name) || fuzzyMatch(t, speaker))
+    }
+
+    const HIGHLIGHT_OUTLINE = '#FACC15'
+    // Dimmed context color for non-matches. Solid (not rgba) because scatter3d ignores
+    // per-point alpha — a light solid gray reads as "dimmed" in both 2D and 3D.
+    const FADE_COLOR = '#cbd5e1'
+
+    // Labels: all when idle. When searching, always label matches; also label the
+    // dimmed others while "show others" is on (hidden when the eye is off).
+    const buildText = (globalIndices: number[]): string[] => {
+      const names = globalIndices.map(i =>
+        getDisplayName(visualization.speakers[i], visualization.speaker_names)
+      )
+      if (!searching) return names
+      return globalIndices.map((i, k) => (isMatch(i) || showOthers ? names[k] : ''))
+    }
+
+    const buildTextFont = (globalIndices: number[]): any => {
+      if (!searching) return { size: 10 }
+      return {
+        size: globalIndices.map(i => (isMatch(i) ? 11 : 9)),
+        color: globalIndices.map(i => (isMatch(i) ? '#111827' : '#94a3b8')),
+      }
+    }
+
+    const buildMarker = (
+      globalIndices: number[],
+      baseColor: string | string[],
+      baseSize: number,
+      baseLine: { width: number; color: string }
+    ): any => {
+      if (!searching) {
+        return { size: baseSize, color: baseColor, line: { ...baseLine } }
+      }
+      const colorAt = (k: number) => (Array.isArray(baseColor) ? baseColor[k] : baseColor)
+      const matched = globalIndices.map(i => isMatch(i))
+      return {
+        // size 0 reliably hides non-matches in BOTH 2D and 3D when the eye is off
+        // (scatter3d won't honor a transparent fill color, but it does honor size 0)
+        size: matched.map(m => (m ? baseSize + 6 : showOthers ? Math.max(4, baseSize - 4) : 0)),
+        color: matched.map((m, k) => (m ? colorAt(k) : FADE_COLOR)),
+        line: {
+          width: matched.map(m => (m ? 3 : showOthers ? baseLine.width : 0)),
+          color: matched.map(m => (m ? HIGHLIGHT_OUTLINE : FADE_COLOR)),
+        },
+      }
+    }
+
     // Check if this is a combined analysis with dual-color visualization
     const hasDualColors = data.embedding_types && dataSource.type === 'combined'
-    
+
     let traces: any[] = []
 
     if (hasDualColors && data.embedding_types) {
       // Dual-color visualization for combined analysis
       const segmentIndices: number[] = []
       const enrolledIndices: number[] = []
-      
+
       // Separate indices for segments vs enrolled speakers
       visualization.speakers.forEach((speakerId, index) => {
         if (data.embedding_types!.segments.includes(speakerId)) {
@@ -266,21 +375,15 @@ export default function EmbeddingPlot({
           mode: 'markers+text',
           type: view3D ? 'scatter3d' : 'scatter',
           name: 'Annotation Segments',
-          text: segmentIndices.map(i => 
-            visualization.speaker_names?.[visualization.speakers[i]] || 
-            visualization.speakers[i].split('_').pop() || 
-            visualization.speakers[i]
-          ),
+          text: buildText(segmentIndices),
           textposition: 'top center',
-          textfont: { size: 10 },
+          textfont: buildTextFont(segmentIndices),
           marker: {
-            size: 12,
-            color: '#3B82F6', // Blue for segments
-            line: { width: 2, color: '#1E40AF' },
-            opacity: 0.8,
+            ...buildMarker(segmentIndices, '#3B82F6', 12, { width: 2, color: '#1E40AF' }),
+            opacity: 0.85,
             symbol: 'circle'
           },
-          hovertemplate: 
+          hovertemplate:
             '<b>%{text}</b><br>' +
             'Type: Annotation Segment<br>' +
             'X: %{x:.3f}<br>' +
@@ -299,21 +402,15 @@ export default function EmbeddingPlot({
           mode: 'markers+text',
           type: view3D ? 'scatter3d' : 'scatter',
           name: 'Enrolled Speakers',
-          text: enrolledIndices.map(i => 
-            visualization.speaker_names?.[visualization.speakers[i]] || 
-            visualization.speakers[i].split('_').pop() || 
-            visualization.speakers[i]
-          ),
+          text: buildText(enrolledIndices),
           textposition: 'top center',
-          textfont: { size: 10 },
+          textfont: buildTextFont(enrolledIndices),
           marker: {
-            size: 12,
-            color: '#EF4444', // Red for enrolled speakers
-            line: { width: 2, color: '#DC2626' },
-            opacity: 0.8,
+            ...buildMarker(enrolledIndices, '#EF4444', 12, { width: 2, color: '#DC2626' }),
+            opacity: 0.85,
             symbol: 'diamond'
           },
-          hovertemplate: 
+          hovertemplate:
             '<b>%{text}</b><br>' +
             'Type: Enrolled Speaker<br>' +
             'X: %{x:.3f}<br>' +
@@ -334,31 +431,30 @@ export default function EmbeddingPlot({
         }
       })
 
+      const allIndices = embeddings.map((_, i) => i)
+      const clusterColorArray = visualization.cluster_labels.map(label => clusterColors[label])
+
       traces.push({
         x: embeddings.map(point => point[0]),
         y: embeddings.map(point => point[1]),
         z: view3D ? embeddings.map(point => point[2]) : undefined,
         mode: 'markers+text',
         type: view3D ? 'scatter3d' : 'scatter',
-        text: visualization.speakers.map(speaker => 
-          visualization.speaker_names?.[speaker] || speaker.split('_').pop() || speaker
-        ),
+        text: buildText(allIndices),
         textposition: 'top center',
-        textfont: { size: 10 },
+        textfont: buildTextFont(allIndices),
         marker: {
-          size: 10,
-          color: visualization.cluster_labels.map(label => clusterColors[label]),
-          line: { width: 1, color: '#000' },
-          opacity: 0.8
+          ...buildMarker(allIndices, clusterColorArray, 10, { width: 1, color: '#000' }),
+          opacity: 0.85
         },
-        hovertemplate: 
+        hovertemplate:
           '<b>%{text}</b><br>' +
           'X: %{x:.3f}<br>' +
           'Y: %{y:.3f}<br>' +
           (view3D ? 'Z: %{z:.3f}<br>' : '') +
           'Cluster: %{customdata}<br>' +
           '<extra></extra>',
-        customdata: visualization.cluster_labels.map(label => 
+        customdata: visualization.cluster_labels.map(label =>
           label === -1 ? 'Noise' : `Cluster ${label}`
         )
       })
@@ -377,6 +473,9 @@ export default function EmbeddingPlot({
         text: plotTitle,
         font: { size: compact ? 14 : 16 }
       },
+      // Stable across search/eye toggles → Plotly keeps zoom/camera; changes on new
+      // analysis or 2D↔3D switch → view resets to fit.
+      uirevision: `${view3D ? '3d' : '2d'}-${plotRevision}`,
       showlegend: hasDualColors,
       legend: hasDualColors ? {
         x: 1.02,
@@ -389,7 +488,7 @@ export default function EmbeddingPlot({
       xaxis: { title: 'Component 1' },
       yaxis: { title: 'Component 2' },
       zaxis: view3D ? { title: 'Component 3' } : undefined,
-      margin: compact 
+      margin: compact
         ? { l: 30, r: 30, t: 50, b: 30 }
         : { l: 40, r: 40, t: 60, b: 40 },
       plot_bgcolor: '#fafafa',
@@ -404,7 +503,10 @@ export default function EmbeddingPlot({
       displaylogo: false
     }
 
-    Plotly.newPlot(plotRef.current, traces, layout, config)
+    // react() does an in-place diff update; combined with a stable uirevision (set on
+    // the layout above) Plotly preserves the user's zoom/camera across data-only updates
+    // (search/eye). uirevision changes on a new analysis or 2D↔3D switch → view resets.
+    Plotly.react(plotRef.current, traces, layout, config)
   }
 
   const downloadPlot = () => {
@@ -428,9 +530,9 @@ export default function EmbeddingPlot({
   useEffect(() => {
     // Only auto-analyze for speakers or when explicitly enabled
     const shouldAutoAnalyze = autoAnalyze && (dataSource.type === 'speakers' || autoAnalyze === true)
-    
+
     if (!shouldAutoAnalyze) return
-    
+
     // Load Plotly and then load analysis
     const loadPlotlyAndAnalysis = async () => {
       if (!Plotly) {
@@ -440,7 +542,7 @@ export default function EmbeddingPlot({
       }
       loadAnalysis()
     }
-    
+
     loadPlotlyAndAnalysis()
   }, [dataSource, settings, autoAnalyze])
 
@@ -448,7 +550,7 @@ export default function EmbeddingPlot({
     if (analysisData) {
       createPlot(analysisData)
     }
-  }, [view3D, analysisData])
+  }, [view3D, analysisData, activeTerms, showOthers])
 
   return (
     <div className={compact ? "space-y-4" : "space-y-6"}>
@@ -554,13 +656,13 @@ export default function EmbeddingPlot({
 
       {/* Plot Controls */}
       {analysisData && (
-        <div className="flex items-center space-x-4">
+        <div className="flex flex-wrap items-center gap-4">
           <div className="flex items-center space-x-2">
             <button
               onClick={() => setView3D(false)}
               className={`px-3 py-1 text-sm rounded-md ${
-                !view3D 
-                  ? 'bg-blue-600 text-white' 
+                !view3D
+                  ? 'bg-blue-600 text-white'
                   : 'bg-gray-200 text-gray-700 hover:bg-gray-300'
               }`}
             >
@@ -569,14 +671,80 @@ export default function EmbeddingPlot({
             <button
               onClick={() => setView3D(true)}
               className={`px-3 py-1 text-sm rounded-md ${
-                view3D 
-                  ? 'bg-blue-600 text-white' 
+                view3D
+                  ? 'bg-blue-600 text-white'
                   : 'bg-gray-200 text-gray-700 hover:bg-gray-300'
               }`}
             >
               3D View
             </button>
           </div>
+
+          {/* Speaker name search — highlights matching points; Enter locks a term */}
+          <div className="flex flex-wrap items-center gap-2">
+            <div className="relative">
+              <Search className="h-4 w-4 text-gray-400 absolute left-2 top-1/2 -translate-y-1/2 pointer-events-none" />
+              <input
+                type="text"
+                value={searchQuery}
+                onChange={(e) => setSearchQuery(e.target.value)}
+                onKeyDown={(e) => {
+                  if (e.key === 'Enter') {
+                    e.preventDefault()
+                    lockQuery()
+                  }
+                }}
+                placeholder="Search speaker name…"
+                title="Type to highlight matches, press Enter to lock the term"
+                className="pl-8 pr-8 py-1 text-sm border border-gray-300 rounded-md w-56"
+              />
+              {searchQuery && (
+                <button
+                  onClick={() => setSearchQuery('')}
+                  className="absolute right-2 top-1/2 -translate-y-1/2 text-gray-400 hover:text-gray-600"
+                  title="Clear search"
+                >
+                  <X className="h-4 w-4" />
+                </button>
+              )}
+            </div>
+
+            {/* Locked search terms */}
+            {lockedQueries.map((term) => (
+              <span
+                key={term}
+                className="inline-flex items-center gap-1 px-2 py-1 text-xs rounded-full bg-yellow-100 text-yellow-800 border border-yellow-300"
+              >
+                {term}
+                <button
+                  onClick={() => setLockedQueries(prev => prev.filter(t => t !== term))}
+                  className="hover:text-yellow-900"
+                  title="Remove locked term"
+                >
+                  <X className="h-3 w-3" />
+                </button>
+              </span>
+            ))}
+
+            {/* Eye toggle — show/hide the non-matching points (for context) */}
+            {(activeTerms.length > 0) && (
+              <button
+                onClick={() => setShowOthers(!showOthers)}
+                className={`p-1.5 border rounded-md ${
+                  showOthers ? 'text-blue-600 border-blue-300 bg-blue-50' : 'text-gray-400 border-gray-300'
+                }`}
+                title={showOthers ? 'Hide other speakers' : 'Show other speakers (dimmed)'}
+              >
+                {showOthers ? <Eye className="h-4 w-4" /> : <EyeOff className="h-4 w-4" />}
+              </button>
+            )}
+
+            {searchMatchCount !== null && (
+              <span className="text-xs text-gray-500">
+                {searchMatchCount} match{searchMatchCount === 1 ? '' : 'es'}
+              </span>
+            )}
+          </div>
         </div>
       )}
 
@@ -690,7 +858,7 @@ export default function EmbeddingPlot({
                     <div className="text-sm text-blue-800 font-medium">Suggested Threshold</div>
                   </div>
                 </div>
-                
+
                 <div className="space-y-2 text-sm">
                   <div className="flex justify-between">
                     <span className="text-gray-600">Confidence:</span>
@@ -701,7 +869,7 @@ export default function EmbeddingPlot({
                     <span className="font-medium">{analysisData.smart_suggestion.detected_clusters}</span>
                   </div>
                 </div>
-                
+
                 <div className="text-xs text-gray-600 bg-gray-50 p-2 rounded">
                   <strong>Reasoning:</strong> {analysisData.smart_suggestion.reasoning}
                 </div>
@@ -731,8 +899,8 @@ export default function EmbeddingPlot({
           {/* Similar Speakers */}
           {analysisData.similar_speakers.length > 0 && (
             <div className={`card p-4 ${
-              dataSource.type === 'combined' ? 'lg:col-span-4' : 
-              dataSource.type === 'segments' ? 'lg:col-span-3' : 
+              dataSource.type === 'combined' ? 'lg:col-span-4' :
+              dataSource.type === 'segments' ? 'lg:col-span-3' :
               'lg:col-span-2'
             }`}>
               <h4 className="text-md font-semibold text-primary mb-3">⚠️ Similar Speakers</h4>
@@ -761,4 +929,4 @@ export default function EmbeddingPlot({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/FileUploader.tsx b/extras/speaker-recognition/webui/src/components/FileUploader.tsx
index f236c147..85d97205 100644
--- a/extras/speaker-recognition/webui/src/components/FileUploader.tsx
+++ b/extras/speaker-recognition/webui/src/components/FileUploader.tsx
@@ -38,7 +38,7 @@ export default function FileUploader({
   const handleDrop = (e: React.DragEvent) => {
     e.preventDefault()
     setIsDragOver(false)
-    
+
     if (disabled) return
 
     const files = Array.from(e.dataTransfer.files)
@@ -47,7 +47,7 @@ export default function FileUploader({
 
   const handleFileSelect = (e: React.ChangeEvent<HTMLInputElement>) => {
     if (!e.target.files) return
-    
+
     const files = Array.from(e.target.files)
     handleFiles(files)
   }
@@ -113,10 +113,10 @@ export default function FileUploader({
         onClick={openFileDialog}
         className={`
           relative border-2 border-dashed rounded-lg p-6 text-center cursor-pointer transition-colors
-          ${disabled 
-            ? 'border-gray-200 bg-gray-50 dark:border-gray-700 dark:bg-gray-800 cursor-not-allowed' 
-            : isDragOver 
-              ? 'border-blue-400 bg-blue-50 dark:border-blue-500 dark:bg-blue-900' 
+          ${disabled
+            ? 'border-gray-200 bg-gray-50 dark:border-gray-700 dark:bg-gray-800 cursor-not-allowed'
+            : isDragOver
+              ? 'border-blue-400 bg-blue-50 dark:border-blue-500 dark:bg-blue-900'
               : 'border-gray-300 dark:border-gray-600 hover:border-gray-400 dark:hover:border-gray-500'
           }
         `}
@@ -125,7 +125,7 @@ export default function FileUploader({
           <div className="mx-auto">
             <Upload className={`h-12 w-12 mx-auto ${disabled ? 'text-gray-300 dark:text-gray-600' : 'text-gray-400 dark:text-gray-500'}`} />
           </div>
-          
+
           <div>
             <p className={`text-lg font-medium ${disabled ? 'text-primary-disabled' : 'text-primary'}`}>
               {isDragOver ? 'Drop files here' : (title || 'Upload Audio Files')}
@@ -140,7 +140,7 @@ export default function FileUploader({
             )}
           </div>
         </div>
-        
+
         {disabled && (
           <div className="absolute inset-0 bg-gray-50 dark:bg-gray-800 bg-opacity-50 rounded-lg"></div>
         )}
@@ -179,4 +179,4 @@ export default function FileUploader({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/LiveAudioCapture.tsx b/extras/speaker-recognition/webui/src/components/LiveAudioCapture.tsx
index e1c22444..451c10b1 100644
--- a/extras/speaker-recognition/webui/src/components/LiveAudioCapture.tsx
+++ b/extras/speaker-recognition/webui/src/components/LiveAudioCapture.tsx
@@ -1,4 +1,4 @@
-import React, { useState, useRef, useCallback, useEffect } from 'react'
+import { useState, useRef, useCallback, useEffect } from 'react'
 import { Mic, MicOff, Square, Play, Pause, Volume2, Settings } from 'lucide-react'
 
 interface AudioCaptureConfig {
@@ -43,7 +43,7 @@ export default function LiveAudioCapture({
   const [status, setStatus] = useState<'idle' | 'requesting' | 'recording' | 'paused' | 'error'>('idle')
   const [audioLevel, setAudioLevel] = useState(0)
   const [showSettings, setShowSettings] = useState(false)
-  
+
   const mediaStreamRef = useRef<MediaStream | null>(null)
   const audioContextRef = useRef<AudioContext | null>(null)
   const analyserRef = useRef<AnalyserNode | null>(null)
@@ -52,7 +52,7 @@ export default function LiveAudioCapture({
   const animationFrameRef = useRef<number>()
   const canvasRef = useRef<HTMLCanvasElement>(null)
   const audioPacketCountRef = useRef<number>(0)
-  
+
   const fullConfig = { ...DEFAULT_CONFIG, ...config }
 
   const updateStatus = useCallback((newStatus: typeof status) => {
@@ -129,18 +129,18 @@ export default function LiveAudioCapture({
                 this.packetCount = 0;
                 console.log('🔧 [WORKLET] AudioCaptureProcessor constructor called');
               }
-              
+
               process(inputs, outputs, parameters) {
                 try {
                   this.packetCount++;
-                  
+
                   // Debug: Log first few packets
                   if (this.packetCount <= 5) {
                     console.log('🔧 [WORKLET] process() called #' + this.packetCount);
                     console.log('🔧 [WORKLET] inputs.length:', inputs.length);
                     console.log('🔧 [WORKLET] inputs[0]:', inputs[0]);
                   }
-                  
+
                   const input = inputs[0];
                   if (!input) {
                     if (this.packetCount <= 5) {
@@ -148,14 +148,14 @@ export default function LiveAudioCapture({
                     }
                     return true;
                   }
-                  
+
                   if (input.length === 0) {
                     if (this.packetCount <= 5) {
                       console.warn('🔧 [WORKLET] Input has no channels');
                     }
                     return true;
                   }
-                  
+
                   const audioData = input[0]; // Get first channel
                   if (!audioData) {
                     if (this.packetCount <= 5) {
@@ -163,7 +163,7 @@ export default function LiveAudioCapture({
                     }
                     return true;
                   }
-                  
+
                   // Debug: Log audio characteristics for first few packets
                   if (this.packetCount <= 5) {
                     const maxAmplitude = Math.max(...Array.from(audioData.map(Math.abs)));
@@ -176,13 +176,13 @@ export default function LiveAudioCapture({
                       lastSample: audioData[audioData.length - 1].toFixed(6)
                     });
                   }
-                  
+
                   // Send audio data via message port
                   this.port.postMessage({
                     type: 'audioData',
                     data: audioData.slice() // Copy the data
                   });
-                  
+
                   return true; // Keep processor alive
                 } catch (error) {
                   console.error('🔧 [WORKLET] Error in process():', error);
@@ -193,18 +193,18 @@ export default function LiveAudioCapture({
             registerProcessor('audio-capture-processor', AudioCaptureProcessor);
           `)
         )
-        
+
         const workletNode = new AudioWorkletNode(audioContext, 'audio-capture-processor')
         processorRef.current = workletNode as any
-        
+
         workletNode.port.onmessage = (event) => {
           if (event.data.type === 'audioData') {
             audioPacketCountRef.current++
-            
+
             // When using external control (autoControl=true), prioritize the recording prop
             // Otherwise, use internal status
             const shouldSendAudio = autoControl ? recording : (status === 'recording')
-            
+
             if (shouldSendAudio) {
               onAudioData?.(event.data.data, audioContext.sampleRate)
             } else {
@@ -215,19 +215,19 @@ export default function LiveAudioCapture({
             }
           }
         }
-        
+
         // Connect nodes with debugging
         console.log('🔧 [SETUP] Connecting audio graph: MediaStreamSource → Analyser → AudioWorkletNode')
         console.log('🔧 [SETUP] source:', source)
-        console.log('🔧 [SETUP] analyser:', analyser)  
+        console.log('🔧 [SETUP] analyser:', analyser)
         console.log('🔧 [SETUP] workletNode:', workletNode)
-        
+
         source.connect(analyser)
         console.log('🔧 [SETUP] ✅ Connected source to analyser')
-        
+
         analyser.connect(workletNode)
         console.log('🔧 [SETUP] ✅ Connected analyser to workletNode')
-        
+
         // Verify audio context state
         console.log('🔧 [SETUP] AudioContext state:', audioContext.state)
         if (audioContext.state === 'suspended') {
@@ -235,10 +235,10 @@ export default function LiveAudioCapture({
           await audioContext.resume()
           console.log('🔧 [SETUP] AudioContext resumed, new state:', audioContext.state)
         }
-        
+
       } catch (error) {
         console.warn('🔧 [FALLBACK] AudioWorklet not supported, falling back to ScriptProcessorNode:', error)
-        
+
         // Fallback to ScriptProcessorNode for older browsers
         console.log('🔧 [FALLBACK] Creating ScriptProcessorNode with bufferSize:', fullConfig.bufferSize)
         const processor = audioContext.createScriptProcessor(fullConfig.bufferSize, fullConfig.channels, fullConfig.channels)
@@ -248,7 +248,7 @@ export default function LiveAudioCapture({
           // When using external control (autoControl=true), prioritize the recording prop
           // Otherwise, use internal status
           const shouldSendAudio = autoControl ? recording : (status === 'recording')
-          
+
           if (!shouldSendAudio) {
             // Log why audio is not being sent for debugging
             audioPacketCountRef.current++
@@ -260,9 +260,9 @@ export default function LiveAudioCapture({
 
           const inputBuffer = event.inputBuffer
           const audioData = inputBuffer.getChannelData(0) // Get first channel
-          
+
           audioPacketCountRef.current++
-          
+
           // Debug: Log audio characteristics for first few packets
           if (audioPacketCountRef.current <= 5) {
             const maxAmplitude = Math.max(...Array.from(audioData.map(Math.abs)))
@@ -275,7 +275,7 @@ export default function LiveAudioCapture({
               lastSample: audioData[audioData.length - 1].toFixed(6)
             })
           }
-          
+
           // Send audio data to callback
           onAudioData?.(audioData, audioContext.sampleRate)
         }
@@ -289,10 +289,10 @@ export default function LiveAudioCapture({
       }
 
       updateStatus('recording')
-      
+
       // Reset audio packet counter
       audioPacketCountRef.current = 0
-      
+
       if (showWaveform) {
         startVisualization()
       }
@@ -378,11 +378,11 @@ export default function LiveAudioCapture({
       setAudioLevel(average / 255)
 
       // Draw waveform
-      ctx.fillStyle = '#f3f4f6'
+      ctx.fillStyle = '#f2ece2'
       ctx.fillRect(0, 0, canvas.width, canvas.height)
 
       ctx.lineWidth = 2
-      ctx.strokeStyle = status === 'recording' ? '#3b82f6' : '#6b7280'
+      ctx.strokeStyle = status === 'recording' ? '#d2694a' : '#6b5f4f'
       ctx.beginPath()
 
       const sliceWidth = canvas.width / bufferLength
@@ -446,12 +446,12 @@ export default function LiveAudioCapture({
             <span className={`inline-flex items-center px-2 py-1 rounded-full text-xs font-medium ${getStatusColor()}`}>
               {getStatusText()}
             </span>
-            
+
             {/* Audio Level Indicator */}
             <div className="flex items-center space-x-2">
               <Volume2 className="h-4 w-4 text-gray-500" />
               <div className="w-20 h-2 bg-gray-200 rounded-full overflow-hidden">
-                <div 
+                <div
                   className="h-full bg-blue-500 transition-all duration-100"
                   style={{ width: `${audioLevel * 100}%` }}
                 />
@@ -499,7 +499,7 @@ export default function LiveAudioCapture({
       {/* Waveform Visualization */}
       {showWaveform && (
         <div className="bg-white border rounded-lg p-4">
-          <canvas 
+          <canvas
             ref={canvasRef}
             width={800}
             height={150}
@@ -515,7 +515,8 @@ export default function LiveAudioCapture({
           {status === 'idle' || status === 'error' ? (
             <button
               onClick={startRecording}
-              disabled={status === 'requesting'}
+              // status is narrowed to 'idle' | 'error' in this branch, so it can never be 'requesting'
+              disabled={false}
               className="flex items-center space-x-2 px-6 py-3 bg-red-600 text-white rounded-lg hover:bg-red-700 disabled:opacity-50 disabled:cursor-not-allowed"
             >
               <Mic className="h-5 w-5" />
@@ -575,4 +576,4 @@ export default function LiveAudioCapture({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/ProcessingModeSelector.tsx b/extras/speaker-recognition/webui/src/components/ProcessingModeSelector.tsx
index 0c884061..84012735 100644
--- a/extras/speaker-recognition/webui/src/components/ProcessingModeSelector.tsx
+++ b/extras/speaker-recognition/webui/src/components/ProcessingModeSelector.tsx
@@ -133,10 +133,10 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
               const displayName = isTranscriptMode && !uploadedJson
                 ? `${config.icon} ${config.name} (upload transcript)`
                 : `${config.icon} ${config.name}`
-              
+
               return (
-                <option 
-                  key={config.mode} 
+                <option
+                  key={config.mode}
                   value={config.mode}
                   disabled={isDisabled}
                   style={isDisabled ? { color: '#9CA3AF' } : {}}
@@ -303,7 +303,7 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
             <Settings className="h-4 w-4 text-gray-600 dark:text-gray-400" />
             <h4 className="font-medium text-primary">Processing Settings</h4>
           </div>
-          
+
           <div className="space-y-4">
             <div>
               <label className="input-label dark:text-gray-300 mb-1">
@@ -439,15 +439,15 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
       {/* Mode Selection */}
       <div className="space-y-4">
         <h4 className="font-medium text-gray-900">Choose Processing Mode</h4>
-        
+
         {/* Grid Layout for Modes */}
         <div className="grid md:grid-cols-2 gap-4">
           {PROCESSING_MODES.slice(0, 2).map((config) => (
             <div
               key={config.mode}
               className={`border rounded-lg p-4 cursor-pointer transition-colors ${
-                selectedMode === config.mode 
-                  ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20 dark:border-blue-400' 
+                selectedMode === config.mode
+                  ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20 dark:border-blue-400'
                   : 'border-gray-200 dark:border-gray-600 hover:border-gray-300 dark:hover:border-gray-500'
               }`}
               onClick={() => onModeChange(config.mode)}
@@ -457,7 +457,7 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
                 <div className="flex-1">
                   <h5 className="heading-sm">{config.name}</h5>
                   <p className="text-sm text-secondary mt-1">{config.description}</p>
-                  
+
                   {/* Requirements */}
                   {config.requirements && (
                     <div className="mt-2">
@@ -466,7 +466,7 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
                       </span>
                     </div>
                   )}
-                  
+
                   {/* Features */}
                   <div className="mt-2">
                     <div className="flex flex-wrap gap-1">
@@ -486,8 +486,8 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
         {/* Full-width mode for hybrid */}
         <div
           className={`border rounded-lg p-4 cursor-pointer transition-colors ${
-            selectedMode === 'deepgram-transcript-internal-speakers' 
-              ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20 dark:border-blue-400' 
+            selectedMode === 'deepgram-transcript-internal-speakers'
+              ? 'border-blue-500 bg-blue-50 dark:bg-blue-900/20 dark:border-blue-400'
               : 'border-gray-200 dark:border-gray-600 hover:border-gray-300 dark:hover:border-gray-500'
           }`}
           onClick={() => onModeChange('deepgram-transcript-internal-speakers')}
@@ -497,13 +497,13 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
             <div className="flex-1">
               <h5 className="heading-sm">Hybrid: Deepgram Transcription + Internal Diarization</h5>
               <p className="text-sm text-secondary mt-1">Best of both: High-quality transcription with accurate speaker segmentation</p>
-              
+
               <div className="mt-2">
                 <span className="inline-flex items-center px-2 py-1 rounded-full text-xs bg-yellow-100 text-yellow-800">
                   Requires: Deepgram API key
                 </span>
               </div>
-              
+
               <div className="mt-2">
                 <div className="flex flex-wrap gap-1">
                   {PROCESSING_MODES[2].features.map((feature, index) => (
@@ -527,7 +527,7 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
             <h5 className="font-medium text-blue-900 dark:text-blue-100">Selected: {selectedConfig.name}</h5>
           </div>
           <p className="text-sm text-blue-800 dark:text-blue-200 mb-3">{selectedConfig.description}</p>
-          
+
           <div className="space-y-2">
             <div>
               <span className="text-sm font-medium text-blue-900 dark:text-blue-100">Features:</span>
@@ -537,7 +537,7 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
                 ))}
               </ul>
             </div>
-            
+
             {selectedConfig.requirements && (
               <div>
                 <span className="text-sm font-medium text-blue-900 dark:text-blue-100">Requirements:</span>
@@ -565,4 +565,4 @@ export const ProcessingModeSelector: React.FC<ProcessingModeSelectorProps> = ({
   )
 }
 
-export default ProcessingModeSelector
\ No newline at end of file
+export default ProcessingModeSelector
diff --git a/extras/speaker-recognition/webui/src/components/SettingsPanel.tsx b/extras/speaker-recognition/webui/src/components/SettingsPanel.tsx
index bb0607ff..7318e2f4 100644
--- a/extras/speaker-recognition/webui/src/components/SettingsPanel.tsx
+++ b/extras/speaker-recognition/webui/src/components/SettingsPanel.tsx
@@ -1,39 +1,39 @@
 /**
  * SettingsPanel Component - Unified settings interface
- * Provides consistent settings UI across all processing pages  
+ * Provides consistent settings UI across all processing pages
  * Handles confidence thresholds, API keys, and processing options
  */
 
 import React, { useState } from 'react'
-import { Settings, Eye, EyeOff, Key, Volume2, Users, AlertCircle, Info } from 'lucide-react'
+import { Settings, Eye, EyeOff, Key, Volume2, Users, Info } from 'lucide-react'
 
 export interface SettingsPanelProps {
   // Confidence threshold
   confidenceThreshold: number
   onConfidenceThresholdChange: (threshold: number) => void
-  
+
   // API key management
   deepgramApiKey?: string
   onDeepgramApiKeyChange?: (key: string) => void
   deepgramApiKeySource?: 'server' | 'manual' | 'loading'
-  
+
   // Processing options
   enableSpeakerIdentification?: boolean
   onEnableSpeakerIdentificationChange?: (enabled: boolean) => void
-  
+
   enableTranscription?: boolean
   onEnableTranscriptionChange?: (enabled: boolean) => void
-  
+
   // Audio settings
   sampleRate?: number
   onSampleRateChange?: (rate: number) => void
-  
+
   // Timing settings
   utteranceEndMs?: number
   onUtteranceEndMsChange?: (ms: number) => void
   endpointingMs?: number
   onEndpointingMsChange?: (ms: number) => void
-  
+
   // Display options
   compact?: boolean
   collapsible?: boolean
@@ -41,7 +41,7 @@ export interface SettingsPanelProps {
   showApiKeySection?: boolean
   showAudioSettings?: boolean
   showProcessingOptions?: boolean
-  
+
   // Styling
   className?: string
 }
@@ -108,7 +108,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
   }
 
   const renderHeader = () => (
-    <div 
+    <div
       className={`flex items-center justify-between ${collapsible ? 'cursor-pointer' : ''}`}
       onClick={collapsible ? () => setIsExpanded(!isExpanded) : undefined}
     >
@@ -164,7 +164,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
               {getApiKeyStatusText()}
             </span>
           </div>
-          
+
           {deepgramApiKeySource === 'manual' && (
             <div className="space-y-2">
               <div className="relative">
@@ -185,10 +185,10 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
               </div>
               <p className="text-xs text-gray-600">
                 Get your key from{' '}
-                <a 
-                  href="https://console.deepgram.com/" 
-                  target="_blank" 
-                  rel="noopener noreferrer" 
+                <a
+                  href="https://console.deepgram.com/"
+                  target="_blank"
+                  rel="noopener noreferrer"
                   className="text-blue-600 underline"
                 >
                   Deepgram Console
@@ -196,7 +196,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
               </p>
             </div>
           )}
-          
+
           {deepgramApiKeySource === 'server' && (
             <div className="flex items-center space-x-2 text-sm text-gray-600">
               <Key className="h-4 w-4" />
@@ -210,7 +210,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
       {showProcessingOptions && (
         <div className="space-y-3">
           <h5 className="text-sm font-medium text-gray-700">Processing Options</h5>
-          
+
           {/* Speaker Identification Toggle */}
           {onEnableSpeakerIdentificationChange && (
             <div className="flex items-center justify-between">
@@ -255,7 +255,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
       {(onUtteranceEndMsChange || onEndpointingMsChange) && (
         <div className="space-y-3">
           <h5 className="text-sm font-medium text-gray-700">Completion Timing</h5>
-          
+
           {/* Utterance End Timeout */}
           {onUtteranceEndMsChange && (
             <div>
@@ -355,7 +355,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
       {showAudioSettings && (
         <div className="space-y-3">
           <h5 className="text-sm font-medium text-gray-700">Audio Settings</h5>
-          
+
           <div>
             <label className="block text-sm font-medium text-gray-700 mb-1">
               Sample Rate
@@ -428,7 +428,7 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
                   <span>Speaker ID</span>
                 </label>
               )}
-              
+
               {onEnableTranscriptionChange && (
                 <label className="flex items-center">
                   <input
@@ -459,4 +459,4 @@ export const SettingsPanel: React.FC<SettingsPanelProps> = ({
   )
 }
 
-export default SettingsPanel
\ No newline at end of file
+export default SettingsPanel
diff --git a/extras/speaker-recognition/webui/src/components/SpeakerResultsDisplay.tsx b/extras/speaker-recognition/webui/src/components/SpeakerResultsDisplay.tsx
index bf5236c2..2b4a765b 100644
--- a/extras/speaker-recognition/webui/src/components/SpeakerResultsDisplay.tsx
+++ b/extras/speaker-recognition/webui/src/components/SpeakerResultsDisplay.tsx
@@ -5,17 +5,17 @@
  */
 
 import React from 'react'
-import { Users, Clock, Download, Play, Pause, CheckCircle, AlertTriangle, Info } from 'lucide-react'
+import { Users, Clock, Download, Play, AlertTriangle } from 'lucide-react'
 import { ProcessingResult, SpeakerSegment } from '../services/speakerIdentification'
 import { TranscriptSegment } from '../hooks/useDeepgramIntegration'
 
 export interface SpeakerResultsDisplayProps {
   // Processing results
   result?: ProcessingResult
-  
+
   // Live streaming segments (alternative to result)
   liveSegments?: TranscriptSegment[]
-  
+
   // Display options
   showTranscription?: boolean
   showAudioPlayback?: boolean
@@ -23,11 +23,11 @@ export interface SpeakerResultsDisplayProps {
   showStats?: boolean
   compact?: boolean
   maxHeight?: string
-  
+
   // Interaction handlers
   onExport?: (result: ProcessingResult) => void
   onPlaySegment?: (segment: SpeakerSegment | TranscriptSegment) => void
-  
+
   // Styling
   className?: string
 }
@@ -81,28 +81,28 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
   const renderSegment = (segment: SpeakerSegment | TranscriptSegment, index: number) => {
     const isProcessingSegment = 'speaker_id' in segment
     const isLiveSegment = 'isInterim' in segment
-    
+
     // Extract common fields
-    const start = segment.start || 0
-    const end = isProcessingSegment 
-      ? segment.end 
+    const start = (segment as SpeakerSegment).start || 0
+    const end = isProcessingSegment
+      ? (segment as SpeakerSegment).end
       : start // For live segments, we don't have a proper end time yet
     const duration = isProcessingSegment ? (end - start) : 0 // Only calculate duration for processed segments
     const text = isProcessingSegment ? (segment as SpeakerSegment).text : (segment as TranscriptSegment).text
     const confidence = segment.confidence
-    const speakerName = isProcessingSegment 
-      ? (segment as SpeakerSegment).speaker_name 
+    const speakerName = isProcessingSegment
+      ? (segment as SpeakerSegment).speaker_name
       : (segment as TranscriptSegment).speakerParts?.[0]?.speaker || 'N/A'
 
     const isInterim = isLiveSegment ? (segment as TranscriptSegment).isInterim : false
 
     // Create unique key to avoid React key conflicts when multiple segments have same speaker_id
-    const uniqueKey = isProcessingSegment 
+    const uniqueKey = isProcessingSegment
       ? `${(segment as SpeakerSegment).speaker_id}_${index}_${start.toFixed(3)}`
       : `${(segment as TranscriptSegment).id}_${index}`
 
     return (
-      <div 
+      <div
         key={uniqueKey}
         className={`border rounded-lg p-4 ${isInterim ? 'bg-gray-50 border-gray-300' : 'bg-white border-gray-200'} ${compact ? 'p-3' : 'p-4'}`}
       >
@@ -116,14 +116,14 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
                 {speakerName}
               </span>
             </div>
-            
+
             {/* Confidence Badge */}
             {confidence > 0 && (
               <span className={`px-2 py-1 rounded-full text-xs font-medium ${getConfidenceColor(confidence)}`}>
                 {getConfidenceText(confidence)} ({(confidence * 100).toFixed(0)}%)
               </span>
             )}
-            
+
             {/* Interim Badge */}
             {isInterim && (
               <span className="px-2 py-1 rounded-full text-xs font-medium text-blue-600 bg-blue-100">
@@ -131,7 +131,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
               </span>
             )}
           </div>
-          
+
           {/* Timing Info */}
           <div className="flex items-center space-x-2 text-sm text-gray-500">
             <Clock className="h-3 w-3" />
@@ -174,7 +174,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
               </button>
             )}
           </div>
-          
+
           {/* Additional segment info for processing results */}
           {isProcessingSegment && (segment as SpeakerSegment).identified_speaker_name && (
             <div className="text-xs text-gray-500">
@@ -202,7 +202,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
       highConfidence = result.confidence_summary.high_confidence
       mediumConfidence = result.confidence_summary.medium_confidence
       lowConfidence = result.confidence_summary.low_confidence
-      
+
       result.speakers.forEach(seg => {
         uniqueSpeakers.add(seg.speaker_name)
         totalDuration = Math.max(totalDuration, seg.end)
@@ -213,7 +213,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
         if (seg.confidence >= 0.8) highConfidence++
         else if (seg.confidence >= 0.6) mediumConfidence++
         else if (seg.confidence >= 0.4) lowConfidence++
-        
+
         if (seg.speakerParts) {
           seg.speakerParts.forEach(part => {
             if (part.speaker !== 'N/A') uniqueSpeakers.add(part.speaker)
@@ -225,7 +225,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
     return (
       <div className={`bg-gray-50 border rounded-lg p-4 ${compact ? 'p-3' : 'p-4'}`}>
         <h4 className="font-medium text-gray-900 mb-3">📊 Analysis Summary</h4>
-        
+
         <div className="grid grid-cols-2 md:grid-cols-4 gap-4 text-sm">
           <div className="text-center">
             <div className="text-2xl font-bold text-blue-600">{totalSegments}</div>
@@ -267,7 +267,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
           {isLiveMode ? 'No Live Transcription Yet' : 'No Results'}
         </h3>
         <p className="text-muted">
-          {isLiveMode 
+          {isLiveMode
             ? 'Start speaking to see live transcription and speaker identification'
             : 'Process audio to see speaker identification results'}
         </p>
@@ -282,7 +282,7 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
         <h3 className="text-lg font-medium text-gray-900">
           {isLiveMode ? '🎙️ Live Results' : '🎯 Speaker Analysis Results'}
         </h3>
-        
+
         {/* Export Button */}
         {showExport && result && onExport && (
           <button
@@ -339,4 +339,4 @@ export const SpeakerResultsDisplay: React.FC<SpeakerResultsDisplayProps> = ({
   )
 }
 
-export default SpeakerResultsDisplay
\ No newline at end of file
+export default SpeakerResultsDisplay
diff --git a/extras/speaker-recognition/webui/src/components/ThemeSwitcher.tsx b/extras/speaker-recognition/webui/src/components/ThemeSwitcher.tsx
index 3dfaad39..a28fb0f4 100644
--- a/extras/speaker-recognition/webui/src/components/ThemeSwitcher.tsx
+++ b/extras/speaker-recognition/webui/src/components/ThemeSwitcher.tsx
@@ -9,4 +9,4 @@ export const ThemeSwitcher = () => {
     >
         {isDark ? <Moon className="" /> : <Sun className="" />}
     </button>;
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/UserSelector.tsx b/extras/speaker-recognition/webui/src/components/UserSelector.tsx
index 52727a9d..04484492 100644
--- a/extras/speaker-recognition/webui/src/components/UserSelector.tsx
+++ b/extras/speaker-recognition/webui/src/components/UserSelector.tsx
@@ -145,4 +145,4 @@ export default function UserSelector() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/WaveformPlot.tsx b/extras/speaker-recognition/webui/src/components/WaveformPlot.tsx
index 593e40ca..1ec45d5d 100644
--- a/extras/speaker-recognition/webui/src/components/WaveformPlot.tsx
+++ b/extras/speaker-recognition/webui/src/components/WaveformPlot.tsx
@@ -30,7 +30,7 @@ export default function WaveformPlot({
     const step = Math.max(1, Math.floor(samples.length / maxPoints))
     const downsampledSamples: number[] = []
     const timePoints: number[] = []
-    
+
     for (let i = 0; i < samples.length; i += step) {
       downsampledSamples.push(samples[i])
       timePoints.push(i / sampleRate)
@@ -45,7 +45,7 @@ export default function WaveformPlot({
       type: 'scatter',
       mode: 'lines',
       name: 'Waveform',
-      line: { color: '#1f77b4', width: 1 },
+      line: { color: '#c2551f', width: 1 },
       hovertemplate: 'Time: %{x:.2f}s<br>Amplitude: %{y:.3f}<extra></extra>'
     })
 
@@ -127,4 +127,4 @@ export default function WaveformPlot({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/layout/Layout.tsx b/extras/speaker-recognition/webui/src/components/layout/Layout.tsx
index 93eb4578..29f907bd 100644
--- a/extras/speaker-recognition/webui/src/components/layout/Layout.tsx
+++ b/extras/speaker-recognition/webui/src/components/layout/Layout.tsx
@@ -1,6 +1,6 @@
 import React from 'react'
 import { Link, useLocation } from 'react-router-dom'
-import { Mic, Music, FileText, Users, Brain, User, Radio, Wifi } from 'lucide-react'
+import { Mic, Music, FileText, Users, Brain, User, Radio, Wifi, ShieldCheck } from 'lucide-react'
 import UserSelector from '../UserSelector'
 import ConnectionStatus from '../ConnectionStatus'
 import { ThemeSwitcher } from '../ThemeSwitcher'
@@ -16,6 +16,7 @@ export default function Layout({ children }: LayoutProps) {
     { path: '/audio', label: 'Audio Viewer', icon: Music },
     { path: '/annotation', label: 'Annotation', icon: FileText },
     { path: '/enrollment', label: 'Enrollment', icon: User },
+    { path: '/enrollment-health', label: 'Enrollment Health', icon: ShieldCheck },
     { path: '/speakers', label: 'Speakers', icon: Users },
     { path: '/inference', label: 'Inference', icon: Brain },
     { path: '/infer-live', label: 'Live Inference (Complex)', icon: Radio },
@@ -89,4 +90,4 @@ export default function Layout({ children }: LayoutProps) {
       </footer>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/ApiKeyConfiguration.tsx b/extras/speaker-recognition/webui/src/components/live-inference/ApiKeyConfiguration.tsx
index 42427c23..f6754ad5 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/ApiKeyConfiguration.tsx
+++ b/extras/speaker-recognition/webui/src/components/live-inference/ApiKeyConfiguration.tsx
@@ -2,7 +2,6 @@
  * Component for API key configuration when manual entry is required
  */
 
-import React from 'react'
 import { AlertCircle } from 'lucide-react'
 
 export interface ApiKeyConfigurationProps {
@@ -11,10 +10,10 @@ export interface ApiKeyConfigurationProps {
   onApiKeyChange: (key: string) => void
 }
 
-export function ApiKeyConfiguration({ 
-  apiKeySource, 
-  apiKey, 
-  onApiKeyChange 
+export function ApiKeyConfiguration({
+  apiKeySource,
+  apiKey,
+  onApiKeyChange
 }: ApiKeyConfigurationProps) {
   // Only show if manual key is needed and not provided
   if (apiKeySource !== 'manual' || apiKey) {
@@ -39,10 +38,10 @@ export function ApiKeyConfiguration({
       />
       <p className="text-xs text-gray-600 mt-1">
         Get your key from{' '}
-        <a 
-          href="https://console.deepgram.com/" 
-          target="_blank" 
-          rel="noopener noreferrer" 
+        <a
+          href="https://console.deepgram.com/"
+          target="_blank"
+          rel="noopener noreferrer"
           className="text-blue-600 underline"
         >
           Deepgram Console
@@ -50,4 +49,4 @@ export function ApiKeyConfiguration({
       </p>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/ErrorDisplay.tsx b/extras/speaker-recognition/webui/src/components/live-inference/ErrorDisplay.tsx
index 70b1e728..87ed57f1 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/ErrorDisplay.tsx
+++ b/extras/speaker-recognition/webui/src/components/live-inference/ErrorDisplay.tsx
@@ -2,7 +2,6 @@
  * Component for displaying session errors with helpful tips
  */
 
-import React from 'react'
 import { AlertCircle } from 'lucide-react'
 
 export interface ErrorDisplayProps {
@@ -55,4 +54,4 @@ export function ErrorDisplay({ error, onClear }: ErrorDisplayProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/LiveTranscript.tsx b/extras/speaker-recognition/webui/src/components/live-inference/LiveTranscript.tsx
index 452194cc..dd084518 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/LiveTranscript.tsx
+++ b/extras/speaker-recognition/webui/src/components/live-inference/LiveTranscript.tsx
@@ -2,7 +2,7 @@
  * Component for displaying live transcript with speaker identification
  */
 
-import React, { useRef, useEffect } from 'react'
+import { useRef, useEffect } from 'react'
 import { Mic } from 'lucide-react'
 
 export interface SpeakerPart {
@@ -27,10 +27,10 @@ export interface LiveTranscriptProps {
 
 function TranscriptSegmentComponent({ segment }: { segment: TranscriptSegment }) {
   return (
-    <div 
+    <div
       className={`p-3 rounded-lg transition-all ${
-        segment.isInterim 
-          ? 'bg-gray-50 border-l-4 border-yellow-400 opacity-70' 
+        segment.isInterim
+          ? 'bg-gray-50 border-l-4 border-yellow-400 opacity-70'
           : 'bg-blue-50 border-l-4 border-blue-400'
       }`}
     >
@@ -46,13 +46,13 @@ function TranscriptSegmentComponent({ segment }: { segment: TranscriptSegment })
           {new Date(segment.timestamp).toLocaleTimeString()}
         </div>
       </div>
-      
+
       <div className={`${segment.isInterim ? 'text-gray-600 italic' : 'text-gray-900'}`}>
         {segment.speakerParts?.map((part, partIndex) => (
           <span key={partIndex} className="inline-block mr-2">
             <span className={`font-semibold ${
-              part.speaker === 'N/A' 
-                ? 'text-gray-500' 
+              part.speaker === 'N/A'
+                ? 'text-gray-500'
                 : 'text-blue-700'
             }`}>
               {part.speaker}:
@@ -101,7 +101,7 @@ export function LiveTranscript({ segments }: LiveTranscriptProps) {
       <div className="p-4 border-b">
         <h3 className="text-lg font-medium text-gray-900">Live Transcript</h3>
       </div>
-      
+
       <div className="p-4 max-h-96 overflow-y-auto">
         {segments.length === 0 ? (
           <EmptyTranscriptState />
@@ -116,4 +116,4 @@ export function LiveTranscript({ segments }: LiveTranscriptProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/RecordingControls.tsx b/extras/speaker-recognition/webui/src/components/live-inference/RecordingControls.tsx
index 1371cce9..f0d5e19f 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/RecordingControls.tsx
+++ b/extras/speaker-recognition/webui/src/components/live-inference/RecordingControls.tsx
@@ -2,7 +2,6 @@
  * Component for recording controls and status display
  */
 
-import React from 'react'
 import { Mic } from 'lucide-react'
 
 export type DeepgramStatus = 'disconnected' | 'connecting' | 'connected' | 'error'
@@ -16,12 +15,12 @@ export interface RecordingControlsProps {
   onToggle: () => void
 }
 
-export function RecordingControls({ 
-  isRecording, 
-  deepgramStatus, 
-  apiKeySource, 
-  hasApiKey, 
-  onToggle 
+export function RecordingControls({
+  isRecording,
+  deepgramStatus,
+  apiKeySource,
+  hasApiKey,
+  onToggle
 }: RecordingControlsProps) {
   const isDisabled = !hasApiKey || deepgramStatus === 'connecting' || apiKeySource === 'loading'
 
@@ -68,4 +67,4 @@ export function RecordingControls({
       </div>
     </>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/SessionStats.tsx b/extras/speaker-recognition/webui/src/components/live-inference/SessionStats.tsx
index e42e3b0c..948dee38 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/SessionStats.tsx
+++ b/extras/speaker-recognition/webui/src/components/live-inference/SessionStats.tsx
@@ -2,7 +2,6 @@
  * Component for displaying live session statistics
  */
 
-import React from 'react'
 import { Clock, Volume2, Users } from 'lucide-react'
 import { formatDuration } from '../../utils/common'
 
@@ -49,4 +48,4 @@ export function SessionStats({ stats, isRecording }: SessionStatsProps) {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/components/live-inference/index.ts b/extras/speaker-recognition/webui/src/components/live-inference/index.ts
index 558f9555..fb6a5afd 100644
--- a/extras/speaker-recognition/webui/src/components/live-inference/index.ts
+++ b/extras/speaker-recognition/webui/src/components/live-inference/index.ts
@@ -12,4 +12,4 @@ export type { ApiKeyConfigurationProps } from './ApiKeyConfiguration'
 export type { SessionStatsProps, LiveStats } from './SessionStats'
 export type { ErrorDisplayProps } from './ErrorDisplay'
 export type { RecordingControlsProps, DeepgramStatus } from './RecordingControls'
-export type { LiveTranscriptProps, TranscriptSegment, SpeakerPart } from './LiveTranscript'
\ No newline at end of file
+export type { LiveTranscriptProps, TranscriptSegment, SpeakerPart } from './LiveTranscript'
diff --git a/extras/speaker-recognition/webui/src/contexts/ThemeContext.tsx b/extras/speaker-recognition/webui/src/contexts/ThemeContext.tsx
index fed30e7b..489cedcf 100644
--- a/extras/speaker-recognition/webui/src/contexts/ThemeContext.tsx
+++ b/extras/speaker-recognition/webui/src/contexts/ThemeContext.tsx
@@ -31,7 +31,7 @@ export function ThemeProvider({ children }: { children: React.ReactNode }) {
   useEffect(() => {
     // Listen for system theme changes
     const mediaQuery = window.matchMedia('(prefers-color-scheme: dark)')
-    
+
     const handleChange = (e: MediaQueryListEvent) => {
       // Only update if no explicit theme is set in localStorage
       const stored = localStorage.getItem('theme')
@@ -64,4 +64,4 @@ export function useTheme() {
     throw new Error('useTheme must be used within a ThemeProvider')
   }
   return context
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/contexts/UserContext.tsx b/extras/speaker-recognition/webui/src/contexts/UserContext.tsx
index edb34288..3ce82758 100644
--- a/extras/speaker-recognition/webui/src/contexts/UserContext.tsx
+++ b/extras/speaker-recognition/webui/src/contexts/UserContext.tsx
@@ -59,17 +59,20 @@ export function UserProvider({ children }: { children: ReactNode }) {
     const initializeUser = async () => {
       setIsLoading(true)
       try {
-        // First, refresh users list
-        await refreshUsers()
-        
-        // Check if there's a saved user
+        const userList = await apiService.getUsers()
+        setUsers(userList)
+
         const savedUser = localStorage.getItem('selectedUser')
         if (savedUser) {
           const parsedUser = JSON.parse(savedUser)
-          setUser(parsedUser)
+          const canonicalUser = userList.find(u => u.username === parsedUser.username)
+          if (canonicalUser) {
+            setUser(canonicalUser)
+            localStorage.setItem('selectedUser', JSON.stringify(canonicalUser))
+          } else {
+            localStorage.removeItem('selectedUser')
+          }
         } else {
-          // Auto-create admin user if no users exist
-          const userList = await apiService.getUsers()
           if (userList.length === 0) {
             await createUser('admin')
           }
@@ -104,4 +107,4 @@ export function useUser() {
     throw new Error('useUser must be used within a UserProvider')
   }
   return context
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/index.ts b/extras/speaker-recognition/webui/src/hooks/index.ts
index d60ed615..eb273f0b 100644
--- a/extras/speaker-recognition/webui/src/hooks/index.ts
+++ b/extras/speaker-recognition/webui/src/hooks/index.ts
@@ -10,4 +10,4 @@ export { useAudioCapture } from './useAudioCapture'
 export type { UseDeepgramSessionReturn, ApiKeySource } from './useDeepgramSession'
 export type { UseSpeakerIdentificationReturn, IdentifyResult } from './useSpeakerIdentification'
 export type { UseUtteranceProcessorReturn } from './useUtteranceProcessor'
-export type { UseAudioCaptureReturn, AudioCaptureConfig } from './useAudioCapture'
\ No newline at end of file
+export type { UseAudioCaptureReturn, AudioCaptureConfig } from './useAudioCapture'
diff --git a/extras/speaker-recognition/webui/src/hooks/useAudioCapture.ts b/extras/speaker-recognition/webui/src/hooks/useAudioCapture.ts
index 2586978e..7d181083 100644
--- a/extras/speaker-recognition/webui/src/hooks/useAudioCapture.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useAudioCapture.ts
@@ -31,7 +31,7 @@ const DEFAULT_CONFIG: AudioCaptureConfig = {
 
 export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAudioCaptureReturn {
   const audioConfig = { ...DEFAULT_CONFIG, ...config }
-  
+
   // Refs for audio management
   const audioBufferRef = useRef<Float32Array[]>([])
   const mediaStreamRef = useRef<MediaStream | null>(null)
@@ -53,7 +53,7 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
 
     try {
       audioLogger.info('Starting audio capture...')
-      
+
       // Request microphone access
       const stream = await navigator.mediaDevices.getUserMedia({
         audio: {
@@ -72,7 +72,7 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
       const audioContext = new (window.AudioContext || (window as any).webkitAudioContext)({
         sampleRate: audioConfig.sampleRate
       })
-      
+
       const source = audioContext.createMediaStreamSource(stream)
       const processor = audioContext.createScriptProcessor(audioConfig.bufferSize, 1, 1)
 
@@ -82,23 +82,23 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
         if (deepgramRef.current && deepgramRef.current.getConnectionStatus() === 'connected') {
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
-          
+
           // Buffer audio for speaker identification
           const audioCopy = new Float32Array(inputData)
           audioBufferRef.current.push(audioCopy)
-          
+
           // Keep only the last N buffers (rolling window)
           if (audioBufferRef.current.length > audioConfig.maxBufferLength) {
             audioBufferRef.current.shift()
           }
-          
+
           // Convert Float32Array to Int16 (linear16) for Deepgram
           const int16Buffer = new Int16Array(inputData.length)
           for (let i = 0; i < inputData.length; i++) {
             const sample = Math.max(-1, Math.min(1, inputData[i]))
             int16Buffer[i] = sample * 0x7FFF
           }
-          
+
           // Send to Deepgram (reduced logging to avoid spam)
           if (Math.random() < 0.01) {
             audioLogger.debug('Sending audio data...')
@@ -119,7 +119,7 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
     } catch (error) {
       isCapturingRef.current = false
       audioLogger.error('Failed to start audio capture:', error)
-      
+
       let errorMessage = 'Failed to access microphone. '
       if (error instanceof Error) {
         if (error.name === 'NotAllowedError') {
@@ -136,11 +136,11 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
 
   const stopAudioCapture = useCallback(() => {
     audioLogger.info('Stopping audio capture...')
-    
+
     // Stop Web Audio API components
     if (mediaStreamRef.current) {
       const stream = mediaStreamRef.current as any
-      
+
       // Stop audio context and processor
       if (stream.audioContext) {
         stream.audioContext.close()
@@ -148,16 +148,16 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
       if (stream.processor) {
         stream.processor.disconnect()
       }
-      
+
       // Stop media stream tracks
       mediaStreamRef.current.getTracks().forEach(track => track.stop())
       mediaStreamRef.current = null
     }
-    
+
     // Clear audio buffer
     audioBufferRef.current = []
     isCapturingRef.current = false
-    
+
     audioLogger.info('Audio capture stopped')
   }, [])
 
@@ -168,4 +168,4 @@ export function useAudioCapture(config: Partial<AudioCaptureConfig> = {}): UseAu
     stopAudioCapture,
     isCapturing: isCapturingRef.current
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useAudioRecording.ts b/extras/speaker-recognition/webui/src/hooks/useAudioRecording.ts
index e81d539f..6c5991c9 100644
--- a/extras/speaker-recognition/webui/src/hooks/useAudioRecording.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useAudioRecording.ts
@@ -21,15 +21,15 @@ export interface UseAudioRecordingReturn {
   // State
   recordingState: RecordingState
   processedAudio: ProcessedAudio | null
-  
+
   // Controls
   startRecording: () => Promise<void>
   stopRecording: () => Promise<void>
   clearRecording: () => void
-  
+
   // Processing
   processCurrentRecording: () => Promise<ProcessedAudio | null>
-  
+
   // Audio stream access (for live processing)
   mediaStream: MediaStream | null
   audioContext: AudioContext | null
@@ -39,7 +39,6 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
   const {
     sampleRate = 16000,
     channels = 1,
-    bufferSize = 4096,
     autoProcess = true,
     maxDuration = 300, // 5 minutes default
     onAudioProcessed,
@@ -78,7 +77,7 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
       recordingTimerRef.current = setInterval(() => {
         const elapsed = (Date.now() - startTimeRef.current) / 1000
         setRecordingState(prev => ({ ...prev, duration: elapsed }))
-        
+
         // Auto-stop if max duration reached
         if (elapsed >= maxDuration) {
           stopRecording()
@@ -140,7 +139,7 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
       return stream
     } catch (error: any) {
       let errorMessage = 'Failed to access microphone. '
-      
+
       if (error.name === 'NotAllowedError') {
         errorMessage += 'Please allow microphone access and try again.'
       } else if (error.name === 'NotFoundError') {
@@ -150,7 +149,7 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
       } else {
         errorMessage += 'Please check permissions and try again.'
       }
-      
+
       throw new Error(errorMessage)
     }
   }
@@ -166,7 +165,7 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
     }
 
     const mediaRecorder = new MediaRecorder(stream, mimeType ? { mimeType } : undefined)
-    
+
     mediaRecorder.ondataavailable = (event) => {
       if (event.data.size > 0) {
         audioChunksRef.current.push(event.data)
@@ -175,22 +174,22 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
 
     mediaRecorder.onstop = async () => {
       try {
-        const blob = new Blob(audioChunksRef.current, { 
-          type: mimeType || 'audio/webm' 
+        const blob = new Blob(audioChunksRef.current, {
+          type: mimeType || 'audio/webm'
         })
-        
+
         // Auto-process if enabled
         if (autoProcess) {
           await processRecordingBlob(blob)
         }
       } catch (error) {
-        const errorMsg = `Failed to process recording: ${error.message}`
+        const errorMsg = `Failed to process recording: ${error instanceof Error ? error.message : String(error)}`
         setRecordingState(prev => ({ ...prev, status: 'error', error: errorMsg }))
         onError?.(errorMsg)
       }
     }
 
-    mediaRecorder.onerror = (event) => {
+    mediaRecorder.onerror = (_event) => {
       const errorMsg = 'Recording failed. Please try again.'
       setRecordingState(prev => ({ ...prev, status: 'error', error: errorMsg }))
       onError?.(errorMsg)
@@ -203,16 +202,16 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
     try {
       const timestamp = new Date().toLocaleString()
       const processed = await audioProcessingService.processRecordingBlob(
-        blob, 
+        blob,
         `Recording ${timestamp}`
       )
-      
+
       setProcessedAudio(processed)
       onAudioProcessed?.(processed)
-      
+
       return processed
     } catch (error) {
-      const errorMsg = `Failed to process recording: ${error.message}`
+      const errorMsg = `Failed to process recording: ${error instanceof Error ? error.message : String(error)}`
       setRecordingState(prev => ({ ...prev, status: 'error', error: errorMsg }))
       onError?.(errorMsg)
       return null
@@ -295,11 +294,11 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
 
     } catch (error: any) {
       const errorMsg = `Failed to stop recording: ${error.message}`
-      setRecordingState(prev => ({ 
-        ...prev, 
-        isRecording: false, 
-        status: 'error', 
-        error: errorMsg 
+      setRecordingState(prev => ({
+        ...prev,
+        isRecording: false,
+        status: 'error',
+        error: errorMsg
       }))
       onError?.(errorMsg)
     }
@@ -328,17 +327,17 @@ export const useAudioRecording = (options: UseAudioRecordingOptions = {}): UseAu
     // State
     recordingState,
     processedAudio,
-    
+
     // Controls
     startRecording,
     stopRecording,
     clearRecording,
-    
+
     // Processing
     processCurrentRecording,
-    
+
     // Access to streams (for live processing)
     mediaStream: mediaStreamRef.current,
     audioContext: audioContextRef.current
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useDeepgramIntegration.ts b/extras/speaker-recognition/webui/src/hooks/useDeepgramIntegration.ts
index 51ef1c8d..f8665a98 100644
--- a/extras/speaker-recognition/webui/src/hooks/useDeepgramIntegration.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useDeepgramIntegration.ts
@@ -5,9 +5,9 @@
  */
 
 import { useState, useCallback, useRef, useEffect } from 'react'
-import { 
-  DeepgramStreaming, 
-  StreamingConfig, 
+import {
+  DeepgramStreaming,
+  StreamingConfig,
   StreamingTranscript,
   SpeechStartedEvent,
   UtteranceEndEvent
@@ -48,17 +48,17 @@ export interface UseDeepgramIntegrationReturn {
   // Connection state
   isConnected: boolean
   connectionStatus: 'disconnected' | 'connecting' | 'connected' | 'error'
-  
+
   // Streaming state
   isStreaming: boolean
   transcriptSegments: TranscriptSegment[]
   audioBuffers: Float32Array[]
-  
+
   // API key management
   apiKey: string | null
   apiKeySource: 'server' | 'manual' | 'loading'
   setApiKey: (key: string) => void
-  
+
   // Controls
   connect: () => Promise<void>
   disconnect: () => void
@@ -66,11 +66,11 @@ export interface UseDeepgramIntegrationReturn {
   stopStreaming: () => void
   sendAudio: (audioData: ArrayBuffer, sampleRate?: number) => void
   clearTranscripts: () => void
-  
+
   // Sample rate management
   setActualSampleRate: (sampleRate: number) => void
   actualSampleRate: number
-  
+
   // Settings
   confidenceThreshold: number
   setConfidenceThreshold: (threshold: number) => void
@@ -80,7 +80,7 @@ export interface UseDeepgramIntegrationReturn {
   setUtteranceEndMs: (ms: number) => void
   endpointingMs: number
   setEndpointingMs: (ms: number) => void
-  
+
   // Statistics
   stats: {
     totalWords: number
@@ -113,25 +113,25 @@ export const useDeepgramIntegration = (
   // Connection state
   const [isConnected, setIsConnected] = useState(false)
   const [connectionStatus, setConnectionStatus] = useState<'disconnected' | 'connecting' | 'connected' | 'error'>('disconnected')
-  
-  // Streaming state  
+
+  // Streaming state
   const [isStreaming, setIsStreaming] = useState(false)
   const [transcriptSegments, setTranscriptSegments] = useState<TranscriptSegment[]>([])
   const [audioBuffers, setAudioBuffers] = useState<Float32Array[]>([])
-  
+
   // API key management - prioritize manual key over session key
   const apiKey = initialApiKey || deepgramSession.deepgramApiKey || null
   const apiKeySource = initialApiKey ? 'manual' : deepgramSession.apiKeySource
-  
+
   // Settings
   const [confidenceThreshold, setConfidenceThreshold] = useState(initialConfidence)
   const [enableSpeakerIdentification, setEnableSpeakerIdentification] = useState(initialEnableId)
   const [utteranceEndMs, setUtteranceEndMs] = useState(initialUtteranceEndMs)
   const [endpointingMs, setEndpointingMs] = useState(initialEndpointingMs)
-  
+
   // Sample rate management
   const [actualSampleRate, setActualSampleRate] = useState<number>(16000)
-  
+
   // Statistics
   const [stats, setStats] = useState({
     totalWords: 0,
@@ -175,7 +175,7 @@ export const useDeepgramIntegration = (
 
   // Speaker identification for utterances
   const identifyUtteranceSpeaker = useCallback(async (
-    utteranceBuffer: Float32Array,
+    _utteranceBuffer: Float32Array,
     utteranceStartTime: number,
     utteranceEndTime: number
   ): Promise<IdentifyResult> => {
@@ -251,7 +251,7 @@ export const useDeepgramIntegration = (
       }
 
       deepgramRef.current = new DeepgramStreaming(config)
-      
+
       // Set up event handlers
       deepgramRef.current.onStatus(setConnectionStatus)
       deepgramRef.current.onError((error) => {
@@ -283,7 +283,7 @@ export const useDeepgramIntegration = (
         if (!segment.isInterim) {
           utteranceTranscriptsRef.current.push(transcript.transcript)
           currentUtteranceSegmentIds.current.push(segment.id)
-          
+
           if (utteranceTranscriptsRef.current.length === 1 && transcript.words.length > 0) {
             utteranceStartTimeRef.current = transcript.words[0].start
           }
@@ -305,8 +305,8 @@ export const useDeepgramIntegration = (
           setStats(prev => {
             const wordCount = transcript.words.length
             const totalWords = prev.totalWords + wordCount
-            const avgConfidence = totalWords > 0 ? 
-              (prev.averageConfidence * prev.totalWords + transcript.confidence * wordCount) / totalWords : 
+            const avgConfidence = totalWords > 0 ?
+              (prev.averageConfidence * prev.totalWords + transcript.confidence * wordCount) / totalWords :
               transcript.confidence
 
             return {
@@ -327,7 +327,7 @@ export const useDeepgramIntegration = (
 
       deepgramRef.current.onUtteranceEnd(async (event: UtteranceEndEvent) => {
         if (!enableSpeakerIdentification) return
-        
+
         if (processingUtteranceRef.current) return
         processingUtteranceRef.current = true
 
@@ -335,7 +335,7 @@ export const useDeepgramIntegration = (
           console.log(`🎤 [UTTERANCE END] Processing utterance end event`)
           console.log(`📝 [UTTERANCE] Transcript segments: ${utteranceTranscriptsRef.current.length}`)
           console.log(`🔗 [UTTERANCE] Segment IDs: ${currentUtteranceSegmentIds.current.length}`)
-          
+
           if (utteranceTranscriptsRef.current.length === 0 || currentUtteranceSegmentIds.current.length === 0) {
             console.log(`⚠️ [UTTERANCE] No transcripts or segment IDs, skipping`)
             return
@@ -360,7 +360,7 @@ export const useDeepgramIntegration = (
             utteranceStartTime,
             utteranceEndTime
           )
-          
+
           console.log(`🎯 [SPEAKER ID] Result:`, {
             found: identification.found,
             speaker_name: identification.speaker_name,
@@ -371,14 +371,14 @@ export const useDeepgramIntegration = (
           // Update transcript segments with speaker information
           setTranscriptSegments(prev => {
             const updatedSegments = [...prev]
-            
+
             segmentIdsToUpdate.forEach((segmentId) => {
               const segmentIndex = updatedSegments.findIndex(seg => seg.id === segmentId)
-              
+
               if (segmentIndex >= 0) {
-                const speakerName = identification.found ? 
+                const speakerName = identification.found ?
                   identification.speaker_name : 'Unknown'
-                
+
                 updatedSegments[segmentIndex] = {
                   ...updatedSegments[segmentIndex],
                   speakerParts: [{
@@ -389,7 +389,7 @@ export const useDeepgramIntegration = (
                 }
               }
             })
-            
+
             return updatedSegments
           })
 
@@ -440,7 +440,7 @@ export const useDeepgramIntegration = (
     if (!isConnected) {
       await connect()
     }
-    
+
     sessionStartRef.current = Date.now()
     streamStartTimeRef.current = Date.now() / 1000
     setIsStreaming(true)
@@ -459,19 +459,19 @@ export const useDeepgramIntegration = (
   }, [])
 
   // Send audio data
-  const sendAudio = useCallback((audioData: ArrayBuffer, sampleRate?: number) => {
+  const sendAudio = useCallback((audioData: ArrayBuffer, _sampleRate?: number) => {
     if (deepgramRef.current && isConnected && isStreaming) {
       deepgramRef.current.sendAudio(audioData)
-      
+
       // Also buffer the audio for speaker identification
       const int16Array = new Int16Array(audioData)
       const float32Array = new Float32Array(int16Array.length)
-      
+
       // Convert Int16 to Float32
       for (let i = 0; i < int16Array.length; i++) {
         float32Array[i] = int16Array[i] / 0x7FFF
       }
-      
+
       setAudioBuffers(prev => {
         const updated = audioProcessingService.manageAudioBufferArray(prev, float32Array, actualSampleRate)
         // Update ref as well to avoid stale closure in callbacks
@@ -512,17 +512,17 @@ export const useDeepgramIntegration = (
     // Connection state
     isConnected,
     connectionStatus,
-    
+
     // Streaming state
     isStreaming,
     transcriptSegments,
     audioBuffers,
-    
+
     // API key management
     apiKey,
     apiKeySource,
     setApiKey: deepgramSession.setDeepgramApiKey,
-    
+
     // Controls
     connect,
     disconnect,
@@ -530,11 +530,11 @@ export const useDeepgramIntegration = (
     stopStreaming,
     sendAudio,
     clearTranscripts,
-    
+
     // Sample rate management
     setActualSampleRate,
     actualSampleRate,
-    
+
     // Settings
     confidenceThreshold,
     setConfidenceThreshold,
@@ -544,8 +544,8 @@ export const useDeepgramIntegration = (
     setUtteranceEndMs,
     endpointingMs,
     setEndpointingMs,
-    
+
     // Statistics
     stats
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useDeepgramSession.ts b/extras/speaker-recognition/webui/src/hooks/useDeepgramSession.ts
index 8e6fdb0b..14dd6720 100644
--- a/extras/speaker-recognition/webui/src/hooks/useDeepgramSession.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useDeepgramSession.ts
@@ -25,9 +25,9 @@ export function useDeepgramSession(): UseDeepgramSessionReturn {
   const fetchApiKey = async () => {
     if (apiKeyFetchedRef.current) return
     apiKeyFetchedRef.current = true
-    
+
     sessionLogger.info('Fetching Deepgram API key from server...')
-    
+
     try {
       const response = await apiService.get('/deepgram/config')
       sessionLogger.info('✅ Server API key retrieved successfully')
@@ -57,4 +57,4 @@ export function useDeepgramSession(): UseDeepgramSessionReturn {
     fetchApiKey,
     validateCurrentKey
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useSpeakerIdentification.ts b/extras/speaker-recognition/webui/src/hooks/useSpeakerIdentification.ts
index 09882072..9fd65407 100644
--- a/extras/speaker-recognition/webui/src/hooks/useSpeakerIdentification.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useSpeakerIdentification.ts
@@ -9,10 +9,10 @@ import { useUser } from '../contexts/UserContext'
 import { apiService } from '../services/api'
 import { createWAVBlob } from '../utils/audioUtils'
 import { speakerLogger } from '../utils/logger'
-import { 
-  speakerIdentificationService, 
-  ProcessingMode, 
-  ProcessingOptions, 
+import {
+  speakerIdentificationService,
+  ProcessingMode,
+  ProcessingOptions,
   ProcessingResult
 } from '../services/speakerIdentification'
 import { ProcessedAudio } from '../services/audioProcessing'
@@ -37,7 +37,7 @@ export interface UseSpeakerIdentificationOptions {
 export interface UseSpeakerIdentificationReturn {
   // Legacy method for backward compatibility
   identifyUtteranceSpeaker: (audioBuffer: Float32Array, sampleRate: number) => Promise<IdentifyResult>
-  
+
   // New enhanced functionality
   isProcessing: boolean
   currentMode: ProcessingMode
@@ -45,15 +45,15 @@ export interface UseSpeakerIdentificationReturn {
   results: ProcessingResult[]
   selectedResult: ProcessingResult | null
   processingProgress: string | null
-  
+
   // Controls
   setProcessingMode: (mode: ProcessingMode) => void
   setConfidenceThreshold: (threshold: number) => void
-  processAudio: (audio: ProcessedAudio, mode?: ProcessingMode) => Promise<ProcessingResult | null>
+  processAudio: (audio: ProcessedAudio, modeOrOptions?: ProcessingMode | Partial<ProcessingOptions>) => Promise<ProcessingResult | null>
   selectResult: (result: ProcessingResult | null) => void
   clearResults: () => void
   exportResult: (result: ProcessingResult) => void
-  
+
   // Available modes
   availableModes: Array<{ mode: ProcessingMode; name: string; description: string }>
 }
@@ -85,15 +85,15 @@ export function useSpeakerIdentification(
 
   // Legacy method for backward compatibility
   const identifyUtteranceSpeaker = useCallback(async (
-    audioBuffer: Float32Array, 
+    audioBuffer: Float32Array,
     sampleRate: number
   ): Promise<IdentifyResult> => {
     try {
       speakerLogger.info('Starting utterance speaker identification')
-      
+
       // Create WAV blob
       const wavBlob = createWAVBlob(audioBuffer, sampleRate)
-      
+
       // Call the simple identify-utterance endpoint
       const formData = new FormData()
       formData.append('file', wavBlob, 'utterance.wav')
@@ -101,25 +101,25 @@ export function useSpeakerIdentification(
       if (user?.id) {
         formData.append('user_id', user.id.toString())
       }
-      
+
       const response = await apiService.post('/identify', formData, {
         headers: {
           'Content-Type': 'multipart/form-data',
         },
         timeout: 15000, // 15 seconds for utterance identification
       })
-      
+
       speakerLogger.info('API Response:', response.data)
-      
+
       return response.data as IdentifyResult
-      
+
     } catch (error) {
       speakerLogger.error('Error during utterance identification:', error)
-      return { 
-        found: false, 
-        speaker_id: null, 
-        speaker_name: null, 
-        confidence: 0, 
+      return {
+        found: false,
+        speaker_id: null,
+        speaker_name: null,
+        confidence: 0,
         status: 'error',
         similarity_threshold: confidenceThreshold,
         duration: 0
@@ -210,7 +210,7 @@ export function useSpeakerIdentification(
       const errorMsg = `${processingMode} processing failed: ${error.message}`
       setProcessingProgress(null)
       onError?.(errorMsg)
-      
+
       // Create failed result for tracking
       const failedResult: ProcessingResult = {
         id: Math.random().toString(36),
@@ -228,7 +228,7 @@ export function useSpeakerIdentification(
         },
         error: error.message
       }
-      
+
       setResults((prev: ProcessingResult[]) => [failedResult, ...prev])
       return null
 
@@ -290,7 +290,7 @@ export function useSpeakerIdentification(
   return {
     // Legacy method for backward compatibility
     identifyUtteranceSpeaker,
-    
+
     // New enhanced functionality
     isProcessing,
     currentMode,
@@ -298,7 +298,7 @@ export function useSpeakerIdentification(
     results,
     selectedResult,
     processingProgress,
-    
+
     // Controls
     setProcessingMode,
     setConfidenceThreshold: setThreshold,
@@ -306,8 +306,8 @@ export function useSpeakerIdentification(
     selectResult,
     clearResults,
     exportResult,
-    
+
     // Available modes
     availableModes
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useSpeakerWebSocket.ts b/extras/speaker-recognition/webui/src/hooks/useSpeakerWebSocket.ts
index 39ec166b..0685ddb8 100644
--- a/extras/speaker-recognition/webui/src/hooks/useSpeakerWebSocket.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useSpeakerWebSocket.ts
@@ -4,10 +4,10 @@
  */
 
 import { useState, useCallback, useRef, useEffect } from 'react'
-import { 
-  SpeakerWebSocketService, 
-  UtteranceBoundaryEvent, 
-  SpeakerWebSocketOptions 
+import {
+  SpeakerWebSocketService,
+  UtteranceBoundaryEvent,
+  SpeakerWebSocketOptions
 } from '../services/speakerWebSocket'
 
 export interface TranscriptSegment {
@@ -30,11 +30,11 @@ export interface UseSpeakerWebSocketReturn {
   // Connection state
   isConnected: boolean
   connectionStatus: 'connecting' | 'connected' | 'disconnected' | 'error'
-  
+
   // Streaming state
   isStreaming: boolean
   transcriptSegments: TranscriptSegment[]
-  
+
   // Controls
   connect: () => Promise<void>
   disconnect: () => void
@@ -42,10 +42,10 @@ export interface UseSpeakerWebSocketReturn {
   stopStreaming: () => void
   sendAudio: (audioData: ArrayBuffer | Uint8Array) => boolean
   clearTranscripts: () => void
-  
+
   // Settings
   updateSettings: (settings: Partial<SpeakerWebSocketOptions>) => void
-  
+
   // Statistics
   stats: {
     totalSegments: number
@@ -53,7 +53,7 @@ export interface UseSpeakerWebSocketReturn {
     sessionDuration: number
     averageConfidence: number
   }
-  
+
   // Raw Deepgram access
   setRawDeepgramCallback: (callback: (data: any) => void) => void
 }
@@ -64,11 +64,11 @@ export const useSpeakerWebSocket = (
   // Connection state
   const [isConnected, setIsConnected] = useState(false)
   const [connectionStatus, setConnectionStatus] = useState<'connecting' | 'connected' | 'disconnected' | 'error'>('disconnected')
-  
-  // Streaming state  
+
+  // Streaming state
   const [isStreaming, setIsStreaming] = useState(false)
   const [transcriptSegments, setTranscriptSegments] = useState<TranscriptSegment[]>([])
-  
+
   // Statistics
   const [stats, setStats] = useState({
     totalSegments: 0,
@@ -127,8 +127,8 @@ export const useSpeakerWebSocket = (
         }
       } else {
         // For final transcripts, always add (and remove any trailing interim)
-        const withoutTrailingInterim = prev[prev.length - 1]?.status === 'interim' 
-          ? prev.slice(0, -1) 
+        const withoutTrailingInterim = prev[prev.length - 1]?.status === 'interim'
+          ? prev.slice(0, -1)
           : prev
         return [...withoutTrailingInterim, segment]
       }
@@ -138,7 +138,7 @@ export const useSpeakerWebSocket = (
     setStats(prev => {
       const totalSegments = prev.totalSegments + 1
       const identifiedSpeakers = new Set(prev.identifiedSpeakers)
-      
+
       if (segment.speaker_name && segment.status === 'identified') {
         identifiedSpeakers.add(segment.speaker_name)
       }
@@ -146,7 +146,7 @@ export const useSpeakerWebSocket = (
       // Calculate average confidence (only for segments with identification attempts)
       const segments = [...transcriptSegments, segment]
       const segmentsWithConfidence = segments.filter(s => s.confidence > 0)
-      const averageConfidence = segmentsWithConfidence.length > 0 
+      const averageConfidence = segmentsWithConfidence.length > 0
         ? segmentsWithConfidence.reduce((sum, s) => sum + s.confidence, 0) / segmentsWithConfidence.length
         : 0
 
@@ -186,7 +186,7 @@ export const useSpeakerWebSocket = (
   // Connect to WebSocket
   const connect = useCallback(async () => {
     initializeService()
-    
+
     if (wsServiceRef.current) {
       try {
         await wsServiceRef.current.connect()
@@ -210,15 +210,15 @@ export const useSpeakerWebSocket = (
 
   // Start streaming
   const startStreaming = useCallback(() => {
-    const serviceConnected = wsServiceRef.current?.connectionStatus === 'connected'
+    const serviceConnected = wsServiceRef.current?.status === 'connected'
     console.log(`🎙️ [WS] Attempting to start streaming - React isConnected: ${isConnected}, Service connected: ${serviceConnected}`)
-    
+
     // Check WebSocket service state directly to avoid React state timing issues
     if (!wsServiceRef.current || !serviceConnected) {
       console.warn('Cannot start streaming: WebSocket service not connected')
       return
     }
-    
+
     sessionStartRef.current = Date.now()
     setIsStreaming(true)
     console.log(`🎙️ [WS] Set isStreaming to true`)
@@ -244,7 +244,7 @@ export const useSpeakerWebSocket = (
       console.warn('❌ [sendAudio] No WebSocket service')
       return false
     }
-    
+
     // Let the WebSocket service handle streaming state checks internally
     // Removed React state dependency to avoid timing issues
     return wsServiceRef.current.sendAudio(audioData)
@@ -287,11 +287,11 @@ export const useSpeakerWebSocket = (
     // Connection state
     isConnected,
     connectionStatus,
-    
+
     // Streaming state
     isStreaming,
     transcriptSegments,
-    
+
     // Controls
     connect,
     disconnect,
@@ -299,14 +299,14 @@ export const useSpeakerWebSocket = (
     stopStreaming,
     sendAudio,
     clearTranscripts,
-    
+
     // Settings
     updateSettings,
-    
+
     // Statistics
     stats,
-    
+
     // Raw Deepgram access
     setRawDeepgramCallback
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/hooks/useUtteranceProcessor.ts b/extras/speaker-recognition/webui/src/hooks/useUtteranceProcessor.ts
index fcfc4453..c030ae66 100644
--- a/extras/speaker-recognition/webui/src/hooks/useUtteranceProcessor.ts
+++ b/extras/speaker-recognition/webui/src/hooks/useUtteranceProcessor.ts
@@ -14,14 +14,14 @@ export interface UseUtteranceProcessorReturn {
   utteranceStartTimeRef: React.MutableRefObject<number | null>
   streamStartTimeRef: React.MutableRefObject<number | null>
   processingUtteranceRef: React.MutableRefObject<boolean>
-  
+
   // Functions
   resetRefs: () => void
   extractUtteranceAudio: (
     event: UtteranceEndEvent,
     audioBuffers: Float32Array[]
   ) => Promise<{ audioBuffer: Float32Array; segmentIds: string[]; transcripts: string[] } | null>
-  
+
   // Tracking functions
   trackUtteranceStart: (startTime: number) => void
   addUtteranceSegment: (transcript: string, segmentId: string) => void
@@ -34,7 +34,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
   const utteranceStartTimeRef = useRef<number | null>(null)
   const streamStartTimeRef = useRef<number | null>(null)
   const processingUtteranceRef = useRef<boolean>(false)
-  
+
   // Helper function to reset utterance refs
   const resetRefs = useCallback(() => {
     utteranceTranscriptsRef.current = []
@@ -55,7 +55,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
   const addUtteranceSegment = useCallback((transcript: string, segmentId: string) => {
     utteranceTranscriptsRef.current.push(transcript)
     currentUtteranceSegmentIds.current.push(segmentId)
-    
+
     utteranceLogger.info('Collected segment:', transcript)
     utteranceLogger.info('Segment ID:', segmentId)
     utteranceLogger.info('Total segments so far:', utteranceTranscriptsRef.current.length)
@@ -67,7 +67,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
     event: UtteranceEndEvent,
     audioBuffers: Float32Array[]
   ): Promise<{ audioBuffer: Float32Array; segmentIds: string[]; transcripts: string[] } | null> => {
-    
+
     // Prevent duplicate processing
     if (processingUtteranceRef.current) {
       utteranceLogger.warn('⚠️ Already processing an utterance, skipping duplicate event')
@@ -77,7 +77,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
     utteranceLogger.info('Utterance ended, triggering speaker identification')
     utteranceLogger.info('Collected transcripts:', utteranceTranscriptsRef.current)
     utteranceLogger.info('Collected segment IDs:', currentUtteranceSegmentIds.current)
-    
+
     // Validate we have data to process
     if (utteranceTranscriptsRef.current.length === 0) {
       utteranceLogger.info('No transcripts to process')
@@ -95,7 +95,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
     // Capture segment IDs locally to prevent race conditions
     const segmentIdsToUpdate = [...currentUtteranceSegmentIds.current]
     const transcriptsToProcess = [...utteranceTranscriptsRef.current]
-    
+
     utteranceLogger.info('Captured for processing:', {
       segmentIds: segmentIdsToUpdate,
       transcripts: transcriptsToProcess
@@ -106,18 +106,18 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
       const utteranceStartTime = utteranceStartTimeRef.current
       const utteranceEndTime = event.last_word_end
       const streamStartTime = streamStartTimeRef.current
-      
+
       if (!utteranceStartTime || !streamStartTime) {
         utteranceLogger.error('Missing timing information - cannot extract utterance audio')
         utteranceLogger.error('utteranceStartTime:', utteranceStartTime, 'streamStartTime:', streamStartTime)
         resetRefs()
         return null
       }
-      
+
       // Calculate which buffers correspond to the utterance timing
       const utteranceDuration = utteranceEndTime - utteranceStartTime
       const bufferDurationMs = 256 // Each buffer is ~256ms (4096 samples at 16kHz)
-      
+
       // Calculate buffer indices based on stream-relative timing
       const { startIndex, endIndex, isValid } = calculateBufferIndices(
         utteranceStartTime,
@@ -125,7 +125,7 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
         bufferDurationMs,
         audioBuffers.length
       )
-      
+
       utteranceLogger.info('Timing calculation:', {
         utteranceStartTime,
         utteranceEndTime,
@@ -135,23 +135,23 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
         endIndex,
         totalBuffers: audioBuffers.length
       })
-      
+
       if (!isValid) {
         utteranceLogger.error('Invalid buffer range - cannot extract utterance audio')
         utteranceLogger.error('startBufferIndex:', startIndex, 'endBufferIndex:', endIndex, 'totalBuffers:', audioBuffers.length)
         resetRefs()
         return null
       }
-      
+
       // Extract the exact utterance audio segment
       const audioBuffer = extractAudioSegmentFromBuffers(audioBuffers, startIndex, endIndex)
-      
+
       if (!audioBuffer) {
         utteranceLogger.error('No utterance buffers in calculated range')
         resetRefs()
         return null
       }
-      
+
       utteranceLogger.info('✅ Exact utterance audio buffer created:', {
         bufferCount: endIndex - startIndex,
         totalSamples: audioBuffer.length,
@@ -160,13 +160,13 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
         startIndex,
         endIndex
       })
-      
+
       return {
         audioBuffer,
         segmentIds: segmentIdsToUpdate,
         transcripts: transcriptsToProcess
       }
-      
+
     } catch (error) {
       utteranceLogger.error('Error during utterance audio extraction:', error)
       resetRefs()
@@ -185,4 +185,4 @@ export function useUtteranceProcessor(): UseUtteranceProcessorReturn {
     trackUtteranceStart,
     addUtteranceSegment
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/index.css b/extras/speaker-recognition/webui/src/index.css
index c3084ddf..ca126564 100644
--- a/extras/speaker-recognition/webui/src/index.css
+++ b/extras/speaker-recognition/webui/src/index.css
@@ -2,9 +2,9 @@
 
 @layer base {
   html {
-    font-family: Inter, system-ui, Avenir, Helvetica, Arial, sans-serif;
+    font-family: system-ui, -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif;
   }
-  
+
   body {
     margin: 0;
     min-height: 100vh;
@@ -14,4 +14,4 @@
     width: 100%;
     min-height: 100vh;
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/main.tsx b/extras/speaker-recognition/webui/src/main.tsx
index cbe1cdf3..3d7150da 100644
--- a/extras/speaker-recognition/webui/src/main.tsx
+++ b/extras/speaker-recognition/webui/src/main.tsx
@@ -7,4 +7,4 @@ ReactDOM.createRoot(document.getElementById('root')!).render(
   <React.StrictMode>
     <App />
   </React.StrictMode>,
-)
\ No newline at end of file
+)
diff --git a/extras/speaker-recognition/webui/src/pages/Annotation.tsx b/extras/speaker-recognition/webui/src/pages/Annotation.tsx
index bb5512cb..88b37434 100644
--- a/extras/speaker-recognition/webui/src/pages/Annotation.tsx
+++ b/extras/speaker-recognition/webui/src/pages/Annotation.tsx
@@ -2,9 +2,9 @@ import { useState, useCallback, useRef, useEffect, useMemo } from 'react'
 import { Play, Pause, Save, Download, CheckCircle, XCircle, AlertCircle, UserPlus, Filter, ChevronDown, X } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { calculateFileHash, isAudioFile } from '../utils/fileHash'
-import { 
-  loadAudioBuffer, 
-  createAudioContext, 
+import {
+  loadAudioBuffer,
+  createAudioContext,
   decodeAudioData,
   extractAudioSamples,
   formatDuration,
@@ -14,17 +14,11 @@ import {
 } from '../utils/audioUtils'
 import { databaseService } from '../services/database'
 import { apiService, type Annotation } from '../services/api'
-import { 
-  transcribeWithDeepgram, 
-  convertToAnnotationSegments,
-  DEFAULT_DEEPGRAM_OPTIONS 
-} from '../services/deepgram'
 import { speakerIdentificationService } from '../services/speakerIdentification'
 import FileUploader from '../components/FileUploader'
 import WaveformPlot from '../components/WaveformPlot'
 import EmbeddingPlot from '../components/EmbeddingPlot'
 import ProcessingModeSelector from '../components/ProcessingModeSelector'
-import { audioProcessingService } from '../services/audioProcessing'
 import { useSpeakerIdentification } from '../hooks/useSpeakerIdentification'
 
 interface AudioData {
@@ -56,11 +50,10 @@ export default function Annotation() {
   const [isLoading, setIsLoading] = useState(false)
   const [segments, setSegments] = useState<AnnotationSegment[]>([])
   const [selectedSegmentId, setSelectedSegmentId] = useState<string | null>(null)
-  
+
   // Add speaker processing hook for unified processing modes
   const speakerProcessing = useSpeakerIdentification({
     defaultMode: 'speaker-identification',
-    userId: user?.id,
     onError: (error) => console.error('Processing error:', error),
   })
   const [availableSpeakers, setAvailableSpeakers] = useState<AvailableSpeaker[]>([
@@ -72,20 +65,20 @@ export default function Annotation() {
   const [playingSegmentId, setPlayingSegmentId] = useState<string | null>(null)
   const [hasUnsavedChanges, setHasUnsavedChanges] = useState(false)
   const [enrollingSpeaker, setEnrollingSpeaker] = useState<string | null>(null)
-  const [deepgramResponse, setDeepgramResponse] = useState<any>(null)
+  const [deepgramResponse] = useState<any>(null)
   const [showJsonOutput, setShowJsonOutput] = useState(false)
   const [minSpeakers, setMinSpeakers] = useState(1)
   const [maxSpeakers, setMaxSpeakers] = useState(4)
   const [collar, setCollar] = useState(2.0)
   const [minDurationOff, setMinDurationOff] = useState(1.5)
   const [uploadedJson, setUploadedJson] = useState<any>(null)
-  
+
   // Filter states
   const [selectedSpeakers, setSelectedSpeakers] = useState<Set<string>>(new Set())
   const [showSpeakerFilter, setShowSpeakerFilter] = useState(false)
   const [minDuration, setMinDuration] = useState(0)
   const [maxDuration, setMaxDuration] = useState(100)
-  
+
   const audioContextRef = useRef<AudioContext | null>(null)
   const audioSourceRef = useRef<AudioBufferSourceNode | null>(null)
 
@@ -103,14 +96,14 @@ export default function Annotation() {
   useEffect(() => {
     const loadEnrolledSpeakers = async () => {
       if (!user) return
-      
+
       try {
         const response = await apiService.get('/speakers', {
           params: { user_id: user.id }
         })
-        
+
         const enrolledSpeakers = response.data.speakers || []
-        
+
         // Combine enrolled speakers with default temporary labels
         const allSpeakers: AvailableSpeaker[] = [
           ...enrolledSpeakers.map((s: any) => ({ id: s.id, label: s.name })),
@@ -118,14 +111,14 @@ export default function Annotation() {
           { label: 'Speaker 2' },
           { label: 'Unknown' }
         ]
-        
+
         setAvailableSpeakers(allSpeakers)
       } catch (error) {
         console.error('Failed to load enrolled speakers:', error)
         // Keep default speakers on error
       }
     }
-    
+
     loadEnrolledSpeakers()
   }, [user])
 
@@ -136,12 +129,12 @@ export default function Annotation() {
       if (selectedSpeakers.size > 0 && !selectedSpeakers.has(segment.speakerLabel || '')) {
         return false
       }
-      
+
       // Duration filter
       if (segment.duration < minDuration || segment.duration > maxDuration) {
         return false
       }
-      
+
       return true
     })
   }, [segments, selectedSpeakers, minDuration, maxDuration])
@@ -174,7 +167,7 @@ export default function Annotation() {
     }
   }
 
-  const hasActiveFilters = selectedSpeakers.size > 0 || minDuration > 0 || 
+  const hasActiveFilters = selectedSpeakers.size > 0 || minDuration > 0 ||
     (segments.length > 0 && maxDuration < Math.max(...segments.map(s => s.duration)))
 
   // Close speaker filter dropdown when clicking outside
@@ -196,19 +189,6 @@ export default function Annotation() {
     if (!audioData || !user) return
 
     try {
-      // Convert audioData to ProcessedAudio format expected by speaker processing
-      const processedAudio = {
-        file: audioData.file, // <-- This was missing! 
-        filename: audioData.file.name,
-        buffer: {
-          samples: audioData.samples,
-          sampleRate: audioData.buffer.sampleRate,
-          channels: audioData.buffer.numberOfChannels,
-          duration: audioData.buffer.duration
-        },
-        quality: null // Not needed for annotation processing
-      }
-
       // Validate requirements for diarize-identify-match mode
       if (mode === 'diarize-identify-match' && !uploadedJson) {
         alert('Please upload a transcript JSON file first to use Transcript + Diarize mode')
@@ -232,7 +212,7 @@ export default function Annotation() {
       }
 
       const result = await speakerIdentificationService.processAudio(audioData.file, options)
-      
+
       if (result && result.speakers) {
         // Convert processing result to annotation segments
         const newSegments: AnnotationSegment[] = result.speakers.map((speaker, index) => ({
@@ -258,7 +238,7 @@ export default function Annotation() {
         if (uniqueSpeakerLabels.size > 0) {
           setAvailableSpeakers(prev => [
             ...prev,
-            ...Array.from(uniqueSpeakerLabels).map(label => ({ label }))
+            ...Array.from(uniqueSpeakerLabels).map(label => ({ label: label as string }))
           ])
         }
 
@@ -286,7 +266,7 @@ export default function Annotation() {
     try {
       // Calculate file hash
       const hash = await calculateFileHash(file)
-      
+
       // Check if annotations exist for this file
       const hasExisting = await databaseService.hasAnnotations(hash, user.id)
       if (hasExisting) {
@@ -311,40 +291,40 @@ export default function Annotation() {
               notes: ann.notes
             }))
             setSegments(loadedSegments)
-            
+
             // Also extract any unique speaker labels from loaded annotations
             const uniqueSpeakerLabels = new Set(
               loadedSegments
                 .map(s => s.speakerLabel)
                 .filter(label => label && !availableSpeakers.some(sp => sp.label === label))
             )
-            
+
             // Add these to available speakers if they don't exist
             if (uniqueSpeakerLabels.size > 0) {
               setAvailableSpeakers(prev => [
                 ...prev,
-                ...Array.from(uniqueSpeakerLabels).map(label => ({ label }))
+                ...Array.from(uniqueSpeakerLabels).map(label => ({ label: label as string }))
               ])
             }
           }
         }
       }
-      
+
       // Load and decode audio
       const arrayBuffer = await loadAudioBuffer(file)
       const audioContext = createAudioContext()
       audioContextRef.current = audioContext
-      
+
       const audioBuffer = await decodeAudioData(audioContext, arrayBuffer)
       const samples = extractAudioSamples(audioBuffer)
-      
+
       setAudioData({
         file,
         buffer: audioBuffer,
         hash,
         samples
       })
-      
+
       setHasUnsavedChanges(false)
     } catch (error) {
       console.error('Failed to process audio file:', error)
@@ -364,17 +344,17 @@ export default function Annotation() {
     try {
       const text = await file.text()
       const deepgramData = JSON.parse(text)
-      
+
       // Parse Deepgram format
       if (deepgramData.results?.channels?.[0]?.alternatives?.[0]?.words) {
         const words = deepgramData.results.channels[0].alternatives[0].words
         const newSegments: AnnotationSegment[] = []
-        
+
         // Group words by speaker
         let currentSpeaker = null
         let currentSegmentStart = null
         let currentWords: any[] = []
-        
+
         for (const word of words) {
           if (word.speaker !== currentSpeaker) {
             // Save previous segment
@@ -392,7 +372,7 @@ export default function Annotation() {
                 transcription: currentWords.map(w => w.word).join(' ')
               })
             }
-            
+
             // Start new segment
             currentSpeaker = word.speaker
             currentSegmentStart = word.start
@@ -401,7 +381,7 @@ export default function Annotation() {
             currentWords.push(word)
           }
         }
-        
+
         // Add final segment
         if (currentWords.length > 0) {
           const segmentEnd = currentWords[currentWords.length - 1].end
@@ -417,10 +397,10 @@ export default function Annotation() {
             transcription: currentWords.map(w => w.word).join(' ')
           })
         }
-        
+
         // Store the JSON data for potential diarize-identify-match processing
         setUploadedJson(deepgramData)
-        
+
         setSegments(newSegments)
         setHasUnsavedChanges(true)
         alert(`Loaded ${newSegments.length} segments from Deepgram JSON`)
@@ -435,7 +415,7 @@ export default function Annotation() {
 
   const addManualSegment = useCallback(() => {
     if (!audioData) return
-    
+
     const newSegment: AnnotationSegment = {
       id: Math.random().toString(36),
       start: 0,
@@ -444,14 +424,14 @@ export default function Annotation() {
       label: 'UNCERTAIN',
       speakerLabel: 'Unknown'
     }
-    
+
     setSegments(prev => [...prev, newSegment])
     setSelectedSegmentId(newSegment.id)
     setHasUnsavedChanges(true)
   }, [audioData])
 
   const updateSegment = useCallback((id: string, updates: Partial<AnnotationSegment>) => {
-    setSegments(prev => prev.map(seg => 
+    setSegments(prev => prev.map(seg =>
       seg.id === id ? { ...seg, ...updates } : seg
     ))
     setHasUnsavedChanges(true)
@@ -467,7 +447,7 @@ export default function Annotation() {
 
   const addSpeaker = useCallback(() => {
     if (!newSpeakerName.trim()) return
-    
+
     // Add as temporary speaker (no ID)
     setAvailableSpeakers(prev => [...prev, { label: newSpeakerName.trim() }])
     setNewSpeakerName('')
@@ -486,11 +466,11 @@ export default function Annotation() {
       const source = audioContextRef.current.createBufferSource()
       source.buffer = audioData.buffer
       source.connect(audioContextRef.current.destination)
-      
+
       source.start(0, segment.start, segment.duration)
       audioSourceRef.current = source
       setPlayingSegmentId(segment.id)
-      
+
       source.onended = () => {
         setPlayingSegmentId(null)
         audioSourceRef.current = null
@@ -576,13 +556,13 @@ export default function Annotation() {
 
   const exportSpeakerSegments = useCallback(async (speakerLabel: string) => {
     if (!audioData || !segments.length) return
-    
+
     const speakerSegments = segments.filter(s => s.speakerLabel === speakerLabel)
     if (speakerSegments.length === 0) {
       alert(`No segments found for ${speakerLabel}`)
       return
     }
-    
+
     // Create export data with segment information
     const exportData = {
       speaker_label: speakerLabel,
@@ -597,7 +577,7 @@ export default function Annotation() {
         confidence: seg.confidence
       }))
     }
-    
+
     // For now, export as JSON metadata
     // TODO: In future, could create actual audio files with segments
     const blob = new Blob([JSON.stringify(exportData, null, 2)], { type: 'application/json' })
@@ -609,19 +589,19 @@ export default function Annotation() {
     a.click()
     document.body.removeChild(a)
     URL.revokeObjectURL(url)
-    
+
     alert(`Exported ${speakerSegments.length} segments for ${speakerLabel}`)
   }, [segments, audioData])
 
   const enrollSpeaker = useCallback(async (speakerLabel: string, speakerId?: string) => {
     if (!audioData || !user) return
-    
+
     const speakerSegments = segments.filter(s => s.speakerLabel === speakerLabel)
     if (speakerSegments.length === 0) {
       alert(`No segments found for ${speakerLabel}`)
       return
     }
-    
+
     // If speaker is already enrolled, ask user what to do
     if (speakerId) {
       const action = window.confirm(
@@ -629,7 +609,7 @@ export default function Annotation() {
         `Click OK to add these segments to the existing enrollment.\n` +
         `Click Cancel to create a fresh enrollment (will replace the existing one).`
       )
-      
+
       if (!action) {
         // User chose to create fresh enrollment
         const confirmReplace = window.confirm(
@@ -640,27 +620,27 @@ export default function Annotation() {
         speakerId = undefined // Will create new enrollment
       }
     }
-    
+
     setEnrollingSpeaker(speakerLabel)
-    
+
     try {
       // Extract audio segments and create blobs
       console.log(`Processing ${speakerSegments.length} segments for enrollment...`)
       const audioBlobs: Blob[] = []
-      
+
       for (let i = 0; i < speakerSegments.length; i++) {
         const segment = speakerSegments[i]
         console.log(`Extracting segment ${i + 1}: ${segment.start}s - ${segment.end}s`)
-        
+
         try {
           const audioSamples = extractAudioSamples(audioData.buffer)
           const samples = extractAudioSegment(audioSamples, segment.start, segment.end, audioData.buffer.sampleRate)
-          
+
           if (samples.length === 0) {
             console.warn(`Segment ${i + 1} resulted in empty audio, skipping`)
             continue
           }
-          
+
           const blob = createAudioBlob(samples, audioData.buffer.sampleRate)
           audioBlobs.push(blob)
           console.log(`Successfully created ${blob.size} byte WAV blob for segment ${i + 1}`)
@@ -670,46 +650,46 @@ export default function Annotation() {
           return
         }
       }
-      
+
       if (audioBlobs.length === 0) {
         alert('❌ No valid audio segments could be extracted. Please check that the selected segments contain audio.')
         return
       }
-      
+
       console.log(`Successfully extracted ${audioBlobs.length} audio segments`)
-      
+
       // Create FormData for enrollment
       const formData = new FormData()
       const newSpeakerId = speakerId || `user_${user.id}_${speakerLabel.replace(/\s+/g, '_')}_${Date.now()}`
-      
+
       formData.append('speaker_id', newSpeakerId)
       formData.append('speaker_name', speakerLabel)
-      
+
       audioBlobs.forEach((blob, index) => {
         formData.append('files', blob, `segment_${String(index + 1).padStart(3, '0')}.wav`)
       })
-      
+
       console.log(`Enrolling speaker with ID: ${newSpeakerId}`)
-      
+
       // Submit enrollment - use append endpoint if speaker exists, batch if new
       const endpoint = speakerId ? '/enroll/append' : '/enroll/batch'
       console.log(`Using endpoint: ${endpoint}`)
-      
+
       await apiService.post(endpoint, formData, {
         headers: {
           'Content-Type': 'multipart/form-data',
         },
         timeout: 120000, // 2 minutes for enrollment operations
       })
-      
+
       // Refresh speakers list to get the updated enrolled speakers
       try {
         const response = await apiService.get('/speakers', {
           params: { user_id: user.id }
         })
-        
+
         const enrolledSpeakers = response.data.speakers || []
-        
+
         // Combine enrolled speakers with default temporary labels
         const allSpeakers: AvailableSpeaker[] = [
           ...enrolledSpeakers.map((s: any) => ({ id: s.id, label: s.name })),
@@ -717,23 +697,23 @@ export default function Annotation() {
           { label: 'Speaker 2' },
           { label: 'Unknown' }
         ]
-        
+
         setAvailableSpeakers(allSpeakers)
       } catch (error) {
         console.error('Failed to refresh speakers list:', error)
       }
-      
+
       alert(
         `✅ Speaker "${speakerLabel}" enrolled successfully!\n\n` +
         `Processed ${speakerSegments.length} segments (${formatDuration(speakerSegments.reduce((sum, seg) => sum + seg.duration, 0) * 1000)} total)`
       )
-      
+
     } catch (error) {
       console.error('Failed to enroll speaker:', error)
-      
+
       // Handle specific error cases
       let errorMessage = `❌ Failed to enroll speaker "${speakerLabel}".`
-      
+
       // Check for axios error with response
       if (error && typeof error === 'object' && 'response' in error) {
         const axiosError = error as any
@@ -754,7 +734,7 @@ export default function Annotation() {
       } else {
         errorMessage += ' Please try again.'
       }
-      
+
       alert(errorMessage)
     } finally {
       setEnrollingSpeaker(null)
@@ -816,13 +796,14 @@ export default function Annotation() {
       {/* Processing Mode Selector - Full Width Section */}
       <div className="border-2 border-dashed border-green-300 dark:border-green-600 rounded-lg p-6">
         <h3 className="text-xl font-medium mb-4 text-primary">🎯 Speaker Processing Modes</h3>
-        
+
         {audioData ? (
           <ProcessingModeSelector
             selectedMode={speakerProcessing.currentMode}
             onModeChange={speakerProcessing.setProcessingMode}
             onProcessAudio={handleProcessAudio}
             audioData={{
+              file: audioData.file,
               filename: audioData.file.name,
               buffer: {
                 samples: audioData.samples,
@@ -884,32 +865,19 @@ export default function Annotation() {
                 Add Segment
               </button>
             </div>
-            
+
+            {/* WaveformPlot renders the waveform only; segment overlay/selection is
+                handled by the segment list below (these props were never consumed). */}
             <WaveformPlot
               samples={audioData.samples}
               sampleRate={audioData.buffer.sampleRate}
-              segments={segments}
-              selectedSegment={selectedSegmentId ? 
-                segments.find(s => s.id === selectedSegmentId) ? 
-                [segments.find(s => s.id === selectedSegmentId)!.start, segments.find(s => s.id === selectedSegmentId)!.end] : null 
-                : null}
-              onSegmentSelect={(segment) => {
-                // Find closest segment to selection
-                const midpoint = (segment[0] + segment[1]) / 2
-                const closest = segments.reduce((prev, curr) => {
-                  const prevDist = Math.abs((prev.start + prev.end) / 2 - midpoint)
-                  const currDist = Math.abs((curr.start + curr.end) / 2 - midpoint)
-                  return prevDist < currDist ? prev : curr
-                })
-                setSelectedSegmentId(closest?.id || null)
-              }}
             />
           </div>
 
           {/* Segments List */}
           <div className="space-y-4">
             <h3 className="heading-sm">🗣️ Speaker Segments</h3>
-            
+
             {/* Filter Controls */}
             {segments.length > 0 && (
               <div className="flex flex-wrap items-center gap-4 p-3 bg-gray-50 dark:bg-gray-800 rounded-lg border dark:border-gray-700">
@@ -928,16 +896,16 @@ export default function Annotation() {
                     )}
                     <ChevronDown className="h-4 w-4" />
                   </button>
-                  
+
                   {showSpeakerFilter && (
-                    <div 
+                    <div
                       className="absolute z-10 mt-1 bg-white dark:bg-gray-800 border border-gray-300 dark:border-gray-600 rounded-lg p-3 min-w-48 shadow-lg"
                       onClick={(e) => e.stopPropagation()}
                     >
                       <div className="space-y-2 max-h-40 overflow-y-auto">
                         {uniqueSpeakers.map(({ speaker, count }) => (
-                          <label 
-                            key={speaker} 
+                          <label
+                            key={speaker}
                             className="flex items-center space-x-2 cursor-pointer hover:bg-gray-50 dark:hover:bg-gray-700 p-1 rounded"
                             onClick={(e) => e.stopPropagation()}
                           >
@@ -1000,16 +968,16 @@ export default function Annotation() {
                   <div className="relative w-32 h-8 flex items-center">
                     {/* Background track */}
                     <div className="absolute w-full h-2 bg-gray-200 dark:bg-gray-600 rounded-lg"></div>
-                    
+
                     {/* Active range */}
-                    <div 
+                    <div
                       className="absolute h-2 bg-blue-500 rounded-lg"
                       style={{
                         left: `${(minDuration / (segments.length > 0 ? Math.max(...segments.map(s => s.duration)) : 100)) * 100}%`,
                         width: `${((maxDuration - minDuration) / (segments.length > 0 ? Math.max(...segments.map(s => s.duration)) : 100)) * 100}%`
                       }}
                     ></div>
-                    
+
                     {/* Min handle */}
                     <input
                       type="range"
@@ -1024,11 +992,11 @@ export default function Annotation() {
                         }
                       }}
                       className="absolute w-full h-2 bg-transparent rounded-lg appearance-none cursor-pointer range-slider-min"
-                      style={{ 
+                      style={{
                         zIndex: minDuration > maxDuration - 1 ? 5 : 3
                       }}
                     />
-                    
+
                     {/* Max handle */}
                     <input
                       type="range"
@@ -1043,7 +1011,7 @@ export default function Annotation() {
                         }
                       }}
                       className="absolute w-full h-2 bg-transparent rounded-lg appearance-none cursor-pointer range-slider-max"
-                      style={{ 
+                      style={{
                         zIndex: maxDuration < minDuration + 1 ? 5 : 4
                       }}
                     />
@@ -1078,7 +1046,7 @@ export default function Annotation() {
                 )}
               </div>
             )}
-            
+
             <div className="space-y-3 max-h-96 overflow-y-auto">
               {filteredSegments.map((segment) => (
                 <SegmentEditor
@@ -1122,8 +1090,8 @@ export default function Annotation() {
                 <span
                   key={index}
                   className={`px-3 py-1 rounded-full text-sm ${
-                    speaker.id 
-                      ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200' 
+                    speaker.id
+                      ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
                       : 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200'
                   }`}
                   title={speaker.id ? 'Enrolled speaker' : 'Temporary label'}
@@ -1143,13 +1111,13 @@ export default function Annotation() {
                   const speakerSegments = segments.filter(s => s.speakerLabel === speakerLabel)
                   const totalDuration = speakerSegments.reduce((sum, seg) => sum + seg.duration, 0)
                   const speaker = availableSpeakers.find(s => s.label === speakerLabel)
-                  
+
                   return (
                     <div key={speakerLabel} className="flex items-center justify-between p-2 card">
                       <div className="flex items-center space-x-2">
                         <span className={`px-2 py-1 rounded-full text-xs ${
-                          speaker?.id 
-                            ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200' 
+                          speaker?.id
+                            ? 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200'
                             : 'bg-blue-100 text-blue-800 dark:bg-blue-900 dark:text-blue-200'
                         }`}>
                           {speakerLabel}
@@ -1166,10 +1134,10 @@ export default function Annotation() {
                         >
                           <UserPlus className="h-3 w-3" />
                           <span>
-                            {enrollingSpeaker === speakerLabel 
-                              ? 'Enrolling...' 
-                              : speaker?.id 
-                                ? 'Update Enrollment' 
+                            {enrollingSpeaker === speakerLabel
+                              ? 'Enrolling...'
+                              : speaker?.id
+                                ? 'Update Enrollment'
                                 : 'Enroll Speaker'}
                           </span>
                         </button>
@@ -1190,7 +1158,7 @@ export default function Annotation() {
 
           {/* Embedding Analysis Section */}
           <div className="space-y-4">
-            <EmbeddingPlot 
+            <EmbeddingPlot
               dataSource={{
                 type: 'combined',
                 segments: segments,
@@ -1202,7 +1170,7 @@ export default function Annotation() {
               autoAnalyze={false}
               onAnalysisComplete={(analysis) => {
                 console.log('Combined embedding analysis completed:', analysis)
-                
+
                 // Show smart suggestion if available
                 if (analysis.smart_suggestion) {
                   console.log('Smart threshold suggestion:', analysis.smart_suggestion)
@@ -1217,8 +1185,8 @@ export default function Annotation() {
               <button
                 onClick={() => setShowJsonOutput(!showJsonOutput)}
                 className={`flex items-center space-x-2 px-4 py-2 rounded-md ${
-                  showJsonOutput 
-                    ? 'bg-blue-600 text-white hover:bg-blue-700 dark:bg-blue-700 dark:hover:bg-blue-800' 
+                  showJsonOutput
+                    ? 'bg-blue-600 text-white hover:bg-blue-700 dark:bg-blue-700 dark:hover:bg-blue-800'
                     : 'bg-gray-100 text-gray-700 hover:bg-gray-200 dark:bg-gray-700 dark:text-gray-200 dark:hover:bg-gray-600'
                 }`}
               >
@@ -1256,7 +1224,7 @@ export default function Annotation() {
                   <span>{showJsonOutput ? 'Hide' : 'Show'} JSON</span>
                 </button>
               </div>
-              
+
               <div className="space-y-4">
                 {/* Deepgram Response */}
                 <div className="card-secondary p-4">
@@ -1265,7 +1233,7 @@ export default function Annotation() {
                     {JSON.stringify(deepgramResponse, null, 2)}
                   </pre>
                 </div>
-                
+
                 {/* Annotation Segments */}
                 <div className="card-secondary p-4">
                   <h5 className="font-medium text-primary mb-2">Annotation Segments</h5>
@@ -1347,8 +1315,8 @@ function SegmentEditor({
   return (
     <div
       className={`border rounded-lg p-4 cursor-pointer transition-colors ${
-        isSelected 
-          ? 'border-blue-500 bg-blue-50 dark:border-blue-400 dark:bg-blue-900' 
+        isSelected
+          ? 'border-blue-500 bg-blue-50 dark:border-blue-400 dark:bg-blue-900'
           : getLabelColor(segment.label)
       }`}
       onClick={onSelect}
@@ -1368,7 +1336,7 @@ function SegmentEditor({
             </span>
           )}
         </div>
-        
+
         <div className="flex space-x-2">
           <button
             onClick={(e) => {
@@ -1376,7 +1344,7 @@ function SegmentEditor({
               isPlaying ? onStop() : onPlay()
             }}
             className={`p-1 rounded ${
-              isPlaying 
+              isPlaying
                 ? 'bg-red-100 dark:bg-red-900 text-red-700 dark:text-red-300 hover:bg-red-200 dark:hover:bg-red-800'
                 : 'bg-blue-100 dark:bg-blue-900 text-blue-700 dark:text-blue-300 hover:bg-blue-200 dark:hover:bg-blue-800'
             }`}
@@ -1420,7 +1388,7 @@ function SegmentEditor({
                 ))}
               </select>
             </div>
-            
+
             <div>
               <label className="input-label mb-1">Label</label>
               <select
@@ -1466,15 +1434,15 @@ function SegmentEditor({
                 value={segment.start}
                 onChange={(e) => {
                   const start = parseFloat(e.target.value)
-                  onUpdate({ 
-                    start, 
-                    duration: segment.end - start 
+                  onUpdate({
+                    start,
+                    duration: segment.end - start
                   })
                 }}
                 className="w-full px-2 py-1 border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 rounded text-sm"
               />
             </div>
-            
+
             <div>
               <label className="input-label mb-1">End (s)</label>
               <input
@@ -1483,15 +1451,15 @@ function SegmentEditor({
                 value={segment.end}
                 onChange={(e) => {
                   const end = parseFloat(e.target.value)
-                  onUpdate({ 
-                    end, 
-                    duration: end - segment.start 
+                  onUpdate({
+                    end,
+                    duration: end - segment.start
                   })
                 }}
                 className="w-full px-2 py-1 border border-gray-300 dark:border-gray-600 bg-white dark:bg-gray-700 text-gray-900 dark:text-gray-100 rounded text-sm"
               />
             </div>
-            
+
             <div>
               <label className="input-label mb-1">
                 Confidence {segment.confidence && `(${getConfidenceLabel(segment.confidence)})`}
@@ -1504,10 +1472,10 @@ function SegmentEditor({
                 value={segment.confidence || ''}
                 onChange={(e) => onUpdate({ confidence: parseFloat(e.target.value) || undefined })}
                 className={`w-full px-2 py-1 border rounded text-sm ${
-                  segment.confidence 
-                    ? segment.confidence >= 0.7 
-                      ? 'border-green-300 bg-green-50 dark:border-green-700 dark:bg-green-900' 
-                      : segment.confidence >= 0.4 
+                  segment.confidence
+                    ? segment.confidence >= 0.7
+                      ? 'border-green-300 bg-green-50 dark:border-green-700 dark:bg-green-900'
+                      : segment.confidence >= 0.4
                         ? 'border-yellow-300 bg-yellow-50 dark:border-yellow-700 dark:bg-yellow-900'
                         : 'border-red-300 bg-red-50 dark:border-red-700 dark:bg-red-900'
                     : 'border-gray-300 dark:border-gray-600'
@@ -1519,4 +1487,4 @@ function SegmentEditor({
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/AudioViewer.tsx b/extras/speaker-recognition/webui/src/pages/AudioViewer.tsx
index 9f1aef64..772db329 100644
--- a/extras/speaker-recognition/webui/src/pages/AudioViewer.tsx
+++ b/extras/speaker-recognition/webui/src/pages/AudioViewer.tsx
@@ -1,10 +1,10 @@
 import { useState, useRef, useCallback, useEffect } from 'react'
-import { Play, Pause, Download, Volume2 } from 'lucide-react'
+import { Play, Pause, Download } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { calculateFileHash, isAudioFile } from '../utils/fileHash'
-import { 
-  loadAudioBuffer, 
-  createAudioContext, 
+import {
+  loadAudioBuffer,
+  createAudioContext,
   decodeAudioData,
   extractAudioSamples,
   calculateSNR,
@@ -45,7 +45,7 @@ export default function AudioViewer() {
           // Ignore errors if already stopped
         }
       }
-      
+
       // Close audio context
       if (audioContextRef.current && audioContextRef.current.state !== 'closed') {
         audioContextRef.current.close()
@@ -66,18 +66,18 @@ export default function AudioViewer() {
     try {
       // Calculate file hash
       const hash = await calculateFileHash(file)
-      
+
       // Load and decode audio
       const arrayBuffer = await loadAudioBuffer(file)
       const audioContext = createAudioContext()
       audioContextRef.current = audioContext
-      
+
       const audioBuffer = await decodeAudioData(audioContext, arrayBuffer)
       const samples = extractAudioSamples(audioBuffer)
-      
+
       // Analyze audio
       const snr = calculateSNR(samples)
-      
+
       setAudioData({
         file,
         buffer: audioBuffer,
@@ -87,7 +87,7 @@ export default function AudioViewer() {
       })
     } catch (error) {
       console.error('Audio processing error details:', error)
-      
+
       let errorMessage = 'Failed to process audio file. '
       if (error instanceof Error) {
         if (error.message.includes('decode') || error.name === 'EncodingError') {
@@ -104,7 +104,7 @@ export default function AudioViewer() {
       } else {
         errorMessage += 'Unknown error occurred. Please try a different file.'
       }
-      
+
       alert(errorMessage)
     } finally {
       setIsLoading(false)
@@ -124,13 +124,13 @@ export default function AudioViewer() {
       const source = audioContextRef.current.createBufferSource()
       source.buffer = audioData.buffer
       source.connect(audioContextRef.current.destination)
-      
+
       source.start(0, startTime)
       audioSourceRef.current = source
       setIsPlaying(true)
       setPlaybackPosition(startTime)
       playbackStartTimeRef.current = audioContextRef.current.currentTime - startTime
-      
+
       source.onended = () => {
         setIsPlaying(false)
         setPlaybackPosition(null)
@@ -275,7 +275,7 @@ export default function AudioViewer() {
                 <span className="text-sm input-label">Show Spectrogram</span>
               </label>
             </div>
-            
+
             <WaveformPlot
               samples={audioData.samples}
               sampleRate={audioData.buffer.sampleRate}
@@ -297,4 +297,4 @@ export default function AudioViewer() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/Enrollment.tsx b/extras/speaker-recognition/webui/src/pages/Enrollment.tsx
index 7fac6080..dc180b36 100644
--- a/extras/speaker-recognition/webui/src/pages/Enrollment.tsx
+++ b/extras/speaker-recognition/webui/src/pages/Enrollment.tsx
@@ -1,15 +1,13 @@
 import { useState, useRef, useCallback, useEffect } from 'react'
-import { Mic, MicOff, Upload, Play, Pause, Save, Trash2, CheckCircle, AlertCircle } from 'lucide-react'
+import { Mic, MicOff, Play, Pause, Save, Trash2, CheckCircle, AlertCircle } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
-import { calculateFileHash, isAudioFile } from '../utils/fileHash'
-import { 
-  loadAudioBuffer, 
-  createAudioContext, 
+import {
+  loadAudioBuffer,
+  createAudioContext,
   decodeAudioData,
   extractAudioSamples,
   calculateSNR,
   formatDuration,
-  createAudioBlob,
   convertBlobToWav
 } from '../utils/audioUtils'
 import { apiService } from '../services/api'
@@ -42,7 +40,7 @@ export default function Enrollment() {
   const [recordingTime, setRecordingTime] = useState(0)
   const [playingAudioId, setPlayingAudioId] = useState<string | null>(null)
   const [isSubmitting, setIsSubmitting] = useState(false)
-  
+
   const mediaRecorderRef = useRef<MediaRecorder | null>(null)
   const audioChunksRef = useRef<Blob[]>([])
   const recordingIntervalRef = useRef<NodeJS.Timeout | null>(null)
@@ -56,17 +54,17 @@ export default function Enrollment() {
       if (mediaRecorderRef.current) {
         mediaRecorderRef.current.stop()
       }
-      
+
       // Clear interval
       if (recordingIntervalRef.current) {
         clearInterval(recordingIntervalRef.current)
       }
-      
+
       // Stop audio playback
       if (audioSourceRef.current) {
         audioSourceRef.current.stop()
       }
-      
+
       // Close audio context
       if (audioContextRef.current && audioContextRef.current.state !== 'closed') {
         audioContextRef.current.close()
@@ -89,11 +87,11 @@ export default function Enrollment() {
 
   const calculateSessionQuality = useCallback((audioFiles: EnrollmentAudio[]): 'excellent' | 'good' | 'fair' | 'poor' => {
     if (audioFiles.length === 0) return 'poor'
-    
+
     const totalDurationMs = audioFiles.reduce((sum, audio) => sum + audio.duration, 0)
     const totalDurationSeconds = totalDurationMs / 1000 // Convert to seconds for quality thresholds
     const avgSNR = audioFiles.reduce((sum, audio) => sum + audio.snr, 0) / audioFiles.length
-    
+
     if (totalDurationSeconds >= 60 && avgSNR >= 30 && audioFiles.length >= 5) return 'excellent'
     if (totalDurationSeconds >= 30 && avgSNR >= 20 && audioFiles.length >= 3) return 'good'
     if (totalDurationSeconds >= 15 && avgSNR >= 15 && audioFiles.length >= 2) return 'fair'
@@ -112,7 +110,7 @@ export default function Enrollment() {
       }
       return session
     }))
-    
+
     if (currentSession?.id === sessionId) {
       setCurrentSession(prev => {
         if (!prev) return null
@@ -139,15 +137,15 @@ export default function Enrollment() {
         return
       }
 
-      const stream = await navigator.mediaDevices.getUserMedia({ 
+      const stream = await navigator.mediaDevices.getUserMedia({
         audio: {
           echoCancellation: true,
           noiseSuppression: true,
           autoGainControl: true
           // Removed sampleRate constraint for better compatibility
-        } 
+        }
       })
-      
+
       // Try WAV first, fallback to WebM if not supported
       let mimeType = 'audio/wav'
       if (!MediaRecorder.isTypeSupported(mimeType)) {
@@ -156,44 +154,44 @@ export default function Enrollment() {
           mimeType = '' // Let browser choose
         }
       }
-      
+
       const mediaRecorder = new MediaRecorder(stream, mimeType ? { mimeType } : undefined)
-      
+
       audioChunksRef.current = []
-      
+
       mediaRecorder.ondataavailable = (event) => {
         if (event.data.size > 0) {
           audioChunksRef.current.push(event.data)
         }
       }
-      
+
       mediaRecorder.onstop = async () => {
         const blob = new Blob(audioChunksRef.current, { type: mimeType || 'audio/webm' })
         await processRecording(blob)
         stream.getTracks().forEach(track => track.stop())
       }
-      
+
       mediaRecorder.onerror = (event) => {
         console.error('MediaRecorder error:', event)
         alert('Recording failed. Please try again.')
         setIsRecording(false)
         stream.getTracks().forEach(track => track.stop())
       }
-      
+
       mediaRecorderRef.current = mediaRecorder
       setIsRecording(true)
       setRecordingTime(0)
-      
+
       // Start timer immediately (track milliseconds for formatDuration compatibility)
       recordingIntervalRef.current = setInterval(() => {
         setRecordingTime(prev => prev + 1000)
       }, 1000)
-      
+
       mediaRecorder.start(250) // Increased interval for better stability
-      
+
     } catch (error) {
       console.error('Failed to start recording:', error)
-      
+
       // Clean up if recording failed
       setIsRecording(false)
       setRecordingTime(0)
@@ -201,18 +199,19 @@ export default function Enrollment() {
         clearInterval(recordingIntervalRef.current)
         recordingIntervalRef.current = null
       }
-      
+
+      const err = error as DOMException
       let errorMessage = 'Failed to access microphone. '
-      if (error.name === 'NotAllowedError') {
+      if (err.name === 'NotAllowedError') {
         errorMessage += 'Please allow microphone access and try again.'
-      } else if (error.name === 'NotFoundError') {
+      } else if (err.name === 'NotFoundError') {
         errorMessage += 'No microphone found. Please check your device.'
-      } else if (error.name === 'NotSupportedError') {
+      } else if (err.name === 'NotSupportedError') {
         errorMessage += 'Recording not supported in this browser.'
       } else {
         errorMessage += 'Please check permissions and try again.'
       }
-      
+
       alert(errorMessage)
     }
   }, [currentSession])
@@ -226,9 +225,9 @@ export default function Enrollment() {
       } catch (error) {
         console.error('Error stopping MediaRecorder:', error)
       }
-      
+
       setIsRecording(false)
-      
+
       if (recordingIntervalRef.current) {
         clearInterval(recordingIntervalRef.current)
         recordingIntervalRef.current = null
@@ -241,10 +240,10 @@ export default function Enrollment() {
       console.error('No current session for processing recording')
       return
     }
-    
+
     try {
       console.log('Processing recording blob:', blob.type, blob.size, 'bytes')
-      
+
       // Convert WebM blob to WAV if needed for better backend compatibility
       let processedBlob = blob
       if (blob.type.includes('webm')) {
@@ -252,33 +251,33 @@ export default function Enrollment() {
         processedBlob = await convertBlobToWav(blob)
         console.log('Conversion successful:', processedBlob.type, processedBlob.size, 'bytes')
       }
-      
+
       // Convert blob to audio buffer for analysis
       const arrayBuffer = await processedBlob.arrayBuffer()
-      
+
       if (arrayBuffer.byteLength === 0) {
         alert('Recording is empty. Please try recording again.')
         return
       }
-      
+
       const audioContext = createAudioContext()
       audioContextRef.current = audioContext
-      
+
       console.log('Decoding audio data...')
       const audioBuffer = await decodeAudioData(audioContext, arrayBuffer)
-      
+
       if (audioBuffer.duration === 0) {
         alert('Recording has no duration. Please try recording again.')
         return
       }
-      
+
       console.log('Audio decoded successfully:', audioBuffer.duration, 'seconds')
-      
+
       const samples = extractAudioSamples(audioBuffer)
       const snr = calculateSNR(samples)
-      
+
       const quality = snr >= 30 ? 'excellent' : snr >= 20 ? 'good' : snr >= 15 ? 'fair' : 'poor'
-      
+
       const newAudio: EnrollmentAudio = {
         id: Math.random().toString(36),
         name: `Recording ${new Date().toLocaleTimeString()}`,
@@ -288,48 +287,49 @@ export default function Enrollment() {
         quality,
         source: 'recording'
       }
-      
+
       const updatedAudioFiles = [...currentSession.audioFiles, newAudio]
       updateSession(currentSession.id, { audioFiles: updatedAudioFiles })
-      
+
       console.log('Recording processed successfully:', newAudio)
-      
+
     } catch (error) {
       console.error('Failed to process recording:', error)
-      
+
+      const err = error as DOMException
       let errorMessage = 'Failed to process recording. '
-      if (error.name === 'EncodingError' || error.message.includes('decode')) {
+      if (err.name === 'EncodingError' || err.message.includes('decode')) {
         errorMessage += 'Audio format not supported. Try using a different browser or check your microphone settings.'
-      } else if (error.message.includes('context')) {
+      } else if (err.message.includes('context')) {
         errorMessage += 'Audio processing failed. Please try again.'
-      } else if (error.message.includes('conversion')) {
+      } else if (err.message.includes('conversion')) {
         errorMessage += 'Audio conversion failed. Please try again or use a different browser.'
       } else {
         errorMessage += 'Please try again or refresh the page.'
       }
-      
+
       alert(errorMessage)
     }
   }, [currentSession, updateSession])
 
   const handleFileUpload = useCallback(async (files: File[]) => {
     if (!currentSession) return
-    
+
     for (const file of files) {
       if (!file.name.toLowerCase().endsWith('.wav')) {
         alert('Please select a WAV audio file. Other formats are not currently supported.')
         continue
       }
-      
+
       try {
         const arrayBuffer = await loadAudioBuffer(file)
         const audioContext = createAudioContext()
         const audioBuffer = await decodeAudioData(audioContext, arrayBuffer)
         const samples = extractAudioSamples(audioBuffer)
         const snr = calculateSNR(samples)
-        
+
         const quality = snr >= 30 ? 'excellent' : snr >= 20 ? 'good' : snr >= 15 ? 'fair' : 'poor'
-        
+
         const newAudio: EnrollmentAudio = {
           id: Math.random().toString(36),
           name: file.name,
@@ -339,10 +339,10 @@ export default function Enrollment() {
           quality,
           source: 'upload'
         }
-        
+
         const updatedAudioFiles = [...currentSession.audioFiles, newAudio]
         updateSession(currentSession.id, { audioFiles: updatedAudioFiles })
-        
+
       } catch (error) {
         console.error('Failed to process uploaded file:', error)
         alert(`Failed to process ${file.name}. Please try a different file.`)
@@ -357,26 +357,26 @@ export default function Enrollment() {
         audioSourceRef.current.stop()
         audioSourceRef.current = null
       }
-      
+
       const arrayBuffer = await audio.blob.arrayBuffer()
       if (!audioContextRef.current) {
         audioContextRef.current = createAudioContext()
       }
-      
+
       const audioBuffer = await decodeAudioData(audioContextRef.current, arrayBuffer)
       const source = audioContextRef.current.createBufferSource()
       source.buffer = audioBuffer
       source.connect(audioContextRef.current.destination)
-      
+
       source.start(0)
       audioSourceRef.current = source
       setPlayingAudioId(audio.id)
-      
+
       source.onended = () => {
         setPlayingAudioId(null)
         audioSourceRef.current = null
       }
-      
+
     } catch (error) {
       console.error('Failed to play audio:', error)
       setPlayingAudioId(null)
@@ -393,10 +393,10 @@ export default function Enrollment() {
 
   const removeAudio = useCallback((audioId: string) => {
     if (!currentSession) return
-    
+
     const updatedAudioFiles = currentSession.audioFiles.filter(audio => audio.id !== audioId)
     updateSession(currentSession.id, { audioFiles: updatedAudioFiles })
-    
+
     if (playingAudioId === audioId) {
       stopAudio()
     }
@@ -404,48 +404,48 @@ export default function Enrollment() {
 
   const submitEnrollment = useCallback(async () => {
     if (!currentSession || !user) return
-    
+
     if (currentSession.audioFiles.length === 0) {
       alert('Please add at least one audio sample before submitting.')
       return
     }
-    
+
     if (currentSession.quality === 'poor') {
       const proceed = confirm(
         'The audio quality is poor. This may result in reduced speaker recognition accuracy. Continue anyway?'
       )
       if (!proceed) return
     }
-    
+
     setIsSubmitting(true)
     updateSession(currentSession.id, { status: 'processing' })
-    
+
     try {
       const formData = new FormData()
-      
+
       // Generate unique speaker ID with user prefix (treating user as a "folder")
       const speakerId = `user_${user.id}_${currentSession.speakerName.replace(/\s+/g, '_').toLowerCase()}_${Date.now()}`
-      
+
       // BatchEnrollRequest expects exactly these field names
       formData.append('speaker_name', currentSession.speakerName)
       formData.append('speaker_id', speakerId)
-      
+
       // Add all audio files (backend expects 'files' field for batch enrollment)
       for (const audio of currentSession.audioFiles) {
         formData.append('files', audio.blob, audio.name)
       }
-      
+
       const response = await apiService.post('/enroll/batch', formData, {
         timeout: 120000, // 2 minutes for enrollment operations
       })
-      
+
       updateSession(currentSession.id, { status: 'completed' })
-      const message = response.data?.audio_saved 
+      const message = response.data?.audio_saved
         ? `Speaker enrollment completed successfully! ${response.data.saved_files || 0} audio files saved.`
         : 'Speaker enrollment completed successfully!'
       alert(message)
       setCurrentSession(null)
-      
+
     } catch (error) {
       console.error('Failed to submit enrollment:', error)
       updateSession(currentSession.id, { status: 'failed' })
@@ -506,7 +506,7 @@ export default function Enrollment() {
           <span className="font-medium">💾 Audio Storage:</span> All enrollment audio files are automatically saved for future reference and reprocessing.
         </p>
       </div>
-      
+
       <p className="text-secondary">
         Enroll new speakers by uploading audio files or recording directly in your browser.
       </p>
@@ -576,7 +576,7 @@ export default function Enrollment() {
                 <div className="text-sm text-muted space-y-1">
                   <p>Speak clearly for 10-30 seconds</p>
                   <p className="text-xs">
-                    {location.protocol !== 'https:' && location.hostname !== 'localhost' 
+                    {location.protocol !== 'https:' && location.hostname !== 'localhost'
                       ? '⚠️ HTTPS required for microphone access'
                       : '✓ Ready to record'}
                   </p>
@@ -727,4 +727,4 @@ export default function Enrollment() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/EnrollmentHealth.tsx b/extras/speaker-recognition/webui/src/pages/EnrollmentHealth.tsx
new file mode 100644
index 00000000..613ebdba
--- /dev/null
+++ b/extras/speaker-recognition/webui/src/pages/EnrollmentHealth.tsx
@@ -0,0 +1,396 @@
+import { useState, useEffect, useCallback } from 'react'
+import {
+  ShieldCheck, ShieldAlert, ChevronDown, ChevronRight,
+  RefreshCw, Archive, ArrowRightLeft, HelpCircle, Database,
+  Check, Undo2,
+} from 'lucide-react'
+import { useUser } from '../contexts/UserContext'
+import { apiService } from '../services/api'
+import { formatDuration } from '../utils/audioUtils'
+
+interface BestOther { speaker_id: string; name: string; score: number }
+interface Suggested { speaker_id: string; name: string; score: number }
+interface Clip {
+  segment_id: number
+  filename: string
+  duration: number
+  self_score: number | null
+  best_other: BestOther | null
+  flags: string[]
+  heuristic_flags: string[]
+  review_state: 'confirmed_correct' | null
+  suggested: Suggested | null
+}
+interface SpeakerHealth {
+  speaker_id: string
+  name: string
+  n_clips: number
+  n_flagged: number
+  median_self: number | null
+  verdict: 'contaminated' | 'weak' | 'clean' | 'unverifiable'
+  clips: Clip[]
+}
+interface AuditReport {
+  speakers: SpeakerHealth[]
+  total_clips: number
+  speakers_without_segments: { speaker_id: string; name: string }[]
+}
+interface BackfillJob {
+  id: number
+  status: 'pending' | 'running' | 'completed' | 'failed'
+  progress: number
+  result: { added: number; failed: number; already_available: number } | null
+  error: string | null
+}
+
+const VERDICT_STYLES: Record<string, string> = {
+  contaminated: 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200',
+  weak: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900 dark:text-yellow-200',
+  clean: 'bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200',
+  unverifiable: 'bg-gray-100 text-gray-600 dark:bg-gray-700 dark:text-gray-300',
+}
+const FLAG_STYLES: Record<string, string> = {
+  mislabel: 'bg-red-100 text-red-800 dark:bg-red-900 dark:text-red-200',
+  junk: 'bg-orange-100 text-orange-800 dark:bg-orange-900 dark:text-orange-200',
+  weak: 'bg-yellow-100 text-yellow-800 dark:bg-yellow-900 dark:text-yellow-200',
+}
+
+function scoreColor(s: number | null): string {
+  if (s === null) return 'text-gray-400'
+  if (s < 0.35) return 'text-red-600 dark:text-red-400'
+  if (s < 0.50) return 'text-yellow-600 dark:text-yellow-400'
+  return 'text-green-600 dark:text-green-400'
+}
+
+export default function EnrollmentHealth() {
+  const { user } = useUser()
+  const [report, setReport] = useState<AuditReport | null>(null)
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState<string | null>(null)
+  const [expanded, setExpanded] = useState<Set<string>>(new Set())
+  const [busy, setBusy] = useState<number | null>(null)
+  const [backfill, setBackfill] = useState<BackfillJob | null>(null)
+  const [backfillError, setBackfillError] = useState<string | null>(null)
+
+  const load = useCallback(async () => {
+    if (!user) return
+    setLoading(true)
+    setError(null)
+    try {
+      const res = await apiService.get('/enrollment/health', { params: { user_id: user.id } })
+      if (!res.data || !Array.isArray(res.data.speakers)) {
+        throw new Error('Unexpected response from enrollment health endpoint')
+      }
+      setReport(res.data)
+    } catch (e: any) {
+      setError(e?.response?.data?.detail || e?.message || 'Failed to load enrollment health')
+    } finally {
+      setLoading(false)
+    }
+  }, [user])
+
+  useEffect(() => { load() }, [load])
+
+  const checkBackfill = useCallback(async () => {
+    if (!user) return
+    try {
+      const res = await apiService.get('/enrollment/segments/backfill', {
+        params: { user_id: user.id },
+      })
+      setBackfill(res.data)
+      return res.data as BackfillJob | null
+    } catch (e: any) {
+      setBackfillError(e?.response?.data?.detail || e?.message || 'Could not check import status')
+      return null
+    }
+  }, [user])
+
+  useEffect(() => { checkBackfill() }, [checkBackfill])
+
+  useEffect(() => {
+    if (!backfill || !['pending', 'running'].includes(backfill.status)) return
+    const interval = setInterval(async () => {
+      const job = await checkBackfill()
+      if (job?.status === 'completed') await load()
+    }, 1500)
+    return () => clearInterval(interval)
+  }, [backfill?.id, backfill?.status, checkBackfill, load])
+
+  const startBackfill = async () => {
+    if (!user) return
+    setBackfillError(null)
+    try {
+      const res = await apiService.post('/enrollment/segments/backfill', undefined, {
+        params: { user_id: user.id },
+      })
+      setBackfill(res.data)
+    } catch (e: any) {
+      setBackfillError(e?.response?.data?.detail || e?.message || 'Could not start enrollment import')
+    }
+  }
+
+  const toggle = (id: string) =>
+    setExpanded(prev => {
+      const next = new Set(prev)
+      next.has(id) ? next.delete(id) : next.add(id)
+      return next
+    })
+
+  // All known speakers (for the relabel dropdown), name-sorted.
+  const allSpeakers = report
+    ? [...report.speakers.map(s => ({ speaker_id: s.speaker_id, name: s.name })),
+       ...report.speakers_without_segments]
+        .sort((a, b) => a.name.localeCompare(b.name))
+    : []
+
+  const relabel = async (segmentId: number, targetSpeakerId: string) => {
+    if (!targetSpeakerId) return
+    setBusy(segmentId)
+    try {
+      const fd = new FormData()
+      fd.append('target_speaker_id', targetSpeakerId)
+      await apiService.post(`/enrollment/segments/${segmentId}/relabel`, fd)
+      await load()
+    } catch (e: any) {
+      alert(e?.response?.data?.detail || 'Relabel failed')
+    } finally {
+      setBusy(null)
+    }
+  }
+
+  const quarantine = async (segmentId: number) => {
+    if (!confirm('Move this clip to the junk/quarantine folder? It is removed from the speaker voiceprint but kept on disk (recoverable).')) return
+    setBusy(segmentId)
+    try {
+      // No hard flag => quarantine (move to junk dir), not permanent delete.
+      await apiService.post(`/enrollment/segments/${segmentId}/delete`, new FormData())
+      await load()
+    } catch (e: any) {
+      alert(e?.response?.data?.detail || 'Quarantine failed')
+    } finally {
+      setBusy(null)
+    }
+  }
+
+  const reviewFlag = async (segmentId: number, decision: 'confirmed_correct' | 'reset') => {
+    setBusy(segmentId)
+    try {
+      await apiService.post(`/enrollment/segments/${segmentId}/audit-review`, { decision })
+      await load()
+    } catch (e: any) {
+      alert(e?.response?.data?.detail || 'Could not save enrollment review')
+    } finally {
+      setBusy(null)
+    }
+  }
+
+  const totalFlagged = report?.speakers.reduce((a, s) => a + s.n_flagged, 0) ?? 0
+  const contaminated = report?.speakers.filter(s => s.verdict === 'contaminated').length ?? 0
+
+  return (
+    <div className="space-y-6">
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="heading-md flex items-center gap-2">
+            <ShieldCheck className="h-6 w-6 text-blue-600 dark:text-blue-400" />
+            Enrollment Health
+          </h2>
+          <p className="text-sm text-muted mt-1">
+            Finds mislabeled, contaminated, and junk enrolled clips from per-clip embeddings.
+            Relabel or quarantine bad evidence, or mark a correct clip so the same heuristic warning stays resolved.
+          </p>
+        </div>
+        <button onClick={load} disabled={loading}
+          className="flex items-center gap-2 px-3 py-2 text-sm bg-gray-200 dark:bg-gray-700 rounded-md hover:bg-gray-300 dark:hover:bg-gray-600 disabled:opacity-50">
+          <RefreshCw className={`h-4 w-4 ${loading ? 'animate-spin' : ''}`} />
+          Refresh
+        </button>
+      </div>
+
+      {!user && <div className="text-muted">Select a user to audit enrollment.</div>}
+      {error && (
+        <div className="bg-red-50 dark:bg-red-900/30 text-red-700 dark:text-red-300 p-3 rounded-md text-sm">{error}</div>
+      )}
+
+      {report && (
+        <>
+          <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+            <Stat label="Speakers" value={report.speakers.length} />
+            <Stat label="Enrolled clips" value={report.total_clips} />
+            <Stat label="Flagged clips" value={totalFlagged} tone={totalFlagged ? 'warn' : 'ok'} />
+            <Stat label="Contaminated speakers" value={contaminated} tone={contaminated ? 'bad' : 'ok'} />
+          </div>
+
+          {report.total_clips === 0 && (
+            <div className="bg-yellow-50 dark:bg-yellow-900/30 text-yellow-900 dark:text-yellow-100 p-4 rounded-md">
+              <div className="font-medium">Existing enrollment clips need analysis</div>
+              <p className="mt-1 text-sm">
+                Build the per-clip embeddings used to find mislabeled and low-quality audio.
+                Existing speaker voiceprints are not changed.
+              </p>
+              <div className="mt-3 flex items-center gap-3">
+                <button
+                  onClick={startBackfill}
+                  disabled={backfill?.status === 'pending' || backfill?.status === 'running'}
+                  className="flex items-center gap-2 px-3 py-2 text-sm font-medium bg-blue-600 text-white rounded-md hover:bg-blue-700 disabled:opacity-60"
+                >
+                  <Database className={`h-4 w-4 ${backfill?.status === 'running' ? 'animate-pulse' : ''}`} />
+                  {backfill?.status === 'pending' || backfill?.status === 'running'
+                    ? `Analyzing clips · ${Math.round(backfill.progress)}%`
+                    : backfill?.status === 'failed' ? 'Try again' : 'Analyze enrollment clips'}
+                </button>
+                {backfill?.status === 'completed' && backfill.result && (
+                  <span className="text-sm">
+                    Added {backfill.result.added} clips
+                    {backfill.result.failed > 0 ? ` · ${backfill.result.failed} failed` : ''}
+                  </span>
+                )}
+              </div>
+              {(backfillError || backfill?.error) && (
+                <div className="mt-3 text-sm text-red-700 dark:text-red-300">
+                  Analysis failed: {backfillError || backfill?.error}
+                </div>
+              )}
+            </div>
+          )}
+
+          <div className="space-y-3">
+            {report.speakers.map(spk => {
+              const open = expanded.has(spk.speaker_id)
+              return (
+                <div key={spk.speaker_id} className="card">
+                  <button
+                    onClick={() => toggle(spk.speaker_id)}
+                    className="w-full flex items-center justify-between p-4 hover-bg rounded-t-md"
+                  >
+                    <div className="flex items-center gap-3">
+                      {open ? <ChevronDown className="h-4 w-4" /> : <ChevronRight className="h-4 w-4" />}
+                      {spk.verdict === 'contaminated'
+                        ? <ShieldAlert className="h-5 w-5 text-red-500" />
+                        : spk.verdict === 'clean'
+                        ? <ShieldCheck className="h-5 w-5 text-green-500" />
+                        : <HelpCircle className="h-5 w-5 text-gray-400" />}
+                      <span className="font-medium text-primary">{spk.name}</span>
+                      <span className={`text-xs px-2 py-0.5 rounded ${VERDICT_STYLES[spk.verdict]}`}>
+                        {spk.verdict}
+                      </span>
+                    </div>
+                    <div className="flex items-center gap-4 text-sm text-muted">
+                      <span>{spk.n_clips} clips</span>
+                      {spk.n_flagged > 0 && <span className="text-red-500">{spk.n_flagged} flagged</span>}
+                      <span>median <b className={scoreColor(spk.median_self)}>
+                        {spk.median_self === null ? '—' : spk.median_self.toFixed(3)}
+                      </b></span>
+                    </div>
+                  </button>
+
+                  {open && (
+                    <div className="border-t dark:border-gray-700 divide-y dark:divide-gray-700">
+                      {spk.clips.map(clip => (
+                        <div key={clip.segment_id} className="p-4 flex flex-col lg:flex-row lg:items-center gap-3">
+                          <div className="flex-1 min-w-0">
+                            <div className="flex items-center gap-2 flex-wrap">
+                              <span className="font-mono text-xs truncate">{clip.filename}</span>
+                              <span className="text-xs text-muted">{formatDuration(clip.duration)}</span>
+                              {clip.flags.map(f => (
+                                <span key={f} className={`text-xs px-1.5 py-0.5 rounded ${FLAG_STYLES[f] || 'bg-gray-100 text-gray-700'}`}>{f}</span>
+                              ))}
+                              {clip.review_state === 'confirmed_correct' && (
+                                <span className="inline-flex items-center gap-1 text-xs px-1.5 py-0.5 rounded bg-green-100 text-green-800 dark:bg-green-900 dark:text-green-200">
+                                  <Check className="h-3 w-3" /> confirmed correct
+                                </span>
+                              )}
+                            </div>
+                            <div className="text-xs text-muted mt-1">
+                              self <b className={scoreColor(clip.self_score)}>
+                                {clip.self_score === null ? '—' : clip.self_score.toFixed(3)}
+                              </b>
+                              {clip.best_other && (
+                                <> · closest other: {clip.best_other.name} <b className={scoreColor(clip.best_other.score)}>
+                                  {clip.best_other.score.toFixed(3)}
+                                </b></>
+                              )}
+                            </div>
+                          </div>
+
+                          <audio controls preload="none" className="h-8"
+                            src={`/api/enrollment/segments/${clip.segment_id}/audio`} />
+
+                          <div className="flex items-center gap-2">
+                            {clip.flags.length > 0 && (
+                              <button
+                                disabled={busy === clip.segment_id}
+                                onClick={() => reviewFlag(clip.segment_id, 'confirmed_correct')}
+                                className="text-xs flex items-center gap-1 px-2 py-1 border border-green-300 dark:border-green-700 text-green-700 dark:text-green-300 rounded hover:bg-green-50 dark:hover:bg-green-900/20 disabled:opacity-50"
+                                title={`Keep this clip assigned to ${spk.name} and resolve its warning`}
+                              >
+                                <Check className="h-3 w-3" /> Looks correct
+                              </button>
+                            )}
+                            {clip.review_state === 'confirmed_correct' && (
+                              <button
+                                disabled={busy === clip.segment_id}
+                                onClick={() => reviewFlag(clip.segment_id, 'reset')}
+                                className="text-xs flex items-center gap-1 px-2 py-1 text-gray-600 dark:text-gray-300 rounded hover:bg-gray-100 dark:hover:bg-gray-700 disabled:opacity-50"
+                                title="Restore automatic enrollment-health warnings for this clip"
+                              >
+                                <Undo2 className="h-3 w-3" /> Undo review
+                              </button>
+                            )}
+                            {clip.suggested && (
+                              <button
+                                disabled={busy === clip.segment_id}
+                                onClick={() => relabel(clip.segment_id, clip.suggested!.speaker_id)}
+                                className="text-xs flex items-center gap-1 px-2 py-1 bg-blue-600 text-white rounded hover:bg-blue-700 disabled:opacity-50"
+                                title={`Move to ${clip.suggested.name}`}
+                              >
+                                <ArrowRightLeft className="h-3 w-3" />
+                                → {clip.suggested.name}
+                              </button>
+                            )}
+                            <select
+                              disabled={busy === clip.segment_id}
+                              defaultValue=""
+                              onChange={e => relabel(clip.segment_id, e.target.value)}
+                              className="text-xs py-1 px-2 border border-gray-300 dark:border-gray-700 rounded dark:bg-gray-800 dark:text-gray-100 disabled:opacity-50"
+                              title="Relabel to…"
+                            >
+                              <option value="" disabled>Relabel to…</option>
+                              {allSpeakers
+                                .filter(s => s.speaker_id !== spk.speaker_id)
+                                .map(s => <option key={s.speaker_id} value={s.speaker_id}>{s.name}</option>)}
+                            </select>
+                            <button
+                              disabled={busy === clip.segment_id}
+                              onClick={() => quarantine(clip.segment_id)}
+                              className="text-xs flex items-center gap-1 px-2 py-1 bg-amber-600 text-white rounded hover:bg-amber-700 disabled:opacity-50"
+                              title="Move to junk (quarantine — recoverable)"
+                            >
+                              <Archive className="h-3 w-3" /> Junk
+                            </button>
+                          </div>
+                        </div>
+                      ))}
+                    </div>
+                  )}
+                </div>
+              )
+            })}
+          </div>
+        </>
+      )}
+    </div>
+  )
+}
+
+function Stat({ label, value, tone }: { label: string; value: number; tone?: 'ok' | 'warn' | 'bad' }) {
+  const color = tone === 'bad' ? 'text-red-600 dark:text-red-400'
+    : tone === 'warn' ? 'text-yellow-600 dark:text-yellow-400'
+    : 'text-gray-900 dark:text-gray-100'
+  return (
+    <div className="card p-4">
+      <div className="text-sm text-muted">{label}</div>
+      <div className={`text-2xl font-semibold ${color}`}>{value}</div>
+    </div>
+  )
+}
diff --git a/extras/speaker-recognition/webui/src/pages/InferLive.tsx b/extras/speaker-recognition/webui/src/pages/InferLive.tsx
index b6185cd1..e12726cf 100644
--- a/extras/speaker-recognition/webui/src/pages/InferLive.tsx
+++ b/extras/speaker-recognition/webui/src/pages/InferLive.tsx
@@ -3,7 +3,7 @@
  * Real-time transcription and speaker identification with dramatically reduced code complexity
  */
 
-import React, { useEffect, useRef } from 'react'
+import { useEffect, useRef } from 'react'
 import { Mic, Users, Clock, Volume2 } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { useDeepgramIntegration } from '../hooks/useDeepgramIntegration'
@@ -12,7 +12,7 @@ import SettingsPanel from '../components/SettingsPanel'
 
 export default function InferLive() {
   const { user } = useUser()
-  
+
   // Audio processing refs
   const mediaStreamRef = useRef<MediaStream | null>(null)
   const audioContextRef = useRef<AudioContext | null>(null)
@@ -67,7 +67,7 @@ export default function InferLive() {
       // Get actual sample rate from the audio context
       const actualSampleRate = audioContextRef.current.sampleRate
       console.log(`🎵 [AUDIO] Requested: 16kHz, Actual: ${actualSampleRate}Hz`)
-      
+
       if (actualSampleRate !== 16000) {
         console.warn(`⚠️ [AUDIO] Sample rate mismatch! Expected 16kHz, got ${actualSampleRate}Hz`)
       }
@@ -103,16 +103,17 @@ export default function InferLive() {
 
     } catch (error) {
       console.error('Failed to start audio capture:', error)
-      
+
+      const err = error as DOMException
       let errorMessage = 'Failed to access microphone. '
-      if (error.name === 'NotAllowedError') {
+      if (err.name === 'NotAllowedError') {
         errorMessage += 'Please allow microphone access and try again.'
-      } else if (error.name === 'NotFoundError') {
+      } else if (err.name === 'NotFoundError') {
         errorMessage += 'No microphone found. Please check your device.'
       } else {
         errorMessage += 'Please check permissions and try again.'
       }
-      
+
       alert(errorMessage)
     }
   }
@@ -150,7 +151,7 @@ export default function InferLive() {
     const seconds = Math.floor(ms / 1000)
     const minutes = Math.floor(seconds / 60)
     const hours = Math.floor(minutes / 60)
-    
+
     if (hours > 0) {
       return `${hours}:${(minutes % 60).toString().padStart(2, '0')}:${(seconds % 60).toString().padStart(2, '0')}`
     }
@@ -264,7 +265,7 @@ export default function InferLive() {
           <Mic className="h-6 w-6" />
           <span>
             {!deepgram.apiKey ? '⚠️ API Key Required' :
-             deepgram.connectionStatus === 'connecting' ? '🔄 Connecting...' : 
+             deepgram.connectionStatus === 'connecting' ? '🔄 Connecting...' :
              deepgram.isStreaming ? 'Stop Transcribe & Identify' :
              'Start Transcribe & Identify'}
           </span>
@@ -295,4 +296,4 @@ export default function InferLive() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/InferLiveSimplified.tsx b/extras/speaker-recognition/webui/src/pages/InferLiveSimplified.tsx
index 62bcc277..1c8811e5 100644
--- a/extras/speaker-recognition/webui/src/pages/InferLiveSimplified.tsx
+++ b/extras/speaker-recognition/webui/src/pages/InferLiveSimplified.tsx
@@ -4,7 +4,7 @@
  * Much simpler than the original - server handles all complexity
  */
 
-import React, { useEffect, useRef, useState } from 'react'
+import { useEffect, useRef, useState } from 'react'
 import { Mic, Users, Clock, Volume2, Wifi, WifiOff } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { useSpeakerWebSocket } from '../hooks/useSpeakerWebSocket'
@@ -13,12 +13,12 @@ import SettingsPanel from '../components/SettingsPanel'
 
 export default function InferLiveSimplified() {
   const { user } = useUser()
-  
+
   // Audio processing refs
   const mediaStreamRef = useRef<MediaStream | null>(null)
   const audioContextRef = useRef<AudioContext | null>(null)
   const processorRef = useRef<ScriptProcessorNode | null>(null)
-  
+
   // Refs to track real-time state for audio processor (avoids closure capture issues)
   const isConnectedRef = useRef(false)
   const isStreamingRef = useRef(false)
@@ -55,9 +55,9 @@ export default function InferLiveSimplified() {
   useEffect(() => {
     // Only update if we have a user and WebSocket is initialized
     if (user?.id && deepgramSession.deepgramApiKey) {
-      console.log('🔧 [Settings] Updating WebSocket settings:', { 
-        userId: user.id, 
-        confidenceThreshold, 
+      console.log('🔧 [Settings] Updating WebSocket settings:', {
+        userId: user.id,
+        confidenceThreshold,
         hasApiKey: !!deepgramSession.deepgramApiKey,
         isConnected: speakerWS.isConnected,
         isStreaming: speakerWS.isStreaming
@@ -99,7 +99,7 @@ export default function InferLiveSimplified() {
       processor.onaudioprocess = (event) => {
         // Use refs for real-time state (avoids React closure capture issues)
         const shouldSend = isConnectedRef.current && isStreamingRef.current
-        
+
         if (shouldSend) {
           const inputBuffer = event.inputBuffer
           const inputData = inputBuffer.getChannelData(0)
@@ -134,16 +134,17 @@ export default function InferLiveSimplified() {
 
     } catch (error) {
       console.error('Failed to start audio capture:', error)
-      
+
+      const err = error as DOMException
       let errorMessage = 'Failed to access microphone. '
-      if (error.name === 'NotAllowedError') {
+      if (err.name === 'NotAllowedError') {
         errorMessage += 'Please allow microphone access and try again.'
-      } else if (error.name === 'NotFoundError') {
+      } else if (err.name === 'NotFoundError') {
         errorMessage += 'No microphone found. Please check your device.'
       } else {
         errorMessage += 'Please check permissions and try again.'
       }
-      
+
       alert(errorMessage)
     }
   }
@@ -179,7 +180,7 @@ export default function InferLiveSimplified() {
         if (!speakerWS.isConnected) {
           await speakerWS.connect()
         }
-        
+
         // Start streaming and audio capture
         speakerWS.startStreaming()
         await startAudioCapture()
@@ -194,7 +195,7 @@ export default function InferLiveSimplified() {
     const seconds = Math.floor(ms / 1000)
     const minutes = Math.floor(seconds / 60)
     const hours = Math.floor(minutes / 60)
-    
+
     if (hours > 0) {
       return `${hours}:${(minutes % 60).toString().padStart(2, '0')}:${(seconds % 60).toString().padStart(2, '0')}`
     }
@@ -333,7 +334,7 @@ export default function InferLiveSimplified() {
           <Mic className="h-6 w-6" />
           <span>
             {!deepgramSession.deepgramApiKey ? '⚠️ API Key Required' :
-             speakerWS.connectionStatus === 'connecting' ? '🔄 Connecting...' : 
+             speakerWS.connectionStatus === 'connecting' ? '🔄 Connecting...' :
              speakerWS.isStreaming ? 'Stop Transcribe & Identify' :
              'Start Transcribe & Identify'}
           </span>
@@ -405,4 +406,4 @@ export default function InferLiveSimplified() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/Inference.tsx b/extras/speaker-recognition/webui/src/pages/Inference.tsx
index 1b17f2e5..dbec64af 100644
--- a/extras/speaker-recognition/webui/src/pages/Inference.tsx
+++ b/extras/speaker-recognition/webui/src/pages/Inference.tsx
@@ -3,7 +3,7 @@
  * Now supports all processing modes with dramatically reduced code complexity
  */
 
-import React, { useState } from 'react'
+import { useState } from 'react'
 import { Upload, Users } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { useAudioRecording } from '../hooks/useAudioRecording'
@@ -20,7 +20,7 @@ export default function Inference() {
 
   // State for uploaded audio (separate from recorded audio)
   const [uploadedAudio, setUploadedAudio] = useState<any>(null)
-  
+
   // State for diarization parameters
   const [minSpeakers, setMinSpeakers] = useState(1)
   const [maxSpeakers, setMaxSpeakers] = useState(4)
@@ -30,12 +30,10 @@ export default function Inference() {
   // Use our new shared hooks
   const recording = useAudioRecording({
     onError: (error) => console.error('Recording error:', error),
-    onRecordingStart: () => setUploadedAudio(null), // Clear uploaded audio when recording starts
   })
 
   const speakerProcessing = useSpeakerIdentification({
     defaultMode: 'speaker-identification',
-    userId: user?.id,
     onError: (error) => console.error('Processing error:', error),
   })
 
@@ -52,7 +50,7 @@ export default function Inference() {
     try {
       // Process the audio file using our shared service
       const processedAudio = await audioProcessingService.processAudioFile(file)
-      
+
       // Store uploaded audio separately from recorded audio
       setUploadedAudio(processedAudio)
       recording.clearRecording() // Clear any existing recording
@@ -134,7 +132,7 @@ export default function Inference() {
       {audioForProcessing && (
         <div className="card p-6">
           <h4 className="font-medium text-primary mb-4">🎵 {audioForProcessing.filename}</h4>
-          
+
           {/* Audio Info */}
           <div className="grid grid-cols-3 gap-4 text-sm mb-4">
             <div>
@@ -220,14 +218,14 @@ export default function Inference() {
         {speakerProcessing.results.length > 0 && (
           <div className="space-y-4">
             <h2 className="heading-md">📊 Processing History</h2>
-            
+
             <div className="space-y-3">
               {speakerProcessing.results.map((result) => (
                 <div
                   key={result.id}
                   className={`border rounded-lg p-4 cursor-pointer transition-colors ${
-                    speakerProcessing.selectedResult?.id === result.id 
-                      ? 'border-blue-500 bg-blue-50 dark:border-blue-400 dark:bg-blue-900' 
+                    speakerProcessing.selectedResult?.id === result.id
+                      ? 'border-blue-500 bg-blue-50 dark:border-blue-400 dark:bg-blue-900'
                       : 'border-gray-200 hover:border-gray-300 dark:border-gray-700 dark:hover:border-gray-600'
                   }`}
                   onClick={() => speakerProcessing.selectResult(result)}
@@ -250,7 +248,7 @@ export default function Inference() {
                         </span>
                       </div>
                     </div>
-                    
+
                     {result.status === 'completed' && (
                       <div className="flex items-center space-x-4">
                         <div className="text-right text-sm">
@@ -303,4 +301,4 @@ export default function Inference() {
       </div>
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/pages/Speakers.tsx b/extras/speaker-recognition/webui/src/pages/Speakers.tsx
index 506e8862..d36ef79d 100644
--- a/extras/speaker-recognition/webui/src/pages/Speakers.tsx
+++ b/extras/speaker-recognition/webui/src/pages/Speakers.tsx
@@ -1,5 +1,5 @@
 import { useState, useEffect, useCallback, useRef } from 'react'
-import { Search, Download, Trash2, Eye, BarChart3, User, Clock, CheckCircle, XCircle, Upload, FileJson } from 'lucide-react'
+import { Search, Download, Trash2, Eye, User, Clock, CheckCircle, XCircle, Upload, FileJson } from 'lucide-react'
 import { useUser } from '../contexts/UserContext'
 import { apiService } from '../services/api'
 import { formatDuration } from '../utils/audioUtils'
@@ -54,10 +54,10 @@ export default function Speakers() {
     setIsLoading(true)
     try {
       const speakersResponse = await apiService.get('/speakers')
-      
+
       // Backend returns { speakers: [...] }, extract the speakers array
       const allSpeakers = speakersResponse.data.speakers || []
-      
+
       // Filter speakers by user - treat users as "folders" by using speaker ID prefixes
       const userPrefix = `user_${user.id}_`
       const userSpeakers = allSpeakers.filter((speaker: any) => {
@@ -76,12 +76,12 @@ export default function Speakers() {
         enrollment_status: 'completed' as const, // If speaker exists, it's completed
         last_enrollment: null // Not provided by backend yet
       }))
-      
+
       // Calculate stats from filtered speakers
       const stats = {
         total_speakers: userSpeakers.length,
-        total_audio_samples: userSpeakers.reduce((sum, s) => sum + (s.audio_sample_count || 0), 0),
-        total_duration: userSpeakers.reduce((sum, s) => sum + (s.total_audio_duration || 0), 0),
+        total_audio_samples: userSpeakers.reduce((sum: number, s: any) => sum + (s.audio_sample_count || 0), 0),
+        total_duration: userSpeakers.reduce((sum: number, s: any) => sum + (s.total_audio_duration || 0), 0),
         average_quality: 0, // Not available from backend yet
         speakers_by_status: {
           pending: 0,
@@ -124,8 +124,8 @@ export default function Speakers() {
     })
 
     filtered.sort((a, b) => {
-      let aValue = a[sortBy]
-      let bValue = b[sortBy]
+      let aValue: any = a[sortBy]
+      let bValue: any = b[sortBy]
 
       if (typeof aValue === 'string') {
         aValue = aValue.toLowerCase()
@@ -144,14 +144,14 @@ export default function Speakers() {
 
   const deleteSpeaker = useCallback(async (speakerId: string) => {
     if (!user) return
-    
+
     // Ensure user can only delete their own speakers
     const userPrefix = `user_${user.id}_`
     if (!speakerId.startsWith(userPrefix)) {
       alert('You can only delete your own speakers.')
       return
     }
-    
+
     try {
       await apiService.delete(`/speakers/${speakerId}`)
       setSpeakers(prev => prev.filter(s => s.id !== speakerId))
@@ -239,7 +239,7 @@ export default function Speakers() {
 
       const result = response.data
       alert(`Import successful!\n\nImported: ${result.imported}\nSkipped: ${result.skipped}\nReplaced: ${result.replaced}\n${result.errors.length > 0 ? '\nErrors:\n' + result.errors.join('\n') : ''}`)
-      
+
       // Reload speakers list
       await loadSpeakers()
       setShowImportDialog(false)
@@ -409,7 +409,7 @@ export default function Speakers() {
               />
             </div>
           </div>
-          
+
           <div>
             <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">Status</label>
             <select
@@ -423,7 +423,7 @@ export default function Speakers() {
               <option value="failed">Failed</option>
             </select>
           </div>
-          
+
           <div>
             <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">Sort By</label>
             <select
@@ -438,7 +438,7 @@ export default function Speakers() {
               <option value="average_quality">Quality</option>
             </select>
           </div>
-          
+
           <div>
             <label className="block text-sm font-medium text-gray-700 dark:text-gray-300 mb-1">Order</label>
             <select
@@ -559,8 +559,8 @@ export default function Speakers() {
           <User className="h-16 w-16 text-gray-300 dark:text-gray-500 mx-auto mb-4" />
           <h3 className="heading-sm mb-2">No Speakers Found</h3>
           <p className="text-muted">
-            {speakers.length === 0 
-              ? "No speakers have been enrolled yet." 
+            {speakers.length === 0
+              ? "No speakers have been enrolled yet."
               : "No speakers match your current filters."}
           </p>
         </div>
@@ -610,15 +610,15 @@ export default function Speakers() {
                     </div>
                 <div>
                   <label className="block text-sm font-medium text-muted">Created</label>
-                  <p className="text-primary">{new Date(selectedSpeaker.created_at).toLocaleString()}</p>
+                  <p className="text-primary">{new Date(selectedSpeaker.created_at as string).toLocaleString()}</p>
                 </div>
                 <div>
                   <label className="block text-sm font-medium text-muted">Last Updated</label>
-                  <p className="text-primary">{new Date(selectedSpeaker.updated_at).toLocaleString()}</p>
+                  <p className="text-primary">{new Date(selectedSpeaker.updated_at as string).toLocaleString()}</p>
                 </div>
                 <div>
                   <label className="block text-sm font-medium text-muted">Last Enrollment</label>
-                  <p className="text-primary">{new Date(selectedSpeaker.last_enrollment).toLocaleString()}</p>
+                  <p className="text-primary">{new Date(selectedSpeaker.last_enrollment as string).toLocaleString()}</p>
                 </div>
               </div>
             </div>
@@ -630,9 +630,9 @@ export default function Speakers() {
 
       {/* Analysis Tab */}
       {activeTab === 'analysis' && (
-        <EmbeddingPlot 
-          dataSource={{ type: 'speakers', userId: user?.id }} 
-          onRefresh={loadSpeakers} 
+        <EmbeddingPlot
+          dataSource={{ type: 'speakers', userId: user?.id }}
+          onRefresh={loadSpeakers}
         />
       )}
 
@@ -681,7 +681,7 @@ export default function Speakers() {
                   ×
                 </button>
               </div>
-              
+
               {importFile && (
                 <div className="mb-6">
                   <div className="flex items-center space-x-3 p-3 bg-gray-50 rounded-lg dark:bg-gray-700">
@@ -762,4 +762,4 @@ export default function Speakers() {
       )}
     </div>
   )
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/services/api.ts b/extras/speaker-recognition/webui/src/services/api.ts
index fda31507..64229549 100644
--- a/extras/speaker-recognition/webui/src/services/api.ts
+++ b/extras/speaker-recognition/webui/src/services/api.ts
@@ -71,39 +71,16 @@ class ApiService {
 
   // User management
   async getUsers(): Promise<User[]> {
-    try {
-      const response = await api.get('/users')
-      return response.data
-    } catch (error) {
-      // If endpoint doesn't exist, return empty array and log
-      console.warn('Users endpoint not available, using local storage')
-      return []
+    const response = await api.get('/users')
+    if (!Array.isArray(response.data)) {
+      throw new Error('Users endpoint returned an invalid response')
     }
+    return response.data
   }
 
   async getOrCreateUser(username: string): Promise<User> {
-    try {
-      const response = await api.post('/users', { username })
-      return response.data
-    } catch (error) {
-      // Fallback to local user creation
-      const existingUsers = JSON.parse(localStorage.getItem('users') || '[]')
-      const existingUser = existingUsers.find((u: User) => u.username === username)
-      
-      if (existingUser) {
-        return existingUser
-      }
-
-      const newUser: User = {
-        id: Date.now(),
-        username,
-        created_at: new Date().toISOString()
-      }
-      
-      existingUsers.push(newUser)
-      localStorage.setItem('users', JSON.stringify(existingUsers))
-      return newUser
-    }
+    const response = await api.post('/users', { username })
+    return response.data
   }
 
   // Speaker management
@@ -142,7 +119,7 @@ class ApiService {
     audioFiles: File[]
   ): Promise<any> {
     const formData = new FormData()
-    
+
     audioFiles.forEach(file => {
       formData.append('files', file)
     })
@@ -202,4 +179,4 @@ class ApiService {
 
 }
 
-export const apiService = new ApiService()
\ No newline at end of file
+export const apiService = new ApiService()
diff --git a/extras/speaker-recognition/webui/src/services/audioProcessing.ts b/extras/speaker-recognition/webui/src/services/audioProcessing.ts
index d8fbe3bc..a496eff6 100644
--- a/extras/speaker-recognition/webui/src/services/audioProcessing.ts
+++ b/extras/speaker-recognition/webui/src/services/audioProcessing.ts
@@ -4,9 +4,10 @@
  * used across Inference, InferLive, and Speakers pages
  */
 
-import { createWAVHeader, createWAVBlob, concatenateAudioBuffers, extractAudioSegmentFromBuffers } from '../utils/audioUtils'
+import { createWAVBlob, extractAudioSegmentFromBuffers } from '../utils/audioUtils'
 
-export interface AudioBuffer {
+// Named distinctly to avoid shadowing the DOM `AudioBuffer` lib type used below.
+export interface ProcessedAudioBuffer {
   samples: Float32Array
   sampleRate: number
   channels: number
@@ -25,7 +26,7 @@ export interface AudioSegmentInfo {
 export interface ProcessedAudio {
   file: File | Blob
   filename: string
-  buffer: AudioBuffer
+  buffer: ProcessedAudioBuffer
   quality?: {
     snr: number
     level: string
@@ -48,12 +49,10 @@ export interface UtteranceExtractionResult {
 
 export class AudioProcessingService {
   private static instance: AudioProcessingService
-  
+
   // Audio processing constants
   private readonly SUPPORTED_FORMATS = ['audio/wav', 'audio/webm', 'audio/mp4']
   private readonly TARGET_SAMPLE_RATE = 16000
-  private readonly BUFFER_DURATION_MS = 256 // Each buffer represents ~256ms
-  private readonly MAX_BUFFERS = 750 // 30 seconds at 4096 samples per 250ms
 
   static getInstance(): AudioProcessingService {
     if (!AudioProcessingService.instance) {
@@ -76,10 +75,10 @@ export class AudioProcessingService {
       const arrayBuffer = await this.loadFileAsArrayBuffer(file)
       const audioContext = this.createAudioContext()
       const audioBuffer = await this.decodeAudioData(audioContext, arrayBuffer)
-      
+
       // Extract samples (convert to mono if needed)
       const samples = this.extractMonoSamples(audioBuffer)
-      
+
       // Create processed audio object
       const processed: ProcessedAudio = {
         file,
@@ -97,7 +96,7 @@ export class AudioProcessingService {
 
       return processed
     } catch (error) {
-      throw new Error(`Failed to process audio file: ${error.message}`)
+      throw new Error(`Failed to process audio file: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -116,7 +115,7 @@ export class AudioProcessingService {
       const file = new File([processedBlob], `${filename}.wav`, { type: 'audio/wav' })
       return await this.processAudioFile(file)
     } catch (error) {
-      throw new Error(`Failed to process recording: ${error.message}`)
+      throw new Error(`Failed to process recording: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -134,7 +133,7 @@ export class AudioProcessingService {
     audioBuffers: Float32Array[],
     utteranceStartTime: number,
     utteranceEndTime: number,
-    streamStartTime?: number,
+    _streamStartTime?: number,
     sampleRate: number = this.TARGET_SAMPLE_RATE
   ): UtteranceExtractionResult {
     try {
@@ -161,10 +160,10 @@ export class AudioProcessingService {
       // Assume standard 4096 samples per buffer
       const samplesPerBuffer = audioBuffers.length > 0 ? audioBuffers[0].length : 4096
       const actualBufferDurationMs = (samplesPerBuffer / sampleRate) * 1000
-      
+
       console.log(`🎵 [AUDIO EXTRACTION] Sample rate: ${sampleRate}Hz, Buffer duration: ${actualBufferDurationMs.toFixed(2)}ms`)
       console.log(`🕐 [TIMING] Utterance: ${utteranceStartTime.toFixed(3)}s - ${utteranceEndTime.toFixed(3)}s`)
-      
+
       const startBufferIndex = Math.max(0, Math.floor(utteranceStartTime * 1000 / actualBufferDurationMs))
       const endBufferIndex = Math.min(audioBuffers.length, Math.ceil(utteranceEndTime * 1000 / actualBufferDurationMs))
 
@@ -179,7 +178,7 @@ export class AudioProcessingService {
 
       // Extract utterance buffers
       const utteranceAudioBuffer = extractAudioSegmentFromBuffers(audioBuffers, startBufferIndex, endBufferIndex)
-      
+
       if (!utteranceAudioBuffer) {
         return {
           audioBuffer: new Float32Array(0),
@@ -190,7 +189,7 @@ export class AudioProcessingService {
       }
 
       console.log(`✅ [EXTRACTION SUCCESS] Extracted ${utteranceAudioBuffer.length} samples (${(utteranceAudioBuffer.length / sampleRate).toFixed(3)}s)`)
-      
+
       return {
         audioBuffer: utteranceAudioBuffer,
         duration: utteranceAudioBuffer.length / sampleRate,
@@ -201,7 +200,7 @@ export class AudioProcessingService {
         audioBuffer: new Float32Array(0),
         duration: 0,
         isValid: false,
-        error: `Audio extraction failed: ${error.message}`
+        error: `Audio extraction failed: ${error instanceof Error ? error.message : String(error)}`
       }
     }
   }
@@ -211,17 +210,17 @@ export class AudioProcessingService {
    */
   manageAudioBufferArray(buffers: Float32Array[], newBuffer: Float32Array, sampleRate: number = this.TARGET_SAMPLE_RATE): Float32Array[] {
     const updatedBuffers = [...buffers, new Float32Array(newBuffer)]
-    
+
     // Calculate dynamic buffer duration based on actual sample rate
     const actualBufferDurationMs = (newBuffer.length / sampleRate) * 1000
     const bufferRetentionMs = 120 * 1000 // Keep 120 seconds of audio for utterance capture
     const maxBuffers = Math.ceil(bufferRetentionMs / actualBufferDurationMs)
-    
+
     // Keep only last 120 seconds of audio (adjusted for actual sample rate)
     if (updatedBuffers.length > maxBuffers) {
       updatedBuffers.shift()
     }
-    
+
     return updatedBuffers
   }
 
@@ -236,14 +235,14 @@ export class AudioProcessingService {
   ): Float32Array {
     const startSample = Math.floor(startTime * sampleRate)
     const endSample = Math.floor(endTime * sampleRate)
-    
+
     const segmentLength = Math.max(0, Math.min(endSample - startSample, samples.length - startSample))
     const segment = new Float32Array(segmentLength)
-    
+
     for (let i = 0; i < segmentLength; i++) {
       segment[i] = samples[startSample + i] || 0
     }
-    
+
     return segment
   }
 
@@ -254,7 +253,7 @@ export class AudioProcessingService {
     // Check file extension for WAV specifically (most reliable)
     const isWav = file.name.toLowerCase().endsWith('.wav')
     const isSupportedType = this.SUPPORTED_FORMATS.some(format => file.type.includes(format.split('/')[1]))
-    
+
     return isWav || isSupportedType
   }
 
@@ -307,16 +306,16 @@ export class AudioProcessingService {
     if (audioBuffer.numberOfChannels === 1) {
       return new Float32Array(audioBuffer.getChannelData(0))
     }
-    
+
     // Mix stereo to mono
     const leftChannel = audioBuffer.getChannelData(0)
     const rightChannel = audioBuffer.getChannelData(1)
     const mono = new Float32Array(leftChannel.length)
-    
+
     for (let i = 0; i < leftChannel.length; i++) {
       mono[i] = (leftChannel[i] + rightChannel[i]) / 2
     }
-    
+
     return mono
   }
 
@@ -327,12 +326,12 @@ export class AudioProcessingService {
     if (blob.type.includes('wav')) {
       return blob
     }
-    
+
     const arrayBuffer = await blob.arrayBuffer()
     const audioContext = this.createAudioContext()
     const audioBuffer = await this.decodeAudioData(audioContext, arrayBuffer)
     const samples = this.extractMonoSamples(audioBuffer)
-    
+
     return this.createWavBlob(samples, audioBuffer.sampleRate)
   }
 
@@ -343,33 +342,33 @@ export class AudioProcessingService {
     if (samples.length === 0) {
       return { snr: 0, level: 'poor' }
     }
-    
+
     // Calculate RMS for signal power
     let sumSquares = 0
     for (let i = 0; i < samples.length; i++) {
       sumSquares += samples[i] * samples[i]
     }
     const rms = Math.sqrt(sumSquares / samples.length)
-    
+
     // Estimate noise floor (lowest 10% of values)
     const sorted = Array.from(samples).map(Math.abs).sort((a, b) => a - b)
     const noiseFloorIndex = Math.floor(sorted.length * 0.1)
     const noiseFloor = sorted[noiseFloorIndex] || 0.001
-    
+
     // SNR in dB
     const snr = 20 * Math.log10(rms / noiseFloor)
     const validSnr = isFinite(snr) ? snr : 0
-    
+
     // Classify quality level
     let level: string
     if (validSnr >= 30) level = 'excellent'
     else if (validSnr >= 20) level = 'good'
     else if (validSnr >= 15) level = 'fair'
     else level = 'poor'
-    
+
     return { snr: validSnr, level }
   }
 }
 
 // Export singleton instance
-export const audioProcessingService = AudioProcessingService.getInstance()
\ No newline at end of file
+export const audioProcessingService = AudioProcessingService.getInstance()
diff --git a/extras/speaker-recognition/webui/src/services/database.ts b/extras/speaker-recognition/webui/src/services/database.ts
index 8b3df8be..fa71e20f 100644
--- a/extras/speaker-recognition/webui/src/services/database.ts
+++ b/extras/speaker-recognition/webui/src/services/database.ts
@@ -25,27 +25,27 @@ class DatabaseService {
         userId,
         savedAt: new Date().toISOString()
       }
-      
+
       localStorage.setItem(storageKey, JSON.stringify(data))
-      
+
       // Also maintain a list of all annotation files for this user
       const userKey = this.getStorageKey(userId)
       const existingFiles = JSON.parse(localStorage.getItem(userKey) || '[]')
-      
+
       const fileEntry = {
         hash: fileHash,
         name: fileName,
         annotationCount: annotations.length,
         lastSaved: new Date().toISOString()
       }
-      
+
       const existingIndex = existingFiles.findIndex((f: any) => f.hash === fileHash)
       if (existingIndex >= 0) {
         existingFiles[existingIndex] = fileEntry
       } else {
         existingFiles.push(fileEntry)
       }
-      
+
       localStorage.setItem(userKey, JSON.stringify(existingFiles))
     } catch (error) {
       console.error('Failed to save annotations:', error)
@@ -58,11 +58,11 @@ class DatabaseService {
     try {
       const storageKey = this.getHashStorageKey(fileHash, userId)
       const data = localStorage.getItem(storageKey)
-      
+
       if (!data) {
         return null
       }
-      
+
       const parsed = JSON.parse(data)
       return parsed.annotations
     } catch (error) {
@@ -82,11 +82,11 @@ class DatabaseService {
     try {
       const storageKey = this.getHashStorageKey(fileHash, userId)
       const data = localStorage.getItem(storageKey)
-      
+
       if (!data) {
         return null
       }
-      
+
       const parsed = JSON.parse(data)
       return {
         fileName: parsed.fileName,
@@ -116,7 +116,7 @@ class DatabaseService {
     try {
       const storageKey = this.getHashStorageKey(fileHash, userId)
       localStorage.removeItem(storageKey)
-      
+
       // Remove from user file list
       const userKey = this.getStorageKey(userId)
       const existingFiles = JSON.parse(localStorage.getItem(userKey) || '[]')
@@ -135,7 +135,7 @@ class DatabaseService {
       for (const file of files) {
         await this.deleteAnnotations(file.hash, userId)
       }
-      
+
       const userKey = this.getStorageKey(userId)
       localStorage.removeItem(userKey)
     } catch (error) {
@@ -145,4 +145,4 @@ class DatabaseService {
   }
 }
 
-export const databaseService = new DatabaseService()
\ No newline at end of file
+export const databaseService = new DatabaseService()
diff --git a/extras/speaker-recognition/webui/src/services/deepgram.ts b/extras/speaker-recognition/webui/src/services/deepgram.ts
index 3b1b289e..d8d0ef40 100644
--- a/extras/speaker-recognition/webui/src/services/deepgram.ts
+++ b/extras/speaker-recognition/webui/src/services/deepgram.ts
@@ -84,14 +84,14 @@ export async function transcribeWithDeepgram(
   options: DeepgramTranscriptionOptions = {}
 ): Promise<DeepgramResponse> {
   const opts = { ...DEFAULT_DEEPGRAM_OPTIONS, ...options }
-  
+
   const formData = new FormData()
   formData.append('file', file)
-  
+
   // Always use /v1/listen for transcription
   // Hybrid mode (transcribe + internal diarization) is handled by speakerIdentification service
   const endpoint = '/v1/listen'
-  
+
   const params: Record<string, any> = {
     model: opts.model,
     language: opts.language,
@@ -99,19 +99,19 @@ export async function transcribeWithDeepgram(
     smart_format: opts.smartFormat,
     punctuate: opts.punctuate
   }
-  
+
   // Add enhancement parameters if enabled
   if (opts.enhanceSpeakers) {
     params.enhance_speakers = true
     params.user_id = opts.userId
     params.speaker_confidence_threshold = opts.speakerConfidenceThreshold
   }
-  
+
   // Plain mode parameter for internal processing
   if (opts.enablePlainMode) {
     params.enable_plain_mode = true
   }
-  
+
   const response = await apiService.post(endpoint, formData, {
     headers: {
       'Content-Type': 'multipart/form-data',
@@ -119,7 +119,7 @@ export async function transcribeWithDeepgram(
     params,
     timeout: 300000, // 5 minutes for transcription operations
   })
-  
+
   return response.data as DeepgramResponse
 }
 
@@ -128,13 +128,13 @@ export async function transcribeWithDeepgram(
  */
 export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels'][0]['alternatives'][0]['words']): DeepgramSegment[] {
   if (!words || words.length === 0) return []
-  
+
   const segments: DeepgramSegment[] = []
   let currentSegment: any = null
-  
+
   for (const word of words) {
     const speaker = word.speaker || 0
-    
+
     if (!currentSegment || currentSegment.speaker !== speaker) {
       // Start new segment
       if (currentSegment) {
@@ -160,17 +160,17 @@ export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels
       currentSegment.text += ' ' + (word.punctuated_word || word.word)
     }
   }
-  
+
   // Add final segment
   if (currentSegment) {
     segments.push(currentSegment)
   }
-  
+
   // Calculate durations
   segments.forEach(segment => {
     segment.duration = segment.end - segment.start
   })
-  
+
   return segments
 }
 
@@ -180,14 +180,14 @@ export function groupWordsBySpeaker(words: DeepgramResponse['results']['channels
 export function processDeepgramResponse(response: DeepgramResponse): DeepgramSegment[] {
   const results = response.results || {}
   const channels = results.channels || []
-  
+
   if (!channels.length) return []
-  
+
   const channel = channels[0]
   const alternatives = channel.alternatives || []
-  
+
   if (!alternatives.length) return []
-  
+
   const words = alternatives[0].words || []
   return groupWordsBySpeaker(words)
 }
@@ -201,7 +201,7 @@ export function calculateConfidenceSummary(segments: DeepgramSegment[]) {
   const medium = segments.filter(s => s.confidence >= 0.6 && s.confidence < 0.8).length
   const low = segments.filter(s => s.confidence >= 0.4 && s.confidence < 0.6).length
   const veryLow = total - high - medium - low
-  
+
   return {
     total_segments: total,
     high_confidence: high,
@@ -351,7 +351,7 @@ export class DeepgramStreaming {
 
         // Create WebSocket URL without token (token goes in subprotocol)
         const wsUrl = `wss://api.deepgram.com/v1/listen?${params.toString()}`
-        
+
         console.log('🌐 [DEEPGRAM] WebSocket URL:', wsUrl)
         console.log('🌐 [DEEPGRAM] VAD Configuration:', {
           interim_results: this.config.interim_results,
@@ -365,7 +365,7 @@ export class DeepgramStreaming {
 
         // Create WebSocket connection with subprotocol authentication (official method)
         this.ws = new WebSocket(wsUrl, ['token', this.config.apiKey])
-        
+
         console.log('🌐 [DEEPGRAM] WebSocket created with subprotocol auth, readyState:', this.ws.readyState)
 
         // This is already handled above in the timeout section
@@ -400,7 +400,7 @@ export class DeepgramStreaming {
           this.isConnected = false
           console.log('🌐 [DEEPGRAM] Calling status callback with "error"')
           this.onStatusCallback?.('error')
-          
+
           const err = new Error(`WebSocket connection failed. Check your Deepgram API key and internet connection.`)
           console.error('🌐 [DEEPGRAM] Calling error callback with error:', err.message)
           this.onErrorCallback?.(err)
@@ -411,7 +411,7 @@ export class DeepgramStreaming {
         this.ws.onmessage = (event) => {
           try {
             const data = JSON.parse(event.data)
-            
+
             // Enhanced logging for VAD events and transcripts
             if (data.type === 'Results' && data.channel?.alternatives?.[0]?.transcript) {
               console.log('📝 [DEEPGRAM] TRANSCRIPT:', data.channel.alternatives[0].transcript, {
@@ -430,11 +430,11 @@ export class DeepgramStreaming {
               // Log any other message types we might be receiving
               console.log('🌐 [DEEPGRAM] Other message:', data.type, data)
             }
-            
+
             // Handle different message types
             if (data.type === 'Results' && data.channel?.alternatives?.[0]) {
               const transcript = data.channel.alternatives[0]
-              
+
               // Only emit if we have actual content
               if (transcript.transcript && transcript.transcript.trim()) {
                 this.onTranscriptCallback?.({
@@ -464,13 +464,13 @@ export class DeepgramStreaming {
           if (!this.isConnected && this.ws) {
             console.error('🌐 [DEEPGRAM] ⏰ Connection timeout after 5 seconds')
             console.error('🌐 [DEEPGRAM] WebSocket readyState at timeout:', this.ws?.readyState)
-            
+
             // Clean up the failed connection
             if (this.ws) {
               this.ws.close()
               this.ws = null
             }
-            
+
             const timeoutError = new Error('Connection timeout - Deepgram did not respond within 5 seconds. Check your API key and internet connection.')
             console.error('🌐 [DEEPGRAM] Rejecting with timeout error')
             this.onStatusCallback?.('error')
@@ -519,7 +519,7 @@ export class DeepgramStreaming {
   sendAudio(audioData: ArrayBuffer): void {
     if (this.ws && this.isConnected && this.ws.readyState === WebSocket.OPEN) {
       this.audioPacketCount++
-      
+
       // Track first audio packet timing
       if (!this.firstAudioTime && this.connectionTime) {
         this.firstAudioTime = Date.now()
@@ -531,12 +531,12 @@ export class DeepgramStreaming {
           console.warn('🌐 [DEEPGRAM] ⚠️ Audio delay > 8s - may cause timeout!')
         }
       }
-      
+
       // Minimal logging for audio packets
       if (this.audioPacketCount % 200 === 0) {
         console.log('🌐 [DEEPGRAM] Audio packets sent:', this.audioPacketCount)
       }
-      
+
       this.ws.send(audioData)
     } else {
       console.warn('🌐 [DEEPGRAM] ⚠️ Cannot send audio - WebSocket not connected:', {
@@ -577,7 +577,7 @@ export class DeepgramStreaming {
 
   getConnectionStatus(): 'connecting' | 'connected' | 'disconnected' | 'error' {
     if (!this.ws) return 'disconnected'
-    
+
     switch (this.ws.readyState) {
       case WebSocket.CONNECTING:
         return 'connecting'
@@ -595,16 +595,16 @@ export class DeepgramStreaming {
 /**
  * Utility function to convert audio samples to the format expected by Deepgram
  */
-export function convertAudioForDeepgram(audioBuffer: Float32Array, sampleRate: number = 16000): ArrayBuffer {
+export function convertAudioForDeepgram(audioBuffer: Float32Array, _sampleRate: number = 16000): ArrayBuffer {
   // Convert float32 samples to int16
   const int16Array = new Int16Array(audioBuffer.length)
-  
+
   for (let i = 0; i < audioBuffer.length; i++) {
     // Clamp to [-1, 1] and convert to 16-bit integer
     const sample = Math.max(-1, Math.min(1, audioBuffer[i]))
     int16Array[i] = sample * 0x7FFF
   }
-  
+
   return int16Array.buffer
 }
 
@@ -612,8 +612,8 @@ export function convertAudioForDeepgram(audioBuffer: Float32Array, sampleRate: n
  * Resample audio to 16kHz if needed
  */
 export function resampleAudio(
-  audioBuffer: Float32Array, 
-  originalSampleRate: number, 
+  audioBuffer: Float32Array,
+  originalSampleRate: number,
   targetSampleRate: number = 16000
 ): Float32Array {
   if (originalSampleRate === targetSampleRate) {
@@ -638,4 +638,4 @@ export function resampleAudio(
   }
 
   return resampled
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/services/speakerIdentification.ts b/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
index 61e6b338..cf830237 100644
--- a/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
+++ b/extras/speaker-recognition/webui/src/services/speakerIdentification.ts
@@ -83,7 +83,7 @@ export class SpeakerIdentificationService {
     options: ProcessingOptions
   ): Promise<ProcessingResult> {
     const startTime = Date.now()
-    
+
     try {
       let result: ProcessingResult
 
@@ -111,22 +111,23 @@ export class SpeakerIdentificationService {
 
     } catch (error) {
       // Provide more helpful error messages based on the error type
-      let errorMessage = `Processing failed: ${error instanceof Error ? error.message : 'Unknown error'}`
-      
-      if (error.message?.includes('500') || error.message?.includes('Internal Server Error')) {
+      const rawMessage = error instanceof Error ? error.message : String(error)
+      let errorMessage = `Processing failed: ${rawMessage}`
+
+      if (rawMessage.includes('500') || rawMessage.includes('Internal Server Error')) {
         errorMessage = `Server error during ${options.mode} processing. This might be due to a backend issue. Please try again or contact support.`
-      } else if (error.message?.includes('404') || error.message?.includes('Not Found')) {
+      } else if (rawMessage.includes('404') || rawMessage.includes('Not Found')) {
         errorMessage = `Processing endpoint not available. The ${options.mode} mode might not be fully implemented yet.`
-      } else if (error.message?.includes('400') || error.message?.includes('Bad Request')) {
+      } else if (rawMessage.includes('400') || rawMessage.includes('Bad Request')) {
         errorMessage = `Bad request during ${options.mode} processing. This might be due to invalid audio format or missing transcript data. Please check your input files.`
-      } else if (error.message?.includes('timeout')) {
+      } else if (rawMessage.includes('timeout')) {
         errorMessage = `Processing timed out. The audio file might be too large or the server is busy. Please try a shorter audio file.`
-      } else if (error.message?.includes('transcript data is required')) {
+      } else if (rawMessage.includes('transcript data is required')) {
         errorMessage = `Transcript data is required for ${options.mode} mode. Please upload a Deepgram JSON file first.`
-      } else if (error.message?.includes('Failed to transform Deepgram data')) {
+      } else if (rawMessage.includes('Failed to transform Deepgram data')) {
         errorMessage = `Invalid Deepgram JSON format. Please ensure you've uploaded a valid Deepgram API response file.`
       }
-      
+
       throw new Error(errorMessage)
     }
   }
@@ -142,7 +143,7 @@ export class SpeakerIdentificationService {
       const formData = new FormData()
       formData.append('file', audioFile, 'utterance.wav')
       formData.append('similarity_threshold', (options.confidenceThreshold || 0.15).toString())
-      
+
       if (options.userId) {
         formData.append('user_id', options.userId.toString())
       }
@@ -175,7 +176,7 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       // Use shared Deepgram service
       const deepgramResponse = await transcribeWithDeepgram(audioFile, {
         enhanceSpeakers: options.enhanceSpeakers !== false,
@@ -216,7 +217,7 @@ export class SpeakerIdentificationService {
         deepgram_response: deepgramResponse
       }
     } catch (error) {
-      throw new Error(`Deepgram processing failed: ${error.message}`)
+      throw new Error(`Deepgram processing failed: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -308,7 +309,7 @@ export class SpeakerIdentificationService {
         deepgram_response: deepgramResponse
       }
     } catch (error) {
-      throw new Error(`Hybrid processing failed: ${error.message}`)
+      throw new Error(`Hybrid processing failed: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -321,11 +322,11 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       const formData = new FormData()
       formData.append('file', audioFile)
       formData.append('min_duration', (options.minDuration || 0.5).toString())
-      
+
       if (options.minSpeakers) {
         formData.append('min_speakers', options.minSpeakers.toString())
       }
@@ -341,7 +342,7 @@ export class SpeakerIdentificationService {
 
       const backendSegments = response.data.segments || []
 
-      // Convert backend format to frontend format  
+      // Convert backend format to frontend format
       const speakers: SpeakerSegment[] = backendSegments.map((segment: any) => ({
         start: segment.start,
         end: segment.end,
@@ -368,7 +369,7 @@ export class SpeakerIdentificationService {
         }
       }
     } catch (error) {
-      throw new Error(`Diarization-only processing failed: ${error.message}`)
+      throw new Error(`Diarization-only processing failed: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -381,10 +382,10 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       const formData = new FormData()
       formData.append('file', audioFile)
-      
+
       // Use query parameters instead of form data (like the working /v1/listen endpoint)
       const params = {
         similarity_threshold: (options.confidenceThreshold || 0.15).toString(),
@@ -442,7 +443,7 @@ export class SpeakerIdentificationService {
         }
       }
     } catch (error) {
-      throw new Error(`Diarization processing failed: ${error.message}`)
+      throw new Error(`Diarization processing failed: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -456,7 +457,7 @@ export class SpeakerIdentificationService {
   ): Promise<ProcessingResult> {
     try {
       const filename = audioFile instanceof File ? audioFile.name : 'Audio'
-      
+
       if (!options.transcriptData) {
         throw new Error('Transcript data is required for diarize-identify-match mode')
       }
@@ -467,7 +468,7 @@ export class SpeakerIdentificationService {
       const formData = new FormData()
       formData.append('file', audioFile)
       formData.append('transcript_data', transformedTranscriptData)
-      
+
       // Add speaker processing parameters
       if (options.userId) {
         formData.append('user_id', options.userId.toString())
@@ -529,7 +530,7 @@ export class SpeakerIdentificationService {
         }
       }
     } catch (error) {
-      throw new Error(`Diarize-identify-match processing failed: ${error.message}`)
+      throw new Error(`Diarize-identify-match processing failed: ${error instanceof Error ? error.message : String(error)}`)
     }
   }
 
@@ -574,10 +575,10 @@ export class SpeakerIdentificationService {
       // Extract words from Deepgram format: results.channels[0].alternatives[0].words
       let words: Array<{word: string, start: number, end: number}> = []
       let fullText = ""
-      
+
       if (deepgramData?.results?.channels?.[0]?.alternatives?.[0]) {
         const alternative = deepgramData.results.channels[0].alternatives[0]
-        
+
         // Extract words with timestamps
         if (alternative.words) {
           words = alternative.words.map((wordData: any) => ({
@@ -586,17 +587,17 @@ export class SpeakerIdentificationService {
             end: parseFloat(wordData.end || 0)
           })).filter((word: any) => word.word) // Remove empty words
         }
-        
+
         // Extract full transcript
         fullText = alternative.transcript || ''
       }
-      
+
       // Format for backend API
       const formattedData = {
         words: words,
         text: fullText
       }
-      
+
       return JSON.stringify(formattedData)
     } catch (error) {
       throw new Error(`Failed to transform Deepgram data: ${error instanceof Error ? error.message : 'Unknown error'}`)
@@ -613,4 +614,4 @@ export class SpeakerIdentificationService {
 }
 
 // Export singleton instance
-export const speakerIdentificationService = SpeakerIdentificationService.getInstance()
\ No newline at end of file
+export const speakerIdentificationService = SpeakerIdentificationService.getInstance()
diff --git a/extras/speaker-recognition/webui/src/services/speakerWebSocket.ts b/extras/speaker-recognition/webui/src/services/speakerWebSocket.ts
index e45d84d0..eb41e296 100644
--- a/extras/speaker-recognition/webui/src/services/speakerWebSocket.ts
+++ b/extras/speaker-recognition/webui/src/services/speakerWebSocket.ts
@@ -51,7 +51,7 @@ export interface SpeakerWebSocketOptions {
   userId?: number
   confidenceThreshold?: number
   deepgramApiKey?: string
-  
+
   // Deepgram parameters (forwarded to Deepgram API)
   model?: string
   language?: string
@@ -75,7 +75,7 @@ export interface SpeakerWebSocketOptions {
   filler_words?: boolean
   tag?: string
   // ... additional Deepgram parameters can be added as needed
-  
+
   // Event callbacks
   onUtteranceBoundary?: (event: UtteranceBoundaryEvent) => void
   onSpeakerIdentified?: (event: SpeakerWebSocketEvent) => void
@@ -90,11 +90,10 @@ export class SpeakerWebSocketService {
   private options: SpeakerWebSocketOptions
   private connectionStatus: 'connecting' | 'connected' | 'disconnected' | 'error' = 'disconnected'
   private baseUrl: string
-  private fallbackUrls: string[] = []
 
   constructor(options: SpeakerWebSocketOptions = {}) {
     this.options = options
-    
+
     // Use nginx proxy for WebSocket connections (HTTPS requirement)
     const protocol = window.location.protocol === 'https:' ? 'wss:' : 'ws:'
     const host = window.location.host
@@ -117,7 +116,7 @@ export class SpeakerWebSocketService {
 
     // Build WebSocket URL with all parameters
     const params = new URLSearchParams()
-    
+
     // Enhancement parameters
     if (this.options.userId) {
       params.set('user_id', this.options.userId.toString())
@@ -125,7 +124,7 @@ export class SpeakerWebSocketService {
     if (this.options.confidenceThreshold !== undefined) {
       params.set('confidence_threshold', this.options.confidenceThreshold.toString())
     }
-    
+
     // Deepgram parameters
     if (this.options.model) params.set('model', this.options.model)
     if (this.options.language) params.set('language', this.options.language)
@@ -157,14 +156,14 @@ export class SpeakerWebSocketService {
     }
 
     const wsUrl = `${this.baseUrl}/v1/ws_listen?${params.toString()}`
-    
+
     console.log(`🔌 Connecting to Speaker WebSocket: ${wsUrl}`)
     console.log(`🔧 Base URL: ${this.baseUrl}`)
     console.log(`🔧 Parameters: ${params.toString()}`)
 
     return new Promise((resolve, reject) => {
       let connectionResolved = false
-      
+
       try {
         // Use WebSocket subprotocols for API key authentication (like Deepgram does)
         const protocols = this.options.deepgramApiKey ? ['token', this.options.deepgramApiKey] : undefined
@@ -180,7 +179,7 @@ export class SpeakerWebSocketService {
           try {
             const data: SpeakerWebSocketEvent = JSON.parse(event.data)
             this.handleMessage(data)
-            
+
             // Resolve promise when ready message is received
             if (data.type === 'ready' && !connectionResolved) {
               connectionResolved = true
@@ -237,7 +236,7 @@ export class SpeakerWebSocketService {
             transcript: data.transcript,
             speaker_identification: data.speaker_identification
           }
-          
+
           console.log(`🎙️ Utterance boundary: "${event.transcript}" (${event.audio_segment.duration.toFixed(2)}s)`)
           if (event.speaker_identification?.speaker_name) {
             console.log(`👤 Speaker: ${event.speaker_identification.speaker_name} (${event.speaker_identification.confidence.toFixed(3)})`)
@@ -266,17 +265,17 @@ export class SpeakerWebSocketService {
       case 'raw_deepgram':
         console.log('🎤 Raw Deepgram event:', data.data?.type || 'unknown')
         this.options.onRawDeepgram?.(data.data)
-        
+
         // Extract transcript from Deepgram Results and forward as interim transcript
         if (data.data?.type === 'Results' && data.data?.channel?.alternatives?.[0]?.transcript) {
           const transcript = data.data.channel.alternatives[0].transcript
           const confidence = data.data.channel.alternatives[0].confidence || 0
           const isFinal = data.data.is_final || false
-          
+
           // Only show transcripts with actual content
           if (transcript.trim()) {
             console.log(`📝 ${isFinal ? 'Final' : 'Interim'} transcript: "${transcript}" (${confidence.toFixed(3)})`)
-            
+
             // Create interim transcript event
             const interimEvent: UtteranceBoundaryEvent = {
               type: 'utterance_boundary',
@@ -294,7 +293,7 @@ export class SpeakerWebSocketService {
                 status: isFinal ? 'unknown' : 'interim'
               }
             }
-            
+
             // Forward as utterance boundary for display
             this.options.onUtteranceBoundary?.(interimEvent)
           }
@@ -342,4 +341,4 @@ export class SpeakerWebSocketService {
   updateOptions(newOptions: Partial<SpeakerWebSocketOptions>): void {
     this.options = { ...this.options, ...newOptions }
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/styles/components.css b/extras/speaker-recognition/webui/src/styles/components.css
index ab7155d7..aad0bb21 100644
--- a/extras/speaker-recognition/webui/src/styles/components.css
+++ b/extras/speaker-recognition/webui/src/styles/components.css
@@ -2,17 +2,11 @@
 @tailwind components;
 @tailwind utilities;
 
-:root {
-  --bg: #fff;
-  --text: #222;
-}
-[data-theme="dark"] {
-  --bg: #222;
-  --text: #fff;
-}
-body {
-  background: var(--bg);
-  color: var(--text);
+@layer base {
+  /* espresso page surface — driven by the `.dark` class the app actually sets */
+  body {
+    @apply bg-gray-50 text-gray-900 dark:bg-gray-900 dark:text-gray-100;
+  }
 }
 
 @layer components {
@@ -24,11 +18,11 @@ body {
   .card-2 {
     @apply border-2 border-dashed border-blue-300 dark:border-blue-600 rounded-lg ;
   }
-  
+
   .card-secondary {
     @apply bg-gray-50 rounded-lg dark:bg-gray-700;
   }
-  
+
   /* Text styles */
   .text-primary {
     @apply text-gray-900 dark:text-gray-100;
@@ -37,11 +31,11 @@ body {
   .text-primary-disabled {
     @apply text-gray-400 dark:text-gray-500;
   }
-  
+
   .text-secondary {
     @apply text-gray-600 dark:text-gray-300;
   }
-  
+
   .text-muted {
     @apply text-gray-500 dark:text-gray-400;
   }
@@ -49,20 +43,20 @@ body {
   .text-muted-disabled {
     @apply text-gray-300 dark:text-gray-600;
   }
-  
+
   /* Heading styles */
   .heading-lg {
     @apply text-2xl font-bold text-gray-900 dark:text-gray-100;
   }
-  
+
   .heading-md {
     @apply text-xl font-semibold text-gray-900 dark:text-gray-100;
   }
-  
+
   .heading-sm {
     @apply text-lg font-medium text-gray-900 dark:text-gray-100;
   }
-  
+
   /* Form elements */
   .input-label {
     @apply block text-sm font-medium text-gray-700 dark:text-gray-300;
@@ -71,7 +65,7 @@ body {
   .input-primary {
     @apply w-full px-2 py-1 text-sm border border-gray-300 dark:border-gray-700 rounded focus:outline-none focus:ring-2 focus:ring-blue-500 dark:bg-gray-800 dark:text-gray-100;
   }
-  
+
   /* Interactive elements */
   .hover-bg {
     @apply hover:bg-gray-100 dark:hover:bg-gray-700;
@@ -84,9 +78,9 @@ body {
   .btn-2 {
     @apply  bg-blue-600 text-white rounded-md hover:bg-blue-700 dark:bg-blue-700 dark:hover:bg-blue-800
   }
-  
+
   /* Table headers */
   .table-header {
     @apply text-xs font-medium text-gray-500 uppercase tracking-wider dark:text-gray-400;
   }
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/types/plotly.d.ts b/extras/speaker-recognition/webui/src/types/plotly.d.ts
index 47ea7416..d690f212 100644
--- a/extras/speaker-recognition/webui/src/types/plotly.d.ts
+++ b/extras/speaker-recognition/webui/src/types/plotly.d.ts
@@ -1,4 +1,4 @@
 declare module 'plotly.js-dist-min' {
   const Plotly: any
   export = Plotly
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/utils/audioUtils.ts b/extras/speaker-recognition/webui/src/utils/audioUtils.ts
index 6f924b3f..a10a7ed4 100644
--- a/extras/speaker-recognition/webui/src/utils/audioUtils.ts
+++ b/extras/speaker-recognition/webui/src/utils/audioUtils.ts
@@ -14,21 +14,21 @@ export interface AudioSegment {
  * Creates a WAV header for the given audio parameters
  */
 export function createWAVHeader(
-  sampleRate: number, 
-  channels: number, 
-  bitsPerSample: number, 
+  sampleRate: number,
+  channels: number,
+  bitsPerSample: number,
   dataLength: number
 ): ArrayBuffer {
   const buffer = new ArrayBuffer(44)
   const view = new DataView(buffer)
-  
+
   // WAV file header
   const writeString = (offset: number, string: string) => {
     for (let i = 0; i < string.length; i++) {
       view.setUint8(offset + i, string.charCodeAt(i))
     }
   }
-  
+
   writeString(0, 'RIFF')
   view.setUint32(4, 36 + dataLength, true)
   writeString(8, 'WAVE')
@@ -42,7 +42,7 @@ export function createWAVHeader(
   view.setUint16(34, bitsPerSample, true)
   writeString(36, 'data')
   view.setUint32(40, dataLength, true)
-  
+
   return buffer
 }
 
@@ -53,13 +53,13 @@ export function createWAVBlob(audioBuffer: Float32Array, sampleRate: number): Bl
   const length = audioBuffer.length
   const arrayBuffer = new ArrayBuffer(length * 2)
   const view = new DataView(arrayBuffer)
-  
+
   // Convert to 16-bit PCM
   for (let i = 0; i < length; i++) {
     const sample = Math.max(-1, Math.min(1, audioBuffer[i]))
     view.setInt16(i * 2, sample * 0x7FFF, true)
   }
-  
+
   // Create WAV blob
   return new Blob([createWAVHeader(sampleRate, 1, 16, arrayBuffer.byteLength), arrayBuffer], {
     type: 'audio/wav'
@@ -72,13 +72,13 @@ export function createWAVBlob(audioBuffer: Float32Array, sampleRate: number): Bl
 export function concatenateAudioBuffers(buffers: Float32Array[]): Float32Array {
   const totalLength = buffers.reduce((sum, buf) => sum + buf.length, 0)
   const result = new Float32Array(totalLength)
-  
+
   let offset = 0
   for (const buffer of buffers) {
     result.set(buffer, offset)
     offset += buffer.length
   }
-  
+
   return result
 }
 
@@ -94,9 +94,9 @@ export function calculateBufferIndices(
   // Calculate buffer indices based on stream-relative timing
   const startBufferIndex = Math.max(0, Math.floor(utteranceStartTime * 1000 / bufferDurationMs))
   const endBufferIndex = Math.min(maxBuffers, Math.ceil(utteranceEndTime * 1000 / bufferDurationMs))
-  
+
   const isValid = startBufferIndex < endBufferIndex && startBufferIndex < maxBuffers
-  
+
   return {
     startIndex: startBufferIndex,
     endIndex: endBufferIndex,
@@ -115,13 +115,13 @@ export function extractAudioSegmentFromBuffers(
   if (startIndex >= endIndex || startIndex >= audioBuffers.length) {
     return null
   }
-  
+
   const segmentBuffers = audioBuffers.slice(startIndex, endIndex)
-  
+
   if (segmentBuffers.length === 0) {
     return null
   }
-  
+
   return concatenateAudioBuffers(segmentBuffers)
 }
 
@@ -134,19 +134,19 @@ export function validateAudioConfig(config: {
   bufferSize?: number
 }): { isValid: boolean; errors: string[] } {
   const errors: string[] = []
-  
+
   if (config.sampleRate && (config.sampleRate < 8000 || config.sampleRate > 48000)) {
     errors.push('Sample rate must be between 8000 and 48000 Hz')
   }
-  
+
   if (config.channels && (config.channels < 1 || config.channels > 2)) {
     errors.push('Channels must be 1 (mono) or 2 (stereo)')
   }
-  
+
   if (config.bufferSize && ![256, 512, 1024, 2048, 4096, 8192, 16384].includes(config.bufferSize)) {
     errors.push('Buffer size must be a power of 2 between 256 and 16384')
   }
-  
+
   return {
     isValid: errors.length === 0,
     errors
@@ -198,20 +198,20 @@ export async function decodeAudioData(audioContext: AudioContext, arrayBuffer: A
 export function extractAudioSamples(audioBuffer: AudioBuffer): Float32Array {
   // Mix down to mono if stereo
   const channelData = audioBuffer.getChannelData(0)
-  
+
   if (audioBuffer.numberOfChannels === 1) {
     return new Float32Array(channelData)
   }
-  
+
   // Mix stereo to mono
   const leftChannel = audioBuffer.getChannelData(0)
   const rightChannel = audioBuffer.getChannelData(1)
   const mono = new Float32Array(leftChannel.length)
-  
+
   for (let i = 0; i < leftChannel.length; i++) {
     mono[i] = (leftChannel[i] + rightChannel[i]) / 2
   }
-  
+
   return mono
 }
 
@@ -220,19 +220,19 @@ export function extractAudioSamples(audioBuffer: AudioBuffer): Float32Array {
  */
 export function calculateSNR(samples: Float32Array): number {
   if (samples.length === 0) return 0
-  
+
   // Calculate RMS (Root Mean Square) for signal power
   let sumSquares = 0
   for (let i = 0; i < samples.length; i++) {
     sumSquares += samples[i] * samples[i]
   }
   const rms = Math.sqrt(sumSquares / samples.length)
-  
+
   // Estimate noise floor (assume lowest 10% of values represent noise)
   const sorted = Array.from(samples).map(Math.abs).sort((a, b) => a - b)
   const noiseFloorIndex = Math.floor(sorted.length * 0.1)
   const noiseFloor = sorted[noiseFloorIndex] || 0.001 // Avoid division by zero
-  
+
   // SNR in dB
   const snr = 20 * Math.log10(rms / noiseFloor)
   return isFinite(snr) ? snr : 0
@@ -253,13 +253,13 @@ export async function convertBlobToWav(blob: Blob): Promise<Blob> {
   if (blob.type.includes('wav')) {
     return blob
   }
-  
+
   // Otherwise, decode and re-encode as WAV
   const arrayBuffer = await blob.arrayBuffer()
   const audioContext = createAudioContext()
   const audioBuffer = await decodeAudioData(audioContext, arrayBuffer)
   const samples = extractAudioSamples(audioBuffer)
-  
+
   return createWAVBlob(samples, audioBuffer.sampleRate)
 }
 
@@ -267,9 +267,9 @@ export async function convertBlobToWav(blob: Blob): Promise<Blob> {
  * Extracts a segment of audio from samples
  */
 export function extractAudioSegment(
-  samples: Float32Array, 
-  startTime: number, 
-  endTime: number, 
+  samples: Float32Array,
+  startTime: number,
+  endTime: number,
   sampleRate: number
 ): Float32Array {
   // Validate inputs
@@ -288,27 +288,27 @@ export function extractAudioSegment(
   if (samples.length === 0) {
     throw new Error(`extractAudioSegment: Empty samples array provided`)
   }
-  
+
   const startSample = Math.floor(startTime * sampleRate)
   const endSample = Math.floor(endTime * sampleRate)
-  
+
   // Validate calculated sample indices
   if (startSample >= samples.length) {
     throw new Error(`extractAudioSegment: Start time ${startTime}s (sample ${startSample}) is beyond audio length ${samples.length / sampleRate}s (${samples.length} samples)`)
   }
-  
+
   const segmentLength = Math.max(0, Math.min(endSample - startSample, samples.length - startSample))
-  
+
   if (segmentLength === 0) {
     console.warn(`extractAudioSegment: Calculated segment length is 0 for time range ${startTime}s-${endTime}s`)
   }
-  
+
   const segment = new Float32Array(segmentLength)
-  
+
   for (let i = 0; i < segmentLength; i++) {
     segment[i] = samples[startSample + i] || 0
   }
-  
+
   return segment
 }
 
@@ -320,9 +320,9 @@ export function formatDuration(ms: number): string {
   const seconds = Math.floor(ms / 1000)
   const minutes = Math.floor(seconds / 60)
   const hours = Math.floor(minutes / 60)
-  
+
   if (hours > 0) {
     return `${hours}:${(minutes % 60).toString().padStart(2, '0')}:${(seconds % 60).toString().padStart(2, '0')}`
   }
   return `${minutes}:${(seconds % 60).toString().padStart(2, '0')}`
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/utils/common.ts b/extras/speaker-recognition/webui/src/utils/common.ts
index 0f17c0d3..7f52a9bb 100644
--- a/extras/speaker-recognition/webui/src/utils/common.ts
+++ b/extras/speaker-recognition/webui/src/utils/common.ts
@@ -9,7 +9,7 @@ export function formatDuration(ms: number): string {
   const seconds = Math.floor(ms / 1000)
   const minutes = Math.floor(seconds / 60)
   const hours = Math.floor(minutes / 60)
-  
+
   if (hours > 0) {
     return `${hours}:${(minutes % 60).toString().padStart(2, '0')}:${(seconds % 60).toString().padStart(2, '0')}`
   }
@@ -23,11 +23,11 @@ export function validateApiKey(key: string): { isValid: boolean; error?: string
   if (!key || !key.trim()) {
     return { isValid: false, error: 'API key is required' }
   }
-  
+
   if (!key.match(/^[a-f0-9]{40}$/i)) {
     return { isValid: false, error: 'Invalid API key format. Should be a 40-character hex string.' }
   }
-  
+
   return { isValid: true }
 }
 
@@ -53,12 +53,12 @@ export function debounce<T extends (...args: any[]) => any>(
   delay: number
 ): (...args: Parameters<T>) => void {
   let timeoutId: NodeJS.Timeout | null = null
-  
+
   return (...args: Parameters<T>) => {
     if (timeoutId) {
       clearTimeout(timeoutId)
     }
-    
+
     timeoutId = setTimeout(() => {
       func(...args)
     }, delay)
@@ -122,4 +122,4 @@ export function safeParseNumber(value: string | number, defaultValue: number = 0
   if (typeof value === 'number') return value
   const parsed = parseFloat(value)
   return isNaN(parsed) ? defaultValue : parsed
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/utils/fileHash.ts b/extras/speaker-recognition/webui/src/utils/fileHash.ts
index c6f5f5bc..3678cd17 100644
--- a/extras/speaker-recognition/webui/src/utils/fileHash.ts
+++ b/extras/speaker-recognition/webui/src/utils/fileHash.ts
@@ -38,11 +38,11 @@ export async function calculateFileHash(file: File): Promise<string> {
 
 export function formatFileSize(bytes: number): string {
   if (bytes === 0) return '0 Bytes'
-  
+
   const k = 1024
   const sizes = ['Bytes', 'KB', 'MB', 'GB']
   const i = Math.floor(Math.log(bytes) / Math.log(k))
-  
+
   return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + ' ' + sizes[i]
 }
 
@@ -59,7 +59,7 @@ export function isAudioFile(file: File): boolean {
     'audio/ogg',
     'audio/webm'
   ]
-  
-  return audioTypes.includes(file.type) || 
+
+  return audioTypes.includes(file.type) ||
          /\.(wav|flac|mp3|m4a|ogg)$/i.test(file.name)
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/src/utils/index.ts b/extras/speaker-recognition/webui/src/utils/index.ts
index 544a5313..023cc2a3 100644
--- a/extras/speaker-recognition/webui/src/utils/index.ts
+++ b/extras/speaker-recognition/webui/src/utils/index.ts
@@ -4,4 +4,8 @@
 
 export * from './logger'
 export * from './audioUtils'
-export * from './common'
\ No newline at end of file
+export * from './common'
+
+// Both audioUtils and common export `formatDuration` (audioUtils' is @deprecated).
+// Explicitly re-export the intended (common) version to resolve the star-export ambiguity.
+export { formatDuration } from './common'
diff --git a/extras/speaker-recognition/webui/src/utils/logger.ts b/extras/speaker-recognition/webui/src/utils/logger.ts
index 1743bae6..33bd49b3 100644
--- a/extras/speaker-recognition/webui/src/utils/logger.ts
+++ b/extras/speaker-recognition/webui/src/utils/logger.ts
@@ -14,15 +14,15 @@ export function createLogger(prefix: string): Logger {
     info: (message: string, ...args: any[]) => {
       console.log(`${prefix} ${message}`, ...args)
     },
-    
+
     error: (message: string, ...args: any[]) => {
       console.error(`${prefix} ❌ ${message}`, ...args)
     },
-    
+
     warn: (message: string, ...args: any[]) => {
       console.warn(`${prefix} ⚠️ ${message}`, ...args)
     },
-    
+
     debug: (message: string, ...args: any[]) => {
       console.log(`${prefix} 🐛 ${message}`, ...args)
     }
@@ -35,4 +35,4 @@ export const audioLogger = createLogger('🎤 [AUDIO]')
 export const utteranceLogger = createLogger('🔚 [UTTERANCE]')
 export const speakerLogger = createLogger('🔍 [SPEAKER_ID]')
 export const transcriptLogger = createLogger('📝 [UTTERANCE]')
-export const deepgramLogger = createLogger('🌐 [DEEPGRAM]')
\ No newline at end of file
+export const deepgramLogger = createLogger('🌐 [DEEPGRAM]')
diff --git a/extras/speaker-recognition/webui/tailwind.config.js b/extras/speaker-recognition/webui/tailwind.config.js
index d3208282..bb941218 100644
--- a/extras/speaker-recognition/webui/tailwind.config.js
+++ b/extras/speaker-recognition/webui/tailwind.config.js
@@ -1,12 +1,15 @@
 /** @type {import('tailwindcss').Config} */
+import espressoPreset from './chronicle-espresso-preset.js'
+
 export default {
   darkMode: 'class',
   content: [
     "./index.html",
     "./src/**/*.{js,ts,jsx,tsx}",
   ],
+  presets: [espressoPreset],
   theme: {
     extend: {},
   },
   plugins: [],
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/tsconfig.json b/extras/speaker-recognition/webui/tsconfig.json
index 7a7611e4..a7fc6fbf 100644
--- a/extras/speaker-recognition/webui/tsconfig.json
+++ b/extras/speaker-recognition/webui/tsconfig.json
@@ -22,4 +22,4 @@
   },
   "include": ["src"],
   "references": [{ "path": "./tsconfig.node.json" }]
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/tsconfig.node.json b/extras/speaker-recognition/webui/tsconfig.node.json
index 099658cf..42872c59 100644
--- a/extras/speaker-recognition/webui/tsconfig.node.json
+++ b/extras/speaker-recognition/webui/tsconfig.node.json
@@ -7,4 +7,4 @@
     "allowSyntheticDefaultImports": true
   },
   "include": ["vite.config.ts"]
-}
\ No newline at end of file
+}
diff --git a/extras/speaker-recognition/webui/vite.config.ts b/extras/speaker-recognition/webui/vite.config.ts
index 405770f7..5680580b 100644
--- a/extras/speaker-recognition/webui/vite.config.ts
+++ b/extras/speaker-recognition/webui/vite.config.ts
@@ -1,21 +1,47 @@
 import { defineConfig } from 'vite'
 import react from '@vitejs/plugin-react'
-import basicSsl from '@vitejs/plugin-basic-ssl'
+
+const speakerServiceHost = process.env.SPEAKER_SERVICE_PROXY_HOST || 'speaker-service'
+const speakerServicePort = process.env.SPEAKER_SERVICE_PORT || '8085'
+const speakerServiceTarget = `http://${speakerServiceHost}:${speakerServicePort}`
 
 // https://vitejs.dev/config/
+// The dev server runs plain HTTP. When HTTPS is enabled, Caddy terminates TLS
+// (Tailscale/Let's Encrypt cert) and reverse-proxies to this server over HTTP —
+// same as the advanced backend's webui-dev. No self-signed cert in the dev server.
 export default defineConfig({
-  plugins: [react(), basicSsl()],
+  plugins: [react()],
   server: {
     host: process.env.REACT_UI_HOST || '0.0.0.0',
     port: parseInt(process.env.REACT_UI_PORT || '5174'),
-    https: process.env.REACT_UI_HTTPS === 'true' ? true : false,
-    allowedHosts: process.env.VITE_ALLOWED_HOSTS 
+    allowedHosts: process.env.VITE_ALLOWED_HOSTS
       ? process.env.VITE_ALLOWED_HOSTS.split(' ').map(host => host.trim()).filter(host => host.length > 0)
       : [
           'localhost',
           '127.0.0.1',
           '.nip.io'
         ],
+    proxy: {
+      '/api': {
+        target: speakerServiceTarget,
+        changeOrigin: true,
+        rewrite: path => path.replace(/^\/api/, ''),
+      },
+      '/health': {
+        target: speakerServiceTarget,
+        changeOrigin: true,
+      },
+      '/ws': {
+        target: speakerServiceTarget,
+        changeOrigin: true,
+        ws: true,
+      },
+      '/v1': {
+        target: speakerServiceTarget,
+        changeOrigin: true,
+        ws: true,
+      },
+    },
   },
   define: {
     global: 'globalThis',
@@ -30,4 +56,4 @@ export default defineConfig({
   optimizeDeps: {
     include: ['buffer', 'stream-browserify', 'util']
   }
-})
\ No newline at end of file
+})
diff --git a/extras/tts/.dockerignore b/extras/tts/.dockerignore
new file mode 100644
index 00000000..b2246c10
--- /dev/null
+++ b/extras/tts/.dockerignore
@@ -0,0 +1,7 @@
+*
+!pyproject*.toml
+!uv.lock
+!common/
+!common/**
+!providers/
+!providers/**
diff --git a/extras/tts/.env.template b/extras/tts/.env.template
new file mode 100644
index 00000000..d1c5a58b
--- /dev/null
+++ b/extras/tts/.env.template
@@ -0,0 +1,71 @@
+# TTS Services Configuration
+# Copy this file to .env and configure as needed
+
+# =============================================================================
+# HuggingFace Token (Required)
+# =============================================================================
+# TADA uses Llama 3.2 as its base model, which is gated on HuggingFace.
+# You must accept the Llama 3.2 license at https://huggingface.co/meta-llama/Llama-3.2-1B
+# and provide your HF token here.
+HF_TOKEN=
+
+# =============================================================================
+# Model Configuration
+# =============================================================================
+# Model identifier (HuggingFace repo)
+#
+# TADA models:
+#   - HumeAI/tada-1b (English, ~4-5GB VRAM, default)
+#   - HumeAI/tada-3b-ml (Multilingual: ar, zh, de, es, fr, it, ja, pl, pt, ~7-8GB VRAM)
+#
+# Fish Speech models:
+#   - fishaudio/s2-pro (default, 83 languages, ~11GB, CC-BY-NC-SA)
+#   - fishaudio/openaudio-s1-mini (0.5B, 50+ languages, ~6GB VRAM, needs tokenizer workarounds)
+#   - fishaudio/fish-speech-1.5 (larger, higher quality, Research License)
+#
+TTS_MODEL=HumeAI/tada-1b
+
+# =============================================================================
+# Service Port Configuration
+# =============================================================================
+TTS_PORT=8770
+
+# =============================================================================
+# PyTorch/CUDA Configuration
+# =============================================================================
+# Options: cu126 (CUDA 12.6), cu128 (CUDA 12.8)
+# Note: cu121 not supported (hume-tada requires torch>=2.7 which needs CUDA 12.6+)
+PYTORCH_CUDA_VERSION=cu126
+
+# =============================================================================
+# TADA Provider Settings
+# =============================================================================
+# Language for multilingual model (only needed for tada-3b-ml)
+# Options: ar, zh, de, es, fr, it, ja, pl, pt (empty for English)
+TTS_LANGUAGE=
+
+# =============================================================================
+# Fish Speech Provider Settings
+# =============================================================================
+# Enable torch.compile for ~10x speedup (requires longer first-inference warmup)
+TTS_COMPILE=false
+# Use half precision (default: true, reduces VRAM usage)
+TTS_HALF=true
+
+# =============================================================================
+# KittenTTS Provider Settings (CPU-only, no GPU / HF token required)
+# =============================================================================
+# KittenTTS uses dedicated KITTEN_TTS_* vars so the heavy Fish/TADA settings
+# above don't bleed into this lightweight CPU service.
+#
+# Models:
+#   - KittenML/kitten-tts-mini-0.8 (default)
+#   - KittenML/kitten-tts-micro-0.8 (~41MB)
+#   - KittenML/kitten-tts-nano-0.8-int8 (~25MB)
+KITTEN_TTS_MODEL=KittenML/kitten-tts-mini-0.8
+# Preset voice: Bella, Jasper, Luna, Bruno, Rosie, Hugo, Kiki, Leo
+KITTEN_TTS_VOICE=Jasper
+# Speech speed multiplier
+KITTEN_TTS_SPEED=1.0
+# Service port
+KITTEN_TTS_PORT=8770
diff --git a/extras/tts/README.md b/extras/tts/README.md
new file mode 100644
index 00000000..2d5e0fdb
--- /dev/null
+++ b/extras/tts/README.md
@@ -0,0 +1,173 @@
+# Chronicle TTS Services
+
+Provider-based text-to-speech services for Chronicle. Follows the same architecture as `extras/asr-services/`.
+
+## Quick Start
+
+```bash
+# Run setup wizard
+cd extras/tts
+uv run --with-requirements ../../setup-requirements.txt python init.py
+
+# Start the service (TADA or Fish Speech)
+docker compose up tada-tts -d --build
+# OR
+docker compose up fish-tts -d --build
+
+# Test health
+curl http://localhost:8770/health
+
+# Synthesize speech
+curl -X POST http://localhost:8770/synthesize \
+  -F "text=Hello, this is a test of the TADA text to speech system." \
+  -o output.wav
+
+# Synthesize with voice cloning (provide reference audio + transcript)
+curl -X POST http://localhost:8770/synthesize \
+  -F "text=This will sound like the reference speaker." \
+  -F "reference_audio=@reference.wav" \
+  -F "reference_text=The transcript of the reference audio clip." \
+  -o cloned_output.wav
+```
+
+## Available Providers
+
+### TADA (HumeAI)
+
+[TADA](https://github.com/HumeAI/tada) uses 1:1 token alignment between text and audio, eliminating hallucinations by construction. MIT licensed.
+
+| Model | Parameters | Languages | VRAM |
+|-------|-----------|-----------|------|
+| `HumeAI/tada-1b` | ~2B | English | ~4-5GB |
+| `HumeAI/tada-3b-ml` | ~3B+ | 9 languages (ar, zh, de, es, fr, it, ja, pl, pt) | ~7-8GB |
+
+**Capabilities:**
+- Zero-shot voice cloning from a reference audio clip
+- Speech continuation
+- RTF 0.09 (5x+ faster than real-time)
+- Zero hallucination rate
+
+### Fish Speech (Fish Audio)
+
+[Fish Speech](https://github.com/fishaudio/fish-speech) uses Dual-AR architecture with 50+ language support and inline emotion/prosody control.
+
+| Model | Parameters | Languages | Size | License |
+|-------|-----------|-----------|------|---------|
+| `fishaudio/s2-pro` | - | 83 | ~11GB | CC-BY-NC-SA |
+| `fishaudio/openaudio-s1-mini` | 0.5B | 50+ | ~6GB | CC-BY-NC-SA |
+| `fishaudio/fish-speech-1.5` | Larger | 50+ | ~8GB | Research License |
+
+**Capabilities:**
+- Zero-shot voice cloning
+- 50+ language support
+- Inline emotion/prosody tags: `[laugh]`, `[whispers]`, `[super happy]`, etc.
+- Streaming support
+- Optional `torch.compile` for ~10x speedup
+
+**Emotion Tags:**
+
+Add emotion tags directly in your text to control prosody:
+```
+[laugh] That's hilarious! [whispers] But don't tell anyone.
+I'm [super happy] to see you today!
+```
+
+**Environment Variables:**
+```bash
+TTS_MODEL=fishaudio/s2-pro              # Model to use (default)
+TTS_COMPILE=false                        # torch.compile (~10x speedup, slower warmup)
+TTS_HALF=true                            # Half precision (reduces VRAM)
+```
+
+### KittenTTS (KittenML)
+
+[KittenTTS](https://github.com/KittenML/KittenTTS) is an ultra-light (~25MB) CPU-only ONNX
+TTS — no GPU and no API key required. English only, with preset voices. Good for low-resource
+hosts or when GPU is unavailable.
+
+**Capabilities:** lightweight, CPU-only, preset voices.
+
+Started via the `kittentts-tts` service. It uses dedicated `KITTEN_TTS_*` env vars (so the
+heavy Fish/TADA settings in `.env` don't bleed into this CPU service):
+```bash
+KITTEN_TTS_MODEL=KittenML/kitten-tts-mini-0.8   # Model to use
+KITTEN_TTS_VOICE=Jasper                          # Preset voice
+KITTEN_TTS_SPEED=1.0                             # Speech speed multiplier
+KITTEN_TTS_PORT=8770                             # Service port
+```
+
+### Kokoro (hexgrad)
+
+[Kokoro-82M](https://huggingface.co/hexgrad/Kokoro-82M) is a lightweight (~82M param)
+StyleTTS2-based TTS that runs comfortably **under ~1GB VRAM** on GPU (and on CPU too). It
+hit #1 on the TTS Arena leaderboard despite its size, with quality well above KittenTTS.
+Fixed preset voices (no cloning), Apache 2.0. The quality-per-VRAM sweet spot when a GPU is
+available but Fish/TADA are too heavy.
+
+| Model | Parameters | Languages | VRAM |
+|-------|-----------|-----------|------|
+| `hexgrad/Kokoro-82M` | ~82M | 8 (en, es, fr, hi, it, ja, pt, zh) | <~1GB |
+
+**Capabilities:** lightweight, low-VRAM, preset voices.
+
+Started via the `kokoro-tts` service. It uses dedicated `KOKORO_TTS_*` env vars (so the
+heavy Fish/TADA settings in `.env` don't bleed into it):
+```bash
+KOKORO_TTS_MODEL=hexgrad/Kokoro-82M    # Model to use
+KOKORO_TTS_VOICE=af_heart              # Preset voice (a=American/b=British, f=female/m=male)
+KOKORO_TTS_LANG_CODE=a                 # a/b=English, e=es, f=fr, h=hi, i=it, j=ja, p=pt, z=zh
+KOKORO_TTS_SPEED=1.0                   # Speech speed multiplier
+KOKORO_TTS_PORT=8770                   # Service port
+```
+
+## API Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/health` | GET | Service health check |
+| `/info` | GET | Model info and capabilities |
+| `/synthesize` | POST | Generate speech from text |
+
+### POST /synthesize
+
+**Parameters (multipart form):**
+- `text` (required): Text to synthesize
+- `reference_audio` (optional): WAV file for voice cloning
+- `reference_text` (optional): Transcript of the reference audio
+
+**Returns:** WAV audio bytes with headers `X-Sample-Rate`, `X-Provider`, `X-Model`.
+
+## Configuration
+
+See `.env.template` for all available options. Key settings:
+
+```bash
+TTS_MODEL=HumeAI/tada-1b      # Model to use
+TTS_PORT=8770                   # Service port
+PYTORCH_CUDA_VERSION=cu126      # CUDA version
+TTS_LANGUAGE=                   # Language (for multilingual model)
+```
+
+## Architecture
+
+```
+extras/tts/
+├── common/                    # Shared abstractions
+│   ├── base_service.py       # FastAPI app factory + abstract base class
+│   └── response_models.py    # Pydantic models for API responses
+├── providers/
+│   ├── tada/                 # HumeAI TADA provider (GPU)
+│   ├── fish_speech/          # Fish Audio Fish Speech provider (GPU)
+│   │   ├── Dockerfile
+│   │   ├── startup.py        # Container startup orchestrator
+│   │   ├── service.py        # FastAPI service wrapper
+│   │   └── synthesizer.py    # HTTP client to fish-speech API
+│   ├── kittentts/            # KittenML KittenTTS provider (CPU, ~25MB ONNX)
+│   └── kokoro/               # Kokoro-82M provider (GPU/CPU, <~1GB VRAM, preset voices)
+├── docker-compose.yml
+├── pyproject.toml
+├── init.py                   # Interactive setup script
+└── .env.template
+```
+
+Adding a new TTS provider requires creating a `providers/{name}/` directory with `service.py`, `synthesizer.py`, and `Dockerfile`.
diff --git a/extras/tts/ankush_fish_notes.md b/extras/tts/ankush_fish_notes.md
new file mode 100644
index 00000000..2fcca3df
--- /dev/null
+++ b/extras/tts/ankush_fish_notes.md
@@ -0,0 +1,93 @@
+# Fish Speech Tuning Notes (S2-Pro)
+
+## S2-Pro Model Overview
+
+- 5B total params (4B slow AR + 400M fast AR + codec)
+- Trained on 10M+ hours, 80+ languages
+- Free-form `[bracket]` tag syntax — 15,000+ tags, accepts arbitrary natural language descriptions
+- RTF ~0.195 on H200, ~100ms time-to-first-audio
+- License: Fish Audio Research License (free for research/non-commercial)
+- Needs ~24GB VRAM
+
+## Generation Parameters
+
+All passed via JSON body to fish-speech's `/v1/tts` endpoint.
+
+| Parameter | Default | Range | Effect |
+|-----------|---------|-------|--------|
+| `temperature` | 0.7 | 0–1.0 | Expressiveness. Lower = stable, higher = varied |
+| `top_p` | 0.7 | 0–1.0 | Nucleus sampling. Lower = more focused |
+| `repetition_penalty` | 1.2 | >1.0 | Penalizes repeated audio patterns |
+| `max_new_tokens` | 1024 | int | Max audio tokens per chunk |
+| `seed` | null | int | Fix for reproducible output |
+| `chunk_length` | 300 | 100–300 | Text segment size for processing |
+| `normalize` | true | bool | Text normalization. Set `false` to preserve intonation tags (but may break numbers/dates) |
+| `references` | [] | list | Reference audio clips for voice cloning (base64 audio + text) |
+| `format` | wav | wav/pcm/mp3 | Output audio format |
+
+## Expression Tags (S2-Pro uses `[brackets]`)
+
+S2-Pro accepts **free-form natural language** inside brackets — not a fixed set. The model generalizes to novel descriptions.
+
+### Well-tested tags
+
+**Emotions:** `[excited]`, `[happy]`, `[sad]`, `[angry]`, `[calm]`, `[nervous]`, `[surprised]`, `[sarcastic]`, `[delight]`, `[shocked]`
+
+**Tone/delivery:** `[whispering]`, `[shouting]`, `[screaming]`, `[loud]`, `[low voice]`, `[low volume]`, `[volume up]`, `[volume down]`, `[excited tone]`, `[laughing tone]`, `[professional broadcast tone]`
+
+**Audio effects:** `[laughing]`, `[chuckling]`, `[chuckle]`, `[sigh]`, `[panting]`, `[gasping]`, `[inhale]`, `[exhale]`, `[clearing throat]`, `[tsk]`, `[moaning]`
+
+**Pacing:** `[pause]`, `[short pause]`, `[fast]`, `[slow]`
+
+**Special:** `[singing]`, `[echo]`, `[audience laughter]`, `[with strong accent]`, `[interrupting]`, `[emphasis]`
+
+### Free-form examples (these also work)
+
+```
+[whisper in small voice]
+[pitch up]
+[dead tired, end of a very long shift]
+[voice rough from crying, trying to sound normal]
+[professional broadcast tone]
+```
+
+## Tag Placement Rules
+
+- **Placement = scope.** Tag applies from its position until the next tag or end of sentence.
+- Place tags **immediately before** the text they should affect.
+- `[whispering] Don't let them hear you.` — whispers entire line
+- `I was fine [whispering] until I saw it.` — whispers only from "until" onward
+- **One emotion per sentence.** Don't stack conflicting emotions.
+- **Pair physical + emotion for realism:** `[panting] [tired] I've been running.` sounds better than `[panting]` alone.
+- **Don't orphan tags** at the end of text — always follow with spoken text.
+- Write tags in the same language as your script for best results.
+
+## Quality Best Practices
+
+- **Start minimal.** One well-placed tag, then add more. Excessive tagging kills naturalness.
+- **Preview frequently.** Different voices respond differently to the same tags.
+- **Use `seed`** to lock in a good generation once found.
+- **Lower temp for consistency:** `temperature: 0.3`, `top_p: 0.5` for stable bot intros.
+- **Higher temp for expression:** defaults (0.7/0.7) for conversational speech.
+- **Set `normalize: false`** when using intonation tags (but numbers/dates may read wrong).
+- If output sounds robotic with voice cloning, use longer reference clips (30-60s).
+
+## Voice Cloning / Reference Audio Tips
+
+- **Duration:** 10-30s minimum, 30-60s is ideal
+- **Best format:** 2-3 clips of 15-20s each forming a complete paragraph
+- **Single speaker only** — no multiple voices
+- **Minimize background noise**, echo, competing audio
+- **Consistent volume/tone** throughout
+- **Brief pauses** between sentences (~0.5s)
+- **Speak naturally**, don't rush
+- USB mic, gaming headset, or phone recorder all work fine
+- Quiet room (bedroom, parked car, office)
+
+## Multi-Speaker
+
+Use `<|speaker:i|>` tokens in text to switch speakers within a single generation (where `i` is speaker index).
+
+## Differences from S1
+
+S1 uses `(parentheses)` with 69 fixed predefined tags. S2-Pro uses `[brackets]` with free-form natural language — much more flexible. Don't mix the two syntaxes.
diff --git a/extras/tts/common/__init__.py b/extras/tts/common/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/common/base_service.py b/extras/tts/common/base_service.py
new file mode 100644
index 00000000..e96a0263
--- /dev/null
+++ b/extras/tts/common/base_service.py
@@ -0,0 +1,235 @@
+"""
+Abstract base class for TTS services.
+
+Provides a common interface and FastAPI app setup for all TTS providers.
+"""
+
+import io
+import logging
+import os
+import tempfile
+import time
+from abc import ABC, abstractmethod
+from typing import Optional
+
+from common.response_models import HealthResponse, InfoResponse
+from fastapi import FastAPI, File, Form, HTTPException, UploadFile
+from fastapi.responses import Response
+
+logger = logging.getLogger(__name__)
+
+
+class BaseTTSService(ABC):
+    """
+    Abstract base class for TTS service implementations.
+
+    Subclasses must implement:
+    - synthesize(): Generate audio from text
+    - warmup(): Initialize and warm up the model
+    - get_capabilities(): Return list of supported capabilities
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        self.model_id = model_id or os.getenv("TTS_MODEL", "")
+        self._is_ready = False
+
+    @property
+    @abstractmethod
+    def provider_name(self) -> str:
+        """Return the provider name (e.g., 'tada', 'piper')."""
+        pass
+
+    @abstractmethod
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """
+        Synthesize speech from text.
+
+        Args:
+            text: Text to synthesize into speech.
+            reference_audio_path: Optional path to reference audio for voice cloning.
+            reference_text: Optional transcript of the reference audio.
+            **kwargs: Provider-specific parameters (temperature, top_p, seed, etc.)
+
+        Returns:
+            Tuple of (wav_bytes, sample_rate).
+        """
+        pass
+
+    @abstractmethod
+    async def warmup(self) -> None:
+        """Initialize and warm up the model. Called once during startup."""
+        pass
+
+    def get_model_id(self) -> str:
+        return self.model_id
+
+    @abstractmethod
+    def get_capabilities(self) -> list[str]:
+        """Return list of supported capabilities."""
+        pass
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        """Return list of supported language codes, or None if multilingual."""
+        return None
+
+    @property
+    def is_ready(self) -> bool:
+        return self._is_ready
+
+    async def health_probe(self) -> bool:
+        """Liveness of the thing that actually does the work.
+
+        Default: the model was warmed up in-process, so readiness is enough.
+        Providers backed by a SEPARATE process (e.g. Fish Speech runs its
+        inference server as a subprocess) must override this to re-check that
+        backend, so /health can't report green after the backend dies.
+        """
+        return self._is_ready
+
+
+def create_tts_app(service: BaseTTSService) -> FastAPI:
+    """
+    Create a FastAPI application with standard TTS endpoints.
+
+    Args:
+        service: Initialized TTS service instance
+
+    Returns:
+        Configured FastAPI application
+    """
+    app = FastAPI(
+        title=f"{service.provider_name.title()} TTS Service",
+        version="1.0.0",
+        description=f"TTS service using {service.provider_name} provider",
+    )
+
+    @app.on_event("startup")
+    async def startup_event():
+        logger.info(f"Starting {service.provider_name} TTS service...")
+        await service.warmup()
+        service._is_ready = True
+        logger.info(f"{service.provider_name} TTS service ready")
+
+    @app.get("/health", response_model=HealthResponse)
+    async def health_check(response: Response):
+        # Probe the real backend (subprocess/model), not just the startup flag,
+        # so a backend that dies after boot flips health instead of staying green.
+        try:
+            alive = await service.health_probe()
+        except Exception as e:  # noqa: BLE001 - a probe error means "not healthy"
+            logger.warning(f"health_probe raised: {e}")
+            alive = False
+        if not alive:
+            response.status_code = 503
+        return HealthResponse(
+            status="healthy" if alive else "initializing",
+            model=service.get_model_id(),
+            provider=service.provider_name,
+        )
+
+    @app.get("/info", response_model=InfoResponse)
+    async def service_info():
+        return InfoResponse(
+            model_id=service.get_model_id(),
+            provider=service.provider_name,
+            capabilities=service.get_capabilities(),
+            supported_languages=service.get_supported_languages(),
+        )
+
+    @app.post("/synthesize")
+    async def synthesize(
+        text: str = Form(...),
+        reference_audio: Optional[UploadFile] = File(None),
+        reference_text: Optional[str] = Form(None),
+        temperature: Optional[float] = Form(None),
+        top_p: Optional[float] = Form(None),
+        repetition_penalty: Optional[float] = Form(None),
+        seed: Optional[int] = Form(None),
+        max_new_tokens: Optional[int] = Form(None),
+    ):
+        """
+        Synthesize speech from text.
+
+        Accepts text and an optional reference audio file for voice cloning.
+        Generation parameters (temperature, top_p, seed, etc.) are provider-specific.
+        Returns WAV audio bytes.
+        """
+        if not service.is_ready:
+            raise HTTPException(status_code=503, detail="Service not ready")
+
+        request_start = time.time()
+        logger.info(f"Synthesis request: {len(text)} chars")
+
+        # Collect non-None generation kwargs
+        gen_kwargs = {}
+        if temperature is not None:
+            gen_kwargs["temperature"] = temperature
+        if top_p is not None:
+            gen_kwargs["top_p"] = top_p
+        if repetition_penalty is not None:
+            gen_kwargs["repetition_penalty"] = repetition_penalty
+        if seed is not None:
+            gen_kwargs["seed"] = seed
+        if max_new_tokens is not None:
+            gen_kwargs["max_new_tokens"] = max_new_tokens
+
+        ref_audio_path = None
+        try:
+            # Save reference audio to temp file if provided
+            if reference_audio is not None:
+                audio_content = await reference_audio.read()
+                suffix = ".wav"
+                if reference_audio.filename:
+                    ext = reference_audio.filename.rsplit(".", 1)[-1].lower()
+                    if ext in ("wav", "mp3", "flac", "ogg", "m4a"):
+                        suffix = f".{ext}"
+                with tempfile.NamedTemporaryFile(
+                    suffix=suffix, delete=False
+                ) as tmp_file:
+                    tmp_file.write(audio_content)
+                    ref_audio_path = tmp_file.name
+
+            synth_start = time.time()
+            wav_bytes, sample_rate = await service.synthesize(
+                text=text,
+                reference_audio_path=ref_audio_path,
+                reference_text=reference_text,
+                **gen_kwargs,
+            )
+            synth_time = time.time() - synth_start
+            logger.info(f"Synthesis completed in {synth_time:.3f}s")
+
+            total_time = time.time() - request_start
+            logger.info(f"Total request time: {total_time:.3f}s")
+
+            return Response(
+                content=wav_bytes,
+                media_type="audio/wav",
+                headers={
+                    "X-Sample-Rate": str(sample_rate),
+                    "X-Provider": service.provider_name,
+                    "X-Model": service.get_model_id(),
+                },
+            )
+
+        except HTTPException:
+            raise
+        except Exception as e:
+            error_time = time.time() - request_start
+            logger.exception(f"Error after {error_time:.3f}s: {e}")
+            raise HTTPException(status_code=500, detail=f"Synthesis failed: {e}")
+
+        finally:
+            if ref_audio_path:
+                try:
+                    os.unlink(ref_audio_path)
+                except Exception as e:
+                    logger.warning(f"Failed to delete temp file {ref_audio_path}: {e}")
+
+    return app
diff --git a/extras/tts/common/response_models.py b/extras/tts/common/response_models.py
new file mode 100644
index 00000000..15c05057
--- /dev/null
+++ b/extras/tts/common/response_models.py
@@ -0,0 +1,52 @@
+"""
+Pydantic response models for TTS services.
+
+These models provide a standardized API response format across all TTS providers.
+"""
+
+from typing import List, Optional
+
+from pydantic import BaseModel, Field
+
+
+class SynthesisResult(BaseModel):
+    """Result metadata from TTS synthesis (audio returned separately as WAV bytes)."""
+
+    text: str = Field(..., description="The input text that was synthesized")
+    duration: float = Field(..., description="Generated audio duration in seconds")
+    sample_rate: int = Field(default=24000, description="Audio sample rate in Hz")
+    provider: str = Field(..., description="TTS provider name")
+    model: str = Field(..., description="Model identifier used")
+
+
+class VoiceInfo(BaseModel):
+    """Information about an available voice / reference speaker."""
+
+    voice_id: str = Field(..., description="Unique voice identifier")
+    name: str = Field(..., description="Human-readable voice name")
+    description: Optional[str] = Field(default=None, description="Voice description")
+    sample_audio_path: Optional[str] = Field(
+        default=None, description="Path to sample audio for this voice"
+    )
+
+
+class HealthResponse(BaseModel):
+    """Health check response."""
+
+    status: str = Field(..., description="Service status (healthy/initializing)")
+    model: str = Field(..., description="Loaded model identifier")
+    provider: str = Field(..., description="TTS provider name")
+
+
+class InfoResponse(BaseModel):
+    """Service information response."""
+
+    model_id: str = Field(..., description="Model identifier/name")
+    provider: str = Field(..., description="TTS provider name")
+    capabilities: List[str] = Field(
+        default_factory=list,
+        description="List of supported capabilities (e.g., voice_cloning, multilingual)",
+    )
+    supported_languages: Optional[List[str]] = Field(
+        default=None, description="List of supported language codes"
+    )
diff --git a/extras/tts/docker-compose.yml b/extras/tts/docker-compose.yml
new file mode 100644
index 00000000..5cae409b
--- /dev/null
+++ b/extras/tts/docker-compose.yml
@@ -0,0 +1,151 @@
+# TTS Services Docker Compose
+# Provider-based architecture: Run ONE provider at a time with configurable models
+#
+# Usage:
+#   # Start TADA provider (default: tada-1b English)
+#   docker compose up tada-tts -d
+#
+#   # Start TADA multilingual
+#   TTS_MODEL=HumeAI/tada-3b-ml docker compose up tada-tts -d
+#
+#   # Start Fish Speech provider
+#   docker compose up fish-tts -d
+
+services:
+  # ============================================================================
+  # TADA Provider (HumeAI TADA - zero-shot voice cloning TTS)
+  # ============================================================================
+  tada-tts:
+    build:
+      context: .
+      dockerfile: providers/tada/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-tts-tada:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${TTS_PORT:-8770}:8770"
+    volumes:
+      - ./model_cache:/models
+      - ./reference_audio:/app/reference_audio
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - TTS_MODEL=${TTS_MODEL:-HumeAI/tada-1b}
+      - TTS_LANGUAGE=${TTS_LANGUAGE:-}
+    restart: unless-stopped
+
+  # ============================================================================
+  # Fish Speech Provider (Fish Audio - multilingual with emotion control)
+  # ============================================================================
+  fish-tts:
+    build:
+      context: .
+      dockerfile: providers/fish_speech/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-tts-fish:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${TTS_PORT:-8770}:8770"
+    volumes:
+      - ./model_cache:/models
+      - ./reference_audio:/app/reference_audio
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - TTS_MODEL=${TTS_MODEL:-fishaudio/s2-pro}
+      - TTS_COMPILE=${TTS_COMPILE:-false}
+      - TTS_HALF=${TTS_HALF:-true}
+    restart: unless-stopped
+
+  # ============================================================================
+  # KittenTTS Provider (ultra-light ~25MB CPU ONNX TTS — no GPU)
+  # ============================================================================
+  # Uses dedicated KITTEN_TTS_* env vars (not the shared TTS_MODEL) so the heavy
+  # Fish/TADA settings in .env don't bleed into this CPU service.
+  kittentts-tts:
+    build:
+      context: .
+      dockerfile: providers/kittentts/Dockerfile
+    image: ${CHRONICLE_REGISTRY:-}chronicle-tts-kittentts:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${KITTEN_TTS_PORT:-8770}:8770"
+    volumes:
+      - ./model_cache:/models
+    environment:
+      - HF_HOME=/models
+      - TTS_MODEL=${KITTEN_TTS_MODEL:-KittenML/kitten-tts-mini-0.8}
+      - TTS_VOICE=${KITTEN_TTS_VOICE:-Jasper}
+      - TTS_SPEED=${KITTEN_TTS_SPEED:-1.0}
+    healthcheck:
+      test: ["CMD", "curl", "-fsS", "http://localhost:8770/health"]
+      interval: 30s
+      timeout: 5s
+      retries: 3
+      start_period: 90s
+    restart: unless-stopped
+
+  # ============================================================================
+  # Kokoro Provider (Kokoro-82M — low-VRAM GPU/CPU TTS with preset voices)
+  # ============================================================================
+  # ~82M params, fits comfortably under ~1GB VRAM. Fixed preset voices (no
+  # cloning). Uses dedicated KOKORO_* env vars so the heavy Fish/TADA settings
+  # in .env don't bleed into it.
+  kokoro-tts:
+    build:
+      context: .
+      dockerfile: providers/kokoro/Dockerfile
+      args:
+        PYTORCH_CUDA_VERSION: ${PYTORCH_CUDA_VERSION:-cu126}
+    image: ${CHRONICLE_REGISTRY:-}chronicle-tts-kokoro:${CHRONICLE_TAG:-latest}
+    ports:
+      - "${KOKORO_TTS_PORT:-8770}:8770"
+    volumes:
+      - ./model_cache:/models
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    environment:
+      - HF_HOME=/models
+      - HF_TOKEN=${HF_TOKEN:-}
+      - TTS_MODEL=${KOKORO_TTS_MODEL:-hexgrad/Kokoro-82M}
+      - TTS_VOICE=${KOKORO_TTS_VOICE:-af_heart}
+      - TTS_LANG_CODE=${KOKORO_TTS_LANG_CODE:-a}
+      - TTS_SPEED=${KOKORO_TTS_SPEED:-1.0}
+    healthcheck:
+      test: ["CMD", "curl", "-fsS", "http://localhost:8770/health"]
+      interval: 30s
+      timeout: 5s
+      retries: 3
+      start_period: 90s
+    restart: unless-stopped
+
+  # Edge agent sidecar — advertises this service on the Tailnet
+  edge-agent:
+    build:
+      context: ../../edge
+    network_mode: host
+    environment:
+      - ADVERTISE=chronicle-tts:8770
+    volumes:
+      - /var/run/tailscale/tailscaled.sock:/var/run/tailscale/tailscaled.sock:ro
+    restart: unless-stopped
+    profiles:
+      - edge
diff --git a/extras/tts/init.py b/extras/tts/init.py
new file mode 100644
index 00000000..a8dbedd9
--- /dev/null
+++ b/extras/tts/init.py
@@ -0,0 +1,459 @@
+#!/usr/bin/env python3
+"""
+Chronicle TTS Services Setup Script
+Interactive configuration for provider-based TTS services
+"""
+
+import argparse
+import os
+import shutil
+import sys
+from datetime import datetime
+from pathlib import Path
+from typing import Optional
+
+from dotenv import set_key
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Confirm, Prompt
+from rich.table import Table
+
+# Add repo root to path for imports
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+from setup_utils import detect_cuda_version as _detect_cuda_version
+from setup_utils import read_env_value
+
+PROVIDERS = {
+    "tada": {
+        "name": "TADA",
+        "description": "HumeAI TADA - zero-shot voice cloning TTS with 1:1 token alignment (MIT license)",
+        "models": {
+            "HumeAI/tada-1b": "TADA 1B (English, ~4-5GB VRAM)",
+            "HumeAI/tada-3b-ml": "TADA 3B Multilingual (9 languages, ~7-8GB VRAM)",
+        },
+        "default_model": "HumeAI/tada-1b",
+        "service": "tada-tts",
+        "capabilities": ["voice_cloning", "speech_continuation"],
+    },
+    "fish_speech": {
+        "name": "Fish Speech",
+        "description": "Fish Audio Fish Speech - Dual-AR TTS with emotion control (CC-BY-NC-SA / Research License)",
+        "models": {
+            "fishaudio/s2-pro": "S2 Pro (83 languages, ~11GB, default)",
+            "fishaudio/openaudio-s1-mini": "OpenAudio S1 Mini (0.5B, 50+ languages, ~6GB VRAM, needs tokenizer workarounds)",
+            "fishaudio/fish-speech-1.5": "Fish Speech 1.5 (larger, higher quality)",
+        },
+        "default_model": "fishaudio/s2-pro",
+        "service": "fish-tts",
+        "capabilities": [
+            "voice_cloning",
+            "multilingual",
+            "emotion_control",
+            "streaming",
+        ],
+    },
+    "kittentts": {
+        "name": "KittenTTS",
+        "description": "KittenML KittenTTS - ultra-light (~25MB) CPU ONNX TTS, no GPU/API key, English only (Apache 2.0)",
+        "models": {
+            "KittenML/kitten-tts-mini-0.8": "Mini 0.8 (default)",
+            "KittenML/kitten-tts-micro-0.8": "Micro 0.8 (~41MB)",
+            "KittenML/kitten-tts-nano-0.8-int8": "Nano 0.8 int8 (~25MB)",
+        },
+        "default_model": "KittenML/kitten-tts-mini-0.8",
+        "service": "kittentts-tts",
+        "capabilities": ["lightweight", "cpu", "preset_voices"],
+    },
+    "kokoro": {
+        "name": "Kokoro",
+        "description": "Kokoro-82M - lightweight GPU/CPU TTS (<~1GB VRAM), fixed preset voices, 8 languages (Apache 2.0)",
+        "models": {
+            "hexgrad/Kokoro-82M": "Kokoro-82M (~82M params, <~1GB VRAM, default)",
+        },
+        "default_model": "hexgrad/Kokoro-82M",
+        "service": "kokoro-tts",
+        "capabilities": ["lightweight", "low_vram", "preset_voices"],
+    },
+}
+
+# Preset voices for KittenTTS (no zero-shot cloning).
+KITTEN_VOICES = ["Bella", "Jasper", "Luna", "Bruno", "Rosie", "Hugo", "Kiki", "Leo"]
+
+# A curated subset of Kokoro preset voices (full list in the model's VOICES.md).
+# Prefix encodes language+gender: a=American, b=British; f=female, m=male.
+KOKORO_VOICES = [
+    "af_heart",
+    "af_bella",
+    "af_nicole",
+    "af_sarah",
+    "am_michael",
+    "am_adam",
+    "bf_emma",
+    "bf_isabella",
+    "bm_george",
+    "bm_lewis",
+]
+
+# Kokoro language code → label. 'a'/'b' are American/British English.
+KOKORO_LANGS = {
+    "a": "American English",
+    "b": "British English",
+    "e": "Spanish",
+    "f": "French",
+    "h": "Hindi",
+    "i": "Italian",
+    "j": "Japanese",
+    "p": "Brazilian Portuguese",
+    "z": "Mandarin Chinese",
+}
+
+console = Console()
+SCRIPT_DIR = Path(__file__).resolve().parent
+ENV_FILE = SCRIPT_DIR / ".env"
+
+
+def detect_cuda_version() -> str:
+    return _detect_cuda_version(default="cu126")
+
+
+def setup_provider() -> Optional[str]:
+    """Interactive provider selection."""
+    console.print()
+    console.print(
+        Panel(
+            "[bold cyan]Chronicle TTS Services Setup[/bold cyan]",
+            border_style="cyan",
+        )
+    )
+
+    # Show available providers
+    table = Table(title="Available TTS Providers")
+    table.add_column("Provider", style="cyan")
+    table.add_column("Description", style="white")
+    table.add_column("Capabilities", style="green")
+
+    for key, provider in PROVIDERS.items():
+        table.add_row(
+            f"{key} ({provider['name']})",
+            provider["description"],
+            ", ".join(provider["capabilities"]),
+        )
+
+    console.print(table)
+    console.print()
+
+    # Select provider
+    provider_keys = list(PROVIDERS.keys())
+    provider_key = Prompt.ask(
+        "Select TTS provider",
+        choices=provider_keys,
+        default=provider_keys[0],
+    )
+
+    provider = PROVIDERS[provider_key]
+    console.print(f"\n[green]Selected: {provider['name']}[/green]")
+
+    return provider_key
+
+
+def setup_model(provider_key: str) -> str:
+    """Interactive model selection for a provider."""
+    provider = PROVIDERS[provider_key]
+    models = provider["models"]
+
+    if len(models) == 1:
+        model_id = list(models.keys())[0]
+        console.print(f"[dim]Using model: {model_id}[/dim]")
+        return model_id
+
+    console.print("\n[bold]Available models:[/bold]")
+    model_keys = list(models.keys())
+    for i, (model_id, description) in enumerate(models.items(), 1):
+        default_marker = (
+            " [green](default)[/green]" if model_id == provider["default_model"] else ""
+        )
+        console.print(f"  {i}. {model_id} - {description}{default_marker}")
+
+    console.print(f"  {len(model_keys) + 1}. Custom model (enter HuggingFace repo)")
+
+    choice = Prompt.ask(
+        "Select model",
+        default="1",
+    )
+
+    try:
+        idx = int(choice) - 1
+        if 0 <= idx < len(model_keys):
+            return model_keys[idx]
+        elif idx == len(model_keys):
+            return Prompt.ask("Enter custom model identifier")
+    except ValueError:
+        pass
+
+    return provider["default_model"]
+
+
+def setup_cuda() -> str:
+    """Configure CUDA version."""
+    detected = detect_cuda_version()
+    console.print(f"\n[dim]Detected CUDA version: {detected}[/dim]")
+
+    # hume-tada requires torch>=2.7 which needs CUDA 12.6+
+    valid_choices = ["cu126", "cu128"]
+    if detected not in valid_choices:
+        detected = "cu126"
+
+    cuda_version = Prompt.ask(
+        "PyTorch CUDA version (cu121 not supported, torch>=2.7 requires CUDA 12.6+)",
+        choices=valid_choices,
+        default=detected,
+    )
+
+    return cuda_version
+
+
+def _backup_env() -> None:
+    """Back up an existing .env before overwriting."""
+    if ENV_FILE.exists():
+        backup = ENV_FILE.with_suffix(
+            f".env.backup.{datetime.now().strftime('%Y%m%d_%H%M%S')}"
+        )
+        shutil.copy2(ENV_FILE, backup)
+        console.print(f"[dim]Backed up existing .env to {backup.name}[/dim]")
+
+
+def write_env(
+    provider_key: str,
+    model_id: str,
+    cuda_version: str,
+    port: str = "8770",
+    language: str = "",
+) -> None:
+    """Write .env file for GPU providers (TADA, Fish Speech)."""
+    _backup_env()
+
+    # Write values
+    ENV_FILE.touch()
+    set_key(str(ENV_FILE), "TTS_PROVIDER", provider_key, quote_mode="never")
+    set_key(str(ENV_FILE), "TTS_MODEL", model_id, quote_mode="never")
+    set_key(str(ENV_FILE), "TTS_PORT", port, quote_mode="never")
+    set_key(str(ENV_FILE), "PYTORCH_CUDA_VERSION", cuda_version, quote_mode="never")
+    set_key(str(ENV_FILE), "TTS_LANGUAGE", language, quote_mode="never")
+
+    console.print(f"\n[green]Configuration written to {ENV_FILE}[/green]")
+
+
+def write_env_kittentts(
+    model_id: str,
+    voice: str,
+    speed: str,
+    port: str = "8770",
+) -> None:
+    """Write .env file for the KittenTTS CPU provider (dedicated KITTEN_TTS_* vars)."""
+    _backup_env()
+
+    # KittenTTS uses its own env vars so the heavy Fish/TADA settings don't bleed
+    # into this CPU service (matches docker-compose.yml).
+    ENV_FILE.touch()
+    set_key(str(ENV_FILE), "TTS_PROVIDER", "kittentts", quote_mode="never")
+    set_key(str(ENV_FILE), "KITTEN_TTS_MODEL", model_id, quote_mode="never")
+    set_key(str(ENV_FILE), "KITTEN_TTS_VOICE", voice, quote_mode="never")
+    set_key(str(ENV_FILE), "KITTEN_TTS_SPEED", speed, quote_mode="never")
+    set_key(str(ENV_FILE), "KITTEN_TTS_PORT", port, quote_mode="never")
+
+    console.print(f"\n[green]Configuration written to {ENV_FILE}[/green]")
+
+
+def write_env_kokoro(
+    model_id: str,
+    voice: str,
+    lang_code: str,
+    speed: str,
+    cuda_version: str,
+    port: str = "8770",
+) -> None:
+    """Write .env file for the Kokoro provider (dedicated KOKORO_* vars)."""
+    _backup_env()
+
+    # Kokoro uses its own env vars so the heavy Fish/TADA settings don't bleed
+    # into it (matches docker-compose.yml).
+    ENV_FILE.touch()
+    set_key(str(ENV_FILE), "TTS_PROVIDER", "kokoro", quote_mode="never")
+    set_key(str(ENV_FILE), "KOKORO_TTS_MODEL", model_id, quote_mode="never")
+    set_key(str(ENV_FILE), "KOKORO_TTS_VOICE", voice, quote_mode="never")
+    set_key(str(ENV_FILE), "KOKORO_TTS_LANG_CODE", lang_code, quote_mode="never")
+    set_key(str(ENV_FILE), "KOKORO_TTS_SPEED", speed, quote_mode="never")
+    set_key(str(ENV_FILE), "KOKORO_TTS_PORT", port, quote_mode="never")
+    set_key(str(ENV_FILE), "PYTORCH_CUDA_VERSION", cuda_version, quote_mode="never")
+
+    console.print(f"\n[green]Configuration written to {ENV_FILE}[/green]")
+
+
+def setup_kokoro(model_id: str) -> None:
+    """Setup flow for Kokoro (GPU/CPU, no HF token, preset voices)."""
+    console.print("\n[bold]Language:[/bold]")
+    for code, label in KOKORO_LANGS.items():
+        console.print(f"  {code} - {label}")
+    lang_code = Prompt.ask(
+        "Language code",
+        choices=list(KOKORO_LANGS.keys()),
+        default="a",
+    )
+    voice = Prompt.ask(
+        "Preset voice (prefix: a=American/b=British, f=female/m=male)",
+        choices=KOKORO_VOICES,
+        default="af_heart",
+    )
+    speed = Prompt.ask("Speech speed multiplier", default="1.0")
+    cuda_version = setup_cuda()
+    port = Prompt.ask("TTS service port", default="8770")
+
+    write_env_kokoro(model_id, voice, lang_code, speed, cuda_version, port)
+
+    console.print(
+        Panel(
+            f"[bold green]Setup Complete![/bold green]\n\n"
+            f"Start the service:\n"
+            f"  cd extras/tts\n"
+            f"  docker compose up kokoro-tts -d --build\n\n"
+            f"Test the service:\n"
+            f"  curl http://localhost:{port}/health\n\n"
+            f"Synthesize speech:\n"
+            f"  curl -X POST http://localhost:{port}/synthesize \\\n"
+            f"    -F 'text=Hello, this is a test.' \\\n"
+            f"    -o output.wav",
+            border_style="green",
+        )
+    )
+
+
+def setup_kittentts(model_id: str) -> None:
+    """CPU-only setup flow for KittenTTS (no CUDA, no HF token, preset voices)."""
+    voice = Prompt.ask(
+        "Preset voice",
+        choices=KITTEN_VOICES,
+        default="Jasper",
+    )
+    speed = Prompt.ask("Speech speed multiplier", default="1.0")
+    port = Prompt.ask("TTS service port", default="8770")
+
+    write_env_kittentts(model_id, voice, speed, port)
+
+    console.print(
+        Panel(
+            f"[bold green]Setup Complete![/bold green]\n\n"
+            f"Start the service (CPU, no GPU required):\n"
+            f"  cd extras/tts\n"
+            f"  docker compose up kittentts-tts -d --build\n\n"
+            f"Test the service:\n"
+            f"  curl http://localhost:{port}/health\n\n"
+            f"Synthesize speech:\n"
+            f"  curl -X POST http://localhost:{port}/synthesize \\\n"
+            f"    -F 'text=Hello, this is a test.' \\\n"
+            f"    -o output.wav",
+            border_style="green",
+        )
+    )
+
+
+def resolve_hf_token(arg_token: Optional[str]) -> Optional[str]:
+    """HF token, in priority order: --hf-token arg, backend .env, repo-root .env,
+    this service's own .env.
+
+    Mirrors how the wizard sources shared secrets: ``backends/advanced/.env`` is the
+    canonical hub on a main machine; the repo-root ``.env`` is the per-node store for
+    backend-less cluster-join nodes. (TADA needs the token for the gated Llama base.)
+    """
+    if arg_token:
+        return arg_token
+    repo_root = SCRIPT_DIR.parent.parent
+    for path in (
+        repo_root / "backends" / "advanced" / ".env",
+        repo_root / ".env",
+        ENV_FILE,
+    ):
+        value = read_env_value(str(path), "HF_TOKEN")
+        if value:
+            return value
+    return None
+
+
+def main(hf_token: Optional[str] = None):
+    """Main setup flow."""
+    provider_key = setup_provider()
+    if provider_key is None:
+        return
+
+    model_id = setup_model(provider_key)
+
+    # KittenTTS is CPU-only with a distinct config — handle it separately.
+    if provider_key == "kittentts":
+        setup_kittentts(model_id)
+        return
+
+    # Kokoro uses its own KOKORO_* env vars and a preset-voice/language flow.
+    if provider_key == "kokoro":
+        setup_kokoro(model_id)
+        return
+
+    cuda_version = setup_cuda()
+
+    # Language config for TADA multilingual model
+    language = ""
+    if "3b-ml" in model_id:
+        language = Prompt.ask(
+            "Language code (ar, zh, de, es, fr, it, ja, pl, pt, or empty for English)",
+            default="",
+        )
+
+    # Fish Speech specific config
+    if provider_key == "fish_speech":
+        compile_tts = Confirm.ask(
+            "Enable torch.compile? (~10x speedup but longer first-inference warmup)",
+            default=False,
+        )
+        ENV_FILE.touch()
+        set_key(
+            str(ENV_FILE), "TTS_COMPILE", str(compile_tts).lower(), quote_mode="never"
+        )
+        set_key(str(ENV_FILE), "TTS_HALF", "true", quote_mode="never")
+
+    port = Prompt.ask("TTS service port", default="8770")
+
+    write_env(provider_key, model_id, cuda_version, port, language)
+
+    # HF token: TADA needs it for the gated Llama 3.2 base; Fish benefits to avoid
+    # HF rate-limits. Resolved from --hf-token / existing .env / repo-root .env.
+    resolved_token = resolve_hf_token(hf_token)
+    if resolved_token:
+        set_key(str(ENV_FILE), "HF_TOKEN", resolved_token, quote_mode="never")
+
+    # Show next steps
+    provider = PROVIDERS[provider_key]
+    service_name = provider["service"]
+
+    console.print(
+        Panel(
+            f"[bold green]Setup Complete![/bold green]\n\n"
+            f"Start the service:\n"
+            f"  cd extras/tts\n"
+            f"  docker compose up {service_name} -d --build\n\n"
+            f"Test the service:\n"
+            f"  curl http://localhost:{port}/health\n\n"
+            f"Synthesize speech:\n"
+            f"  curl -X POST http://localhost:{port}/synthesize \\\n"
+            f"    -F 'text=Hello, this is a test.' \\\n"
+            f"    -o output.wav",
+            border_style="green",
+        )
+    )
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="TTS Services Setup")
+    parser.add_argument(
+        "--hf-token",
+        help="Hugging Face token (TADA's gated Llama base / avoids HF rate-limits)",
+    )
+    cli_args = parser.parse_args()
+    main(hf_token=cli_args.hf_token)
diff --git a/extras/tts/providers/__init__.py b/extras/tts/providers/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/providers/fish_speech/Dockerfile b/extras/tts/providers/fish_speech/Dockerfile
new file mode 100644
index 00000000..d5873bae
--- /dev/null
+++ b/extras/tts/providers/fish_speech/Dockerfile
@@ -0,0 +1,43 @@
+# syntax=docker/dockerfile:1
+
+# Fish Speech TTS provider for Chronicle.
+#
+# Follows fish-speech's own Docker pattern: clone → uv sync → uv run.
+# Single stage keeps venv intact so fish-speech is properly registered
+# as a package (no broken imports from multi-stage site-packages copy).
+#
+# Our wrapper code lives under chronicle/ to avoid conflicts with
+# fish-speech's own modules (tools/, fish_speech/).
+
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim
+
+ARG PYTORCH_CUDA_VERSION=cu126
+
+# System deps (matching fish-speech's own Dockerfile)
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsox-dev build-essential cmake portaudio19-dev libportaudio2 \
+        ffmpeg git curl \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Clone fish-speech and install with its own pyproject.toml
+RUN git clone --depth 1 https://github.com/fishaudio/fish-speech.git /app
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --extra ${PYTORCH_CUDA_VERSION}
+
+# Install our additional deps into the same venv
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv pip install requests soundfile
+
+# Copy our wrapper code under chronicle/ to avoid import conflicts
+COPY common/ ./chronicle/common/
+COPY providers/__init__.py ./chronicle/providers/__init__.py
+COPY providers/fish_speech/ ./chronicle/providers/fish_speech/
+
+ENV PYTHONUNBUFFERED=1
+ENV TTS_MODEL="fishaudio/s2-pro"
+EXPOSE 8770
+
+# Our startup script handles model download + server orchestration
+CMD ["uv", "run", "python", "chronicle/providers/fish_speech/startup.py"]
diff --git a/extras/tts/providers/fish_speech/__init__.py b/extras/tts/providers/fish_speech/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/providers/fish_speech/service.py b/extras/tts/providers/fish_speech/service.py
new file mode 100644
index 00000000..7de203af
--- /dev/null
+++ b/extras/tts/providers/fish_speech/service.py
@@ -0,0 +1,109 @@
+"""
+Fish Speech TTS Service.
+
+FastAPI service implementation for Fish Audio's Fish Speech TTS provider.
+When running inside the container, startup.py handles model download and
+fish-speech server launch before this service starts.
+"""
+
+import asyncio
+import logging
+import os
+from typing import Optional
+
+from common.base_service import BaseTTSService
+from providers.fish_speech.synthesizer import FishSpeechSynthesizer
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+class FishSpeechService(BaseTTSService):
+    """
+    TTS service using Fish Audio's Fish Speech.
+
+    Supports:
+    - fishaudio/s2-pro (default, 83 languages, ~11GB)
+    - fishaudio/openaudio-s1-mini (0.5B params, requires tokenizer workarounds)
+    - fishaudio/fish-speech-1.5 (larger model, higher quality)
+
+    Environment variables:
+        TTS_MODEL: HuggingFace model ID (default: fishaudio/s2-pro)
+        TTS_COMPILE: Enable torch.compile for ~10x speedup (default: false)
+        TTS_HALF: Use half precision (default: true)
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.synthesizer: Optional[FishSpeechSynthesizer] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "fish-speech"
+
+    async def health_probe(self) -> bool:
+        """Re-probe the fish-speech inference subprocess on every /health.
+
+        startup.py runs the real inference server as a separate process; if it
+        crashes after boot the wrapper stays up. Re-checking its /v1/health here
+        means our /health reports the real state instead of a stale warmup flag.
+        """
+        if not self._is_ready or self.synthesizer is None:
+            return False
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(None, self.synthesizer.backend_alive)
+
+    async def warmup(self) -> None:
+        """Initialize the HTTP client and detect sample rate.
+
+        The fish-speech server is already running (started by startup.py).
+        We just need to verify connectivity and detect the sample rate.
+        """
+        logger.info(f"Initializing Fish Speech client for model: {self.model_id}")
+
+        loop = asyncio.get_event_loop()
+        self.synthesizer = FishSpeechSynthesizer(self.model_id)
+        await loop.run_in_executor(None, self.synthesizer.initialize)
+
+        logger.info("Fish Speech client ready")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """Synthesize speech from text."""
+        if self.synthesizer is None:
+            raise RuntimeError("Service not initialized")
+
+        return await self.synthesizer.synthesize(
+            text=text,
+            reference_audio_path=reference_audio_path,
+            reference_text=reference_text,
+            **kwargs,
+        )
+
+    def get_capabilities(self) -> list[str]:
+        return [
+            "voice_cloning",
+            "multilingual",
+            "emotion_control",
+            "streaming",
+        ]
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        # Fish Speech supports 50+ languages, these are the best quality ones
+        return [
+            "en",
+            "ja",
+            "zh",
+            "ko",
+            "fr",
+            "de",
+            "es",
+            "pt",
+            "it",
+            "ar",
+        ]
diff --git a/extras/tts/providers/fish_speech/startup.py b/extras/tts/providers/fish_speech/startup.py
new file mode 100644
index 00000000..b740ff64
--- /dev/null
+++ b/extras/tts/providers/fish_speech/startup.py
@@ -0,0 +1,163 @@
+"""
+Fish Speech startup orchestrator.
+
+Handles the full startup sequence:
+1. Download model from HuggingFace
+2. Start fish-speech's native API server (background)
+3. Start our FastAPI wrapper service (foreground)
+
+This runs inside the container with `uv run` so fish-speech's venv is active.
+"""
+
+import logging
+import os
+import subprocess
+import sys
+import time
+
+import requests
+from huggingface_hub import snapshot_download
+
+logging.basicConfig(
+    level=logging.INFO, format="%(asctime)s %(name)s %(levelname)s %(message)s"
+)
+logger = logging.getLogger("fish-tts-startup")
+
+# Fish-speech internal API
+_FISH_API_HOST = "0.0.0.0"
+_FISH_API_PORT = 8080
+_FISH_LISTEN_HOST = "127.0.0.1"
+
+# Our wrapper service
+_WRAPPER_PORT = int(os.getenv("TTS_PORT_INTERNAL", "8770"))
+
+
+def download_model() -> str:
+    """Download model from HuggingFace and return checkpoint path."""
+    model_id = os.getenv("TTS_MODEL", "fishaudio/s2-pro")
+    cache_dir = os.getenv("HF_HOME", "/models")
+
+    logger.info(f"Downloading model: {model_id}")
+    checkpoint_path = snapshot_download(model_id, cache_dir=cache_dir)
+    logger.info(f"Model downloaded to: {checkpoint_path}")
+    return checkpoint_path
+
+
+def find_codec(checkpoint_path: str) -> str:
+    """Locate codec.pth in the checkpoint directory."""
+    codec_path = os.path.join(checkpoint_path, "codec.pth")
+    if os.path.exists(codec_path):
+        return codec_path
+
+    for root, _dirs, files in os.walk(checkpoint_path):
+        if "codec.pth" in files:
+            return os.path.join(root, "codec.pth")
+
+    raise FileNotFoundError(f"codec.pth not found in {checkpoint_path}")
+
+
+def start_fish_server(checkpoint_path: str, codec_path: str) -> subprocess.Popen:
+    """Start fish-speech's native API server as a background process."""
+    decoder_config = os.getenv("TTS_DECODER_CONFIG", "modded_dac_vq")
+    use_half = os.getenv("TTS_HALF", "true").lower() == "true"
+    use_compile = os.getenv("TTS_COMPILE", "false").lower() == "true"
+
+    cmd = [
+        "uv",
+        "run",
+        "python",
+        "-m",
+        "tools.api_server",
+        "--listen",
+        f"{_FISH_LISTEN_HOST}:{_FISH_API_PORT}",
+        "--llama-checkpoint-path",
+        checkpoint_path,
+        "--decoder-checkpoint-path",
+        codec_path,
+        "--decoder-config-name",
+        decoder_config,
+    ]
+    if use_half:
+        cmd.append("--half")
+    if use_compile:
+        cmd.append("--compile")
+
+    logger.info(f"Starting fish-speech API server: {' '.join(cmd)}")
+    process = subprocess.Popen(cmd)
+    return process
+
+
+def wait_for_server(process: subprocess.Popen, timeout: int = 300) -> None:
+    """Wait for fish-speech server to be ready."""
+    base_url = f"http://{_FISH_LISTEN_HOST}:{_FISH_API_PORT}"
+    deadline = time.time() + timeout
+
+    logger.info(f"Waiting for fish-speech server at {base_url} (timeout: {timeout}s)")
+
+    while time.time() < deadline:
+        try:
+            resp = requests.get(f"{base_url}/v1/health", timeout=2)
+            if resp.status_code == 200:
+                logger.info("Fish-speech API server is ready")
+                return
+        except requests.ConnectionError:
+            pass
+
+        # Check if process died
+        if process.poll() is not None:
+            raise RuntimeError(
+                f"Fish-speech server exited with code {process.returncode}"
+            )
+        time.sleep(2)
+
+    raise RuntimeError(f"Fish-speech server failed to start within {timeout} seconds")
+
+
+def start_wrapper() -> None:
+    """Start our FastAPI wrapper service (foreground, blocks)."""
+    # Add chronicle/ to Python path so imports like `from common.base_service`
+    # and `from providers.fish_speech.service` resolve correctly
+    chronicle_dir = os.path.join(os.path.dirname(__file__), "..", "..")
+    chronicle_dir = os.path.abspath(chronicle_dir)
+    sys.path.insert(0, chronicle_dir)
+
+    # Lazy import: common.base_service / providers.fish_speech.service are only
+    # importable after the sys.path.insert above runs, so this must stay deferred.
+    import uvicorn
+    from common.base_service import create_tts_app
+    from providers.fish_speech.service import FishSpeechService
+
+    model_id = os.getenv("TTS_MODEL", "fishaudio/s2-pro")
+    service = FishSpeechService(model_id)
+    app = create_tts_app(service)
+
+    logger.info(f"Starting wrapper service on port {_WRAPPER_PORT}")
+    uvicorn.run(app, host="0.0.0.0", port=_WRAPPER_PORT)
+
+
+def main() -> None:
+    """Main startup sequence."""
+    try:
+        # Step 1: Download model
+        checkpoint_path = download_model()
+
+        # Step 2: Find codec
+        codec_path = find_codec(checkpoint_path)
+        logger.info(f"Found codec at: {codec_path}")
+
+        # Step 3: Start fish-speech server
+        fish_process = start_fish_server(checkpoint_path, codec_path)
+
+        # Step 4: Wait for server readiness
+        wait_for_server(fish_process)
+
+        # Step 5: Start our wrapper (foreground, blocks)
+        start_wrapper()
+
+    except Exception:
+        logger.exception("Startup failed")
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/tts/providers/fish_speech/synthesizer.py b/extras/tts/providers/fish_speech/synthesizer.py
new file mode 100644
index 00000000..89f61731
--- /dev/null
+++ b/extras/tts/providers/fish_speech/synthesizer.py
@@ -0,0 +1,178 @@
+"""
+Fish Speech TTS synthesizer — pure HTTP client to fish-speech's native API server.
+
+The fish-speech server is started by startup.py before this service runs.
+This synthesizer only communicates via HTTP to the local sidecar.
+
+Supports emotion/prosody control via inline tags like [laugh], [whispers], [super happy].
+"""
+
+import asyncio
+import base64
+import io
+import logging
+import os
+from typing import Optional
+
+import requests
+import soundfile as sf
+
+logger = logging.getLogger(__name__)
+
+# Fish-speech internal API (started by startup.py)
+_FISH_API_HOST = "127.0.0.1"
+_FISH_API_PORT = 8080
+
+
+class FishSpeechSynthesizer:
+    """
+    HTTP-client synthesizer that delegates to fish-speech's native API server.
+
+    The server is already running (started by startup.py) when this class
+    is instantiated. No subprocess management needed.
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        self.model_id = model_id or os.getenv("TTS_MODEL", "fishaudio/s2-pro")
+        self._is_loaded = False
+        self._lock = asyncio.Lock()
+        self._sample_rate: Optional[int] = None
+
+        logger.info(f"FishSpeechSynthesizer initialized: model={self.model_id}")
+
+    def initialize(self) -> None:
+        """Verify the fish-speech server is running and detect sample rate."""
+        if self._is_loaded:
+            return
+
+        base_url = f"http://{_FISH_API_HOST}:{_FISH_API_PORT}"
+
+        # Verify server is reachable
+        try:
+            resp = requests.get(f"{base_url}/v1/health", timeout=5)
+            resp.raise_for_status()
+        except requests.RequestException as e:
+            raise RuntimeError(
+                f"Fish-speech server not reachable at {base_url}: {e}"
+            ) from e
+
+        # Detect sample rate from a short synthesis
+        self._sample_rate = self._detect_sample_rate()
+        self._is_loaded = True
+        logger.info(f"Fish Speech ready (sample_rate={self._sample_rate})")
+
+    def backend_alive(self) -> bool:
+        """Quick liveness probe of the fish-speech inference server.
+
+        Used by the service /health so a crashed/OOMed backend subprocess flips
+        health to unhealthy instead of being masked behind the one-time warmup.
+        """
+        try:
+            resp = requests.get(
+                f"http://{_FISH_API_HOST}:{_FISH_API_PORT}/v1/health", timeout=3
+            )
+            return resp.status_code == 200
+        except requests.RequestException:
+            return False
+
+    def _detect_sample_rate(self) -> int:
+        """Detect sample rate from a short synthesis."""
+        resp = requests.post(
+            f"http://{_FISH_API_HOST}:{_FISH_API_PORT}/v1/tts",
+            json={"text": "Hi.", "format": "wav", "streaming": False},
+            timeout=60,
+        )
+        resp.raise_for_status()
+        buf = io.BytesIO(resp.content)
+        data, sr = sf.read(buf)
+        return sr
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """
+        Synthesize speech from text.
+
+        Args:
+            text: Text to synthesize. Supports inline emotion tags like [laugh], [whispers].
+            reference_audio_path: Path to reference audio for voice cloning.
+            reference_text: Transcript of the reference audio.
+            **kwargs: Generation params passed to fish-speech API
+                (temperature, top_p, repetition_penalty, seed, max_new_tokens).
+
+        Returns:
+            Tuple of (wav_bytes, sample_rate).
+        """
+        if not self._is_loaded:
+            raise RuntimeError("Not initialized. Call initialize() first.")
+
+        logger.info(f"Synthesizing: {len(text)} chars, params: {kwargs}")
+
+        async with self._lock:
+            loop = asyncio.get_event_loop()
+            wav_bytes = await loop.run_in_executor(
+                None,
+                self._synthesize_sync,
+                text,
+                reference_audio_path,
+                reference_text,
+                kwargs,
+            )
+
+        return wav_bytes, self._sample_rate
+
+    def _synthesize_sync(
+        self,
+        text: str,
+        reference_audio_path: Optional[str],
+        reference_text: Optional[str],
+        gen_kwargs: Optional[dict] = None,
+    ) -> bytes:
+        """Synchronous synthesis via HTTP to fish-speech API."""
+        payload: dict = {
+            "text": text,
+            "format": "wav",
+            "streaming": False,
+        }
+
+        # Pass through generation parameters
+        if gen_kwargs:
+            for key in (
+                "temperature",
+                "top_p",
+                "repetition_penalty",
+                "seed",
+                "max_new_tokens",
+            ):
+                if key in gen_kwargs:
+                    payload[key] = gen_kwargs[key]
+
+        if reference_audio_path and reference_text:
+            with open(reference_audio_path, "rb") as f:
+                audio_bytes = f.read()
+            payload["references"] = [
+                {
+                    "audio": base64.b64encode(audio_bytes).decode(),
+                    "text": reference_text,
+                }
+            ]
+
+        resp = requests.post(
+            f"http://{_FISH_API_HOST}:{_FISH_API_PORT}/v1/tts",
+            json=payload,
+            timeout=120,
+        )
+        resp.raise_for_status()
+        return resp.content
+
+    @property
+    def sample_rate(self) -> int:
+        return self._sample_rate or 44100
+
+    @property
+    def is_loaded(self) -> bool:
+        return self._is_loaded
diff --git a/extras/tts/providers/kittentts/Dockerfile b/extras/tts/providers/kittentts/Dockerfile
new file mode 100644
index 00000000..915f21a3
--- /dev/null
+++ b/extras/tts/providers/kittentts/Dockerfile
@@ -0,0 +1,37 @@
+# syntax=docker/dockerfile:1
+#
+# KittenTTS — ultra-light CPU TTS. No GPU, no torch, so this image is fully
+# self-contained (plain pip) rather than using the shared torch-oriented uv.lock.
+
+FROM python:3.12-slim-bookworm AS runtime
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+# KittenTTS 0.8.x bundles the espeak shared lib + data via espeakng_loader, so
+# no system espeak-ng is needed. libsndfile1: soundfile; ffmpeg: optional audio
+# conversion; curl: healthcheck.
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsndfile1 \
+        ffmpeg \
+        curl \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN pip install --no-cache-dir \
+        "fastapi>=0.115.12" \
+        "uvicorn>=0.34.2" \
+        "python-multipart>=0.0.6" \
+        "numpy>=1.26" \
+        "soundfile>=0.12" \
+        "https://github.com/KittenML/KittenTTS/releases/download/0.8.1/kittentts-0.8.1-py3-none-any.whl"
+
+# Application code
+COPY common/ ./common/
+COPY providers/kittentts/ ./providers/kittentts/
+
+ENV TTS_MODEL="KittenML/kitten-tts-nano-0.8-int8"
+ENV TTS_VOICE="Jasper"
+
+EXPOSE 8770
+
+CMD ["python", "-m", "providers.kittentts.service", "--port", "8770"]
diff --git a/extras/tts/providers/kittentts/__init__.py b/extras/tts/providers/kittentts/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/providers/kittentts/service.py b/extras/tts/providers/kittentts/service.py
new file mode 100644
index 00000000..2233774d
--- /dev/null
+++ b/extras/tts/providers/kittentts/service.py
@@ -0,0 +1,99 @@
+"""
+KittenTTS TTS Service.
+
+FastAPI service for the KittenTTS lightweight CPU ONNX provider. Exposes the
+standard /health, /info, and /synthesize endpoints via the shared app factory.
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseTTSService, create_tts_app
+from providers.kittentts.synthesizer import KittenSynthesizer
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+class KittenService(BaseTTSService):
+    """
+    TTS service using KittenTTS — ultra-light (~25MB), CPU-only, no API key.
+
+    Environment variables:
+        TTS_MODEL: Model identifier (default: KittenML/kitten-tts-nano-0.8-int8)
+        TTS_VOICE: Preset voice name (default: Jasper)
+        TTS_SPEED: Speech speed multiplier (default: 1.0)
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.synthesizer: Optional[KittenSynthesizer] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "kittentts"
+
+    async def warmup(self) -> None:
+        """Load the model and run a short warmup synthesis."""
+        logger.info(f"Initializing KittenTTS with model: {self.model_id}")
+
+        loop = asyncio.get_event_loop()
+        self.synthesizer = KittenSynthesizer(self.model_id)
+        await loop.run_in_executor(None, self.synthesizer.load_model)
+
+        logger.info("Warming up model...")
+        try:
+            await self.synthesizer.synthesize("Hello.")
+            logger.info("Model warmed up successfully")
+        except Exception as e:
+            logger.warning(f"Warmup failed (non-critical): {e}")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        if self.synthesizer is None:
+            raise RuntimeError("Service not initialized")
+
+        return await self.synthesizer.synthesize(
+            text=text,
+            reference_audio_path=reference_audio_path,
+            reference_text=reference_text,
+            **kwargs,
+        )
+
+    def get_capabilities(self) -> list[str]:
+        return ["lightweight", "cpu", "preset_voices"]
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        return ["en"]
+
+
+def main():
+    """Main entry point for the KittenTTS service."""
+    parser = argparse.ArgumentParser(description="KittenTTS Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8770, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["TTS_MODEL"] = args.model
+
+    model_id = os.getenv("TTS_MODEL", "KittenML/kitten-tts-nano-0.8-int8")
+
+    service = KittenService(model_id)
+    app = create_tts_app(service)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/tts/providers/kittentts/synthesizer.py b/extras/tts/providers/kittentts/synthesizer.py
new file mode 100644
index 00000000..8472d91b
--- /dev/null
+++ b/extras/tts/providers/kittentts/synthesizer.py
@@ -0,0 +1,179 @@
+"""
+KittenTTS synthesizer implementation.
+
+KittenTTS is an ultra-lightweight (~25MB) ONNX text-to-speech model that runs
+entirely on CPU — no GPU, no API key. It uses a fixed set of preset voices
+(no zero-shot cloning), so reference audio is ignored.
+"""
+
+import asyncio
+import io
+import logging
+import os
+import re
+import unicodedata
+import wave
+from typing import Optional
+
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+# KittenTTS generates at 24kHz.
+KITTEN_SAMPLE_RATE = 24000
+
+# Emoji / pictographic ranges. KittenTTS verbalizes these (e.g. "thumbs up"),
+# so we strip them before synthesis. This is KittenTTS-specific on purpose:
+# other providers may use emoji as prosody/context, so we don't strip globally.
+_EMOJI_PATTERN = re.compile(
+    "["
+    "\U0001F300-\U0001FAFF"  # symbols, pictographs, emoticons, transport, supplemental
+    "\U00002600-\U000027BF"  # misc symbols + dingbats
+    "\U0001F000-\U0001F0FF"  # mahjong, dominoes, playing cards
+    "\U00002190-\U000021FF"  # arrows
+    "\U00002B00-\U00002BFF"  # misc symbols and arrows (stars, etc.)
+    "\U0000FE00-\U0000FE0F"  # variation selectors
+    "\U0001F1E6-\U0001F1FF"  # regional indicators (flags)
+    "\U0000200D"  # zero-width joiner (compound emoji)
+    "\U000020E3"  # combining enclosing keycap
+    "]+",
+    flags=re.UNICODE,
+)
+
+
+def strip_emoji(text: str) -> str:
+    """
+    Remove emoji and pictographic symbols from text so KittenTTS doesn't
+    read out their names. Collapses any whitespace left behind.
+    """
+    cleaned = _EMOJI_PATTERN.sub("", text)
+    # Drop any remaining standalone symbol/pictographic codepoints not caught above.
+    cleaned = "".join(ch for ch in cleaned if unicodedata.category(ch) != "So")
+    # Collapse the gaps the removals leave (e.g. "great 👍 job" -> "great job").
+    return re.sub(r"\s{2,}", " ", cleaned).strip()
+
+
+class KittenSynthesizer:
+    """
+    Synthesizer using the KittenTTS local ONNX model.
+
+    Environment variables:
+        TTS_MODEL: Model identifier (default: KittenML/kitten-tts-mini-0.8;
+            also: kitten-tts-micro-0.8 (41MB), kitten-tts-nano-0.8-int8 (25MB))
+        TTS_VOICE: Preset voice name (default: Jasper). Available:
+            Bella, Jasper, Luna, Bruno, Rosie, Hugo, Kiki, Leo
+        TTS_SPEED: Speech speed multiplier (default: 1.0)
+    """
+
+    def __init__(
+        self,
+        model_id: Optional[str] = None,
+        voice: Optional[str] = None,
+        speed: Optional[float] = None,
+    ):
+        self.model_id = model_id or os.getenv(
+            "TTS_MODEL", "KittenML/kitten-tts-mini-0.8"
+        )
+        self.voice = voice or os.getenv("TTS_VOICE", "Jasper")
+        self.speed = float(
+            speed if speed is not None else os.getenv("TTS_SPEED", "1.0")
+        )
+        self.model = None
+        self._is_loaded = False
+        self._lock = asyncio.Lock()
+
+        logger.info(
+            f"KittenSynthesizer initialized: model={self.model_id}, "
+            f"voice={self.voice}, speed={self.speed}"
+        )
+
+    def load_model(self) -> None:
+        """Load the KittenTTS ONNX model (downloads to HF cache on first use)."""
+        if self._is_loaded:
+            logger.info("Model already loaded")
+            return
+
+        # Lazy import: kittentts is only needed once model loading starts.
+        from kittentts import KittenTTS
+
+        # KittenTTS 0.8.x takes the HF model id and self-wires espeak via
+        # espeakng_loader (no system espeak-ng needed). Model caches to HF_HOME.
+        logger.info(f"Loading KittenTTS model: {self.model_id}")
+        self.model = KittenTTS(self.model_id)
+        available = getattr(self.model, "available_voices", None)
+        if available:
+            logger.info(f"Available voices: {available}")
+            if self.voice not in available:
+                logger.warning(
+                    f"Configured voice '{self.voice}' not in available voices; "
+                    f"falling back to '{available[0]}'"
+                )
+                self.voice = available[0]
+        self._is_loaded = True
+        logger.info("KittenTTS model loaded successfully")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """
+        Synthesize speech from text.
+
+        KittenTTS uses preset voices, so reference_audio_path/reference_text are
+        ignored. The voice and speed come from config; a request may override them
+        via the ``voice``/``speed`` kwargs.
+        """
+        if not self._is_loaded or self.model is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        voice = kwargs.get("voice") or self.voice
+        speed = float(kwargs.get("speed") or self.speed)
+
+        logger.info(f"Synthesizing {len(text)} chars (voice={voice}, speed={speed})")
+
+        async with self._lock:
+            loop = asyncio.get_event_loop()
+            wav_bytes = await loop.run_in_executor(
+                None, self._synthesize_sync, text, voice, speed
+            )
+
+        return wav_bytes, KITTEN_SAMPLE_RATE
+
+    def _synthesize_sync(self, text: str, voice: str, speed: float) -> bytes:
+        """Synchronous synthesis (runs in a thread pool)."""
+        clean_text = strip_emoji(text)
+        if clean_text != text:
+            logger.info("Stripped emoji from text before KittenTTS synthesis")
+        if not clean_text:
+            raise ValueError(
+                "Text is empty after stripping emoji; nothing to synthesize"
+            )
+        audio = self.model.generate(clean_text, voice=voice, speed=speed)
+        return self._to_wav_bytes(audio)
+
+    def _to_wav_bytes(self, audio) -> bytes:
+        """Convert a float32 numpy waveform to 16-bit PCM WAV bytes."""
+        samples = np.asarray(audio, dtype=np.float32).flatten()
+
+        # Normalize to [-1, 1] if the model returns out-of-range values.
+        peak = float(np.abs(samples).max()) if samples.size else 0.0
+        if peak > 1.0:
+            samples = samples / peak
+
+        pcm = (samples * 32767.0).astype(np.int16)
+
+        buf = io.BytesIO()
+        with wave.open(buf, "wb") as wf:
+            wf.setnchannels(1)
+            wf.setsampwidth(2)  # 16-bit
+            wf.setframerate(KITTEN_SAMPLE_RATE)
+            wf.writeframes(pcm.tobytes())
+
+        return buf.getvalue()
+
+    @property
+    def is_loaded(self) -> bool:
+        return self._is_loaded
diff --git a/extras/tts/providers/kokoro/Dockerfile b/extras/tts/providers/kokoro/Dockerfile
new file mode 100644
index 00000000..89d4b8b0
--- /dev/null
+++ b/extras/tts/providers/kokoro/Dockerfile
@@ -0,0 +1,48 @@
+# syntax=docker/dockerfile:1
+#
+# Kokoro-82M — lightweight (~82M param) GPU/CPU TTS with fixed preset voices.
+# Self-contained (plain pip) like the KittenTTS image rather than the shared
+# torch-oriented uv.lock, so adding this provider doesn't touch the frozen lock.
+# torch is pulled from the PyTorch CUDA wheel index (default cu126).
+
+ARG PYTORCH_CUDA_VERSION=cu126
+
+FROM python:3.12-slim-bookworm AS runtime
+
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+ARG PYTORCH_CUDA_VERSION
+
+# espeak-ng: misaki G2P fallback (required for English OOV words + other langs).
+# libsndfile1: soundfile; curl: healthcheck.
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        espeak-ng \
+        libsndfile1 \
+        curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# torch from the CUDA wheel index, then the (small) Kokoro stack on top.
+RUN pip install --no-cache-dir \
+        --index-url "https://download.pytorch.org/whl/${PYTORCH_CUDA_VERSION}" \
+        "torch>=2.7"
+
+RUN pip install --no-cache-dir \
+        "fastapi>=0.115.12" \
+        "uvicorn>=0.34.2" \
+        "python-multipart>=0.0.6" \
+        "numpy>=1.26" \
+        "soundfile>=0.12" \
+        "kokoro>=0.9.2"
+
+# Application code
+COPY common/ ./common/
+COPY providers/kokoro/ ./providers/kokoro/
+
+ENV TTS_MODEL="hexgrad/Kokoro-82M"
+ENV TTS_VOICE="af_heart"
+ENV TTS_LANG_CODE="a"
+
+EXPOSE 8770
+
+CMD ["python", "-m", "providers.kokoro.service", "--port", "8770"]
diff --git a/extras/tts/providers/kokoro/__init__.py b/extras/tts/providers/kokoro/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/providers/kokoro/service.py b/extras/tts/providers/kokoro/service.py
new file mode 100644
index 00000000..9884e950
--- /dev/null
+++ b/extras/tts/providers/kokoro/service.py
@@ -0,0 +1,116 @@
+"""
+Kokoro TTS Service.
+
+FastAPI service for the Kokoro-82M provider — a lightweight, low-VRAM
+(<~1GB) TTS with fixed preset voices. Exposes the standard /health, /info,
+and /synthesize endpoints via the shared app factory.
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseTTSService, create_tts_app
+from providers.kokoro.synthesizer import KokoroSynthesizer
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+# Kokoro language code → human-readable language.
+_LANG_BY_CODE = {
+    "a": "en",  # American English
+    "b": "en",  # British English
+    "e": "es",
+    "f": "fr",
+    "h": "hi",
+    "i": "it",
+    "j": "ja",
+    "p": "pt",
+    "z": "zh",
+}
+
+
+class KokoroService(BaseTTSService):
+    """
+    TTS service using Kokoro-82M — lightweight (~82M params, <~1GB VRAM),
+    GPU or CPU, no API key, fixed preset voices (Apache 2.0).
+
+    Environment variables:
+        TTS_MODEL: HuggingFace repo id (default: hexgrad/Kokoro-82M)
+        TTS_VOICE: Preset voice name (default: af_heart)
+        TTS_LANG_CODE: Kokoro language code (default: a = American English)
+        TTS_SPEED: Speech speed multiplier (default: 1.0)
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.synthesizer: Optional[KokoroSynthesizer] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "kokoro"
+
+    async def warmup(self) -> None:
+        """Load the model and run a short warmup synthesis."""
+        logger.info(f"Initializing Kokoro with model: {self.model_id}")
+
+        loop = asyncio.get_event_loop()
+        self.synthesizer = KokoroSynthesizer(self.model_id)
+        await loop.run_in_executor(None, self.synthesizer.load_model)
+
+        logger.info("Warming up model...")
+        try:
+            await self.synthesizer.synthesize("Hello.")
+            logger.info("Model warmed up successfully")
+        except Exception as e:
+            logger.warning(f"Warmup failed (non-critical): {e}")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        if self.synthesizer is None:
+            raise RuntimeError("Service not initialized")
+
+        return await self.synthesizer.synthesize(
+            text=text,
+            reference_audio_path=reference_audio_path,
+            reference_text=reference_text,
+            **kwargs,
+        )
+
+    def get_capabilities(self) -> list[str]:
+        return ["lightweight", "low_vram", "preset_voices"]
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        lang_code = os.getenv("TTS_LANG_CODE", "a")
+        return [_LANG_BY_CODE.get(lang_code, "en")]
+
+
+def main():
+    """Main entry point for the Kokoro TTS service."""
+    parser = argparse.ArgumentParser(description="Kokoro TTS Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8770, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["TTS_MODEL"] = args.model
+
+    model_id = os.getenv("TTS_MODEL", "hexgrad/Kokoro-82M")
+
+    service = KokoroService(model_id)
+    app = create_tts_app(service)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/tts/providers/kokoro/synthesizer.py b/extras/tts/providers/kokoro/synthesizer.py
new file mode 100644
index 00000000..0f838373
--- /dev/null
+++ b/extras/tts/providers/kokoro/synthesizer.py
@@ -0,0 +1,146 @@
+"""
+Kokoro TTS synthesizer implementation.
+
+Kokoro-82M is a lightweight (82M param) StyleTTS2/ISTFTNet model with fixed
+preset voices (no zero-shot cloning). It runs comfortably under ~1GB VRAM on
+GPU (and on CPU), making it the quality-per-VRAM sweet spot for short replies.
+
+Environment variables:
+    TTS_MODEL: HuggingFace repo id (default: hexgrad/Kokoro-82M)
+    TTS_VOICE: Preset voice name (default: af_heart)
+    TTS_LANG_CODE: Kokoro language code (default: a = American English)
+    TTS_SPEED: Speech speed multiplier (default: 1.0)
+"""
+
+import asyncio
+import io
+import logging
+import os
+import wave
+from typing import Optional
+
+import numpy as np
+import torch
+
+logger = logging.getLogger(__name__)
+
+# Kokoro generates at 24kHz.
+KOKORO_SAMPLE_RATE = 24000
+
+
+class KokoroSynthesizer:
+    """Synthesizer using the Kokoro-82M model via the ``kokoro`` package."""
+
+    def __init__(
+        self,
+        model_id: Optional[str] = None,
+        voice: Optional[str] = None,
+        lang_code: Optional[str] = None,
+        speed: Optional[float] = None,
+    ):
+        self.model_id = model_id or os.getenv("TTS_MODEL", "hexgrad/Kokoro-82M")
+        self.voice = voice or os.getenv("TTS_VOICE", "af_heart")
+        self.lang_code = lang_code or os.getenv("TTS_LANG_CODE", "a")
+        self.speed = float(
+            speed if speed is not None else os.getenv("TTS_SPEED", "1.0")
+        )
+        self.pipeline = None
+        self._is_loaded = False
+        self._lock = asyncio.Lock()
+        self._device = "cuda" if torch.cuda.is_available() else "cpu"
+
+        logger.info(
+            f"KokoroSynthesizer initialized: model={self.model_id}, "
+            f"voice={self.voice}, lang_code={self.lang_code}, "
+            f"speed={self.speed}, device={self._device}"
+        )
+
+    def load_model(self) -> None:
+        """Load the Kokoro pipeline (downloads weights to HF cache on first use)."""
+        if self._is_loaded:
+            logger.info("Model already loaded")
+            return
+
+        # Lazy import: kokoro is only needed once model loading starts.
+        from kokoro import KPipeline
+
+        logger.info(f"Loading Kokoro pipeline: {self.model_id} ({self.lang_code})")
+        self.pipeline = KPipeline(
+            lang_code=self.lang_code,
+            repo_id=self.model_id,
+            device=self._device,
+        )
+        self._is_loaded = True
+        logger.info("Kokoro pipeline loaded successfully")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """
+        Synthesize speech from text.
+
+        Kokoro uses preset voices, so reference_audio_path/reference_text are
+        ignored. The voice and speed come from config; a request may override
+        them via the ``voice``/``speed`` kwargs.
+        """
+        if not self._is_loaded or self.pipeline is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        voice = kwargs.get("voice") or self.voice
+        speed = float(kwargs.get("speed") or self.speed)
+
+        logger.info(f"Synthesizing {len(text)} chars (voice={voice}, speed={speed})")
+
+        async with self._lock:
+            loop = asyncio.get_event_loop()
+            wav_bytes = await loop.run_in_executor(
+                None, self._synthesize_sync, text, voice, speed
+            )
+
+        return wav_bytes, KOKORO_SAMPLE_RATE
+
+    def _synthesize_sync(self, text: str, voice: str, speed: float) -> bytes:
+        """Synchronous synthesis (runs in a thread pool)."""
+        # KPipeline splits longer text into sentence chunks and yields one audio
+        # tensor per chunk; concatenate them into a single waveform.
+        chunks: list[np.ndarray] = []
+        for _gs, _ps, audio in self.pipeline(text, voice=voice, speed=speed):
+            if audio is None:
+                continue
+            if isinstance(audio, torch.Tensor):
+                audio = audio.detach().cpu().numpy()
+            chunks.append(np.asarray(audio, dtype=np.float32).flatten())
+
+        if not chunks:
+            raise ValueError("Kokoro produced no audio for the given text")
+
+        samples = np.concatenate(chunks)
+        return self._to_wav_bytes(samples)
+
+    def _to_wav_bytes(self, samples: np.ndarray) -> bytes:
+        """Convert a float32 numpy waveform to 16-bit PCM WAV bytes."""
+        samples = np.asarray(samples, dtype=np.float32).flatten()
+
+        # Normalize to [-1, 1] if the model returns out-of-range values.
+        peak = float(np.abs(samples).max()) if samples.size else 0.0
+        if peak > 1.0:
+            samples = samples / peak
+
+        pcm = (samples * 32767.0).astype(np.int16)
+
+        buf = io.BytesIO()
+        with wave.open(buf, "wb") as wf:
+            wf.setnchannels(1)
+            wf.setsampwidth(2)  # 16-bit
+            wf.setframerate(KOKORO_SAMPLE_RATE)
+            wf.writeframes(pcm.tobytes())
+
+        return buf.getvalue()
+
+    @property
+    def is_loaded(self) -> bool:
+        return self._is_loaded
diff --git a/extras/tts/providers/tada/Dockerfile b/extras/tts/providers/tada/Dockerfile
new file mode 100644
index 00000000..dbb310a8
--- /dev/null
+++ b/extras/tts/providers/tada/Dockerfile
@@ -0,0 +1,45 @@
+# syntax=docker/dockerfile:1
+
+#########################  builder #################################
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS builder
+
+# Accept PyTorch CUDA version as build argument
+ARG PYTORCH_CUDA_VERSION=cu126
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsndfile1 \
+        build-essential git \
+    && rm -rf /var/lib/apt/lists/*
+
+ENV UV_COMPILE_BYTECODE=1
+ENV UV_LINK_MODE=copy
+
+# Dependency manifest first for cache-friendly installs
+COPY pyproject.toml uv.lock ./
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-install-project --group tada --extra ${PYTORCH_CUDA_VERSION}
+
+#########################  runtime #################################
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsndfile1 curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy installed packages from builder's venv to system Python
+COPY --from=builder /app/.venv/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages
+
+# Copy application code
+COPY common/ ./common/
+COPY providers/tada/ ./providers/tada/
+
+# Default environment variables
+ENV TTS_MODEL="HumeAI/tada-1b"
+
+EXPOSE 8770
+
+CMD ["python", "-m", "providers.tada.service", "--port", "8770"]
diff --git a/extras/tts/providers/tada/__init__.py b/extras/tts/providers/tada/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/tts/providers/tada/service.py b/extras/tts/providers/tada/service.py
new file mode 100644
index 00000000..005cfb21
--- /dev/null
+++ b/extras/tts/providers/tada/service.py
@@ -0,0 +1,107 @@
+"""
+TADA TTS Service.
+
+FastAPI service implementation for HumeAI TADA TTS provider.
+"""
+
+import argparse
+import asyncio
+import logging
+import os
+from typing import Optional
+
+import uvicorn
+from common.base_service import BaseTTSService, create_tts_app
+from providers.tada.synthesizer import TadaSynthesizer
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(level=logging.INFO)
+
+
+class TadaService(BaseTTSService):
+    """
+    TTS service using HumeAI TADA.
+
+    Supports:
+    - HumeAI/tada-1b (English, ~4-5GB VRAM)
+    - HumeAI/tada-3b-ml (Multilingual, ~7-8GB VRAM)
+
+    Environment variables:
+        TTS_MODEL: Model identifier (default: HumeAI/tada-1b)
+        TTS_LANGUAGE: Language code for multilingual model (default: None/English)
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        super().__init__(model_id)
+        self.synthesizer: Optional[TadaSynthesizer] = None
+
+    @property
+    def provider_name(self) -> str:
+        return "tada"
+
+    async def warmup(self) -> None:
+        """Initialize and warm up the model."""
+        logger.info(f"Initializing TADA with model: {self.model_id}")
+
+        loop = asyncio.get_event_loop()
+        self.synthesizer = TadaSynthesizer(self.model_id)
+        await loop.run_in_executor(None, self.synthesizer.load_model)
+
+        # Warm up with short text
+        logger.info("Warming up model...")
+        try:
+            await self.synthesizer.synthesize("Hello.")
+            logger.info("Model warmed up successfully")
+        except Exception as e:
+            logger.warning(f"Warmup failed (non-critical): {e}")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+        **kwargs,
+    ) -> tuple[bytes, int]:
+        """Synthesize speech from text."""
+        if self.synthesizer is None:
+            raise RuntimeError("Service not initialized")
+
+        return await self.synthesizer.synthesize(
+            text=text,
+            reference_audio_path=reference_audio_path,
+            reference_text=reference_text,
+        )
+
+    def get_capabilities(self) -> list[str]:
+        capabilities = ["voice_cloning", "speech_continuation"]
+        if "3b-ml" in self.model_id:
+            capabilities.append("multilingual")
+        return capabilities
+
+    def get_supported_languages(self) -> Optional[list[str]]:
+        if "3b-ml" in self.model_id:
+            return ["en", "ar", "zh", "de", "es", "fr", "it", "ja", "pl", "pt"]
+        return ["en"]
+
+
+def main():
+    """Main entry point for TADA TTS service."""
+    parser = argparse.ArgumentParser(description="TADA TTS Service")
+    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to")
+    parser.add_argument("--port", type=int, default=8770, help="Port to bind to")
+    parser.add_argument("--model", help="Model identifier", required=False)
+    args = parser.parse_args()
+
+    if args.model:
+        os.environ["TTS_MODEL"] = args.model
+
+    model_id = os.getenv("TTS_MODEL", "HumeAI/tada-1b")
+
+    service = TadaService(model_id)
+    app = create_tts_app(service)
+
+    uvicorn.run(app, host=args.host, port=args.port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/tts/providers/tada/synthesizer.py b/extras/tts/providers/tada/synthesizer.py
new file mode 100644
index 00000000..0590b1e0
--- /dev/null
+++ b/extras/tts/providers/tada/synthesizer.py
@@ -0,0 +1,161 @@
+"""
+TADA TTS synthesizer implementation.
+
+Uses HumeAI's TADA model for text-to-speech with zero-shot voice cloning.
+TADA uses 1:1 token alignment between text and audio, eliminating hallucinations.
+"""
+
+import asyncio
+import io
+import logging
+import os
+import wave
+from typing import Optional
+
+import torch
+import torchaudio
+
+logger = logging.getLogger(__name__)
+
+# TADA generates at 24kHz
+TADA_SAMPLE_RATE = 24000
+
+
+class TadaSynthesizer:
+    """
+    Synthesizer using HumeAI TADA model.
+
+    Supports:
+    - HumeAI/tada-1b (English, ~4-5GB VRAM)
+    - HumeAI/tada-3b-ml (Multilingual: ar, zh, de, es, fr, it, ja, pl, pt)
+
+    Environment variables:
+        TTS_MODEL: Model identifier (default: HumeAI/tada-1b)
+    """
+
+    def __init__(self, model_id: Optional[str] = None):
+        self.model_id = model_id or os.getenv("TTS_MODEL", "HumeAI/tada-1b")
+        self.model = None
+        self.encoder = None
+        self._is_loaded = False
+        self._lock = asyncio.Lock()
+        self._device = "cuda" if torch.cuda.is_available() else "cpu"
+
+        logger.info(
+            f"TadaSynthesizer initialized: model={self.model_id}, device={self._device}"
+        )
+
+    def load_model(self) -> None:
+        """Load the TADA model and encoder."""
+        if self._is_loaded:
+            logger.info("Model already loaded")
+            return
+
+        logger.info(f"Loading TADA model: {self.model_id}")
+
+        # Lazy import: tada.modules pulls in the model weights/deps and is only
+        # needed once model loading starts.
+        from tada.modules.encoder import Encoder
+        from tada.modules.tada import TadaForCausalLM
+
+        # Determine language for encoder (multilingual model)
+        language = os.getenv("TTS_LANGUAGE", None)
+        encoder_kwargs = {}
+        if language:
+            encoder_kwargs["language"] = language
+
+        self.encoder = Encoder.from_pretrained(
+            "HumeAI/tada-codec", subfolder="encoder", **encoder_kwargs
+        ).to(self._device)
+
+        self.model = TadaForCausalLM.from_pretrained(self.model_id).to(self._device)
+
+        self._is_loaded = True
+        logger.info("TADA model loaded successfully")
+
+    async def synthesize(
+        self,
+        text: str,
+        reference_audio_path: Optional[str] = None,
+        reference_text: Optional[str] = None,
+    ) -> tuple[bytes, int]:
+        """
+        Synthesize speech from text.
+
+        Args:
+            text: Text to synthesize into speech.
+            reference_audio_path: Path to reference audio for voice cloning.
+            reference_text: Transcript of the reference audio (required if reference provided).
+
+        Returns:
+            Tuple of (wav_bytes, sample_rate).
+        """
+        if not self._is_loaded or self.model is None or self.encoder is None:
+            raise RuntimeError("Model not loaded. Call load_model() first.")
+
+        logger.info(f"Synthesizing: {len(text)} chars")
+
+        async with self._lock:
+            loop = asyncio.get_event_loop()
+            wav_bytes = await loop.run_in_executor(
+                None,
+                self._synthesize_sync,
+                text,
+                reference_audio_path,
+                reference_text,
+            )
+
+        return wav_bytes, TADA_SAMPLE_RATE
+
+    def _synthesize_sync(
+        self,
+        text: str,
+        reference_audio_path: Optional[str],
+        reference_text: Optional[str],
+    ) -> bytes:
+        """Synchronous synthesis (runs in thread pool)."""
+        with torch.no_grad():
+            prompt = None
+
+            if reference_audio_path and reference_text:
+                audio, sample_rate = torchaudio.load(reference_audio_path)
+                audio = audio.to(self._device)
+                prompt = self.encoder(
+                    audio, text=[reference_text], sample_rate=sample_rate
+                )
+
+            output = self.model.generate(
+                prompt=prompt,
+                text=text,
+            )
+
+        # GenerationOutput.audio is a list of tensors (one per batch item)
+        audio_tensor = output.audio[0]
+        return self._tensor_to_wav_bytes(audio_tensor)
+
+    def _tensor_to_wav_bytes(self, audio_tensor: torch.Tensor) -> bytes:
+        """Convert a torch audio tensor to WAV bytes."""
+        # Ensure CPU and correct shape
+        audio = audio_tensor.cpu()
+        if audio.dim() == 1:
+            audio = audio.unsqueeze(0)
+
+        # Normalize to [-1, 1] range if needed
+        if audio.abs().max() > 1.0:
+            audio = audio / audio.abs().max()
+
+        # Convert to 16-bit PCM
+        audio_int16 = (audio * 32767).to(torch.int16)
+
+        buf = io.BytesIO()
+        with wave.open(buf, "wb") as wf:
+            wf.setnchannels(1)
+            wf.setsampwidth(2)  # 16-bit
+            wf.setframerate(TADA_SAMPLE_RATE)
+            wf.writeframes(audio_int16.numpy().tobytes())
+
+        return buf.getvalue()
+
+    @property
+    def is_loaded(self) -> bool:
+        return self._is_loaded
diff --git a/extras/tts/pyproject.toml b/extras/tts/pyproject.toml
new file mode 100644
index 00000000..4529d071
--- /dev/null
+++ b/extras/tts/pyproject.toml
@@ -0,0 +1,79 @@
+[project]
+name = "tts-services"
+version = "0.1.0"
+description = "Provider-based TTS services for Chronicle"
+requires-python = ">=3.10"
+
+dependencies = [
+  "pydantic>=2.0.0",
+  "numpy>=1.26",
+  "soundfile>=0.12",
+  "fastapi>=0.115.12",
+  "uvicorn>=0.34.2",
+  "python-multipart>=0.0.6",
+]
+
+[project.optional-dependencies]
+# CUDA versions for PyTorch (hume-tada requires torch>=2.7)
+cu126 = [
+  "torch>=2.7",
+  "torchaudio>=2.7",
+]
+
+cu128 = [
+  "torch>=2.7",
+  "torchaudio>=2.7",
+]
+
+[tool.uv]
+compile-bytecode = true
+conflicts = [
+  [
+    { extra = "cu126" },
+    { extra = "cu128" },
+  ],
+]
+
+[tool.uv.sources]
+torch = [
+    { index = "pytorch-cu126", extra = "cu126" },
+    { index = "pytorch-cu128", extra = "cu128" },
+]
+torchaudio = [
+    { index = "pytorch-cu126", extra = "cu126" },
+    { index = "pytorch-cu128", extra = "cu128" },
+]
+
+[[tool.uv.index]]
+name = "pytorch-cu126"
+url = "https://download.pytorch.org/whl/cu126"
+explicit = true
+
+[[tool.uv.index]]
+name = "pytorch-cu128"
+url = "https://download.pytorch.org/whl/cu128"
+explicit = true
+
+[dependency-groups]
+# Provider-specific dependency groups
+tada = [
+    "hume-tada>=0.1.0",
+    # descript-audio-codec is a runtime dep of hume-tada but missing from its PyPI metadata
+    "descript-audio-codec>=1.0.0",
+    # Pin transformers <5 to match hume-tada's requirement (5.x breaks Encoder loading)
+    "transformers>=4.57.1,<5",
+]
+
+# Development dependencies
+dev = [
+    "black>=25.1.0",
+    "requests>=2.31.0",
+    "pytest>=8.0.0",
+]
+
+[build-system]
+requires = ["setuptools>=64", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+packages = ["common", "providers", "providers.tada", "providers.fish_speech"]
diff --git a/extras/tts/uv.lock b/extras/tts/uv.lock
new file mode 100644
index 00000000..f8cda1a7
--- /dev/null
+++ b/extras/tts/uv.lock
@@ -0,0 +1,4130 @@
+version = 1
+revision = 2
+requires-python = ">=3.10"
+resolution-markers = [
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128'",
+    "python_full_version == '3.12.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128') or (python_full_version == '3.11.*' and sys_platform != 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128')",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128') or (python_full_version < '3.11' and sys_platform != 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128')",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra != 'extra-12-tts-services-cu126' and extra == 'extra-12-tts-services-cu128'",
+    "(python_full_version >= '3.13' and platform_machine != 'aarch64' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128') or (python_full_version >= '3.13' and sys_platform != 'linux' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128')",
+    "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128') or (python_full_version == '3.12.*' and sys_platform != 'linux' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128')",
+    "python_full_version >= '3.13' and platform_machine == 'aarch64' and sys_platform == 'linux' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128'",
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+    "python_full_version == '3.11.*' and extra == 'extra-12-tts-services-cu126' and extra != 'extra-12-tts-services-cu128'",
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diff --git a/extras/vault-graph-vr/.gitignore b/extras/vault-graph-vr/.gitignore
new file mode 100644
index 00000000..aef4683a
--- /dev/null
+++ b/extras/vault-graph-vr/.gitignore
@@ -0,0 +1,9 @@
+node_modules/
+dist/
+*.log
+*.tsbuildinfo
+# Generated graph data (regenerate from your vault):
+public/graph.json
+vault-snapshot/
+# In-headset debug captures (screenshots, recordings, relayed logs):
+captures/
diff --git a/extras/vault-graph-vr/README.md b/extras/vault-graph-vr/README.md
new file mode 100644
index 00000000..3d65de8d
--- /dev/null
+++ b/extras/vault-graph-vr/README.md
@@ -0,0 +1,88 @@
+# Vault Graph VR
+
+Explore an Obsidian-style memory **vault** as a 3D force-directed graph on a Meta
+Quest (3 / 3S), in the browser via WebXR. Nodes are notes, edges are `[[wikilinks]]`
+(and local `[text](note.md)` links). Point a controller at a node or link and pull
+the trigger to **fly to that note** and read its contents — smooth or snap, configurable.
+
+This is a WebXR app (runs in the Quest Browser): no app store, no sideloading, no
+Unity. It's intended to grow into a viewer for the Chronicle memory vault.
+
+> Status: foundation. Build, typecheck and dev-serve are verified. The in-headset
+> interaction (locomotion, fly-to, note panel) is implemented but not yet tested on a
+> physical device — see "Test in the headset" below.
+
+## Stack
+
+- [React Three Fiber](https://r3f.docs.pmnd.rs/) (v8) + [`@react-three/xr`](https://pmndrs.github.io/xr/) (v6) for WebXR
+- [`r3f-forcegraph`](https://github.com/vasturiano/r3f-forcegraph) for the force-directed layout/render
+- `three-spritetext` for in-world node labels
+- Vite + TypeScript
+
+This repo uses Node via nvm (`~/.nvm/versions/node/v22.14.0`). System `node` (v18) has
+no npm; activate nvm first:
+
+```bash
+export PATH="$HOME/.nvm/versions/node/v22.14.0/bin:$PATH"
+```
+
+## 1. Generate graph data from a vault
+
+```bash
+npm install
+
+# Sample vault (committed) — good first run:
+npm run graph -- sample-vault --out public/graph.json
+
+# Your real Chronicle memory vault (a folder of .md notes):
+npm run graph -- /path/to/conversation_docs/<user-id> --out public/graph.json
+```
+
+`build-graph.mjs` options:
+
+| Flag | Default | Meaning |
+|------|---------|---------|
+| `--mode vault\|tree` | `vault` | `vault` = notes + `[[links]]`; `tree` = plain folder parent→child |
+| `--out <file>` | `public/graph.json` | output path (the app fetches `/graph.json`) |
+| `--max-content <n>` | `8000` | chars of each note embedded for the in-VR reader |
+| `--no-unresolved` | off | drop placeholder nodes for links with no target file |
+
+Note bodies are embedded into `graph.json` so the headset needs no access to your
+filesystem — it's a self-contained snapshot. `graph.json` is gitignored.
+
+## 2. Run
+
+```bash
+npm run dev        # http://localhost:5180
+```
+
+On a desktop browser you'll see the graph and a control panel (transition mode,
+glide duration, view distance). WebXR needs a headset to actually enter VR.
+
+## 3. Test in the headset (Quest 3 / 3S)
+
+WebXR requires a secure context. `localhost` counts, so the no-cert path is `adb reverse`:
+
+1. Enable Developer Mode on the Quest (Meta Horizon app) and plug in USB.
+2. On the PC: `adb reverse tcp:5180 tcp:5180`
+3. In the Quest Browser open `http://localhost:5180`, click **Enter VR**.
+
+(LAN alternative: `npm run host`, browse to `https://<pc-ip>:5180` — but that needs an
+HTTPS cert, which `adb reverse` avoids.)
+
+## Controls
+
+- **Left stick** — fly (forward/back/strafe), relative to where you're looking
+- **Right stick** — up/down (vertical), left/right (turn)
+- **Point at a node or link + trigger** — fly to that note; its contents appear on a
+  floating panel beside it
+- Transition **smooth** vs **snap**, glide duration and view distance are set in the
+  desktop overlay (in-VR settings panel is a TODO)
+
+## Roadmap / next steps
+
+- In-VR settings panel (so smooth/snap + speed are adjustable inside the headset)
+- Grab-to-pan and two-handed scale of the whole graph
+- Live data: fetch from the backend memory API instead of a static `graph.json`
+- Markdown rendering (currently plain text) and follow-links-from-within-the-panel
+- Filter/search; collapse by folder; highlight a node's neighborhood
diff --git a/extras/vault-graph-vr/index.html b/extras/vault-graph-vr/index.html
new file mode 100644
index 00000000..fe41d2e8
--- /dev/null
+++ b/extras/vault-graph-vr/index.html
@@ -0,0 +1,16 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0, viewport-fit=cover" />
+    <title>Vault Graph VR</title>
+    <style>
+      html, body, #root { margin: 0; height: 100%; width: 100%; overflow: hidden; background: #0b0e14; }
+      * { box-sizing: border-box; }
+    </style>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.tsx"></script>
+  </body>
+</html>
diff --git a/extras/vault-graph-vr/package-lock.json b/extras/vault-graph-vr/package-lock.json
new file mode 100644
index 00000000..42d5dd1c
--- /dev/null
+++ b/extras/vault-graph-vr/package-lock.json
@@ -0,0 +1,2743 @@
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+  "name": "vault-graph-vr",
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+  "lockfileVersion": 3,
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+      "license": "Apache-2.0",
+      "bin": {
+        "tsc": "bin/tsc",
+        "tsserver": "bin/tsserver"
+      },
+      "engines": {
+        "node": ">=14.17"
+      }
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+    "node_modules/update-browserslist-db": {
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+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
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+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
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+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
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+      "version": "5.4.21",
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+      "license": "MIT",
+      "peer": true,
+      "dependencies": {
+        "esbuild": "^0.21.3",
+        "postcss": "^8.4.43",
+        "rollup": "^4.20.0"
+      },
+      "bin": {
+        "vite": "bin/vite.js"
+      },
+      "engines": {
+        "node": "^18.0.0 || >=20.0.0"
+      },
+      "funding": {
+        "url": "https://github.com/vitejs/vite?sponsor=1"
+      },
+      "optionalDependencies": {
+        "fsevents": "~2.3.3"
+      },
+      "peerDependencies": {
+        "@types/node": "^18.0.0 || >=20.0.0",
+        "less": "*",
+        "lightningcss": "^1.21.0",
+        "sass": "*",
+        "sass-embedded": "*",
+        "stylus": "*",
+        "sugarss": "*",
+        "terser": "^5.4.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/node": {
+          "optional": true
+        },
+        "less": {
+          "optional": true
+        },
+        "lightningcss": {
+          "optional": true
+        },
+        "sass": {
+          "optional": true
+        },
+        "sass-embedded": {
+          "optional": true
+        },
+        "stylus": {
+          "optional": true
+        },
+        "sugarss": {
+          "optional": true
+        },
+        "terser": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/webxr-layers-polyfill": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/webxr-layers-polyfill/-/webxr-layers-polyfill-1.1.0.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "gl-matrix": "^3.4.3"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
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+      "dev": true,
+      "license": "ISC"
+    },
+    "node_modules/zustand": {
+      "version": "4.5.7",
+      "resolved": "https://registry.npmjs.org/zustand/-/zustand-4.5.7.tgz",
+      "integrity": "sha512-CHOUy7mu3lbD6o6LJLfllpjkzhHXSBlX8B9+qPddUsIfeF5S/UZ5q0kmCsnRqT1UHFQZchNFDDzMbQsuesHWlw==",
+      "license": "MIT",
+      "dependencies": {
+        "use-sync-external-store": "^1.2.2"
+      },
+      "engines": {
+        "node": ">=12.7.0"
+      },
+      "peerDependencies": {
+        "@types/react": ">=16.8",
+        "immer": ">=9.0.6",
+        "react": ">=16.8"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
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+        "immer": {
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+        },
+        "react": {
+          "optional": true
+        }
+      }
+    }
+  }
+}
diff --git a/extras/vault-graph-vr/package.json b/extras/vault-graph-vr/package.json
new file mode 100644
index 00000000..25fd7b14
--- /dev/null
+++ b/extras/vault-graph-vr/package.json
@@ -0,0 +1,34 @@
+{
+  "name": "vault-graph-vr",
+  "private": true,
+  "version": "0.1.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "host": "vite --host",
+    "build": "tsc -b && vite build",
+    "preview": "vite preview",
+    "graph": "node scripts/build-graph.mjs"
+  },
+  "dependencies": {
+    "@react-three/fiber": "^8.18.0",
+    "@react-three/handle": "^6.6.30",
+    "@react-three/xr": "^6.6.30",
+    "r3f-forcegraph": "^1.1.1",
+    "react": "^18.3.1",
+    "react-dom": "^18.3.1",
+    "three": "^0.169.0",
+    "three-spritetext": "^1.10.0"
+  },
+  "overrides": {
+    "zustand": "4.5.7"
+  },
+  "devDependencies": {
+    "@types/react": "^18.3.12",
+    "@types/react-dom": "^18.3.1",
+    "@types/three": "^0.169.0",
+    "@vitejs/plugin-react": "^4.3.4",
+    "typescript": "^5.6.3",
+    "vite": "^5.4.11"
+  }
+}
diff --git a/extras/vault-graph-vr/sample-vault/daily/2026-06-14 Standup.md b/extras/vault-graph-vr/sample-vault/daily/2026-06-14 Standup.md
new file mode 100644
index 00000000..6f5ea0d6
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/daily/2026-06-14 Standup.md	
@@ -0,0 +1,4 @@
+# 2026-06-14 Standup
+
+[[Ankush]] and [[Sarah]] reviewed [[Wake Word]] progress for the
+[[Chronicle Project]]. Decided to prototype a VR view of the [[Memory Vault]].
diff --git a/extras/vault-graph-vr/sample-vault/daily/2026-06-15 Design Chat.md b/extras/vault-graph-vr/sample-vault/daily/2026-06-15 Design Chat.md
new file mode 100644
index 00000000..ef8fa4df
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/daily/2026-06-15 Design Chat.md	
@@ -0,0 +1,4 @@
+# 2026-06-15 Design Chat
+
+[[Ankush]] proposed exploring the [[Memory Vault]] on a Meta Quest 3S using
+WebXR. Click a node to fly to the linked note. Relevant to [[Chronicle Project]].
diff --git a/extras/vault-graph-vr/sample-vault/index.md b/extras/vault-graph-vr/sample-vault/index.md
new file mode 100644
index 00000000..c6b3e164
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/index.md
@@ -0,0 +1,8 @@
+# Memory Vault
+
+This is a small sample vault that mimics the Chronicle memory vault so the VR
+viewer has something to render before you point it at your real vault.
+
+People: [[Ankush]], [[Sarah]]
+Topics: [[Chronicle Project]], [[Wake Word]]
+Recent: [[2026-06-14 Standup]], [[2026-06-15 Design Chat]]
diff --git a/extras/vault-graph-vr/sample-vault/people/Ankush.md b/extras/vault-graph-vr/sample-vault/people/Ankush.md
new file mode 100644
index 00000000..01348f50
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/people/Ankush.md
@@ -0,0 +1,7 @@
+# Ankush
+
+Builder of [[Chronicle Project]]. Owns a Meta Quest 3S and wants to explore the
+[[Memory Vault]] in 3D. Works closely with [[Sarah]] on the [[Wake Word]] system.
+
+- Prefers self-hosted tools
+- Spoke at [[2026-06-15 Design Chat]] about the VR viewer
diff --git a/extras/vault-graph-vr/sample-vault/people/Sarah.md b/extras/vault-graph-vr/sample-vault/people/Sarah.md
new file mode 100644
index 00000000..3a7d5ecc
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/people/Sarah.md
@@ -0,0 +1,4 @@
+# Sarah
+
+Collaborator on [[Chronicle Project]]. Leads testing for the [[Wake Word]]
+detector and attended [[2026-06-14 Standup]].
diff --git a/extras/vault-graph-vr/sample-vault/topics/Chronicle Project.md b/extras/vault-graph-vr/sample-vault/topics/Chronicle Project.md
new file mode 100644
index 00000000..fc3c56ad
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/topics/Chronicle Project.md	
@@ -0,0 +1,5 @@
+# Chronicle Project
+
+Self-hosted personal AI: audio capture, transcription, and a [[Memory Vault]].
+Driven by [[Ankush]] with [[Sarah]]. Includes the [[Wake Word]] subsystem and a
+new VR memory viewer discussed in [[2026-06-15 Design Chat]].
diff --git a/extras/vault-graph-vr/sample-vault/topics/Wake Word.md b/extras/vault-graph-vr/sample-vault/topics/Wake Word.md
new file mode 100644
index 00000000..7ff7d0df
--- /dev/null
+++ b/extras/vault-graph-vr/sample-vault/topics/Wake Word.md	
@@ -0,0 +1,4 @@
+# Wake Word
+
+Acoustic "hey hermes" detector for [[Chronicle Project]]. Worked on by [[Ankush]]
+and [[Sarah]]. Status reviewed at [[2026-06-14 Standup]].
diff --git a/extras/vault-graph-vr/scripts/build-graph.mjs b/extras/vault-graph-vr/scripts/build-graph.mjs
new file mode 100644
index 00000000..dc8af7d8
Binary files /dev/null and b/extras/vault-graph-vr/scripts/build-graph.mjs differ
diff --git a/extras/vault-graph-vr/src/App.tsx b/extras/vault-graph-vr/src/App.tsx
new file mode 100644
index 00000000..11f5eca9
--- /dev/null
+++ b/extras/vault-graph-vr/src/App.tsx
@@ -0,0 +1,1278 @@
+import { useCallback, useEffect, useMemo, useRef, useState } from "react";
+import { Canvas, useFrame, useThree } from "@react-three/fiber";
+import {
+  createXRStore,
+  XR,
+  XROrigin,
+  useXRInputSourceState,
+  useXR,
+  XRSpace,
+} from "@react-three/xr";
+import * as THREE from "three";
+import SpriteText from "three-spritetext";
+import R3fForceGraph from "r3f-forcegraph";
+
+import type { GraphData, GraphNode } from "./types";
+import { loadGraph, nodeColor, nodeVal } from "./graph";
+import {
+  DEFAULT_TRANSITION,
+  DEADZONE,
+  GRAPH_POSITION,
+  GRAPH_SCALE,
+  MOVE_SPEED,
+  TURN_SPEED,
+  type TransitionConfig,
+} from "./config";
+
+const store = createXRStore();
+
+/** Shared mutable focus/transition state, read inside the frame loop. */
+interface FocusState {
+  node: GraphNode | null;
+  active: boolean; // a fly-to is in progress
+  elapsed: number;
+}
+
+// ---------------------------------------------------------------------------
+// Graph rendering
+// ---------------------------------------------------------------------------
+function Graph({
+  data,
+  fgRef,
+}: {
+  data: GraphData;
+  fgRef: React.MutableRefObject<any>;
+}) {
+  useFrame(() => fgRef.current?.tickFrame());
+
+  const makeNode = useCallback((node: GraphNode) => {
+    const sprite = new SpriteText(node.name);
+    sprite.color = nodeColor(node);
+    sprite.textHeight = node.type === "note" ? 5 : 4;
+    sprite.fontFace = "Inter, system-ui, sans-serif";
+    sprite.backgroundColor = "rgba(11,14,20,0.55)";
+    sprite.padding = 1;
+    sprite.borderRadius = 2;
+    sprite.material.depthWrite = false;
+    // Sprites crash the XR pointer raycaster (THREE.Sprite.raycast needs
+    // raycaster.camera, which @pmndrs/pointer-events doesn't set) — that
+    // exception breaks ALL controller input. Labels are decorative; make them
+    // non-raycastable so the node spheres stay the interaction targets.
+    sprite.raycast = () => {};
+    return sprite;
+  }, []);
+
+  return (
+    <R3fForceGraph
+      ref={fgRef}
+      graphData={data}
+      nodeId="id"
+      nodeVal={nodeVal}
+      nodeColor={nodeColor}
+      nodeOpacity={0.95}
+      nodeResolution={10}
+      nodeThreeObject={makeNode}
+      nodeThreeObjectExtend={true}
+      linkColor={() => "#34425c"}
+      linkWidth={0.4}
+      linkOpacity={0.5}
+    />
+  );
+}
+
+// ---------------------------------------------------------------------------
+// XR origin: free flight + smooth/snap fly-to-focus
+// ---------------------------------------------------------------------------
+function Rig({
+  focus,
+  config,
+  graphGroupRef,
+  aimRef,
+}: {
+  focus: React.MutableRefObject<FocusState>;
+  config: TransitionConfig;
+  graphGroupRef: React.MutableRefObject<THREE.Group | null>;
+  aimRef: React.MutableRefObject<THREE.Object3D | null>;
+}) {
+  const originRef = useRef<THREE.Group>(null);
+  const left = useXRInputSourceState("controller", "left");
+  const right = useXRInputSourceState("controller", "right");
+  const { camera } = useThree();
+
+  // scratch vectors (avoid per-frame allocation)
+  const fwd = useMemo(() => new THREE.Vector3(), []);
+  const rightV = useMemo(() => new THREE.Vector3(), []);
+  const up = useMemo(() => new THREE.Vector3(0, 1, 0), []);
+  const worldPos = useMemo(() => new THREE.Vector3(), []);
+  const camPos = useMemo(() => new THREE.Vector3(), []);
+  const desired = useMemo(() => new THREE.Vector3(), []);
+  const delta = useMemo(() => new THREE.Vector3(), []);
+
+  useFrame((_, dt) => {
+    const o = originRef.current;
+    if (!o) return;
+    const d = Math.min(dt, 0.05); // clamp huge frame gaps
+
+    // head-relative horizontal basis
+    camera.getWorldDirection(fwd);
+    fwd.y = 0;
+    if (fwd.lengthSq() < 1e-6) fwd.set(0, 0, -1);
+    fwd.normalize();
+    rightV.crossVectors(fwd, up).normalize();
+
+    // --- manual flight ---
+    const ls = left?.gamepad?.["xr-standard-thumbstick"];
+    const rs = right?.gamepad?.["xr-standard-thumbstick"];
+    let moved = false;
+
+    if (ls) {
+      const f = -(ls.yAxis ?? 0); // push up = forward
+      const s = ls.xAxis ?? 0;
+      if (Math.hypot(f, s) > DEADZONE) {
+        o.position.addScaledVector(fwd, f * MOVE_SPEED * d);
+        o.position.addScaledVector(rightV, s * MOVE_SPEED * d);
+        moved = true;
+      }
+    }
+    if (rs) {
+      const climb = -(rs.yAxis ?? 0); // push up = ascend
+      const turn = rs.xAxis ?? 0;
+      if (Math.abs(climb) > DEADZONE) {
+        o.position.y += climb * MOVE_SPEED * d;
+        moved = true;
+      }
+      if (Math.abs(turn) > DEADZONE) {
+        o.rotation.y -= turn * TURN_SPEED * d;
+        moved = true;
+      }
+    }
+    if (moved) focus.current.active = false; // any input cancels the glide
+
+    // --- fly-to-focus ---
+    const fs = focus.current;
+    const group = graphGroupRef.current;
+    if (fs.active && fs.node && group && fs.node.x != null) {
+      worldPos.set(fs.node.x, fs.node.y ?? 0, fs.node.z ?? 0);
+      group.localToWorld(worldPos);
+      camera.getWorldPosition(camPos);
+
+      // place camera viewDistance behind the node along current view dir
+      desired.copy(worldPos).addScaledVector(fwd, -config.viewDistance);
+      delta.copy(desired).sub(camPos);
+
+      const alpha =
+        config.mode === "snap"
+          ? 1
+          : 1 - Math.exp(-d / Math.max(0.05, config.durationSec / 3));
+      o.position.addScaledVector(delta, alpha);
+
+      fs.elapsed += d;
+      if (
+        config.mode === "snap" ||
+        delta.length() < 0.03 ||
+        fs.elapsed > config.durationSec * 3
+      ) {
+        fs.active = false;
+      }
+    }
+  });
+
+  // AimAnchor lives INSIDE the origin so the controller's target-ray pose is in
+  // the same moved frame as you — otherwise the ray casts from world origin
+  // after you fly.
+  return (
+    <XROrigin ref={originRef}>
+      <AimAnchor hand="right" anchorRef={aimRef} />
+    </XROrigin>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Reader panel — anchored in front of the viewer (so distant notes are still
+// readable). Shows the note body plus clickable "link chips" for the notes it
+// links to (the wikilinks = graph edges). Clicking a chip smoothly flies you to
+// that note and the reader follows it.
+// ---------------------------------------------------------------------------
+const MAX_CHIPS = 6;
+
+function linkEndId(end: string | GraphNode): string {
+  return typeof end === "object" ? end.id : end;
+}
+
+function getNeighbors(node: GraphNode, graph: GraphData): GraphNode[] {
+  const byId = new Map(graph.nodes.map((n) => [n.id, n]));
+  const out: GraphNode[] = [];
+  const seen = new Set<string>();
+  for (const l of graph.links) {
+    const s = linkEndId(l.source);
+    const t = linkEndId(l.target);
+    let otherId: string | null = null;
+    if (s === node.id) otherId = t;
+    else if (t === node.id) otherId = s;
+    if (otherId && !seen.has(otherId)) {
+      seen.add(otherId);
+      const n = byId.get(otherId);
+      if (n) out.push(n);
+    }
+  }
+  return out;
+}
+
+function makeChipTexture(label: string, color: string): THREE.CanvasTexture {
+  const W = 512;
+  const H = 64;
+  const canvas = document.createElement("canvas");
+  canvas.width = W;
+  canvas.height = H;
+  const ctx = canvas.getContext("2d")!;
+  ctx.fillStyle = "rgba(20,28,44,0.96)";
+  roundRect(ctx, 0, 0, W, H, 14);
+  ctx.fill();
+  ctx.strokeStyle = color;
+  ctx.lineWidth = 3;
+  roundRect(ctx, 1.5, 1.5, W - 3, H - 3, 14);
+  ctx.stroke();
+  ctx.fillStyle = color;
+  ctx.beginPath();
+  ctx.arc(34, H / 2, 11, 0, Math.PI * 2);
+  ctx.fill();
+  ctx.fillStyle = "#e8eef7";
+  ctx.font = "27px Inter, system-ui, sans-serif";
+  ctx.textBaseline = "middle";
+  ctx.fillText(truncate(ctx, label, W - 90), 58, H / 2 + 2);
+  const tex = new THREE.CanvasTexture(canvas);
+  tex.anisotropy = 4;
+  tex.needsUpdate = true;
+  return tex;
+}
+
+function Chip({
+  label,
+  color,
+  y,
+  onClick,
+}: {
+  label: string;
+  color: string;
+  y: number;
+  onClick: () => void;
+}) {
+  const tex = useMemo(() => makeChipTexture(label, color), [label, color]);
+  return (
+    <mesh
+      position={[0, y, 0.001]}
+      onClick={(e) => {
+        e.stopPropagation();
+        onClick();
+      }}
+    >
+      <planeGeometry args={[1.0, 0.12]} />
+      <meshBasicMaterial map={tex} transparent toneMapped={false} />
+    </mesh>
+  );
+}
+
+function ReaderPanel({
+  node,
+  graph,
+  graphGroupRef,
+  onNavigate,
+  onClose,
+}: {
+  node: GraphNode;
+  graph: GraphData;
+  graphGroupRef: React.MutableRefObject<THREE.Group | null>;
+  onNavigate: (target: GraphNode) => void;
+  onClose: () => void;
+}) {
+  const groupRef = useRef<THREE.Group>(null);
+  const { camera } = useThree();
+
+  const texture = useMemo(() => makeTextTexture(node), [node]);
+  const neighbors = useMemo(() => getNeighbors(node, graph), [node, graph]);
+  const worldPos = useMemo(() => new THREE.Vector3(), []);
+  const toCam = useMemo(() => new THREE.Vector3(), []);
+  const camPos = useMemo(() => new THREE.Vector3(), []);
+  const camQuat = useMemo(() => new THREE.Quaternion(), []);
+
+  useFrame(() => {
+    const g = groupRef.current;
+    const grp = graphGroupRef.current;
+    if (!g || !grp || node.x == null) return;
+    // Use the camera's WORLD transform (in XR the camera is nested, so its
+    // local transform points at origin). Anchor near the node, pushed toward
+    // the viewer, and billboard to always face you.
+    camera.getWorldPosition(camPos);
+    camera.getWorldQuaternion(camQuat);
+    worldPos.set(node.x, node.y ?? 0, node.z ?? 0);
+    grp.localToWorld(worldPos);
+    toCam.copy(camPos).sub(worldPos);
+    const dist = toCam.length();
+    if (dist > 0.001) {
+      toCam.divideScalar(dist);
+      const radius = Math.cbrt(nodeVal(node)) * 4 * GRAPH_SCALE + 0.3;
+      worldPos.addScaledVector(toCam, Math.min(radius, dist * 0.6));
+    }
+    g.position.copy(worldPos);
+    g.quaternion.copy(camQuat);
+  });
+
+  const shown = neighbors.slice(0, MAX_CHIPS);
+  const chipTop = -0.34;
+  const chipStep = -0.135;
+
+  return (
+    <group ref={groupRef} scale={0.6}>
+      {/* body */}
+      <mesh position={[0, 0.18, 0]}>
+        <planeGeometry args={[1.0, 0.75]} />
+        <meshBasicMaterial map={texture} transparent toneMapped={false} />
+      </mesh>
+      {/* close button */}
+      <mesh
+        position={[0.46, 0.58, 0.001]}
+        onClick={(e) => {
+          e.stopPropagation();
+          onClose();
+        }}
+      >
+        <planeGeometry args={[0.1, 0.1]} />
+        <meshBasicMaterial color="#3a2630" transparent opacity={0.9} toneMapped={false} />
+      </mesh>
+      {/* link chips */}
+      {shown.length > 0 && (
+        <Chip label="Links ↓" color="#5a6680" y={chipTop - chipStep} onClick={() => {}} />
+      )}
+      {shown.map((n, i) => (
+        <Chip
+          key={n.id}
+          label={`→ ${n.name}`}
+          color={nodeColor(n)}
+          y={chipTop + i * chipStep}
+          onClick={() => onNavigate(n)}
+        />
+      ))}
+    </group>
+  );
+}
+
+function makeTextTexture(node: GraphNode): THREE.CanvasTexture {
+  const W = 640;
+  const H = 480;
+  const canvas = document.createElement("canvas");
+  canvas.width = W;
+  canvas.height = H;
+  const ctx = canvas.getContext("2d")!;
+  ctx.fillStyle = "rgba(13,18,28,0.92)";
+  roundRect(ctx, 0, 0, W, H, 18);
+  ctx.fill();
+  ctx.strokeStyle = nodeColor(node);
+  ctx.lineWidth = 4;
+  roundRect(ctx, 2, 2, W - 4, H - 4, 18);
+  ctx.stroke();
+
+  const pad = 28;
+  ctx.textBaseline = "top";
+  ctx.fillStyle = "#e8eef7";
+  ctx.font = "bold 34px Inter, system-ui, sans-serif";
+  ctx.fillText(truncate(ctx, node.name, W - pad * 2), pad, pad);
+
+  ctx.fillStyle = "#7d8aa0";
+  ctx.font = "18px Inter, system-ui, sans-serif";
+  ctx.fillText(truncate(ctx, node.path || node.type, W - pad * 2), pad, pad + 44);
+
+  ctx.fillStyle = "#c4cee0";
+  ctx.font = "20px Inter, system-ui, sans-serif";
+  const body = (node.content || "(no content)").replace(/\r/g, "");
+  wrapText(ctx, body, pad, pad + 86, W - pad * 2, 27, H - pad);
+
+  const tex = new THREE.CanvasTexture(canvas);
+  tex.anisotropy = 4;
+  tex.needsUpdate = true;
+  return tex;
+}
+
+function roundRect(
+  ctx: CanvasRenderingContext2D,
+  x: number,
+  y: number,
+  w: number,
+  h: number,
+  r: number
+) {
+  ctx.beginPath();
+  ctx.moveTo(x + r, y);
+  ctx.arcTo(x + w, y, x + w, y + h, r);
+  ctx.arcTo(x + w, y + h, x, y + h, r);
+  ctx.arcTo(x, y + h, x, y, r);
+  ctx.arcTo(x, y, x + w, y, r);
+  ctx.closePath();
+}
+
+function truncate(ctx: CanvasRenderingContext2D, text: string, maxW: number): string {
+  if (ctx.measureText(text).width <= maxW) return text;
+  let t = text;
+  while (t.length > 1 && ctx.measureText(t + "…").width > maxW) t = t.slice(0, -1);
+  return t + "…";
+}
+
+function wrapText(
+  ctx: CanvasRenderingContext2D,
+  text: string,
+  x: number,
+  y: number,
+  maxW: number,
+  lineH: number,
+  maxY: number
+) {
+  let cy = y;
+  for (const rawLine of text.split("\n")) {
+    const words = rawLine.split(/\s+/);
+    let line = "";
+    for (const word of words) {
+      const test = line ? line + " " + word : word;
+      if (ctx.measureText(test).width > maxW && line) {
+        ctx.fillText(line, x, cy);
+        cy += lineH;
+        line = word;
+        if (cy > maxY - lineH) {
+          ctx.fillText("…", x, cy);
+          return;
+        }
+      } else {
+        line = test;
+      }
+    }
+    if (line) {
+      ctx.fillText(line, x, cy);
+      cy += lineH;
+    }
+    if (cy > maxY - lineH) return;
+  }
+}
+
+// ---------------------------------------------------------------------------
+// Debug HUD — a small panel locked in front of the camera showing which XR
+// inputs the session actually sees (controllers vs hands) and live thumbstick
+// values. Temporary, for diagnosing "nothing responds inside VR".
+// ---------------------------------------------------------------------------
+function DebugHUD() {
+  const { camera } = useThree();
+  const lc = useXRInputSourceState("controller", "left");
+  const rc = useXRInputSourceState("controller", "right");
+  const lh = useXRInputSourceState("hand", "left");
+  const rh = useXRInputSourceState("hand", "right");
+  const mode = useXR((s) => s.mode);
+  const session = useXR((s) => s.session);
+  const inputStates = useXR((s) => s.inputSourceStates);
+
+  const groupRef = useRef<THREE.Group>(null);
+  const sprite = useMemo(() => {
+    const s = new SpriteText("…");
+    s.textHeight = 0.035;
+    s.color = "#8affc0";
+    s.backgroundColor = "rgba(0,0,0,0.75)";
+    s.padding = 0.012;
+    s.fontFace = "monospace";
+    s.raycast = () => {}; // never a pointer target (see makeNode note)
+    return s;
+  }, []);
+
+  const fwd = useMemo(() => new THREE.Vector3(), []);
+  const down = useMemo(() => new THREE.Vector3(), []);
+
+  useFrame(() => {
+    const g = groupRef.current;
+    if (!g) return;
+    fwd.set(0, 0, -1).applyQuaternion(camera.quaternion);
+    down.set(0, -1, 0).applyQuaternion(camera.quaternion);
+    g.position.copy(camera.position).addScaledVector(fwd, 1.0).addScaledVector(down, 0.32);
+    g.quaternion.copy(camera.quaternion);
+
+    const ls = lc?.gamepad?.["xr-standard-thumbstick"];
+    const rs = rc?.gamepad?.["xr-standard-thumbstick"];
+    const f = (n?: number) => (n ?? 0).toFixed(2);
+    const blend = session?.environmentBlendMode ?? "-";
+    const types = inputStates.map((s) => (s as { type?: string }).type ?? "?").join(",") || "none";
+    sprite.text =
+      `mode:${mode ?? "-"}  blend:${blend}\n` +
+      `inputs:${inputStates.length} [${types}]\n` +
+      `Lctrl:${lc ? "YES" : "no"}  stick(${f(ls?.xAxis)},${f(ls?.yAxis)})\n` +
+      `Rctrl:${rc ? "YES" : "no"}  stick(${f(rs?.xAxis)},${f(rs?.yAxis)})  A:${rc?.gamepad?.["a-button"]?.state ?? "-"}\n` +
+      `Lhand:${lh ? "YES" : "no"}   Rhand:${rh ? "YES" : "no"}`;
+  });
+
+  return (
+    <group ref={groupRef}>
+      <primitive object={sprite} />
+    </group>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// Backdrop: an opaque environment sphere + faint starfield. Without this, an
+// immersive session can leave the periphery transparent (you see passthrough /
+// "edges" where the scene background doesn't reach). The inward-facing sphere
+// guarantees solid space in every direction; the stars give depth/parallax so
+// flying feels like moving through space rather than staring at a panel.
+// ---------------------------------------------------------------------------
+function Backdrop({ visible }: { visible: boolean }) {
+  const stars = useMemo(() => {
+    const N = 1500;
+    const pos = new Float32Array(N * 3);
+    for (let i = 0; i < N; i++) {
+      // random direction on a sphere, random radius in a big shell
+      const theta = Math.random() * Math.PI * 2;
+      const phi = Math.acos(2 * Math.random() - 1);
+      const r = 30 + Math.random() * 320;
+      pos[i * 3] = r * Math.sin(phi) * Math.cos(theta);
+      pos[i * 3 + 1] = r * Math.sin(phi) * Math.sin(theta);
+      pos[i * 3 + 2] = r * Math.cos(phi);
+    }
+    const g = new THREE.BufferGeometry();
+    g.setAttribute("position", new THREE.BufferAttribute(pos, 3));
+    return g;
+  }, []);
+
+  const noRaycast = () => {};
+  // Drawn first (renderOrder -1000) with depth test/write off so it fills the
+  // whole framebuffer with opaque color — this reliably occludes passthrough in
+  // an alpha-blend AR session, giving a solid "void". Hide it to reveal
+  // passthrough (graph in your room).
+  return (
+    <group visible={visible}>
+      <mesh raycast={noRaycast} renderOrder={-1000}>
+        <sphereGeometry args={[400, 32, 16]} />
+        <meshBasicMaterial
+          color="#0b0e14"
+          side={THREE.BackSide}
+          fog={false}
+          depthTest={false}
+          depthWrite={false}
+        />
+      </mesh>
+      <points geometry={stars} raycast={noRaycast}>
+        <pointsMaterial
+          size={0.7}
+          sizeAttenuation
+          color="#9fb0cc"
+          transparent
+          opacity={0.7}
+          depthWrite={false}
+        />
+      </points>
+    </group>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// 360° equirectangular capture — so the view can be inspected outside the
+// headset. Renders the scene into a cube map from the head position, unwraps it
+// to a 2:1 equirect image, and POSTs it to the dev server (/__capture), which
+// writes it to ./captures. Trigger: right "A" button in VR, or the desktop
+// "Capture 360°" button.
+// ---------------------------------------------------------------------------
+const EQUIRECT_VERT = `
+  varying vec2 vUv;
+  void main() { vUv = uv; gl_Position = vec4(position.xy, 0.0, 1.0); }
+`;
+const EQUIRECT_FRAG = `
+  precision highp float;
+  varying vec2 vUv;
+  uniform samplerCube map;
+  #define PI 3.141592653589793
+  void main() {
+    float lon = (vUv.x - 0.5) * 2.0 * PI;
+    float lat = (vUv.y - 0.5) * PI;
+    vec3 dir = vec3(cos(lat) * sin(lon), sin(lat), cos(lat) * cos(lon));
+    gl_FragColor = textureCube(map, dir);
+  }
+`;
+
+function capture360(gl: THREE.WebGLRenderer, scene: THREE.Scene, camera: THREE.Camera) {
+  const cubeRT = new THREE.WebGLCubeRenderTarget(1024);
+  const cubeCam = new THREE.CubeCamera(0.05, 1000, cubeRT);
+  camera.getWorldPosition(cubeCam.position);
+
+  const W = 2048;
+  const H = 1024;
+  const outRT = new THREE.WebGLRenderTarget(W, H);
+  const eqScene = new THREE.Scene();
+  const eqCam = new THREE.Camera();
+  const mat = new THREE.ShaderMaterial({
+    uniforms: { map: { value: cubeRT.texture } },
+    vertexShader: EQUIRECT_VERT,
+    fragmentShader: EQUIRECT_FRAG,
+  });
+  const quad = new THREE.Mesh(new THREE.PlaneGeometry(2, 2), mat);
+  eqScene.add(quad);
+
+  const prevXrEnabled = gl.xr.enabled;
+  const prevTarget = gl.getRenderTarget();
+  try {
+    gl.xr.enabled = false; // render off-screen without the XR framebuffer
+    cubeCam.update(gl, scene);
+    gl.setRenderTarget(outRT);
+    gl.render(eqScene, eqCam);
+
+    const pixels = new Uint8Array(W * H * 4);
+    gl.readRenderTargetPixels(outRT, 0, 0, W, H, pixels);
+
+    const canvas = document.createElement("canvas");
+    canvas.width = W;
+    canvas.height = H;
+    const ctx = canvas.getContext("2d")!;
+    const img = ctx.createImageData(W, H);
+    for (let y = 0; y < H; y++) {
+      const src = (H - 1 - y) * W * 4; // GL framebuffer is bottom-up
+      img.data.set(pixels.subarray(src, src + W * 4), y * W * 4);
+    }
+    ctx.putImageData(img, 0, 0);
+    const dataUrl = canvas.toDataURL("image/png");
+    fetch("/__capture", {
+      method: "POST",
+      headers: { "content-type": "application/json" },
+      body: JSON.stringify({ dataUrl }),
+    }).catch(() => {});
+  } finally {
+    gl.setRenderTarget(prevTarget);
+    gl.xr.enabled = prevXrEnabled;
+    cubeRT.dispose();
+    outRT.dispose();
+    mat.dispose();
+    quad.geometry.dispose();
+  }
+}
+
+function ControllerButtons({
+  captureRequest,
+  onTogglePassthrough,
+  onToggleDebug,
+}: {
+  captureRequest: React.MutableRefObject<boolean>;
+  onTogglePassthrough: () => void;
+  onToggleDebug: () => void;
+}) {
+  const { gl, scene, camera } = useThree();
+  const right = useXRInputSourceState("controller", "right");
+  const left = useXRInputSourceState("controller", "left");
+  const prevA = useRef(false);
+  const prevStick = useRef(false);
+  const prevX = useRef(false);
+  const prevY = useRef(false);
+
+  useFrame(() => {
+    const a = right?.gamepad?.["a-button"]?.state === "pressed";
+    // 360 capture moved to left-thumbstick click (B is now node grab).
+    const stickClick = left?.gamepad?.["xr-standard-thumbstick"]?.state === "pressed";
+    const x = left?.gamepad?.["x-button"]?.state === "pressed";
+    const y = left?.gamepad?.["y-button"]?.state === "pressed";
+    if (a && !prevA.current) onTogglePassthrough(); // A = passthrough / void
+    if (stickClick && !prevStick.current) captureRequest.current = true;
+    if (x && !prevX.current) store.getState().session?.end?.(); // X = exit XR
+    if (y && !prevY.current) onToggleDebug(); // Y = toggle debug overlays
+    prevA.current = a;
+    prevStick.current = stickClick;
+    prevX.current = x;
+    prevY.current = y;
+
+    if (captureRequest.current) {
+      captureRequest.current = false;
+      capture360(gl, scene as THREE.Scene, camera);
+    }
+  });
+  return null;
+}
+
+// ---------------------------------------------------------------------------
+// Node moving (Obsidian-style) — hold B + point at a node to drag it; the force
+// sim reheats so neighbours react. Double-tap B to anchor/unanchor a node.
+// Haptics ramp with edge stretch and hard-stop against anchored neighbours.
+// ---------------------------------------------------------------------------
+const LINK_REST = 30; // sim units (matches d3 link default) — the "natural" edge length
+const MAX_STRETCH = 1.6; // hard stop against anchored neighbours at this × current rest
+const LINK_ADJUST_RATE = 50; // sim units/sec the L/R triggers grow/shrink edge rest length
+const LINK_MIN = 8;
+const LINK_MAX = 140;
+const HOLD_MS = 170; // press longer than this = grab; shorter = tap
+const DOUBLE_TAP_MS = 350;
+
+function hapticPulse(state: any, intensity: number, ms: number) {
+  try {
+    const acts = state?.inputSource?.gamepad?.hapticActuators;
+    acts?.[0]?.pulse?.(Math.max(0, Math.min(1, intensity)), ms);
+  } catch {
+    /* not all controllers support haptics */
+  }
+}
+
+function NodeInteraction({
+  fgRef,
+  graphGroupRef,
+  graph,
+  anchoredRef,
+  onAnchorChange,
+  onOpen,
+  aimRef,
+  debug,
+}: {
+  fgRef: React.MutableRefObject<any>;
+  graphGroupRef: React.MutableRefObject<THREE.Group | null>;
+  graph: GraphData;
+  anchoredRef: React.MutableRefObject<Set<string>>;
+  onAnchorChange: () => void;
+  onOpen: (node: GraphNode) => void;
+  aimRef: React.MutableRefObject<THREE.Object3D | null>;
+  debug: boolean;
+}) {
+  const right = useXRInputSourceState("controller", "right");
+  const left = useXRInputSourceState("controller", "left");
+  const { camera } = useThree();
+
+  const hovered = useRef<GraphNode | null>(null);
+  const trigDown = useRef(false);
+  const linkDist = useRef(LINK_REST); // current edge rest length (triggers adjust it)
+
+  const bDown = useRef(false);
+  const bDownAt = useRef(0);
+  const pressNode = useRef<GraphNode | null>(null); // node aimed at when B was pressed
+  const grabbing = useRef<GraphNode | null>(null);
+  const grabNeighbors = useRef<GraphNode[]>([]);
+  const offsetVec = useRef(new THREE.Vector3()); // node pos in controller space
+  const lastTapAt = useRef(0);
+  const lastTapId = useRef<string | null>(null);
+
+  const failLogged = useRef(false);
+  const dbg = (m: string) => {
+    if (debug) console.warn("[grab] " + m);
+  };
+
+  const raycaster = useMemo(() => new THREE.Raycaster(), []);
+  const origin = useMemo(() => new THREE.Vector3(), []);
+  const rayDir = useMemo(() => new THREE.Vector3(), []);
+  const nodeWorld = useMemo(() => new THREE.Vector3(), []);
+  const target = useMemo(() => new THREE.Vector3(), []);
+  const nbPos = useMemo(() => new THREE.Vector3(), []);
+  const dir = useMemo(() => new THREE.Vector3(), []);
+  const hlPos = useMemo(() => new THREE.Vector3(), []);
+  const FWD = useMemo(() => new THREE.Vector3(0, 0, -1), []);
+
+  // debug/feedback visuals
+  const rayRef = useRef<THREE.Group>(null);
+  const hlRef = useRef<THREE.Mesh>(null);
+
+  const toggleAnchor = (node: GraphNode) => {
+    const set = anchoredRef.current;
+    if (set.has(node.id)) {
+      set.delete(node.id);
+      node.fx = node.fy = node.fz = undefined;
+    } else {
+      set.add(node.id);
+      node.fx = node.x;
+      node.fy = node.y;
+      node.fz = node.z;
+    }
+    onAnchorChange();
+    fgRef.current?.d3ReheatSimulation?.();
+    hapticPulse(right, 0.7, 90);
+  };
+
+  useFrame((_, delta) => {
+    const aim = aimRef.current;
+    const pressed = right?.gamepad?.["b-button"]?.state === "pressed";
+    const now = performance.now();
+    const g = graphGroupRef.current;
+
+    // --- hover: raycast from the controller's aim ray against the graph ---
+    if (aim && g) {
+      aim.updateWorldMatrix(true, false);
+      origin.setFromMatrixPosition(aim.matrixWorld);
+      rayDir.set(0, 0, -1).transformDirection(aim.matrixWorld);
+
+      // keep the debug ray glued to the actual ray we cast
+      const rg = rayRef.current;
+      if (rg) {
+        rg.position.copy(origin);
+        rg.quaternion.setFromUnitVectors(FWD, rayDir);
+      }
+
+      if (!grabbing.current) {
+        g.updateMatrixWorld(true); // node positions are updated each tick — refresh
+        raycaster.set(origin, rayDir);
+        raycaster.camera = camera;
+        const hits = raycaster.intersectObjects(g.children, true);
+        let found: GraphNode | null = null;
+        for (const h of hits) {
+          let o: THREE.Object3D | null = h.object;
+          while (o) {
+            const oo = o as unknown as { __graphObjType?: string; __data?: GraphNode };
+            if (oo.__graphObjType === "node" && oo.__data) {
+              found = oo.__data;
+              break;
+            }
+            o = o.parent;
+          }
+          if (found) break;
+        }
+        hovered.current = found;
+      }
+
+      // highlight the hovered node so selection is visible (debug only)
+      const hm = hlRef.current;
+      const hn = hovered.current;
+      if (hm && debug) {
+        if (hn && hn.x != null) {
+          hlPos.set(hn.x, hn.y ?? 0, hn.z ?? 0);
+          g.localToWorld(hlPos);
+          hm.position.copy(hlPos);
+          hm.scale.setScalar(Math.cbrt(nodeVal(hn)) * 4 * GRAPH_SCALE + 0.04);
+          hm.visible = true;
+        } else {
+          hm.visible = false;
+        }
+      }
+    }
+
+    // --- trigger: open the hovered node (only when not dragging) ---
+    const trig = right?.gamepad?.["xr-standard-trigger"]?.state === "pressed";
+    if (trig && !trigDown.current && hovered.current && !grabbing.current) {
+      onOpen(hovered.current);
+    }
+    trigDown.current = trig;
+
+    // edge: press — capture the node we're aiming at now (forgiving grab)
+    if (pressed && !bDown.current) {
+      bDown.current = true;
+      bDownAt.current = now;
+      pressNode.current = hovered.current;
+      failLogged.current = false;
+      dbg(`B down: hovered=${hovered.current?.id ?? "none"} aim=${!!aim} g=${!!g}`);
+    }
+
+    // diagnose why a held B might not start a grab
+    if (
+      pressed &&
+      bDown.current &&
+      !grabbing.current &&
+      now - bDownAt.current > HOLD_MS &&
+      !failLogged.current &&
+      !(pressNode.current && aim && g)
+    ) {
+      failLogged.current = true;
+      dbg(`no grab: pressNode=${pressNode.current?.id ?? "null"} aim=${!!aim} g=${!!g}`);
+    }
+
+    // start grab once held past threshold (uses the node captured at press)
+    if (
+      pressed &&
+      bDown.current &&
+      !grabbing.current &&
+      now - bDownAt.current > HOLD_MS &&
+      pressNode.current &&
+      aim &&
+      g
+    ) {
+      const node = pressNode.current;
+      dbg(`GRAB START ${node.id}`);
+      grabbing.current = node;
+      // keep the sim gently warm during the drag (standard d3 drag pattern) —
+      // reheating to full alpha every frame is what caused the jitter.
+      fgRef.current?.d3AlphaTarget?.(0.3);
+      grabNeighbors.current = getNeighbors(node, graph);
+      nodeWorld.set(node.x ?? 0, node.y ?? 0, node.z ?? 0);
+      g.localToWorld(nodeWorld);
+      aim.updateWorldMatrix(true, false);
+      offsetVec.current.copy(nodeWorld).applyMatrix4(aim.matrixWorld.clone().invert());
+      node.fx = node.x;
+      node.fy = node.y;
+      node.fz = node.z;
+      hapticPulse(right, 0.4, 40);
+    }
+
+    // drag
+    if (grabbing.current && aim && g) {
+      const node = grabbing.current;
+
+      // stretchier edges: left trigger lengthens the link rest length (graph
+      // breathes outward), right trigger shortens it (pulls tight). Applied
+      // globally to the d3 link force; persists after release.
+      const lTrig = left?.gamepad?.["xr-standard-trigger"]?.button ?? 0;
+      const rTrig = right?.gamepad?.["xr-standard-trigger"]?.button ?? 0;
+      const adj = (lTrig - rTrig) * LINK_ADJUST_RATE * delta;
+      if (adj !== 0) {
+        linkDist.current = Math.max(LINK_MIN, Math.min(LINK_MAX, linkDist.current + adj));
+        fgRef.current?.d3Force?.("link")?.distance?.(linkDist.current);
+      }
+      const rest = linkDist.current;
+
+      aim.updateWorldMatrix(true, false);
+      target.copy(offsetVec.current).applyMatrix4(aim.matrixWorld);
+      g.worldToLocal(target); // sim-local target
+
+      // tension: ratio across neighbours; hard-stop against anchored ones
+      let maxRatio = 0;
+      for (const nb of grabNeighbors.current) {
+        if (nb.x == null) continue;
+        nbPos.set(nb.x, nb.y ?? 0, nb.z ?? 0);
+        const d = target.distanceTo(nbPos);
+        maxRatio = Math.max(maxRatio, d / rest);
+        if (anchoredRef.current.has(nb.id) && d > rest * MAX_STRETCH) {
+          dir.copy(target).sub(nbPos).setLength(rest * MAX_STRETCH);
+          target.copy(nbPos).add(dir);
+        }
+      }
+      node.fx = target.x;
+      node.fy = target.y;
+      node.fz = target.z;
+      // no per-frame reheat — alphaTarget keeps the sim running smoothly
+
+      const intensity = Math.min(1, Math.max(0, (maxRatio - 1) / (MAX_STRETCH - 1)));
+      if (intensity > 0.03) hapticPulse(right, intensity, 25);
+    }
+
+    // edge: release
+    if (!pressed && bDown.current) {
+      bDown.current = false;
+      dbg(`B up: grabbing=${grabbing.current?.id ?? "none"} held=${Math.round(now - bDownAt.current)}ms`);
+      if (grabbing.current) {
+        const node = grabbing.current;
+        if (!anchoredRef.current.has(node.id)) {
+          node.fx = node.fy = node.fz = undefined; // let the sim take over
+        }
+        fgRef.current?.d3AlphaTarget?.(0); // let it cool and settle
+        hapticPulse(right, 0.2, 30);
+        grabbing.current = null;
+      } else if (now - bDownAt.current <= HOLD_MS) {
+        // a tap — check for double-tap on the same node → toggle anchor
+        const tapped = pressNode.current;
+        const id = tapped?.id ?? null;
+        if (id && id === lastTapId.current && now - lastTapAt.current < DOUBLE_TAP_MS) {
+          toggleAnchor(tapped!);
+          lastTapId.current = null;
+          lastTapAt.current = 0;
+        } else {
+          lastTapId.current = id;
+          lastTapAt.current = now;
+        }
+      }
+    }
+  });
+
+  if (!debug) return null;
+  return (
+    <>
+      {/* debug: the exact ray we raycast with — compare to the grey aim ray */}
+      <group ref={rayRef}>
+        <mesh position={[0, 0, -3]} raycast={() => {}}>
+          <boxGeometry args={[0.006, 0.006, 6]} />
+          <meshBasicMaterial color="#39ff88" toneMapped={false} />
+        </mesh>
+      </group>
+      {/* highlight ring around the currently-targeted node */}
+      <mesh ref={hlRef} visible={false} raycast={() => {}}>
+        <sphereGeometry args={[1, 16, 12]} />
+        <meshBasicMaterial color="#ffffff" wireframe transparent opacity={0.55} toneMapped={false} />
+      </mesh>
+    </>
+  );
+}
+
+// Anchors an (invisible) object to a controller's target-ray space so others
+// can read where it points. Rendered BEFORE NodeInteraction so its pose is
+// fresh (updated earlier in the frame) when the raycast reads it.
+function AimAnchor({
+  hand,
+  anchorRef,
+}: {
+  hand: "left" | "right";
+  anchorRef: React.MutableRefObject<THREE.Object3D | null>;
+}) {
+  const state = useXRInputSourceState("controller", hand);
+  const raySpace = state?.inputSource?.targetRaySpace;
+  if (!raySpace) return null;
+  return (
+    <XRSpace space={raySpace}>
+      <object3D ref={anchorRef} />
+    </XRSpace>
+  );
+}
+
+function AnchorMarkers({
+  graph,
+  anchoredRef,
+  version,
+}: {
+  graph: GraphData;
+  anchoredRef: React.MutableRefObject<Set<string>>;
+  version: number;
+}) {
+  const nodes = useMemo(
+    () => [...anchoredRef.current].map((id) => graph.nodes.find((n) => n.id === id)).filter(Boolean) as GraphNode[],
+    [graph, anchoredRef, version]
+  );
+  const refs = useRef<(THREE.Mesh | null)[]>([]);
+
+  useFrame(() => {
+    nodes.forEach((n, i) => {
+      const m = refs.current[i];
+      if (m && n.x != null) m.position.set(n.x, n.y ?? 0, n.z ?? 0);
+    });
+  });
+
+  return (
+    <>
+      {nodes.map((n, i) => (
+        <mesh
+          key={n.id}
+          ref={(el) => (refs.current[i] = el)}
+          raycast={() => {}}
+        >
+          <torusGeometry args={[nodeVal(n) * 2 + 6, 0.8, 8, 24]} />
+          <meshBasicMaterial color="#ffd45a" toneMapped={false} />
+        </mesh>
+      ))}
+    </>
+  );
+}
+
+// ---------------------------------------------------------------------------
+// App + desktop overlay
+// ---------------------------------------------------------------------------
+export function App() {
+  const [graph, setGraph] = useState<GraphData | null>(null);
+  const [error, setError] = useState<string | null>(null);
+  const [config, setConfig] = useState<TransitionConfig>(DEFAULT_TRANSITION);
+  const [focusNode, setFocusNode] = useState<GraphNode | null>(null);
+  const [passthrough, setPassthrough] = useState(false);
+  const [anchorVersion, setAnchorVersion] = useState(0);
+  const [debug, setDebug] = useState(true);
+
+  const focus = useRef<FocusState>({ node: null, active: false, elapsed: 0 });
+  const graphGroupRef = useRef<THREE.Group>(null);
+  const captureRequest = useRef(false);
+  const fgRef = useRef<any>(null);
+  const anchoredRef = useRef<Set<string>>(new Set());
+  const aimRef = useRef<THREE.Object3D | null>(null);
+
+  useEffect(() => {
+    loadGraph().then(setGraph).catch((e) => setError(String(e)));
+  }, []);
+
+  // fly=false → just open the reader (node click); fly=true → smoothly travel
+  // to the node (following a wikilink chip in the reader).
+  const handleSelect = useCallback((node: GraphNode, fly = false) => {
+    focus.current = { node, active: fly, elapsed: 0 };
+    setFocusNode(node);
+  }, []);
+
+  return (
+    <>
+      <Overlay
+        config={config}
+        setConfig={setConfig}
+        focusNode={focusNode}
+        nodeCount={graph?.nodes.length ?? 0}
+        linkCount={graph?.links.length ?? 0}
+        error={error}
+        onCapture={() => (captureRequest.current = true)}
+        passthrough={passthrough}
+        onTogglePassthrough={() => setPassthrough((p) => !p)}
+      />
+      <Canvas camera={{ position: [0, 1.6, 0], near: 0.05, far: 1000 }}>
+        {/* No opaque scene background in passthrough mode, so the AR compositor
+            shows your room; the Backdrop provides the void otherwise. */}
+        {!passthrough && <color attach="background" args={["#0b0e14"]} />}
+        <ambientLight intensity={0.85} />
+        <directionalLight position={[6, 12, 6]} intensity={0.5} />
+        <Backdrop visible={!passthrough} />
+        <XR store={store}>
+          <Rig focus={focus} config={config} graphGroupRef={graphGroupRef} aimRef={aimRef} />
+          {debug && <DebugHUD />}
+          <ControllerButtons
+            captureRequest={captureRequest}
+            onTogglePassthrough={() => setPassthrough((p) => !p)}
+            onToggleDebug={() => setDebug((d) => !d)}
+          />
+          {graph && (
+            <NodeInteraction
+              fgRef={fgRef}
+              graphGroupRef={graphGroupRef}
+              graph={graph}
+              anchoredRef={anchoredRef}
+              onAnchorChange={() => setAnchorVersion((v) => v + 1)}
+              onOpen={(node) => handleSelect(node, false)}
+              aimRef={aimRef}
+              debug={debug}
+            />
+          )}
+          {/* Trigger (raycast in NodeInteraction) opens a node; B grabs/moves it;
+              double-tap B anchors. No whole-graph grab. */}
+          <group ref={graphGroupRef} position={GRAPH_POSITION} scale={GRAPH_SCALE}>
+            {graph && <Graph data={graph} fgRef={fgRef} />}
+            {graph && (
+              <AnchorMarkers graph={graph} anchoredRef={anchoredRef} version={anchorVersion} />
+            )}
+          </group>
+          {focusNode && graph && (
+            <ReaderPanel
+              node={focusNode}
+              graph={graph}
+              graphGroupRef={graphGroupRef}
+              onNavigate={(target) => handleSelect(target, true)}
+              onClose={() => setFocusNode(null)}
+            />
+          )}
+        </XR>
+      </Canvas>
+    </>
+  );
+}
+
+function Overlay({
+  config,
+  setConfig,
+  focusNode,
+  nodeCount,
+  linkCount,
+  error,
+  onCapture,
+  passthrough,
+  onTogglePassthrough,
+}: {
+  config: TransitionConfig;
+  setConfig: (c: TransitionConfig) => void;
+  focusNode: GraphNode | null;
+  nodeCount: number;
+  linkCount: number;
+  error: string | null;
+  onCapture: () => void;
+  passthrough: boolean;
+  onTogglePassthrough: () => void;
+}) {
+  const [vrError, setVrError] = useState<string | null>(null);
+  // Enter as AR so passthrough is available; the opaque Backdrop provides the
+  // "void" when passthrough is toggled off (A button).
+  const enterXR = async () => {
+    try {
+      await store.enterAR();
+      setVrError(null);
+    } catch (e) {
+      setVrError(String(e));
+    }
+  };
+  const box: React.CSSProperties = {
+    position: "absolute",
+    top: 12,
+    left: 12,
+    zIndex: 10,
+    width: 280,
+    padding: 14,
+    borderRadius: 12,
+    background: "rgba(13,18,28,0.85)",
+    color: "#dce5f2",
+    font: "13px/1.5 Inter, system-ui, sans-serif",
+    border: "1px solid #243049",
+  };
+  const btn: React.CSSProperties = {
+    padding: "8px 14px",
+    borderRadius: 8,
+    border: "1px solid #2f6df0",
+    background: "#1b3a8a",
+    color: "white",
+    cursor: "pointer",
+    fontWeight: 600,
+  };
+
+  return (
+    <div style={box}>
+      <div style={{ fontWeight: 700, fontSize: 15, marginBottom: 8 }}>Vault Graph VR</div>
+      <div style={{ display: "flex", gap: 6 }}>
+        <button style={{ ...btn, flex: 1 }} onClick={enterXR}>
+          Enter XR
+        </button>
+        <button
+          style={{ ...btn, background: "#234", borderColor: "#2f3a52" }}
+          onClick={onCapture}
+          title="Render a 360° equirect snapshot to ./captures (or press B in VR)"
+        >
+          📷 360°
+        </button>
+      </div>
+      <button
+        style={{ ...btn, width: "100%", marginTop: 6, background: passthrough ? "#1b3a8a" : "#16203200", borderColor: passthrough ? "#2f6df0" : "#2f3a52" }}
+        onClick={onTogglePassthrough}
+        title="Toggle passthrough (graph in your room) vs void (graph in space) — A button in VR"
+      >
+        {passthrough ? "Passthrough: ON (room)" : "Passthrough: OFF (void)"}
+      </button>
+      <div style={{ marginTop: 10, color: "#8b97ab" }}>
+        {vrError ? (
+          <span style={{ color: "#ff8080" }}>VR: {vrError}</span>
+        ) : error ? (
+          <span style={{ color: "#ff8080" }}>{error}</span>
+        ) : (
+          `${nodeCount} notes · ${linkCount} links`
+        )}
+      </div>
+
+      <hr style={{ border: "none", borderTop: "1px solid #243049", margin: "12px 0" }} />
+
+      <div style={{ marginBottom: 6 }}>Transition</div>
+      <div style={{ display: "flex", gap: 6, marginBottom: 10 }}>
+        {(["smooth", "snap"] as const).map((m) => (
+          <button
+            key={m}
+            onClick={() => setConfig({ ...config, mode: m })}
+            style={{
+              ...btn,
+              flex: 1,
+              background: config.mode === m ? "#1b3a8a" : "#16203200",
+              borderColor: config.mode === m ? "#2f6df0" : "#2f3a52",
+            }}
+          >
+            {m}
+          </button>
+        ))}
+      </div>
+
+      <label style={{ display: "block", opacity: config.mode === "smooth" ? 1 : 0.4 }}>
+        glide {config.durationSec.toFixed(2)}s
+        <input
+          type="range"
+          min={0.2}
+          max={2.5}
+          step={0.05}
+          value={config.durationSec}
+          disabled={config.mode !== "smooth"}
+          onChange={(e) => setConfig({ ...config, durationSec: +e.target.value })}
+          style={{ width: "100%" }}
+        />
+      </label>
+
+      <label style={{ display: "block", marginTop: 4 }}>
+        view distance {config.viewDistance.toFixed(1)} m
+        <input
+          type="range"
+          min={1}
+          max={5}
+          step={0.1}
+          value={config.viewDistance}
+          onChange={(e) => setConfig({ ...config, viewDistance: +e.target.value })}
+          style={{ width: "100%" }}
+        />
+      </label>
+
+      {focusNode && (
+        <div style={{ marginTop: 10, color: "#8b97ab" }}>
+          focused: <span style={{ color: "#dce5f2" }}>{focusNode.name}</span>
+        </div>
+      )}
+
+      <hr style={{ border: "none", borderTop: "1px solid #243049", margin: "12px 0" }} />
+      <div style={{ color: "#7d8aa0", fontSize: 12 }}>
+        Trigger a node: open it · Link chip: fly to that note · Hold B on a node: move it ·
+        Double-tap B: anchor · L-stick: fly · R-stick: up/turn · A: passthrough · X: exit · Y: debug · L-stick-click: 360.
+      </div>
+    </div>
+  );
+}
diff --git a/extras/vault-graph-vr/src/config.ts b/extras/vault-graph-vr/src/config.ts
new file mode 100644
index 00000000..b8ebd739
--- /dev/null
+++ b/extras/vault-graph-vr/src/config.ts
@@ -0,0 +1,32 @@
+export type TransitionMode = "smooth" | "snap";
+
+export interface TransitionConfig {
+  mode: TransitionMode;
+  /** Seconds for the smooth glide to (mostly) settle. Ignored for "snap". */
+  durationSec: number;
+  /** How far in front of you the focused node ends up, in metres. */
+  viewDistance: number;
+}
+
+export const DEFAULT_TRANSITION: TransitionConfig = {
+  mode: "smooth",
+  durationSec: 0.9,
+  viewDistance: 2.4,
+};
+
+/** World metres per force-sim unit. Keeps a ~100-unit graph to ~5 m. */
+export const GRAPH_SCALE = 0.06;
+
+/**
+ * Where the graph's centre floats, in metres (x, y up, z forward is negative).
+ * Centred on the player's head height so you START INSIDE the graph (full 360),
+ * rather than looking at it as a cluster floating in front of you.
+ */
+export const GRAPH_POSITION: [number, number, number] = [0, 1.5, 0];
+
+/** Free-flight speed (m/s) and smooth-turn speed (rad/s) for the thumbsticks. */
+export const MOVE_SPEED = 4;
+export const TURN_SPEED = 1.5;
+
+/** Thumbstick deadzone. */
+export const DEADZONE = 0.15;
diff --git a/extras/vault-graph-vr/src/errorRelay.ts b/extras/vault-graph-vr/src/errorRelay.ts
new file mode 100644
index 00000000..8a259ce2
--- /dev/null
+++ b/extras/vault-graph-vr/src/errorRelay.ts
@@ -0,0 +1,62 @@
+// Relays browser logs/errors to the dev server so they can be read outside the
+// headset. Critically, it wraps console.error so errors that are otherwise
+// swallowed by `.catch(console.error)` (as @react-three/xr does for controller
+// layout loading) become visible in ./captures/debug.log.
+
+function stringify(args: unknown[]): string {
+  return args
+    .map((a) => {
+      if (a instanceof Error) return a.stack || `${a.name}: ${a.message}`;
+      if (typeof a === "object" && a !== null) {
+        try {
+          return JSON.stringify(a);
+        } catch {
+          return String(a);
+        }
+      }
+      return String(a);
+    })
+    .join(" ");
+}
+
+function post(level: string, args: unknown[]) {
+  try {
+    fetch("/__log", {
+      method: "POST",
+      headers: { "content-type": "text/plain" },
+      body: `[${level}] ${stringify(args)}`,
+      keepalive: true,
+    }).catch(() => {});
+  } catch {
+    /* ignore */
+  }
+}
+
+let installed = false;
+
+export function installErrorRelay() {
+  if (installed) return;
+  installed = true;
+
+  const origError = console.error.bind(console);
+  console.error = (...args: unknown[]) => {
+    post("error", args);
+    origError(...args);
+  };
+
+  const origWarn = console.warn.bind(console);
+  console.warn = (...args: unknown[]) => {
+    post("warn", args);
+    origWarn(...args);
+  };
+
+  window.addEventListener("error", (e) => {
+    post("window.error", [e.message, `${e.filename}:${e.lineno}:${e.colno}`, e.error]);
+  });
+
+  window.addEventListener("unhandledrejection", (e) => {
+    post("unhandledrejection", [e.reason]);
+  });
+
+  post("info", ["error relay installed"]);
+}
diff --git a/extras/vault-graph-vr/src/graph.ts b/extras/vault-graph-vr/src/graph.ts
new file mode 100644
index 00000000..bfdfdceb
--- /dev/null
+++ b/extras/vault-graph-vr/src/graph.ts
@@ -0,0 +1,32 @@
+import type { GraphData, GraphNode } from "./types";
+
+function hashHue(s: string): number {
+  let h = 0;
+  for (let i = 0; i < s.length; i++) h = (h * 31 + s.charCodeAt(i)) >>> 0;
+  return h % 360;
+}
+
+/** Node colour: notes coloured by folder, unresolved/dir/file have fixed hues. */
+export function nodeColor(n: GraphNode): string {
+  switch (n.type) {
+    case "unresolved":
+      return "#4a5160";
+    case "dir":
+      return "#ffcf6b";
+    case "file":
+      return "#7fd1b9";
+    default:
+      return `hsl(${hashHue(n.folder || "root")}, 65%, 62%)`;
+  }
+}
+
+/** Bigger nodes = more connected. */
+export function nodeVal(n: GraphNode): number {
+  return 1 + (n.degree || 0);
+}
+
+export async function loadGraph(url = "graph.json"): Promise<GraphData> {
+  const res = await fetch(url, { cache: "no-cache" });
+  if (!res.ok) throw new Error(`Failed to load ${url}: ${res.status}`);
+  return (await res.json()) as GraphData;
+}
diff --git a/extras/vault-graph-vr/src/main.tsx b/extras/vault-graph-vr/src/main.tsx
new file mode 100644
index 00000000..1934dd03
--- /dev/null
+++ b/extras/vault-graph-vr/src/main.tsx
@@ -0,0 +1,15 @@
+import React from "react";
+import ReactDOM from "react-dom/client";
+import { App } from "./App";
+import { installErrorRelay } from "./errorRelay";
+
+// Pipe console.error/warn, uncaught errors and unhandled rejections to the dev
+// server (/__log → ./captures/debug.log) so swallowed errors (e.g. the XR
+// controller-layout load that fails via `.catch(console.error)`) are visible.
+installErrorRelay();
+
+ReactDOM.createRoot(document.getElementById("root")!).render(
+  <React.StrictMode>
+    <App />
+  </React.StrictMode>
+);
diff --git a/extras/vault-graph-vr/src/types.ts b/extras/vault-graph-vr/src/types.ts
new file mode 100644
index 00000000..8efd4809
--- /dev/null
+++ b/extras/vault-graph-vr/src/types.ts
@@ -0,0 +1,32 @@
+export type NodeType = "note" | "unresolved" | "dir" | "file";
+
+export interface GraphNode {
+  id: string;
+  name: string;
+  type: NodeType;
+  path?: string;
+  folder?: string;
+  content?: string;
+  ext?: string;
+  degree?: number;
+  // injected by the force simulation at runtime:
+  x?: number;
+  y?: number;
+  z?: number;
+  // d3-force fixed-position pins (set to pin/drag a node, undefined to release):
+  fx?: number;
+  fy?: number;
+  fz?: number;
+}
+
+export interface GraphLink {
+  // strings before the sim runs, node refs after r3f-forcegraph processes them:
+  source: string | GraphNode;
+  target: string | GraphNode;
+  kind?: string;
+}
+
+export interface GraphData {
+  nodes: GraphNode[];
+  links: GraphLink[];
+}
diff --git a/extras/vault-graph-vr/tsconfig.json b/extras/vault-graph-vr/tsconfig.json
new file mode 100644
index 00000000..a4c834a6
--- /dev/null
+++ b/extras/vault-graph-vr/tsconfig.json
@@ -0,0 +1,20 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "useDefineForClassFields": true,
+    "lib": ["ES2020", "DOM", "DOM.Iterable"],
+    "module": "ESNext",
+    "skipLibCheck": true,
+    "moduleResolution": "bundler",
+    "allowImportingTsExtensions": true,
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "noEmit": true,
+    "jsx": "react-jsx",
+    "strict": true,
+    "noUnusedLocals": true,
+    "noUnusedParameters": true,
+    "noFallthroughCasesInSwitch": true
+  },
+  "include": ["src"]
+}
diff --git a/extras/vault-graph-vr/vite.config.ts b/extras/vault-graph-vr/vite.config.ts
new file mode 100644
index 00000000..d8e14e48
--- /dev/null
+++ b/extras/vault-graph-vr/vite.config.ts
@@ -0,0 +1,72 @@
+import { defineConfig, type Plugin } from "vite";
+import react from "@vitejs/plugin-react";
+import fs from "node:fs";
+import path from "node:path";
+
+// Receives a PNG (base64 data URL) from the in-headset capture button and
+// writes it to ./captures so it can be inspected outside the headset.
+function captureEndpoint(): Plugin {
+  return {
+    name: "vault-graph-vr-capture",
+    configureServer(server) {
+      // Browser log/error relay → ./captures/debug.log + terminal.
+      server.middlewares.use("/__log", (req, res) => {
+        if (req.method !== "POST") {
+          res.statusCode = 405;
+          return res.end();
+        }
+        let body = "";
+        req.on("data", (c) => (body += c));
+        req.on("end", () => {
+          try {
+            const dir = path.resolve(process.cwd(), "captures");
+            fs.mkdirSync(dir, { recursive: true });
+            const line = `${new Date().toISOString()} ${body}\n`;
+            fs.appendFileSync(path.join(dir, "debug.log"), line);
+            server.config.logger.info(`[app] ${body}`);
+          } catch {
+            /* ignore */
+          }
+          res.end("ok");
+        });
+      });
+
+      server.middlewares.use("/__capture", (req, res) => {
+        if (req.method !== "POST") {
+          res.statusCode = 405;
+          return res.end();
+        }
+        let body = "";
+        req.on("data", (c) => (body += c));
+        req.on("end", () => {
+          try {
+            const { dataUrl } = JSON.parse(body);
+            const b64 = String(dataUrl).replace(/^data:image\/png;base64,/, "");
+            const dir = path.resolve(process.cwd(), "captures");
+            fs.mkdirSync(dir, { recursive: true });
+            const file = path.join(dir, `view-${Date.now()}.png`);
+            fs.writeFileSync(file, Buffer.from(b64, "base64"));
+            res.setHeader("content-type", "application/json");
+            res.end(JSON.stringify({ ok: true, file }));
+            server.config.logger.info(`[capture] wrote ${file}`);
+          } catch (e) {
+            res.statusCode = 500;
+            res.end(String(e));
+          }
+        });
+      });
+    },
+  };
+}
+
+// Dev server binds localhost by default, which is a WebXR "secure context"
+// when reached through `adb reverse tcp:5180 tcp:5180` from the Quest.
+// Use `npm run host` to expose on the LAN instead (then you need HTTPS for WebXR).
+export default defineConfig({
+  plugins: [react(), captureEndpoint()],
+  server: {
+    // 5180 to avoid clashing with the friend-lite webui dev server (5173).
+    port: 5180,
+    strictPort: true,
+  },
+});
diff --git a/extras/vault-sync/.gitignore b/extras/vault-sync/.gitignore
new file mode 100644
index 00000000..15753524
--- /dev/null
+++ b/extras/vault-sync/.gitignore
@@ -0,0 +1,5 @@
+.env
+.venv/
+__pycache__/
+*.pyc
+uv.lock
diff --git a/extras/vault-sync/README.md b/extras/vault-sync/README.md
new file mode 100644
index 00000000..30a1d21d
--- /dev/null
+++ b/extras/vault-sync/README.md
@@ -0,0 +1,126 @@
+# Chronicle Vault Sync
+
+Keeps your Chronicle Obsidian vault (`data/conversation_docs/{your_user}` on the
+server) synced to a local folder, so you can open it in **Obsidian** with full
+backlinks, graph view, etc.
+
+Under the hood it runs a private, headless [Syncthing](https://syncthing.net) and pairs
+it with the server automatically through the Chronicle backend — you never touch the
+Syncthing UI.
+
+> **The tray UI moved.** Vault sync now appears as a section in the unified
+> [Chronicle tray](../chronicle-tray/) (`extras/chronicle-tray`), alongside
+> ScreenPipe and pendant streaming. This project keeps the sync engine
+> (`vault_core.py`, `syncthing_manager.py`), while the tray reads client
+> configuration from the repository-root `.env`. If you had the
+> old single-purpose app installed as a login item, `uv run python main.py
+> uninstall` removes it (installing the new tray also removes it automatically).
+
+```
+Server Syncthing  ◀──── sync protocol :22000 (over Tailscale) ────▶  Mac Syncthing
+  (data/conversation_docs/{user})                                    (~/ChronicleVault)
+        ▲                                                                   │
+        │  pairing brokered by backend  /api/vault-sync                     ▼
+        └───────────────  Mac authenticates with its JWT  ───────────  Obsidian
+```
+
+## Prerequisites
+
+```bash
+brew install syncthing   # the sync engine
+# uv (if you don't have it): curl -LsSf https://astral.sh/uv/install.sh | sh
+```
+
+On Arch/CachyOS:
+
+```bash
+sudo pacman -S obsidian syncthing
+```
+
+You also need the Chronicle **server** side running with vault sync enabled — see
+[Server setup](#server-setup-once) below.
+
+## Setup
+
+```bash
+cd ../..
+cp .env.template .env  # if the repository-root .env does not exist yet
+# edit .env: set AUTH_USERNAME (email), AUTH_PASSWORD, and BACKEND_URL
+
+cd extras/chronicle-tray && uv run chronicle-tray
+```
+
+The Mac needs only three things: `BACKEND_URL`, `AUTH_USERNAME` (your Chronicle email),
+and `AUTH_PASSWORD`. The pairing broker hands back everything else (server device id,
+sync address) — you never set `VAULT_SYNC_*` on the Mac; those are server-only.
+
+> **macOS + Tailscale: set `BACKEND_URL` explicitly.** Auto-discovery (minidisc) needs
+> the `tailscaled` unix socket at `/var/run/tailscale/tailscaled.sock`, which the **macOS
+> GUI / App-Store Tailscale app does not expose** (it runs as a sandboxed network
+> extension). So on a Mac, discovery returns nothing and the app would fall back to
+> `localhost`. Just point at your server's MagicDNS name — that *is* discovery for a
+> fixed server, and needs no socket:
+> ```bash
+> BACKEND_URL=https://<your-host>.ts.net
+> ```
+> Confirm with `test -S /var/run/tailscale/tailscaled.sock && echo present || echo absent`
+> (absent is normal). The app logs exactly which path it took — see **View Logs**.
+
+On launch it starts Syncthing, authenticates to Chronicle, pairs, and begins syncing
+into `~/ChronicleVault` (or `LOCAL_VAULT_DIR`). From the menu:
+
+- **Open in Obsidian** — opens the synced folder as a vault
+- **Choose Vault Folder…** — pick a different local folder (re-pairs automatically)
+- **Sync Now / Re-pair** — re-run the handshake
+- **View Logs** — recent activity
+
+### Run it as a login item (always on)
+
+```bash
+cd ../chronicle-tray && uv run chronicle-tray install
+```
+
+On macOS this installs a launchd agent; on Linux a systemd user service attached
+to the graphical session (see `extras/chronicle-tray/README.md`).
+
+## Server setup (once)
+
+On the machine running the advanced backend:
+
+1. Add a strong key and your Tailscale sync address to `backends/advanced/.env`:
+   ```bash
+   VAULT_SYNC_API_KEY=<any long random string>
+   VAULT_SYNC_ADDRESS=tcp://<your-host>.ts.net:22000   # what the Mac dials; port 22000
+   ```
+2. Start the Syncthing service (it's behind a compose profile) and (re)create the
+   backend so it picks up the new env + the broker route:
+   ```bash
+   cd backends/advanced
+   docker compose --profile vault-sync up -d vault-syncthing
+   docker compose up -d --force-recreate chronicle-backend
+   ```
+   Make sure port **22000** is reachable from your Mac (it is over Tailscale).
+3. Verify the broker chain (should return a `server_device_id` + your `sync_address`):
+   ```bash
+   TOKEN=$(curl -s -X POST -d "username=<email>&password=<pass>" \
+     http://localhost:8000/auth/jwt/login | python3 -c 'import sys,json;print(json.load(sys.stdin)["access_token"])')
+   curl -s -H "Authorization: Bearer $TOKEN" http://localhost:8000/api/vault-sync/info
+   ```
+
+The backend's `/api/vault-sync` broker configures the server Syncthing for you when the
+Mac pairs — no manual Syncthing setup on the server either.
+
+> **Use `--force-recreate`, not `restart`.** The backend bind-mounts `discovery.py` as a
+> single file; editing it changes the inode and a plain `docker compose restart` fails to
+> re-establish the mount (especially on Docker Desktop / WSL). `up -d --force-recreate`
+> recreates the container with fresh mounts. A recreate is also what injects newly added
+> `.env` values into the container's environment.
+
+## Notes
+
+- **Conflicts**: Syncthing keeps both sides; simultaneous edits to the same note from
+  the server (AI) and Obsidian produce a `*.sync-conflict-*.md` file rather than losing
+  data. In practice the AI mostly creates/appends and you mostly curate, so this is rare.
+- **Multiple Macs**: pair each one; they all share the same server folder.
+- The local Syncthing uses its own home dir and GUI port (`8385` by default), so it
+  won't interfere with any Syncthing you already run.
diff --git a/extras/vault-sync/main.py b/extras/vault-sync/main.py
new file mode 100644
index 00000000..0ed3b8bf
--- /dev/null
+++ b/extras/vault-sync/main.py
@@ -0,0 +1,44 @@
+"""Chronicle vault-sync — core library + legacy service management.
+
+The menu bar / tray UI moved into the unified Chronicle tray
+(extras/chronicle-tray), which imports this project's vault_core.py and
+syncthing_manager.py in place. This CLI remains for managing (removing) a
+pre-tray login service install.
+"""
+
+import argparse
+
+from service import logs, status, uninstall
+
+_POINTER = (
+    "The vault-sync tray moved into the unified Chronicle tray.\n"
+    "  cd ../chronicle-tray && uv run chronicle-tray            # run it\n"
+    "  cd ../chronicle-tray && uv run chronicle-tray install    # login service\n"
+    "Your .env and vault pairing here are reused as-is."
+)
+
+
+def cli() -> None:
+    parser = argparse.ArgumentParser(description="Chronicle Vault Sync")
+    sub = parser.add_subparsers(dest="command")
+    sub.add_parser("menu", help="(moved) the tray now lives in extras/chronicle-tray")
+    sub.add_parser("install", help="(moved) install the unified tray instead")
+    sub.add_parser("uninstall", help="Remove the legacy vault-sync login service")
+    sub.add_parser("status", help="Show legacy service status")
+    sub.add_parser("logs", help="Tail legacy service logs")
+
+    args = parser.parse_args()
+    command = args.command or "menu"
+
+    if command in ("menu", "install"):
+        raise SystemExit(_POINTER)
+    if command == "uninstall":
+        uninstall()
+    elif command == "status":
+        status()
+    elif command == "logs":
+        logs()
+
+
+if __name__ == "__main__":
+    cli()
diff --git a/extras/vault-sync/pyproject.toml b/extras/vault-sync/pyproject.toml
new file mode 100644
index 00000000..eded1758
--- /dev/null
+++ b/extras/vault-sync/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "chronicle-vault-sync"
+version = "0.1.0"
+description = "Desktop tray app that syncs your Chronicle Obsidian vault via Syncthing."
+readme = "README.md"
+requires-python = ">=3.10"
+dependencies = [
+    "httpx>=0.27.0",
+    "python-dotenv>=1.0.0",
+    "rumps>=0.4.0; sys_platform == 'darwin'",
+    "pyobjc-framework-Cocoa>=10.0; sys_platform == 'darwin'",
+    "PySide6>=6.8.0; sys_platform == 'linux'",
+    "minidisc-python>=0.1.0",
+]
diff --git a/extras/vault-sync/service.py b/extras/vault-sync/service.py
new file mode 100644
index 00000000..9a9a2827
--- /dev/null
+++ b/extras/vault-sync/service.py
@@ -0,0 +1,110 @@
+"""Legacy login-service management for the pre-tray vault-sync app.
+
+The tray moved to extras/chronicle-tray (installed via the repo-root
+clients.py). Only uninstall/status/logs remain here, to manage installs
+made before the move."""
+
+import os
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+LABEL = "com.chronicle.vault-sync"
+PLIST_PATH = Path.home() / "Library" / "LaunchAgents" / f"{LABEL}.plist"
+LOG_DIR = Path.home() / "Library" / "Logs" / "Chronicle"
+LOG_FILE = LOG_DIR / "vault-sync.log"
+APP_BUNDLE = Path.home() / "Applications" / "Chronicle Vault Sync.app"
+
+PROJECT_DIR = Path(__file__).resolve().parent
+
+
+def _remove_app_bundle() -> None:
+    if APP_BUNDLE.exists():
+        shutil.rmtree(APP_BUNDLE)
+        print(f"Removed {APP_BUNDLE}")
+
+
+def uninstall() -> None:
+    if sys.platform.startswith("linux"):
+        _linux_uninstall()
+        return
+    if not PLIST_PATH.exists():
+        print(f"No plist found at {PLIST_PATH}")
+        return
+
+    result = subprocess.run(
+        ["launchctl", "bootout", f"gui/{os.getuid()}", str(PLIST_PATH)],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        print(f"Service '{LABEL}' unloaded.")
+    else:
+        print(f"launchctl bootout: {result.stderr.strip()}")
+
+    PLIST_PATH.unlink(missing_ok=True)
+    print(f"Removed {PLIST_PATH}")
+    _remove_app_bundle()
+
+
+def status() -> None:
+    if sys.platform.startswith("linux"):
+        _linux_systemctl("status")
+        return
+    if not PLIST_PATH.exists():
+        print(f"Service not installed (no plist at {PLIST_PATH})")
+        return
+    result = subprocess.run(
+        ["launchctl", "print", f"gui/{os.getuid()}/{LABEL}"],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode == 0:
+        for line in result.stdout.splitlines():
+            stripped = line.strip()
+            if any(
+                k in stripped.lower() for k in ["state", "pid", "last exit", "runs"]
+            ):
+                print(stripped)
+    else:
+        print(f"Service '{LABEL}' is not running.")
+
+
+def logs(follow: bool = True) -> None:
+    if sys.platform.startswith("linux"):
+        args = ["journalctl", "--user", "-u", "chronicle-desktop.service"]
+        args += ["-f"] if follow else ["-n", "100", "--no-pager"]
+        subprocess.run(args, check=False)
+        return
+    if not LOG_FILE.exists():
+        print(f"No log file at {LOG_FILE}")
+        return
+    if follow:
+        print(f"Tailing {LOG_FILE} (Ctrl+C to stop)...")
+        try:
+            subprocess.run(["tail", "-f", str(LOG_FILE)])
+        except KeyboardInterrupt:
+            pass
+    else:
+        print(LOG_FILE.read_text()[-5000:])
+
+
+def _linux_unit_path() -> Path:
+    return Path.home() / ".config/systemd/user/chronicle-desktop.service"
+
+
+def _linux_uninstall() -> None:
+    unit = _linux_unit_path()
+    subprocess.run(
+        ["systemctl", "--user", "disable", "--now", unit.name], check=False
+    )
+    unit.unlink(missing_ok=True)
+    subprocess.run(["systemctl", "--user", "daemon-reload"], check=True)
+    print(f"Removed {unit}")
+
+
+def _linux_systemctl(action: str) -> None:
+    subprocess.run(
+        ["systemctl", "--user", action, "chronicle-desktop.service"], check=False
+    )
diff --git a/extras/vault-sync/start.sh b/extras/vault-sync/start.sh
new file mode 100755
index 00000000..36969692
--- /dev/null
+++ b/extras/vault-sync/start.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+# Launch the Chronicle Vault Sync menu bar app (or pass a subcommand: install, logs, ...).
+set -a && source .env 2>/dev/null; set +a
+exec uv run python main.py "$@"
diff --git a/extras/vault-sync/syncthing_manager.py b/extras/vault-sync/syncthing_manager.py
new file mode 100644
index 00000000..ebbb0845
--- /dev/null
+++ b/extras/vault-sync/syncthing_manager.py
@@ -0,0 +1,305 @@
+"""Manage a local headless Syncthing instance on the Mac and drive its REST API.
+
+The menu bar app owns a private Syncthing process (separate home dir + GUI port from
+any Syncthing the user may already run), and configures it entirely over REST so the
+user never touches the Syncthing UI. Pairing with the server is brokered by the
+Chronicle backend; this module only handles the local side.
+"""
+
+import logging
+import os
+import secrets
+import shutil
+import subprocess
+import sys
+import time
+from pathlib import Path
+from typing import List, Optional
+
+import httpx
+
+logger = logging.getLogger(__name__)
+
+APP_SUPPORT = (
+    Path.home() / "Library" / "Application Support" / "Chronicle" / "vault-sync"
+    if sys.platform == "darwin"
+    else Path(os.getenv("XDG_STATE_HOME", Path.home() / ".local/state"))
+    / "chronicle-vault-sync"
+)
+SYNCTHING_HOME = APP_SUPPORT / "syncthing"  # config, keys, index db
+APIKEY_FILE = APP_SUPPORT / "apikey"
+# Default off 8385 so we don't collide with a user's own Syncthing on 8384.
+GUI_PORT = int(os.getenv("VAULT_SYNC_GUI_PORT", "8385"))
+
+# Obsidian's per-vault workspace/config dir is local state, not content worth
+# syncing. Ignore it and everything under it on every paired device.
+VAULT_IGNORE_PATTERNS = [".obsidian", ".obsidian/**"]
+
+
+def _find_binary() -> str:
+    """Locate the syncthing binary, preferring PATH then common install locations."""
+    exe = shutil.which("syncthing")
+    if exe:
+        return exe
+    for candidate in (
+        Path("/opt/homebrew/bin/syncthing"),
+        Path("/usr/local/bin/syncthing"),
+        Path("/usr/bin/syncthing"),
+    ):
+        if candidate.exists():
+            return str(candidate)
+    raise FileNotFoundError(
+        "syncthing not found. Install it with your system package manager"
+    )
+
+
+def _api_key() -> str:
+    """Return a persistent local API key, generating one on first run."""
+    APP_SUPPORT.mkdir(parents=True, exist_ok=True)
+    if APIKEY_FILE.exists():
+        return APIKEY_FILE.read_text().strip()
+    key = secrets.token_hex(24)
+    APIKEY_FILE.write_text(key)
+    APIKEY_FILE.chmod(0o600)
+    return key
+
+
+class SyncthingManager:
+    """Owns the local Syncthing subprocess and its REST configuration."""
+
+    def __init__(self) -> None:
+        self.binary = _find_binary()
+        self.api_key = _api_key()
+        self.base_url = f"http://127.0.0.1:{GUI_PORT}"
+        self._proc: Optional[subprocess.Popen] = None
+        self._log = None
+
+    # --- process lifecycle ---------------------------------------------------
+
+    def start(self) -> None:
+        if self.is_running():
+            return
+        SYNCTHING_HOME.mkdir(parents=True, exist_ok=True)
+        env = dict(os.environ, STGUIAPIKEY=self.api_key)
+        # Capture output so a failed launch (e.g. bad flag) surfaces in the error
+        # instead of hiding behind a generic "did not become ready" timeout.
+        self._log = open(APP_SUPPORT / "syncthing.log", "ab")
+        self._proc = subprocess.Popen(
+            [
+                self.binary,
+                "serve",
+                "--home",
+                str(SYNCTHING_HOME),
+                "--gui-address",
+                f"127.0.0.1:{GUI_PORT}",
+                "--gui-apikey",
+                self.api_key,
+                "--no-browser",
+            ],
+            env=env,
+            stdout=self._log,
+            stderr=subprocess.STDOUT,
+        )
+        self._wait_ready()
+        logger.info("Local Syncthing ready on %s", self.base_url)
+
+    def _wait_ready(self, timeout: float = 30.0) -> None:
+        deadline = time.time() + timeout
+        while time.time() < deadline:
+            if self._proc and self._proc.poll() is not None:
+                raise RuntimeError(
+                    f"Syncthing exited early (code {self._proc.returncode}). "
+                    f"See {APP_SUPPORT / 'syncthing.log'}"
+                )
+            try:
+                with self._client() as c:
+                    if c.get("/rest/system/ping").status_code == 200:
+                        return
+            except httpx.HTTPError:
+                pass
+            time.sleep(0.5)
+        raise RuntimeError("Local Syncthing did not become ready in time")
+
+    def stop(self) -> None:
+        if self._proc and self._proc.poll() is None:
+            self._proc.terminate()
+            try:
+                self._proc.wait(timeout=10)
+            except subprocess.TimeoutExpired:
+                self._proc.kill()
+        self._proc = None
+
+    def is_running(self) -> bool:
+        return self._proc is not None and self._proc.poll() is None
+
+    def _client(self) -> httpx.Client:
+        return httpx.Client(
+            base_url=self.base_url,
+            headers={"X-API-Key": self.api_key},
+            timeout=10.0,
+        )
+
+    # --- REST operations -----------------------------------------------------
+
+    def device_id(self) -> str:
+        with self._client() as c:
+            resp = c.get("/rest/system/status")
+            resp.raise_for_status()
+            return resp.json()["myID"]
+
+    def ensure_server_device(
+        self, device_id: str, name: str, addresses: List[str]
+    ) -> None:
+        """Upsert the Chronicle server as a Syncthing device to dial."""
+        with self._client() as c:
+            existing = c.get(f"/rest/config/devices/{device_id}")
+            if existing.status_code == 200:
+                device = existing.json()
+            else:
+                template = c.get("/rest/config/defaults/device")
+                template.raise_for_status()
+                device = template.json()
+                device["deviceID"] = device_id
+            device["name"] = name
+            device["addresses"] = addresses or ["dynamic"]
+            resp = c.put(f"/rest/config/devices/{device_id}", json=device)
+            resp.raise_for_status()
+
+    def ensure_folder(
+        self,
+        folder_id: str,
+        path: str,
+        label: str,
+        server_device_id: str,
+        self_device_id: str,
+    ) -> None:
+        """Upsert the vault folder mapped to the local path, shared with the server.
+
+        Any *other* folder already bound to the same local path is detached first.
+        Syncthing refuses to run two folders that share a directory, so a leftover
+        folder from a previous pairing would silently wedge sync. This happens when
+        the backend re-creates the admin user with a new id (e.g. after a data
+        reset): ``folder_id`` is ``vault-{user_id}``, so a new user id means a new
+        folder pointed at the same local vault dir. Detaching the stale one lets the
+        current vault take over the path cleanly.
+        """
+        Path(path).mkdir(parents=True, exist_ok=True)
+        target = os.path.realpath(path)
+        with self._client() as c:
+            self._detach_folders_at_path(c, target, keep_id=folder_id)
+            existing = c.get(f"/rest/config/folders/{folder_id}")
+            if existing.status_code == 200:
+                folder = existing.json()
+            else:
+                template = c.get("/rest/config/defaults/folder")
+                template.raise_for_status()
+                folder = template.json()
+                folder["id"] = folder_id
+                folder["type"] = "sendreceive"
+            folder["label"] = label
+            folder["path"] = path
+            shared = {d.get("deviceID") for d in folder.get("devices", [])}
+            for dev in (self_device_id, server_device_id):
+                if dev not in shared:
+                    folder.setdefault("devices", []).append({"deviceID": dev})
+            resp = c.put(f"/rest/config/folders/{folder_id}", json=folder)
+            resp.raise_for_status()
+            self._set_ignores(c, folder_id, VAULT_IGNORE_PATTERNS)
+
+    @staticmethod
+    def _detach_folders_at_path(c: httpx.Client, target: str, keep_id: str) -> None:
+        """Remove any folder bound to ``target`` whose id differs from ``keep_id``."""
+        resp = c.get("/rest/config/folders")
+        resp.raise_for_status()
+        for folder in resp.json():
+            fid = folder.get("id")
+            if not fid or fid == keep_id:
+                continue
+            if os.path.realpath(folder.get("path", "")) == target:
+                logger.info("Detaching stale folder %s bound to %s", fid, target)
+                c.delete(f"/rest/config/folders/{fid}").raise_for_status()
+
+    @staticmethod
+    def _set_ignores(c: httpx.Client, folder_id: str, patterns: list[str]) -> None:
+        """Write the folder's .stignore patterns via REST."""
+        resp = c.post(
+            "/rest/db/ignores",
+            params={"folder": folder_id},
+            json={"ignore": patterns},
+        )
+        resp.raise_for_status()
+
+    def connection_count(self) -> int:
+        """Number of currently connected remote devices (0 or 1 in normal use)."""
+        try:
+            with self._client() as c:
+                resp = c.get("/rest/system/connections")
+                if resp.status_code != 200:
+                    return 0
+                conns = resp.json().get("connections", {})
+                return sum(1 for v in conns.values() if v.get("connected"))
+        except httpx.HTTPError:
+            return 0
+
+    def folder_status(self, folder_id: str) -> dict:
+        """Return ``{"completion", "state", "error"}`` for the folder.
+
+        ``completion`` is the percent of bytes in sync (None if unknown). An empty
+        folder only reads as 100% when Syncthing also reports it idle with no error:
+        a wedged folder (overlapping path, missing marker, scan failure) surfaces its
+        error instead of a misleading 100%, which previously made a broken sync show
+        as "In sync".
+        """
+        unknown = {"completion": None, "state": None, "error": None}
+        try:
+            with self._client() as c:
+                resp = c.get("/rest/db/status", params={"folder": folder_id})
+                if resp.status_code != 200:
+                    return unknown
+                data = resp.json()
+                state = data.get("state")
+                error = data.get("error") or None
+                if not error and data.get("errors"):
+                    error = f"{data['errors']} item error(s)"
+                total = data.get("globalBytes", 0)
+                need = data.get("needBytes", 0)
+                if total <= 0:
+                    completion = (
+                        100.0 if state in ("idle", None) and not error else None
+                    )
+                else:
+                    completion = max(0.0, min(100.0, (1 - need / total) * 100.0))
+                return {"completion": completion, "state": state, "error": error}
+        except httpx.HTTPError:
+            return unknown
+
+    def collect_errors(self) -> List[str]:
+        """Return detailed Syncthing-side errors (system + per-folder pull failures).
+
+        ``folder_status`` only reports a count ("N item error(s)"); the actual
+        messages — case collisions, permission denials, failed pulls — live in
+        ``/rest/folder/errors`` and ``/rest/system/error``. The menu polls this so
+        the real cause reaches "View Logs" instead of staying buried in Syncthing.
+        """
+        messages: List[str] = []
+        try:
+            with self._client() as c:
+                sys_resp = c.get("/rest/system/error")
+                if sys_resp.status_code == 200:
+                    for e in sys_resp.json().get("errors") or []:
+                        messages.append(f"system: {e.get('message', e)}")
+
+                folders = c.get("/rest/config/folders")
+                if folders.status_code != 200:
+                    return messages
+                for f in folders.json():
+                    fid = f["id"]
+                    label = f.get("label") or fid
+                    resp = c.get("/rest/folder/errors", params={"folder": fid})
+                    if resp.status_code != 200:
+                        continue
+                    for e in resp.json().get("errors") or []:
+                        messages.append(f"{label}: {e.get('path')}: {e.get('error')}")
+        except httpx.HTTPError as e:
+            logger.debug("Could not fetch Syncthing errors: %s", e)
+        return messages
diff --git a/extras/vault-sync/vault_core.py b/extras/vault-sync/vault_core.py
new file mode 100644
index 00000000..c1296f07
--- /dev/null
+++ b/extras/vault-sync/vault_core.py
@@ -0,0 +1,108 @@
+"""Config, backend auth, and pairing-broker calls for the vault-sync app.
+
+The Mac authenticates to Chronicle with its normal JWT and asks the backend's
+``/api/vault-sync`` broker to pair it. The broker returns the server's Syncthing
+device id + sync address + this user's folder id, which the local Syncthing is then
+configured with (see syncthing_manager).
+"""
+
+import logging
+import os
+import socket
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Optional
+
+import httpx
+
+logger = logging.getLogger(__name__)
+
+# Make the repo-root discovery.py importable when running from the repo checkout.
+_REPO_ROOT = Path(__file__).resolve().parents[2]
+if str(_REPO_ROOT) not in sys.path:
+    sys.path.insert(0, str(_REPO_ROOT))
+
+# Persisted local vault directory (set via the "Choose Vault Folder…" menu item).
+APP_SUPPORT = (
+    Path.home() / "Library" / "Application Support" / "Chronicle" / "vault-sync"
+    if sys.platform == "darwin"
+    else Path(os.getenv("XDG_STATE_HOME", Path.home() / ".local/state"))
+    / "chronicle-vault-sync"
+)
+VAULT_DIR_FILE = APP_SUPPORT / "vault_dir.txt"
+
+
+def _persisted_vault_dir() -> Optional[str]:
+    try:
+        if VAULT_DIR_FILE.exists():
+            return VAULT_DIR_FILE.read_text().strip() or None
+    except OSError:
+        pass
+    return None
+
+
+def save_vault_dir(path: str) -> None:
+    APP_SUPPORT.mkdir(parents=True, exist_ok=True)
+    VAULT_DIR_FILE.write_text(path)
+
+
+@dataclass
+class VaultSyncConfig:
+    backend_url: str
+    auth_username: str
+    auth_password: str
+    local_vault_dir: str
+    device_name: str
+
+    @classmethod
+    def from_env(cls) -> "VaultSyncConfig":
+        # Lazy import: sys.path-dependent (repo-root discovery.py, inserted above)
+        from discovery import resolve_backend_url
+
+        backend_url = resolve_backend_url(os.getenv("BACKEND_URL"), logger=logger)
+
+        vault_dir = (
+            _persisted_vault_dir() or os.getenv("LOCAL_VAULT_DIR") or "~/ChronicleVault"
+        )
+
+        return cls(
+            backend_url=backend_url,
+            auth_username=os.getenv("AUTH_USERNAME") or os.getenv("ADMIN_EMAIL", ""),
+            auth_password=os.getenv("AUTH_PASSWORD") or os.getenv("ADMIN_PASSWORD", ""),
+            local_vault_dir=os.path.expanduser(vault_dir),
+            device_name=os.getenv("DEVICE_NAME") or socket.gethostname(),
+        )
+
+
+def get_jwt_token(username: str, password: str, backend_url: str) -> Optional[str]:
+    """Exchange email+password for a JWT, or return None on failure."""
+    try:
+        with httpx.Client(timeout=10.0) as client:
+            resp = client.post(
+                f"{backend_url}/auth/jwt/login",
+                data={"username": username, "password": password},
+                headers={"Content-Type": "application/x-www-form-urlencoded"},
+            )
+        if resp.status_code == 200:
+            return resp.json().get("access_token")
+        logger.error("Backend auth failed: HTTP %s", resp.status_code)
+    except httpx.HTTPError as e:
+        logger.error("Backend auth error: %s", e)
+    return None
+
+
+def broker_pair(backend_url: str, token: str, device_id: str, device_name: str) -> dict:
+    """Ask the backend to register this device and share the user's vault folder.
+
+    Returns the broker payload: server_device_id, sync_address, folder_id, folder_label.
+    Raises httpx.HTTPStatusError on a non-2xx response.
+    """
+    with httpx.Client(timeout=15.0) as client:
+        resp = client.post(
+            f"{backend_url}/api/vault-sync/pair",
+            headers={"Authorization": f"Bearer {token}"},
+            json={"device_id": device_id, "device_name": device_name},
+        )
+    resp.raise_for_status()
+    return resp.json()
diff --git a/extras/wakeword-service/.dockerignore b/extras/wakeword-service/.dockerignore
new file mode 100644
index 00000000..43342195
--- /dev/null
+++ b/extras/wakeword-service/.dockerignore
@@ -0,0 +1,15 @@
+*
+!app.py
+!consumer.py
+!detector.py
+!hubert_detector.py
+!samples.py
+!verifier.py
+!pyproject.toml
+!README.md
+!models/
+!models/**
+!vendor/
+!vendor/**
+!tones/
+!tones/**
diff --git a/extras/wakeword-service/.env.template b/extras/wakeword-service/.env.template
new file mode 100644
index 00000000..97304de9
--- /dev/null
+++ b/extras/wakeword-service/.env.template
@@ -0,0 +1,32 @@
+# Hermes Acoustic Wake-Word Service configuration
+# Copy to .env (or run init.py) and adjust as needed.
+
+# Shared backend Redis (same chronicle-network). The standalone detector reads
+# audio:stream:* and publishes wakeword:detections here.
+REDIS_URL=redis://redis:6379/0
+
+# Health/status HTTP port (host side).
+WAKEWORD_PORT=8770
+
+# Acoustic detection threshold. Favor precision — a false agent call is worse
+# than a missed wake word. Raise toward 0.95+ if you see false activations.
+WAKEWORD_THRESHOLD=0.9
+
+# Require this many CONSECUTIVE frames over threshold before firing — the main
+# false-positive suppressor. 2 is the tuned point (held-out: 5.4 FP/hr, 95.6%
+# recall for "hey hermes"). Raise to cut FP further (costs recall).
+WAKEWORD_PATIENCE=2
+
+# Suppress repeat arming within this many seconds.
+WAKEWORD_DEBOUNCE_SECS=3.0
+
+# Silero VAD speech-probability threshold used during command capture.
+WAKEWORD_VAD_THRESHOLD=0.5
+
+# Silence (seconds) that forces end-of-turn if Smart Turn hasn't fired.
+WAKEWORD_STOP_SECS=2.0
+
+# Hard cap on command-capture duration after arming.
+WAKEWORD_MAX_ARM_SECS=15.0
+
+LOG_LEVEL=INFO
diff --git a/extras/wakeword-service/.gitignore b/extras/wakeword-service/.gitignore
new file mode 100644
index 00000000..f7463a0f
--- /dev/null
+++ b/extras/wakeword-service/.gitignore
@@ -0,0 +1,28 @@
+# Trained model artifacts (large binaries; produced by training/, vendored at deploy)
+models/*.onnx
+models/*.pt
+
+# Locally-built nanowakeword wheel (staged by build_nanowakeword.sh)
+vendor/
+
+# Captured data-collection clips (false-positive / primed-positive WAVs + meta).
+# User audio + regenerable training inputs — never commit.
+data/*
+# ...but keep the reviewed-clip registry dir (personal audio/index stay ignored;
+# only the placeholder is tracked so a fresh clone has the dir).
+!data/reviewed_registry/
+data/reviewed_registry/*
+!data/reviewed_registry/.gitkeep
+
+# Training scratch — datasets, generated audio/features, venvs, logs.
+# Everything here is downloadable (fetch_datasets.sh) or regenerable (configs).
+training/.venv-train/
+training/.venv/
+training/data/
+training/data_smoke/
+training/trained_models/
+training/NwwResourcesModel/
+training/SonicWeave-v2/
+training/*.npy
+training/*.zip
+training/*.log
diff --git a/extras/wakeword-service/Dockerfile b/extras/wakeword-service/Dockerfile
new file mode 100644
index 00000000..9c6c5589
--- /dev/null
+++ b/extras/wakeword-service/Dockerfile
@@ -0,0 +1,78 @@
+# syntax=docker/dockerfile:1
+
+#########################  builder  #################################
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim AS builder
+
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+# Dependency manifest first for cache-friendly installs.
+COPY pyproject.toml ./
+# nanowakeword (interpreter core) is installed from a locally-built wheel staged
+# by build_nanowakeword.sh — PyPI lacks 2.1.4 (the version the model was exported
+# with). Run ./build_nanowakeword.sh before `docker compose build`.
+COPY vendor/ ./vendor/
+RUN uv pip install --system --no-cache \
+        "fastapi>=0.115,<1" \
+        "uvicorn[standard]>=0.30,<1" \
+        "redis>=5.0,<6" \
+        "numpy>=1.26,<3" \
+        "onnxruntime>=1.20,<2" \
+        "pipecat-ai==0.0.108" \
+        "soxr>=0.5,<2" \
+        "setuptools==69.5.1" \
+        ./vendor/nanowakeword-*.whl
+
+#########################  runtime  #################################
+FROM python:3.12-slim-bookworm AS runtime
+ENV PYTHONUNBUFFERED=1
+WORKDIR /app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        libsndfile1 curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Bring in the installed site-packages and console scripts from the builder.
+COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages
+COPY --from=builder /usr/local/bin /usr/local/bin
+
+# Service code + vendored ONNX models (hermes.onnx, smart-turn, silero, feature).
+# models/ also carries the second-stage verifier weights (hey_hermes_verifier.npz).
+COPY app.py consumer.py detector.py samples.py verifier.py hubert_detector.py ./
+COPY models ./models
+COPY tones ./tones
+
+# Pre-place the nanowakeword feature ONNX (melspec + embedding) into the package
+# location the NanoInterpreter expects, so no network fetch happens at runtime.
+RUN NW_MODELS="/usr/local/lib/python3.12/site-packages/nanowakeword/interpreter/models" && \
+    mkdir -p "$NW_MODELS/mel_spectrogram" "$NW_MODELS/embedding" && \
+    if [ -f /app/models/melspectrogram.onnx ]; then \
+        cp /app/models/melspectrogram.onnx "$NW_MODELS/mel_spectrogram/"; fi && \
+    if [ -f /app/models/embedding_model.onnx ]; then \
+        cp /app/models/embedding_model.onnx "$NW_MODELS/embedding/"; fi
+
+# HuBERT backend (.pt wake models, e.g. hermes_hubert_convattn.pt): CUDA torch +
+# torchaudio (the cu121 wheels bundle the CUDA runtime libs; the host only needs the
+# NVIDIA driver + the nvidia container runtime). The HuBERT-base weights are then
+# pre-cached into the image so no model download happens at runtime. Routing in
+# detector.py sends ``.pt`` models here and ``.onnx`` to NanoInterpreter, so an
+# ONNX-only deploy still works (it just carries torch unused).
+RUN pip install --no-cache-dir \
+        --index-url https://download.pytorch.org/whl/cu121 \
+        "torch==2.5.1" "torchaudio==2.5.1"
+RUN python -c "import torchaudio; torchaudio.pipelines.HUBERT_BASE.get_model(); print('HuBERT-base cached')"
+
+ENV WAKEWORD_MODEL_PATH=/app/models/hey_hermes.onnx \
+    SMART_TURN_MODEL_PATH=/app/models/smart-turn-v3.2-cpu.onnx \
+    SILERO_VAD_MODEL_PATH=/app/models/silero_vad.onnx \
+    WAKEWORD_SERVICE_PORT=8770
+
+EXPOSE 8770
+
+HEALTHCHECK --interval=30s --timeout=5s --start-period=20s --retries=3 \
+    CMD curl -fsS http://localhost:8770/health || exit 1
+
+CMD ["python", "app.py"]
diff --git a/extras/wakeword-service/README.md b/extras/wakeword-service/README.md
new file mode 100644
index 00000000..d7619fbc
--- /dev/null
+++ b/extras/wakeword-service/README.md
@@ -0,0 +1,132 @@
+# Hermes Acoustic Wake-Word Service
+
+A standalone Chronicle service that gives Hermes a real **acoustic** wake word.
+It consumes the live audio stream, detects "Hermes" acoustically, captures the
+command the user speaks afterward using semantic end-of-turn detection, and
+forwards it to the existing Hermes agent — running **in parallel** with the
+existing text-keyword trigger.
+
+## How it works
+
+```
+audio:stream:{client_id}  (Redis, 0.25s PCM frames @ 16kHz/16-bit/mono)
+        │  consumer group: wakeword_detection
+        ▼
+wakeword-service  (this service)
+  ├─ NanoInterpreter(<word>.onnx).predict() per word → acoustic hit → ARM
+  ├─ Silero VAD + Smart Turn v3 (pipecat, ONNX)  → capture command until end-of-turn
+  └─ resolve command text from transcription:results:{session_id}  (no 2nd ASR)
+        ▼
+  XADD wakeword:detections  { client_id, session_id, user_id, command, score, ... }
+        ▼
+  backend dispatcher → PluginRouter.dispatch_event("wake_word.detected", …)
+        ▼
+  Hermes plugin → external Hermes agent  /v1/chat/completions
+```
+
+Both detection paths converge on the **same** Hermes plugin entry point, so the
+acoustic and text triggers reach the agent identically.
+
+### Command-text source
+
+After the wake word arms, the service does **not** run a second ASR. It records
+the arm timestamp, lets Silero VAD + Smart Turn v3 detect the end of the
+command turn, then reads the existing `transcription:results:{session_id}`
+Redis stream and concatenates the transcript chunks whose timestamps fall in the
+armed window. This reuses Chronicle's existing transcription.
+
+## Models (in `models/`)
+
+| File | Purpose | Source |
+|------|---------|--------|
+| `hermes.onnx` | Acoustic wake-word model | trained — see `training/` |
+| `smart-turn-v3.2-cpu.onnx` | Semantic end-of-turn | pipecat (vendored) |
+| `silero_vad.onnx` | Voice activity detection | pipecat (vendored) |
+| `melspectrogram.onnx`, `embedding_model.onnx` | nanowakeword features | nanowakeword (vendored) |
+
+Vendor/refresh the non-trained ONNX files with `./vendor_models.sh`.
+
+## Training the wake word
+
+The acoustic model is trained with `untracked/nanowakeword` on a GPU. See
+`training/` for the config and helpers. Output goes to
+`extras/wakeword-service/models/hermes.onnx`.
+
+```bash
+cd training
+# one-time: create venv and install deps (uses the repo's vendored nanowakeword)
+uv venv --python 3.12 .venv-train
+VIRTUAL_ENV=$(pwd)/.venv-train uv pip install \
+    -e "../../../untracked/nanowakeword[train]" setuptools==69.5.1 piper-tts onnxruntime-gpu
+
+# fetch background-noise + negative datasets (multi-GB, see hermes_config.yaml comments)
+# then run the full pipeline (generate clips → features → train → ONNX export)
+.venv-train/bin/nanowakeword -c hermes_config.yaml
+cp trained_models/hermes/model/hermes.onnx ../models/hermes.onnx
+```
+
+## Running
+
+```bash
+# Requires the backend stack (Redis on chronicle-network) to be up.
+docker compose up --build -d
+
+# Health / status
+curl http://localhost:8770/health
+curl http://localhost:8770/status
+```
+
+## Multiple wake words (run in parallel)
+
+The service runs **N wake words at once** — e.g. the low-FP phrase `hey_hermes`
+plus the single word `hermes`. Configure them with `WAKEWORD_MODELS` as ordered
+`name:file` pairs (file under `models/`); list order is arming priority when an
+utterance trips several models (the lower-FP word first):
+
+```
+WAKEWORD_MODELS=hey_hermes:hey_hermes_c.onnx,hermes:hermes.onnx
+```
+
+The wake-word **name** (`hey_hermes`) is decoupled from the model **file**
+(`hey_hermes_c.onnx`), so a retrained model is swapped without renaming its
+sample-data dir or plugin condition. Each word may have a per-deployment
+second-stage verifier at `models/<name>_verifier.npz` (auto-enabled when present)
+and per-word threshold/patience overrides. Each frame is scored against every
+word; a single arm fires per debounce window (co-firing words are tagged
+`also_fired`, never double-dispatched).
+
+Because `hermes` is acoustically a substring of `hey hermes`, clean per-word
+**positive** data comes from the per-word "I'll say it now" enrollment in the
+Wake-Word Lab (the user declares which word). Captured clips are stored under
+`data/samples/<wakeword>/{pending,positive,negative}/` and never cross-written.
+
+## Configuration (env)
+
+| Var | Default | Meaning |
+|-----|---------|---------|
+| `REDIS_URL` | `redis://redis:6379/0` | Shared backend Redis |
+| `WAKEWORD_MODELS` | `hey_hermes:hey_hermes_c.onnx` | Ordered `name:file` wake words (priority order) |
+| `WAKEWORD_THRESHOLD` | `0.9` | Default detection threshold (favor precision) |
+| `WAKEWORD_PATIENCE` | `2` | Default consecutive-frames-over-threshold to arm |
+| `WAKEWORD_THRESHOLDS` | — | Per-word threshold overrides, e.g. `hermes:0.97` |
+| `WAKEWORD_PATIENCES` | — | Per-word patience overrides, e.g. `hermes:3` |
+| `WAKEWORD_VERIFIERS` | — | Per-word verifier path overrides, `name:path,...` |
+| `WAKEWORD_VERIFIER_THRESHOLD` | — | Override every verifier's trained op-point |
+| `WAKEWORD_DEBOUNCE_SECS` | `3.0` | Suppress repeat arming window (shared) |
+| `WAKEWORD_VAD_THRESHOLD` | `0.5` | Silero speech threshold |
+| `WAKEWORD_STOP_SECS` | `2.0` | Silence that forces end-of-turn (backstop) |
+| `WAKEWORD_MAX_ARM_SECS` | `15.0` | Hard cap on capture duration |
+| `WAKEWORD_LEGACY` | `hey_hermes` | Word that owns pre-multi-word flat sample dirs |
+| `WAKEWORD_PORT` | `8771` | Health/status HTTP host port (container 8770) |
+
+## Backend wiring
+
+The standalone detector cannot call the in-process plugin router directly, so it
+publishes to the `wakeword:detections` Redis stream. The backend runs a small
+consumer (`services/wakeword/dispatcher.py`) that reads that stream and calls
+`PluginRouter.dispatch_event("wake_word.detected", …)`. The Hermes plugin's
+`on_wake_word_detected` handler shares the exact agent-call path as the text
+trigger's `on_transcript`.
+
+The text trigger (`keyword_anywhere: [hermes]` in `config/plugins.yml`) stays
+active — both paths run in parallel.
diff --git a/extras/wakeword-service/app.py b/extras/wakeword-service/app.py
new file mode 100644
index 00000000..0a507065
--- /dev/null
+++ b/extras/wakeword-service/app.py
@@ -0,0 +1,697 @@
+"""Acoustic wake-word service (multi-wake-word).
+
+Standalone service that consumes the live ``audio:stream:*`` Redis stream,
+detects one or more acoustic wake words (e.g. "hey hermes" + "hermes") in
+parallel, captures the following command turn via Silero VAD + Smart Turn v3,
+and publishes a ``wake_word.detected`` event (tagged with which word fired) to
+the ``wakeword:detections`` Redis stream for the backend to forward to the
+Hermes plugin.
+
+Wake words are configured via ``WAKEWORD_MODELS`` as a comma-separated list of
+``name:file`` pairs (file relative to the models dir), e.g.::
+
+    WAKEWORD_MODELS=hey_hermes:hey_hermes_c.onnx,hermes:hermes.onnx
+
+The wake-word NAME (``hey_hermes``) is decoupled from the model FILE
+(``hey_hermes_c.onnx``) so a model can be swapped/retrained without renaming its
+sample-data directory or its plugin condition. List order is arming PRIORITY when
+several words fire on one frame (put the lower-FP word first). Each word may have
+a per-deployment second-stage verifier at ``models/<name>_verifier.npz`` (auto-
+enabled when present) and per-word threshold/patience overrides.
+
+Runs a small FastAPI app for health/status + the data-collection flywheel API.
+"""
+
+import asyncio
+import json
+import logging
+import os
+from contextlib import asynccontextmanager
+
+import uvicorn
+from consumer import DETECTIONS_STREAM, GROUP_NAME, WakeWordConsumer
+from detector import HermesDetector
+from fastapi import FastAPI, HTTPException, Query
+from fastapi.responses import Response
+from pydantic import BaseModel
+from samples import BUCKETS, PENDING, SampleStore
+
+logging.basicConfig(
+    level=os.getenv("LOG_LEVEL", "INFO"),
+    format="%(asctime)s [%(levelname)s] %(name)s: %(message)s",
+)
+logger = logging.getLogger("wakeword-service")
+
+# Directory holding the wake-word ONNX models (+ optional verifiers).
+MODELS_DIR = os.getenv("WAKEWORD_MODELS_DIR", "/app/models")
+# Wake words to run, as "name:file" pairs (file relative to MODELS_DIR). Order is
+# arming priority. The lower-FP two-word phrase goes first.
+WAKEWORD_MODELS = os.getenv("WAKEWORD_MODELS", "hey_hermes:hey_hermes_c.onnx")
+# Pre-multi-wake-word flat sample dirs (data/samples/<bucket>) are all "hey
+# hermes" — relocate them under this word so they don't contaminate a second one.
+LEGACY_WAKEWORD = os.getenv("WAKEWORD_LEGACY", "hey_hermes")
+# Words in collect-only (shadow) mode fire to farm false-positive review data but
+# never dispatch a command / play a tone / block a real wake word. Use this to run
+# a not-yet-trusted word (e.g. the FP-prone single "hermes") live for data only.
+WAKEWORD_COLLECT_ONLY = os.getenv("WAKEWORD_COLLECT_ONLY", "")
+
+REDIS_URL = os.getenv("REDIS_URL", "redis://localhost:6379/0")
+# Default operating point (per-word overrides via WAKEWORD_THRESHOLDS / _PATIENCES).
+THRESHOLD = float(os.getenv("WAKEWORD_THRESHOLD", "0.9"))
+# patience=2 (consecutive frames) is the shippable operating point for "hey
+# hermes": 0.9/2 -> 5.4 FP/hr at 95.6% recall on held-out noise.
+PATIENCE = int(os.getenv("WAKEWORD_PATIENCE", "2"))
+# Per-word overrides, e.g. WAKEWORD_THRESHOLDS=hermes:0.95 (single short words are
+# FP-prone, so they typically need a higher threshold/patience than a phrase).
+WAKEWORD_THRESHOLDS = os.getenv("WAKEWORD_THRESHOLDS", "")
+WAKEWORD_PATIENCES = os.getenv("WAKEWORD_PATIENCES", "")
+# Explicit per-word verifier overrides, e.g. hermes:/app/models/hermes_verifier.npz.
+WAKEWORD_VERIFIERS = os.getenv("WAKEWORD_VERIFIERS", "")
+_vt = os.getenv("WAKEWORD_VERIFIER_THRESHOLD", "")
+VERIFIER_THRESHOLD = float(_vt) if _vt else None
+
+DEBOUNCE_SECS = float(os.getenv("WAKEWORD_DEBOUNCE_SECS", "3.0"))
+VAD_THRESHOLD = float(os.getenv("WAKEWORD_VAD_THRESHOLD", "0.5"))
+# End-of-turn is decided by the Smart Turn MODEL at each speech->silence pause
+# (eot_min_silence -> first query, eot_recheck -> re-query cadence). stop_secs is
+# now only a LONG backstop for when the model never fires (pure trailing silence).
+STOP_SECS = float(os.getenv("WAKEWORD_STOP_SECS", "6.0"))
+EOT_MIN_SILENCE_SECS = float(os.getenv("WAKEWORD_EOT_MIN_SILENCE_SECS", "0.2"))
+EOT_RECHECK_SECS = float(os.getenv("WAKEWORD_EOT_RECHECK_SECS", "0.3"))
+MAX_ARM_SECS = float(os.getenv("WAKEWORD_MAX_ARM_SECS", "15.0"))
+# Minimum spoken (VAD) speech a captured command must contain to be sent for
+# batch ASR. Below this the capture is a near-silent false arm; the backend skips
+# transcription so self-diarizing ASR can't hallucinate a phantom command.
+MIN_COMMAND_SPEECH_SECS = float(os.getenv("WAKEWORD_MIN_COMMAND_SPEECH_SECS", "0.3"))
+SERVICE_PORT = int(os.getenv("WAKEWORD_SERVICE_PORT", "8770"))
+# Root for the data-collection clip store (mounted volume in docker-compose).
+DATA_DIR = os.getenv("WAKEWORD_DATA_DIR", "/app/data/samples")
+# "Prime + say it" capture tuning (data collection). Hard upper bound of 10 s
+# on the whole priming session; the utterance itself caps at PRIME_MAX_SECS and
+# normally ends a beat after a trailing-silence gap (so capture lands in ~5 s).
+PRIME_TIMEOUT_SECS = float(os.getenv("WAKEWORD_PRIME_TIMEOUT_SECS", "10.0"))
+PRIME_TRAIL_SILENCE_SECS = float(os.getenv("WAKEWORD_PRIME_TRAIL_SILENCE_SECS", "0.6"))
+PRIME_MAX_SECS = float(os.getenv("WAKEWORD_PRIME_MAX_SECS", "4.0"))
+# VAD gate while priming — dropped well below the live VAD threshold so the
+# known-incoming utterance is auto-caught even when spoken softly.
+PRIME_VAD_THRESHOLD = float(os.getenv("WAKEWORD_PRIME_VAD_THRESHOLD", "0.3"))
+# Optional explicit ONNX paths (vendored into models/). Empty -> pipecat bundle.
+SMART_TURN_MODEL_PATH = os.getenv("SMART_TURN_MODEL_PATH", "") or None
+SILERO_VAD_MODEL_PATH = os.getenv("SILERO_VAD_MODEL_PATH", "") or None
+
+
+def _parse_models(spec: str) -> dict[str, str]:
+    """Parse ``WAKEWORD_MODELS`` into an ordered ``{name: abs_model_path}``."""
+    models: dict[str, str] = {}
+    for item in spec.split(","):
+        item = item.strip()
+        if not item:
+            continue
+        if ":" in item:
+            name, file = (p.strip() for p in item.split(":", 1))
+        else:
+            file = item
+            name = os.path.splitext(os.path.basename(file))[0]
+        path = file if os.path.isabs(file) else os.path.join(MODELS_DIR, file)
+        models[name] = path
+    return models
+
+
+def _parse_kv(spec: str, cast) -> dict:
+    """Parse a ``name:value,name:value`` spec into a typed dict."""
+    out: dict = {}
+    for item in spec.split(","):
+        item = item.strip()
+        if ":" in item:
+            k, v = (p.strip() for p in item.split(":", 1))
+            out[k] = cast(v)
+    return out
+
+
+MODELS = _parse_models(WAKEWORD_MODELS)
+WAKEWORDS = list(MODELS.keys())
+THRESHOLDS = _parse_kv(WAKEWORD_THRESHOLDS, float)
+PATIENCES = _parse_kv(WAKEWORD_PATIENCES, int)
+COLLECT_ONLY = [w.strip() for w in WAKEWORD_COLLECT_ONLY.split(",") if w.strip()]
+
+# Runtime collect-only overrides set from the Wake-Word Lab UI are persisted here
+# (in the mounted ./data volume, so they survive restarts and work even when the
+# backend runs on a different machine and can't reach the compose .env). Once this
+# file exists it is authoritative over WAKEWORD_COLLECT_ONLY, which is then just the
+# initial default for a fresh deployment.
+COLLECT_ONLY_STATE_PATH = os.path.join(
+    os.path.dirname(DATA_DIR.rstrip("/")), "collect_only.json"
+)
+
+
+def _initial_collect_only() -> list[str]:
+    """Collect-only words at startup: persisted UI override if present, else the
+    env default. Filtered to currently-configured words (a word dropped from
+    WAKEWORD_MODELS is silently ignored)."""
+    words = COLLECT_ONLY
+    if os.path.exists(COLLECT_ONLY_STATE_PATH):
+        try:
+            with open(COLLECT_ONLY_STATE_PATH) as fh:
+                data = json.load(fh)
+            if isinstance(data, list):
+                words = [str(w) for w in data]
+        except (OSError, ValueError) as e:
+            logger.warning(
+                f"could not read collect-only state {COLLECT_ONLY_STATE_PATH}: {e} "
+                f"— falling back to WAKEWORD_COLLECT_ONLY"
+            )
+    return [w for w in words if w in MODELS]
+
+
+def _save_collect_only(words) -> None:
+    """Persist the current collect-only set so it survives a restart."""
+    with open(COLLECT_ONLY_STATE_PATH, "w") as fh:
+        json.dump(sorted(words), fh)
+
+
+# Runtime per-word OFF overrides from the UI. Disabled words neither dispatch
+# nor emit collect-only shadow events. Persisted in the same mounted data dir.
+DISABLED_STATE_PATH = os.path.join(
+    os.path.dirname(DATA_DIR.rstrip("/")), "disabled.json"
+)
+
+
+def _initial_disabled() -> list[str]:
+    """Words disabled at startup from persisted state (or none)."""
+    if os.path.exists(DISABLED_STATE_PATH):
+        try:
+            with open(DISABLED_STATE_PATH) as fh:
+                data = json.load(fh)
+            if isinstance(data, list):
+                return [str(w) for w in data if w in MODELS]
+        except (OSError, ValueError) as e:
+            logger.warning(
+                f"could not read disabled state {DISABLED_STATE_PATH}: {e} "
+                f"— defaulting to all enabled"
+            )
+    return []
+
+
+def _save_disabled(words) -> None:
+    """Persist the current disabled set so it survives a restart."""
+    with open(DISABLED_STATE_PATH, "w") as fh:
+        json.dump(sorted(words), fh)
+
+
+# Runtime verifier on/off overrides from the Lab UI, persisted alongside the
+# collect-only state (same ./data volume, same restart/cross-machine semantics).
+# Stores the set of words whose verifier is toggled OFF; a word absent here keeps
+# its verifier ON (when one is loaded). Authoritative over defaults once written.
+VERIFIER_DISABLED_STATE_PATH = os.path.join(
+    os.path.dirname(DATA_DIR.rstrip("/")), "verifier_disabled.json"
+)
+
+
+def _initial_verifier_disabled() -> list[str]:
+    """Words with their verifier disabled at startup: the persisted UI override if
+    present (filtered to currently-configured words), else none."""
+    if os.path.exists(VERIFIER_DISABLED_STATE_PATH):
+        try:
+            with open(VERIFIER_DISABLED_STATE_PATH) as fh:
+                data = json.load(fh)
+            if isinstance(data, list):
+                return [str(w) for w in data if w in MODELS]
+        except (OSError, ValueError) as e:
+            logger.warning(
+                f"could not read verifier-disabled state "
+                f"{VERIFIER_DISABLED_STATE_PATH}: {e} — defaulting to all enabled"
+            )
+    return []
+
+
+def _save_verifier_disabled(words) -> None:
+    """Persist the current verifier-disabled set so it survives a restart."""
+    with open(VERIFIER_DISABLED_STATE_PATH, "w") as fh:
+        json.dump(sorted(words), fh)
+
+
+def _resolve_verifiers() -> dict[str, str]:
+    """Per-word verifier paths: explicit override, else ``<name>_verifier.npz`` if
+    it exists. Words with no verifier file (and no override) get no entry."""
+    overrides = _parse_kv(WAKEWORD_VERIFIERS, str)
+    out: dict[str, str] = {}
+    for name in WAKEWORDS:
+        if name in overrides:
+            out[name] = overrides[name]
+            continue
+        default = os.path.join(MODELS_DIR, f"{name}_verifier.npz")
+        if os.path.exists(default):
+            out[name] = default
+    return out
+
+
+VERIFIERS = _resolve_verifiers()
+
+
+def _validate_models() -> None:
+    """Refuse to start unless every configured wake model file exists on disk."""
+    available = (
+        sorted(f for f in os.listdir(MODELS_DIR) if f.endswith((".onnx", ".pt")))
+        if os.path.isdir(MODELS_DIR)
+        else []
+    )
+    required = dict(MODELS)
+    if SMART_TURN_MODEL_PATH:
+        required["smart-turn"] = SMART_TURN_MODEL_PATH
+    if SILERO_VAD_MODEL_PATH:
+        required["silero-vad"] = SILERO_VAD_MODEL_PATH
+    missing = {name: p for name, p in required.items() if not os.path.exists(p)}
+    if missing:
+        details = "; ".join(f"{name} '{p}'" for name, p in missing.items())
+        raise FileNotFoundError(
+            f"Configured model(s) not found on disk: {details}. "
+            f"Available .onnx in {MODELS_DIR}: {available or '(none)'}. "
+            f"Train/vendor the model and set WAKEWORD_MODELS accordingly."
+        )
+
+
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    """Load the detector and start the background consumer."""
+    if not MODELS:
+        raise RuntimeError("WAKEWORD_MODELS is empty — configure at least one word")
+    _validate_models()
+
+    detector = HermesDetector(
+        models=MODELS,
+        threshold=THRESHOLD,
+        patience=PATIENCE,
+        thresholds=THRESHOLDS,
+        patiences=PATIENCES,
+        debounce_secs=DEBOUNCE_SECS,
+        vad_threshold=VAD_THRESHOLD,
+        stop_secs=STOP_SECS,
+        max_arm_secs=MAX_ARM_SECS,
+        eot_min_silence_secs=EOT_MIN_SILENCE_SECS,
+        eot_recheck_secs=EOT_RECHECK_SECS,
+        smart_turn_model_path=SMART_TURN_MODEL_PATH,
+        silero_vad_model_path=SILERO_VAD_MODEL_PATH,
+        prime_timeout_secs=PRIME_TIMEOUT_SECS,
+        prime_trail_silence_secs=PRIME_TRAIL_SILENCE_SECS,
+        prime_max_secs=PRIME_MAX_SECS,
+        prime_vad_threshold=PRIME_VAD_THRESHOLD,
+        min_command_speech_secs=MIN_COMMAND_SPEECH_SECS,
+        verifiers=VERIFIERS,
+        verifier_threshold=VERIFIER_THRESHOLD,
+        collect_only=_initial_collect_only(),
+        verifiers_disabled=_initial_verifier_disabled(),
+        disabled=_initial_disabled(),
+    )
+    app.state.detector = detector
+    store = SampleStore(DATA_DIR, WAKEWORDS, legacy_wakeword=LEGACY_WAKEWORD)
+    app.state.store = store
+    consumer = WakeWordConsumer(
+        detector=detector, redis_url=REDIS_URL, sample_store=store
+    )
+    app.state.consumer = consumer
+    consumer_task = asyncio.create_task(consumer.start())
+    app.state.consumer_task = consumer_task
+    logger.info(
+        f"Wake-word service ready (words={', '.join(WAKEWORDS)}, group={GROUP_NAME})"
+    )
+
+    try:
+        yield
+    finally:
+        await consumer.stop()
+        consumer_task.cancel()
+        try:
+            await consumer_task
+        except asyncio.CancelledError:
+            pass
+
+
+app = FastAPI(title="Hermes Wake-Word Service", lifespan=lifespan)
+
+
+def _collect_only_now() -> set:
+    """The live collect-only set (the detector's, once started) so summaries
+    reflect runtime UI toggles, not just the boot-time env/state."""
+    detector = getattr(app.state, "detector", None)
+    return set(detector.collect_only) if detector is not None else set(COLLECT_ONLY)
+
+
+def _verifier_disabled_now() -> set:
+    """The live set of words whose verifier is toggled OFF (the detector's, once
+    started), so summaries reflect runtime UI toggles."""
+    detector = getattr(app.state, "detector", None)
+    return set(detector.verifiers_disabled) if detector is not None else set()
+
+
+def _disabled_now() -> set:
+    """The live set of disabled wake words (runtime UI toggles)."""
+    detector = getattr(app.state, "detector", None)
+    return set(detector.disabled) if detector is not None else set()
+
+
+def _wakeword_summaries() -> list[dict]:
+    """Per-word config summary for the dashboard."""
+    collect_only = _collect_only_now()
+    verifier_disabled = _verifier_disabled_now()
+    disabled = _disabled_now()
+    out = []
+    for name in WAKEWORDS:
+        has_verifier = name in VERIFIERS and os.path.exists(VERIFIERS[name])
+        out.append(
+            {
+                "name": name,
+                "model": os.path.basename(MODELS[name]),
+                # ``verifier`` = a verifier file is loaded for this word (capability);
+                # ``verifier_enabled`` = it is currently consulted (the UI toggle).
+                "verifier": has_verifier,
+                "verifier_enabled": has_verifier and name not in verifier_disabled,
+                "threshold": THRESHOLDS.get(name, THRESHOLD),
+                "patience": PATIENCES.get(name, PATIENCE),
+                "collect_only": name in collect_only,
+                "disabled": name in disabled,
+            }
+        )
+    return out
+
+
+@app.get("/health")
+async def health(response: Response):
+    """Liveness of the actual work loop, not just the HTTP server.
+
+    The consumer runs as a background task. If it dies (e.g. an unrecoverable
+    error in the discovery loop), uvicorn keeps serving requests — so reporting
+    "ok" purely on the HTTP server being up would mask a service that no longer
+    consumes any audio. Reflect the real consumer state and return 503 when it
+    is not alive, so orchestrators / the dashboard see the failure.
+    """
+    consumer: WakeWordConsumer | None = getattr(app.state, "consumer", None)
+    task: asyncio.Task | None = getattr(app.state, "consumer_task", None)
+    consumer_alive = bool(
+        consumer is not None
+        and consumer.running
+        and task is not None
+        and not task.done()
+    )
+    status_str = "ok" if consumer_alive else "unhealthy"
+    if not consumer_alive:
+        response.status_code = 503
+    return {
+        "status": status_str,
+        "consumer_alive": consumer_alive,
+        "wakewords": _wakeword_summaries(),
+        "redis_url": REDIS_URL,
+        "consumer_group": GROUP_NAME,
+        "detections_stream": DETECTIONS_STREAM,
+    }
+
+
+@app.get("/status")
+async def status():
+    """Active stream count from the running consumer."""
+    consumer: WakeWordConsumer = app.state.consumer
+    active = sum(1 for t in consumer._stream_tasks.values() if not t.done())
+    return {
+        "running": consumer.running,
+        "active_streams": active,
+        "known_streams": list(consumer._stream_tasks.keys()),
+    }
+
+
+@app.get("/models")
+async def models():
+    """Configured wake words (for the dashboard picker + the Wake-Word Lab).
+
+    ``available``/``active`` are kept for the existing acoustic-condition picker
+    (now the list of wake-word NAMES); ``wakewords`` carries the richer per-word
+    config the Lab uses to render one section per word.
+    """
+    return {
+        "available": WAKEWORDS,
+        "active": WAKEWORDS[0] if WAKEWORDS else None,
+        "wakewords": _wakeword_summaries(),
+    }
+
+
+# --------------------------------------------------------------------------- #
+# Data-collection API (the training flywheel): prime positive capture, review
+# captured clips, label them true/false positive — all scoped per wake word.
+# Consumed by the backend proxy at /api/wakeword/* — see backends/advanced
+# .../routers/modules/wakeword_routes.py
+# --------------------------------------------------------------------------- #
+
+
+class PrimeRequest(BaseModel):
+    client_id: str
+    wakeword: str
+
+
+class UnprimeRequest(BaseModel):
+    client_id: str
+
+
+class LabelRequest(BaseModel):
+    label: str  # "wake" -> positive, "not_wake" -> negative
+
+
+class CollectOnlyRequest(BaseModel):
+    wakeword: str
+    collect_only: bool  # True -> shadow (farm-only), False -> normal dispatch word
+
+
+class VerifierEnabledRequest(BaseModel):
+    wakeword: str
+    enabled: bool  # True -> consult the second-stage verifier, False -> stage-1 only
+
+
+class DisabledRequest(BaseModel):
+    wakeword: str
+    disabled: bool  # True -> fully off for this word; False -> enabled
+
+
+def _require_wakeword(wakeword: str) -> None:
+    if wakeword not in MODELS:
+        raise HTTPException(
+            status_code=400,
+            detail=f"unknown wake word '{wakeword}' (have {WAKEWORDS})",
+        )
+
+
+@app.post("/collect_only")
+async def set_collect_only(req: CollectOnlyRequest):
+    """Toggle a wake word between normal dispatch and collect-only (shadow) mode.
+
+    Collect-only words fire live to farm false-positive review data but never
+    dispatch a command / play a tone / block a real wake word. Mutates the running
+    detector's live set (effective on the next frame) and persists the choice so it
+    survives a restart. Returns the refreshed per-word summaries.
+    """
+    _require_wakeword(req.wakeword)
+    detector: HermesDetector = app.state.detector
+    if req.collect_only:
+        detector.collect_only.add(req.wakeword)
+    else:
+        detector.collect_only.discard(req.wakeword)
+    _save_collect_only(detector.collect_only)
+    logger.info(
+        f"collect-only {'ON' if req.collect_only else 'OFF'} for '{req.wakeword}' "
+        f"(now: {sorted(detector.collect_only) or '(none)'})"
+    )
+    return {"wakewords": _wakeword_summaries()}
+
+
+@app.post("/verifier_enabled")
+async def set_verifier_enabled(req: VerifierEnabledRequest):
+    """Toggle a wake word's second-stage verifier on/off at runtime.
+
+    The verifier stays LOADED either way — disabling only skips its check so arms
+    dispatch on the stage-1 acoustic model alone. Useful to A/B the verifier's
+    false-positive suppression, or to fall back to stage-1 if a verifier regresses.
+    Mutates the running detector (effective next frame) and persists the choice.
+    Has no effect for a word with no verifier loaded. Returns refreshed summaries.
+    """
+    _require_wakeword(req.wakeword)
+    detector: HermesDetector = app.state.detector
+    if req.enabled:
+        detector.verifiers_disabled.discard(req.wakeword)
+    else:
+        detector.verifiers_disabled.add(req.wakeword)
+    _save_verifier_disabled(detector.verifiers_disabled)
+    logger.info(
+        f"verifier {'ON' if req.enabled else 'OFF'} for '{req.wakeword}' "
+        f"(disabled now: {sorted(detector.verifiers_disabled) or '(none)'})"
+    )
+    return {"wakewords": _wakeword_summaries()}
+
+
+@app.post("/disabled")
+async def set_disabled(req: DisabledRequest):
+    """Toggle a wake word fully off/on at runtime.
+
+    Disabled words neither dispatch commands nor emit collect-only shadow events.
+    Effective immediately and persisted across restarts.
+    """
+    _require_wakeword(req.wakeword)
+    detector: HermesDetector = app.state.detector
+    if req.disabled:
+        detector.disabled.add(req.wakeword)
+    else:
+        detector.disabled.discard(req.wakeword)
+    _save_disabled(detector.disabled)
+    logger.info(
+        f"disabled {'ON' if req.disabled else 'OFF'} for '{req.wakeword}' "
+        f"(disabled now: {sorted(detector.disabled) or '(none)'})"
+    )
+    return {"wakewords": _wakeword_summaries()}
+
+
+@app.get("/streams")
+async def streams():
+    """Active audio streams the UI can prime for a positive capture."""
+    consumer: WakeWordConsumer = app.state.consumer
+    return {"streams": consumer.active_clients()}
+
+
+@app.post("/prime")
+async def prime(req: PrimeRequest):
+    """Arm a one-shot positive capture of ``wakeword`` on a streaming client.
+
+    The next utterance on that stream is saved as a labeled positive for that
+    word regardless of model score (the false-negative / hard-positive path).
+    """
+    _require_wakeword(req.wakeword)
+    consumer: WakeWordConsumer = app.state.consumer
+    if not consumer.prime(req.client_id, req.wakeword):
+        raise HTTPException(
+            status_code=404,
+            detail=f"No active stream '{req.client_id}' to prime",
+        )
+    return {"client_id": req.client_id, "wakeword": req.wakeword, "primed": True}
+
+
+@app.post("/unprime")
+async def unprime(req: UnprimeRequest):
+    """Manually end an in-progress prime capture (the UI 'stop' button).
+
+    Finalizes whatever was heard so far and saves it for review — the capture is
+    never silently dropped.
+    """
+    consumer: WakeWordConsumer = app.state.consumer
+    if not consumer.unprime(req.client_id):
+        raise HTTPException(
+            status_code=404,
+            detail=f"No priming stream '{req.client_id}' to stop",
+        )
+    return {"client_id": req.client_id, "unprimed": True}
+
+
+@app.get("/samples")
+async def list_samples(wakeword: str = Query(...), bucket: str = Query("pending")):
+    """List captured clips in a wake word's bucket (pending/positive/negative)."""
+    _require_wakeword(wakeword)
+    if bucket not in BUCKETS:
+        raise HTTPException(status_code=400, detail=f"bad bucket (expected {BUCKETS})")
+    store: SampleStore = app.state.store
+    return {
+        "wakeword": wakeword,
+        "bucket": bucket,
+        "samples": store.list(wakeword, bucket),
+    }
+
+
+@app.get("/samples/stats")
+async def sample_stats():
+    """Per-wake-word, per-bucket clip counts for the data-collection dashboard."""
+    store: SampleStore = app.state.store
+    return store.stats()
+
+
+@app.post("/samples/dedupe")
+async def dedupe_samples(wakeword: str = Query(...)):
+    """Remove exact-duplicate clips within a wake word (across all buckets).
+
+    Keeps one representative per identical-audio group (a labeled clip over a
+    pending one), deleting the rest — including duplicate pending clips.
+    """
+    _require_wakeword(wakeword)
+    store: SampleStore = app.state.store
+    return store.dedupe(wakeword)
+
+
+@app.get("/samples/{clip_id}/audio")
+async def sample_audio(clip_id: str):
+    """Return a clip's WAV bytes for in-browser playback."""
+    store: SampleStore = app.state.store
+    path = store.wav_path(clip_id)
+    if path is None:
+        raise HTTPException(status_code=404, detail="clip not found")
+    with open(path, "rb") as fh:
+        data = fh.read()
+    return Response(content=data, media_type="audio/wav")
+
+
+@app.post("/samples/{clip_id}/label")
+async def label_sample(clip_id: str, req: LabelRequest):
+    """Apply a review label, moving the clip into positive/negative."""
+    store: SampleStore = app.state.store
+    try:
+        return store.label(clip_id, req.label)
+    except KeyError:
+        raise HTTPException(status_code=404, detail="clip not found")
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+
+@app.post("/samples/{clip_id}/move")
+async def move_sample(
+    clip_id: str, wakeword: str = Query(...), bucket: str = Query(PENDING)
+):
+    """Move a clip to a different wake word's bucket (default pending).
+
+    For the acoustic-overlap case: a live arm attributed to the priority word that
+    is really another word's utterance (e.g. a bare "hermes" that landed in
+    hey_hermes). Harvests it into the right word as real-usage training data.
+    """
+    _require_wakeword(wakeword)
+    if bucket not in BUCKETS:
+        raise HTTPException(status_code=400, detail=f"bad bucket (expected {BUCKETS})")
+    store: SampleStore = app.state.store
+    try:
+        return store.move(clip_id, wakeword, bucket)
+    except KeyError:
+        raise HTTPException(status_code=404, detail="clip not found")
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+
+@app.post("/samples/{clip_id}/copy")
+async def copy_sample(
+    clip_id: str, wakeword: str = Query(...), bucket: str = Query(PENDING)
+):
+    """Copy a clip into another wake word's bucket (source stays).
+
+    For a false positive that fired several words — it's a hard negative for each,
+    so fan it out instead of moving it.
+    """
+    _require_wakeword(wakeword)
+    if bucket not in BUCKETS:
+        raise HTTPException(status_code=400, detail=f"bad bucket (expected {BUCKETS})")
+    store: SampleStore = app.state.store
+    try:
+        return store.copy(clip_id, wakeword, bucket)
+    except KeyError:
+        raise HTTPException(status_code=404, detail="clip not found")
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+
+@app.delete("/samples/{clip_id}")
+async def delete_sample(clip_id: str):
+    """Delete a clip (WAV + metadata)."""
+    store: SampleStore = app.state.store
+    if not store.delete(clip_id):
+        raise HTTPException(status_code=404, detail="clip not found")
+    return {"deleted": clip_id}
+
+
+if __name__ == "__main__":
+    uvicorn.run(app, host="0.0.0.0", port=SERVICE_PORT)
diff --git a/extras/wakeword-service/build_nanowakeword.sh b/extras/wakeword-service/build_nanowakeword.sh
new file mode 100755
index 00000000..97c5a7bd
--- /dev/null
+++ b/extras/wakeword-service/build_nanowakeword.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+# Stage a nanowakeword wheel into vendor/ for the Docker build. Source of truth
+# is the FORK https://github.com/AnkushMalaker/nanowakeword (carries the
+# determinism fixes: deduped optimizer params, NWW_SEED/NWW_DETERMINISTIC).
+# PyPI tops out at 2.1.3 and upstream 2.1.4 lacks the fixes.
+# Run this BEFORE `docker compose build`.
+set -euo pipefail
+
+HERE="$(cd "$(dirname "$0")" && pwd)"
+SRC="$HERE/../../untracked/nanowakeword"
+VENDOR="$HERE/vendor"
+FORK_URL="https://github.com/AnkushMalaker/nanowakeword"
+
+if [ ! -d "$SRC" ]; then
+  echo "Cloning fork into $SRC ..."
+  git clone "$FORK_URL" "$SRC"
+fi
+echo "Building from: $(git -C "$SRC" log -1 --oneline) ($(git -C "$SRC" remote get-url origin))"
+
+mkdir -p "$VENDOR"
+rm -f "$VENDOR"/nanowakeword-*.whl
+echo "Building nanowakeword wheel from $SRC ..."
+uv build --wheel --project "$SRC" --out-dir "$VENDOR"
+echo "Staged:"
+ls -1 "$VENDOR"/nanowakeword-*.whl
+echo "Now run: docker compose build"
diff --git a/extras/wakeword-service/consumer.py b/extras/wakeword-service/consumer.py
new file mode 100644
index 00000000..895625d2
--- /dev/null
+++ b/extras/wakeword-service/consumer.py
@@ -0,0 +1,567 @@
+"""Redis stream consumer for the Hermes wake-word service.
+
+Consumes ``audio:stream:*`` with a dedicated consumer group
+``wakeword_detection`` (registered in the backend's ``_EXPECTED_GROUPS`` so the
+streaming consumer won't delete streams out from under our pending entries).
+
+For each client stream it maintains per-client wake state in
+:class:`HermesDetector`. On a captured turn it resolves the command text from
+the existing ``transcription:results:{session_id}`` stream (no second ASR) and
+publishes a ``wake_word.detected`` message to the ``wakeword:detections`` stream
+for the backend-side dispatcher to forward to the Hermes plugin.
+"""
+
+import asyncio
+import base64
+import json
+import logging
+import os
+import time
+from pathlib import Path
+from typing import Dict
+
+import redis.asyncio as redis
+from detector import (
+    RECEPTIVE_FIELD_SECONDS,
+    SAMPLE_RATE,
+    ClientWakeState,
+    HermesDetector,
+    WakeEvent,
+)
+from redis import exceptions as redis_exceptions
+from samples import PENDING, SampleStore
+
+logger = logging.getLogger(__name__)
+
+STREAM_PATTERN = "audio:stream:*"
+GROUP_NAME = "wakeword_detection"
+DETECTIONS_STREAM = "wakeword:detections"
+
+# Notification tones (HA Voice PE sounds, CC-BY 4.0 — see tones/LICENSE.md).
+# This service is the single source of tone audio: tones are sent to every client
+# (HAVPE relay, phone app, web UI) as inline ``play-audio`` bytes, which they all
+# decode and play. No client bundles its own copy.
+_TONES_DIR = Path(__file__).resolve().parent / "tones"
+_TONE_FILES = {"armed": "armed.wav", "done": "done.wav"}  # logical name -> file
+
+
+def _load_tones() -> Dict[str, str]:
+    """Load each tone as a base64 ``play-audio`` payload once at import."""
+    loaded: Dict[str, str] = {}
+    for name, filename in _TONE_FILES.items():
+        path = _TONES_DIR / filename
+        try:
+            loaded[name] = base64.b64encode(path.read_bytes()).decode("ascii")
+        except OSError as e:  # noqa: BLE001 - a missing tone must not break detection
+            logger.warning("Tone '%s' unavailable (%s): %s", name, path, e)
+    return loaded
+
+
+_TONE_B64 = _load_tones()
+
+# Stop processing a stream after this long with no new chunks (zombie guard).
+STREAM_IDLE_TIMEOUT_SECONDS = 300
+
+# Dev: persist the interpreter buffer state at arm (embeddings + ~10 s raw audio)
+# alongside each captured clip, so a false positive is exactly reproducible
+# offline. On by default; set WAKEWORD_SAVE_BUFFER_STATE=0 to disable.
+SAVE_BUFFER_STATE = os.getenv("WAKEWORD_SAVE_BUFFER_STATE", "1").lower() not in (
+    "0",
+    "false",
+    "no",
+)
+
+
+class WakeWordConsumer:
+    """Discovers audio streams and runs acoustic wake detection on each."""
+
+    def __init__(
+        self, detector: HermesDetector, redis_url: str, sample_store: SampleStore
+    ):
+        """Initialize the consumer.
+
+        Args:
+            detector: Loaded :class:`HermesDetector`.
+            redis_url: Redis connection URL (shared with the backend).
+            sample_store: Store for captured wake-word clips (the training loop).
+        """
+        self.detector = detector
+        self.redis_url = redis_url
+        self.sample_store = sample_store
+        self.redis_client: redis.Redis | None = None
+        self.consumer_name = f"wakeword-worker-{os.getpid()}"
+        self.running = False
+        # client_id -> asyncio.Task processing that stream
+        self._stream_tasks: Dict[str, asyncio.Task] = {}
+        # client_id -> live wake state, so HTTP handlers can prime a stream.
+        self._states: Dict[str, ClientWakeState] = {}
+
+    def active_clients(self) -> list[dict]:
+        """List currently-processing streams (for the data-collection UI)."""
+        out = []
+        for client_id, task in self._stream_tasks.items():
+            if task.done():
+                continue
+            state = self._states.get(client_id)
+            out.append(
+                {
+                    "client_id": client_id,
+                    "priming": bool(state and state.priming),
+                    "prime_wakeword": (
+                        state.prime_wakeword if state and state.priming else None
+                    ),
+                    "armed": bool(state and state.armed),
+                }
+            )
+        return out
+
+    def prime(self, client_id: str, wakeword: str) -> bool:
+        """Arm a one-shot positive capture of ``wakeword`` on an active stream.
+
+        Returns False if the stream is unknown. Raises ValueError if ``wakeword``
+        is not a configured wake word.
+        """
+        state = self._states.get(client_id)
+        task = self._stream_tasks.get(client_id)
+        if state is None or task is None or task.done():
+            return False
+        self.detector.start_priming(state, client_id, wakeword)
+        return True
+
+    def unprime(self, client_id: str) -> bool:
+        """Manually end an in-progress prime capture (UI 'stop'). False if unknown.
+
+        The per-stream task finalizes and saves on its next frame, so the captured
+        attempt always lands in the review queue rather than being dropped.
+        """
+        state = self._states.get(client_id)
+        task = self._stream_tasks.get(client_id)
+        if state is None or task is None or task.done():
+            return False
+        self.detector.stop_priming(state)
+        return True
+
+    async def start(self) -> None:
+        """Connect to Redis and run the discovery + processing loop."""
+        self.redis_client = redis.from_url(self.redis_url)
+        self.running = True
+        logger.info(
+            f"WakeWordConsumer started (group={GROUP_NAME}, redis={self.redis_url})"
+        )
+        try:
+            while self.running:
+                # A transient Redis failure (e.g. Redis restarting during a stack
+                # restart) must NOT permanently kill the discovery loop — otherwise
+                # the HTTP server stays up reporting "healthy" while no audio is ever
+                # consumed again. Catch, log, back off, and retry; the redis.asyncio
+                # connection pool reconnects on the next command.
+                try:
+                    await self._discover_and_spawn()
+                    await asyncio.sleep(2.0)
+                except asyncio.CancelledError:
+                    raise
+                except redis_exceptions.RedisError as e:
+                    logger.warning(
+                        f"Redis error in discovery loop (retrying in 2s): {e}"
+                    )
+                    await asyncio.sleep(2.0)
+                except Exception as e:  # noqa: BLE001 - loop must never die silently
+                    logger.error(
+                        f"Unexpected error in discovery loop (retrying in 2s): {e}",
+                        exc_info=True,
+                    )
+                    await asyncio.sleep(2.0)
+        finally:
+            await self._shutdown()
+
+    async def stop(self) -> None:
+        """Signal the consumer to stop."""
+        self.running = False
+
+    async def _discover_and_spawn(self) -> None:
+        streams = await self._discover_streams()
+        live_clients: set[str] = set()
+        for stream_name in streams:
+            client_id = stream_name.replace("audio:stream:", "")
+            # A device that drops without a clean end-marker leaves its
+            # audio:stream key behind (session stuck "active"). Without this
+            # check we'd re-spawn a task for that dead key every time the
+            # previous one idled out, so it perpetually shows as an "active
+            # stream". Only process streams that got a chunk recently.
+            if not await self._stream_is_live(stream_name):
+                continue
+            live_clients.add(client_id)
+            task = self._stream_tasks.get(client_id)
+            if task is None or task.done():
+                if task is not None and task.done():
+                    # Surface any exception from the finished task.
+                    exc = task.exception()
+                    if exc is not None:
+                        logger.error(f"Stream task for '{client_id}' failed: {exc}")
+                self._stream_tasks[client_id] = asyncio.create_task(
+                    self._process_stream(stream_name, client_id)
+                )
+        # Reap tasks whose stream is gone or has gone stale, so they stop being
+        # reported as active streams (and free their per-client detector state).
+        for client_id, task in list(self._stream_tasks.items()):
+            if task.done():
+                self._stream_tasks.pop(client_id, None)
+            elif client_id not in live_clients:
+                logger.info(f"Reaping wake stream task for stale '{client_id}'")
+                task.cancel()
+                self._stream_tasks.pop(client_id, None)
+
+    async def _stream_is_live(self, stream_name: str) -> bool:
+        """True if the stream received a chunk within the idle window.
+
+        Redis stream entry ids are wall-clock-ms based (server-assigned on XADD),
+        so the last entry's id tells us how long ago audio last arrived — the
+        signal that distinguishes a live stream from an abandoned one whose key
+        Redis still holds.
+        """
+        try:
+            entries = await self.redis_client.xrevrange(stream_name, count=1)
+        except redis_exceptions.ResponseError:
+            return False
+        if not entries:
+            return False
+        last_id = entries[0][0]
+        last_id = last_id.decode() if isinstance(last_id, bytes) else last_id
+        try:
+            ts_ms = int(last_id.split("-")[0])
+        except (ValueError, IndexError):
+            return False
+        return (time.time() * 1000 - ts_ms) < STREAM_IDLE_TIMEOUT_SECONDS * 1000
+
+    async def _discover_streams(self) -> list[str]:
+        streams: list[str] = []
+        cursor = b"0"
+        while cursor:
+            cursor, keys = await self.redis_client.scan(
+                cursor, match=STREAM_PATTERN, count=100
+            )
+            streams.extend(k.decode() if isinstance(k, bytes) else k for k in keys)
+        return streams
+
+    async def _setup_group(self, stream_name: str) -> None:
+        try:
+            await self.redis_client.xgroup_create(
+                stream_name, GROUP_NAME, "0", mkstream=True
+            )
+            logger.debug(f"Created group {GROUP_NAME} for {stream_name}")
+        except redis_exceptions.ResponseError as e:
+            if "BUSYGROUP" not in str(e):
+                raise
+
+    async def _process_stream(self, stream_name: str, client_id: str) -> None:
+        await self._setup_group(stream_name)
+        state = self.detector.new_client_state()
+        self._states[client_id] = state
+        session_id = client_id  # session_id == client_id in this pipeline
+        last_activity = time.time()
+        logger.info(f"▶ Processing wake stream '{stream_name}'")
+
+        try:
+            while self.running:
+                messages = await self.redis_client.xreadgroup(
+                    GROUP_NAME,
+                    self.consumer_name,
+                    {stream_name: ">"},
+                    count=10,
+                    block=1000,
+                )
+
+                if not messages:
+                    if time.time() - last_activity > STREAM_IDLE_TIMEOUT_SECONDS:
+                        await self._flush(state, client_id, session_id)
+                        logger.info(
+                            f"Stream '{stream_name}' idle — ending wake processing"
+                        )
+                        return
+                    continue
+
+                for _stream, stream_messages in messages:
+                    for message_id, fields in stream_messages:
+                        msg_id = (
+                            message_id.decode()
+                            if isinstance(message_id, bytes)
+                            else message_id
+                        )
+                        try:
+                            if fields.get(b"end_marker") or fields.get("end_marker"):
+                                await self.redis_client.xack(
+                                    stream_name, GROUP_NAME, msg_id
+                                )
+                                await self._flush(state, client_id, session_id)
+                                logger.info(f"End marker on '{stream_name}' — ending")
+                                return
+
+                            pcm = fields.get(b"audio_data") or fields.get("audio_data")
+                            if pcm:
+                                last_activity = time.time()
+                                was_armed = state.armed
+                                event = await self.detector.process_frame(
+                                    state, client_id, session_id, pcm
+                                )
+                                # Real acoustic arm transition -> push an immediate
+                                # UI pulse (skip deliberate training primes).
+                                if state.armed and not was_armed and not state.priming:
+                                    await self._on_armed(state, client_id, session_id)
+                                if event is not None:
+                                    await self._handle_event(event)
+                        finally:
+                            await self.redis_client.xack(
+                                stream_name, GROUP_NAME, msg_id
+                            )
+        finally:
+            self._states.pop(client_id, None)
+
+    async def _flush(self, state, client_id: str, session_id: str) -> None:
+        """Finalize an armed-but-uncaptured turn when the stream ends/goes idle."""
+        event = self.detector.flush(state, client_id, session_id)
+        if event is not None:
+            await self._handle_event(event)
+
+    async def _handle_event(self, event: WakeEvent) -> None:
+        """Route a captured event: persist training data and (for real arms)
+        dispatch the command to the Hermes plugin via Redis."""
+        if event.kind == "primed_positive":
+            # "Prime + say it" capture -> review queue (pending), same as a real
+            # arm, so the user confirms wake / not-wake before it rolls into
+            # training. Rescued false-negatives become positives once labeled.
+            # Off-loop: the disk write must not stall the per-client frame loop.
+            await asyncio.to_thread(self._save_sample, PENDING, event, event.audio)
+            return
+        # Real acoustic arm. Play the end-of-listening tone FIRST — it's a pure ack
+        # that needs only client_id, so it must never wait behind the disk write /
+        # user lookup / SSE / XADD below (a slow/near-full disk would otherwise make
+        # the tone lag). Collect-only (shadow) arms farm FP data silently: no tone,
+        # no command dispatch.
+        if not getattr(event, "collect_only", False):
+            await self._send_tone(event.client_id, "done")
+        # Snapshot the trigger window for false-positive review. Off-loop so the
+        # synchronous WAV/JSON writes don't block the frame loop.
+        await asyncio.to_thread(self._save_sample, PENDING, event, event.trigger_audio)
+        if getattr(event, "collect_only", False):
+            return
+        await self._publish_detection(event)
+
+    def _save_sample(self, bucket: str, event: WakeEvent, pcm: bytes) -> None:
+        """Persist a captured clip into the on-disk training store, scoped to the
+        event's wake word."""
+        if not pcm:
+            return
+        meta = {
+            "client_id": event.client_id,
+            "session_id": event.session_id,
+            "score": round(event.score, 4),
+            "reason": event.reason,
+            "kind": event.kind,
+            "also_fired": list(event.also_fired),
+            "collect_only": getattr(event, "collect_only", False),
+            "source": (
+                "prime"
+                if event.kind == "primed_positive"
+                else ("shadow" if getattr(event, "collect_only", False) else "arm")
+            ),
+            # The model's receptive field is ~1.96 s, and the arm fires at the END
+            # of the pre-roll, so the activation is the LAST ~1.96 s of this clip.
+            "activation_window_secs": RECEPTIVE_FIELD_SECONDS,
+            "activation_at": "end",
+        }
+        if event.kind == "primed_positive":
+            # Left UNLABELED so it surfaces in the pending review queue; the score
+            # still flags whether the live model under-scored this utterance.
+            meta["false_negative"] = event.is_false_negative
+        else:
+            # Real arm: record whether the captured turn held speech. A near-silent
+            # arm (has_speech=False) is a false positive whose command ASR the
+            # backend skipped — flagged here so it's visible in the review store.
+            meta["has_speech"] = event.has_speech
+        # Dev: attach the interpreter buffer state captured at arm so the FP is
+        # exactly reproducible offline (command arms only carry it).
+        features = event.buffer_features if SAVE_BUFFER_STATE else None
+        context_pcm = event.buffer_context if SAVE_BUFFER_STATE else None
+        try:
+            rec = self.sample_store.save(
+                event.wakeword,
+                bucket,
+                pcm,
+                SAMPLE_RATE,
+                int(time.time() * 1000),
+                meta,
+                features=features,
+                context_pcm=context_pcm,
+            )
+            logger.info(
+                f"💾 saved {bucket} sample {rec['id']} ({len(pcm)}B"
+                f"{', +buffer-state' if rec.get('has_buffer_state') else ''})"
+            )
+        except (
+            Exception
+        ) as e:  # noqa: BLE001 - data collection must never break dispatch
+            logger.error(f"Failed to save {bucket} sample: {e}", exc_info=True)
+
+    async def _publish_detection(self, event: WakeEvent) -> None:
+        """Publish a wake_word.detected message carrying the captured command audio.
+
+        The backend dispatcher batch-transcribes ``audio_b64`` for a higher-quality
+        command than the streaming transcript would give, and avoids fragile
+        timestamp alignment against the transcription results stream.
+        """
+        user_id = await self._lookup_user_id(event.session_id)
+        # Immediate UI pulse for end-of-turn, before the (slower) batch ASR + plugin
+        # dispatch the backend does — keeps the live-recording feedback snappy.
+        await self._publish_sse(
+            user_id,
+            "wake.end_of_turn",
+            {
+                "client_id": event.client_id,
+                "session_id": event.session_id,
+                "reason": event.reason,
+                "duration": round(event.eot_time - event.arm_time, 2),
+            },
+        )
+        # Amber "Thinking" ring on LED-capable devices: capture is done, the backend
+        # is now batch-transcribing + dispatching. The executor refreshes this when
+        # dispatch actually starts; it reverts on its own if no command follows.
+        await self._publish_downlink(
+            event.client_id,
+            "led-control",
+            {
+                "effect": "Thinking",
+                "r": 1.0,
+                "g": 0.45,
+                "b": 0.0,
+                "brightness": 0.45,
+                "duration": 8.0,
+            },
+        )
+        # NOTE: the end-of-listening ("done") tone is played up front in
+        # _handle_event, before this bookkeeping, so it never lags under load.
+        payload = {
+            "client_id": event.client_id,
+            "session_id": event.session_id,
+            "user_id": user_id,
+            "wakeword": event.wakeword,
+            "also_fired": list(event.also_fired),
+            "score": round(event.score, 4),
+            "reason": event.reason,
+            "sample_rate": SAMPLE_RATE,
+            "audio_b64": base64.b64encode(event.audio).decode("ascii"),
+            "has_speech": event.has_speech,
+            "detected_at": time.time(),
+        }
+        await self.redis_client.xadd(
+            DETECTIONS_STREAM,
+            {b"event": json.dumps(payload).encode()},
+            maxlen=200,
+            approximate=True,
+        )
+        logger.info(
+            f"📤 Published wake_word.detected for '{event.client_id}' "
+            f"({len(event.audio)}B audio, reason={event.reason})"
+        )
+
+    async def _on_armed(
+        self, state: ClientWakeState, client_id: str, session_id: str
+    ) -> None:
+        """Push a UI pulse the instant the wake word arms (before capture/ASR)."""
+        # Listening tone FIRST — a pure ack needing only client_id, so it never waits
+        # behind the user lookup / SSE below (keeps the cue instant under load).
+        await self._send_tone(client_id, "armed")
+        # Cyan "Listening" ring on LED-capable devices (HAVPE). Like the tone it only
+        # needs client_id, so it stays snappy; non-LED clients ignore the frame.
+        await self._publish_downlink(
+            client_id,
+            "led-control",
+            {
+                "effect": "Listening For Command",
+                "r": 0.09,
+                "g": 0.73,
+                "b": 0.95,
+                "brightness": 0.45,
+                "duration": 12.0,
+            },
+        )
+        user_id = await self._lookup_user_id(session_id)
+        await self._publish_sse(
+            user_id,
+            "wake.armed",
+            {
+                "client_id": client_id,
+                "session_id": session_id,
+                "score": round(getattr(state, "arm_score", 0.0), 4),
+            },
+        )
+        logger.info(f"🔔 wake.armed SSE for '{client_id}'")
+
+    async def _send_tone(self, client_id: str, tone: str) -> None:
+        """Play a notification tone on the device via inline ``play-audio`` bytes.
+
+        ``play-audio`` carries the tone bytes inline, so every client type (HAVPE
+        relay, phone app, web UI) can play it the same way — no client needs its own
+        bundled copy. Best-effort: a missing tone asset just means no sound.
+        """
+        audio_b64 = _TONE_B64.get(tone)
+        if not audio_b64:
+            return
+        await self._publish_downlink(
+            client_id,
+            "play-audio",
+            {"audio_b64": audio_b64, "format": "wav", "announcement": True},
+        )
+
+    async def _publish_downlink(
+        self, client_id: str, msg_type: str, data: dict
+    ) -> None:
+        """Push a control message to the device via ``device:downlink:{client_id}``.
+
+        The backend's WebSocket handler subscribes to this channel and forwards the
+        frame down to the HAVPE relay, which plays it on the device. Best-effort —
+        a missing/audio-only device just ignores it.
+        """
+        if not client_id:
+            return
+        try:
+            message = json.dumps({"type": msg_type, "data": data})
+            await self.redis_client.publish(f"device:downlink:{client_id}", message)
+        except (
+            Exception
+        ) as e:  # noqa: BLE001 - downlink is best-effort, never break dispatch
+            logger.debug(f"Failed to publish downlink {msg_type}: {e}")
+
+    async def _publish_sse(self, user_id: str, event_type: str, data: dict) -> None:
+        """Publish an SSE event to the user's channel (best-effort, never raises).
+
+        Mirrors the backend ``sse_publisher`` wire format ({event, data, timestamp})
+        so the ``/api/events/stream`` endpoint relays it to the browser unchanged.
+        """
+        if not user_id:
+            return
+        try:
+            message = json.dumps(
+                {"event": event_type, "data": data, "timestamp": time.time()}
+            )
+            await self.redis_client.publish(f"sse:{user_id}", message)
+        except (
+            Exception
+        ) as e:  # noqa: BLE001 - SSE is best-effort, never break dispatch
+            logger.debug(f"Failed to publish SSE {event_type}: {e}")
+
+    async def _lookup_user_id(self, session_id: str) -> str:
+        """Read user_id from the session metadata hash."""
+        try:
+            val = await self.redis_client.hget(f"audio:session:{session_id}", "user_id")
+            if val is not None:
+                return val.decode() if isinstance(val, bytes) else val
+        except Exception as e:  # noqa: BLE001
+            logger.warning(f"Could not read user_id for {session_id}: {e}")
+        return ""
+
+    async def _shutdown(self) -> None:
+        for task in self._stream_tasks.values():
+            task.cancel()
+        if self.redis_client is not None:
+            await self.redis_client.aclose()
+        logger.info("WakeWordConsumer stopped")
diff --git a/extras/wakeword-service/data/reviewed_registry/.gitkeep b/extras/wakeword-service/data/reviewed_registry/.gitkeep
new file mode 100644
index 00000000..e69de29b
diff --git a/extras/wakeword-service/detector.py b/extras/wakeword-service/detector.py
new file mode 100644
index 00000000..77d605f1
--- /dev/null
+++ b/extras/wakeword-service/detector.py
@@ -0,0 +1,960 @@
+"""Acoustic wake-word detector + end-of-turn capture (multi-wake-word).
+
+Wraps, per client, N independent wake models plus a shared end-of-turn stack:
+
+- one ``NanoInterpreter`` per wake word (e.g. ``hey_hermes`` + ``hermes``),
+  scored in parallel on every frame — acoustic wake words.
+- Silero VAD (``SileroOnnxModel``) — gates speech for end-of-turn.
+- Smart Turn v3 (``LocalSmartTurnAnalyzerV3``) — semantic end-of-turn decision.
+
+Per-client arming state lives in :class:`ClientWakeState`, keyed by client_id
+in the consumer. Audio frames arrive as int16 PCM at 16 kHz.
+
+Flow per client:
+  1. Feed every frame to EACH wake interpreter. The first word to satisfy its
+     patience/threshold (in config-priority order) ARMS — a single arm per
+     debounce window across all words (a phrase like "hey hermes" that trips
+     several models dispatches once). Co-firing words are recorded as
+     ``also_fired`` metadata, never a second capture.
+  2. While armed, run Silero VAD per 512-sample sub-frame and buffer it into the
+     Smart Turn analyzer. At each speech->silence pause, query the Smart Turn
+     MODEL (analyze_end_of_turn) for the semantic end-of-turn decision; on
+     COMPLETE the turn is captured -> emit. The analyzer's own stop_secs silence
+     timer is kept only as a LONG backstop if the model never fires.
+  3. A max-arm-duration guard ends capture even if EOT never fires.
+
+Because the wake words can overlap acoustically (``hermes`` is a substring of
+``hey hermes``), clean per-word POSITIVE data comes from the "prime + say it"
+enrollment flow, where the user declares which word they are recording. Live
+arms are attributed to the single arming word (the shorter word may occasionally
+win a frame early for an overlapping phrase — that only affects which review
+queue the trigger clip lands in, which a human reviews, not dispatch).
+"""
+
+import asyncio
+import logging
+import os
+import time
+from collections import deque
+from dataclasses import dataclass, field
+from typing import Optional
+
+import numpy as np
+from nanowakeword import NanoInterpreter
+
+
+def _load_interp(path: str):
+    """Pick the wake backend by model file: ``.pt`` -> HuBERT+conv-attn (GPU),
+    else the stock nanowakeword ONNX interpreter. Both expose the same
+    ``load_model``/``predict``/``reset``/``models`` surface. The HuBERT backend
+    (and its heavy torch import) is loaded LAZILY — only when a ``.pt`` model is
+    configured — so the stock CPU image never needs torch."""
+    if path.endswith(".pt"):
+        from hubert_detector import HubertInterpreter
+
+        return HubertInterpreter.load_model(path)
+    return NanoInterpreter.load_model(path)
+
+
+from pipecat.audio.turn.base_turn_analyzer import EndOfTurnState
+from pipecat.audio.turn.smart_turn.base_smart_turn import SmartTurnParams
+from pipecat.audio.turn.smart_turn.local_smart_turn_v3 import LocalSmartTurnAnalyzerV3
+from pipecat.audio.vad.silero import SileroOnnxModel
+from verifier import HubertVerifier, WakeVerifier
+
+logger = logging.getLogger(__name__)
+
+SAMPLE_RATE = 16000
+VAD_FRAME_SAMPLES = 512  # Silero requires exactly 512 samples @ 16 kHz
+# nanowakeword's streaming feature pipeline only scores correctly on exactly
+# 1280-sample (80 ms) frames. Feeding the raw 0.25 s / 4000-sample Redis chunks
+# directly yields a flat 0.0 score — the live frames MUST be reframed to 1280.
+WAKE_FRAME_SAMPLES = 1280
+
+# The wake model scores a 16-embedding-frame window = 80 ms stride × 15 + 760 ms
+# embedding window = 1.96 s of audio (its receptive field). A captured clip must
+# cover at least this to reproduce a detection; cold-streaming reproduction is
+# also alignment-sensitive, so we keep a margin.
+RECEPTIVE_FIELD_SECONDS = 1.96
+# Rolling pre-roll kept per client so that on an arm we can snapshot the audio
+# that *caused* it (the wake-word window) for false-positive review — separate
+# from the command turn that follows. Sized to 3 s (> the 1.96 s receptive field
+# + lead-in) so the snapshot reproduces the detection standalone; the model
+# activation itself is the LAST ~1.96 s of the clip (the arm fires at its end).
+PREROLL_SECONDS = 3.0
+PREROLL_SAMPLES = int(PREROLL_SECONDS * SAMPLE_RATE)
+# Lead-in pulled from the pre-roll when a primed positive capture starts, so the
+# very start of the utterance isn't clipped at speech onset.
+PRIME_LEADIN_SAMPLES = int(0.3 * SAMPLE_RATE)
+
+
+@dataclass
+class ClientWakeState:
+    """Per-client wake-word + capture state (in-memory, v1)."""
+
+    armed: bool = False
+    # Which wake word armed the current capture (None when not armed).
+    armed_wakeword: Optional[str] = None
+    # Other wake words that also scored over threshold at the arm instant.
+    also_fired: list = field(default_factory=list)
+    arm_time: float = 0.0
+    arm_score: float = 0.0
+    # Single shared arm gate: one arm per debounce window across all DISPATCH words.
+    last_detection_time: float = 0.0
+    # Separate debounce for collect-only (shadow) firings, so they neither spam
+    # the review queue nor touch the real-arm debounce of dispatch words.
+    last_collect_time: float = 0.0
+    # Per-wake-word consecutive-frame-over-threshold counters (patience).
+    consec: dict = field(default_factory=dict)
+    # Smart Turn analyzer is per-client (it holds an audio buffer + thread).
+    turn_analyzer: Optional[LocalSmartTurnAnalyzerV3] = None
+    vad_model: Optional[SileroOnnxModel] = None
+    # One wake interpreter PER wake word. Each NanoInterpreter holds a STREAMING
+    # feature buffer (raw audio -> mel -> 96-d embeddings) spanning ~2 s of
+    # context, so they are per-client and never shared across streams.
+    interpreters: dict = field(default_factory=dict)
+    # Leftover PCM samples not yet aligned to a 512-sample VAD frame.
+    vad_remainder: np.ndarray = field(
+        default_factory=lambda: np.empty(0, dtype=np.int16)
+    )
+    # Leftover PCM not yet aligned to a 1280-sample wake-interpreter frame
+    # (shared across wake words — the reframing is identical for all).
+    wake_remainder: np.ndarray = field(
+        default_factory=lambda: np.empty(0, dtype=np.int16)
+    )
+    # Raw int16 PCM of the armed command turn (arm -> EOT), for batch ASR.
+    capture_chunks: list = field(default_factory=list)
+    # Count of VAD speech frames seen during this armed capture. Used to gate the
+    # backend's batch ASR: near-silent captures (a false arm with nothing spoken)
+    # make self-diarizing ASR hallucinate, so we flag them and skip transcription.
+    capture_speech_frames: int = 0
+    # Semantic end-of-turn (Smart Turn) tracking within an armed capture: have we
+    # heard speech yet, how many consecutive silent VAD frames since, and the
+    # silence-frame count at which to next query the Smart Turn model.
+    eot_speech_seen: bool = False
+    eot_silence_frames: int = 0
+    eot_next_check: int = 0
+    # Rolling recent audio (samples) for snapshotting the wake-trigger window.
+    preroll: deque = field(default_factory=deque)
+    preroll_len: int = 0
+    # Snapshot of the trigger window taken at arm time (for false-positive review).
+    trigger_audio: bytes = b""
+    # Dev capture: interpreter buffer state snapshotted at arm (of the arming
+    # word's interpreter). The model's ~2 s receptive field exceeds the 3 s
+    # trigger_audio window's usable part, so these make an arm exactly
+    # reproducible offline: trigger_features = the (N, 96) embedding buffer the
+    # wake model scored on; trigger_context = the full ~10 s raw-audio buffer.
+    trigger_features: Optional[np.ndarray] = None
+    trigger_context: bytes = b""
+    # --- "prime + say it" positive-capture mode (data collection) ---
+    priming: bool = False
+    # Which wake word the user declared they are enrolling for this prime.
+    prime_wakeword: Optional[str] = None
+    prime_start: float = 0.0  # monotonic; whole-session hard-cap reference
+    prime_stop_requested: bool = False  # manual "end now" from the UI
+    prime_speech_started: bool = False
+    prime_chunks: list = field(default_factory=list)
+    prime_silence_run: int = 0  # consecutive silent VAD frames after speech began
+
+
+@dataclass
+class WakeEvent:
+    """Emitted when a turn is captured.
+
+    Two kinds:
+      - ``command``: a real acoustic arm + captured command turn (the live wake
+        path). ``audio`` is the command; ``trigger_audio`` is the wake-word window
+        snapshotted at arm, saved for false-positive review.
+      - ``primed_positive``: a "prime + say it" data-collection capture. ``audio``
+        is the spoken wake-word utterance; ``score`` is the model's max score over
+        it and ``is_false_negative`` is True when that fell below threshold.
+
+    ``wakeword`` is the word this event belongs to (the arming word for commands,
+    the declared word for primes). ``also_fired`` lists other words over threshold
+    at arm (command kind only) — recorded for visibility, never cross-written.
+    """
+
+    client_id: str
+    session_id: str
+    wakeword: str
+    # Raw int16 PCM @16k of the captured turn (command, or primed wake utterance).
+    audio: bytes
+    arm_time: float
+    eot_time: float
+    score: float
+    reason: str  # "smart_turn" | "max_duration" | "stream_end" | "primed" | ...
+    kind: str = "command"  # "command" | "primed_positive"
+    also_fired: list = field(default_factory=list)
+    # Collect-only (shadow) firing: the model fired but the word is in collect-only
+    # mode — snapshot the trigger window for FP review, but do NOT dispatch to the
+    # plugin, play a tone, or capture a command turn. (command kind only.)
+    collect_only: bool = False
+    # Whether VAD heard enough speech in the captured turn to be worth batch-ASR.
+    # False for near-silent false arms — the backend skips transcription so the
+    # ASR can't hallucinate a phantom command. (command kind only.)
+    has_speech: bool = True
+    # Wake-trigger window captured at arm (command kind only), for FP review.
+    trigger_audio: bytes = b""
+    # primed_positive only: did the live model under-score this true positive?
+    is_false_negative: bool = False
+    # Dev capture (command kind): interpreter buffer state at arm, so the arm is
+    # reproducible offline. buffer_features = (N, 96) embeddings the wake model
+    # scored on; buffer_context = full ~10 s raw-audio buffer (int16 PCM bytes).
+    buffer_features: Optional[np.ndarray] = None
+    buffer_context: bytes = b""
+
+
+class HermesDetector:
+    """Loads N wake models + builds per-client capture state."""
+
+    def __init__(
+        self,
+        models: dict[str, str],
+        threshold: float = 0.9,
+        patience: int = 5,
+        debounce_secs: float = 3.0,
+        vad_threshold: float = 0.5,
+        stop_secs: float = 2.0,
+        max_arm_secs: float = 15.0,
+        smart_turn_model_path: Optional[str] = None,
+        silero_vad_model_path: Optional[str] = None,
+        eot_min_silence_secs: float = 0.2,
+        eot_recheck_secs: float = 0.3,
+        prime_timeout_secs: float = 10.0,
+        prime_trail_silence_secs: float = 0.6,
+        prime_max_secs: float = 4.0,
+        prime_vad_threshold: float = 0.3,
+        min_command_speech_secs: float = 0.3,
+        verifiers: Optional[dict[str, str]] = None,
+        verifier_threshold: Optional[float] = None,
+        thresholds: Optional[dict[str, float]] = None,
+        patiences: Optional[dict[str, int]] = None,
+        collect_only: Optional[list[str]] = None,
+        verifiers_disabled: Optional[list[str]] = None,
+        disabled: Optional[list[str]] = None,
+    ):
+        """Initialize the detector.
+
+        Args:
+            models: Ordered ``{wakeword: onnx_path}``. Insertion order is the
+                arming PRIORITY when several words fire on the same frame (put the
+                more specific / lower-FP word first).
+            threshold: Default acoustic detection threshold (per-word override via
+                ``thresholds``). Favor precision.
+            verifiers: Optional ``{wakeword: verifier_npz_path}`` second-stage
+                verifiers (``.npz`` from ``training/train_verifier.py``). When set
+                for a word, each of its arms is confirmed by the verifier before it
+                dispatches; arms it judges false are dropped. Missing word -> no
+                verifier (stage-1 only) for that word.
+            verifier_threshold: Optional override of every verifier's trained
+                operating-point threshold.
+            patience: Default consecutive-frames-over-threshold required before
+                firing — the main false-positive suppressor (per-word override via
+                ``patiences``).
+            thresholds: Optional per-word threshold overrides.
+            patiences: Optional per-word patience overrides.
+            debounce_secs: Suppress repeat arming within this window (shared
+                across all wake words — one arm per window).
+            vad_threshold: Silero speech-probability threshold.
+            stop_secs: LONG backstop — silence (s) that forces end-of-turn if the
+                Smart Turn model never fires. End-of-turn is normally decided by
+                the model at each pause, not by this timer.
+            max_arm_secs: Hard cap on capture duration after arming.
+            eot_min_silence_secs: Silence after speech before the first Smart Turn
+                model query (the endpoint gap).
+            eot_recheck_secs: How often to re-query the model while silence
+                continues after an INCOMPLETE verdict.
+            smart_turn_model_path: Optional override for the Smart Turn ONNX. If
+                None, the analyzer loads its own pipecat-bundled copy.
+            silero_vad_model_path: Optional override for the Silero VAD ONNX. If
+                None, the pipecat-bundled copy is resolved automatically.
+        """
+        if not models:
+            raise ValueError("HermesDetector needs at least one wake model")
+        self.models = dict(models)
+        self.wakewords = list(self.models.keys())  # config order = priority
+        # Words in "collect-only" (shadow) mode fire to gather false-positive
+        # review data but never dispatch a command / play a tone / block a real
+        # wake word — used to farm FPs live for a not-yet-trusted word.
+        self.collect_only = set(collect_only or [])
+        # Words whose second-stage verifier is toggled OFF at runtime (from the
+        # Wake-Word Lab). The verifier stays LOADED — this only skips its check so
+        # arms dispatch on the stage-1 model alone. Mutable; flipped via the UI.
+        self.verifiers_disabled = set(verifiers_disabled or [])
+        # Words disabled at runtime. Disabled words do not dispatch and do not
+        # emit collect-only shadow events.
+        self.disabled = set(disabled or [])
+        self.threshold = threshold
+        self.patience = patience
+        self.thresholds = {
+            w: (thresholds or {}).get(w, threshold) for w in self.wakewords
+        }
+        self.patiences = {w: (patiences or {}).get(w, patience) for w in self.wakewords}
+        self.debounce_secs = debounce_secs
+        # Diagnostic: log any frame scoring above this floor (0 = off).
+        self.score_log_floor = float(os.getenv("WAKEWORD_SCORE_LOG", "0") or 0)
+        self.vad_threshold = vad_threshold
+        self.stop_secs = stop_secs
+        self.max_arm_secs = max_arm_secs
+        # Endpoint gap (in VAD frames) of silence after speech before the first
+        # Smart Turn query, then how often to re-query while silence continues.
+        self.eot_min_silence_frames = max(
+            1, int(eot_min_silence_secs * SAMPLE_RATE / VAD_FRAME_SAMPLES)
+        )
+        self.eot_recheck_frames = max(
+            1, int(eot_recheck_secs * SAMPLE_RATE / VAD_FRAME_SAMPLES)
+        )
+        self.prime_timeout_secs = prime_timeout_secs
+        self.prime_trail_silence_frames = max(
+            1, int(prime_trail_silence_secs * SAMPLE_RATE / VAD_FRAME_SAMPLES)
+        )
+        self.prime_max_samples = int(prime_max_secs * SAMPLE_RATE)
+        # While priming we drop the VAD gate well below the live threshold so the
+        # primed utterance is auto-caught even if spoken softly — the whole point
+        # of "I'll say it now" is that we already know speech is coming.
+        self.prime_vad_threshold = prime_vad_threshold
+        # Minimum cumulative VAD speech (in frames) a captured command must contain
+        # to be sent for batch ASR. Below this the turn is treated as a near-silent
+        # false arm and the backend skips transcription (avoids ASR hallucination).
+        self.min_command_speech_frames = max(
+            1, int(min_command_speech_secs * SAMPLE_RATE / VAD_FRAME_SAMPLES)
+        )
+        self.smart_turn_model_path = smart_turn_model_path
+
+        # Interpreters are per-client (built in new_client_state) — the streaming
+        # feature buffer is stateful and must not be shared across streams. Load a
+        # throwaway probe per word here only to validate it and read its key.
+        self._wake_keys: dict[str, str] = {}
+        self._wake_in_names: dict[str, str] = {}
+        for wakeword, path in self.models.items():
+            logger.info(
+                f"Loading wake model '{wakeword}': {path} "
+                f"(threshold={self.thresholds[wakeword]}, "
+                f"patience={self.patiences[wakeword]})"
+            )
+            probe = _load_interp(path)
+            key = next(iter(probe.models.keys()))
+            self._wake_keys[wakeword] = key
+            # Cache the wake ONNX input name so the verifier can score raw feature
+            # windows directly (it picks the peak window the model armed on).
+            self._wake_in_names[wakeword] = probe.models[key].get_inputs()[0].name
+            del probe
+        logger.info(
+            f"Loaded {len(self.wakewords)} wake model(s): {', '.join(self.wakewords)} "
+            f"(per-client interpreters)"
+        )
+
+        # Optional second-stage verifiers (FP suppression), one per word. Loaded
+        # once, shared read-only across clients (pure-numpy scoring, no state).
+        self.verifiers: dict[str, WakeVerifier | HubertVerifier] = {}
+        for wakeword, vpath in (verifiers or {}).items():
+            if wakeword not in self.models:
+                logger.warning(f"verifier for unknown word '{wakeword}' — ignored")
+                continue
+            if vpath and os.path.exists(vpath):
+                # HuBERT words (.pt) score a 768-d HuBERT arm-window embedding;
+                # nanowakeword words score the 96-d Google window. Pick the matching
+                # verifier (both pure-numpy, share the folded-logreg .npz schema).
+                if self.models[wakeword].endswith(".pt"):
+                    self.verifiers[wakeword] = HubertVerifier(
+                        vpath, threshold=verifier_threshold
+                    )
+                else:
+                    self.verifiers[wakeword] = WakeVerifier(
+                        vpath, threshold=verifier_threshold
+                    )
+                logger.info(f"verifier enabled for '{wakeword}' ({vpath})")
+            elif vpath:
+                logger.warning(
+                    f"verifier_path '{vpath}' for '{wakeword}' not found — "
+                    f"stage-1 only for that word"
+                )
+        if not self.verifiers:
+            logger.info("No verifiers configured — running stage-1 (wake models) only")
+
+        # Resolve the Silero VAD ONNX path once (explicit override or bundled).
+        if silero_vad_model_path:
+            self._vad_model_path = silero_vad_model_path
+        else:
+            import importlib.resources as ir
+
+            self._vad_model_path = str(
+                ir.files("pipecat.audio.vad.data").joinpath("silero_vad.onnx")
+            )
+
+    def new_client_state(self) -> ClientWakeState:
+        """Build fresh per-client state: one interpreter per wake word + VAD + ST."""
+        analyzer = LocalSmartTurnAnalyzerV3(
+            smart_turn_model_path=self.smart_turn_model_path,
+            params=SmartTurnParams(stop_secs=self.stop_secs),
+        )
+        analyzer.set_sample_rate(SAMPLE_RATE)
+        return ClientWakeState(
+            interpreters={w: _load_interp(p) for w, p in self.models.items()},
+            consec={w: 0 for w in self.wakewords},
+            turn_analyzer=analyzer,
+            vad_model=SileroOnnxModel(self._vad_model_path, force_onnx_cpu=True),
+        )
+
+    async def process_frame(
+        self, state: ClientWakeState, client_id: str, session_id: str, pcm: bytes
+    ) -> Optional[WakeEvent]:
+        """Process one PCM frame for a client; returns a WakeEvent on capture.
+
+        Args:
+            state: This client's wake state.
+            client_id: Client identifier.
+            session_id: Audio session id (== client_id in this pipeline).
+            pcm: Raw int16 PCM bytes (any length; 0.25 s = 8000 bytes typical).
+
+        Returns:
+            A WakeEvent when a turn is captured, else None.
+        """
+        audio = np.frombuffer(pcm, dtype=np.int16)
+        if audio.size == 0:
+            return None
+
+        # Keep recent audio so an arm can snapshot the window that triggered it
+        # (and so a primed capture has a short lead-in before speech onset).
+        self._push_preroll(state, audio)
+
+        # The wake/prime paths run synchronous ONNX inference, so hand them to a
+        # worker thread. ONNX Runtime releases the GIL during inference, so
+        # concurrent client streams score in parallel instead of serializing on the
+        # event loop. Safe to thread: each client has its own per-state interpreters
+        # (see new_client_state), and a client's process_frame is awaited
+        # sequentially, so no two threads ever touch one state's models at once.
+
+        # "Prime + say it" data-collection mode takes precedence over arming.
+        if state.priming:
+            return await asyncio.to_thread(
+                self._run_prime, state, client_id, session_id, audio
+            )
+
+        if not state.armed:
+            # _run_wake arms dispatch words (event comes later from capture) and
+            # returns a shadow event immediately for collect-only words.
+            return await asyncio.to_thread(
+                self._run_wake, state, client_id, session_id, audio
+            )
+
+        # Armed: drive VAD + Smart Turn to capture the command turn. Left inline —
+        # it's async (awaits the Smart Turn model, which already yields), capture is
+        # a brief per-turn phase, and a to_thread per 32 ms VAD frame would cost more
+        # in handoff than it saves.
+        return await self._run_capture(state, client_id, session_id, audio)
+
+    def _push_preroll(self, state: ClientWakeState, audio: np.ndarray) -> None:
+        """Append audio to the rolling pre-roll, trimming to PREROLL_SAMPLES."""
+        state.preroll.append(audio)
+        state.preroll_len += audio.size
+        while state.preroll_len > PREROLL_SAMPLES and len(state.preroll) > 1:
+            dropped = state.preroll.popleft()
+            state.preroll_len -= dropped.size
+
+    @staticmethod
+    def _preroll_tail(state: ClientWakeState, n_samples: int) -> np.ndarray:
+        """Return the last ``n_samples`` of buffered pre-roll audio."""
+        if not state.preroll:
+            return np.empty(0, dtype=np.int16)
+        buf = np.concatenate(list(state.preroll))
+        return buf[-n_samples:] if buf.size > n_samples else buf
+
+    @staticmethod
+    def _prime_leadin(state: ClientWakeState, onset_offset: int) -> np.ndarray:
+        """Lead-in (PRIME_LEADIN_SAMPLES) ending exactly at the prime onset.
+
+        The pre-roll ends at "now" (the end of the current buffer); the onset
+        sits ``onset_offset`` samples before that end. We take the lead-in from
+        *before* the onset rather than the most-recent 0.3 s — pulling the tail
+        would duplicate the slice we immediately re-append as capture frames,
+        which produced a "he-hey hermes" echo at the clip's start.
+        """
+        if not state.preroll:
+            return np.empty(0, dtype=np.int16)
+        buf = np.concatenate(list(state.preroll))
+        end = buf.size - onset_offset  # index of the onset within the pre-roll
+        start = max(0, end - PRIME_LEADIN_SAMPLES)
+        return buf[start:end]
+
+    def _run_wake(
+        self, state: ClientWakeState, client_id: str, session_id: str, audio: np.ndarray
+    ) -> Optional[WakeEvent]:
+        # Reframe to exactly 1280-sample frames (carry a remainder across calls);
+        # the interpreters score 0.0 on any other frame size.
+        buf = (
+            np.concatenate([state.wake_remainder, audio])
+            if state.wake_remainder.size
+            else audio
+        )
+        n_full = (buf.size // WAKE_FRAME_SAMPLES) * WAKE_FRAME_SAMPLES
+        state.wake_remainder = buf[n_full:].copy()
+
+        for i in range(0, n_full, WAKE_FRAME_SAMPLES):
+            frame = buf[i : i + WAKE_FRAME_SAMPLES]
+            now = time.monotonic()
+
+            # Score EVERY wake word on this frame; update each patience counter.
+            scores: dict[str, float] = {}
+            for w in self.wakewords:
+                s = state.interpreters[w].predict(frame).get(self._wake_keys[w], 0.0)
+                scores[w] = s
+                if self.score_log_floor and s > self.score_log_floor:
+                    logger.info(f"score[{w}] {s:.3f} '{client_id}'")
+                state.consec[w] = state.consec[w] + 1 if s > self.thresholds[w] else 0
+
+            # Words ready to fire this frame, split by mode.
+            ready = [w for w in self.wakewords if state.consec[w] >= self.patiences[w]]
+            enabled_ready = [w for w in ready if w not in self.disabled]
+            # Disabled words should not keep accumulating patience forever.
+            for w in ready:
+                if w in self.disabled:
+                    state.consec[w] = 0
+            collect_ready = [w for w in enabled_ready if w in self.collect_only]
+            dispatch_ready = [w for w in enabled_ready if w not in self.collect_only]
+
+            # 1) Collect-only (shadow) firing: snapshot the trigger window for FP
+            # review, but DON'T enter the shared armed/capture state (so it never
+            # blocks a real dispatch word), don't dispatch, and don't run the
+            # verifier (we want to farm what the RAW model fires on). Independent
+            # debounce; only the firing word's interpreter resets (keeps dispatch
+            # words warm).
+            if collect_ready and (now - state.last_collect_time) > self.debounce_secs:
+                cand = collect_ready[0]
+                tf, tc = self._snapshot_buffers(state.interpreters[cand])
+                also = [
+                    w
+                    for w in self.wakewords
+                    if w != cand and scores[w] > self.thresholds[w]
+                ]
+                state.last_collect_time = now
+                state.consec[cand] = 0
+                state.interpreters[cand].reset()
+                trig = self._preroll_tail(state, PREROLL_SAMPLES).tobytes()
+                logger.info(
+                    f"👁 SHADOW '{client_id}' word={cand} "
+                    f"score={scores[cand]:.4f} (collect-only)"
+                )
+                return WakeEvent(
+                    client_id=client_id,
+                    session_id=session_id,
+                    wakeword=cand,
+                    audio=b"",
+                    arm_time=now,
+                    eot_time=now,
+                    score=scores[cand],
+                    reason="shadow_arm",
+                    kind="command",
+                    collect_only=True,
+                    also_fired=also,
+                    has_speech=False,
+                    trigger_audio=trig,
+                    buffer_features=tf,
+                    buffer_context=tc,
+                )
+
+            # 2) Real dispatch arming: one arm per debounce window across all
+            # dispatch words, highest-priority ready word that passes its verifier.
+            if (
+                not dispatch_ready
+                or (now - state.last_detection_time) <= self.debounce_secs
+            ):
+                continue
+
+            arm_word = None
+            trigger_features, trigger_context = None, b""
+            for cand in dispatch_ready:
+                # Snapshot the interpreter's streaming buffer that produced this
+                # candidate arm BEFORE any reset clears it — needed both by the
+                # verifier and for false-positive review.
+                tf, tc = self._snapshot_buffers(state.interpreters[cand])
+                verifier = self.verifiers.get(cand)
+                if verifier is not None and cand not in self.verifiers_disabled:
+                    if isinstance(verifier, HubertVerifier):
+                        # HuBERT words expose no Google feature buffer; the verifier
+                        # scores the arm-window HuBERT embedding the interpreter just
+                        # computed (the frame that tripped patience).
+                        passed, vprob = verifier.verify_embedding(
+                            state.interpreters[cand].arm_window_embedding()
+                        )
+                    elif tf is not None:
+                        passed, vprob = verifier.verify(
+                            tf,
+                            state.interpreters[cand].models[self._wake_keys[cand]],
+                            self._wake_in_names[cand],
+                        )
+                    else:  # no buffer to judge — fail open (never block a wake)
+                        passed, vprob = True, 1.0
+                    if not passed:
+                        # Reject: clear THIS word's patience but keep streaming (no
+                        # interpreter reset, no debounce) so a real wake right after
+                        # is not delayed; let a lower-priority ready word still arm.
+                        state.consec[cand] = 0
+                        logger.info(
+                            f"🚫 verifier REJECTED '{cand}' arm '{client_id}' "
+                            f"(wake={scores[cand]:.4f} verify={vprob:.3f} "
+                            f"< {verifier.threshold:.2f})"
+                        )
+                        continue
+                    logger.info(
+                        f"✅ verifier confirmed '{cand}' '{client_id}' "
+                        f"(verify={vprob:.3f})"
+                    )
+                arm_word = cand
+                trigger_features, trigger_context = tf, tc
+                break
+
+            if arm_word is None:
+                continue
+
+            # Other words also over threshold at this instant (visibility only).
+            also_fired = [
+                w
+                for w in self.wakewords
+                if w != arm_word and scores[w] > self.thresholds[w]
+            ]
+            state.armed = True
+            state.armed_wakeword = arm_word
+            state.also_fired = also_fired
+            state.arm_time = now
+            state.arm_score = scores[arm_word]
+            state.last_detection_time = now
+            for w in self.wakewords:
+                state.consec[w] = 0
+            # Snapshot the wake-trigger window for false-positive review (the
+            # audio that *caused* this arm, distinct from the command turn).
+            state.trigger_audio = self._preroll_tail(state, PREROLL_SAMPLES).tobytes()
+            state.trigger_features = trigger_features
+            state.trigger_context = trigger_context
+            # Reset all interpreters + wake remainder so capture/next wake start clean.
+            for w in self.wakewords:
+                state.interpreters[w].reset()
+            state.wake_remainder = np.empty(0, dtype=np.int16)
+            logger.info(
+                f"🔔 ARMED '{client_id}' word={arm_word} score={scores[arm_word]:.4f}"
+                f"{f' also_fired={also_fired}' if also_fired else ''}"
+            )
+            return
+
+    def flush(
+        self, state: ClientWakeState, client_id: str, session_id: str
+    ) -> Optional[WakeEvent]:
+        """Finalize an in-progress capture when the stream ends while armed.
+
+        Bounded recordings (e.g. browser push-to-record) end before Smart Turn
+        can detect end-of-turn, so stream-end is itself the end of the turn.
+        """
+        if state.priming:
+            if state.prime_speech_started:
+                return self._finish_prime(
+                    state, client_id, session_id, "primed_stream_end"
+                )
+            self._reset_prime(state)
+            return None
+        if state.armed:
+            return self._finish_capture(state, client_id, session_id, "stream_end")
+        return None
+
+    async def _run_capture(
+        self, state: ClientWakeState, client_id: str, session_id: str, audio: np.ndarray
+    ) -> Optional[WakeEvent]:
+        analyzer = state.turn_analyzer
+        vad = state.vad_model
+
+        # Buffer the raw command audio (arm -> EOT) for batch ASR by the backend.
+        state.capture_chunks.append(audio)
+
+        # Re-chunk into 512-sample VAD frames, carrying a remainder across calls.
+        buf = (
+            np.concatenate([state.vad_remainder, audio])
+            if state.vad_remainder.size
+            else audio
+        )
+        n_full = (buf.size // VAD_FRAME_SAMPLES) * VAD_FRAME_SAMPLES
+        state.vad_remainder = buf[n_full:].copy()
+
+        for i in range(0, n_full, VAD_FRAME_SAMPLES):
+            frame = buf[i : i + VAD_FRAME_SAMPLES]
+            conf = float(
+                np.asarray(
+                    vad(frame.astype(np.float32) / 32768.0, SAMPLE_RATE)
+                ).flatten()[0]
+            )
+            is_speech = conf >= self.vad_threshold
+
+            # Buffer the frame in the analyzer. append_audio only returns COMPLETE
+            # via its own stop_secs silence counter — now a LONG backstop, not the
+            # primary signal (see WAKEWORD_STOP_SECS).
+            backstop = analyzer.append_audio(frame.tobytes(), is_speech)
+            if backstop == EndOfTurnState.COMPLETE:
+                return self._finish_capture(state, client_id, session_id, "stop_secs")
+
+            if is_speech:
+                # Speech (re)started: reset the endpoint tracking; the next query
+                # happens once a fresh ``eot_min_silence_frames`` gap accrues.
+                state.eot_speech_seen = True
+                state.capture_speech_frames += 1
+                state.eot_silence_frames = 0
+                state.eot_next_check = self.eot_min_silence_frames
+            elif state.eot_speech_seen:
+                # Silence after speech: at the endpoint gap (then periodically while
+                # silence continues) ask the Smart Turn MODEL whether the turn is
+                # semantically complete. This is the real end-of-turn decision.
+                state.eot_silence_frames += 1
+                if state.eot_silence_frames >= state.eot_next_check:
+                    model_state, _ = await analyzer.analyze_end_of_turn()
+                    if model_state == EndOfTurnState.COMPLETE:
+                        return self._finish_capture(
+                            state, client_id, session_id, "smart_turn"
+                        )
+                    # INCOMPLETE: the model expects more speech — keep listening and
+                    # re-query after another stretch of continued silence.
+                    state.eot_next_check = (
+                        state.eot_silence_frames + self.eot_recheck_frames
+                    )
+
+        # Hard cap on capture duration.
+        if (time.monotonic() - state.arm_time) > self.max_arm_secs:
+            return self._finish_capture(state, client_id, session_id, "max_duration")
+
+        return None
+
+    def _finish_capture(
+        self, state: ClientWakeState, client_id: str, session_id: str, reason: str
+    ) -> WakeEvent:
+        eot_time = time.monotonic()
+        captured = (
+            np.concatenate(state.capture_chunks).tobytes()
+            if state.capture_chunks
+            else b""
+        )
+        # Silence gate: a captured turn with little/no VAD speech is a false arm
+        # (nothing actually spoken after the wake word). Flag it so the backend
+        # skips batch ASR — self-diarizing ASR hallucinates phantom commands on
+        # near-silent audio.
+        speech_secs = state.capture_speech_frames * VAD_FRAME_SAMPLES / SAMPLE_RATE
+        has_speech = state.capture_speech_frames >= self.min_command_speech_frames
+        event = WakeEvent(
+            client_id=client_id,
+            session_id=session_id,
+            wakeword=state.armed_wakeword or self.wakewords[0],
+            audio=captured,
+            arm_time=state.arm_time,
+            eot_time=eot_time,
+            score=state.arm_score,
+            reason=reason,
+            kind="command",
+            also_fired=list(state.also_fired),
+            has_speech=has_speech,
+            trigger_audio=state.trigger_audio,
+            buffer_features=state.trigger_features,
+            buffer_context=state.trigger_context,
+        )
+        logger.info(
+            f"🛑 CAPTURED '{client_id}' word={event.wakeword} reason={reason} "
+            f"dur={eot_time - state.arm_time:.2f}s audio={len(captured)}B "
+            f"speech={speech_secs:.2f}s has_speech={has_speech}"
+        )
+        # Reset state for the next wake word.
+        state.armed = False
+        state.armed_wakeword = None
+        state.also_fired = []
+        state.arm_time = 0.0
+        state.arm_score = 0.0
+        state.trigger_audio = b""
+        state.trigger_features = None
+        state.trigger_context = b""
+        state.vad_remainder = np.empty(0, dtype=np.int16)
+        state.wake_remainder = np.empty(0, dtype=np.int16)
+        state.capture_chunks = []
+        state.capture_speech_frames = 0
+        state.eot_speech_seen = False
+        state.eot_silence_frames = 0
+        state.eot_next_check = 0
+        if state.turn_analyzer is not None:
+            state.turn_analyzer.clear()
+        return event
+
+    # ------------------------------------------------------------------ #
+    # "Prime + say it" positive capture (false-negative / hard-positive collection)
+    # ------------------------------------------------------------------ #
+
+    def start_priming(
+        self, state: ClientWakeState, client_id: str, wakeword: str
+    ) -> None:
+        """Arm a one-shot positive capture: the next utterance is ``wakeword``.
+
+        Used by the data-collection UI ("I'll say the wake word now"). The next
+        VAD-detected utterance is captured as a labeled positive for ``wakeword``
+        regardless of the model's score; the score (against that word's model) is
+        computed afterwards to flag false negatives. Because the user declares the
+        word, this enrollment path is unambiguous even when wake words overlap.
+        """
+        if wakeword not in self.models:
+            raise ValueError(f"unknown wake word '{wakeword}' (have {self.wakewords})")
+        state.priming = True
+        state.prime_wakeword = wakeword
+        state.prime_start = time.monotonic()
+        state.prime_stop_requested = False
+        state.prime_speech_started = False
+        state.prime_chunks = []
+        state.prime_silence_run = 0
+        state.vad_remainder = np.empty(0, dtype=np.int16)
+        if state.turn_analyzer is not None:
+            state.turn_analyzer.clear()
+        logger.info(
+            f"🎯 PRIMED positive capture for '{client_id}' word={wakeword} "
+            f"— awaiting speech"
+        )
+
+    def stop_priming(self, state: ClientWakeState) -> None:
+        """Request a manual end of an in-progress prime (the UI 'stop' button).
+
+        The stream task finalizes on its next frame, saving whatever was heard so
+        far (or a short pre-roll fallback) so the attempt always lands in review.
+        """
+        if state.priming:
+            state.prime_stop_requested = True
+
+    def _run_prime(
+        self, state: ClientWakeState, client_id: str, session_id: str, audio: np.ndarray
+    ) -> Optional[WakeEvent]:
+        # Manual "end now" from the UI: finalize immediately with whatever we have.
+        if state.prime_stop_requested:
+            return self._finish_prime(
+                state, client_id, session_id, "primed_manual_stop"
+            )
+
+        vad = state.vad_model
+        buf = (
+            np.concatenate([state.vad_remainder, audio])
+            if state.vad_remainder.size
+            else audio
+        )
+        n_full = (buf.size // VAD_FRAME_SAMPLES) * VAD_FRAME_SAMPLES
+        state.vad_remainder = buf[n_full:].copy()
+
+        for i in range(0, n_full, VAD_FRAME_SAMPLES):
+            frame = buf[i : i + VAD_FRAME_SAMPLES]
+            conf = float(
+                np.asarray(
+                    vad(frame.astype(np.float32) / 32768.0, SAMPLE_RATE)
+                ).flatten()[0]
+            )
+            # Lowered gate (prime_vad_threshold) — we know speech is coming, so
+            # auto-catch it even when spoken softly.
+            is_speech = conf >= self.prime_vad_threshold
+
+            if not state.prime_speech_started:
+                if is_speech:
+                    # Seed with a short lead-in so the onset isn't clipped. The
+                    # lead-in is taken from BEFORE the onset (onset sits buf.size-i
+                    # samples before the pre-roll's end) so we don't re-include the
+                    # slice we're about to append as frames (the "he-hey" echo).
+                    state.prime_speech_started = True
+                    state.prime_chunks = [
+                        self._prime_leadin(state, buf.size - i),
+                        frame,
+                    ]
+                    state.prime_silence_run = 0
+                continue
+
+            state.prime_chunks.append(frame)
+            if is_speech:
+                state.prime_silence_run = 0
+            else:
+                state.prime_silence_run += 1
+                if state.prime_silence_run >= self.prime_trail_silence_frames:
+                    return self._finish_prime(state, client_id, session_id, "primed")
+
+        if state.prime_speech_started:
+            captured = sum(c.size for c in state.prime_chunks)
+            if captured >= self.prime_max_samples:
+                return self._finish_prime(
+                    state, client_id, session_id, "primed_max_duration"
+                )
+
+        # Whole-session hard cap: stop within prime_timeout_secs no matter what and
+        # ALWAYS finalize (never a silent drop) so the attempt lands in review —
+        # captured speech if we heard any, else a short pre-roll fallback.
+        if time.monotonic() - state.prime_start > self.prime_timeout_secs:
+            reason = (
+                "primed_timeout" if state.prime_speech_started else "primed_no_speech"
+            )
+            return self._finish_prime(state, client_id, session_id, reason)
+        return None
+
+    def _finish_prime(
+        self, state: ClientWakeState, client_id: str, session_id: str, reason: str
+    ) -> WakeEvent:
+        wakeword = state.prime_wakeword or self.wakewords[0]
+        if state.prime_chunks:
+            captured = np.concatenate(state.prime_chunks)
+        else:
+            # Manual stop / timeout with no VAD-gated speech: fall back to the
+            # recent pre-roll so the attempt still surfaces for review instead of
+            # vanishing (the user explicitly asked for it to always show up).
+            captured = self._preroll_tail(state, PREROLL_SAMPLES)
+        interp = state.interpreters[wakeword]
+        score = self._score_buffer(interp, wakeword, captured) if captured.size else 0.0
+        is_fn = score < self.thresholds[wakeword]
+        event = WakeEvent(
+            client_id=client_id,
+            session_id=session_id,
+            wakeword=wakeword,
+            audio=captured.tobytes(),
+            arm_time=0.0,
+            eot_time=time.monotonic(),
+            score=score,
+            reason=reason,
+            kind="primed_positive",
+            is_false_negative=is_fn,
+        )
+        logger.info(
+            f"🎯 PRIMED POSITIVE '{client_id}' word={wakeword} score={score:.4f} "
+            f"{'(FALSE NEGATIVE)' if is_fn else '(would-have-fired)'} "
+            f"dur={captured.size / SAMPLE_RATE:.2f}s reason={reason}"
+        )
+        self._reset_prime(state)
+        return event
+
+    def _score_buffer(self, interp, wakeword: str, audio: np.ndarray) -> float:
+        """Max wake score over a buffer using this word's interpreter (reset
+        before/after so the live streaming state isn't polluted)."""
+        key = self._wake_keys[wakeword]
+        interp.reset()
+        best = 0.0
+        n_full = (audio.size // WAKE_FRAME_SAMPLES) * WAKE_FRAME_SAMPLES
+        for i in range(0, n_full, WAKE_FRAME_SAMPLES):
+            s = interp.predict(audio[i : i + WAKE_FRAME_SAMPLES]).get(key, 0.0)
+            best = max(best, s)
+        interp.reset()
+        return float(best)
+
+    @staticmethod
+    def _snapshot_buffers(interp) -> tuple:
+        """Copy the interpreter's streaming buffers at arm time so the arm is
+        reproducible offline. Returns (feature_buffer copy as (N, 96) float32,
+        raw-audio buffer as int16 PCM bytes). Never raises — capture must not
+        break detection."""
+        try:
+            pre = interp.preprocessor
+            feats = np.asarray(pre.feature_buffer, dtype=np.float32).copy()
+            raw = np.asarray(pre.raw_data_buffer, dtype=np.int16).tobytes()
+            return feats, raw
+        except Exception as e:  # noqa: BLE001
+            logger.warning(f"buffer-state snapshot failed: {e}")
+            return None, b""
+
+    @staticmethod
+    def _reset_prime(state: ClientWakeState) -> None:
+        state.priming = False
+        state.prime_wakeword = None
+        state.prime_start = 0.0
+        state.prime_stop_requested = False
+        state.prime_speech_started = False
+        state.prime_chunks = []
+        state.prime_silence_run = 0
+        state.vad_remainder = np.empty(0, dtype=np.int16)
+        if state.turn_analyzer is not None:
+            state.turn_analyzer.clear()
diff --git a/extras/wakeword-service/docker-compose.yml b/extras/wakeword-service/docker-compose.yml
new file mode 100644
index 00000000..2a48bbd3
--- /dev/null
+++ b/extras/wakeword-service/docker-compose.yml
@@ -0,0 +1,103 @@
+services:
+  wakeword-service:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    image: ${CHRONICLE_REGISTRY:-}chronicle-wakeword:${CHRONICLE_TAG:-latest}
+    container_name: chronicle-wakeword-service
+    ports:
+      # Host 8771 (8770 is taken by the kittentts service); container stays 8770.
+      - "${WAKEWORD_PORT:-8771}:8770"
+    environment:
+      # Shares the backend's Redis (same chronicle-network).
+      - REDIS_URL=${REDIS_URL:-redis://redis:6379/0}
+      # Optional HF token (gated weights). HuBERT-base is cached at build time from
+      # the PyTorch CDN, so this is plumbing for future HF-hosted backends.
+      - HF_TOKEN=${HF_TOKEN:-}
+      # Wake words to run in parallel, as name:file pairs (file under models/).
+      # Order = arming priority (lower-FP phrase first). The wake-word NAME is
+      # decoupled from the model FILE so a retrained model is swapped without
+      # renaming its sample-data dir or plugin condition.
+      #   hey_hermes -> hey_hermes_f.onnx           (FP-hardened conformer, verifier on top)
+      #   hermes     -> hermes_hubert_convattn.pt   (HuBERT+conv-attn backend, runs on GPU)
+      # The .pt model routes to the HuBERT backend (detector.py); the image carries
+      # CUDA torch + cached HuBERT-base, and the GPU reservation below is required.
+      - WAKEWORD_MODELS=${WAKEWORD_MODELS:-hey_hermes:hey_hermes_f.onnx,hermes:hermes_hubert_convattn.pt}
+      - SMART_TURN_MODEL_PATH=/app/models/smart-turn-v3.2-cpu.onnx
+      - SILERO_VAD_MODEL_PATH=/app/models/silero_vad.onnx
+      - WAKEWORD_THRESHOLD=${WAKEWORD_THRESHOLD:-0.9}
+      - WAKEWORD_PATIENCE=${WAKEWORD_PATIENCE:-2}
+      # Per-word operating-point overrides. "hermes" is a single short word with a
+      # Per-word operating-point overrides (name:value,...). Since the
+      # 2026-06-11 hermes_b retrain (real-data conformer + verifier), "hermes"
+      # runs at the shared 0.9/patience-2 point — no overrides needed.
+      - WAKEWORD_THRESHOLDS=${WAKEWORD_THRESHOLDS:-}
+      - WAKEWORD_PATIENCES=${WAKEWORD_PATIENCES:-}
+      # Collect-only (shadow) words fire to farm false-positive review data but
+      # never dispatch / play a tone / block a real word. "hermes" went LIVE once
+      # its second-stage verifier landed (models/hermes_verifier.npz rejects ~97%
+      # of its raw firings, taking it from ~14 FP/hr to <1/hr). Re-add a word here
+      # to farm it silently. Empty = all configured words dispatch.
+      # This is the INITIAL default only: the Wake-Word Lab can toggle collect-only
+      # per word at runtime, persisting the choice to data/collect_only.json (in the
+      # mounted ./data volume), which then takes precedence over this on restart.
+      - WAKEWORD_COLLECT_ONLY=${WAKEWORD_COLLECT_ONLY:-}
+      - WAKEWORD_SCORE_LOG=${WAKEWORD_SCORE_LOG:-0}
+      - WAKEWORD_DEBOUNCE_SECS=${WAKEWORD_DEBOUNCE_SECS:-3.0}
+      - WAKEWORD_VAD_THRESHOLD=${WAKEWORD_VAD_THRESHOLD:-0.5}
+      - WAKEWORD_STOP_SECS=${WAKEWORD_STOP_SECS:-2.0}
+      - WAKEWORD_MAX_ARM_SECS=${WAKEWORD_MAX_ARM_SECS:-15.0}
+      # Second-stage verifiers (FP suppression), auto-enabled per word when
+      # models/<name>_verifier.npz exists (hey_hermes has one; hermes will once
+      # real clips are labeled). Override paths via WAKEWORD_VERIFIERS=name:path,...
+      - WAKEWORD_VERIFIERS=${WAKEWORD_VERIFIERS:-}
+      - WAKEWORD_VERIFIER_THRESHOLD=${WAKEWORD_VERIFIER_THRESHOLD:-}
+      - WAKEWORD_DATA_DIR=/app/data/samples
+      - WAKEWORD_PRIME_TIMEOUT_SECS=${WAKEWORD_PRIME_TIMEOUT_SECS:-12.0}
+      - WAKEWORD_PRIME_TRAIL_SILENCE_SECS=${WAKEWORD_PRIME_TRAIL_SILENCE_SECS:-0.6}
+      - WAKEWORD_PRIME_MAX_SECS=${WAKEWORD_PRIME_MAX_SECS:-4.0}
+      - LOG_LEVEL=${LOG_LEVEL:-INFO}
+    # Mount models read-write during dev so a freshly trained hermes.onnx can be
+    # dropped in without rebuilding the image. Remove for an immutable image.
+    # ./data holds captured wake-word clips (the training flywheel) — persisted
+    # on the host so labeled positives/negatives survive rebuilds and feed
+    # training/ingest_samples.py directly.
+    volumes:
+      - ./models:/app/models
+      - ./data:/app/data
+      # Dev: bind-mount the service source over the image's baked-in copy so code
+      # edits apply on a plain restart (services.py does `up --force-recreate`) with
+      # NO image rebuild. Mirrors the `COPY *.py ./` in the Dockerfile; read-only
+      # since the service never writes its own source. Drop these for an immutable
+      # production image (then a code change requires a rebuild).
+      - ./app.py:/app/app.py:ro
+      - ./consumer.py:/app/consumer.py:ro
+      - ./detector.py:/app/detector.py:ro
+      - ./samples.py:/app/samples.py:ro
+      - ./verifier.py:/app/verifier.py:ro
+      - ./hubert_detector.py:/app/hubert_detector.py:ro
+    restart: unless-stopped
+    # The "hermes" word runs the HuBERT .pt model on GPU. docker compose v2 honors
+    # this reservation for `docker compose up` (no swarm needed).
+    deploy:
+      resources:
+        reservations:
+          devices:
+            # count: all (not "1"): podman-compose maps count:N to the CDI device
+            # nvidia.com/gpu=<index>, but WSL's nvidia-ctk only generates the
+            # "nvidia.com/gpu=all" device (no per-index entries), so count:1 is
+            # unresolvable there. "all" resolves on both docker and podman/WSL.
+            - driver: nvidia
+              count: all
+              capabilities: [gpu]
+    healthcheck:
+      test: ["CMD", "curl", "-fsS", "http://localhost:8770/health"]
+      interval: 30s
+      timeout: 5s
+      start_period: 20s
+      retries: 3
+
+networks:
+  default:
+    name: chronicle-network
+    external: true
diff --git a/extras/wakeword-service/init.py b/extras/wakeword-service/init.py
new file mode 100644
index 00000000..a79bcad7
--- /dev/null
+++ b/extras/wakeword-service/init.py
@@ -0,0 +1,136 @@
+#!/usr/bin/env python3
+"""Chronicle Hermes Wake-Word Service setup.
+
+Configures the standalone acoustic wake-word detector. Writes a `.env` from the
+template (preserving existing values) and warns if the trained model is missing.
+"""
+
+import argparse
+import os
+import shutil
+import sys
+from pathlib import Path
+
+from dotenv import set_key
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Prompt
+
+# Repo root for shared utilities.
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+from setup_utils import read_env_value  # noqa: E402
+
+console = Console()
+HERE = Path(__file__).resolve().parent
+ENV_PATH = HERE / ".env"
+ENV_TEMPLATE = HERE / ".env.template"
+MODEL_PATH = HERE / "models" / "hey_hermes.onnx"
+
+
+def resolve_hf_token(arg_token: str | None) -> str | None:
+    """HF token, in priority order: --hf-token arg, backend .env, repo-root .env,
+    this service's own .env.
+
+    Mirrors how the wizard sources shared secrets: ``backends/advanced/.env`` is the
+    canonical hub on a main machine; the repo-root ``.env`` is the per-node store for
+    backend-less cluster-join nodes.
+    """
+    if arg_token:
+        return arg_token
+    repo_root = HERE.parent.parent
+    for path in (
+        repo_root / "backends" / "advanced" / ".env",
+        repo_root / ".env",
+        ENV_PATH,
+    ):
+        value = read_env_value(str(path), "HF_TOKEN")
+        if value:
+            return value
+    return None
+
+
+def configure(non_interactive: bool = False, hf_token: str | None = None) -> None:
+    """Create/update .env and report model status."""
+    console.print(
+        Panel.fit(
+            "Hermes Acoustic Wake-Word Service",
+            subtitle="standalone detector on the live audio stream",
+        )
+    )
+
+    if not ENV_PATH.exists():
+        if ENV_TEMPLATE.exists():
+            shutil.copy(ENV_TEMPLATE, ENV_PATH)
+            console.print(f"[green]Created {ENV_PATH} from template[/green]")
+        else:
+            ENV_PATH.touch()
+
+    defaults = {
+        "REDIS_URL": "redis://redis:6379/0",
+        # Host 8770 is used by the tts/kittentts service; wakeword maps to host 8771.
+        "WAKEWORD_PORT": "8771",
+        "WAKEWORD_THRESHOLD": "0.9",
+        "WAKEWORD_PATIENCE": "2",
+        "WAKEWORD_DEBOUNCE_SECS": "3.0",
+        "WAKEWORD_VAD_THRESHOLD": "0.5",
+        "WAKEWORD_STOP_SECS": "2.0",
+        "WAKEWORD_MAX_ARM_SECS": "15.0",
+        "LOG_LEVEL": "INFO",
+    }
+
+    for key, default in defaults.items():
+        existing = read_env_value(str(ENV_PATH), key)
+        if non_interactive:
+            value = existing or default
+        else:
+            value = Prompt.ask(key, default=existing or default)
+        set_key(str(ENV_PATH), key, value, quote_mode="never")
+
+    # HF token (optional): persisted so it's available if a wake-word backend pulls
+    # gated HuggingFace weights. The bundled HuBERT-base is cached at build time from
+    # the PyTorch CDN, so this isn't exercised today, but keeps the plumbing uniform.
+    resolved_token = resolve_hf_token(hf_token)
+    if resolved_token:
+        set_key(str(ENV_PATH), "HF_TOKEN", resolved_token, quote_mode="never")
+
+    console.print(f"[green]Wrote configuration to {ENV_PATH}[/green]")
+
+    if not MODEL_PATH.exists():
+        console.print(
+            Panel.fit(
+                f"[yellow]Wake-word model not found at {MODEL_PATH}.[/yellow]\n"
+                "Train it first:\n"
+                "  cd training && ./fetch_datasets.sh\n"
+                "  .venv-train/bin/nanowakeword -c hermes_config.yaml\n"
+                "  cp trained_models/hermes/model/hermes.onnx ../models/hermes.onnx\n"
+                "The service will refuse to start until hermes.onnx is present.",
+                title="Model required",
+            )
+        )
+    else:
+        console.print(f"[green]Wake-word model present: {MODEL_PATH}[/green]")
+
+    console.print("\n[bold]Next:[/bold] start with ./start.sh or:")
+    console.print("  cd extras/wakeword-service && docker compose up --build -d")
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Hermes wake-word service setup")
+    parser.add_argument(
+        "--non-interactive",
+        action="store_true",
+        help="Use defaults / existing values without prompting.",
+    )
+    parser.add_argument(
+        "--hf-token",
+        help="Hugging Face token (avoids HF rate-limits / unlocks gated repos)",
+    )
+    args = parser.parse_args()
+    configure(
+        non_interactive=args.non_interactive or not sys.stdin.isatty(),
+        hf_token=args.hf_token,
+    )
+
+
+if __name__ == "__main__":
+    main()
diff --git a/extras/wakeword-service/pyproject.toml b/extras/wakeword-service/pyproject.toml
new file mode 100644
index 00000000..dcd7f733
--- /dev/null
+++ b/extras/wakeword-service/pyproject.toml
@@ -0,0 +1,30 @@
+[project]
+name = "wakeword-service"
+version = "0.1.0"
+description = "Hermes acoustic wake-word detection service for Chronicle"
+requires-python = ">=3.12,<3.13"
+dependencies = [
+    "fastapi>=0.115,<1",
+    "uvicorn[standard]>=0.30,<1",
+    "redis>=5.0,<6",
+    "numpy>=1.26,<3",
+    "onnxruntime>=1.20,<2",
+    # nanowakeword runtime (interpreter only — no train extras in the image)
+    "nanowakeword>=2.1,<3",
+    # pipecat provides Silero VAD + Smart Turn v3 (standalone analyzers).
+    # Pinned to the tested release (PyPI tops out at 0.0.x; bundles smart-turn-v3.2).
+    "pipecat-ai==0.0.108",
+    "soxr>=0.5,<2",
+]
+
+# nanowakeword (==2.1.4) and pipecat-ai are pulled from PyPI — the repo's
+# untracked/ copies are pristine at those tags, so PyPI matches. The exact
+# Smart Turn v3.2 + Silero VAD ONNX files are vendored into models/ at build
+# time (vendor_models.sh) so the runtime never depends on a PyPI re-bundle.
+
+[tool.black]
+line-length = 100
+
+[tool.isort]
+profile = "black"
+line_length = 100
diff --git a/extras/wakeword-service/samples.py b/extras/wakeword-service/samples.py
new file mode 100644
index 00000000..839879a9
--- /dev/null
+++ b/extras/wakeword-service/samples.py
@@ -0,0 +1,543 @@
+"""On-disk store for wake-word data-collection clips — the training flywheel.
+
+Every acoustic arm snapshots its trigger window to ``pending/`` for review; a
+reviewer labels each true-wake / not-wake, which moves it to ``positive/`` /
+``negative/``. The "prime + say it" flow also lands in ``pending/`` (tagged
+``false_negative`` when the live model under-scored the utterance), so the user
+confirms wake / not-wake before it rolls into training.
+
+The store is **wake-word-scoped**: clips live under a per-wake-word directory so
+two wake words running in parallel (e.g. ``hey_hermes`` + ``hermes``) never mix.
+A clip is stored under exactly ONE wake word — the word it was enrolled for
+(prime) or the word that armed (live capture). When a live arm co-fires several
+models, only the arming word's queue gets the clip; the rest are recorded in its
+``also_fired`` metadata, never cross-written.
+
+Layout (under WAKEWORD_DATA_DIR, default ``/app/data/samples``)::
+
+    <wakeword>/pending/   <clip>.wav + <clip>.json   awaiting review
+    <wakeword>/positive/  <clip>.wav + <clip>.json   confirmed wake word
+    <wakeword>/negative/  <clip>.wav + <clip>.json   confirmed NOT the wake word
+
+``positive/`` and ``negative/`` are exactly the dirs the training ingest
+(``training/ingest_samples.py --wakeword <w>``) consumes, so a labeled clip is
+immediately retrain-ready — no separate export step.
+
+A clip is a 16 kHz mono WAV plus a sidecar JSON of metadata. Labeling/deleting is
+a file move/unlink, so the store has no central index to keep consistent.
+"""
+
+import hashlib
+import json
+import logging
+import os
+import re
+import shutil
+import uuid
+import wave
+from collections import defaultdict
+from typing import Optional
+
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+PENDING = "pending"
+POSITIVE = "positive"
+NEGATIVE = "negative"
+BUCKETS = (PENDING, POSITIVE, NEGATIVE)
+
+# A label maps to the bucket a reviewed clip lands in.
+_LABEL_BUCKET = {"wake": POSITIVE, "not_wake": NEGATIVE}
+
+_SANITIZE = re.compile(r"[^A-Za-z0-9_-]")
+
+
+def _safe(name: str) -> str:
+    """Filesystem-safe wake-word directory name."""
+    return _SANITIZE.sub("", name) or "unknown"
+
+
+class SampleStore:
+    """File-backed store of wake-word clips, bucketed by wake word and review state."""
+
+    def __init__(
+        self,
+        base_dir: str,
+        wakewords: list[str],
+        legacy_wakeword: Optional[str] = None,
+    ):
+        """Create the store, ensuring per-wake-word bucket dirs exist.
+
+        Args:
+            base_dir: Root directory for the wake-word sample tree.
+            wakewords: The wake words this deployment runs (one subtree each).
+            legacy_wakeword: If set and the OLD flat ``base_dir/<bucket>`` layout
+                is found (pre-multi-wake-word), its clips are moved one-time into
+                ``base_dir/<legacy_wakeword>/<bucket>``. All historically-collected
+                clips are "hey hermes", so this keeps them from contaminating a
+                second wake word's data.
+        """
+        self.base_dir = base_dir
+        self.wakewords = [_safe(w) for w in wakewords]
+        os.makedirs(base_dir, exist_ok=True)
+        if legacy_wakeword:
+            self._migrate_legacy_flat(_safe(legacy_wakeword))
+        for wakeword in self.wakewords:
+            for bucket in BUCKETS:
+                os.makedirs(os.path.join(base_dir, wakeword, bucket), exist_ok=True)
+        logger.info(
+            f"SampleStore at {base_dir} "
+            f"(wakewords={', '.join(self.wakewords)}; buckets={', '.join(BUCKETS)})"
+        )
+
+    def _migrate_legacy_flat(self, target: str) -> None:
+        """One-time move of pre-multi-wake-word flat buckets into ``target``.
+
+        The old store wrote ``base_dir/pending|positive|negative`` directly. If
+        those exist, relocate their contents under ``base_dir/<target>/<bucket>``
+        and remove the now-empty flat dirs. Idempotent — a no-op once migrated.
+        """
+        for bucket in BUCKETS:
+            flat = os.path.join(self.base_dir, bucket)
+            if not os.path.isdir(flat):
+                continue
+            dest = os.path.join(self.base_dir, target, bucket)
+            os.makedirs(dest, exist_ok=True)
+            moved = 0
+            for name in os.listdir(flat):
+                os.replace(os.path.join(flat, name), os.path.join(dest, name))
+                moved += 1
+            try:
+                os.rmdir(flat)
+            except OSError:
+                pass
+            if moved:
+                logger.info(
+                    f"Migrated {moved} legacy '{bucket}' clips -> {target}/{bucket}"
+                )
+
+    def _iter_wakewords(self) -> list[str]:
+        """Wake-word subtrees currently on disk (configured ones + any extras)."""
+        found = set(self.wakewords)
+        try:
+            for name in os.listdir(self.base_dir):
+                if os.path.isdir(os.path.join(self.base_dir, name)):
+                    found.add(name)
+        except OSError:
+            pass
+        return sorted(found)
+
+    def _bucket_dir(self, wakeword: str, bucket: str) -> str:
+        if bucket not in BUCKETS:
+            raise ValueError(f"unknown bucket '{bucket}' (expected {BUCKETS})")
+        return os.path.join(self.base_dir, _safe(wakeword), bucket)
+
+    @staticmethod
+    def _new_clip_id(client_id: str, created_at_ms: int) -> str:
+        client = _SANITIZE.sub("", client_id) or "unknown"
+        return f"{created_at_ms}_{client}_{uuid.uuid4().hex[:6]}"
+
+    def _wav_path(self, wakeword: str, bucket: str, clip_id: str) -> str:
+        return os.path.join(self._bucket_dir(wakeword, bucket), f"{clip_id}.wav")
+
+    def _json_path(self, wakeword: str, bucket: str, clip_id: str) -> str:
+        return os.path.join(self._bucket_dir(wakeword, bucket), f"{clip_id}.json")
+
+    # Dev buffer-state sidecars (interpreter snapshot at arm). Optional — only
+    # present for clips captured with WAKEWORD_SAVE_BUFFER_STATE enabled.
+    def _features_path(self, wakeword: str, bucket: str, clip_id: str) -> str:
+        return os.path.join(
+            self._bucket_dir(wakeword, bucket), f"{clip_id}.features.npy"
+        )
+
+    def _context_path(self, wakeword: str, bucket: str, clip_id: str) -> str:
+        return os.path.join(
+            self._bucket_dir(wakeword, bucket), f"{clip_id}.context.wav"
+        )
+
+    def _sidecars(self, wakeword: str, bucket: str, clip_id: str) -> tuple:
+        """All optional auxiliary files for a clip (buffer-state sidecars)."""
+        return (
+            self._features_path(wakeword, bucket, clip_id),
+            self._context_path(wakeword, bucket, clip_id),
+        )
+
+    @staticmethod
+    def _write_wav(path: str, pcm: bytes, sample_rate: int) -> None:
+        with wave.open(path, "wb") as wf:
+            wf.setnchannels(1)
+            wf.setsampwidth(2)
+            wf.setframerate(sample_rate)
+            wf.writeframes(pcm)
+
+    @staticmethod
+    def _audio_sha1(pcm: bytes) -> str:
+        """Content hash of the raw PCM — the dedup key (exact-duplicate clips)."""
+        return hashlib.sha1(pcm).hexdigest()
+
+    @staticmethod
+    def _read_wav_frames(path: str) -> bytes:
+        with wave.open(path, "rb") as wf:
+            return wf.readframes(wf.getnframes())
+
+    def _clip_hash(self, wakeword: str, bucket: str, clip_id: str) -> Optional[str]:
+        """Content hash for a stored clip — from its JSON if present, else the WAV."""
+        try:
+            with open(self._json_path(wakeword, bucket, clip_id)) as fh:
+                stored = json.load(fh).get("audio_sha1")
+            if stored:
+                return stored
+        except (OSError, json.JSONDecodeError):
+            pass
+        try:
+            return self._audio_sha1(
+                self._read_wav_frames(self._wav_path(wakeword, bucket, clip_id))
+            )
+        except (OSError, wave.Error):
+            return None
+
+    def existing_hashes(self, wakeword: str) -> set:
+        """Set of content hashes already stored for ``wakeword`` (all buckets).
+
+        Used by the offline farmer to skip clips it already has. Backfills from
+        the WAV for older clips that predate the stored ``audio_sha1``.
+        """
+        out: set = set()
+        for bucket in BUCKETS:
+            for rec in self.list(wakeword, bucket):
+                h = rec.get("audio_sha1") or self._clip_hash(
+                    wakeword, bucket, rec["id"]
+                )
+                if h:
+                    out.add(h)
+        return out
+
+    def save(
+        self,
+        wakeword: str,
+        bucket: str,
+        pcm: bytes,
+        sample_rate: int,
+        created_at_ms: int,
+        meta: dict,
+        features: Optional[np.ndarray] = None,
+        context_pcm: Optional[bytes] = None,
+    ) -> dict:
+        """Write a clip (WAV + JSON sidecar) into ``wakeword/bucket``.
+
+        Args:
+            wakeword: The wake word this clip belongs to.
+            bucket: One of ``pending`` / ``positive`` / ``negative``.
+            pcm: Raw int16 mono PCM.
+            sample_rate: Sample rate of ``pcm`` (Hz).
+            created_at_ms: Capture timestamp (epoch ms) — also seeds the clip id.
+            meta: Extra metadata (client_id, score, reason, source, also_fired...).
+            features: Optional ``(N, 96)`` interpreter embedding buffer at arm —
+                feeding its last 16 frames to the wake model reproduces the live
+                score exactly. Saved as ``<id>.features.npy``.
+            context_pcm: Optional full ~10 s raw-audio buffer (int16 PCM) at arm,
+                the complete context behind the trigger. Saved as
+                ``<id>.context.wav``.
+
+        Returns:
+            The stored record dict (meta + id/wakeword/bucket/sample_rate/...).
+        """
+        client_id = str(meta.get("client_id", "unknown"))
+        clip_id = self._new_clip_id(client_id, created_at_ms)
+        record = {
+            **meta,
+            "id": clip_id,
+            "wakeword": _safe(wakeword),
+            "bucket": bucket,
+            "sample_rate": sample_rate,
+            "created_at_ms": created_at_ms,
+            "duration_secs": round(len(pcm) / 2 / max(sample_rate, 1), 2),
+            "audio_sha1": self._audio_sha1(pcm),
+        }
+        self._write_wav(self._wav_path(wakeword, bucket, clip_id), pcm, sample_rate)
+        # Optional dev buffer-state sidecars (exact offline reproduction).
+        if features is not None:
+            np.save(
+                self._features_path(wakeword, bucket, clip_id), np.asarray(features)
+            )
+            record["feature_frames"] = int(np.asarray(features).shape[0])
+            record["has_buffer_state"] = True
+        if context_pcm:
+            self._write_wav(
+                self._context_path(wakeword, bucket, clip_id), context_pcm, sample_rate
+            )
+            record["context_secs"] = round(
+                len(context_pcm) / 2 / max(sample_rate, 1), 2
+            )
+        with open(self._json_path(wakeword, bucket, clip_id), "w") as fh:
+            json.dump(record, fh)
+        return record
+
+    def list(self, wakeword: str, bucket: str) -> list[dict]:
+        """Return all clip records in ``wakeword/bucket``, newest first."""
+        d = self._bucket_dir(wakeword, bucket)
+        records: list[dict] = []
+        if not os.path.isdir(d):
+            return records
+        for name in os.listdir(d):
+            if not name.endswith(".json"):
+                continue
+            try:
+                with open(os.path.join(d, name)) as fh:
+                    records.append(json.load(fh))
+            except (OSError, json.JSONDecodeError) as e:
+                logger.warning(f"skipping unreadable sample meta {name}: {e}")
+        records.sort(key=lambda r: r.get("created_at_ms", 0), reverse=True)
+        return records
+
+    def _find(self, clip_id: str) -> Optional[tuple]:
+        """Return ``(wakeword, bucket)`` a clip currently lives in, or None."""
+        for wakeword in self._iter_wakewords():
+            for bucket in BUCKETS:
+                if os.path.exists(self._wav_path(wakeword, bucket, clip_id)):
+                    return wakeword, bucket
+        return None
+
+    def wav_path(self, clip_id: str) -> Optional[str]:
+        """Absolute path to a clip's WAV, wherever it currently lives."""
+        loc = self._find(clip_id)
+        return self._wav_path(loc[0], loc[1], clip_id) if loc else None
+
+    def label(self, clip_id: str, label: str) -> dict:
+        """Apply a review label, moving the clip into its target bucket.
+
+        Args:
+            clip_id: Clip identifier.
+            label: ``wake`` (-> positive) or ``not_wake`` (-> negative).
+
+        Returns:
+            The updated record dict.
+        """
+        target = _LABEL_BUCKET.get(label)
+        if target is None:
+            raise ValueError(
+                f"unknown label '{label}' (expected {list(_LABEL_BUCKET)})"
+            )
+        loc = self._find(clip_id)
+        if loc is None:
+            raise KeyError(clip_id)
+        wakeword, src = loc
+
+        with open(self._json_path(wakeword, src, clip_id)) as fh:
+            record = json.load(fh)
+        record["bucket"] = target
+        record["label"] = label
+
+        if src != target:
+            os.replace(
+                self._wav_path(wakeword, src, clip_id),
+                self._wav_path(wakeword, target, clip_id),
+            )
+            os.replace(
+                self._json_path(wakeword, src, clip_id),
+                self._json_path(wakeword, target, clip_id),
+            )
+            # Move buffer-state sidecars alongside, if present.
+            for src_aux, dst_aux in zip(
+                self._sidecars(wakeword, src, clip_id),
+                self._sidecars(wakeword, target, clip_id),
+            ):
+                if os.path.exists(src_aux):
+                    os.replace(src_aux, dst_aux)
+        with open(self._json_path(wakeword, target, clip_id), "w") as fh:
+            json.dump(record, fh)
+        return record
+
+    def move(self, clip_id: str, wakeword: str, bucket: str = PENDING) -> dict:
+        """Move a clip to a DIFFERENT wake word's bucket (default pending).
+
+        For the overlap case: a live arm attributed to one word (e.g. ``hey_hermes``
+        by priority) that is really an utterance of another (``hermes``). Moves the
+        WAV + JSON + sidecars, rewrites ``wakeword``/``bucket``, drops any stale
+        ``label`` so it re-enters review, and records ``moved_from``. The embedding
+        sidecar is model-agnostic (shared front-end), so it stays valid.
+        """
+        if bucket not in BUCKETS:
+            raise ValueError(f"unknown bucket '{bucket}' (expected {BUCKETS})")
+        loc = self._find(clip_id)
+        if loc is None:
+            raise KeyError(clip_id)
+        src_word, src_bucket = loc
+        dst_word = _safe(wakeword)
+        if dst_word == src_word and bucket == src_bucket:
+            return json.load(open(self._json_path(src_word, src_bucket, clip_id)))
+        os.makedirs(self._bucket_dir(dst_word, bucket), exist_ok=True)
+
+        with open(self._json_path(src_word, src_bucket, clip_id)) as fh:
+            record = json.load(fh)
+        record["wakeword"] = dst_word
+        record["bucket"] = bucket
+        record["moved_from"] = {"wakeword": src_word, "bucket": src_bucket}
+        record.pop("label", None)
+
+        os.replace(
+            self._wav_path(src_word, src_bucket, clip_id),
+            self._wav_path(dst_word, bucket, clip_id),
+        )
+        for src_aux, dst_aux in zip(
+            self._sidecars(src_word, src_bucket, clip_id),
+            self._sidecars(dst_word, bucket, clip_id),
+        ):
+            if os.path.exists(src_aux):
+                os.replace(src_aux, dst_aux)
+        # Write the updated JSON at the destination, remove the source JSON.
+        os.remove(self._json_path(src_word, src_bucket, clip_id))
+        with open(self._json_path(dst_word, bucket, clip_id), "w") as fh:
+            json.dump(record, fh)
+        return record
+
+    def copy(self, clip_id: str, wakeword: str, bucket: str = PENDING) -> dict:
+        """Copy a clip into ANOTHER wake word's bucket (source stays put).
+
+        For the shared-false-positive case: one firing that tripped several wake
+        words is a hard negative for each of them. Move re-homes (positive belongs
+        to one word); copy fans out (the FP belongs to all that fired). The copy
+        gets a FRESH clip id so it coexists with the original (per-word dedup won't
+        touch cross-word copies). The embedding sidecar is model-agnostic, so it
+        copies over valid.
+        """
+        if bucket not in BUCKETS:
+            raise ValueError(f"unknown bucket '{bucket}' (expected {BUCKETS})")
+        loc = self._find(clip_id)
+        if loc is None:
+            raise KeyError(clip_id)
+        src_word, src_bucket = loc
+        dst_word = _safe(wakeword)
+        os.makedirs(self._bucket_dir(dst_word, bucket), exist_ok=True)
+
+        with open(self._json_path(src_word, src_bucket, clip_id)) as fh:
+            record = json.load(fh)
+        new_id = self._new_clip_id(
+            str(record.get("client_id", "unknown")),
+            int(record.get("created_at_ms", 0)),
+        )
+        record["id"] = new_id
+        record["wakeword"] = dst_word
+        record["bucket"] = bucket
+        record["copied_from"] = {
+            "id": clip_id,
+            "wakeword": src_word,
+            "bucket": src_bucket,
+        }
+        record.pop("label", None)
+
+        shutil.copy2(
+            self._wav_path(src_word, src_bucket, clip_id),
+            self._wav_path(dst_word, bucket, new_id),
+        )
+        for src_aux, dst_aux in zip(
+            self._sidecars(src_word, src_bucket, clip_id),
+            self._sidecars(dst_word, bucket, new_id),
+        ):
+            if os.path.exists(src_aux):
+                shutil.copy2(src_aux, dst_aux)
+        with open(self._json_path(dst_word, bucket, new_id), "w") as fh:
+            json.dump(record, fh)
+        return record
+
+    def delete(self, clip_id: str) -> bool:
+        """Remove a clip (WAV + JSON) wherever it lives. Returns True if found."""
+        loc = self._find(clip_id)
+        if loc is None:
+            return False
+        wakeword, bucket = loc
+        for path in (
+            self._wav_path(wakeword, bucket, clip_id),
+            self._json_path(wakeword, bucket, clip_id),
+            *self._sidecars(wakeword, bucket, clip_id),
+        ):
+            try:
+                os.remove(path)
+            except FileNotFoundError:
+                pass
+        return True
+
+    def stats(self) -> dict:
+        """Per-wake-word clip counts (+ how many positives were rescued FNs).
+
+        Returns a dict keyed by wake word::
+
+            {"hey_hermes": {"pending": 3, "positive": 86, "negative": 128,
+                            "false_negatives": 4}, ...}
+        """
+        out: dict[str, dict] = {}
+        for wakeword in self._iter_wakewords():
+            counts = {}
+            for bucket in BUCKETS:
+                d = self._bucket_dir(wakeword, bucket)
+                # Count the per-clip .json sidecar, NOT .wav: buffer-state capture
+                # writes a second `<id>.context.wav` per clip, which would otherwise
+                # double the count here vs. what list() (json-based) actually shows.
+                counts[bucket] = (
+                    sum(1 for n in os.listdir(d) if n.endswith(".json"))
+                    if os.path.isdir(d)
+                    else 0
+                )
+            counts["false_negatives"] = sum(
+                1 for r in self.list(wakeword, POSITIVE) if r.get("false_negative")
+            )
+            out[wakeword] = counts
+        return out
+
+    # Keep priority when deduping: a labeled clip beats a pending one (don't throw
+    # away review effort); among equals, keep the oldest (first collected).
+    _DEDUP_RANK = {POSITIVE: 2, NEGATIVE: 2, PENDING: 0}
+
+    def dedupe(self, wakeword: Optional[str] = None) -> dict:
+        """Remove exact-duplicate clips (same audio content) within each wake word.
+
+        Groups every clip (pending + positive + negative) by its PCM content hash;
+        for each group of duplicates keeps a single representative — preferring an
+        already-labeled clip over a pending one (so review effort is never lost),
+        and the oldest among equals — and deletes the rest (including duplicate
+        pending clips). Returns a per-word summary.
+
+        Args:
+            wakeword: Limit to one wake word, or None for all.
+        """
+        words = [_safe(wakeword)] if wakeword else self._iter_wakewords()
+        out: dict = {}
+        for w in words:
+            groups: dict = defaultdict(list)  # sha1 -> [(bucket, clip_id, created_at)]
+            for bucket in BUCKETS:
+                for rec in self.list(w, bucket):
+                    h = rec.get("audio_sha1") or self._clip_hash(w, bucket, rec["id"])
+                    if h:
+                        groups[h].append(
+                            (bucket, rec["id"], rec.get("created_at_ms", 0))
+                        )
+
+            removed: list = []
+            conflicts = 0
+            for members in groups.values():
+                if len(members) < 2:
+                    continue
+                labeled = {b for b, _, _ in members if b in (POSITIVE, NEGATIVE)}
+                if len(labeled) > 1:
+                    conflicts += 1  # same audio labeled both wake AND not_wake
+                # Keep highest-rank bucket, oldest first; delete the rest.
+                ordered = sorted(members, key=lambda m: (-self._DEDUP_RANK[m[0]], m[2]))
+                for bucket, clip_id, _ in ordered[1:]:
+                    if self.delete(clip_id):
+                        removed.append({"id": clip_id, "bucket": bucket})
+            out[w] = {
+                "duplicate_groups": sum(1 for m in groups.values() if len(m) > 1),
+                "removed": len(removed),
+                "removed_by_bucket": {
+                    b: sum(1 for r in removed if r["bucket"] == b) for b in BUCKETS
+                },
+                "kept_unique": len(groups),
+                "conflicts": conflicts,
+            }
+            logger.info(
+                f"dedupe '{w}': removed {len(removed)} dup(s) "
+                f"({out[w]['removed_by_bucket']}), {len(groups)} unique remain"
+                + (f", {conflicts} LABEL CONFLICTS" if conflicts else "")
+            )
+        return out
diff --git a/extras/wakeword-service/tones/LICENSE.md b/extras/wakeword-service/tones/LICENSE.md
new file mode 100644
index 00000000..bbd1b093
--- /dev/null
+++ b/extras/wakeword-service/tones/LICENSE.md
@@ -0,0 +1 @@
+[Home Assistant Voice Preview Edition Sounds](https://github.com/esphome/home-assistant-voice-pe/tree/dev/sounds) © 2024 by [Clayton Charles Tapp](https://www.cctaudio.com/) is licensed under [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1)
diff --git a/extras/wakeword-service/tones/armed.wav b/extras/wakeword-service/tones/armed.wav
new file mode 100644
index 00000000..ddea22df
Binary files /dev/null and b/extras/wakeword-service/tones/armed.wav differ
diff --git a/extras/wakeword-service/tones/done.wav b/extras/wakeword-service/tones/done.wav
new file mode 100644
index 00000000..d76ec5b4
Binary files /dev/null and b/extras/wakeword-service/tones/done.wav differ
diff --git a/extras/wakeword-service/uv.lock b/extras/wakeword-service/uv.lock
new file mode 100644
index 00000000..2f2f5fcd
--- /dev/null
+++ b/extras/wakeword-service/uv.lock
@@ -0,0 +1,1190 @@
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+]
diff --git a/extras/wakeword-service/verifier.py b/extras/wakeword-service/verifier.py
new file mode 100644
index 00000000..98a51946
--- /dev/null
+++ b/extras/wakeword-service/verifier.py
@@ -0,0 +1,155 @@
+"""Second-stage wake-word verifier — confirms an acoustic arm before dispatch.
+
+The acoustic wake model fires on both true "hey hermes" and a class of acoustic
+false positives that score *identically* (~0.99); a score threshold cannot tell
+them apart. This small per-deployment classifier (trained by
+``training/train_verifier.py`` on the reviewed clip corpus) scores the embedding
+window that fired and rejects arms it judges false — an openWakeWord-style custom
+verifier on the nanowakeword 96-d embeddings.
+
+Pure numpy at inference: it loads folded logistic-regression weights from a
+``.npz`` the trainer produces (feature standardisation folded into ``w``/``b``),
+so the detector needs no sklearn. The window/pool helpers live here so the
+trainer and the detector share ONE definition and cannot drift.
+"""
+
+import logging
+
+import numpy as np
+
+logger = logging.getLogger(__name__)
+
+# The wake model input is a (16, 96) window: 16 embedding frames of 96 dims.
+WINDOW = 16
+EMBED_DIM = 96
+
+
+def pool_features(window: np.ndarray, kind: str) -> np.ndarray:
+    """Pool a (16, 96) window into a feature vector. Must match the trainer."""
+    win = np.asarray(window, dtype=np.float32)
+    if kind == "mean":
+        return win.mean(axis=0)
+    if kind == "meanstd":
+        return np.concatenate([win.mean(axis=0), win.std(axis=0)])
+    if kind == "flatten":
+        return win.reshape(-1)
+    raise ValueError(f"unknown pool kind '{kind}'")
+
+
+def peak_window(feature_buffer: np.ndarray, wake_session, in_name: str):
+    """The highest-scoring contiguous 16-frame window of an embedding buffer.
+
+    This is the window that arms (the wake model's peak), so it is what the
+    verifier judges. Buffers shorter than 16 frames are front-padded, mirroring
+    the model's left-padded input when fewer than 16 frames exist.
+
+    Returns ``(peak_score, window (16,96))``.
+    """
+    buf = np.asarray(feature_buffer, dtype=np.float32)
+    if buf.shape[0] < WINDOW:
+        if buf.shape[0]:
+            pad = np.repeat(buf[:1], WINDOW - buf.shape[0], axis=0)
+        else:
+            pad = np.zeros((WINDOW, EMBED_DIM), dtype=np.float32)
+        buf = np.concatenate([pad, buf], axis=0)
+    windows = np.stack([buf[i : i + WINDOW] for i in range(buf.shape[0] - WINDOW + 1)])
+    scores = wake_session.run(None, {in_name: windows.astype(np.float32)})[0].reshape(
+        -1
+    )
+    j = int(np.argmax(scores))
+    return float(scores[j]), windows[j]
+
+
+class WakeVerifier:
+    """Loads a trained verifier and judges arm windows. ``score`` is P(true wake)."""
+
+    def __init__(self, path: str, threshold: float | None = None):
+        d = np.load(path, allow_pickle=True)
+        self.w = d["w"].astype(np.float32)
+        self.b = float(d["b"])
+        self.pool = str(d["pool"])
+        self.window = int(d["window"]) if "window" in d else WINDOW
+        # An explicit env override wins; otherwise use the trained operating point.
+        self.threshold = (
+            float(threshold) if threshold is not None else float(d["threshold"])
+        )
+        loo = float(d["loo_auc"]) if "loo_auc" in d else float("nan")
+        logger.info(
+            f"WakeVerifier loaded: {path} (pool={self.pool}, dim={self.w.shape[0]}, "
+            f"threshold={self.threshold:.3f}, LOO-AUC={loo:.4f})"
+        )
+
+    def score_window(self, window: np.ndarray) -> float:
+        """P(true wake) for a single (16, 96) window."""
+        x = pool_features(window, self.pool)
+        return float(1.0 / (1.0 + np.exp(-(float(self.w @ x) + self.b))))
+
+    def verify(self, feature_buffer: np.ndarray, wake_session, in_name: str):
+        """Judge an arm from the interpreter's embedding buffer at arm time.
+
+        Picks the peak (arming) window from the buffer and scores it.
+        Returns ``(passed, prob)`` — ``passed`` is True when the arm is a true wake.
+        Fails OPEN (passed=True) on any error so the verifier can never silently
+        swallow real detections.
+        """
+        try:
+            _peak, win = peak_window(feature_buffer, wake_session, in_name)
+            prob = self.score_window(win)
+            return prob >= self.threshold, prob
+        except Exception as e:  # noqa: BLE001 - never break detection
+            logger.warning(f"verifier error, passing arm through: {e}")
+            return True, 1.0
+
+
+def pool_hubert(emb_seq: np.ndarray, kind: str) -> np.ndarray:
+    """Pool a (T, 768) HuBERT embedding sequence into a feature vector. The arm
+    window the HuBERT model scores is the rolling 1.5 s buffer (~74 frames). Must
+    match ``training/train_hubert_verifier.py``."""
+    e = np.asarray(emb_seq, dtype=np.float32)
+    if e.ndim == 1:  # already pooled
+        return e
+    if kind == "mean":
+        return e.mean(axis=0)
+    if kind == "meanstd":
+        return np.concatenate([e.mean(axis=0), e.std(axis=0)])
+    raise ValueError(f"unknown pool kind '{kind}'")
+
+
+class HubertVerifier:
+    """Second-stage verifier for HuBERT wake words. Same folded-logreg .npz schema
+    as :class:`WakeVerifier`, but scores a pooled **768-d HuBERT embedding** of the
+    arm window (the rolling 1.5 s the model just fired on) instead of a 96-d Google
+    window — HuBERT words expose no nanowakeword feature buffer. Pure numpy."""
+
+    def __init__(self, path: str, threshold: float | None = None):
+        d = np.load(path, allow_pickle=True)
+        self.w = d["w"].astype(np.float32)
+        self.b = float(d["b"])
+        self.pool = str(d["pool"])
+        self.threshold = (
+            float(threshold) if threshold is not None else float(d["threshold"])
+        )
+        loo = float(d["loo_auc"]) if "loo_auc" in d else float("nan")
+        logger.info(
+            f"HubertVerifier loaded: {path} (pool={self.pool}, dim={self.w.shape[0]}, "
+            f"threshold={self.threshold:.3f}, LOO-AUC={loo:.4f})"
+        )
+
+    def score_embedding(self, emb_seq: np.ndarray) -> float:
+        """P(true wake) for the arm-window HuBERT embedding (T, 768)."""
+        x = pool_hubert(emb_seq, self.pool)
+        return float(1.0 / (1.0 + np.exp(-(float(self.w @ x) + self.b))))
+
+    def verify_embedding(self, emb_seq):
+        """Judge an arm from the HuBERT interpreter's arm-window embedding.
+
+        Returns ``(passed, prob)``. Fails OPEN on any error (or missing embedding)
+        so the verifier can never silently swallow real detections."""
+        try:
+            if emb_seq is None:
+                return True, 1.0
+            prob = self.score_embedding(emb_seq)
+            return prob >= self.threshold, prob
+        except Exception as e:  # noqa: BLE001 - never break detection
+            logger.warning(f"hubert verifier error, passing arm through: {e}")
+            return True, 1.0
diff --git a/install.sh b/install.sh
new file mode 100755
index 00000000..8baf78e0
--- /dev/null
+++ b/install.sh
@@ -0,0 +1,34 @@
+#!/bin/sh
+set -e
+
+REPO="https://github.com/SimpleOpenSoftware/chronicle.git"
+DIR="chronicle"
+
+# Get latest release tag
+TAG=$(curl -sL https://api.github.com/repos/SimpleOpenSoftware/chronicle/releases/latest | grep -o '"tag_name": *"[^"]*"' | head -1 | cut -d'"' -f4)
+
+if [ -z "$TAG" ]; then
+    echo "error: could not determine latest release"
+    exit 1
+fi
+
+echo "Installing Chronicle $TAG..."
+
+if [ -d "$DIR" ]; then
+    echo "error: directory '$DIR' already exists"
+    exit 1
+fi
+
+git clone --depth 1 --branch "$TAG" "$REPO" "$DIR"
+cd "$DIR"
+
+# Install uv if missing
+if ! command -v uv > /dev/null 2>&1; then
+    echo "Installing uv package manager..."
+    curl -LsSf https://astral.sh/uv/install.sh | sh
+    . "$HOME/.local/bin/env" 2>/dev/null || export PATH="$HOME/.local/bin:$PATH"
+fi
+
+# Reconnect stdin for interactive wizard
+exec < /dev/tty
+./wizard.sh
diff --git a/k8s-manifests/cross-namespace-rbac.yaml b/k8s-manifests/cross-namespace-rbac.yaml
index 632cbf2f..687c778d 100644
--- a/k8s-manifests/cross-namespace-rbac.yaml
+++ b/k8s-manifests/cross-namespace-rbac.yaml
@@ -31,4 +31,4 @@ subjects:
 roleRef:
   kind: Role
   name: config-reader
-  apiGroup: rbac.authorization.k8s.io
\ No newline at end of file
+  apiGroup: rbac.authorization.k8s.io
diff --git a/plugins/button_control/__init__.py b/plugins/button_control/__init__.py
new file mode 100644
index 00000000..0b5b45ff
--- /dev/null
+++ b/plugins/button_control/__init__.py
@@ -0,0 +1,12 @@
+"""
+Button Configuration plugin for Chronicle.
+
+Maps device button presses (single / double) to configurable system actions —
+stop the current TTS playback, close the current conversation, star it, or call
+another plugin. The mapping lives in config.yml so the same firmware button can
+be re-purposed without a code change.
+"""
+
+from .plugin import ButtonControlPlugin
+
+__all__ = ["ButtonControlPlugin"]
diff --git a/plugins/button_control/config.yml b/plugins/button_control/config.yml
new file mode 100644
index 00000000..56025908
--- /dev/null
+++ b/plugins/button_control/config.yml
@@ -0,0 +1,9 @@
+# Button Configuration — map device button presses to actions.
+# Each key (single_press / double_press) maps to one typed action. Valid types:
+#   stop_playback | close_conversation | star_conversation | call_plugin
+# call_plugin also needs: plugin_id, action, and optional data.
+actions:
+  single_press:
+    type: stop_playback
+  double_press:
+    type: close_conversation
diff --git a/plugins/test_button_actions/plugin.py b/plugins/button_control/plugin.py
similarity index 52%
rename from plugins/test_button_actions/plugin.py
rename to plugins/button_control/plugin.py
index af180e23..0f85ec46 100644
--- a/plugins/test_button_actions/plugin.py
+++ b/plugins/button_control/plugin.py
@@ -1,28 +1,41 @@
 """
-Test Button Actions plugin — maps device button events to configurable actions.
+Button Configuration plugin — maps device button events to configurable actions.
 
-Single press: close conversation (triggers post-processing pipeline)
-Double press: cross-plugin call (e.g., toggle study lights via Home Assistant)
+Each button event (single / double press) is mapped, in config.yml, to one typed
+action:
 
-Actions are configured in config.yml with typed enums for safety.
+  - stop_playback      : stop the TTS currently playing on the device (barge-in)
+  - close_conversation : end the current conversation (triggers post-processing)
+  - star_conversation  : star/unstar the current conversation
+  - call_plugin        : dispatch an action to another plugin (e.g. Home Assistant)
+
+Actions are validated against the ``ButtonActionType`` enum so a typo in config
+fails loudly instead of silently doing nothing.
 """
 
 import logging
 from typing import Any, Dict, List, Optional
 
 from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
-from advanced_omi_backend.plugins.events import ButtonActionType, ConversationCloseReason, PluginEvent
+from advanced_omi_backend.plugins.events import (
+    ButtonActionType,
+    ConversationCloseReason,
+    PluginEvent,
+)
 
 logger = logging.getLogger(__name__)
 
 
-class TestButtonActionsPlugin(BasePlugin):
+class ButtonControlPlugin(BasePlugin):
     """Maps button press events to configurable system actions."""
 
     SUPPORTED_ACCESS_LEVELS: List[str] = ["button"]
 
-    name = "Test Button Actions"
-    description = "Map OMI device button presses to actions (close conversation, toggle lights, etc.)"
+    name = "Button Configuration"
+    description = (
+        "Map device button presses to actions (stop playback, close/star "
+        "conversation, call another plugin)."
+    )
 
     def __init__(self, config: Dict[str, Any]):
         super().__init__(config)
@@ -30,18 +43,17 @@ def __init__(self, config: Dict[str, Any]):
 
     async def initialize(self):
         if not self.enabled:
-            logger.info("Test Button Actions plugin is disabled, skipping initialization")
+            logger.info("Button Configuration plugin is disabled, skipping init")
             return
         logger.info(
-            f"Test Button Actions plugin initialized with actions: "
-            f"{list(self.actions.keys())}"
+            f"Button Configuration plugin initialized with actions: "
+            f"{ {k: v.get('type') for k, v in self.actions.items()} }"
         )
 
     async def on_button_event(self, context: PluginContext) -> Optional[PluginResult]:
-        """Handle button events by dispatching configured actions."""
+        """Handle a button event by dispatching its configured action."""
         event = context.event
 
-        # Map plugin event to action config key
         if event == PluginEvent.BUTTON_SINGLE_PRESS:
             action_key = "single_press"
         elif event == PluginEvent.BUTTON_DOUBLE_PRESS:
@@ -58,24 +70,43 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
         try:
             action_type = ButtonActionType(action_config.get("type", ""))
         except ValueError:
-            logger.warning(f"Unknown action type: {action_config.get('type')}")
+            logger.warning(f"Unknown button action type: {action_config.get('type')}")
             return PluginResult(
                 success=False,
                 message=f"Unknown action type: {action_config.get('type')}",
             )
 
+        if action_type == ButtonActionType.STOP_PLAYBACK:
+            return await self._handle_stop_playback(context)
         if action_type == ButtonActionType.CLOSE_CONVERSATION:
-            return await self._handle_close_conversation(context, action_config)
-        elif action_type == ButtonActionType.STAR_CONVERSATION:
-            return await self._handle_star_conversation(context, action_config)
-        elif action_type == ButtonActionType.CALL_PLUGIN:
+            return await self._handle_close_conversation(context)
+        if action_type == ButtonActionType.STAR_CONVERSATION:
+            return await self._handle_star_conversation(context)
+        if action_type == ButtonActionType.CALL_PLUGIN:
             return await self._handle_call_plugin(context, action_config)
 
         return None
 
-    async def _handle_close_conversation(
-        self, context: PluginContext, action_config: dict
-    ) -> PluginResult:
+    async def _handle_stop_playback(self, context: PluginContext) -> PluginResult:
+        """Stop the TTS currently playing on the device that sent the button event."""
+        if not context.services:
+            logger.error("PluginServices not available in context")
+            return PluginResult(success=False, message="Services not available")
+
+        client_id = context.data.get("client_id")
+        if not client_id:
+            logger.warning("No client_id in button event data, cannot stop playback")
+            return PluginResult(success=False, message="No device for this event")
+
+        await context.services.stop_playback(client_id)
+        logger.info(f"Button press stopped playback on {client_id}")
+        return PluginResult(
+            success=True,
+            message="Playback stopped by button press",
+            should_continue=False,
+        )
+
+    async def _handle_close_conversation(self, context: PluginContext) -> PluginResult:
         """Close the current conversation via PluginServices."""
         if not context.services:
             logger.error("PluginServices not available in context")
@@ -83,7 +114,7 @@ async def _handle_close_conversation(
 
         session_id = context.data.get("session_id")
         if not session_id:
-            logger.warning("No session_id in button event data, cannot close conversation")
+            logger.warning("No session_id in button event data, cannot close")
             return PluginResult(success=False, message="No active session")
 
         success = await context.services.close_conversation(
@@ -92,19 +123,16 @@ async def _handle_close_conversation(
         )
 
         if success:
-            logger.info(f"Button press closed conversation for session {session_id[:12]}")
+            logger.info(f"Button press closed conversation for {session_id[:12]}")
             return PluginResult(
                 success=True,
                 message="Conversation closed by button press",
                 should_continue=False,
             )
-        else:
-            logger.warning(f"Failed to close conversation for session {session_id[:12]}")
-            return PluginResult(success=False, message="Failed to close conversation")
+        logger.warning(f"Failed to close conversation for {session_id[:12]}")
+        return PluginResult(success=False, message="Failed to close conversation")
 
-    async def _handle_star_conversation(
-        self, context: PluginContext, action_config: dict
-    ) -> PluginResult:
+    async def _handle_star_conversation(self, context: PluginContext) -> PluginResult:
         """Star/unstar the current conversation via PluginServices."""
         if not context.services:
             logger.error("PluginServices not available in context")
@@ -112,25 +140,23 @@ async def _handle_star_conversation(
 
         session_id = context.data.get("session_id")
         if not session_id:
-            logger.warning("No session_id in button event data, cannot star conversation")
+            logger.warning("No session_id in button event data, cannot star")
             return PluginResult(success=False, message="No active session")
 
         success = await context.services.star_conversation(session_id=session_id)
 
         if success:
-            logger.info(f"Button press toggled star for session {session_id[:12]}")
+            logger.info(f"Button press toggled star for {session_id[:12]}")
             return PluginResult(
-                success=True,
-                message="Conversation star toggled by button press",
+                success=True, message="Conversation star toggled by button press"
             )
-        else:
-            logger.warning(f"Failed to toggle star for session {session_id[:12]}")
-            return PluginResult(success=False, message="Failed to toggle conversation star")
+        logger.warning(f"Failed to toggle star for {session_id[:12]}")
+        return PluginResult(success=False, message="Failed to toggle conversation star")
 
     async def _handle_call_plugin(
         self, context: PluginContext, action_config: dict
     ) -> PluginResult:
-        """Dispatch action to another plugin via PluginServices."""
+        """Dispatch an action to another plugin via PluginServices."""
         if not context.services:
             logger.error("PluginServices not available in context")
             return PluginResult(success=False, message="Services not available")
@@ -140,7 +166,9 @@ async def _handle_call_plugin(
         data = action_config.get("data", {})
 
         if not plugin_id or not action:
-            logger.warning(f"call_plugin action missing plugin_id or action: {action_config}")
+            logger.warning(
+                f"call_plugin action missing plugin_id or action: {action_config}"
+            )
             return PluginResult(
                 success=False, message="Invalid call_plugin configuration"
             )
@@ -154,5 +182,6 @@ async def _handle_call_plugin(
 
         if result:
             return result
-
-        return PluginResult(success=False, message=f"No response from plugin '{plugin_id}'")
+        return PluginResult(
+            success=False, message=f"No response from plugin '{plugin_id}'"
+        )
diff --git a/plugins/email_summarizer/README.md b/plugins/email_summarizer/README.md
index f1a21a52..474b298f 100644
--- a/plugins/email_summarizer/README.md
+++ b/plugins/email_summarizer/README.md
@@ -38,7 +38,8 @@ Chronicle uses a clean three-file separation for plugin configuration:
    - Event subscriptions
    - Trigger conditions
 
-This separation keeps secrets secure and configuration organized. See [`plugin-configuration.md`](../../../Docs/plugin-configuration.md) for details.
+This separation keeps secrets secure and configuration organized. See the
+[plugin configuration guide](../../docs/backend/plugin-configuration.md) for details.
 
 ## Configuration
 
diff --git a/plugins/email_summarizer/__init__.py b/plugins/email_summarizer/__init__.py
index 525acd51..e1e5584d 100644
--- a/plugins/email_summarizer/__init__.py
+++ b/plugins/email_summarizer/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import EmailSummarizerPlugin
 
-__all__ = ['EmailSummarizerPlugin']
+__all__ = ["EmailSummarizerPlugin"]
diff --git a/plugins/email_summarizer/email_service.py b/plugins/email_summarizer/email_service.py
index b51de0b5..b42cfa7a 100644
--- a/plugins/email_summarizer/email_service.py
+++ b/plugins/email_summarizer/email_service.py
@@ -7,13 +7,17 @@
 - Gmail and other SMTP providers
 - Async implementation
 """
+
 import asyncio
 import logging
+import os
 import smtplib
 from email.mime.multipart import MIMEMultipart
 from email.mime.text import MIMEText
 from typing import Any, Dict, Optional
 
+from dotenv import load_dotenv
+
 from advanced_omi_backend.utils.logging_utils import mask_dict
 
 logger = logging.getLogger(__name__)
@@ -36,13 +40,13 @@ def __init__(self, config: Dict[str, Any]):
                 - from_email: Sender email address
                 - from_name: Sender display name (default: 'Chronicle AI')
         """
-        self.host = config.get('smtp_host')
-        self.port = config.get('smtp_port', 587)
-        self.username = config.get('smtp_username')
-        self.password = config.get('smtp_password')
-        self.use_tls = config.get('smtp_use_tls', True)
-        self.from_email = config.get('from_email')
-        self.from_name = config.get('from_name', 'Chronicle AI')
+        self.host = config.get("smtp_host")
+        self.port = config.get("smtp_port", 587)
+        self.username = config.get("smtp_username")
+        self.password = config.get("smtp_password")
+        self.use_tls = config.get("smtp_use_tls", True)
+        self.from_email = config.get("from_email")
+        self.from_name = config.get("from_name", "Chronicle AI")
 
         # Validate required configuration
         if not all([self.host, self.username, self.password, self.from_email]):
@@ -64,7 +68,7 @@ async def send_email(
         to_email: str,
         subject: str,
         body_text: str,
-        body_html: Optional[str] = None
+        body_html: Optional[str] = None,
     ) -> bool:
         """
         Send email via SMTP with HTML/text support.
@@ -80,18 +84,18 @@ async def send_email(
         """
         try:
             # Create message container
-            msg = MIMEMultipart('alternative')
-            msg['Subject'] = subject
-            msg['From'] = f"{self.from_name} <{self.from_email}>"
-            msg['To'] = to_email
+            msg = MIMEMultipart("alternative")
+            msg["Subject"] = subject
+            msg["From"] = f"{self.from_name} <{self.from_email}>"
+            msg["To"] = to_email
 
             # Attach plain text version
-            text_part = MIMEText(body_text, 'plain')
+            text_part = MIMEText(body_text, "plain")
             msg.attach(text_part)
 
             # Attach HTML version if provided
             if body_html:
-                html_part = MIMEText(body_html, 'html')
+                html_part = MIMEText(body_html, "html")
                 msg.attach(html_part)
 
             # Send email asynchronously (run in thread pool to avoid blocking)
@@ -143,7 +147,9 @@ async def test_connection(self) -> bool:
         """
         try:
             await asyncio.to_thread(self._test_smtp_connection)
-            logger.info(f"✅ SMTP connection test successful: {self.username}@{self.host}")
+            logger.info(
+                f"✅ SMTP connection test successful: {self.username}@{self.host}"
+            )
             return True
         except Exception as e:
             logger.error(f"SMTP connection test failed: {e}", exc_info=True)
@@ -172,34 +178,40 @@ def _test_smtp_connection(self) -> None:
                 smtp_server.quit()
         except smtplib.SMTPAuthenticationError as e:
             # Note: Error message from smtplib should not contain password, but be cautious
-            raise Exception(f"SMTP Authentication failed for {self.username}. Check credentials. For Gmail, use an App Password instead of your regular password. Error: {str(e)}")
+            raise Exception(
+                f"SMTP Authentication failed for {self.username}. Check credentials. For Gmail, use an App Password instead of your regular password. Error: {str(e)}"
+            )
         except smtplib.SMTPConnectError as e:
-            raise Exception(f"Failed to connect to SMTP server {self.host}:{self.port}. Check host and port. Error: {str(e)}")
+            raise Exception(
+                f"Failed to connect to SMTP server {self.host}:{self.port}. Check host and port. Error: {str(e)}"
+            )
         except smtplib.SMTPServerDisconnected as e:
-            raise Exception(f"SMTP server disconnected unexpectedly. Check TLS settings (port 587 needs TLS, port 465 needs SSL). Error: {str(e)}")
+            raise Exception(
+                f"SMTP server disconnected unexpectedly. Check TLS settings (port 587 needs TLS, port 465 needs SSL). Error: {str(e)}"
+            )
         except TimeoutError as e:
-            raise Exception(f"Connection to {self.host}:{self.port} timed out. Check firewall/network settings. Error: {str(e)}")
+            raise Exception(
+                f"Connection to {self.host}:{self.port} timed out. Check firewall/network settings. Error: {str(e)}"
+            )
         except Exception as e:
-            raise Exception(f"SMTP connection test failed: {type(e).__name__}: {str(e)}")
+            raise Exception(
+                f"SMTP connection test failed: {type(e).__name__}: {str(e)}"
+            )
 
 
 # Test script for development/debugging
 async def main():
     """Test the SMTP email service."""
-    import os
-
-    from dotenv import load_dotenv
-
     load_dotenv()
 
     config = {
-        'smtp_host': os.getenv('SMTP_HOST', 'smtp.gmail.com'),
-        'smtp_port': int(os.getenv('SMTP_PORT', 587)),
-        'smtp_username': os.getenv('SMTP_USERNAME'),
-        'smtp_password': os.getenv('SMTP_PASSWORD'),
-        'smtp_use_tls': os.getenv('SMTP_USE_TLS', 'true').lower() == 'true',
-        'from_email': os.getenv('FROM_EMAIL', 'noreply@chronicle.ai'),
-        'from_name': os.getenv('FROM_NAME', 'Chronicle AI'),
+        "smtp_host": os.getenv("SMTP_HOST", "smtp.gmail.com"),
+        "smtp_port": int(os.getenv("SMTP_PORT", 587)),
+        "smtp_username": os.getenv("SMTP_USERNAME"),
+        "smtp_password": os.getenv("SMTP_PASSWORD"),
+        "smtp_use_tls": os.getenv("SMTP_USE_TLS", "true").lower() == "true",
+        "from_email": os.getenv("FROM_EMAIL", "noreply@chronicle.ai"),
+        "from_name": os.getenv("FROM_NAME", "Chronicle AI"),
     }
 
     try:
@@ -214,14 +226,14 @@ async def main():
             return
 
         # Send test email
-        test_email = config['smtp_username']  # Send to self
+        test_email = config["smtp_username"]  # Send to self
         print(f"\nSending test email to {test_email}...")
 
         success = await service.send_email(
             to_email=test_email,
             subject="Chronicle Email Service Test",
             body_text="This is a test email from Chronicle Email Service.\n\nIf you received this, the email service is working correctly!",
-            body_html="<h2>Chronicle Email Service Test</h2><p>This is a test email from Chronicle Email Service.</p><p>If you received this, the email service is working correctly!</p>"
+            body_html="<h2>Chronicle Email Service Test</h2><p>This is a test email from Chronicle Email Service.</p><p>If you received this, the email service is working correctly!</p>",
         )
 
         if success:
@@ -233,5 +245,5 @@ async def main():
         print(f"❌ Error: {e}")
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     asyncio.run(main())
diff --git a/plugins/email_summarizer/plugin.py b/plugins/email_summarizer/plugin.py
index d5012d53..f589c427 100644
--- a/plugins/email_summarizer/plugin.py
+++ b/plugins/email_summarizer/plugin.py
@@ -3,7 +3,9 @@
 
 Automatically sends email summaries after memory extraction.
 """
+
 import logging
+import time
 from datetime import datetime
 from typing import Any, Dict, List, Optional
 
@@ -33,7 +35,7 @@ class EmailSummarizerPlugin(BasePlugin):
     4. Sends email via SMTP
     """
 
-    SUPPORTED_ACCESS_LEVELS: List[str] = ['conversation']
+    SUPPORTED_ACCESS_LEVELS: List[str] = ["conversation"]
 
     name = "Email Summarizer"
     description = "Sends email summaries after memory extraction"
@@ -47,14 +49,13 @@ def __init__(self, config: Dict[str, Any]):
         """
         super().__init__(config)
 
-        self.subject_prefix = config.get('subject_prefix', 'Conversation Summary')
-        self.include_conversation_id = config.get('include_conversation_id', True)
-        self.include_duration = config.get('include_duration', True)
+        self.subject_prefix = config.get("subject_prefix", "Conversation Summary")
+        self.include_conversation_id = config.get("include_conversation_id", True)
+        self.include_duration = config.get("include_duration", True)
 
         # Email service will be initialized in initialize()
         self.email_service: Optional[SMTPEmailService] = None
 
-
     def register_prompts(self, registry) -> None:
         """Register email summarizer prompts with the prompt registry."""
         registry.register_default(
@@ -91,13 +92,13 @@ async def initialize(self):
         # Initialize SMTP email service
         try:
             smtp_config = {
-                'smtp_host': self.config.get('smtp_host'),
-                'smtp_port': self.config.get('smtp_port', 587),
-                'smtp_username': self.config.get('smtp_username'),
-                'smtp_password': self.config.get('smtp_password'),
-                'smtp_use_tls': self.config.get('smtp_use_tls', True),
-                'from_email': self.config.get('from_email'),
-                'from_name': self.config.get('from_name', 'Chronicle AI'),
+                "smtp_host": self.config.get("smtp_host"),
+                "smtp_port": self.config.get("smtp_port", 587),
+                "smtp_username": self.config.get("smtp_username"),
+                "smtp_password": self.config.get("smtp_password"),
+                "smtp_use_tls": self.config.get("smtp_use_tls", True),
+                "from_email": self.config.get("from_email"),
+                "from_name": self.config.get("from_name", "Chronicle AI"),
             }
 
             self.email_service = SMTPEmailService(smtp_config)
@@ -117,8 +118,6 @@ async def initialize(self):
 
     async def health_check(self) -> dict:
         """Test SMTP connectivity using the initialized email service."""
-        import time
-
         if not self.email_service:
             return {"ok": False, "message": "Email service not initialized"}
 
@@ -127,8 +126,16 @@ async def health_check(self) -> dict:
             success = await self.email_service.test_connection()
             latency_ms = int((time.time() - start) * 1000)
             if success:
-                return {"ok": True, "message": "SMTP connected", "latency_ms": latency_ms}
-            return {"ok": False, "message": "SMTP connection failed", "latency_ms": latency_ms}
+                return {
+                    "ok": True,
+                    "message": "SMTP connected",
+                    "latency_ms": latency_ms,
+                }
+            return {
+                "ok": False,
+                "message": "SMTP connection failed",
+                "latency_ms": latency_ms,
+            }
         except Exception as e:
             return {"ok": False, "message": str(e)}
 
@@ -136,7 +143,9 @@ async def cleanup(self):
         """Clean up plugin resources."""
         logger.info("Email Summarizer plugin cleanup complete")
 
-    async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_complete(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Send email summary after all conversation processing completes.
 
@@ -152,7 +161,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 - duration: float
         """
         try:
-            conversation_id = context.data.get('conversation_id', 'unknown')
+            conversation_id = context.data.get("conversation_id", "unknown")
             logger.info(
                 f"Processing conversation.complete event for user: {context.user_id}, "
                 f"conversation: {conversation_id}"
@@ -163,25 +172,33 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 Conversation.conversation_id == conversation_id
             )
             if not conversation:
-                logger.warning(f"Conversation {conversation_id} not found in DB, skipping email")
+                logger.warning(
+                    f"Conversation {conversation_id} not found in DB, skipping email"
+                )
                 return PluginResult(success=False, message="Conversation not found")
 
             # Get transcript from active version (computed property handles version lookup)
             transcript = conversation.transcript
             if not transcript:
-                logger.warning(f"No transcript for conversation {conversation_id}, skipping email")
+                logger.warning(
+                    f"No transcript for conversation {conversation_id}, skipping email"
+                )
                 return PluginResult(success=False, message="Skipped: Empty transcript")
 
             # Use the DB summary (already generated by this point)
             summary = conversation.detailed_summary or conversation.summary
             if not summary:
-                logger.warning(f"No summary for conversation {conversation_id}, skipping email")
-                return PluginResult(success=False, message="Skipped: No summary available")
+                logger.warning(
+                    f"No summary for conversation {conversation_id}, skipping email"
+                )
+                return PluginResult(
+                    success=False, message="Skipped: No summary available"
+                )
 
             title = conversation.title or self.subject_prefix
 
             # Send to the configured SMTP username (the user's own email)
-            user_email = self.config.get('smtp_username')
+            user_email = self.config.get("smtp_username")
             if not user_email:
                 return PluginResult(
                     success=False,
@@ -216,22 +233,28 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
             )
 
             if success:
-                logger.info(f"✅ Email summary sent to {user_email} for conversation {conversation_id}")
+                logger.info(
+                    f"✅ Email summary sent to {user_email} for conversation {conversation_id}"
+                )
                 return PluginResult(
                     success=True,
                     message=f"Email sent to {user_email}",
                     data={
-                        'recipient': user_email,
-                        'conversation_id': conversation_id,
-                        'title': title,
+                        "recipient": user_email,
+                        "conversation_id": conversation_id,
+                        "title": title,
                     },
                 )
             else:
                 logger.error(f"Failed to send email to {user_email}")
-                return PluginResult(success=False, message=f"Failed to send email to {user_email}")
+                return PluginResult(
+                    success=False, message=f"Failed to send email to {user_email}"
+                )
 
         except Exception as e:
-            logger.error(f"Error in email summarizer (conversation.complete): {e}", exc_info=True)
+            logger.error(
+                f"Error in email summarizer (conversation.complete): {e}", exc_info=True
+            )
             return PluginResult(success=False, message=f"Error: {str(e)}")
 
     def _format_subject(self, created_at: Optional[datetime] = None) -> str:
@@ -277,29 +300,34 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
             >>> result['success']
             True
         """
-        import time
-
         try:
             # Validate required config fields
-            required_fields = ['smtp_host', 'smtp_username', 'smtp_password', 'from_email']
-            missing_fields = [field for field in required_fields if not config.get(field)]
+            required_fields = [
+                "smtp_host",
+                "smtp_username",
+                "smtp_password",
+                "from_email",
+            ]
+            missing_fields = [
+                field for field in required_fields if not config.get(field)
+            ]
 
             if missing_fields:
                 return {
                     "success": False,
                     "message": f"Missing required fields: {', '.join(missing_fields)}",
-                    "status": "error"
+                    "status": "error",
                 }
 
             # Build SMTP config
             smtp_config = {
-                'smtp_host': config.get('smtp_host'),
-                'smtp_port': config.get('smtp_port', 587),
-                'smtp_username': config.get('smtp_username'),
-                'smtp_password': config.get('smtp_password'),
-                'smtp_use_tls': config.get('smtp_use_tls', True),
-                'from_email': config.get('from_email'),
-                'from_name': config.get('from_name', 'Chronicle AI'),
+                "smtp_host": config.get("smtp_host"),
+                "smtp_port": config.get("smtp_port", 587),
+                "smtp_username": config.get("smtp_username"),
+                "smtp_password": config.get("smtp_password"),
+                "smtp_use_tls": config.get("smtp_use_tls", True),
+                "from_email": config.get("from_email"),
+                "from_name": config.get("from_name", "Chronicle AI"),
             }
 
             # Log config with masked secrets for debugging
@@ -321,27 +349,29 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
                     "message": f"Successfully connected to SMTP server at {smtp_config['smtp_host']}",
                     "status": "success",
                     "details": {
-                        "smtp_host": smtp_config['smtp_host'],
-                        "smtp_port": smtp_config['smtp_port'],
+                        "smtp_host": smtp_config["smtp_host"],
+                        "smtp_port": smtp_config["smtp_port"],
                         "connection_time_ms": connection_time_ms,
-                        "use_tls": smtp_config['smtp_use_tls']
-                    }
+                        "use_tls": smtp_config["smtp_use_tls"],
+                    },
                 }
             else:
                 return {
                     "success": False,
                     "message": "SMTP connection test failed",
-                    "status": "error"
+                    "status": "error",
                 }
 
         except Exception as e:
             logger.error(f"SMTP connection test failed: {e}", exc_info=True)
             error_msg = str(e)
-            
+
             # Provide helpful hints based on error type
             hints = []
             if "Authentication" in error_msg or "535" in error_msg:
-                hints.append("For Gmail: Enable 2FA and create an App Password at https://myaccount.google.com/apppasswords")
+                hints.append(
+                    "For Gmail: Enable 2FA and create an App Password at https://myaccount.google.com/apppasswords"
+                )
                 hints.append("Verify your username and password are correct")
             elif "Connection" in error_msg or "timeout" in error_msg.lower():
                 hints.append("Check your SMTP host and port settings")
@@ -349,10 +379,10 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
             elif "TLS" in error_msg or "SSL" in error_msg:
                 hints.append("For port 587: Enable TLS")
                 hints.append("For port 465: Disable TLS (uses implicit SSL)")
-            
+
             return {
                 "success": False,
                 "message": f"Connection test failed: {error_msg}",
                 "status": "error",
-                "hints": hints
+                "hints": hints,
             }
diff --git a/plugins/email_summarizer/setup.py b/plugins/email_summarizer/setup.py
index 518613ff..21cd8632 100755
--- a/plugins/email_summarizer/setup.py
+++ b/plugins/email_summarizer/setup.py
@@ -14,10 +14,10 @@
 from datetime import datetime
 from pathlib import Path
 
-from ruamel.yaml import YAML
 from dotenv import set_key
 from rich.console import Console
 from rich.prompt import Confirm
+from ruamel.yaml import YAML
 
 # Add repo root to path for setup_utils import
 project_root = Path(__file__).resolve().parents[6]
@@ -41,42 +41,44 @@ def update_plugins_yml_orchestration():
 
     # Load existing or create from template
     if plugins_yml_path.exists():
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             config = _yaml.load(f) or {}
     else:
         # Copy from template
         template_path = project_root / "config" / "plugins.yml.template"
         if template_path.exists():
-            with open(template_path, 'r') as f:
+            with open(template_path, "r") as f:
                 config = _yaml.load(f) or {}
         else:
-            config = {'plugins': {}}
+            config = {"plugins": {}}
 
     # Ensure structure exists
-    if 'plugins' not in config:
-        config['plugins'] = {}
+    if "plugins" not in config:
+        config["plugins"] = {}
 
     # Only orchestration settings in config/plugins.yml
     # Plugin-specific settings are in plugins/email_summarizer/config.yml
     plugin_config = {
-        'enabled': False,  # Let user enable manually or prompt
-        'events': ['conversation.complete'],
-        'condition': {'type': 'always'}
+        "enabled": False,  # Let user enable manually or prompt
+        "events": ["conversation.complete"],
+        "condition": {"type": "always"},
     }
 
     # Update or create plugin entry
-    config['plugins']['email_summarizer'] = plugin_config
+    config["plugins"]["email_summarizer"] = plugin_config
 
     # Backup existing file
     if plugins_yml_path.exists():
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         backup_path = plugins_yml_path.parent / f"plugins.yml.backup.{timestamp}"
         shutil.copy(plugins_yml_path, backup_path)
-        console.print(f"[dim]Backed up existing plugins.yml to {backup_path.name}[/dim]")
+        console.print(
+            f"[dim]Backed up existing plugins.yml to {backup_path.name}[/dim]"
+        )
 
     # Write updated config
     plugins_yml_path.parent.mkdir(parents=True, exist_ok=True)
-    with open(plugins_yml_path, 'w') as f:
+    with open(plugins_yml_path, "w") as f:
         _yaml.dump(config, f)
 
     console.print("[green]✅ Updated config/plugins.yml (orchestration only)[/green]")
@@ -94,15 +96,17 @@ def main():
 
     # SMTP Configuration
     console.print("[bold]SMTP Configuration[/bold]")
-    console.print("[dim]For Gmail: Use App Password (Settings > Security > 2FA > App Passwords)[/dim]\n")
+    console.print(
+        "[dim]For Gmail: Use App Password (Settings > Security > 2FA > App Passwords)[/dim]\n"
+    )
 
     smtp_host = prompt_with_existing_masked(
         prompt_text="SMTP Host",
         env_file_path=env_path,
         env_key="SMTP_HOST",
-        placeholders=['your-smtp-host-here'],
+        placeholders=["your-smtp-host-here"],
         is_password=False,
-        default="smtp.gmail.com"
+        default="smtp.gmail.com",
     )
 
     smtp_port = prompt_value("SMTP Port", default="587")
@@ -111,16 +115,16 @@ def main():
         prompt_text="SMTP Username (your email)",
         env_file_path=env_path,
         env_key="SMTP_USERNAME",
-        placeholders=['your-email@example.com'],
-        is_password=False
+        placeholders=["your-email@example.com"],
+        is_password=False,
     )
 
     smtp_password = prompt_with_existing_masked(
         prompt_text="SMTP Password (App Password)",
         env_file_path=env_path,
         env_key="SMTP_PASSWORD",
-        placeholders=['your-password-here', 'your-app-password-here'],
-        is_password=True  # Shows masked existing value
+        placeholders=["your-password-here", "your-app-password-here"],
+        is_password=True,  # Shows masked existing value
     )
 
     # Remove spaces from app password (Google adds spaces when copying)
@@ -133,9 +137,9 @@ def main():
         prompt_text="From Email",
         env_file_path=env_path,
         env_key="FROM_EMAIL",
-        placeholders=['noreply@example.com'],
+        placeholders=["noreply@example.com"],
         is_password=False,
-        default=smtp_username  # Default to SMTP username
+        default=smtp_username,  # Default to SMTP username
     )
 
     from_name = prompt_value("From Name", default="Chronicle AI")
@@ -160,18 +164,26 @@ def main():
     # Prompt to enable plugin
     enable_now = Confirm.ask("\nEnable email_summarizer plugin now?", default=True)
     if enable_now:
-        with open(plugins_yml_path, 'r') as f:
+        with open(plugins_yml_path, "r") as f:
             config = _yaml.load(f)
-        config['plugins']['email_summarizer']['enabled'] = True
-        with open(plugins_yml_path, 'w') as f:
+        config["plugins"]["email_summarizer"]["enabled"] = True
+        with open(plugins_yml_path, "w") as f:
             _yaml.dump(config, f)
         console.print("[green]✅ Plugin enabled in config/plugins.yml[/green]")
 
-    console.print("\n[bold cyan]✅ Email Summarizer configured successfully![/bold cyan]")
+    console.print(
+        "\n[bold cyan]✅ Email Summarizer configured successfully![/bold cyan]"
+    )
     console.print("\n[bold]Configuration saved to:[/bold]")
-    console.print("  • [green]backends/advanced/.env[/green] - SMTP credentials (secrets)")
-    console.print("  • [green]config/plugins.yml[/green] - Plugin orchestration (enabled, events)")
-    console.print("  • [green]plugins/email_summarizer/config.yml[/green] - Plugin settings (already configured)")
+    console.print(
+        "  • [green]backends/advanced/.env[/green] - SMTP credentials (secrets)"
+    )
+    console.print(
+        "  • [green]config/plugins.yml[/green] - Plugin orchestration (enabled, events)"
+    )
+    console.print(
+        "  • [green]plugins/email_summarizer/config.yml[/green] - Plugin settings (already configured)"
+    )
     console.print()
 
     if not enable_now:
@@ -183,11 +195,13 @@ def main():
     console.print("  [dim]cd backends/advanced && docker compose restart[/dim]")
     console.print()
     console.print("[yellow]⚠️  SECURITY: Never commit secrets to git![/yellow]")
-    console.print("[yellow]    • Secrets go in backends/advanced/.env (gitignored)[/yellow]")
+    console.print(
+        "[yellow]    • Secrets go in backends/advanced/.env (gitignored)[/yellow]"
+    )
     console.print("[yellow]    • Config files use ${ENV_VAR} references only[/yellow]")
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     try:
         main()
     except KeyboardInterrupt:
@@ -196,5 +210,6 @@ def main():
     except Exception as e:
         console.print(f"\n[red]Error during setup: {e}[/red]")
         import traceback
+
         traceback.print_exc()
         sys.exit(1)
diff --git a/plugins/email_summarizer/templates.py b/plugins/email_summarizer/templates.py
index 9f99e5cb..bdc5b290 100644
--- a/plugins/email_summarizer/templates.py
+++ b/plugins/email_summarizer/templates.py
@@ -3,6 +3,7 @@
 
 Provides HTML and plain text email templates.
 """
+
 import html
 from datetime import datetime
 from typing import Optional
@@ -35,7 +36,7 @@ def format_html_email(
     transcript: str,
     conversation_id: str,
     duration: float,
-    created_at: Optional[datetime] = None
+    created_at: Optional[datetime] = None,
 ) -> str:
     """
     Format HTML email template.
@@ -58,7 +59,7 @@ def format_html_email(
     transcript_escaped = html.escape(transcript, quote=True)
 
     # Format transcript with line breaks (after escaping)
-    transcript_html = transcript_escaped.replace('\n', '<br>')
+    transcript_html = transcript_escaped.replace("\n", "<br>")
 
     return f"""
 <!DOCTYPE html>
@@ -209,7 +210,7 @@ def format_text_email(
     transcript: str,
     conversation_id: str,
     duration: float,
-    created_at: Optional[datetime] = None
+    created_at: Optional[datetime] = None,
 ) -> str:
     """
     Format plain text email template.
diff --git a/plugins/hermes/README.md b/plugins/hermes/README.md
new file mode 100644
index 00000000..7ec625af
--- /dev/null
+++ b/plugins/hermes/README.md
@@ -0,0 +1,46 @@
+# Hermes Agent Plugin
+
+Routes voice commands that start with (or contain) the keyword **`hermes`** to an
+external [Hermes agent](https://github.com/) over its OpenAI-compatible HTTP API.
+
+When you say something like *"Hermes, what's on my calendar tomorrow?"*, the
+router strips the `hermes` keyword and forwards the rest of the utterance to your
+Hermes server's `POST /v1/chat/completions` endpoint. The agent's reply is
+returned as the plugin result — Chronicle logs it and records it in the plugin
+event log.
+
+## How it works
+
+1. Triggered on `transcript.streaming` via the `keyword_anywhere` condition
+   (`keywords: [hermes]` in `config/plugins.yml`).
+2. The router strips `hermes` and passes the remaining text as `command`.
+3. The plugin POSTs `{model, messages:[system, user]}` to `<api_url>/v1/chat/completions`.
+4. Conversation continuity: each request sends `X-Hermes-Session-Id: <conversation_id>`
+   so all utterances in one Chronicle conversation share one Hermes session.
+5. The reply (`choices[0].message.content`) becomes the `PluginResult.message`.
+
+## Configuration
+
+Edit in the dashboard under **Plugins → Form → Hermes Agent**, or directly:
+
+- `config.yml`
+  - `api_url` — your Hermes server base URL (Tailscale MagicDNS name or LAN IP +
+    port, e.g. `http://hermes-rpi.your-tailnet.ts.net:8642`). A trailing `/v1`
+    is optional.
+  - `model` — model name advertised by the server (default `hermes`).
+  - `timeout` — request timeout in seconds (default `120`).
+  - `system_prompt` — system prompt sent with each request.
+- `.env`
+  - `HERMES_API_KEY` — optional bearer token; leave empty for an
+    unauthenticated server.
+
+Use **Test Connection** in the UI to validate reachability and auth — it calls
+`GET /v1/models` (cheap, no agent invocation).
+
+## Notes
+
+- The backend runs in Docker; `localhost` will **not** reach a Hermes server on
+  another machine. Use the RPi's Tailscale name or LAN IP.
+- This plugin and the Home Assistant plugin must not share the same keyword.
+  Home Assistant is disabled by default here; if you re-enable it, give it a
+  different keyword.
diff --git a/plugins/hermes/__init__.py b/plugins/hermes/__init__.py
new file mode 100644
index 00000000..ebf99fc6
--- /dev/null
+++ b/plugins/hermes/__init__.py
@@ -0,0 +1,10 @@
+"""
+Hermes Agent plugin for Chronicle.
+
+Routes voice commands prefixed with the "hermes" keyword to an external
+Hermes agent over its OpenAI-compatible HTTP API and records the reply.
+"""
+
+from .plugin import HermesPlugin
+
+__all__ = ["HermesPlugin"]
diff --git a/plugins/hermes/config.yml b/plugins/hermes/config.yml
new file mode 100644
index 00000000..cc5ce2b8
--- /dev/null
+++ b/plugins/hermes/config.yml
@@ -0,0 +1,40 @@
+# Hermes Agent Plugin Configuration
+#
+# Routes "hermes ..." voice commands to an external Hermes agent that exposes an
+# OpenAI-compatible HTTP API (POST /v1/chat/completions).
+#
+# Plugin orchestration (enabled, events, trigger keyword) lives in
+# config/plugins.yml. The API key (if your server requires one) is stored in
+# plugins/hermes/.env as HERMES_API_KEY.
+
+# Hermes server base URL: scheme://host:port. Use your RPi's Tailscale MagicDNS
+# name or its LAN IP. A trailing "/v1" is optional (added automatically).
+# Examples:
+#   http://hermes-rpi.your-tailnet.ts.net:8642
+#   http://192.168.1.50:8642
+api_url: "http://192.168.0.108:8642"
+
+# Model name advertised by your Hermes server.
+model: "hermes"
+
+# Request timeout in seconds. Agent calls that use tools can take a while.
+timeout: 120
+
+# Optional extra system prompt. Hermes already has its own core system prompt /
+# identity; anything set here is layered ON TOP of it (additive, not a
+# replacement). Leave empty to use Hermes's own prompt unchanged. Use it only to
+# inject Chronicle-specific context, e.g. "You're being spoken to through a
+# wearable; keep replies short and suitable for text-to-speech."
+system_prompt: ""
+
+# Optional bearer token for the Hermes server. Stored as a secret in .env.
+api_key: ${HERMES_API_KEY}
+
+# Optional: also push Hermes's reply to Discord via the webhook "notify" route
+# (deliver_only — no extra LLM cost). Leave webhook_url empty to disable the push.
+# Use the full notify route URL (note: plural "/webhooks/").
+# Example: http://192.168.0.108:8644/webhooks/notify
+webhook_url: "http://192.168.0.108:8644/webhooks/notify"
+
+# HMAC secret for the webhook (X-Hub-Signature-256). Stored as a secret in .env.
+webhook_secret: ${HERMES_WEBHOOK_SECRET}
diff --git a/plugins/hermes/plugin.py b/plugins/hermes/plugin.py
new file mode 100644
index 00000000..e1ba1145
--- /dev/null
+++ b/plugins/hermes/plugin.py
@@ -0,0 +1,434 @@
+"""
+Hermes Agent plugin for Chronicle.
+
+Listens for the "hermes" keyword in transcripts and forwards whatever the user
+said (with the keyword stripped) to an external Hermes agent via its
+OpenAI-compatible HTTP API (POST /v1/chat/completions). The agent's reply is
+returned as the plugin result message, which Chronicle logs and records in the
+plugin event log.
+
+Conversation continuity: each request carries an ``X-Hermes-Session-Id`` header
+keyed by the Chronicle conversation id, so all utterances within one
+conversation share the same Hermes-side session/context.
+"""
+
+import hashlib
+import hmac
+import json
+import logging
+import time
+from typing import Any, Dict, List, Optional
+
+import httpx
+from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
+
+logger = logging.getLogger(__name__)
+
+
+def _normalize_base_url(api_url: str) -> str:
+    """Normalize a user-provided Hermes URL to a scheme://host:port base.
+
+    Strips a trailing slash and a trailing ``/v1`` so the caller can append
+    ``/v1/<endpoint>`` exactly once regardless of how the user typed it.
+
+    Examples:
+        "http://hermes.ts.net:8642/"   -> "http://hermes.ts.net:8642"
+        "http://hermes.ts.net:8642/v1" -> "http://hermes.ts.net:8642"
+    """
+    url = (api_url or "").strip().rstrip("/")
+    if url.endswith("/v1"):
+        url = url[: -len("/v1")].rstrip("/")
+    return url
+
+
+class HermesPlugin(BasePlugin):
+    """
+    Forward keyword-triggered voice commands to an external Hermes agent.
+
+    Example:
+        User says: "Hermes, what's on my calendar tomorrow?"
+        -> Router detects keyword "hermes", strips it, passes command to on_transcript()
+        -> Plugin POSTs the command to Hermes /v1/chat/completions
+        -> Returns PluginResult with Hermes's reply as the message
+    """
+
+    SUPPORTED_ACCESS_LEVELS: List[str] = ["transcript"]
+
+    name = "Hermes Agent"
+    description = 'Routes "hermes …" voice commands to an external Hermes agent over its OpenAI-compatible API'
+
+    def __init__(self, config: Dict[str, Any]):
+        """
+        Initialize the Hermes plugin.
+
+        Args:
+            config: Plugin configuration with keys:
+                - api_url: Hermes server base URL (scheme://host:port, e.g. a
+                  Tailscale MagicDNS name or LAN IP). ``/v1`` is optional.
+                - model: Model name advertised by the Hermes server (default "hermes")
+                - timeout: Read/response timeout in seconds (default 120) — the
+                  agent may take a while to think, so this stays generous.
+                - connect_timeout: Connection-establish timeout in seconds
+                  (default 5) — kept short so an unreachable host fails fast
+                  instead of hanging for the whole response budget.
+                - system_prompt: System prompt sent with each request
+                - api_key: Optional bearer token (from HERMES_API_KEY in .env)
+        """
+        super().__init__(config)
+        self.api_url = _normalize_base_url(
+            config.get("api_url", "http://localhost:8642")
+        )
+        self.model = config.get("model", "hermes")
+        # Split the timeout: a short connect (fail fast when the agent host is
+        # unreachable) but a generous read (the agent is allowed to take its time
+        # to respond). A single flat timeout would make an unreachable host hang
+        # for the full response budget on the connect attempt.
+        self.timeout = int(config.get("timeout", 120))
+        self.connect_timeout = float(config.get("connect_timeout", 5))
+        # Hermes has its own core system prompt; anything here is layered on top.
+        # Empty by default so Hermes's own identity is used unchanged.
+        self.system_prompt = (config.get("system_prompt") or "").strip()
+
+        # api_key comes from ${HERMES_API_KEY}; if the env var is unset the
+        # placeholder survives expansion, so treat that as "no key".
+        api_key = config.get("api_key", "") or ""
+        self.api_key = "" if "${" in api_key else api_key.strip()
+
+        # Optional: also push the reply to Discord via the webhook "notify" route
+        # (deliver_only — no extra LLM cost). Disabled if either is unset.
+        self.webhook_url = (config.get("webhook_url") or "").strip().rstrip("/")
+        webhook_secret = config.get("webhook_secret", "") or ""
+        self.webhook_secret = "" if "${" in webhook_secret else webhook_secret.strip()
+
+        self._client: Optional[httpx.AsyncClient] = None
+
+    async def _push_to_discord(self, text: str) -> None:
+        """Best-effort push of text to the Hermes webhook "notify" route.
+
+        Fire-and-forget: failures are logged but never affect the reply that
+        Chronicle already captured from the API server. Skipped if the webhook
+        URL or secret is not configured.
+        """
+        if not (self.webhook_url and self.webhook_secret) or self._client is None:
+            return
+        try:
+            body = json.dumps({"text": text}).encode()
+            signature = (
+                "sha256="
+                + hmac.new(
+                    self.webhook_secret.encode(), body, hashlib.sha256
+                ).hexdigest()
+            )
+            resp = await self._client.post(
+                self.webhook_url,
+                content=body,
+                headers={
+                    "Content-Type": "application/json",
+                    "X-Hub-Signature-256": signature,
+                },
+            )
+            resp.raise_for_status()
+            logger.info("Pushed Hermes reply to Discord webhook")
+        except Exception as e:
+            logger.warning(f"Failed to push Hermes reply to Discord webhook: {e}")
+
+    def _headers(self, session_id: Optional[str] = None) -> Dict[str, str]:
+        """Build request headers, including optional bearer auth and session id."""
+        headers = {"Content-Type": "application/json"}
+        if self.api_key:
+            headers["Authorization"] = f"Bearer {self.api_key}"
+        if session_id:
+            headers["X-Hermes-Session-Id"] = session_id
+        return headers
+
+    async def initialize(self):
+        """Create the shared HTTP client. Raises if no api_url is configured."""
+        if not self.enabled:
+            logger.info("Hermes plugin is disabled, skipping initialization")
+            return
+
+        if not self.api_url:
+            raise ValueError(
+                "Hermes api_url is required (e.g. http://hermes-host:8642)"
+            )
+
+        logger.info(
+            f"Initializing Hermes plugin (URL: {self.api_url}, model: {self.model})"
+        )
+        # Short connect, generous read/write/pool: a dead host fails in
+        # ~connect_timeout s instead of hanging for the full response budget.
+        self._client = httpx.AsyncClient(
+            timeout=httpx.Timeout(self.timeout, connect=self.connect_timeout)
+        )
+
+        # Best-effort connectivity check against the unauthenticated /health endpoint.
+        try:
+            resp = await self._client.get(f"{self.api_url}/health")
+            resp.raise_for_status()
+            logger.info("Hermes plugin initialized successfully")
+        except Exception as e:
+            # Don't hard-fail init: the RPi server may be momentarily down. Log
+            # loudly so the failure is visible, but let the plugin load so it can
+            # recover on the next utterance.
+            logger.warning(
+                f"Hermes health check failed during init ({self.api_url}): {e}"
+            )
+
+    async def cleanup(self):
+        """Close the shared HTTP client."""
+        if self._client is not None:
+            await self._client.aclose()
+            self._client = None
+
+    async def health_check(self) -> Dict[str, Any]:
+        """Live connectivity check against the Hermes /health endpoint."""
+        if self._client is None:
+            return {"ok": False, "message": "HTTP client not initialized"}
+        try:
+            start = time.time()
+            resp = await self._client.get(f"{self.api_url}/health")
+            latency_ms = int((time.time() - start) * 1000)
+            resp.raise_for_status()
+            return {"ok": True, "message": "Hermes reachable", "latency_ms": latency_ms}
+        except Exception as e:
+            return {"ok": False, "message": f"Hermes unreachable: {e}"}
+
+    async def _dispatch_command(
+        self,
+        command: str,
+        conversation_id: Optional[str],
+        empty_message: str,
+    ) -> PluginResult:
+        """Forward a resolved command to the Hermes agent and return its reply.
+
+        Shared by both trigger paths so the acoustic wake word and the text
+        keyword reach the agent identically:
+        - ``on_transcript`` (text keyword, ``keyword_anywhere: [hermes]``)
+        - ``on_wake_word_detected`` (acoustic, from the wakeword-service)
+
+        Args:
+            command: The command text (already stripped of any keyword).
+            conversation_id: Conversation id used as the Hermes session id.
+            empty_message: Message returned when ``command`` is empty.
+        """
+        command = (command or "").strip()
+
+        if not command:
+            return PluginResult(
+                success=False,
+                message=empty_message,
+                should_continue=True,
+            )
+
+        if self._client is None:
+            logger.error("Hermes HTTP client not initialized")
+            return PluginResult(
+                success=False,
+                message="Sorry, Hermes is not connected.",
+                should_continue=True,
+            )
+
+        # Hermes applies its own core system prompt; only send one if the user
+        # configured extra context to layer on top.
+        messages = []
+        if self.system_prompt:
+            messages.append({"role": "system", "content": self.system_prompt})
+        messages.append({"role": "user", "content": command})
+
+        payload = {
+            "model": self.model,
+            "messages": messages,
+            "stream": False,
+        }
+
+        try:
+            logger.info(f"Forwarding command to Hermes: '{command}'")
+            resp = await self._client.post(
+                f"{self.api_url}/v1/chat/completions",
+                json=payload,
+                headers=self._headers(session_id=conversation_id),
+            )
+            resp.raise_for_status()
+            data = resp.json()
+
+            reply = data["choices"][0]["message"]["content"].strip()
+            logger.info(f"Hermes replied ({len(reply)} chars)")
+
+            # Best-effort push to Discord (#hermes) via the notify webhook.
+            # Quote the spoken request (Discord blockquote) above the reply so
+            # the channel has context. Each line is prefixed for multi-line input.
+            quoted = "\n".join(f"> {line}" for line in command.splitlines())
+            discord_text = f"{quoted}\n\n{reply}" if quoted else reply
+            await self._push_to_discord(discord_text)
+
+            return PluginResult(
+                success=True,
+                message=reply,
+                data={
+                    "command": command,
+                    "reply": reply,
+                    "conversation_id": conversation_id,
+                    "model": data.get("model", self.model),
+                },
+                # The utterance was directed at Hermes; consume it so other
+                # transcript plugins don't also act on it.
+                should_continue=False,
+            )
+
+        except httpx.HTTPStatusError as e:
+            body = e.response.text[:300] if e.response is not None else ""
+            logger.error(f"Hermes returned HTTP {e.response.status_code}: {body}")
+            return PluginResult(
+                success=False,
+                message=f"Hermes returned an error (HTTP {e.response.status_code}).",
+                should_continue=True,
+            )
+        except (KeyError, IndexError, ValueError) as e:
+            logger.error(f"Unexpected Hermes response shape: {e}")
+            return PluginResult(
+                success=False,
+                message="Hermes returned an unexpected response.",
+                should_continue=True,
+            )
+        except (httpx.ConnectError, httpx.ConnectTimeout) as e:
+            # Host unreachable / refused — the short connect timeout fires here.
+            logger.error(f"Could not connect to Hermes ({self.api_url}): {e!r}")
+            return PluginResult(
+                success=False,
+                message="Sorry, I couldn't reach Hermes.",
+                should_continue=True,
+            )
+        except (httpx.ReadTimeout, httpx.PoolTimeout, httpx.WriteTimeout) as e:
+            # Connected fine but Hermes never sent a response within the read
+            # budget — a hung/overloaded agent, NOT a connectivity problem.
+            logger.error(
+                f"Hermes connected but did not respond within {self.timeout}s "
+                f"(read timeout): {e!r}"
+            )
+            return PluginResult(
+                success=False,
+                message="Hermes took too long to respond.",
+                should_continue=True,
+            )
+        except Exception as e:
+            logger.error(f"Failed to reach Hermes: {e!r}")
+            return PluginResult(
+                success=False,
+                message=f"Couldn't reach Hermes: {e}",
+                should_continue=True,
+            )
+
+    async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
+        """
+        Forward a keyword-triggered command to Hermes and return its reply.
+
+        The router has already detected the "hermes" keyword and stripped it,
+        placing the remaining text in ``context.data["command"]``.
+        """
+        return await self._dispatch_command(
+            command=context.data.get("command"),
+            conversation_id=context.data.get("conversation_id"),
+            empty_message="I heard the Hermes keyword but no command followed it.",
+        )
+
+    async def on_wake_word_detected(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
+        """
+        Forward an acoustically-triggered command to Hermes.
+
+        The standalone wakeword-service detected the acoustic "Hermes" wake word,
+        captured the following turn, and resolved its text from the existing
+        transcription — placed in ``context.data["command"]``. This shares the
+        exact agent-call path as the text keyword trigger.
+        """
+        # The wakeword-service silence-gates near-silent captures: it didn't run
+        # batch ASR because the turn held no real speech (a false arm). Don't bug
+        # the agent or speak a misleading "couldn't make out the command" — just
+        # drop it quietly. The skip is still visible via asr_status in the SSE/log.
+        asr_status = context.data.get("asr_status")
+        if asr_status == "skipped_silence":
+            logger.info("Hermes wake word armed but capture was silent; ignoring")
+            # message stays empty so nothing is spoken/surfaced as a reply; the
+            # detail lives in `data` so the Events page can explain the no-op
+            # instead of showing a bare "Error".
+            return PluginResult(
+                success=False,
+                message="",
+                data={
+                    "skipped": True,
+                    "skip_reason": "silent_capture",
+                    "detail": "Wake word armed but the capture held no speech; "
+                    "batch ASR was skipped (silence gate).",
+                },
+                should_continue=True,
+            )
+        return await self._dispatch_command(
+            command=context.data.get("command"),
+            conversation_id=context.data.get("conversation_id"),
+            empty_message="I heard the Hermes wake word but couldn't make out the command.",
+        )
+
+    @staticmethod
+    async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
+        """
+        Validate Hermes connectivity (and auth, if configured) without invoking
+        the agent. Used by the form-based configuration UI.
+
+        Hits ``GET /v1/models`` with the configured bearer token. This confirms
+        both reachability and that the API key (if any) is accepted, while being
+        far cheaper than a full chat completion.
+
+        Args:
+            config: Flat config dict from the test UI. Settings keep their
+                original keys (api_url, model); env vars arrive lowercased
+                (hermes_api_key).
+
+        Returns:
+            Dict with success status, message, and optional details.
+        """
+        api_url = _normalize_base_url(config.get("api_url", ""))
+        if not api_url:
+            return {
+                "success": False,
+                "message": "api_url is required (e.g. http://hermes-host:8642)",
+                "status": "error",
+            }
+
+        # Settings expose api_key as-is; the env-var path lowercases to hermes_api_key.
+        api_key = config.get("api_key") or config.get("hermes_api_key") or ""
+        if "${" in api_key:
+            api_key = ""
+
+        headers = {"Content-Type": "application/json"}
+        if api_key:
+            headers["Authorization"] = f"Bearer {api_key}"
+
+        try:
+            start = time.time()
+            async with httpx.AsyncClient(
+                timeout=httpx.Timeout(10, connect=5)
+            ) as client:
+                resp = await client.get(f"{api_url}/v1/models", headers=headers)
+            latency_ms = int((time.time() - start) * 1000)
+
+            if resp.status_code in (401, 403):
+                return {
+                    "success": False,
+                    "message": "Hermes rejected the API key (check HERMES_API_KEY).",
+                    "status": "error",
+                }
+            resp.raise_for_status()
+
+            return {
+                "success": True,
+                "message": f"Connected to Hermes at {api_url} ({latency_ms}ms)",
+                "status": "ok",
+                "latency_ms": latency_ms,
+            }
+        except Exception as e:
+            return {
+                "success": False,
+                "message": f"Could not reach Hermes at {api_url}: {e}",
+                "status": "error",
+            }
diff --git a/plugins/homeassistant/__init__.py b/plugins/homeassistant/__init__.py
index 11b831e9..54b3f5d0 100644
--- a/plugins/homeassistant/__init__.py
+++ b/plugins/homeassistant/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import HomeAssistantPlugin
 
-__all__ = ['HomeAssistantPlugin']
+__all__ = ["HomeAssistantPlugin"]
diff --git a/plugins/homeassistant/command_parser.py b/plugins/homeassistant/command_parser.py
index cc73626d..de56ce97 100644
--- a/plugins/homeassistant/command_parser.py
+++ b/plugins/homeassistant/command_parser.py
@@ -51,16 +51,16 @@ class ParsedCommand:
 - set_color: Set color
 
 TARGET_TYPE (choose one):
-- area: Targeting all entities of a type in an area (e.g., "study lights")
-- all_in_area: Targeting ALL entities in an area (e.g., "everything in study")
-- entity: Targeting a specific entity by name (e.g., "desk lamp")
+- area: Target entities in a specific area OR label. Labels are groups of areas (e.g., "hall" label might cover dining_room + living_room). Both areas and labels are valid targets.
+- all: Target entities across ALL areas (e.g., "all lights", "every light")
+- entity: Target a specific entity by name (e.g., "desk lamp")
 
 ENTITY_TYPE (optional, use null if not specified):
 - light: Light entities
 - switch: Switch entities
 - fan: Fan entities
 - cover: Covers/blinds
-- null: All entity types (when target_type is "all_in_area")
+- null: All entity types
 
 PARAMETERS (optional, empty dict if none):
 - brightness_pct: Brightness percentage (0-100)
@@ -71,8 +71,8 @@ class ParsedCommand:
 Command: "turn off study lights"
 Response: {"action": "turn_off", "target_type": "area", "target": "study", "entity_type": "light", "parameters": {}}
 
-Command: "turn off everything in study"
-Response: {"action": "turn_off", "target_type": "all_in_area", "target": "study", "entity_type": null, "parameters": {}}
+Command: "turn off hall lights"
+Response: {"action": "turn_off", "target_type": "area", "target": "hall", "entity_type": "light", "parameters": {}}
 
 Command: "turn on desk lamp"
 Response: {"action": "turn_on", "target_type": "entity", "target": "desk lamp", "entity_type": null, "parameters": {}}
@@ -80,11 +80,11 @@ class ParsedCommand:
 Command: "set study lights to 50%"
 Response: {"action": "set_brightness", "target_type": "area", "target": "study", "entity_type": "light", "parameters": {"brightness_pct": 50}}
 
-Command: "turn on living room fan"
-Response: {"action": "turn_on", "target_type": "area", "target": "living room", "entity_type": "fan", "parameters": {}}
-
 Command: "turn off all lights"
-Response: {"action": "turn_off", "target_type": "entity", "target": "all", "entity_type": "light", "parameters": {}}
+Response: {"action": "turn_off", "target_type": "all", "target": "all", "entity_type": "light", "parameters": {}}
+
+Command: "turn off everything"
+Response: {"action": "turn_off", "target_type": "all", "target": "all", "entity_type": null, "parameters": {}}
 
 Command: "toggle hallway light"
 Response: {"action": "toggle", "target_type": "entity", "target": "hallway light", "entity_type": null, "parameters": {}}
@@ -94,4 +94,6 @@ class ParsedCommand:
 2. Use lowercase for action, target_type, target, entity_type
 3. Use null (not "null" string) for missing entity_type
 4. Always include all 5 fields: action, target_type, target, entity_type, parameters
+5. The "target" for target_type "area" MUST be an area name or label name from the provided context
+6. Use target_type "all" when the user says "all lights", "every light", "all the lights", etc.
 """
diff --git a/plugins/homeassistant/config.yml b/plugins/homeassistant/config.yml
index 8b410694..f674d3bb 100644
--- a/plugins/homeassistant/config.yml
+++ b/plugins/homeassistant/config.yml
@@ -9,10 +9,13 @@ ha_url: ${HA_URL}
 ha_token: ${HA_TOKEN}
 
 # Command configuration
-wake_word: ${HA_WAKE_WORD:-vivi}
+wake_word: ${HA_WAKE_WORD:-hermes}
 timeout: ${HA_TIMEOUT:-30}
 
 # Button action mappings
+# Maps device button events to Home Assistant service calls.
+# Each key is a button event type (single_press, double_press).
+# Values specify: service, target_type (area/entity), target, entity_type.
 button_actions:
   double_press:
     service: toggle
diff --git a/plugins/homeassistant/config.yml.backup b/plugins/homeassistant/config.yml.backup
deleted file mode 100644
index eb477aa5..00000000
--- a/plugins/homeassistant/config.yml.backup
+++ /dev/null
@@ -1,13 +0,0 @@
-# Home Assistant Plugin Configuration
-#
-# This file contains non-secret configuration for the Home Assistant plugin.
-# Secrets (HA_TOKEN) are stored in backends/advanced/.env
-# Plugin orchestration (enabled, events, condition) is in config/plugins.yml
-
-# Home Assistant server configuration
-ha_url: ${HA_URL}
-ha_token: ${HA_TOKEN}
-
-# Command configuration
-wake_word: ${HA_WAKE_WORD:-vivi}
-timeout: ${HA_TIMEOUT:-30}
diff --git a/plugins/homeassistant/entity_cache.py b/plugins/homeassistant/entity_cache.py
index ab8e07b0..0b02ae52 100644
--- a/plugins/homeassistant/entity_cache.py
+++ b/plugins/homeassistant/entity_cache.py
@@ -50,20 +50,24 @@ def find_entity_by_name(self, name: str) -> Optional[str]:
 
         # Step 1: Exact friendly_name match
         for entity_id, details in self.entity_details.items():
-            friendly_name = details.get('attributes', {}).get('friendly_name', '')
+            friendly_name = details.get("attributes", {}).get("friendly_name", "")
             if friendly_name.lower() == name_lower:
-                logger.debug(f"Exact match: {name} → {entity_id} (friendly_name: {friendly_name})")
+                logger.debug(
+                    f"Exact match: {name} → {entity_id} (friendly_name: {friendly_name})"
+                )
                 return entity_id
 
         # Step 2: Partial friendly_name match
         for entity_id, details in self.entity_details.items():
-            friendly_name = details.get('attributes', {}).get('friendly_name', '')
+            friendly_name = details.get("attributes", {}).get("friendly_name", "")
             if name_lower in friendly_name.lower():
-                logger.debug(f"Partial match: {name} → {entity_id} (friendly_name: {friendly_name})")
+                logger.debug(
+                    f"Partial match: {name} → {entity_id} (friendly_name: {friendly_name})"
+                )
                 return entity_id
 
         # Step 3: Entity ID match (try adding common domains)
-        common_domains = ['light', 'switch', 'fan', 'cover']
+        common_domains = ["light", "switch", "fan", "cover"]
         for domain in common_domains:
             candidate_id = f"{domain}.{name_lower.replace(' ', '_')}"
             if candidate_id in self.entity_details:
@@ -74,9 +78,7 @@ def find_entity_by_name(self, name: str) -> Optional[str]:
         return None
 
     def get_entities_in_area(
-        self,
-        area: str,
-        entity_type: Optional[str] = None
+        self, area: str, entity_type: Optional[str] = None
     ) -> List[str]:
         """
         Get all entities in an area, optionally filtered by domain.
@@ -121,10 +123,7 @@ def get_entities_in_area(
         # Filter by entity type if specified
         if entity_type:
             entity_type_lower = entity_type.lower()
-            entities = [
-                e for e in entities
-                if e.split('.')[0] == entity_type_lower
-            ]
+            entities = [e for e in entities if e.split(".")[0] == entity_type_lower]
 
         logger.debug(
             f"Found {len(entities)} entities in area '{area}'"
diff --git a/plugins/homeassistant/intent_router/__init__.py b/plugins/homeassistant/intent_router/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/plugins/homeassistant/intent_router/cascade.py b/plugins/homeassistant/intent_router/cascade.py
new file mode 100644
index 00000000..d7cf8d07
--- /dev/null
+++ b/plugins/homeassistant/intent_router/cascade.py
@@ -0,0 +1,179 @@
+"""Tiered command cascade: router -> /conversation -> fuzzy-LLM -> Hermes.
+
+Pure logic, dependency-injected so the SAME code path runs in:
+  - the Home Assistant plugin (on_wake_word_detected), and
+  - the standalone route_test.py harness.
+
+Injected callables (all async):
+  conversation_fn(text)              -> ConvResult           (HA /api/conversation/process)
+  llm_complete_fn(system, user)      -> str                  (any chat LLM)
+  hermes_fn(text)                    -> str                  (Hermes agent reply)
+
+The cascade owns the Tier-2 "fuzzy intent -> canonical HA commands" prompt so
+both callers translate identically.
+"""
+
+import json
+import logging
+import time
+from dataclasses import dataclass, field
+from typing import Awaitable, Callable, List, Optional
+
+logger = logging.getLogger(__name__)
+
+# Areas/labels known to HA Assist (used to ground the Tier-2 translator).
+DEFAULT_AREAS = ["hall", "living room", "dining room", "study"]
+
+# Vocabulary Home Assistant understands via /conversation: built-in intents plus
+# our custom_sentences in ha-config (relative_light.yaml + intent_script.yaml --
+# warmer/cooler/dimmer/brighter/cozy/focus). The Tier-2 LLM only runs when the raw
+# command didn't match HA directly; it maps a novel/fuzzy request onto these
+# commands and HA executes them. (No hardcoded colour/brightness values here --
+# "warm white" via /conversation is broken on our bulbs; the relative commands and
+# cozy/focus do the actual color_temp_kelvin work HA-side.)
+_TRANSLATE_SYSTEM = """You convert a casual smart-home lighting request into one or more explicit Home Assistant voice commands. Home Assistant executes exactly what you output.
+
+Available areas: {areas} (omit the area to mean all lights that are on).
+
+Use ONLY these command patterns:
+  - "turn on [the] [<area>] lights"  /  "turn off [the] [<area>] lights"
+  - "set the [<area>] lights to <N> percent"
+  - "make [the] [<area>] lights warmer"  /  "make [the] [<area>] lights cooler"
+  - "dim [the] [<area>] lights"  /  "brighten [the] [<area>] lights"
+  - "make it cozy"   (= warmer + dimmer)
+  - "focus"          (= cooler + brighter)
+
+Guidance:
+  - relaxing / soothing / soft / evening / movie / bedtime / romantic -> "make it cozy"
+  - working / reading / alert -> "focus"
+  - "too bright" -> "dim the lights";  "too dark" -> "brighten the lights"
+  - "too warm/orange" -> "make the lights cooler";  "too cold/blue" -> "make the lights warmer"
+  - For a named room, include the area (e.g. "make the study lights warmer").
+  - If the request is NOT about controlling lights, output {{"commands": []}}.
+
+Output STRICT JSON only: {{"commands": ["...", "..."]}}"""
+
+
+@dataclass
+class RouteInfo:
+    """What an intent-router classification returns (route + confidence)."""
+
+    route: str  # "home" | "other"
+    p_home: float
+    latency_ms: float = 0.0
+
+
+@dataclass
+class ConvResult:
+    response_type: str  # action_done | query_answer | error
+    code: Optional[str]
+    speech: str
+    success_count: int  # entities actually touched
+
+    @property
+    def confident_hit(self) -> bool:
+        """Did HA handle the command?
+
+        The intent router already gated chat out before /conversation, so any
+        matched HA intent counts -- built-in OR our custom_sentences. Custom
+        intent_scripts (warmer/cozy/dimmer...) return action_done with an empty
+        'success' list, so we must NOT require success_count > 0 here.
+        """
+        return self.response_type in ("action_done", "query_answer")
+
+
+@dataclass
+class TierTrace:
+    tier: str
+    detail: str
+    latency_ms: float
+
+
+@dataclass
+class CascadeResult:
+    command: str
+    final_tier: str = ""
+    message: str = ""
+    success: bool = False
+    traces: List[TierTrace] = field(default_factory=list)
+    total_ms: float = 0.0
+
+
+def parse_translate(text: str) -> List[str]:
+    """Parse the Tier-2 LLM JSON into a list of canonical commands."""
+    text = (text or "").strip()
+    if text.startswith("```"):
+        lines = text.split("\n")
+        text = "\n".join(lines[1:-1]) if len(lines) > 2 else text
+        text = text.strip()
+    try:
+        data = json.loads(text)
+        cmds = data.get("commands", [])
+        return [c for c in cmds if isinstance(c, str) and c.strip()]
+    except Exception as e:
+        logger.warning("Tier-2 translate parse failed: %s (raw=%r)", e, text[:200])
+        return []
+
+
+async def run_ha_cascade(
+    command: str,
+    *,
+    conversation_fn: Callable[[str], Awaitable[ConvResult]],
+    llm_complete_fn: Callable[[str, str], Awaitable[str]],
+    areas: Optional[List[str]] = None,
+) -> CascadeResult:
+    """Try to handle a command with Home Assistant: /conversation (fast path)
+    -> LLM maps a novel fuzzy request onto HA's vocabulary, re-run via /conversation.
+
+    Returns a CascadeResult whose ``success`` is True iff HA actually handled the
+    command. On False, the caller declines (returns None) so the plugin chain
+    passes the command to the next handler (e.g. the Hermes agent). This function
+    knows nothing about Hermes or the intent router - those live one layer up.
+    """
+    areas = areas or DEFAULT_AREAS
+    t_start = time.time()
+    res = CascadeResult(command=command)
+
+    # ---- Tier 1: HA /conversation (fast path) ----
+    t = time.time()
+    conv = await conversation_fn(command)
+    res.traces.append(
+        TierTrace(
+            "ha_conversation",
+            f"{conv.response_type}/{conv.code} touched={conv.success_count} :: {conv.speech}",
+            (time.time() - t) * 1000,
+        )
+    )
+    if conv.confident_hit:
+        res.final_tier, res.message, res.success = "ha_conversation", conv.speech, True
+        res.total_ms = (time.time() - t_start) * 1000
+        return res
+
+    # ---- Tier 2: LLM maps a novel fuzzy request onto HA's vocabulary ----
+    t = time.time()
+    tier2_label = "ha_fuzzy_llm"
+    sys_prompt = _TRANSLATE_SYSTEM.format(areas=", ".join(areas))
+    raw = await llm_complete_fn(sys_prompt, command)
+    cmds = parse_translate(raw)
+    res.traces.append(
+        TierTrace("ha_fuzzy_llm", f"translated -> {cmds}", (time.time() - t) * 1000)
+    )
+
+    if cmds:
+        executed, speeches = 0, []
+        for c in cmds:
+            cr = await conversation_fn(c)
+            if cr.response_type in ("action_done", "query_answer") and cr.code is None:
+                executed += 1
+                speeches.append(cr.speech)
+        if executed:
+            res.final_tier = tier2_label
+            res.message = "; ".join(s for s in speeches if s) or "Done"
+            res.success = True
+            res.total_ms = (time.time() - t_start) * 1000
+            return res
+
+    # Not a home command HA could act on -> decline; the chain moves on.
+    res.final_tier, res.success = "declined", False
+    res.total_ms = (time.time() - t_start) * 1000
+    return res
diff --git a/plugins/homeassistant/intent_router/route_test b/plugins/homeassistant/intent_router/route_test
new file mode 100755
index 00000000..b6db2bd0
--- /dev/null
+++ b/plugins/homeassistant/intent_router/route_test
@@ -0,0 +1,7 @@
+#!/usr/bin/env bash
+# Wrapper: run the end-to-end router + HA cascade harness with deps via uv.
+#   ./route_test "make it more soothing for my eyes"
+#   ./route_test "what's the meaning of life"
+cd "$(dirname "$0")" || exit 1
+exec uv run --with openai --with httpx --with python-dotenv \
+  python3 route_test.py "$@"
diff --git a/plugins/homeassistant/intent_router/router_client.py b/plugins/homeassistant/intent_router/router_client.py
new file mode 100644
index 00000000..c18da2dd
--- /dev/null
+++ b/plugins/homeassistant/intent_router/router_client.py
@@ -0,0 +1,48 @@
+"""HTTP client for the intent-router microservice.
+
+Keeps the heavy ML deps (model2vec, scikit-learn) out of the backend image: the
+classifier runs in the separate `intent-router` service and we call it over a
+fast localhost/compose-network HTTP hop (~1-3ms on top of ~0.14ms inference).
+
+Fail-open policy: if the service is unreachable, default to route='home' so the
+command still enters the HA cascade (which itself falls back to Hermes). A router
+outage therefore degrades latency, never correctness.
+"""
+
+import logging
+import os
+import time
+
+import httpx
+
+from .cascade import RouteInfo
+
+logger = logging.getLogger(__name__)
+
+INTENT_ROUTER_URL = os.getenv("INTENT_ROUTER_URL", "http://intent-router:8791")
+_TIMEOUT = float(os.getenv("INTENT_ROUTER_TIMEOUT", "2.0"))
+
+_client: httpx.AsyncClient | None = None
+
+
+def _get_client() -> httpx.AsyncClient:
+    global _client
+    if _client is None:
+        _client = httpx.AsyncClient(timeout=_TIMEOUT)
+    return _client
+
+
+async def classify(text: str) -> RouteInfo:
+    t0 = time.time()
+    try:
+        resp = await _get_client().post(
+            f"{INTENT_ROUTER_URL}/classify", json={"text": text}
+        )
+        resp.raise_for_status()
+        d = resp.json()
+        return RouteInfo(
+            route=d["route"], p_home=d["p_home"], latency_ms=d.get("latency_ms", 0.0)
+        )
+    except Exception as e:
+        logger.warning("intent-router unreachable (%s); failing open to 'home'", e)
+        return RouteInfo(route="home", p_home=1.0, latency_ms=(time.time() - t0) * 1000)
diff --git a/plugins/homeassistant/mcp_client.py b/plugins/homeassistant/mcp_client.py
index d0eb603e..eb3ff28f 100644
--- a/plugins/homeassistant/mcp_client.py
+++ b/plugins/homeassistant/mcp_client.py
@@ -16,6 +16,7 @@
 
 class MCPError(Exception):
     """MCP protocol error"""
+
     pass
 
 
@@ -37,11 +38,17 @@ def __init__(self, base_url: str, token: str, timeout: int = 30):
             timeout: Request timeout in seconds
 
         """
-        self.base_url = base_url.rstrip('/')
+        self.base_url = base_url.rstrip("/")
         self.mcp_url = f"{self.base_url}/api/mcp"
         self.token = token
         self.timeout = timeout
-        self.client = httpx.AsyncClient(timeout=timeout)
+        # Cap the connect phase at 5s: HA is on the local network, so a healthy
+        # connect is near-instant. This keeps startup probes and background
+        # recovery retries snappy when the HA server is off, while long reads
+        # (Assist pipeline) still get the full timeout.
+        self.client = httpx.AsyncClient(
+            timeout=httpx.Timeout(timeout, connect=min(5.0, timeout))
+        )
         self._request_id = 0
 
     async def close(self):
@@ -53,7 +60,9 @@ def _next_request_id(self) -> int:
         self._request_id += 1
         return self._request_id
 
-    async def _send_mcp_request(self, method: str, params: Optional[Dict] = None) -> Dict[str, Any]:
+    async def _send_mcp_request(
+        self, method: str, params: Optional[Dict] = None
+    ) -> Dict[str, Any]:
         """
         Send MCP protocol request to Home Assistant.
 
@@ -67,26 +76,20 @@ async def _send_mcp_request(self, method: str, params: Optional[Dict] = None) ->
         Raises:
             MCPError: If request fails or returns an error
         """
-        payload = {
-            "jsonrpc": "2.0",
-            "id": self._next_request_id(),
-            "method": method
-        }
+        payload = {"jsonrpc": "2.0", "id": self._next_request_id(), "method": method}
 
         if params:
             payload["params"] = params
 
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         try:
             logger.debug(f"MCP Request: {method} with params: {params}")
             response = await self.client.post(
-                self.mcp_url,
-                json=payload,
-                headers=headers
+                self.mcp_url, json=payload, headers=headers
             )
             response.raise_for_status()
 
@@ -109,6 +112,46 @@ async def _send_mcp_request(self, method: str, params: Optional[Dict] = None) ->
             logger.error(f"Unexpected error calling MCP endpoint: {e}")
             raise MCPError(f"Unexpected error: {e}")
 
+    async def process_conversation(
+        self, text: str, language: str = "en"
+    ) -> Dict[str, Any]:
+        """Send text to Home Assistant Assist (/api/conversation/process).
+
+        HA runs its local intent NLU, executes any matched intent, and returns a
+        natural-language reply. Returns a parsed dict:
+            {response_type, code, speech, success_count}
+        - response_type: action_done | query_answer | error
+        - code: e.g. 'no_intent_match' / 'no_valid_targets' on a miss, else None
+        - success_count: number of entities actually controlled (0 for info
+          intents like the time, which lets callers reject those false matches)
+        """
+        url = f"{self.base_url}/api/conversation/process"
+        headers = {
+            "Authorization": f"Bearer {self.token}",
+            "Content-Type": "application/json",
+        }
+        try:
+            resp = await self.client.post(
+                url, json={"text": text, "language": language}, headers=headers
+            )
+            resp.raise_for_status()
+            d = resp.json().get("response", {})
+            data = d.get("data", {}) or {}
+            return {
+                "response_type": d.get("response_type", "error"),
+                "code": data.get("code"),
+                "speech": d.get("speech", {}).get("plain", {}).get("speech", ""),
+                "success_count": len(data.get("success", []) or []),
+            }
+        except Exception as e:
+            logger.error(f"HA conversation/process failed: {e}")
+            return {
+                "response_type": "error",
+                "code": "request_failed",
+                "speech": "",
+                "success_count": 0,
+            }
+
     async def list_tools(self) -> List[Dict[str, Any]]:
         """
         Get list of available MCP tools from Home Assistant.
@@ -133,7 +176,9 @@ async def list_tools(self) -> List[Dict[str, Any]]:
         logger.info(f"Retrieved {len(tools)} tools from Home Assistant MCP")
         return tools
 
-    async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Dict[str, Any]:
+    async def call_tool(
+        self, tool_name: str, arguments: Dict[str, Any]
+    ) -> Dict[str, Any]:
         """
         Execute a tool via MCP.
 
@@ -151,10 +196,7 @@ async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Dict[str
             >>> await client.call_tool("turn_off", {"entity_id": "light.hall_light"})
             {"success": True}
         """
-        params = {
-            "name": tool_name,
-            "arguments": arguments
-        }
+        params = {"name": tool_name, "arguments": arguments}
 
         logger.info(f"Calling MCP tool '{tool_name}' with args: {arguments}")
         result = await self._send_mcp_request("tools/call", params)
@@ -178,7 +220,9 @@ async def test_connection(self) -> bool:
         """
         try:
             tools = await self.list_tools()
-            logger.info(f"MCP connection test successful ({len(tools)} tools available)")
+            logger.info(
+                f"MCP connection test successful ({len(tools)} tools available)"
+            )
             return True
         except Exception as e:
             logger.error(f"MCP connection test failed: {e}")
@@ -203,7 +247,7 @@ async def _render_template(self, template: str) -> Any:
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         payload = {"template": template}
@@ -211,16 +255,14 @@ async def _render_template(self, template: str) -> Any:
         try:
             logger.debug(f"Rendering template: {template}")
             response = await self.client.post(
-                f"{self.base_url}/api/template",
-                json=payload,
-                headers=headers
+                f"{self.base_url}/api/template", json=payload, headers=headers
             )
             response.raise_for_status()
 
             result = response.text.strip()
 
             # Try to parse as JSON (for lists, dicts)
-            if result.startswith('[') or result.startswith('{'):
+            if result.startswith("[") or result.startswith("{"):
                 try:
                     return json.loads(result)
                 except json.JSONDecodeError:
@@ -278,7 +320,9 @@ async def fetch_label_areas(self, label: str) -> List[str]:
             logger.info(f"Label '{label}' maps to {len(areas)} areas: {areas}")
             return areas
         else:
-            logger.warning(f"Unexpected label_areas format for '{label}': {type(areas)}")
+            logger.warning(
+                f"Unexpected label_areas format for '{label}': {type(areas)}"
+            )
             return []
 
     async def fetch_area_entities(self, area_name: str) -> List[str]:
@@ -302,7 +346,9 @@ async def fetch_area_entities(self, area_name: str) -> List[str]:
             logger.info(f"Fetched {len(entities)} entities from area '{area_name}'")
             return entities
         else:
-            logger.warning(f"Unexpected entities format for area '{area_name}': {type(entities)}")
+            logger.warning(
+                f"Unexpected entities format for area '{area_name}': {type(entities)}"
+            )
             return []
 
     async def fetch_entity_states(self) -> Dict[str, Dict]:
@@ -324,14 +370,13 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
         try:
             logger.debug("Fetching all entity states")
             response = await self.client.get(
-                f"{self.base_url}/api/states",
-                headers=headers
+                f"{self.base_url}/api/states", headers=headers
             )
             response.raise_for_status()
 
@@ -340,16 +385,16 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
 
             # Enrich with area information
             for state in states:
-                entity_id = state.get('entity_id')
+                entity_id = state.get("entity_id")
                 if entity_id:
                     # Get area_id using Template API
                     try:
                         area_template = f"{{{{ area_id('{entity_id}') }}}}"
                         area_id = await self._render_template(area_template)
-                        state['area_id'] = area_id if area_id else None
+                        state["area_id"] = area_id if area_id else None
                     except Exception as e:
                         logger.debug(f"Failed to get area for {entity_id}: {e}")
-                        state['area_id'] = None
+                        state["area_id"] = None
 
                     entity_details[entity_id] = state
 
@@ -364,11 +409,7 @@ async def fetch_entity_states(self) -> Dict[str, Dict]:
             raise MCPError(f"Request failed: {e}")
 
     async def call_service(
-        self,
-        domain: str,
-        service: str,
-        entity_ids: List[str],
-        **parameters
+        self, domain: str, service: str, entity_ids: List[str], **parameters
     ) -> Dict[str, Any]:
         """
         Call a Home Assistant service directly via REST API.
@@ -388,24 +429,21 @@ async def call_service(
         """
         headers = {
             "Authorization": f"Bearer {self.token}",
-            "Content-Type": "application/json"
+            "Content-Type": "application/json",
         }
 
-        payload = {
-            "entity_id": entity_ids,
-            **parameters
-        }
+        payload = {"entity_id": entity_ids, **parameters}
 
         service_url = f"{self.base_url}/api/services/{domain}/{service}"
 
         try:
-            logger.info(f"Calling service {domain}.{service} for {len(entity_ids)} entities")
+            logger.info(
+                f"Calling service {domain}.{service} for {len(entity_ids)} entities"
+            )
             logger.debug(f"Service payload: {payload}")
 
             response = await self.client.post(
-                service_url,
-                json=payload,
-                headers=headers
+                service_url, json=payload, headers=headers
             )
             response.raise_for_status()
 
diff --git a/plugins/homeassistant/plugin.py b/plugins/homeassistant/plugin.py
index b94f8ae4..d178d966 100644
--- a/plugins/homeassistant/plugin.py
+++ b/plugins/homeassistant/plugin.py
@@ -2,15 +2,31 @@
 Home Assistant plugin for Chronicle.
 
 Enables control of Home Assistant devices through natural language commands
-triggered by a wake word.
+triggered by a keyword anywhere in the transcript.
 """
 
+import asyncio
 import json
 import logging
+import time
+from datetime import datetime
 from typing import Any, Dict, List, Optional
 
-from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
+from advanced_omi_backend.llm_client import get_llm_client
+from advanced_omi_backend.openai_factory import model_supports_temperature
+from advanced_omi_backend.plugins.base import (
+    BasePlugin,
+    PluginConnectivityError,
+    PluginContext,
+    PluginResult,
+)
+from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.prompt_registry import get_prompt_registry
+
+from .command_parser import COMMAND_PARSER_SYSTEM_PROMPT, ParsedCommand
 from .entity_cache import EntityCache
+from .intent_router import router_client
+from .intent_router.cascade import ConvResult, run_ha_cascade
 from .mcp_client import HAMCPClient, MCPError
 
 logger = logging.getLogger(__name__)
@@ -18,20 +34,20 @@
 
 class HomeAssistantPlugin(BasePlugin):
     """
-    Plugin for controlling Home Assistant devices via wake word commands.
+    Plugin for controlling Home Assistant devices via keyword commands.
 
     Example:
-        User says: "Vivi, turn off the hall lights"
-        -> Wake word "vivi" detected by router
-        -> Command "turn off the hall lights" passed to on_transcript()
-        -> Plugin parses command and calls HA MCP to execute
+        User says: "Turn off the hall lights, VV"
+        -> Keyword "vv" detected anywhere in transcript by router
+        -> Command "Turn off the hall lights" passed to on_transcript()
+        -> Plugin parses command and calls HA to execute
         -> Returns: PluginResult with "I've turned off the hall light"
     """
 
     SUPPORTED_ACCESS_LEVELS: List[str] = ["transcript", "button"]
 
     name = "Home Assistant"
-    description = "Wake word device control with Home Assistant integration"
+    description = "Keyword-triggered device control with Home Assistant integration"
 
     def __init__(self, config: Dict[str, Any]):
         """
@@ -58,14 +74,12 @@ def __init__(self, config: Dict[str, Any]):
         # Configuration
         self.ha_url = config.get("ha_url", "http://localhost:8123")
         self.ha_token = config.get("ha_token", "")
-        self.wake_word = config.get("wake_word", "vivi")
+        self.wake_word = config.get("wake_word", "hermes")
         self.timeout = int(config.get("timeout", 30))
         self.button_actions = config.get("button_actions", {})
 
     def register_prompts(self, registry) -> None:
         """Register Home Assistant prompts with the prompt registry."""
-        from .command_parser import COMMAND_PARSER_SYSTEM_PROMPT
-
         registry.register_default(
             "plugin.homeassistant.command_parser",
             template=COMMAND_PARSER_SYSTEM_PROMPT,
@@ -82,7 +96,10 @@ async def initialize(self):
         Connects to Home Assistant MCP server and discovers available tools.
 
         Raises:
-            MCPError: If connection or discovery fails
+            ValueError: If required configuration is missing (not retried)
+            PluginConnectivityError: If HA is unreachable — the plugin system
+                marks the plugin degraded and retries in the background (HA
+                runs on a server that may be off when Chronicle boots)
         """
         if not self.enabled:
             logger.info("Home Assistant plugin is disabled, skipping initialization")
@@ -93,6 +110,13 @@ async def initialize(self):
 
         logger.info(f"Initializing Home Assistant plugin (URL: {self.ha_url})")
 
+        # Re-init (background recovery) replaces the client; close the old one
+        if self.mcp_client:
+            try:
+                await self.mcp_client.close()
+            except Exception:  # noqa: BLE001 — old client may already be dead
+                pass
+
         # Create MCP client (used for REST API calls, not MCP protocol)
         self.mcp_client = HAMCPClient(
             base_url=self.ha_url, token=self.ha_token, timeout=self.timeout
@@ -106,10 +130,114 @@ async def initialize(self):
                 raise ValueError(f"Unexpected template result: {test_result}")
             logger.info("Home Assistant API connection successful")
         except Exception as e:
-            raise MCPError(f"Failed to connect to Home Assistant API: {e}")
+            # Transient by design: the handlers degrade gracefully while HA is
+            # down (mcp_client stays usable once HA returns), so signal
+            # "retry later" instead of a hard init failure.
+            raise PluginConnectivityError(
+                f"Home Assistant unreachable at {self.ha_url}: {e}"
+            ) from e
+
+        # Warm the HA Assist pipeline so the first real command isn't slow.
+        # (The intent-router microservice warms its own model on startup.)
+        try:
+            await self.mcp_client.process_conversation("status")
+            logger.info("HA Assist warmed")
+        except Exception as e:
+            logger.warning(f"Warm-up skipped: {e}")
 
         logger.info("Home Assistant plugin initialized successfully")
 
+    async def on_wake_word_detected(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
+        """First handler in the wake-word chain of responsibility.
+
+        Decides "is this command for me (Home Assistant)?":
+          - intent router says 'other'        -> decline (return None) -> next plugin
+          - router says 'home' and HA acts    -> handle, stop the chain
+          - router says 'home' but HA can't   -> decline (return None) -> next plugin
+
+        Returning None passes the command down the priority-ordered plugin chain
+        (the Hermes agent is the catch-all, last). This plugin has NO knowledge of
+        Hermes - the ordering/hierarchy lives in config/plugins.yml (priority).
+        """
+        if context.data.get("asr_status") == "skipped_silence":
+            logger.info("Wake word armed but capture was silent; ignoring")
+            return PluginResult(success=False, message="", should_continue=False)
+
+        command = (
+            context.data.get("command") or context.data.get("transcript") or ""
+        ).strip()
+        if not command or not self.mcp_client:
+            return None  # nothing we can do -> let the next handler try
+
+        route = await router_client.classify(command)
+        if route.route != "home":
+            logger.info(
+                "Router: %r -> %s (P=%.2f); declining",
+                command,
+                route.route,
+                route.p_home,
+            )
+            return None  # not a home command -> pass to next handler (e.g. Hermes)
+
+        async def conversation_fn(text: str) -> ConvResult:
+            d = await self.mcp_client.process_conversation(text)
+            return ConvResult(
+                response_type=d["response_type"],
+                code=d["code"],
+                speech=d["speech"],
+                success_count=d["success_count"],
+            )
+
+        async def llm_complete_fn(system: str, user: str) -> str:
+            llm = get_llm_client()
+
+            def _call():
+                # Don't set max_tokens (reasoning models reject it) and only set
+                # temperature when the model supports it — mirrors LLMClient.generate.
+                params = {
+                    "model": llm.model,
+                    "messages": [
+                        {"role": "system", "content": system},
+                        {"role": "user", "content": user},
+                    ],
+                }
+                if model_supports_temperature(llm.model):
+                    params["temperature"] = 0.0
+                resp = llm.client.chat.completions.create(**params)
+                return resp.choices[0].message.content or ""
+
+            return await asyncio.to_thread(_call)
+
+        res = await run_ha_cascade(
+            command,
+            conversation_fn=conversation_fn,
+            llm_complete_fn=llm_complete_fn,
+        )
+        logger.info(
+            "HA cascade: %r -> %s (%.0fms) :: %s",
+            command,
+            res.final_tier,
+            res.total_ms,
+            res.message,
+        )
+        if not res.success:
+            return None  # HA couldn't act -> pass down the chain
+
+        return PluginResult(
+            success=True,
+            message=res.message,
+            data={
+                "final_tier": res.final_tier,
+                "p_home": route.p_home,
+                "traces": [
+                    (t.tier, round(t.latency_ms, 1), t.detail) for t in res.traces
+                ],
+            },
+            should_continue=False,  # handled -> stop the chain
+        )
+
     async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
         """
         Execute Home Assistant command from wake word transcript.
@@ -140,7 +268,7 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             Context data:
                 {
                     'command': 'turn off study lights',
-                    'original_transcript': 'vivi turn off study lights',
+                    'original_transcript': 'hermes turn off study lights',
                     'conversation_id': 'conv_123'
                 }
 
@@ -155,7 +283,9 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
         command = context.data.get("command", "")
 
         if not command:
-            return PluginResult(success=False, message="No command provided", should_continue=True)
+            return PluginResult(
+                success=False, message="No command provided", should_continue=True
+            )
 
         if not self.mcp_client:
             logger.error("MCP client not initialized")
@@ -166,9 +296,21 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             )
 
         try:
+            conversation_id = context.data.get("conversation_id")
+
+            # Step 0: Extract just the HA command from mixed transcript
+            extracted = await self._extract_ha_command(
+                command, conversation_id=conversation_id
+            )
+            if extracted:
+                logger.info(f"Extracted HA command: '{extracted}' (from: '{command}')")
+                command = extracted
+
             # Step 1: Parse command using hybrid LLM + fallback parsing
             logger.info(f"Processing HA command: '{command}'")
-            parsed = await self._parse_command_hybrid(command)
+            parsed = await self._parse_command_hybrid(
+                command, conversation_id=conversation_id
+            )
 
             if not parsed:
                 return PluginResult(
@@ -199,15 +341,25 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             service = service_map.get(parsed.action, "turn_on")
 
             # Step 4: Call Home Assistant service
-            logger.info(f"Calling {domain}.{service} for {len(entity_ids)} entities: {entity_ids}")
+            logger.info(
+                f"Calling {domain}.{service} for {len(entity_ids)} entities: {entity_ids}"
+            )
 
             result = await self.mcp_client.call_service(
-                domain=domain, service=service, entity_ids=entity_ids, **parsed.parameters
+                domain=domain,
+                service=service,
+                entity_ids=entity_ids,
+                **parsed.parameters,
             )
 
             # Step 5: Format user-friendly response
             entity_type_name = parsed.entity_type or domain
-            if parsed.target_type == "area":
+            if parsed.target_type == "all":
+                message = (
+                    f"I've {parsed.action.replace('_', ' ')} {len(entity_ids)} "
+                    f"{entity_type_name}{'s' if len(entity_ids) != 1 else ''} everywhere"
+                )
+            elif parsed.target_type == "area":
                 message = (
                     f"I've {parsed.action.replace('_', ' ')} {len(entity_ids)} "
                     f"{entity_type_name}{'s' if len(entity_ids) != 1 else ''} "
@@ -274,8 +426,6 @@ async def on_plugin_action(self, context: PluginContext) -> Optional[PluginResul
             )
 
         try:
-            from .command_parser import ParsedCommand
-
             # Build a ParsedCommand from the action data
             target_type = context.data.get("target_type", "area")
             target = context.data.get("target", "")
@@ -339,9 +489,6 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
         using the button_actions config. Reuses the same entity resolution and
         service call logic as on_plugin_action().
         """
-        from .command_parser import ParsedCommand
-        from advanced_omi_backend.plugins.events import PluginEvent
-
         # Map event to config key
         if context.event == PluginEvent.BUTTON_DOUBLE_PRESS:
             action_key = "double_press"
@@ -369,7 +516,9 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
             entity_type = action_config.get("entity_type", "light")
 
             if not target:
-                return PluginResult(success=False, message="No target in button_actions config")
+                return PluginResult(
+                    success=False, message="No target in button_actions config"
+                )
 
             parsed = ParsedCommand(
                 action=service,
@@ -419,8 +568,6 @@ async def on_button_event(self, context: PluginContext) -> Optional[PluginResult
 
     async def health_check(self) -> dict:
         """Ping Home Assistant API using the initialized client."""
-        import time
-
         if not self.mcp_client:
             return {"ok": False, "message": "MCP client not initialized"}
 
@@ -430,7 +577,11 @@ async def health_check(self) -> dict:
             latency_ms = int((time.time() - start) * 1000)
             if str(result).strip() == "2":
                 return {"ok": True, "message": "Connected", "latency_ms": latency_ms}
-            return {"ok": False, "message": f"Unexpected result: {result}", "latency_ms": latency_ms}
+            return {
+                "ok": False,
+                "message": f"Unexpected result: {result}",
+                "latency_ms": latency_ms,
+            }
         except Exception as e:
             return {"ok": False, "message": str(e)}
 
@@ -492,8 +643,6 @@ async def _refresh_cache(self):
             logger.debug(f"Fetched {len(entity_details)} entity states")
 
             # Create cache
-            from datetime import datetime
-
             self.entity_cache = EntityCache(
                 areas=areas,
                 area_entities=area_entities,
@@ -503,14 +652,83 @@ async def _refresh_cache(self):
             )
 
             logger.info(
-                f"Entity cache refreshed: {len(areas)} areas, " f"{len(entity_details)} entities"
+                f"Entity cache refreshed: {len(areas)} areas, "
+                f"{len(entity_details)} entities"
             )
 
         except Exception as e:
             logger.error(f"Failed to refresh entity cache: {e}", exc_info=True)
             raise
 
-    async def _parse_command_with_llm(self, command: str) -> Optional["ParsedCommand"]:
+    async def _extract_ha_command(
+        self, transcript: str, *, conversation_id: Optional[str] = None
+    ) -> Optional[str]:
+        """
+        Use a lightweight LLM call to extract only the Home Assistant command
+        from a transcript that may contain mixed conversation.
+
+        When the keyword (e.g. "hermes") is detected anywhere in a long transcript,
+        the surrounding text often includes unrelated speech. This method asks the
+        LLM to return just the smart-home command portion.
+
+        Args:
+            transcript: Transcript text with keyword already stripped.
+            conversation_id: Optional conversation ID for Langfuse session grouping.
+
+        Returns:
+            Extracted command string, or None to fall back to the raw text.
+        """
+        # Short transcripts are likely already just the command
+        if len(transcript.split()) <= 8:
+            return None
+
+        try:
+            llm_client = get_llm_client()
+
+            system_prompt = (
+                "Extract ONLY the smart home / home assistant command from the "
+                "transcript below. The transcript is from a conversation and may "
+                "contain unrelated speech mixed in. Return ONLY the command text, "
+                "nothing else. If no smart home command is found, return NONE.\n\n"
+                "Examples:\n"
+                'Input: "so anyway I was saying turn off the hall lights and then we went to dinner"\n'
+                "Output: turn off the hall lights\n\n"
+                'Input: "turn on bedroom lights"\n'
+                "Output: turn on bedroom lights\n\n"
+                'Input: "yeah the meeting was great oh and set living room brightness '
+                'to 50 percent and also the deadline is tomorrow"\n'
+                "Output: set living room brightness to 50 percent\n\n"
+                'Input: "so I told him about the project and then toggle the kitchen fan '
+                'and after that we discussed lunch plans"\n'
+                "Output: toggle the kitchen fan"
+            )
+
+            response = llm_client.client.chat.completions.create(
+                model=llm_client.model,
+                messages=[
+                    {"role": "system", "content": system_prompt},
+                    {"role": "user", "content": transcript},
+                ],
+                temperature=0.0,
+                max_tokens=100,
+            )
+
+            result = response.choices[0].message.content.strip()
+
+            if not result or result.upper() == "NONE":
+                logger.info("LLM extraction found no HA command in transcript")
+                return None
+
+            logger.info(f"LLM extracted HA command: '{result}'")
+            return result
+
+        except Exception as e:
+            logger.warning(f"LLM command extraction failed: {e}, using raw text")
+            return None
+
+    async def _parse_command_with_llm(
+        self, command: str, *, conversation_id: Optional[str] = None
+    ) -> Optional["ParsedCommand"]:
         """
         Parse command using LLM with structured system prompt.
 
@@ -531,23 +749,40 @@ async def _parse_command_with_llm(self, command: str) -> Optional["ParsedCommand
             )
         """
         try:
-            from advanced_omi_backend.llm_client import get_llm_client
-            from advanced_omi_backend.prompt_registry import get_prompt_registry
-
-            from .command_parser import ParsedCommand
-
             llm_client = get_llm_client()
             registry = get_prompt_registry()
-            system_prompt = await registry.get_prompt("plugin.homeassistant.command_parser")
+            system_prompt = await registry.get_prompt(
+                "plugin.homeassistant.command_parser"
+            )
 
             logger.debug(f"Parsing command with LLM: '{command}'")
 
-            # Use OpenAI chat format with system + user messages
+            # Build context from entity cache so the LLM knows valid targets
+            entity_context = ""
+            await self._ensure_cache_initialized()
+            if self.entity_cache:
+                areas = (
+                    ", ".join(self.entity_cache.areas)
+                    if self.entity_cache.areas
+                    else "none"
+                )
+                labels = ""
+                if self.entity_cache.label_areas:
+                    label_parts = [
+                        f"{lbl} (covers: {', '.join(areas_list)})"
+                        for lbl, areas_list in self.entity_cache.label_areas.items()
+                    ]
+                    labels = "\nAvailable labels: " + ", ".join(label_parts)
+                entity_context = f"\n\nAvailable areas: {areas}{labels}\nUse target_type 'area' with an area/label name above, or target_type 'all' for everything."
+
             response = llm_client.client.chat.completions.create(
                 model=llm_client.model,
                 messages=[
                     {"role": "system", "content": system_prompt},
-                    {"role": "user", "content": f'Command: "{command}"\n\nReturn JSON only.'},
+                    {
+                        "role": "user",
+                        "content": f'Command: "{command}"{entity_context}\n\nReturn JSON only.',
+                    },
                 ],
                 temperature=0.1,
                 max_tokens=150,
@@ -588,7 +823,9 @@ async def _parse_command_with_llm(self, command: str) -> Optional["ParsedCommand
             return parsed
 
         except json.JSONDecodeError as e:
-            logger.error(f"Failed to parse LLM JSON response: {e}\nResponse: {result_text}")
+            logger.error(
+                f"Failed to parse LLM JSON response: {e}\nResponse: {result_text}"
+            )
             return None
         except Exception as e:
             logger.error(f"LLM command parsing failed: {e}", exc_info=True)
@@ -616,8 +853,6 @@ async def _resolve_entities(self, parsed: "ParsedCommand") -> List[str]:
             ... ))
             ["light.tubelight_3"]
         """
-        from .command_parser import ParsedCommand
-
         # Ensure cache is ready
         await self._ensure_cache_initialized()
 
@@ -631,8 +866,12 @@ async def _resolve_entities(self, parsed: "ParsedCommand") -> List[str]:
             )
 
             if not entities:
-                entity_desc = f"{parsed.entity_type}s" if parsed.entity_type else "entities"
-                available = list(self.entity_cache.areas) + list(self.entity_cache.label_areas.keys())
+                entity_desc = (
+                    f"{parsed.entity_type}s" if parsed.entity_type else "entities"
+                )
+                available = list(self.entity_cache.areas) + list(
+                    self.entity_cache.label_areas.keys()
+                )
                 raise ValueError(
                     f"No {entity_desc} found in area/label '{parsed.target}'. "
                     f"Available: {', '.join(available)}"
@@ -644,9 +883,33 @@ async def _resolve_entities(self, parsed: "ParsedCommand") -> List[str]:
             )
             return entities
 
+        elif parsed.target_type == "all":
+            # Get entities across ALL areas, optionally filtered by type
+            entities = []
+            for area in self.entity_cache.areas:
+                entities.extend(
+                    self.entity_cache.get_entities_in_area(
+                        area=area, entity_type=parsed.entity_type
+                    )
+                )
+
+            if not entities:
+                entity_desc = (
+                    f"{parsed.entity_type}s" if parsed.entity_type else "entities"
+                )
+                raise ValueError(f"No {entity_desc} found in any area")
+
+            logger.info(
+                f"Resolved 'all' to {len(entities)} "
+                f"{parsed.entity_type or 'entity'}(s) across {len(self.entity_cache.areas)} areas"
+            )
+            return entities
+
         elif parsed.target_type == "all_in_area":
             # Get ALL entities in area (no filter)
-            entities = self.entity_cache.get_entities_in_area(area=parsed.target, entity_type=None)
+            entities = self.entity_cache.get_entities_in_area(
+                area=parsed.target, entity_type=None
+            )
 
             if not entities:
                 raise ValueError(
@@ -654,7 +917,9 @@ async def _resolve_entities(self, parsed: "ParsedCommand") -> List[str]:
                     f"Available areas: {', '.join(self.entity_cache.areas)}"
                 )
 
-            logger.info(f"Resolved 'all in {parsed.target}' to {len(entities)} entities")
+            logger.info(
+                f"Resolved 'all in {parsed.target}' to {len(entities)} entities"
+            )
             return entities
 
         elif parsed.target_type == "entity":
@@ -726,7 +991,9 @@ async def _parse_command_fallback(self, command: str) -> Optional[Dict[str, Any]
             "action_desc": action_desc,
         }
 
-    async def _parse_command_hybrid(self, command: str) -> Optional["ParsedCommand"]:
+    async def _parse_command_hybrid(
+        self, command: str, *, conversation_id: Optional[str] = None
+    ) -> Optional["ParsedCommand"]:
         """
         Hybrid command parser: Try LLM first, fallback to keywords.
 
@@ -736,6 +1003,7 @@ async def _parse_command_hybrid(self, command: str) -> Optional["ParsedCommand"]
 
         Args:
             command: Natural language command
+            conversation_id: Optional conversation ID for Langfuse session grouping.
 
         Returns:
             ParsedCommand if successful, None otherwise
@@ -744,14 +1012,13 @@ async def _parse_command_hybrid(self, command: str) -> Optional["ParsedCommand"]
             >>> await self._parse_command_hybrid("turn off study lights")
             ParsedCommand(action="turn_off", target_type="area", target="study", ...)
         """
-        import asyncio
-
-        from .command_parser import ParsedCommand
-
         # Try LLM parsing with timeout
         try:
             logger.debug("Attempting LLM-based command parsing...")
-            parsed = await asyncio.wait_for(self._parse_command_with_llm(command), timeout=5.0)
+            parsed = await asyncio.wait_for(
+                self._parse_command_with_llm(command, conversation_id=conversation_id),
+                timeout=5.0,
+            )
 
             if parsed:
                 logger.info("LLM parsing succeeded")
@@ -818,12 +1085,12 @@ async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
             >>> result['success']
             True
         """
-        import time
-
         try:
             # Validate required config fields
             required_fields = ["ha_url", "ha_token"]
-            missing_fields = [field for field in required_fields if not config.get(field)]
+            missing_fields = [
+                field for field in required_fields if not config.get(field)
+            ]
 
             if missing_fields:
                 return {
diff --git a/plugins/hourly_recap/__init__.py b/plugins/hourly_recap/__init__.py
index d60fa58f..dd22c433 100644
--- a/plugins/hourly_recap/__init__.py
+++ b/plugins/hourly_recap/__init__.py
@@ -6,4 +6,4 @@
 
 from .plugin import HourlyRecapPlugin
 
-__all__ = ['HourlyRecapPlugin']
+__all__ = ["HourlyRecapPlugin"]
diff --git a/plugins/hourly_recap/plugin.py b/plugins/hourly_recap/plugin.py
index 69ab4931..7a3da70c 100644
--- a/plugins/hourly_recap/plugin.py
+++ b/plugins/hourly_recap/plugin.py
@@ -4,18 +4,23 @@
 On OMI device double-click, queries the last hour's conversations,
 generates a consolidated LLM recap, and emails it to the user.
 """
+
 import html
 import logging
+import time
 from datetime import datetime, timedelta
 from typing import Any, Dict, List, Optional
 
+from bson import ObjectId
+from email_summarizer.email_service import SMTPEmailService
+
 from advanced_omi_backend.database import get_database
 from advanced_omi_backend.llm_client import async_generate
 from advanced_omi_backend.models.conversation import Conversation
 from advanced_omi_backend.plugins.base import BasePlugin, PluginContext, PluginResult
 from advanced_omi_backend.plugins.events import PluginEvent
+from advanced_omi_backend.prompt_registry import get_prompt_registry
 from advanced_omi_backend.utils.logging_utils import mask_dict
-from email_summarizer.email_service import SMTPEmailService
 
 logger = logging.getLogger(__name__)
 
@@ -114,8 +119,6 @@ async def initialize(self):
 
     async def health_check(self) -> dict:
         """Test SMTP connectivity using the initialized email service."""
-        import time
-
         if not self.email_service:
             return {"ok": False, "message": "Email service not initialized"}
 
@@ -124,8 +127,16 @@ async def health_check(self) -> dict:
             success = await self.email_service.test_connection()
             latency_ms = int((time.time() - start) * 1000)
             if success:
-                return {"ok": True, "message": "SMTP connected", "latency_ms": latency_ms}
-            return {"ok": False, "message": "SMTP connection failed", "latency_ms": latency_ms}
+                return {
+                    "ok": True,
+                    "message": "SMTP connected",
+                    "latency_ms": latency_ms,
+                }
+            return {
+                "ok": False,
+                "message": "SMTP connection failed",
+                "latency_ms": latency_ms,
+            }
         except Exception as e:
             return {"ok": False, "message": str(e)}
 
@@ -257,8 +268,6 @@ def _build_conversations_block(self, conversations: List[Conversation]) -> str:
     async def _generate_recap(self, conversations_block: str) -> str:
         """Generate consolidated recap via LLM."""
         try:
-            from advanced_omi_backend.prompt_registry import get_prompt_registry
-
             registry = get_prompt_registry()
             instruction = await registry.get_prompt(
                 "plugin.hourly_recap.summary",
@@ -283,8 +292,6 @@ async def _generate_recap(self, conversations_block: str) -> str:
     async def _get_user_email(self, user_id: str) -> Optional[str]:
         """Get notification email for a user."""
         try:
-            from bson import ObjectId
-
             user = await self.db["users"].find_one({"_id": ObjectId(user_id)})
             if not user:
                 logger.warning(f"User {user_id} not found")
@@ -306,9 +313,7 @@ def _format_subject(self) -> str:
         now = datetime.utcnow().strftime("%b %d, %Y at %I:%M %p")
         return f"{self.subject_prefix} - {now}"
 
-    def _format_html(
-        self, recap: str, conversations: List[Conversation]
-    ) -> str:
+    def _format_html(self, recap: str, conversations: List[Conversation]) -> str:
         """Format HTML email body."""
         now_str = datetime.utcnow().strftime("%B %d, %Y at %I:%M %p")
         recap_escaped = html.escape(recap, quote=True).replace("\n", "<br>")
@@ -317,9 +322,7 @@ def _format_html(
         conv_items = ""
         for conv in conversations:
             title = html.escape(conv.title or "Untitled", quote=True)
-            created = (
-                conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
-            )
+            created = conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
             duration = (
                 f"{int(conv.audio_total_duration // 60)}m {int(conv.audio_total_duration % 60)}s"
                 if conv.audio_total_duration
@@ -418,18 +421,14 @@ def _format_html(
 </html>
 """
 
-    def _format_text(
-        self, recap: str, conversations: List[Conversation]
-    ) -> str:
+    def _format_text(self, recap: str, conversations: List[Conversation]) -> str:
         """Format plain text email body."""
         now_str = datetime.utcnow().strftime("%B %d, %Y at %I:%M %p")
 
         conv_lines = []
         for i, conv in enumerate(conversations, 1):
             title = conv.title or "Untitled"
-            created = (
-                conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
-            )
+            created = conv.created_at.strftime("%I:%M %p") if conv.created_at else "N/A"
             duration = (
                 f"{int(conv.audio_total_duration // 60)}m {int(conv.audio_total_duration % 60)}s"
                 if conv.audio_total_duration
@@ -468,10 +467,13 @@ def _format_text(
     @staticmethod
     async def test_connection(config: Dict[str, Any]) -> Dict[str, Any]:
         """Test SMTP connection with provided configuration."""
-        import time
-
         try:
-            required_fields = ["smtp_host", "smtp_username", "smtp_password", "from_email"]
+            required_fields = [
+                "smtp_host",
+                "smtp_username",
+                "smtp_password",
+                "from_email",
+            ]
             missing_fields = [f for f in required_fields if not config.get(f)]
 
             if missing_fields:
diff --git a/plugins/test_button_actions/__init__.py b/plugins/test_button_actions/__init__.py
deleted file mode 100644
index 947efccb..00000000
--- a/plugins/test_button_actions/__init__.py
+++ /dev/null
@@ -1,10 +0,0 @@
-"""
-Test Button Actions plugin for Chronicle.
-
-Maps device button events to configurable actions like closing conversations
-or triggering cross-plugin calls.
-"""
-
-from .plugin import TestButtonActionsPlugin
-
-__all__ = ['TestButtonActionsPlugin']
diff --git a/plugins/test_button_actions/config.yml b/plugins/test_button_actions/config.yml
deleted file mode 100644
index 1bf3b590..00000000
--- a/plugins/test_button_actions/config.yml
+++ /dev/null
@@ -1,12 +0,0 @@
-actions:
-  single_press:
-    type: close_conversation
-  double_press:
-    type: call_plugin
-    plugin_id: homeassistant
-    action: call_service
-    data:
-      target_type: area
-      target: hall
-      entity_type: light
-      service: turn_off
diff --git a/plugins/test_event/__init__.py b/plugins/test_event/__init__.py
index 5f3f2ecf..837873f4 100644
--- a/plugins/test_event/__init__.py
+++ b/plugins/test_event/__init__.py
@@ -2,4 +2,4 @@
 
 from .plugin import TestEventPlugin
 
-__all__ = ['TestEventPlugin']
+__all__ = ["TestEventPlugin"]
diff --git a/plugins/test_event/event_storage.py b/plugins/test_event/event_storage.py
index 4fb618f9..cdb6d95f 100644
--- a/plugins/test_event/event_storage.py
+++ b/plugins/test_event/event_storage.py
@@ -3,6 +3,7 @@
 
 Provides async SQLite operations for logging and querying plugin events.
 """
+
 import json
 import logging
 import os
@@ -34,7 +35,9 @@ async def initialize(self):
         try:
             db_dir.mkdir(parents=True, exist_ok=True)
             logger.info(f"🔍 DEBUG: Directory created/verified: {db_dir}")
-            logger.info(f"🔍 DEBUG: Directory permissions: {oct(db_dir.stat().st_mode)}")
+            logger.info(
+                f"🔍 DEBUG: Directory permissions: {oct(db_dir.stat().st_mode)}"
+            )
         except Exception as e:
             logger.error(f"🔍 DEBUG: Failed to create directory: {e}")
             raise
@@ -67,13 +70,18 @@ async def initialize(self):
 
         except Exception as e:
             logger.error(f"🔍 DEBUG: Failed to connect to database: {e}")
-            logger.error(f"🔍 DEBUG: Database file exists: {Path(self.db_path).exists()}")
+            logger.error(
+                f"🔍 DEBUG: Database file exists: {Path(self.db_path).exists()}"
+            )
             if Path(self.db_path).exists():
-                logger.error(f"🔍 DEBUG: Database file permissions: {oct(Path(self.db_path).stat().st_mode)}")
+                logger.error(
+                    f"🔍 DEBUG: Database file permissions: {oct(Path(self.db_path).stat().st_mode)}"
+                )
             raise
 
         # Create events table
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE TABLE IF NOT EXISTS plugin_events (
                 id INTEGER PRIMARY KEY AUTOINCREMENT,
                 timestamp DATETIME NOT NULL,
@@ -83,18 +91,23 @@ async def initialize(self):
                 metadata TEXT,
                 created_at DATETIME DEFAULT CURRENT_TIMESTAMP
             )
-        """)
+        """
+        )
 
         # Create index for faster queries
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE INDEX IF NOT EXISTS idx_event_type
             ON plugin_events(event)
-        """)
+        """
+        )
 
-        await self.db.execute("""
+        await self.db.execute(
+            """
             CREATE INDEX IF NOT EXISTS idx_user_id
             ON plugin_events(user_id)
-        """)
+        """
+        )
 
         await self.db.commit()
         logger.info(f"Event storage initialized at {self.db_path}")
@@ -104,7 +117,7 @@ async def log_event(
         event: str,
         user_id: str,
         data: Dict[str, Any],
-        metadata: Optional[Dict[str, Any]] = None
+        metadata: Optional[Dict[str, Any]] = None,
     ) -> int:
         """
         Log an event to the database.
@@ -135,7 +148,7 @@ async def log_event(
         except Exception as e:
             logger.error(
                 f"💾 STORAGE: JSON serialization failed for event '{event}': {e}",
-                exc_info=True
+                exc_info=True,
             )
             raise
 
@@ -148,7 +161,7 @@ async def log_event(
                 INSERT INTO plugin_events (timestamp, event, user_id, data, metadata)
                 VALUES (?, ?, ?, ?, ?)
                 """,
-                (timestamp, event, user_id, data_json, metadata_json)
+                (timestamp, event, user_id, data_json, metadata_json),
             )
 
             await self.db.commit()
@@ -164,7 +177,7 @@ async def log_event(
         except Exception as e:
             logger.error(
                 f"💾 STORAGE: Database operation failed for event '{event}': {e}",
-                exc_info=True
+                exc_info=True,
             )
             raise
 
@@ -188,7 +201,7 @@ async def get_events_by_type(self, event: str) -> List[Dict[str, Any]]:
             WHERE event = ?
             ORDER BY created_at DESC
             """,
-            (event,)
+            (event,),
         )
 
         rows = await cursor.fetchall()
@@ -214,7 +227,7 @@ async def get_events_by_user(self, user_id: str) -> List[Dict[str, Any]]:
             WHERE user_id = ?
             ORDER BY created_at DESC
             """,
-            (user_id,)
+            (user_id,),
         )
 
         rows = await cursor.fetchall()
@@ -274,13 +287,10 @@ async def get_event_count(self, event: Optional[str] = None) -> int:
 
         if event:
             cursor = await self.db.execute(
-                "SELECT COUNT(*) FROM plugin_events WHERE event = ?",
-                (event,)
+                "SELECT COUNT(*) FROM plugin_events WHERE event = ?", (event,)
             )
         else:
-            cursor = await self.db.execute(
-                "SELECT COUNT(*) FROM plugin_events"
-            )
+            cursor = await self.db.execute("SELECT COUNT(*) FROM plugin_events")
 
         row = await cursor.fetchone()
         return row[0] if row else 0
@@ -299,18 +309,18 @@ def _rows_to_dicts(self, rows: List[tuple]) -> List[Dict[str, Any]]:
 
         for row in rows:
             event_dict = {
-                'id': row[0],
-                'timestamp': row[1],
-                'event': row[2],
-                'user_id': row[3],
-                'data': json.loads(row[4]) if row[4] else {},
-                'metadata': json.loads(row[5]) if row[5] else {},
-                'created_at': row[6]
+                "id": row[0],
+                "timestamp": row[1],
+                "event": row[2],
+                "user_id": row[3],
+                "data": json.loads(row[4]) if row[4] else {},
+                "metadata": json.loads(row[5]) if row[5] else {},
+                "created_at": row[6],
             }
 
             # Flatten data fields to top level for easier access in tests
-            if isinstance(event_dict['data'], dict):
-                event_dict.update(event_dict['data'])
+            if isinstance(event_dict["data"], dict):
+                event_dict.update(event_dict["data"])
 
             events.append(event_dict)
 
diff --git a/plugins/test_event/plugin.py b/plugins/test_event/plugin.py
index d75a88df..40bf1215 100644
--- a/plugins/test_event/plugin.py
+++ b/plugins/test_event/plugin.py
@@ -4,6 +4,7 @@
 Logs all plugin events to SQLite database for integration testing.
 Subscribes to all event types to verify event dispatch system works correctly.
 """
+
 import logging
 from typing import Any, Dict, List, Optional
 
@@ -27,12 +28,12 @@ class TestEventPlugin(BasePlugin):
     All events are logged to SQLite database with full context for test verification.
     """
 
-    SUPPORTED_ACCESS_LEVELS: List[str] = ['transcript', 'conversation', 'memory']
+    SUPPORTED_ACCESS_LEVELS: List[str] = ["transcript", "conversation", "memory"]
 
     def __init__(self, config: Dict[str, Any]):
         super().__init__(config)
         self.storage = EventStorage(
-            db_path=config.get('db_path', '/app/debug/test_plugin_events.db')
+            db_path=config.get("db_path", "/app/debug/test_plugin_events.db")
         )
         self.event_count = 0
 
@@ -66,15 +67,15 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             event_type = context.event  # 'transcript.streaming' or 'transcript.batch'
 
             # Extract key data fields
-            transcript = context.data.get('transcript', '')
-            conversation_id = context.data.get('conversation_id', 'unknown')
+            transcript = context.data.get("transcript", "")
+            conversation_id = context.data.get("conversation_id", "unknown")
 
             # Log to storage
             row_id = await self.storage.log_event(
                 event=event_type,
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             self.event_count += 1
@@ -89,7 +90,7 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             return PluginResult(
                 success=True,
                 message=f"Transcript event logged (row_id={row_id})",
-                should_continue=True  # Don't block normal processing
+                should_continue=True,  # Don't block normal processing
             )
 
         except Exception as e:
@@ -97,10 +98,12 @@ async def on_transcript(self, context: PluginContext) -> Optional[PluginResult]:
             return PluginResult(
                 success=False,
                 message=f"Failed to log transcript event: {e}",
-                should_continue=True
+                should_continue=True,
             )
 
-    async def on_conversation_complete(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_conversation_complete(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Log conversation completion events.
 
@@ -116,8 +119,8 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
         Returns:
             PluginResult indicating success
         """
-        conversation_id = context.data.get('conversation_id', 'unknown')
-        duration = context.data.get('duration', 0)
+        conversation_id = context.data.get("conversation_id", "unknown")
+        duration = context.data.get("duration", 0)
 
         # Add at start
         logger.info(
@@ -135,7 +138,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 event=context.event,  # 'conversation.complete'
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             # Add after storage
@@ -153,8 +156,7 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
         except Exception as e:
             # Enhance error logging
             logger.error(
-                f"   ✗ Storage FAILED for {conversation_id[:12]}: {e}",
-                exc_info=True
+                f"   ✗ Storage FAILED for {conversation_id[:12]}: {e}", exc_info=True
             )
             return PluginResult(
                 success=False,
@@ -162,7 +164,9 @@ async def on_conversation_complete(self, context: PluginContext) -> Optional[Plu
                 should_continue=True,
             )
 
-    async def on_memory_processed(self, context: PluginContext) -> Optional[PluginResult]:
+    async def on_memory_processed(
+        self, context: PluginContext
+    ) -> Optional[PluginResult]:
         """
         Log memory processing events.
 
@@ -183,17 +187,17 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             PluginResult indicating success
         """
         try:
-            conversation_id = context.data.get('conversation_id', 'unknown')
-            memory_count = context.data.get('memory_count', 0)
-            memory_provider = context.metadata.get('memory_provider', 'unknown')
-            processing_time = context.metadata.get('processing_time', 0)
+            conversation_id = context.data.get("conversation_id", "unknown")
+            memory_count = context.data.get("memory_count", 0)
+            memory_provider = context.metadata.get("memory_provider", "unknown")
+            processing_time = context.metadata.get("processing_time", 0)
 
             # Log to storage
             row_id = await self.storage.log_event(
                 event=context.event,  # 'memory.processed'
                 user_id=context.user_id,
                 data=context.data,
-                metadata=context.metadata
+                metadata=context.metadata,
             )
 
             self.event_count += 1
@@ -210,7 +214,7 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             return PluginResult(
                 success=True,
                 message=f"Memory event logged (row_id={row_id})",
-                should_continue=True
+                should_continue=True,
             )
 
         except Exception as e:
@@ -218,7 +222,7 @@ async def on_memory_processed(self, context: PluginContext) -> Optional[PluginRe
             return PluginResult(
                 success=False,
                 message=f"Failed to log memory event: {e}",
-                should_continue=True
+                should_continue=True,
             )
 
     async def cleanup(self):
diff --git a/quickstart.md b/quickstart.md
index ac54e75a..2dba06a0 100644
--- a/quickstart.md
+++ b/quickstart.md
@@ -16,7 +16,7 @@ Think of it like having Siri/Alexa, but it's **your own AI** running on **your h
 - **Chronicle Backend** - The main AI brain (transcription, memory, processing)
 - **Tailscale** - Creates secure tunnel so your phone can reach home
 
-### On Your Phone  
+### On Your Phone
 - **Tailscale** - Connects securely to your home computer
 - **Chronicle Mobile App** - Interface for your OMI device and conversations
 
@@ -40,7 +40,7 @@ Think of it like having Siri/Alexa, but it's **your own AI** running on **your h
 ### On Your Home Computer
 
 **Git** (Downloads code from the internet):
-- **Windows/Mac**: [Download Git](https://git-scm.com/downloads)  
+- **Windows/Mac**: [Download Git](https://git-scm.com/downloads)
 - **Linux**: `sudo apt install git` or `sudo yum install git`
 
 **Docker** (Runs the AI services):
@@ -184,7 +184,7 @@ uv run --with-requirements setup-requirements.txt python services.py start --all
 Before connecting your phone, make sure everything works:
 
 1. Visit: **https://[your-tailscale-ip]** (like `https://100.64.1.5`)
-   
+
    *Your browser will warn about "unsafe certificate" - click "Advanced" → "Proceed anyway"*
 
 2. You should see the Chronicle dashboard
@@ -204,27 +204,27 @@ Before connecting your phone, make sure everything works:
    - Enable "Install from unknown sources" in Android settings
    - Tap the downloaded APK file to install
 
-### iPhone Users  
+### iPhone Users
 1. Go to [GitHub Releases](https://github.com/AnkushMalaker/chronicle/releases)
-2. Find the latest release and download `chronicle-ios.ipa` 
+2. Find the latest release and download `chronicle-ios.ipa`
 3. Install using sideloading tool:
    - **AltStore** (recommended): [altstore.io](https://altstore.io)
    - **Sideloadly**: [sideloadly.io](https://sideloadly.io)
-   
+
    *Note: iOS requires sideloading since we're not on App Store yet*
 
 ### Configure the App
 1. **First**: Make sure Tailscale is running on your phone
 2. Open Chronicle app
 3. Go to Settings → Backend Configuration
-4. Enter Backend URL: `https://[your-tailscale-ip]` 
-   
+4. Enter Backend URL: `https://[your-tailscale-ip]`
+
    *Use the same IP as your web dashboard - like `https://100.64.1.5`*
-   
+
 5. Tap "Test Connection" - should show **green checkmark**
 6. If connection fails, double-check:
    - Tailscale is running on phone
-   - Same IP as web dashboard  
+   - Same IP as web dashboard
    - Using `https://` (not `http://`)
 
 ## Step 6: Connect Your OMI Device
@@ -240,7 +240,7 @@ Before connecting your phone, make sure everything works:
 
 **What you now have:**
 - ✅ Personal AI running on your home computer
-- ✅ Phone app connected securely via Tailscale  
+- ✅ Phone app connected securely via Tailscale
 - ✅ OMI device streaming audio to your AI
 - ✅ All conversations processed privately and stored locally
 - ✅ Access from anywhere via your phone
@@ -257,7 +257,7 @@ Before connecting your phone, make sure everything works:
 - **"Permission denied"**: Try `sudo` before commands (Linux/Mac)
 - **"uv not found"**: Restart terminal after installing uv
 
-### Connection Issues  
+### Connection Issues
 - **Phone can't reach backend**: Check Tailscale is running on both devices
 - **Certificate warnings**: Click "Advanced" → "Proceed" in browser
 - **Test connection fails**: Verify you're using `https://` and correct Tailscale IP
@@ -287,6 +287,6 @@ Before connecting your phone, make sure everything works:
 
 ## Need Help?
 
-- **Full Documentation**: [CLAUDE.md](CLAUDE.md) - Complete technical reference
-- **Architecture Details**: [Docs/overview.md](Docs/overview.md) - How everything works
-- **Advanced Setup**: [Docs/init-system.md](Docs/init-system.md) - Power user options
+- **Full Documentation**: [AGENTS.md](AGENTS.md) - Complete technical reference
+- **Architecture Details**: [docs/overview.md](docs/overview.md) - How everything works
+- **Advanced Setup**: [docs/init-system.md](docs/init-system.md) - Power user options
diff --git a/restart.sh b/restart.sh
index 019518c4..9ac7c54d 100755
--- a/restart.sh
+++ b/restart.sh
@@ -1,2 +1,3 @@
 #!/bin/bash
+source "$(dirname "$0")/scripts/check_uv.sh"
 uv run --with-requirements setup-requirements.txt python services.py restart --all
diff --git a/scripts/check_uv.sh b/scripts/check_uv.sh
new file mode 100755
index 00000000..8325bfa3
--- /dev/null
+++ b/scripts/check_uv.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+# Shared prerequisite check for Chronicle scripts.
+# Source this at the top of any shell script that needs uv.
+
+if ! command -v uv &> /dev/null; then
+    echo "❌ 'uv' is not installed."
+    echo ""
+    echo "Chronicle requires 'uv' (Python package manager) to run."
+    echo "Install it with:"
+    echo ""
+    echo "  curl -LsSf https://astral.sh/uv/install.sh | sh"
+    echo ""
+    echo "Then restart your terminal and try again."
+    exit 1
+fi
diff --git a/scripts/generate-docker-configs.py b/scripts/generate-docker-configs.py
index 2dea26be..92906181 100755
--- a/scripts/generate-docker-configs.py
+++ b/scripts/generate-docker-configs.py
@@ -8,55 +8,58 @@
 from pathlib import Path
 
 # Add lib directory to path
-sys.path.append(str(Path(__file__).parent / 'lib'))
+sys.path.append(str(Path(__file__).parent / "lib"))
+
+from env_utils import format_variable, get_config_env_variables, get_skaffold_variables
 
-from env_utils import get_config_env_variables, get_skaffold_variables, format_variable
 
 def generate_env_file(service_name: str, output_path: str):
     """Generate a .env file for a service with only config.env variables."""
     output_path = Path(output_path)
     output_path.parent.mkdir(parents=True, exist_ok=True)
-    
+
     # Get list of variables defined in config.env
     config_variables = get_config_env_variables()
-    
+
     # For skaffold, only include variables actually used by Skaffold templates
-    if service_name == 'skaffold':
+    if service_name == "skaffold":
         skaffold_needed_vars = get_skaffold_variables()
         config_variables = config_variables.intersection(skaffold_needed_vars)
-    
-    with open(output_path, 'w') as f:
+
+    with open(output_path, "w") as f:
         f.write("# Auto-generated - DO NOT EDIT DIRECTLY\n")
         f.write("# Edit config.env and run 'make config' to regenerate\n")
-        if service_name == 'skaffold':
+        if service_name == "skaffold":
             f.write("# This file contains ONLY variables used by Skaffold templates\n")
         f.write("\n")
-        
+
         # Only include variables that are defined in config.env
         for var_name in sorted(config_variables):
             var_value = os.environ.get(var_name)
             if var_value:  # Only include if variable has a value
                 f.write(f"{format_variable(var_name, var_value, service_name)}\n")
 
+
 def main():
     """Generate Docker Compose configuration files."""
-    
+
     # Define output files
     outputs = {
-        'advanced-backend': 'backends/advanced/.env',
-        'speaker-recognition': 'extras/speaker-recognition/.env',
-        'openmemory-mcp': 'extras/openmemory-mcp/.env',
-        'asr-services': 'extras/asr-services/.env',
-        'havpe-relay': 'extras/havpe-relay/.env',
-        'simple-backend': 'backends/simple/.env',
-        'omi-webhook-compatible': 'backends/other-backends/omi-webhook-compatible/.env',
-        'skaffold': 'skaffold.env',
+        "advanced-backend": "backends/advanced/.env",
+        "speaker-recognition": "extras/speaker-recognition/.env",
+        "openmemory-mcp": "extras/openmemory-mcp/.env",
+        "asr-services": "extras/asr-services/.env",
+        "havpe-relay": "extras/havpe-relay/.env",
+        "simple-backend": "backends/simple/.env",
+        "omi-webhook-compatible": "backends/other-backends/omi-webhook-compatible/.env",
+        "skaffold": "skaffold.env",
     }
-    
+
     for service_name, output_path in outputs.items():
         print(f"Generating {service_name} configuration...")
         generate_env_file(service_name, output_path)
         print(f"✅ {service_name} configuration generated")
 
+
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/scripts/generate-k8s-configs.py b/scripts/generate-k8s-configs.py
index 2eea45aa..d2059899 100755
--- a/scripts/generate-k8s-configs.py
+++ b/scripts/generate-k8s-configs.py
@@ -8,25 +8,26 @@
 from pathlib import Path
 
 # Add lib directory to path
-sys.path.append(str(Path(__file__).parent / 'lib'))
+sys.path.append(str(Path(__file__).parent / "lib"))
+
+from env_utils import classify_secrets, get_resolved_env_vars
 
-from env_utils import get_resolved_env_vars, classify_secrets
 
 def generate_k8s_manifests(namespace: str = "chronicle"):
     """Generate Kubernetes ConfigMap and Secret manifests"""
     print(f"Generating Kubernetes ConfigMap and Secret for namespace {namespace}...")
-    
+
     # Create output directory
     output_dir = Path("k8s-manifests")
     output_dir.mkdir(exist_ok=True)
-    
+
     # Get all resolved environment variables
     all_vars = get_resolved_env_vars()
     config_vars, secret_vars = classify_secrets(all_vars)
-    
+
     # Generate ConfigMap
     configmap_path = output_dir / "configmap.yaml"
-    with open(configmap_path, 'w') as f:
+    with open(configmap_path, "w") as f:
         f.write("apiVersion: v1\n")
         f.write("kind: ConfigMap\n")
         f.write("metadata:\n")
@@ -36,16 +37,16 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
         f.write("    app.kubernetes.io/name: chronicle\n")
         f.write("    app.kubernetes.io/component: config\n")
         f.write("data:\n")
-        
+
         for var_name in sorted(config_vars.keys()):
             var_value = config_vars[var_name]
             # Escape quotes in values
             escaped_value = var_value.replace('"', '\\"')
             f.write(f'  {var_name}: "{escaped_value}"\n')
-    
+
     # Generate Secret
     secret_path = output_dir / "secrets.yaml"
-    with open(secret_path, 'w') as f:
+    with open(secret_path, "w") as f:
         f.write("apiVersion: v1\n")
         f.write("kind: Secret\n")
         f.write("type: Opaque\n")
@@ -56,14 +57,15 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
         f.write("    app.kubernetes.io/name: chronicle\n")
         f.write("    app.kubernetes.io/component: secrets\n")
         f.write("data:\n")
-        
+
         import base64
+
         for var_name in sorted(secret_vars.keys()):
             var_value = secret_vars[var_name]
             # Base64 encode the value
             encoded_value = base64.b64encode(var_value.encode()).decode()
             f.write(f"  {var_name}: {encoded_value}\n")
-    
+
     print("Generated:")
     print(f"  - {configmap_path}")
     print(f"  - {secret_path}")
@@ -72,10 +74,12 @@ def generate_k8s_manifests(namespace: str = "chronicle"):
     print(f"  kubectl apply -f {configmap_path}")
     print(f"  kubectl apply -f {secret_path}")
 
+
 def main():
     """Main entry point"""
     namespace = sys.argv[1] if len(sys.argv) > 1 else "chronicle"
     generate_k8s_manifests(namespace)
 
+
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/scripts/k8s/analyze-disk-usage.sh b/scripts/k8s/analyze-disk-usage.sh
index 582be55d..e7243e05 100755
--- a/scripts/k8s/analyze-disk-usage.sh
+++ b/scripts/k8s/analyze-disk-usage.sh
@@ -33,7 +33,7 @@ echo "💾 Analyzing disk space usage on $NODE_NAME..."
 run_ssh_command() {
     local cmd="$1"
     local use_sudo="${2:-false}"
-    
+
     if [[ -n "$SUDO_PASSWORD" && "$use_sudo" == "true" ]]; then
         echo "$SUDO_PASSWORD" | ssh "$NODE_NAME" "sudo -S $cmd" 2>/dev/null
     elif [[ "$use_sudo" == "true" ]]; then
@@ -107,4 +107,4 @@ echo "   - Docker containers: docker container prune"
 echo "   - Docker volumes: docker volume prune"
 echo "   - MicroK8s images: microk8s ctr images rm <image>"
 echo "   - Log files: journalctl --vacuum-time=7d"
-echo "   - Snap packages: snap remove --purge <package>"
\ No newline at end of file
+echo "   - Snap packages: snap remove --purge <package>"
diff --git a/scripts/k8s/cleanup-registry-storage.sh b/scripts/k8s/cleanup-registry-storage.sh
index 7f247e45..add83e62 100755
--- a/scripts/k8s/cleanup-registry-storage.sh
+++ b/scripts/k8s/cleanup-registry-storage.sh
@@ -69,11 +69,11 @@ case $choice in
     1)
         echo "🧹 Attempting registry garbage collection..."
         echo "Looking for registry garbage collection methods..."
-        
+
         # Try to find registry processes or containers
         echo "Registry processes:"
         ssh "$NODE_NAME" "ps aux | grep registry || echo 'No registry processes found'"
-        
+
         echo ""
         echo "💡 Manual cleanup needed:"
         echo "1. Find the registry container/pod:"
@@ -81,7 +81,7 @@ case $choice in
         echo "2. Run garbage collection in the registry:"
         echo "   kubectl exec -it <registry-pod> -- registry garbage-collect /etc/docker/registry/config.yml"
         ;;
-        
+
     2)
         echo "📦 Repository cleanup..."
         run_ssh_sudo "ls -la '$REGISTRY_PVC/docker/registry/v2/repositories/'"
@@ -89,13 +89,13 @@ case $choice in
         echo "💡 To delete specific repositories:"
         echo "   sudo rm -rf '$REGISTRY_PVC/docker/registry/v2/repositories/<repo-name>'"
         ;;
-        
+
     3)
         echo "☢️  NUCLEAR OPTION - This will delete ALL registry data!"
         echo "You will lose all your container images in the registry!"
         echo ""
         read -p "Are you ABSOLUTELY sure? Type 'DELETE_ALL_REGISTRY_DATA': " confirm
-        
+
         if [[ "$confirm" == "DELETE_ALL_REGISTRY_DATA" ]]; then
             echo "💣 Deleting all registry data..."
             run_ssh_sudo "rm -rf '$REGISTRY_PVC'/*"
@@ -106,7 +106,7 @@ case $choice in
             echo "❌ Cancelled - incorrect confirmation"
         fi
         ;;
-        
+
     *)
         echo "👋 Exiting without changes"
         ;;
@@ -114,4 +114,4 @@ esac
 
 echo ""
 echo "💾 Final disk usage:"
-ssh "$NODE_NAME" "df -h / | tail -1"
\ No newline at end of file
+ssh "$NODE_NAME" "df -h / | tail -1"
diff --git a/scripts/k8s/configure-insecure-registry-remote.sh b/scripts/k8s/configure-insecure-registry-remote.sh
index 34809489..329b00fa 100644
--- a/scripts/k8s/configure-insecure-registry-remote.sh
+++ b/scripts/k8s/configure-insecure-registry-remote.sh
@@ -45,14 +45,14 @@ echo "SSH user: $SSH_USER"
 configure_node() {
     local node=$1
     local user=$2
-    
+
     echo "📋 Configuring node: $node"
-    
+
     # Create the containerd configuration directory and file
     ssh -o StrictHostKeyChecking=no "$user@$node" "
         echo 'Creating MicroK8s containerd configuration...'
         sudo mkdir -p /var/snap/microk8s/current/args/certs.d/$REGISTRY
-        
+
         echo 'Creating hosts.toml configuration...'
         sudo tee /var/snap/microk8s/current/args/certs.d/$REGISTRY/hosts.toml > /dev/null <<EOF
 [host.\"http://$REGISTRY\"]
@@ -60,19 +60,19 @@ configure_node() {
   plain_http = true
   skip_verify = true
 EOF
-        
+
         echo 'Verifying configuration...'
         sudo cat /var/snap/microk8s/current/args/certs.d/$REGISTRY/hosts.toml
-        
+
         echo 'Restarting MicroK8s containerd...'
         sudo snap restart microk8s.daemon-containerd
-        
+
         echo 'Waiting for containerd to restart...'
         sleep 10
-        
+
         echo 'Testing registry access...'
         curl -s http://$REGISTRY/v2/ > /dev/null && echo '✅ Registry accessible via HTTP' || echo '❌ Registry not accessible'
-        
+
         echo 'Configuration complete on $node'
     "
 }
diff --git a/scripts/k8s/list-registry-images.sh b/scripts/k8s/list-registry-images.sh
index 67b8b5f1..ea4bbf24 100755
--- a/scripts/k8s/list-registry-images.sh
+++ b/scripts/k8s/list-registry-images.sh
@@ -22,7 +22,7 @@ fi
 for repo in $REPOS; do
     echo "🏷️  Repository: $repo"
     tags=$(curl -s http://$REGISTRY/v2/$repo/tags/list | jq -r '.tags[]?' 2>/dev/null)
-    
+
     if [ -z "$tags" ]; then
         echo "   No tags found"
     else
@@ -32,4 +32,3 @@ for repo in $REPOS; do
     fi
     echo
 done
-
diff --git a/scripts/k8s/load-env.sh b/scripts/k8s/load-env.sh
index a9ab113f..28db5df7 100644
--- a/scripts/k8s/load-env.sh
+++ b/scripts/k8s/load-env.sh
@@ -26,7 +26,7 @@ load_config_env() {
     set -a  # automatically export all variables
     source "$CONFIG_ENV"
     set +a  # stop automatically exporting
-    
+
     # Export commonly used variables for k8s scripts
     export SPEAKER_NODE="${SPEAKER_NODE:-}"
     export CONTAINER_REGISTRY="${CONTAINER_REGISTRY:-localhost:32000}"
@@ -39,13 +39,13 @@ load_config_env() {
 get_config_var() {
     local var_name="$1"
     local default_value="${2:-}"
-    
+
     # Load config if not already loaded
     if [ -z "${CONFIG_LOADED:-}" ]; then
         load_config_env
         export CONFIG_LOADED=1
     fi
-    
+
     # Return the variable value or default
     eval "echo \${$var_name:-$default_value}"
 }
@@ -53,16 +53,16 @@ get_config_var() {
 # Function to validate required variables
 validate_required_vars() {
     local missing_vars=()
-    
+
     # Check for required variables
     if [ -z "${SPEAKER_NODE:-}" ]; then
         missing_vars+=("SPEAKER_NODE")
     fi
-    
+
     if [ -z "${CONTAINER_REGISTRY:-}" ]; then
         missing_vars+=("CONTAINER_REGISTRY")
     fi
-    
+
     if [ ${#missing_vars[@]} -gt 0 ]; then
         echo "❌ Error: Missing required environment variables:"
         for var in "${missing_vars[@]}"; do
diff --git a/scripts/k8s/purge-container-images.sh b/scripts/k8s/purge-container-images.sh
index 8b9773ef..6272ed5e 100755
--- a/scripts/k8s/purge-container-images.sh
+++ b/scripts/k8s/purge-container-images.sh
@@ -2,7 +2,7 @@
 
 # Script to purge unused container images from the local container runtime
 # Only removes images that are not currently being used by any pods or deployments
-# 
+#
 # Usage: ./purge-container-images.sh [pass=PASSWORD]
 # Example: ./purge-container-images.sh pass=mysudopassword
 
@@ -130,7 +130,7 @@ FAILED_COUNT=0
 
 while IFS= read -r image || [[ -n "$image" ]]; do
     echo "   Removing container image: $image"
-    
+
     # Use microk8s ctr to remove the image
     if [[ -n "$SUDO_PASSWORD" ]]; then
         # Use password with sudo -S
diff --git a/scripts/k8s/purge-images.sh b/scripts/k8s/purge-images.sh
index 84c5b2d1..730eb1d5 100755
--- a/scripts/k8s/purge-images.sh
+++ b/scripts/k8s/purge-images.sh
@@ -20,4 +20,4 @@ echo "====================================="
 "$SCRIPT_DIR/purge-container-images.sh"
 
 echo ""
-echo "🎉 All purge operations completed!"
\ No newline at end of file
+echo "🎉 All purge operations completed!"
diff --git a/scripts/k8s/purge-registry-images.sh b/scripts/k8s/purge-registry-images.sh
index 2f057c37..3b802ce0 100755
--- a/scripts/k8s/purge-registry-images.sh
+++ b/scripts/k8s/purge-registry-images.sh
@@ -98,18 +98,18 @@ FAILED_COUNT=0
 
 while IFS= read -r image || [[ -n "$image" ]]; do
     echo "   Removing from registry: $image"
-    
+
     # Extract repository and tag from full image name (registry/repo:tag)
     repo_tag=$(echo "$image" | sed "s|^$REGISTRY/||")
     repo=$(echo "$repo_tag" | cut -d':' -f1)
     tag=$(echo "$repo_tag" | cut -d':' -f2)
-    
+
     # Delete using Docker Registry API
     # First get the digest
     digest=$(curl -s -I -H "Accept: application/vnd.docker.distribution.manifest.v2+json" \
               "http://$REGISTRY/v2/$repo/manifests/$tag" | \
               grep -i docker-content-digest | cut -d' ' -f2 | tr -d '\r')
-    
+
     if [[ -n "$digest" ]]; then
         if curl -s -X DELETE "http://$REGISTRY/v2/$repo/manifests/$digest" >/dev/null 2>&1; then
             ((PURGED_COUNT++))
@@ -133,7 +133,7 @@ echo "   Remaining registry images: $((TOTAL_COUNT - PURGED_COUNT))"
 if [ "$PURGED_COUNT" -gt 0 ]; then
     echo ""
     echo "🗑️  Running garbage collection to free disk space..."
-    
+
     # Try to run garbage collection on the registry
     # This requires access to the registry container or filesystem
     NODE_NAME="${SPEAKER_NODE:-}"
diff --git a/scripts/k8s/setup-storage.sh b/scripts/k8s/setup-storage.sh
index 560634b0..a6f59a5b 100755
--- a/scripts/k8s/setup-storage.sh
+++ b/scripts/k8s/setup-storage.sh
@@ -45,10 +45,10 @@ read -p "Choose option (1 or 2): " choice
 case $choice in
     1)
         echo -e "${GREEN}Setting up simple storage configuration...${NC}"
-        
+
         # Update values.yaml to disable shared models
         sed -i 's/enabled: true/enabled: false/' extras/speaker-recognition/charts/values.yaml
-        
+
         echo -e "${GREEN}✅ Simple storage configured!${NC}"
         echo -e "${YELLOW}Each pod will download models independently.${NC}"
         echo
@@ -57,22 +57,22 @@ case $choice in
         echo -e "   ${YELLOW}skaffold run --profile speaker-recognition --default-repo=${CONTAINER_REGISTRY:-localhost:32000}${NC}"
         echo
         ;;
-        
+
     2)
         echo -e "${GREEN}Setting up shared storage configuration...${NC}"
-        
+
         # Check available storage classes
         echo -e "${YELLOW}Available storage classes:${NC}"
         kubectl get storageclass
-        
+
         echo
         read -p "Enter storage class name (or press Enter for 'openebs-hostpath'): " storage_class
         storage_class=${storage_class:-"openebs-hostpath"}
-        
+
         # Update values.yaml to enable shared models
         sed -i 's/enabled: false/enabled: true/' extras/speaker-recognition/charts/values.yaml
         sed -i "s/storageClassName: \"openebs-hostpath\"/storageClassName: \"${storage_class}\"/" extras/speaker-recognition/charts/values.yaml
-        
+
         echo -e "${GREEN}✅ Shared storage configured!${NC}"
         echo -e "${YELLOW}Storage class: ${storage_class}${NC}"
         echo
@@ -83,7 +83,7 @@ case $choice in
         echo -e "   ${YELLOW}kubectl logs -n speech -l app.kubernetes.io/component=speaker -f${NC}"
         echo
         ;;
-        
+
     *)
         echo -e "${RED}Invalid choice. Please run the script again and choose 1 or 2.${NC}"
         exit 1
diff --git a/scripts/lib/env_utils.py b/scripts/lib/env_utils.py
index 8abe13a3..332ed75b 100644
--- a/scripts/lib/env_utils.py
+++ b/scripts/lib/env_utils.py
@@ -7,59 +7,69 @@
 from pathlib import Path
 from typing import Dict, Set
 
+from dotenv import dotenv_values
+
+
 def get_config_env_variables() -> Set[str]:
     """Get list of variable names defined in config.env"""
     config_env_path = Path(__file__).parent.parent.parent / "config.env"
-    variables = set()
-    
-    if config_env_path.exists():
-        with open(config_env_path, 'r') as f:
-            for line in f:
-                line = line.strip()
-                if line and not line.startswith('#') and '=' in line:
-                    var_name = line.split('=')[0].strip()
-                    variables.add(var_name)
-    
-    return variables
+
+    if not config_env_path.exists():
+        return set()
+
+    return set(dotenv_values(str(config_env_path)).keys())
+
 
 def get_resolved_env_vars() -> Dict[str, str]:
     """Get all config.env variables with their resolved values from environment"""
     config_variables = get_config_env_variables()
     resolved_vars = {}
-    
+
     for var_name in config_variables:
         var_value = os.environ.get(var_name)
         if var_value:  # Only include if variable has a value
             resolved_vars[var_name] = var_value
-    
+
     return resolved_vars
 
-def classify_secrets(variables: Dict[str, str]) -> tuple[Dict[str, str], Dict[str, str]]:
+
+def classify_secrets(
+    variables: Dict[str, str]
+) -> tuple[Dict[str, str], Dict[str, str]]:
     """Classify variables into secrets and regular config"""
     secrets = {}
     config = {}
-    
+
     secret_patterns = ["SECRET", "KEY", "TOKEN", "PASSWORD"]
-    
+
     for var_name, var_value in variables.items():
         if any(pattern in var_name.upper() for pattern in secret_patterns):
             secrets[var_name] = var_value
         else:
             config[var_name] = var_value
-    
+
     return config, secrets
 
+
 def get_skaffold_variables() -> Set[str]:
     """Get only the variables needed by Skaffold templates"""
     return {
-        'APPLICATION_NAMESPACE', 'INFRASTRUCTURE_NAMESPACE',
-        'BACKEND_HOST', 'WEBUI_HOST', 'SPEAKER_HOST', 'EXTERNAL_DOMAIN',
-        'BACKEND_NODEPORT', 'WEBUI_NODEPORT',
-        'COMPUTE_MODE', 'VITE_ALLOWED_HOSTS', 'SPEAKER_NODE'
+        "APPLICATION_NAMESPACE",
+        "INFRASTRUCTURE_NAMESPACE",
+        "BACKEND_HOST",
+        "WEBUI_HOST",
+        "SPEAKER_HOST",
+        "EXTERNAL_DOMAIN",
+        "BACKEND_NODEPORT",
+        "WEBUI_NODEPORT",
+        "COMPUTE_MODE",
+        "VITE_ALLOWED_HOSTS",
+        "SPEAKER_NODE",
     }
 
+
 def format_variable(var_name: str, var_value: str, service_name: str = None) -> str:
     """Format a variable based on service-specific rules."""
-    if service_name == 'skaffold' and var_name == 'VITE_ALLOWED_HOSTS':
+    if service_name == "skaffold" and var_name == "VITE_ALLOWED_HOSTS":
         return f'{var_name}="{var_value}"'
-    return f'{var_name}={var_value}'
\ No newline at end of file
+    return f"{var_name}={var_value}"
diff --git a/scripts/manage-audio-files.sh b/scripts/manage-audio-files.sh
index f02547f1..517637dc 100755
--- a/scripts/manage-audio-files.sh
+++ b/scripts/manage-audio-files.sh
@@ -31,16 +31,16 @@ get_pod_name() {
 # Function to list audio files
 list_audio_files() {
     echo -e "${GREEN}=== Listing Audio Files ===${NC}"
-    
+
     echo -e "${YELLOW}Main data directory (/app/data):${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- ls -la $DATA_DIR/ 2>/dev/null || echo "Directory is empty or doesn't exist"
-    
+
     echo -e "\n${YELLOW}Audio chunks directory (/app/data/audio_chunks):${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- ls -la $AUDIO_CHUNKS_DIR/ 2>/dev/null || echo "Directory is empty or doesn't exist"
-    
+
     echo -e "\n${YELLOW}Old audio_chunks directory (if exists):${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- ls -la $OLD_AUDIO_DIR/ 2>/dev/null || echo "Old directory doesn't exist"
-    
+
     echo -e "\n${YELLOW}All audio files in container (excluding test files):${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- find /app -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" | grep -v ".venv" | grep -v "node_modules" | head -20
 }
@@ -48,36 +48,36 @@ list_audio_files() {
 # Function to move audio files from old location to new location
 move_audio_files() {
     echo -e "${GREEN}=== Moving Audio Files ===${NC}"
-    
+
     # Check if old directory exists and has files
     OLD_FILES=$(kubectl exec -n $NAMESPACE $POD_NAME -- find $OLD_AUDIO_DIR -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" 2>/dev/null | wc -l)
-    
+
     if [ "$OLD_FILES" -gt 0 ]; then
         echo -e "${YELLOW}Found $OLD_FILES audio files in old location. Moving to new location...${NC}"
-        
+
         # Create the new directory if it doesn't exist
         kubectl exec -n $NAMESPACE $POD_NAME -- mkdir -p $AUDIO_CHUNKS_DIR
-        
+
         # Move all audio files
         kubectl exec -n $NAMESPACE $POD_NAME -- find $OLD_AUDIO_DIR -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" -exec mv {} $AUDIO_CHUNKS_DIR/ \;
-        
+
         echo -e "${GREEN}Successfully moved audio files to $AUDIO_CHUNKS_DIR${NC}"
     else
         echo -e "${BLUE}No audio files found in old location${NC}"
     fi
-    
+
     # Also check if there are audio files in the main data directory that should be in audio_chunks
     MAIN_DATA_FILES=$(kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -maxdepth 1 -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" 2>/dev/null | wc -l)
-    
+
     if [ "$MAIN_DATA_FILES" -gt 0 ]; then
         echo -e "${YELLOW}Found $MAIN_DATA_FILES audio files in main data directory. Moving to audio_chunks subdirectory...${NC}"
-        
+
         # Create the audio_chunks directory if it doesn't exist
         kubectl exec -n $NAMESPACE $POD_NAME -- mkdir -p $AUDIO_CHUNKS_DIR
-        
+
         # Move all audio files from main data directory to audio_chunks
         kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -maxdepth 1 -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" -exec mv {} $AUDIO_CHUNKS_DIR/ \;
-        
+
         echo -e "${GREEN}Successfully moved audio files to $AUDIO_CHUNKS_DIR${NC}"
     else
         echo -e "${BLUE}No audio files found in main data directory${NC}"
@@ -87,7 +87,7 @@ move_audio_files() {
 # Function to organize audio files by date
 organize_by_date() {
     echo -e "${GREEN}=== Organizing Audio Files by Date ===${NC}"
-    
+
     # Create year/month subdirectories
     kubectl exec -n $NAMESPACE $POD_NAME -- bash -c "
         cd $AUDIO_CHUNKS_DIR
@@ -110,7 +110,7 @@ organize_by_date() {
 # Function to clean up old audio files
 cleanup_old_files() {
     echo -e "${GREEN}=== Cleaning Up Old Audio Files ===${NC}"
-    
+
     # Remove files older than 30 days
     kubectl exec -n $NAMESPACE $POD_NAME -- bash -c "
         cd $AUDIO_CHUNKS_DIR
@@ -129,13 +129,13 @@ cleanup_old_files() {
 # Function to show disk usage
 show_disk_usage() {
     echo -e "${GREEN}=== Disk Usage ===${NC}"
-    
+
     echo -e "${YELLOW}Audio chunks directory size:${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- du -sh $AUDIO_CHUNKS_DIR 2>/dev/null || echo "Directory doesn't exist"
-    
+
     echo -e "\n${YELLOW}Total disk usage in /app/data:${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- du -sh /app/data
-    
+
     echo -e "\n${YELLOW}Available disk space:${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- df -h /app/data
 }
@@ -143,18 +143,18 @@ show_disk_usage() {
 # Function to test audio endpoint
 test_audio_endpoint() {
     echo -e "${GREEN}=== Testing Audio Endpoint ===${NC}"
-    
+
     # Get a sample audio file from either location
     SAMPLE_FILE=$(kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -name "*.wav" | head -1)
-    
+
     if [ -n "$SAMPLE_FILE" ]; then
         FILENAME=$(basename "$SAMPLE_FILE")
         echo -e "${YELLOW}Testing audio endpoint with file: $FILENAME${NC}"
         echo -e "${YELLOW}File location: $SAMPLE_FILE${NC}"
-        
+
         # Test the audio endpoint
         RESPONSE=$(kubectl exec -n $NAMESPACE $POD_NAME -- curl -s -o /dev/null -w "%{http_code}" "http://localhost:8000/audio/$FILENAME")
-        
+
         if [ "$RESPONSE" = "200" ]; then
             echo -e "${GREEN}✅ Audio endpoint is working correctly${NC}"
         else
@@ -171,18 +171,18 @@ delete_all_audio() {
     echo -e "${YELLOW}⚠️  WARNING: This will permanently delete ALL audio files!${NC}"
     echo -e "${YELLOW}This action cannot be undone.${NC}"
     echo
-    
+
     # Count total audio files first
     TOTAL_FILES=$(kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" 2>/dev/null | wc -l)
-    
+
     if [ "$TOTAL_FILES" -eq 0 ]; then
         echo -e "${BLUE}No audio files found to delete.${NC}"
         return 0
     fi
-    
+
     echo -e "${YELLOW}Found $TOTAL_FILES audio files to delete.${NC}"
     echo
-    
+
     # Show some examples of files that will be deleted
     echo -e "${YELLOW}Example files that will be deleted:${NC}"
     kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" 2>/dev/null | head -5
@@ -190,18 +190,18 @@ delete_all_audio() {
         echo -e "${YELLOW}... and $((TOTAL_FILES - 5)) more files${NC}"
     fi
     echo
-    
+
     # Confirmation
     read -p "Are you ABSOLUTELY sure you want to delete ALL audio files? Type 'DELETE_ALL': " confirm
     echo
-    
+
     if [ "$confirm" != "DELETE_ALL" ]; then
         echo -e "${BLUE}Operation cancelled. No files were deleted.${NC}"
         return 0
     fi
-    
+
     echo -e "${RED}Deleting all audio files...${NC}"
-    
+
     # Delete all audio files
     DELETED_COUNT=0
     kubectl exec -n $NAMESPACE $POD_NAME -- bash -c "
@@ -215,16 +215,16 @@ delete_all_audio() {
         done
         echo \"Deleted \$DELETED_COUNT files\"
     "
-    
+
     # Verify deletion
     REMAINING_FILES=$(kubectl exec -n $NAMESPACE $POD_NAME -- find $DATA_DIR -name "*.wav" -o -name "*.mp3" -o -name "*.m4a" -o -name "*.flac" 2>/dev/null | wc -l)
-    
+
     if [ "$REMAINING_FILES" -eq 0 ]; then
         echo -e "${GREEN}✅ Successfully deleted all audio files!${NC}"
     else
         echo -e "${YELLOW}⚠️  Warning: $REMAINING_FILES files still remain${NC}"
     fi
-    
+
     # Show disk usage after deletion
     echo -e "\n${YELLOW}Disk usage after deletion:${NC}"
     show_disk_usage
@@ -249,7 +249,7 @@ show_menu() {
 # Main execution
 main() {
     get_pod_name
-    
+
     if [ $# -eq 0 ]; then
         # Interactive mode
         while true; do
@@ -261,7 +261,7 @@ main() {
                 4) cleanup_old_files ;;
                 5) show_disk_usage ;;
                 6) test_audio_endpoint ;;
-                7) 
+                7)
                     list_audio_files
                     move_audio_files
                     organize_by_date
@@ -284,7 +284,7 @@ main() {
             "usage") show_disk_usage ;;
             "test") test_audio_endpoint ;;
             "delete") delete_all_audio ;;
-            "all") 
+            "all")
                 list_audio_files
                 move_audio_files
                 organize_by_date
@@ -297,5 +297,3 @@ main() {
 }
 
 main "$@"
-
-
diff --git a/scripts/pull-images.sh b/scripts/pull-images.sh
new file mode 100755
index 00000000..6de47464
--- /dev/null
+++ b/scripts/pull-images.sh
@@ -0,0 +1,127 @@
+#!/usr/bin/env bash
+# pull-images.sh — Pull Chronicle images and retag them locally
+#
+# Usage (GHCR — default, no account needed):
+#   ./scripts/pull-images.sh v1.0.0
+#
+# Usage (custom registry):
+#   CHRONICLE_REGISTRY=ghcr.io/myuser/ ./scripts/pull-images.sh v1.0.0
+#   DOCKERHUB_USERNAME=myuser ./scripts/pull-images.sh v1.0.0   # backward compat
+#
+# After pulling, start with the prebuilt images:
+#   ./start.sh --use-prebuilt v1.0.0
+
+set -euo pipefail
+
+# ── Colour helpers ─────────────────────────────────────────────────────────────
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+CYAN='\033[0;36m'
+BOLD='\033[1m'
+RESET='\033[0m'
+
+info()    { echo -e "${CYAN}ℹ️  $*${RESET}"; }
+success() { echo -e "${GREEN}✅ $*${RESET}"; }
+warn()    { echo -e "${YELLOW}⚠️  $*${RESET}"; }
+error()   { echo -e "${RED}❌ $*${RESET}" >&2; }
+
+# ── Validate inputs ────────────────────────────────────────────────────────────
+TAG="${1:-}"
+if [[ -z "$TAG" ]]; then
+    error "TAG argument is required."
+    echo "  Example: ./scripts/pull-images.sh v1.0.0" >&2
+    exit 1
+fi
+
+# Registry precedence: CHRONICLE_REGISTRY > DOCKERHUB_USERNAME > default GHCR
+if [[ -n "${CHRONICLE_REGISTRY:-}" ]]; then
+    REGISTRY="${CHRONICLE_REGISTRY}"
+elif [[ -n "${DOCKERHUB_USERNAME:-}" ]]; then
+    REGISTRY="${DOCKERHUB_USERNAME}/"
+else
+    REGISTRY="ghcr.io/simpleopensoftware/"
+fi
+
+# ── Image inventory ────────────────────────────────────────────────────────────
+# Format: "local-image-name:registry-image-name"
+# After pulling, each remote image is retagged to "<local-image-name>:<TAG>"
+# so that docker-compose can find it when CHRONICLE_TAG=<TAG> is set.
+IMAGES=(
+    "chronicle-backend:chronicle-backend"
+    "chronicle-speaker:chronicle-speaker"
+    "chronicle-speaker-strixhalo:chronicle-speaker-strixhalo"
+    "chronicle-speaker-webui:chronicle-speaker-webui"
+    "chronicle-asr-nemo:chronicle-asr-nemo"
+    "chronicle-asr-nemo-strixhalo:chronicle-asr-nemo-strixhalo"
+    "chronicle-asr-faster-whisper:chronicle-asr-faster-whisper"
+    "chronicle-asr-vibevoice:chronicle-asr-vibevoice"
+    "chronicle-asr-vibevoice-strixhalo:chronicle-asr-vibevoice-strixhalo"
+    "chronicle-asr-transformers:chronicle-asr-transformers"
+    "chronicle-asr-qwen3-vllm:chronicle-asr-qwen3-vllm"
+    "chronicle-asr-qwen3-wrapper:chronicle-asr-qwen3-wrapper"
+    "chronicle-asr-qwen3-bridge:chronicle-asr-qwen3-bridge"
+    "chronicle-havpe-relay:chronicle-havpe-relay"
+)
+
+echo ""
+echo -e "${BOLD}Chronicle Image Pull${RESET}"
+echo -e "  Registry : ${REGISTRY}"
+echo -e "  Tag      : ${TAG}"
+echo ""
+
+# ── Pull loop ─────────────────────────────────────────────────────────────────
+PULLED=()
+FAILED=()
+
+for entry in "${IMAGES[@]}"; do
+    LOCAL_BASE="${entry%%:*}"
+    REMOTE_BASE="${REGISTRY}${entry##*:}"
+    REMOTE_TAG="${REMOTE_BASE}:${TAG}"
+    LOCAL_TAG="${LOCAL_BASE}:${TAG}"
+
+    echo -e "${CYAN}── ${entry##*:}${RESET}"
+    info "  Pulling  ← ${REMOTE_TAG}"
+
+    if docker pull "${REMOTE_TAG}"; then
+        # Retag to local name so docker-compose finds it with CHRONICLE_TAG=<TAG>
+        info "  Retagging → ${LOCAL_TAG}"
+        docker tag "${REMOTE_TAG}" "${LOCAL_TAG}"
+        success "  Ready as ${LOCAL_TAG}"
+        PULLED+=("${entry##*:}")
+    else
+        warn "  Not found in registry — skipping (this service may not have been pushed)"
+        FAILED+=("${entry##*:}")
+    fi
+    echo ""
+done
+
+# ── Summary ───────────────────────────────────────────────────────────────────
+echo -e "${BOLD}── Summary ──────────────────────────────────────────────────────${RESET}"
+printf "%-40s %s\n" "Image" "Status"
+printf "%-40s %s\n" "─────────────────────────────────────" "──────"
+
+for entry in "${IMAGES[@]}"; do
+    IMAGE_NAME="${entry##*:}"
+    STATUS=""
+    for p in "${PULLED[@]}"; do
+        [[ "$p" == "$IMAGE_NAME" ]] && STATUS="${GREEN}pulled${RESET}" && break
+    done
+    for f in "${FAILED[@]}"; do
+        [[ "$f" == "$IMAGE_NAME" ]] && STATUS="${YELLOW}not found${RESET}" && break
+    done
+    [[ -z "$STATUS" ]] && STATUS="${YELLOW}not found${RESET}"
+    printf "%-40s " "${IMAGE_NAME}"
+    echo -e "${STATUS}"
+done
+
+echo ""
+if [[ ${#PULLED[@]} -gt 0 ]]; then
+    success "Pulled ${#PULLED[@]} image(s) tagged as ${TAG}"
+    echo ""
+    echo "Start services with prebuilt images:"
+    echo -e "  ${BOLD}./start.sh --use-prebuilt ${TAG}${RESET}"
+fi
+if [[ ${#FAILED[@]} -gt 0 ]]; then
+    warn "${#FAILED[@]} image(s) not found in registry (these services will fall back to local builds)"
+fi
diff --git a/scripts/push-images.sh b/scripts/push-images.sh
new file mode 100755
index 00000000..54f88efe
--- /dev/null
+++ b/scripts/push-images.sh
@@ -0,0 +1,193 @@
+#!/usr/bin/env bash
+# push-images.sh — Tag and push locally-built Chronicle images to a registry
+#
+# Usage:
+#   CHRONICLE_PUSH_REGISTRY=ghcr.io/myuser/ ./scripts/push-images.sh v1.0.0 "stable before refactor"
+#   DOCKERHUB_USERNAME=myuser ./scripts/push-images.sh v1.0.0 "description"   # backward compat
+#
+# Requirements:
+#   - Images must already be built locally (run ./start.sh --build first)
+#   - CHRONICLE_PUSH_REGISTRY or DOCKERHUB_USERNAME env var must be set
+#   - Must be logged in to the target registry (docker login)
+
+set -euo pipefail
+
+# ── Colour helpers ─────────────────────────────────────────────────────────────
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+CYAN='\033[0;36m'
+BOLD='\033[1m'
+RESET='\033[0m'
+
+info()    { echo -e "${CYAN}ℹ️  $*${RESET}"; }
+success() { echo -e "${GREEN}✅ $*${RESET}"; }
+warn()    { echo -e "${YELLOW}⚠️  $*${RESET}"; }
+error()   { echo -e "${RED}❌ $*${RESET}" >&2; }
+
+# ── Validate inputs ────────────────────────────────────────────────────────────
+# Registry precedence: CHRONICLE_PUSH_REGISTRY > DOCKERHUB_USERNAME
+if [[ -n "${CHRONICLE_PUSH_REGISTRY:-}" ]]; then
+    REGISTRY="${CHRONICLE_PUSH_REGISTRY}"
+elif [[ -n "${DOCKERHUB_USERNAME:-}" ]]; then
+    REGISTRY="${DOCKERHUB_USERNAME}/"
+else
+    error "CHRONICLE_PUSH_REGISTRY or DOCKERHUB_USERNAME env var is required."
+    echo "  GHCR:      CHRONICLE_PUSH_REGISTRY=ghcr.io/yourusername/ ./scripts/push-images.sh v1.0.0" >&2
+    echo "  DockerHub: DOCKERHUB_USERNAME=yourusername ./scripts/push-images.sh v1.0.0" >&2
+    exit 1
+fi
+
+TAG="${1:-}"
+if [[ -z "$TAG" ]]; then
+    error "TAG argument is required."
+    echo "  Example: CHRONICLE_PUSH_REGISTRY=ghcr.io/myuser/ ./scripts/push-images.sh v1.0.0 'description'" >&2
+    exit 1
+fi
+
+DESCRIPTION="${2:-}"
+
+# ── Image inventory ────────────────────────────────────────────────────────────
+# Format: "local-image-name:registry-image-name"
+# local-image-name  = what docker-compose builds to locally (with empty CHRONICLE_REGISTRY)
+# registry-image-name = what gets pushed to DockerHub
+IMAGES=(
+    "chronicle-backend:chronicle-backend"
+    "chronicle-speaker:chronicle-speaker"
+    "chronicle-speaker-strixhalo:chronicle-speaker-strixhalo"
+    "chronicle-speaker-webui:chronicle-speaker-webui"
+    "chronicle-asr-nemo:chronicle-asr-nemo"
+    "chronicle-asr-nemo-strixhalo:chronicle-asr-nemo-strixhalo"
+    "chronicle-asr-faster-whisper:chronicle-asr-faster-whisper"
+    "chronicle-asr-vibevoice:chronicle-asr-vibevoice"
+    "chronicle-asr-vibevoice-strixhalo:chronicle-asr-vibevoice-strixhalo"
+    "chronicle-asr-transformers:chronicle-asr-transformers"
+    "chronicle-asr-qwen3-vllm:chronicle-asr-qwen3-vllm"
+    "chronicle-asr-qwen3-wrapper:chronicle-asr-qwen3-wrapper"
+    "chronicle-asr-qwen3-bridge:chronicle-asr-qwen3-bridge"
+    "chronicle-havpe-relay:chronicle-havpe-relay"
+)
+
+# ── Collect git info ───────────────────────────────────────────────────────────
+GIT_SHA=$(git rev-parse --short HEAD 2>/dev/null || echo "unknown")
+DATE=$(date +%Y-%m-%d)
+
+echo ""
+echo -e "${BOLD}Chronicle Image Push${RESET}"
+echo -e "  Registry : ${REGISTRY}"
+echo -e "  Tag      : ${TAG}"
+echo -e "  Git SHA  : ${GIT_SHA}"
+echo -e "  Date     : ${DATE}"
+[[ -n "$DESCRIPTION" ]] && echo -e "  Desc     : ${DESCRIPTION}"
+echo ""
+
+# ── Push loop ─────────────────────────────────────────────────────────────────
+PUSHED=()
+SKIPPED=()
+
+for entry in "${IMAGES[@]}"; do
+    LOCAL_NAME="${entry%%:*}:latest"
+    REMOTE_BASE="${REGISTRY}${entry##*:}"
+    REMOTE_TAG="${REMOTE_BASE}:${TAG}"
+    REMOTE_LATEST="${REMOTE_BASE}:latest"
+
+    echo -e "${CYAN}── ${LOCAL_NAME}${RESET}"
+
+    # Check if image exists locally
+    if ! docker image inspect "${LOCAL_NAME}" > /dev/null 2>&1; then
+        warn "  Not found locally — skipping (run ./start.sh --build to build it first)"
+        SKIPPED+=("${LOCAL_NAME}")
+        continue
+    fi
+
+    # Tag and push versioned tag
+    info "  Tagging  → ${REMOTE_TAG}"
+    docker tag "${LOCAL_NAME}" "${REMOTE_TAG}"
+
+    info "  Pushing  → ${REMOTE_TAG}"
+    if docker push "${REMOTE_TAG}"; then
+        success "  Pushed ${REMOTE_TAG}"
+    else
+        error "  Failed to push ${REMOTE_TAG}"
+        SKIPPED+=("${LOCAL_NAME}")
+        continue
+    fi
+
+    # Also tag and push :latest
+    info "  Tagging  → ${REMOTE_LATEST}"
+    docker tag "${LOCAL_NAME}" "${REMOTE_LATEST}"
+
+    info "  Pushing  → ${REMOTE_LATEST}"
+    if docker push "${REMOTE_LATEST}"; then
+        success "  Pushed ${REMOTE_LATEST}"
+    else
+        warn "  Failed to push :latest tag (versioned tag was already pushed)"
+    fi
+
+    PUSHED+=("${entry##*:}")
+    echo ""
+done
+
+# ── Update releases.json ───────────────────────────────────────────────────────
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+RELEASES_FILE="${SCRIPT_DIR}/releases.json"
+
+# Build JSON array of pushed image names
+IMAGES_JSON="["
+for i in "${!PUSHED[@]}"; do
+    [[ $i -gt 0 ]] && IMAGES_JSON+=","
+    IMAGES_JSON+="\"${PUSHED[$i]}\""
+done
+IMAGES_JSON+="]"
+
+NEW_ENTRY="{\"tag\":\"${TAG}\",\"description\":\"${DESCRIPTION}\",\"date\":\"${DATE}\",\"git_sha\":\"${GIT_SHA}\",\"images_pushed\":${IMAGES_JSON}}"
+
+if [[ -f "$RELEASES_FILE" ]]; then
+    # Append to existing array
+    EXISTING=$(cat "$RELEASES_FILE")
+    # Strip trailing ] and append new entry
+    TRIMMED="${EXISTING%]}"
+    # Handle empty array
+    if [[ "$TRIMMED" == "[" ]]; then
+        echo "[${NEW_ENTRY}]" > "$RELEASES_FILE"
+    else
+        echo "${TRIMMED},${NEW_ENTRY}]" > "$RELEASES_FILE"
+    fi
+else
+    echo "[${NEW_ENTRY}]" > "$RELEASES_FILE"
+fi
+
+success "Recorded release in scripts/releases.json"
+
+# ── Summary ───────────────────────────────────────────────────────────────────
+echo ""
+echo -e "${BOLD}── Summary ──────────────────────────────────────────────────────${RESET}"
+printf "%-40s %s\n" "Image" "Status"
+printf "%-40s %s\n" "─────────────────────────────────────" "──────"
+
+for entry in "${IMAGES[@]}"; do
+    IMAGE_NAME="${entry##*:}"
+    LOCAL_NAME="${entry%%:*}:latest"
+    STATUS=""
+    for p in "${PUSHED[@]}"; do
+        [[ "$p" == "$IMAGE_NAME" ]] && STATUS="${GREEN}pushed${RESET}" && break
+    done
+    for s in "${SKIPPED[@]}"; do
+        [[ "$s" == "$LOCAL_NAME" ]] && STATUS="${YELLOW}skipped${RESET}" && break
+    done
+    [[ -z "$STATUS" ]] && STATUS="${YELLOW}skipped${RESET}"
+    printf "%-40s " "${IMAGE_NAME}"
+    echo -e "${STATUS}"
+done
+
+echo ""
+if [[ ${#PUSHED[@]} -gt 0 ]]; then
+    success "Pushed ${#PUSHED[@]} image(s) as ${TAG}"
+    echo ""
+    echo "To restore this snapshot:"
+    echo "  CHRONICLE_REGISTRY=${REGISTRY} ./scripts/pull-images.sh ${TAG}"
+    echo "  CHRONICLE_REGISTRY=${REGISTRY} ./start.sh --use-prebuilt ${TAG}"
+fi
+if [[ ${#SKIPPED[@]} -gt 0 ]]; then
+    warn "${#SKIPPED[@]} image(s) were skipped (not found locally)"
+fi
diff --git a/services.py b/services.py
index a81d8428..4f217a16 100755
--- a/services.py
+++ b/services.py
@@ -5,64 +5,512 @@
 """
 
 import argparse
+import json
+import os
+import secrets
+import shlex
+import shutil
+import signal
 import subprocess
+import sys
+import time
 from pathlib import Path
 
+import clients
+import requests
 import yaml
+from config_manager import ConfigManager
+from dotenv import dotenv_values, set_key
 from rich.console import Console
+from rich.markup import escape
 from rich.table import Table
-from dotenv import dotenv_values
-
-from setup_utils import read_env_value
+from setup_utils import ensure_tailscale_cert, read_env_value
 
 console = Console()
 
+
 def load_config_yml():
     """Load config.yml from repository root"""
-    config_path = Path(__file__).parent / 'config' / 'config.yml'
+    config_path = Path(__file__).parent / "config" / "config.yml"
     if not config_path.exists():
         return None
 
     try:
-        with open(config_path, 'r') as f:
+        with open(config_path, "r") as f:
             return yaml.safe_load(f)
     except Exception as e:
-        console.print(f"[yellow]⚠️  Warning: Could not load config/config.yml: {e}[/yellow]")
+        console.print(
+            f"[yellow]⚠️  Warning: Could not load config/config.yml: {e}[/yellow]"
+        )
         return None
 
+
+def _engine_config():
+    """Resolve (engine, compose_argv). Precedence: env > config.yml > docker default.
+
+    The compose front-end differs per engine: docker uses the compose plugin
+    (`docker compose`); podman uses `podman-compose`, whose CLI path performs CDI
+    GPU injection (podman 4.x's docker-compat socket API does not).
+    """
+    cfg = load_config_yml() or {}
+    engine = (
+        os.environ.get("CONTAINER_ENGINE") or cfg.get("container_engine") or "docker"
+    )
+    default_compose = "podman-compose" if engine == "podman" else "docker compose"
+    compose_raw = (
+        os.environ.get("COMPOSE_CMD") or cfg.get("compose_cmd") or default_compose
+    )
+    return engine, shlex.split(compose_raw)
+
+
+def container_engine():
+    """Container engine binary: 'docker' (default) or 'podman'."""
+    return _engine_config()[0]
+
+
+def compose_base():
+    """Base argv for compose up/down/build/restart.
+
+    e.g. ['docker', 'compose'] or ['podman-compose']. shlex-split handles both the
+    two-token plugin form and the single-token podman-compose form transparently.
+    """
+    return list(_engine_config()[1])
+
+
+def compose_ps_json(service_path):
+    """List a service's containers as normalized {name, state, status, health} dicts.
+
+    Abstracts over docker vs podman, whose `ps` outputs differ:
+    - docker: `docker compose ps --format json` (one JSON object per line; native
+      fields Name/State/Status/Health).
+    - podman: podman-compose's `ps` is NOT docker-compatible, so query the engine
+      directly, scoped by the compose project working-dir label that podman-compose
+      stamps on every container. Native podman fields are Names[]/State/Status, with
+      health embedded in Status (e.g. "Up 3 seconds (healthy)").
+
+    Raises on a failed command; callers handle the exception.
+    """
+    engine = container_engine()
+    service_path = Path(service_path)
+
+    if engine == "podman":
+        label = (
+            "label=com.docker.compose.project.working_dir=" f"{service_path.resolve()}"
+        )
+        result = subprocess.run(
+            [engine, "ps", "-a", "--filter", label, "--format", "json"],
+            cwd=service_path,
+            capture_output=True,
+            text=True,
+            timeout=10,
+        )
+        if result.returncode != 0:
+            raise RuntimeError(result.stderr.strip() or "podman ps failed")
+        out = result.stdout.strip()
+        if not out:
+            return []
+        raw = (
+            json.loads(out)
+            if out.startswith("[")
+            else [json.loads(line) for line in out.splitlines() if line.strip()]
+        )
+        containers = []
+        for c in raw:
+            names = c.get("Names") or []
+            name = (
+                names[0]
+                if isinstance(names, list) and names
+                else c.get("Name", "unknown")
+            )
+            status = c.get("Status", "unknown")
+            if "(healthy)" in status:
+                health = "healthy"
+            elif "(unhealthy)" in status:
+                health = "unhealthy"
+            elif "starting" in status:
+                health = "starting"
+            else:
+                health = "none"
+            containers.append(
+                {
+                    "name": name,
+                    "state": c.get("State", "unknown"),
+                    "status": status,
+                    "health": health,
+                }
+            )
+        return containers
+
+    # docker
+    result = subprocess.run(
+        compose_base() + ["ps", "--format", "json"],
+        cwd=service_path,
+        capture_output=True,
+        text=True,
+        timeout=10,
+    )
+    if result.returncode != 0:
+        raise RuntimeError(result.stderr.strip() or "docker compose ps failed")
+    containers = []
+    for line in result.stdout.strip().split("\n"):
+        if not line:
+            continue
+        try:
+            c = json.loads(line)
+        except json.JSONDecodeError:
+            continue
+        containers.append(
+            {
+                "name": c.get("Name", "unknown"),
+                "state": c.get("State", "unknown"),
+                "status": c.get("Status", "unknown"),
+                "health": c.get("Health", "none"),
+            }
+        )
+    return containers
+
+
 SERVICES = {
-    'backend': {
-        'path': 'backends/advanced',
-        'compose_file': 'docker-compose.yml',
-        'description': 'Advanced Backend + WebUI',
-        'ports': ['8000', '5173']
+    "langfuse": {
+        "path": "extras/langfuse",
+        "compose_file": "docker-compose.yml",
+        "description": "LangFuse Observability & Prompt Management",
+        "ports": ["3002", "3443"],
+        "ui": {
+            "http_port": "3002",
+            "https_port": "3443",
+            "https_caddyfile": "backends/advanced/Caddyfile",
+            "https_marker": "langfuse-web:3000",
+        },
+        "health_endpoints": [
+            ("langfuse", None, "3002", "/api/public/health"),
+        ],
     },
-    'speaker-recognition': {
-        'path': 'extras/speaker-recognition', 
-        'compose_file': 'docker-compose.yml',
-        'description': 'Speaker Recognition Service',
-        'ports': ['8085', '5174/8444']
+    "backend": {
+        "path": "backends/advanced",
+        "compose_file": "docker-compose.yml",
+        "description": "Advanced Backend + WebUI",
+        "ports": ["8000", "5173", "443"],
+        "ui": {
+            "http_port": "5173",
+            "http_port_env": "WEBUI_DEV_PORT",
+            "https_port": "443",
+            "https_caddyfile": "backends/advanced/Caddyfile",
+            "https_marker": "webui-dev:5173",
+        },
+        "health_endpoints": [
+            ("backend", "BACKEND_PUBLIC_PORT", "8000", "/readiness"),
+        ],
     },
-    'asr-services': {
-        'path': 'extras/asr-services',
-        'compose_file': 'docker-compose.yml', 
-        'description': 'Parakeet ASR Service',
-        'ports': ['8767']
+    "speaker-recognition": {
+        "path": "extras/speaker-recognition",
+        "compose_file": "docker-compose.yml",
+        "description": "Speaker Recognition Service",
+        "ports": ["8085", "5175", "8444"],
+        "ui": {
+            "http_port": "5175",
+            "http_port_env": "REACT_UI_PORT",
+            "https_port": "8444",
+            "https_caddyfile": "extras/speaker-recognition/Caddyfile",
+            "https_marker": "web-ui:",
+        },
+        "health_endpoints": [
+            ("speaker", "SPEAKER_SERVICE_PORT", "8085", "/health"),
+        ],
     },
-    'openmemory-mcp': {
-        'path': 'extras/openmemory-mcp',
-        'compose_file': 'docker-compose.yml',
-        'description': 'OpenMemory MCP Server',
-        'ports': ['8765']
+    "asr-services": {
+        "path": "extras/asr-services",
+        "compose_file": "docker-compose.yml",
+        "description": "Parakeet ASR Service",
+        "ports": ["8767"],
+        "health_endpoints": [
+            ("asr", "ASR_PORT", "8767", "/health"),
+        ],
     },
-    'langfuse': {
-        'path': 'extras/langfuse',
-        'compose_file': 'docker-compose.yml',
-        'description': 'LangFuse Observability & Prompt Management',
-        'ports': ['3002']
-    }
+    "llm-services": {
+        "path": "extras/llm-services",
+        "compose_file": "docker-compose.yml",
+        "description": "Local LLM via llama.cpp (chat + embeddings)",
+        "ports": ["8083", "8082"],
+        "health_endpoints": [
+            ("chat", "LLM_PORT", "8083", "/health"),
+            ("embeddings", "EMBED_PORT", "8082", "/health"),
+        ],
+    },
+    "wakeword-service": {
+        "path": "extras/wakeword-service",
+        "compose_file": "docker-compose.yml",
+        "description": "Hermes Acoustic Wake-Word Detection",
+        "ports": ["8771"],
+        "health_endpoints": [
+            ("wakeword", "WAKEWORD_PORT", "8771", "/health"),
+        ],
+    },
+    "tts": {
+        "path": "extras/tts",
+        "compose_file": "docker-compose.yml",
+        "description": "Text-to-Speech (TADA / Fish Speech / KittenTTS / Kokoro)",
+        "ports": ["8770"],
+        "health_endpoints": [
+            ("tts", "TTS_PORT", "8770", "/health"),
+        ],
+    },
+}
+
+
+def service_ui_url(service_name: str, host: str) -> str | None:
+    """Return the canonical browser UI URL for a managed service on ``host``.
+
+    Browser access is declarative in :data:`SERVICES`: the plain HTTP port is the
+    fallback, while HTTPS is preferred only when the expected Caddy route exists in
+    the generated Caddyfile. This keeps the WebUI from guessing that a published
+    port is usable (the exact gap that previously made LangFuse's :3443 reset).
+    """
+    service = SERVICES.get(service_name)
+    ui = service.get("ui") if service else None
+    if not ui:
+        return None
+
+    service_path = Path(__file__).parent / service["path"]
+    env_path = service_path / ".env"
+    env_values = dotenv_values(env_path) if env_path.exists() else {}
+
+    http_port = str(env_values.get(ui.get("http_port_env"), "") or ui["http_port"])
+    https_port = str(ui["https_port"])
+    caddyfile = Path(__file__).parent / ui["https_caddyfile"]
+    marker = ui.get("https_marker")
+    https_ready = caddyfile.is_file()
+    if https_ready and marker:
+        try:
+            https_ready = marker in caddyfile.read_text()
+        except OSError:
+            https_ready = False
+
+    scheme = "https" if https_ready else "http"
+    port = https_port if https_ready else http_port
+    display_host = f"[{host}]" if ":" in host and not host.startswith("[") else host
+    port_suffix = (
+        "" if (scheme, port) in (("http", "80"), ("https", "443")) else f":{port}"
+    )
+    return f"{scheme}://{display_host}{port_suffix}"
+
+
+_DISCOVERY_NAMES = {
+    "backend": "chronicle-backend",
+    "speaker-recognition": "chronicle-speaker",
+    "asr-services": "chronicle-asr",
+    "llm-services": "chronicle-llm",
+    "wakeword-service": "chronicle-wakeword-service",
+    "tts": "chronicle-tts",
+}
+
+
+_ADVERTISED_SERVICES_PATH = (
+    Path(__file__).parent / "config" / "advertised-services.json"
+)
+
+_ASR_PROVIDER_LABELS = {
+    "vibevoice": "VibeVoice ASR",
+    "vibevoice-strixhalo": "VibeVoice ASR (Strix Halo)",
+    "faster-whisper": "Faster Whisper ASR",
+    "transformers": "Transformers ASR",
+    "nemo": "NeMo ASR",
+    "nemo-strixhalo": "NeMo ASR (Strix Halo)",
+    "parakeet": "Parakeet ASR",
+    "qwen3-asr": "Qwen3 ASR",
+    "gemma4": "Gemma 4 ASR",
+    "af-next": "Audio Flamingo Next ASR",
+    "granite": "Granite Speech ASR",
+    "nemotron": "Nemotron ASR (batch + streaming)",
 }
 
+# TTS provider key (written to extras/tts/.env by init.py) → docker compose service.
+_TTS_PROVIDER_TO_SERVICE = {
+    "tada": "tada-tts",
+    "fish_speech": "fish-tts",
+    "kittentts": "kittentts-tts",
+    "kokoro": "kokoro-tts",
+}
+
+# Batch ASR provider (ASR_PROVIDER) → docker compose service in extras/asr-services.
+ASR_PROVIDER_TO_SERVICE = {
+    "vibevoice": "vibevoice-asr",
+    "vibevoice-strixhalo": "vibevoice-asr-strixhalo",
+    "faster-whisper": "faster-whisper-asr",
+    "transformers": "transformers-asr",
+    "nemo": "nemo-asr",
+    "nemo-strixhalo": "nemo-asr-strixhalo",
+    "parakeet": "parakeet-asr",
+    "qwen3-asr": "qwen3-asr-wrapper",
+    "gemma4": "gemma4-asr",
+    "af-next": "af-next-asr",
+    "granite": "granite-asr",
+    # Nemotron serves BOTH batch (HTTP /transcribe) and streaming (ws /stream) from
+    # one container on 8772, so the batch lane reuses the streaming service.
+    "nemotron": "nemotron-stream-asr",
+}
+
+# Streaming ASR provider (STREAMING_ASR_PROVIDER) options. Single source of truth
+# for the System-page streaming selector: maps the provider key to its docker
+# compose service (None = cloud provider, no local container), the stt_stream
+# model registry entry the pipeline should use, and a UI label. A streaming
+# stt_stream can run alongside a different batch stt provider (e.g. batch=vibevoice
+# on 8767, streaming=nemotron on 8772) or be a pure cloud service (smallest/deepgram).
+STREAMING_ASR_PROVIDER_OPTIONS = {
+    "nemotron": {
+        "service": "nemotron-stream-asr",
+        "model": "stt-nemotron-stream",
+        "label": "Nemotron 3.5 (local · 8772)",
+    },
+    "smallest": {
+        "service": None,
+        "model": "stt-smallest-stream",
+        "label": "Smallest.ai PULSE (cloud)",
+    },
+    "deepgram": {
+        "service": None,
+        "model": "stt-deepgram-stream",
+        "label": "Deepgram Nova 3 (cloud)",
+    },
+    "qwen3-asr": {
+        "service": "qwen3-asr-bridge",
+        "model": "stt-qwen3-asr-stream",
+        "label": "Qwen3-ASR (local)",
+    },
+}
+
+# Provider key → docker compose service for streaming providers that run a local
+# container (cloud providers are absent). Derived from the options above so the
+# start logic and the UI selector never drift.
+STREAMING_ASR_PROVIDER_TO_SERVICE = {
+    key: opt["service"]
+    for key, opt in STREAMING_ASR_PROVIDER_OPTIONS.items()
+    if opt["service"]
+}
+
+
+def active_streaming_asr_provider() -> str:
+    """Return the provider key whose stt_stream model is the active default.
+
+    Reads ``defaults.stt_stream`` from config.yml (the real pipeline source of
+    truth — cloud providers leave STREAMING_ASR_PROVIDER empty) and reverse-maps
+    it through STREAMING_ASR_PROVIDER_OPTIONS. Empty string if unset/unknown.
+    """
+    try:
+        cfg = yaml.safe_load(
+            (Path(__file__).parent / "config" / "config.yml").read_text()
+        )
+        model = (cfg.get("defaults") or {}).get("stt_stream")
+    except (OSError, yaml.YAMLError):
+        return ""
+    for key, opt in STREAMING_ASR_PROVIDER_OPTIONS.items():
+        if opt["model"] == model:
+            return key
+    return ""
+
+
+def asr_needs_local_container(env_values: dict | None = None) -> bool:
+    """Whether the asr-services compose has any local container to run.
+
+    True when either lane selects a provider that runs a local container — the
+    batch lane (ASR_PROVIDER → ASR_PROVIDER_TO_SERVICE) or the streaming lane
+    (STREAMING_ASR_PROVIDER → STREAMING_ASR_PROVIDER_TO_SERVICE). Cloud-only
+    selections (smallest/deepgram) need no container, so asr-services can stay
+    disabled in config.yml. Reads extras/asr-services/.env unless ``env_values``
+    is supplied.
+    """
+    if env_values is None:
+        env_file = Path(__file__).parent / SERVICES["asr-services"]["path"] / ".env"
+        env_values = dotenv_values(env_file) if env_file.exists() else {}
+    asr_provider = (env_values.get("ASR_PROVIDER") or "").strip("'\"")
+    streaming_provider = (env_values.get("STREAMING_ASR_PROVIDER") or "").strip("'\"")
+    return bool(ASR_PROVIDER_TO_SERVICE.get(asr_provider)) or bool(
+        STREAMING_ASR_PROVIDER_TO_SERVICE.get(streaming_provider)
+    )
+
+
+def set_service_enabled(name: str, enabled: bool) -> bool:
+    """Flip one service's enabled flag in config.yml (``services:`` section).
+
+    Preserves comments (ConfigManager uses ruamel). Returns True if the value
+    actually changed. Used by the node agent so a provider switch keeps the
+    lifecycle/UI enabled set consistent with the chosen provider (a cloud ASR
+    provider needs no container, a local one does).
+    """
+    cm = ConfigManager()
+    enabled_map = cm.get_enabled_services()
+    if bool(enabled_map.get(name)) == bool(enabled):
+        return False
+    enabled_map[name] = bool(enabled)
+    cm.set_enabled_services(enabled_map)
+    return True
+
+
+def _asr_health_port(env_values: dict, default_port) -> str:
+    """Resolve the port the active ASR provider actually serves health on.
+
+    Most providers bind ASR_PORT (8767). Nemotron is special: when it's the
+    batch provider it serves both batch + streaming from the nemotron-stream-asr
+    container, which binds NEMOTRON_STREAM_PORT (8772) — NOT ASR_PORT. Probing
+    ASR_PORT there leaves the service stuck "starting" forever.
+    """
+    provider = (env_values.get("ASR_PROVIDER") or "").strip("'\"")
+    if provider == "nemotron":
+        return str(env_values.get("NEMOTRON_STREAM_PORT", "8772")).strip("'\"")
+    return str(env_values.get("ASR_PORT", default_port)).strip("'\"")
+
+
+def _get_advertised_services() -> list[tuple[str, int, str]]:
+    """Return list of (discovery_name, port, label) for configured services."""
+    triples: list[tuple[str, int, str]] = []
+    for svc_name, discovery_name in _DISCOVERY_NAMES.items():
+        if svc_name not in SERVICES or not check_service_enabled(svc_name):
+            continue
+        service = SERVICES[svc_name]
+        endpoints = service.get("health_endpoints", [])
+        if not endpoints:
+            continue
+        _label, port_env, default_port, _path = endpoints[0]
+        if port_env:
+            env_path = Path(service["path"]) / ".env"
+            env_values = dotenv_values(env_path) if env_path.exists() else {}
+            if svc_name == "asr-services" and port_env == "ASR_PORT":
+                port = int(_asr_health_port(env_values, default_port))
+            else:
+                port = int(env_values.get(port_env, default_port))
+        else:
+            port = int(default_port)
+
+        # Derive display label
+        if svc_name == "asr-services":
+            env_path = Path(service["path"]) / ".env"
+            asr_provider = ""
+            if env_path.exists():
+                asr_provider = (
+                    dotenv_values(env_path).get("ASR_PROVIDER", "").strip("'\"")
+                )
+            label = _ASR_PROVIDER_LABELS.get(asr_provider, service["description"])
+        else:
+            label = service["description"]
+
+        triples.append((discovery_name, port, label))
+    return triples
+
+
+def _write_advertised_services(triples: list[tuple[str, int, str]]) -> None:
+    """Write advertised services to config/advertised-services.json for the backend."""
+    data = [
+        {"name": name, "port": port, "label": label} for name, port, label in triples
+    ]
+    _ADVERTISED_SERVICES_PATH.parent.mkdir(parents=True, exist_ok=True)
+    _ADVERTISED_SERVICES_PATH.write_text(json.dumps(data, indent=2) + "\n")
+
+
+def _remove_advertised_services() -> None:
+    """Remove advertised-services.json when discovery agent stops."""
+    _ADVERTISED_SERVICES_PATH.unlink(missing_ok=True)
+
+
 def _get_backend_env_path() -> Path:
     return Path(__file__).parent / "backends" / "advanced" / ".env"
 
@@ -136,88 +584,215 @@ def _ensure_langfuse_env() -> bool:
     return True
 
 
-def check_service_configured(service_name):
-    """Check if service is configured (has .env file)"""
+def check_service_enabled(service_name):
+    """Whether a service is enabled for the lifecycle.
+
+    Source of truth is the ``services:`` section of config/config.yml (written by
+    the wizard). This is intentionally decoupled from whether a service's ``.env``
+    exists — a stale or half-written ``.env`` no longer counts as "configured".
+    """
+    config = load_config_yml() or {}
+    return bool(config.get("services", {}).get(service_name, False))
+
+
+def check_service_health(service_name):
+    """Check runtime health of a service by hitting its health endpoints.
+
+    Returns (status, detail) where status is one of:
+        "healthy"  — all endpoints responding with < 400
+        "partial"  — some endpoints down (detail says which)
+        "unhealthy" — responding but returning errors
+        "stopped"  — not reachable at all
+    """
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    endpoints = service.get("health_endpoints", [])
+    if not endpoints:
+        return ("stopped", "no endpoints defined")
 
-    if service_name == 'langfuse':
-        return (service_path / '.env').exists()
+    env_path = Path(service["path"]) / ".env"
+    env_values = dotenv_values(env_path) if env_path.exists() else {}
 
-    # Backend uses advanced init, others use .env
-    if service_name == 'backend':
-        return (service_path / '.env').exists()
-    else:
-        return (service_path / '.env').exists()
+    results = []  # list of (label, ok: bool)
+    any_unhealthy = False
 
-def run_compose_command(service_name, command, build=False):
+    for label, port_env, default_port, path in endpoints:
+        if service_name == "asr-services" and port_env == "ASR_PORT":
+            port = _asr_health_port(env_values, default_port)
+        elif port_env:
+            port = env_values.get(port_env, default_port)
+        else:
+            port = default_port
+        url = f"http://localhost:{port}{path}"
+        try:
+            resp = requests.get(url, timeout=2)
+            if resp.status_code < 400:
+                results.append((label, True))
+            else:
+                results.append((label, False))
+                any_unhealthy = True
+        except (requests.ConnectionError, requests.Timeout):
+            results.append((label, False))
+
+    up = [r for r in results if r[1]]
+    down = [r for r in results if not r[1]]
+
+    if len(up) == len(results):
+        return ("healthy", "")
+    if len(down) == len(results):
+        if any_unhealthy:
+            return ("unhealthy", "")
+        return ("stopped", "")
+    down_labels = ", ".join(r[0] for r in down)
+    return ("partial", f"{down_labels} down")
+
+
+# Profile-gated services in the backend compose. `https` (caddy) is auto-enabled
+# from the Caddyfile; the rest are opt-in via the backend BACKEND_PROFILES env var.
+_BACKEND_ALL_PROFILES = ("https", "annotation", "vault-sync", "tailscale")
+
+
+def _backend_profile_flags(service_path, command):
+    """Return ``--profile`` flags for the backend compose.
+
+    On ``down``/``status`` we enable ALL profiles so the command covers
+    every profile-gated service (caddy, annotation-cron, vault-syncthing,
+    tailscale) — otherwise ``docker compose down`` silently leaves
+    inactive-profile containers running (the stale-container bug).
+
+    On ``up`` we only enable what's actually wanted: ``https`` when a Caddyfile is
+    present (auto), plus any profiles listed in the backend's ``BACKEND_PROFILES``
+    env var (comma-separated, e.g. ``annotation,vault-sync``).
+    """
+    if command in ("down", "status"):
+        profiles = list(_BACKEND_ALL_PROFILES)
+    else:  # up
+        profiles = []
+        caddyfile = service_path / "Caddyfile"
+        if caddyfile.exists() and caddyfile.is_file():
+            profiles.append("https")
+        env_file = service_path / ".env"
+        extra = (
+            dotenv_values(env_file).get("BACKEND_PROFILES", "")
+            if env_file.exists()
+            else ""
+        ) or ""
+        for name in extra.split(","):
+            name = name.strip()
+            if name and name not in profiles:
+                profiles.append(name)
+
+    flags = []
+    for name in profiles:
+        flags.extend(["--profile", name])
+    return flags
+
+
+def run_compose_command(service_name, command, build=False, force_recreate=False):
     """Run docker compose command for a service"""
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    service_path = Path(service["path"])
 
     if not service_path.exists():
         console.print(f"[red]❌ Service directory not found: {service_path}[/red]")
         return False
 
-    compose_file = service_path / service['compose_file']
+    compose_file = service_path / service["compose_file"]
     if not compose_file.exists():
         console.print(f"[red]❌ Docker compose file not found: {compose_file}[/red]")
         return False
 
     # Step 1: If build is requested, run build separately first (no timeout for CUDA builds)
-    if build and command == 'up':
+    if build and command == "up":
+        # Stamp the checkout's git-describe into images whose compose files take
+        # a CHRONICLE_BUILD_VERSION build arg (backend), so a running container
+        # can report what code it was built from (backend /version endpoint).
+        # CI overrides this with the release tag before its own compose builds.
+        import updates  # lazy: updates.py imports this module
+
+        os.environ.setdefault(
+            "CHRONICLE_BUILD_VERSION", updates.repo_version()["describe"] or "dev"
+        )
         # Build command - need to specify profiles for build too
-        build_cmd = ['docker', 'compose']
+        build_cmd = compose_base()
 
         # Add profiles to build command (needed for profile-specific services)
-        if service_name == 'backend':
-            caddyfile_path = service_path / 'Caddyfile'
-            if caddyfile_path.exists() and caddyfile_path.is_file():
-                build_cmd.extend(['--profile', 'https'])
+        if service_name == "backend":
+            build_cmd.extend(_backend_profile_flags(service_path, "up"))
 
-        elif service_name == 'speaker-recognition':
-            env_file = service_path / '.env'
+        elif service_name == "speaker-recognition":
+            env_file = service_path / ".env"
             if env_file.exists():
                 env_values = dotenv_values(env_file)
-                # Derive profile from PYTORCH_CUDA_VERSION (cu126/cu121/etc = gpu, cpu = cpu)
-                pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-                profile = 'gpu' if pytorch_version.startswith('cu') else 'cpu'
-                build_cmd.extend(['--profile', profile])
+                # Derive profile from PYTORCH_CUDA_VERSION
+                pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "cpu")
+                if pytorch_version == "strixhalo":
+                    profile = "strixhalo"
+                elif pytorch_version.startswith("cu"):
+                    profile = "gpu"
+                else:
+                    profile = "cpu"
+                build_cmd.extend(["--profile", profile])
 
-        # For asr-services, only build the selected provider
+        # For asr-services, only build the selected provider(s)
         asr_service_to_build = None
-        if service_name == 'asr-services':
-            env_file = service_path / '.env'
+        streaming_asr_service_to_build = None
+        if service_name == "asr-services":
+            env_file = service_path / ".env"
             if env_file.exists():
                 env_values = dotenv_values(env_file)
-                asr_provider = env_values.get('ASR_PROVIDER', '').strip("'\"")
-
-                # Map provider to docker service name
-                provider_to_service = {
-                    'vibevoice': 'vibevoice-asr',
-                    'faster-whisper': 'faster-whisper-asr',
-                    'transformers': 'transformers-asr',
-                    'nemo': 'nemo-asr',
-                    'parakeet': 'parakeet-asr',
-                    'qwen3-asr': 'qwen3-asr-wrapper',
-                }
-                asr_service_to_build = provider_to_service.get(asr_provider)
+                asr_provider = env_values.get("ASR_PROVIDER", "").strip("'\"")
+                streaming_asr_provider = env_values.get(
+                    "STREAMING_ASR_PROVIDER", ""
+                ).strip("'\"")
+
+                asr_service_to_build = ASR_PROVIDER_TO_SERVICE.get(asr_provider)
+                streaming_asr_service_to_build = STREAMING_ASR_PROVIDER_TO_SERVICE.get(
+                    streaming_asr_provider
+                )
 
                 if asr_service_to_build:
-                    console.print(f"[blue]ℹ️  Building ASR provider: {asr_provider} ({asr_service_to_build})[/blue]")
+                    console.print(
+                        f"[blue]ℹ️  Building ASR provider: {asr_provider} ({asr_service_to_build})[/blue]"
+                    )
+                if streaming_asr_service_to_build:
+                    console.print(
+                        f"[blue]ℹ️  Building streaming ASR provider: {streaming_asr_provider} ({streaming_asr_service_to_build})[/blue]"
+                    )
+
+        # For tts, only build the selected provider (one runs at a time)
+        tts_service_to_build = None
+        if service_name == "tts":
+            env_file = service_path / ".env"
+            if env_file.exists():
+                tts_provider = (
+                    dotenv_values(env_file).get("TTS_PROVIDER", "").strip("'\"")
+                )
+                tts_service_to_build = _TTS_PROVIDER_TO_SERVICE.get(tts_provider)
+                if tts_service_to_build:
+                    console.print(
+                        f"[blue]ℹ️  Building TTS provider: {tts_provider} ({tts_service_to_build})[/blue]"
+                    )
 
-        build_cmd.append('build')
+        build_cmd.append("build")
 
         # If building ASR, only build the specific service(s)
         if asr_service_to_build:
-            if asr_provider == 'qwen3-asr':
+            if asr_provider == "qwen3-asr":
                 # Qwen3-ASR also needs the streaming bridge built
-                build_cmd.extend([asr_service_to_build, 'qwen3-asr-bridge'])
+                build_cmd.extend([asr_service_to_build, "qwen3-asr-bridge"])
             else:
                 build_cmd.append(asr_service_to_build)
+        if streaming_asr_service_to_build:
+            build_cmd.append(streaming_asr_service_to_build)
+
+        # If building TTS, only build the selected provider
+        if tts_service_to_build:
+            build_cmd.append(tts_service_to_build)
 
         # Run build with streaming output (no timeout)
-        console.print(f"[cyan]🔨 Building {service_name} (this may take several minutes for CUDA/GPU builds)...[/cyan]")
+        console.print(
+            f"[cyan]🔨 Building {service_name} (this may take several minutes for CUDA/GPU builds)...[/cyan]"
+        )
         try:
             process = subprocess.Popen(
                 build_cmd,
@@ -225,27 +800,33 @@ def run_compose_command(service_name, command, build=False):
                 stdout=subprocess.PIPE,
                 stderr=subprocess.STDOUT,
                 text=True,
-                bufsize=1
+                bufsize=1,
             )
 
             if process.stdout is None:
-                raise RuntimeError("Process stdout is None - unable to read command output")
+                raise RuntimeError(
+                    "Process stdout is None - unable to read command output"
+                )
 
             for line in process.stdout:
                 line = line.rstrip()
                 if not line:
                     continue
 
-                if 'error' in line.lower() or 'failed' in line.lower():
-                    console.print(f"  [red]{line}[/red]")
-                elif 'Successfully' in line or 'built' in line.lower():
-                    console.print(f"  [green]{line}[/green]")
-                elif 'Building' in line or 'Step' in line:
-                    console.print(f"  [cyan]{line}[/cyan]")
-                elif 'warning' in line.lower():
-                    console.print(f"  [yellow]{line}[/yellow]")
+                # escape() the raw build line so brackets in build output
+                # (e.g. "COPY ... [/app/.venv ...]") aren't parsed as rich markup,
+                # which previously raised MarkupError and aborted the build.
+                safe = escape(line)
+                if "error" in line.lower() or "failed" in line.lower():
+                    console.print(f"  [red]{safe}[/red]")
+                elif "Successfully" in line or "built" in line.lower():
+                    console.print(f"  [green]{safe}[/green]")
+                elif "Building" in line or "Step" in line:
+                    console.print(f"  [cyan]{safe}[/cyan]")
+                elif "warning" in line.lower():
+                    console.print(f"  [yellow]{safe}[/yellow]")
                 else:
-                    console.print(f"  [dim]{line}[/dim]")
+                    console.print(f"  [dim]{safe}[/dim]")
 
             process.wait()
 
@@ -259,94 +840,154 @@ def run_compose_command(service_name, command, build=False):
             console.print(f"[red]❌ Error building {service_name}: {e}[/red]")
             return False
 
-    # Step 2: Run the actual command (up/down/restart/status)
-    cmd = ['docker', 'compose']
-
-    # Add profiles for backend service
-    if service_name == 'backend':
-        caddyfile_path = service_path / 'Caddyfile'
-        if caddyfile_path.exists() and caddyfile_path.is_file():
-            cmd.extend(['--profile', 'https'])
+    # Step 2: Run the actual command (up/down/status)
+    up_flags = ["up", "-d", "--remove-orphans"]
+    if force_recreate:
+        up_flags.append("--force-recreate")
+
+    cmd = compose_base()
+
+    # Add profiles for backend service (down/status cover ALL profiles so no
+    # profile-gated container is left orphaned; up only enables wanted profiles).
+    if service_name == "backend":
+        cmd.extend(_backend_profile_flags(service_path, command))
+
+        caddyfile_path = service_path / "Caddyfile"
+        if command == "up" and caddyfile_path.exists() and caddyfile_path.is_file():
+            # Only the "static" cert mode keeps a host-issued cert file that we must
+            # renew. In "caddy" mode Caddy obtains and auto-renews the cert itself, so
+            # we leave it alone. Renew (if missing/near expiry) before Caddy starts so
+            # it comes up holding a fresh cert. Cheap no-op when still valid; never
+            # blocks startup on failure.
+            cert_mode = read_env_value(str(service_path / ".env"), "HTTPS_CERT_MODE")
+            if cert_mode == "static":
+                certs_dir = Path(__file__).parent / "certs"
+                renewed = ensure_tailscale_cert(str(certs_dir))
+                if renewed is True:
+                    console.print("[green]✅ Renewed Tailscale TLS certificate[/green]")
+                elif renewed is False:
+                    console.print(
+                        "[yellow]⚠️  TLS cert is near expiry but renewal failed "
+                        "(Tailscale unreachable or cert issuance error). Starting with "
+                        "the existing cert; HTTPS clients may see warnings.[/yellow]"
+                    )
 
     # Handle speaker-recognition service specially
-    if service_name == 'speaker-recognition' and command in ['up', 'down']:
-        env_file = service_path / '.env'
+    if service_name == "speaker-recognition" and command in ["up", "down"]:
+        env_file = service_path / ".env"
         if env_file.exists():
             env_values = dotenv_values(env_file)
-            # Derive profile from PYTORCH_CUDA_VERSION (cu126/cu121/etc = gpu, cpu = cpu)
-            pytorch_version = env_values.get('PYTORCH_CUDA_VERSION', 'cpu')
-            profile = 'gpu' if pytorch_version.startswith('cu') else 'cpu'
+            # Derive profile from PYTORCH_CUDA_VERSION
+            pytorch_version = env_values.get("PYTORCH_CUDA_VERSION", "cpu")
+            if pytorch_version == "strixhalo":
+                profile = "strixhalo"
+            elif pytorch_version.startswith("cu"):
+                profile = "gpu"
+            else:
+                profile = "cpu"
 
-            cmd.extend(['--profile', profile])
+            cmd.extend(["--profile", profile])
 
-            if command == 'up':
-                https_enabled = env_values.get('REACT_UI_HTTPS', 'false')
-                if https_enabled.lower() == 'true':
-                    cmd.extend(['up', '-d'])
+            if command == "up":
+                caddyfile_path = service_path / "Caddyfile"
+                https_enabled = caddyfile_path.exists() and caddyfile_path.is_file()
+                if https_enabled:
+                    cmd.extend(up_flags)
                 else:
-                    cmd.extend(['up', '-d', 'speaker-service-gpu' if profile == 'gpu' else 'speaker-service-cpu', 'web-ui'])
-            elif command == 'down':
-                cmd.extend(['down'])
+                    profile_to_service = {
+                        "gpu": "speaker-service-gpu",
+                        "strixhalo": "speaker-service-strixhalo",
+                        "cpu": "speaker-service",
+                    }
+                    cmd.extend(
+                        up_flags
+                        + [profile_to_service.get(profile, "speaker-service"), "web-ui"]
+                    )
+            elif command == "down":
+                cmd.extend(["down"])
         else:
-            if command == 'up':
-                cmd.extend(['up', '-d'])
-            elif command == 'down':
-                cmd.extend(['down'])
-
-    # Handle asr-services - start only the configured provider
-    elif service_name == 'asr-services' and command in ['up', 'down', 'restart']:
-        env_file = service_path / '.env'
+            if command == "up":
+                cmd.extend(up_flags)
+            elif command == "down":
+                cmd.extend(["down"])
+
+    # Handle asr-services - start only the configured provider(s)
+    elif service_name == "asr-services" and command in ["up", "down"]:
+        env_file = service_path / ".env"
         asr_service_name = None
+        streaming_asr_service_name = None
+        asr_provider = ""
 
         if env_file.exists():
             env_values = dotenv_values(env_file)
-            asr_provider = env_values.get('ASR_PROVIDER', '').strip("'\"")
-
-            # Map provider to docker service name
-            provider_to_service = {
-                'vibevoice': 'vibevoice-asr',
-                'faster-whisper': 'faster-whisper-asr',
-                'transformers': 'transformers-asr',
-                'nemo': 'nemo-asr',
-                'parakeet': 'parakeet-asr',
-                'qwen3-asr': 'qwen3-asr-wrapper',
-            }
-            asr_service_name = provider_to_service.get(asr_provider)
+            asr_provider = env_values.get("ASR_PROVIDER", "").strip("'\"")
+            streaming_asr_provider = env_values.get("STREAMING_ASR_PROVIDER", "").strip(
+                "'\""
+            )
 
-            if asr_service_name:
-                console.print(f"[blue]ℹ️  Using ASR provider: {asr_provider} ({asr_service_name})[/blue]")
+            asr_service_name = ASR_PROVIDER_TO_SERVICE.get(asr_provider)
+            streaming_asr_service_name = STREAMING_ASR_PROVIDER_TO_SERVICE.get(
+                streaming_asr_provider
+            )
 
-        if command == 'up':
+            if asr_service_name:
+                console.print(
+                    f"[blue]ℹ️  Using ASR provider: {asr_provider} ({asr_service_name})[/blue]"
+                )
+            if streaming_asr_service_name:
+                console.print(
+                    f"[blue]ℹ️  Using streaming ASR provider: {streaming_asr_provider} ({streaming_asr_service_name})[/blue]"
+                )
+
+        if command == "up":
             if asr_service_name:
                 services_to_start = [asr_service_name]
                 # Qwen3-ASR also needs the streaming bridge
-                if asr_provider == 'qwen3-asr':
-                    services_to_start.append('qwen3-asr-bridge')
-                cmd.extend(['up', '-d'] + services_to_start)
+                if asr_provider == "qwen3-asr":
+                    services_to_start.append("qwen3-asr-bridge")
             else:
-                console.print("[yellow]⚠️  No ASR_PROVIDER configured, starting default service[/yellow]")
-                cmd.extend(['up', '-d', 'vibevoice-asr'])
-        elif command == 'down':
-            cmd.extend(['down'])
-        elif command == 'restart':
-            if asr_service_name:
-                services_to_restart = [asr_service_name]
-                if asr_provider == 'qwen3-asr':
-                    services_to_restart.append('qwen3-asr-bridge')
-                cmd.extend(['restart'] + services_to_restart)
+                console.print(
+                    "[yellow]⚠️  No ASR_PROVIDER configured, starting default service[/yellow]"
+                )
+                services_to_start = ["vibevoice-asr"]
+            if streaming_asr_service_name:
+                services_to_start.append(streaming_asr_service_name)
+            cmd.extend(up_flags + services_to_start)
+        elif command == "down":
+            cmd.extend(["down"])
+
+    # Handle tts - start only the configured provider (one runs at a time, port 8770)
+    elif service_name == "tts" and command in ["up", "down"]:
+        env_file = service_path / ".env"
+        tts_service_name = None
+        if env_file.exists():
+            tts_provider = dotenv_values(env_file).get("TTS_PROVIDER", "").strip("'\"")
+            tts_service_name = _TTS_PROVIDER_TO_SERVICE.get(tts_provider)
+            if tts_service_name:
+                console.print(
+                    f"[blue]ℹ️  Using TTS provider: {tts_provider} ({tts_service_name})[/blue]"
+                )
+
+        if command == "up":
+            if tts_service_name:
+                cmd.extend(up_flags + [tts_service_name])
             else:
-                cmd.extend(['restart'])
+                console.print(
+                    "[yellow]⚠️  No TTS_PROVIDER configured; run extras/tts/init.py[/yellow]"
+                )
+                cmd.extend(up_flags + ["kittentts-tts"])
+        elif command == "down":
+            # Plain down removes every tts container regardless of provider.
+            cmd.extend(["down"])
 
     else:
         # Standard compose commands for other services
-        if command == 'up':
-            cmd.extend(['up', '-d'])
-        elif command == 'down':
-            cmd.extend(['down'])
-        elif command == 'restart':
-            cmd.extend(['restart'])
-        elif command == 'status':
-            cmd.extend(['ps'])
+        if command == "up":
+            cmd.extend(up_flags)
+        elif command == "down":
+            cmd.extend(["down"])
+        elif command == "status":
+            cmd.extend(["ps"])
 
     try:
         # Run the command with timeout (build already done if needed)
@@ -356,7 +997,7 @@ def run_compose_command(service_name, command, build=False):
             capture_output=True,
             text=True,
             check=False,
-            timeout=120  # 2 minute timeout
+            timeout=120,  # 2 minute timeout
         )
 
         if result.returncode == 0:
@@ -366,33 +1007,37 @@ def run_compose_command(service_name, command, build=False):
             if result.stderr:
                 console.print("[red]Error output:[/red]")
                 for line in result.stderr.splitlines():
-                    console.print(f"  [dim]{line}[/dim]")
+                    console.print(f"  [dim]{escape(line)}[/dim]")
             return False
 
     except subprocess.TimeoutExpired:
-        console.print(f"[red]❌ Command timed out after 2 minutes for {service_name}[/red]")
+        console.print(
+            f"[red]❌ Command timed out after 2 minutes for {service_name}[/red]"
+        )
         return False
     except Exception as e:
         console.print(f"[red]❌ Error running command: {e}[/red]")
         return False
 
+
 def ensure_docker_network():
     """Ensure chronicle-network exists"""
     try:
         # Check if network already exists
+        engine = container_engine()
         result = subprocess.run(
-            ['docker', 'network', 'inspect', 'chronicle-network'],
+            [engine, "network", "inspect", "chronicle-network"],
             capture_output=True,
-            check=False
+            check=False,
         )
 
         if result.returncode != 0:
             # Network doesn't exist, create it
             console.print("[blue]📡 Creating chronicle-network...[/blue]")
             subprocess.run(
-                ['docker', 'network', 'create', 'chronicle-network'],
+                [engine, "network", "create", "chronicle-network"],
                 check=True,
-                capture_output=True
+                capture_output=True,
             )
             console.print("[green]✅ chronicle-network created[/green]")
         else:
@@ -405,7 +1050,785 @@ def ensure_docker_network():
         console.print(f"[red]❌ Error checking/creating network: {e}[/red]")
         return False
 
-def start_services(services, build=False):
+
+# --- Service manager agent (native process, not Docker) ---
+# Host-side HTTP API (edge/service_manager.py) that lets the backend (and thus
+# the WebUI System page) start/stop/restart services and switch ASR/TTS
+# providers. Runs natively because docker compose needs host bind-mount paths.
+
+_SERVICE_MANAGER_PID = Path(__file__).parent / "edge" / ".service-manager.pid"
+_SERVICE_MANAGER_LOG = Path(__file__).parent / "edge" / "service-manager.log"
+_SERVICE_MANAGER_PORT = "8775"
+
+
+def _service_manager_running() -> bool:
+    """Check if service manager agent process is alive."""
+    if _service_manager_managed():
+        return _unit_active("chronicle-service-manager")
+    if not _SERVICE_MANAGER_PID.exists():
+        return False
+    try:
+        pid = int(_SERVICE_MANAGER_PID.read_text().strip())
+        os.kill(pid, 0)
+        return True
+    except (ValueError, OSError):
+        _SERVICE_MANAGER_PID.unlink(missing_ok=True)
+        return False
+
+
+def _ensure_service_manager_token() -> str:
+    """Read SERVICE_MANAGER_TOKEN from backend .env, generating it on first use.
+
+    The backend .env is the single source of truth: the backend container gets
+    the token via env_file, and the agent gets it from here at launch.
+    """
+    backend_env_path = _get_backend_env_path()
+    token = read_env_value(backend_env_path, "SERVICE_MANAGER_TOKEN") or ""
+    if not token:
+        token = secrets.token_hex(24)
+        backend_env_path.touch(exist_ok=True)
+        set_key(
+            str(backend_env_path), "SERVICE_MANAGER_TOKEN", token, quote_mode="never"
+        )
+        console.print(
+            "[blue]ℹ️  Generated SERVICE_MANAGER_TOKEN in backends/advanced/.env[/blue]"
+        )
+    return token
+
+
+def handle_client_command(args) -> None:
+    """``services.py client install|uninstall|status`` — client-node components.
+
+    Client nodes stream data (tray, ScreenPipe collector) with no compose
+    services; the components are native user units defined in clients.py.
+    Install also puts the node agent on the machine (unless --no-agent) so the
+    hub WebUI can see, control, and update it like any other node.
+    """
+    if args.client_action == "status":
+        table = Table(title="Client components")
+        table.add_column("Component")
+        table.add_column("Description")
+        table.add_column("Status")
+        for name in clients.CLIENT_COMPONENTS:
+            status = clients.component_status(name)
+            if not status["installed"]:
+                state = "[dim]not installed[/dim]"
+            elif status["active"]:
+                state = "[green]active[/green]"
+            else:
+                state = "[yellow]installed, inactive[/yellow]"
+            table.add_row(name, status["description"], state)
+        console.print(table)
+        for check in clients.binary_checks():
+            mark = "[green]✓[/green]" if check["found"] else "[yellow]✗[/yellow]"
+            line = f"{mark} {check['name']} (needed by {check['needed_by']})"
+            if not check["found"]:
+                line += f" — {check['suggest']}"
+            console.print(line)
+        return
+
+    names = args.components or ["tray"]
+    invalid = [n for n in names if n not in clients.CLIENT_COMPONENTS]
+    if invalid:
+        console.print(f"[red]❌ Unknown component(s): {', '.join(invalid)}[/red]")
+        console.print(f"Available: {', '.join(clients.CLIENT_COMPONENTS)}")
+        return
+
+    if args.client_action == "uninstall":
+        for name in names:
+            clients.uninstall_component(name)
+            console.print(f"[green]✅ Removed {name}[/green]")
+        return
+
+    # install
+    for check in clients.binary_checks():
+        if not check["found"]:
+            console.print(
+                f"[yellow]⚠️  {check['name']} not found (needed by "
+                f"{check['needed_by']}) — {check['suggest']}[/yellow]"
+            )
+    for name in names:
+        extras = ("pendant",) if (name == "tray" and args.pendant) else ()
+        try:
+            clients.install_component(name, extras)
+        except RuntimeError as e:
+            console.print(f"[red]❌ {name}: {e}[/red]")
+            continue
+        console.print(f"[green]✅ Installed & started {name}[/green]")
+
+    if args.no_agent:
+        return
+    # The node agent gives the hub WebUI visibility/control and delivers
+    # updates (which restart these units). chronicle-stack is skipped — a
+    # client node has no containers to bring up on boot.
+    if sys.platform == "darwin":
+        console.print(
+            "[dim]Node agent auto-install is Linux/systemd-only for now — run "
+            "'./start.sh' or 'services.py manager start' to control this "
+            "machine from the hub.[/dim]"
+        )
+    else:
+        install_systemd_agents(["chronicle-service-manager"])
+
+
+def _start_service_manager():
+    """Start the service manager agent as a native background process."""
+    # Heal legacy installs: the old standalone discovery agent is now folded in.
+    _cleanup_legacy_discovery()
+    if _service_manager_managed():
+        _systemctl_user("start", "chronicle-service-manager", capture=False)
+        console.print(
+            "[dim]🛠  Service manager managed by systemd (ensured started)[/dim]"
+        )
+        return True
+    if _service_manager_running():
+        console.print("[dim]🛠  Service manager already running[/dim]")
+        return True
+
+    agent_script = Path(__file__).parent / "edge" / "service_manager.py"
+    if not agent_script.exists():
+        console.print("[yellow]⚠️  edge/service_manager.py not found, skipping[/yellow]")
+        return False
+
+    env = dict(os.environ)
+    env["SERVICE_MANAGER_TOKEN"] = _ensure_service_manager_token()
+    env.setdefault("SERVICE_MANAGER_PORT", _SERVICE_MANAGER_PORT)
+
+    log_file = open(_SERVICE_MANAGER_LOG, "a")
+    try:
+        proc = subprocess.Popen(
+            [
+                "uv",
+                "run",
+                "--with-requirements",
+                "setup-requirements.txt",
+                "--with",
+                "fastapi",
+                "--with",
+                "uvicorn",
+                "python",
+                str(agent_script),
+            ],
+            cwd=Path(__file__).parent,
+            env=env,
+            stdout=log_file,
+            stderr=subprocess.STDOUT,
+            start_new_session=True,
+        )
+    except Exception as e:
+        console.print(f"[red]❌ Failed to start service manager: {e}[/red]")
+        log_file.close()
+        return False
+
+    log_file.close()
+    _SERVICE_MANAGER_PID.write_text(str(proc.pid))
+    console.print(
+        f"[green]✅ Service manager started (PID {proc.pid}, port {env['SERVICE_MANAGER_PORT']})[/green]"
+    )
+    return True
+
+
+def _stop_service_manager():
+    """Stop the service manager agent process."""
+    if _service_manager_managed():
+        console.print(
+            "[dim]🛠  Service manager is a systemd service — left running "
+            "(use 'systemctl --user stop chronicle-service-manager' to stop)[/dim]"
+        )
+        return
+    if not _SERVICE_MANAGER_PID.exists():
+        _remove_advertised_services()
+        return
+
+    try:
+        pid = int(_SERVICE_MANAGER_PID.read_text().strip())
+        os.killpg(pid, signal.SIGTERM)
+        for _ in range(10):
+            try:
+                os.kill(pid, 0)
+                time.sleep(0.5)
+            except OSError:
+                break
+        console.print(f"[green]✅ Service manager stopped (PID {pid})[/green]")
+    except (ValueError, OSError):
+        console.print("[dim]Service manager already stopped[/dim]")
+    finally:
+        _SERVICE_MANAGER_PID.unlink(missing_ok=True)
+        # The node agent was the advertiser — clear the local manifest on stop.
+        _remove_advertised_services()
+
+
+# --- systemd user-service integration (auto-start agents on boot) ---
+#
+# The service manager and discovery agents are native host processes, not
+# containers, so a plain ``./start.sh`` launch does not survive a reboot the way
+# Docker's restart policy revives the containers. Optionally install them as
+# systemd *user* services (with linger enabled) so they come back on boot. The
+# unit's ExecStart re-invokes ``services.py <agent> run`` — a foreground runner
+# that reuses the same token/advertise setup and then ``exec``s the agent, so
+# systemd tracks the agent process directly.
+
+_REPO_ROOT = Path(__file__).resolve().parent
+_SYSTEMD_USER_DIR = Path.home() / ".config" / "systemd" / "user"
+
+# unit name -> per-unit systemd config. Keys:
+#   subcmd            services.py subcommand for ExecStart
+#   description       human description (Unit/Description=)
+#   type              systemd service Type (default "exec")
+#   restart           Restart= value (omit for oneshot)
+#   remain_after_exit RemainAfterExit=yes (oneshot that should read as "active")
+#   timeout_start_sec TimeoutStartSec= (oneshot stack `up` can be slow)
+#   after             list of After= ordering deps
+#   enable_now        enable --now on install (True) vs enable for boot only (False)
+_SYSTEMD_UNITS = {
+    "chronicle-service-manager": {
+        "subcmd": "manager run",
+        "description": "Chronicle node agent (WebUI control + Tailnet service advertising)",
+        "type": "exec",
+        "restart": "always",
+        "restart_sec": 5,
+        "enable_now": True,
+    },
+    # Boot persistence for the container stack. Rootless Podman is daemonless, so
+    # unlike Docker nothing re-applies `restart:` policies after a reboot — this
+    # oneshot runs the same `services.py start --all` that ./start.sh uses to bring
+    # the enabled stacks (per config.yml) back up. Ordered after the node agent;
+    # enabled for boot only (install does not kick off a full stack `up`).
+    "chronicle-stack": {
+        "subcmd": "start --all",
+        "description": "Chronicle container stack (start enabled services on boot)",
+        "type": "oneshot",
+        "remain_after_exit": True,
+        "timeout_start_sec": 900,
+        "after": ["chronicle-service-manager.service"],
+        "enable_now": False,
+    },
+}
+
+_SYSTEMD_STATES = {
+    "running",
+    "degraded",
+    "starting",
+    "initializing",
+    "maintenance",
+    "stopping",
+}
+
+
+def _systemctl_user(*args, capture=True):
+    """Run ``systemctl --user`` and return the CompletedProcess."""
+    return subprocess.run(
+        ["systemctl", "--user", *args],
+        capture_output=capture,
+        text=True,
+    )
+
+
+def _systemd_user_available() -> bool:
+    """True if a systemd *user* instance is reachable.
+
+    Not the case on hosts without systemd, or on WSL without ``systemd=true``
+    in /etc/wsl.conf (the user bus is then unavailable).
+    """
+    if shutil.which("systemctl") is None:
+        return False
+    try:
+        result = subprocess.run(
+            ["systemctl", "--user", "is-system-running"],
+            capture_output=True,
+            text=True,
+            timeout=10,
+        )
+    except (OSError, subprocess.SubprocessError):
+        return False
+    return (result.stdout or "").strip() in _SYSTEMD_STATES
+
+
+def _unit_enabled(unit: str) -> bool:
+    if shutil.which("systemctl") is None:
+        return False
+    return _systemctl_user("is-enabled", unit).returncode == 0
+
+
+def _unit_active(unit: str) -> bool:
+    if shutil.which("systemctl") is None:
+        return False
+    return _systemctl_user("is-active", unit).returncode == 0
+
+
+def _service_manager_managed() -> bool:
+    return _unit_enabled("chronicle-service-manager")
+
+
+def _write_systemd_unit(unit: str) -> Path:
+    cfg = _SYSTEMD_UNITS[unit]
+    uv_path = shutil.which("uv") or "uv"
+    # A systemd user unit gets a minimal PATH (no ~/.local/bin), so neither uv
+    # nor binaries the agents shell out to (e.g. tailscale, podman-compose) would
+    # resolve. Pin a sane PATH that includes uv's own directory.
+    uv_dir = str(Path(uv_path).parent)
+    unit_path_env = ":".join(
+        [
+            uv_dir,
+            str(Path.home() / ".local" / "bin"),
+            "/usr/local/sbin",
+            "/usr/local/bin",
+            "/usr/sbin",
+            "/usr/bin",
+            "/sbin",
+            "/bin",
+        ]
+    )
+    _SYSTEMD_USER_DIR.mkdir(parents=True, exist_ok=True)
+
+    unit_lines = [f"Description={cfg['description']}"]
+    for after in cfg.get("after", []):
+        unit_lines.append(f"After={after}")
+
+    service_lines = [
+        f"Type={cfg.get('type', 'exec')}",
+        f"WorkingDirectory={_REPO_ROOT}",
+        f"Environment=PATH={unit_path_env}",
+        f"ExecStart={uv_path} run --with-requirements setup-requirements.txt "
+        f"python {_REPO_ROOT / 'services.py'} {cfg['subcmd']}",
+    ]
+    if cfg.get("remain_after_exit"):
+        service_lines.append("RemainAfterExit=yes")
+    if cfg.get("restart"):
+        service_lines.append(f"Restart={cfg['restart']}")
+        service_lines.append(f"RestartSec={cfg.get('restart_sec', 5)}")
+    if cfg.get("timeout_start_sec") is not None:
+        service_lines.append(f"TimeoutStartSec={cfg['timeout_start_sec']}")
+
+    content = (
+        "[Unit]\n"
+        + "\n".join(unit_lines)
+        + "\n\n[Service]\n"
+        + "\n".join(service_lines)
+        + "\n\n[Install]\nWantedBy=default.target\n"
+    )
+    unit_path = _SYSTEMD_USER_DIR / f"{unit}.service"
+    unit_path.write_text(content)
+    return unit_path
+
+
+def _install_systemd_unit(unit: str) -> bool:
+    """Write, enable and start a single user unit. Assumes systemd is available."""
+    # Stop any background (Popen) instance first so the unit can bind the port.
+    if unit == "chronicle-service-manager":
+        _stop_service_manager()
+        _cleanup_legacy_discovery()
+
+    path = _write_systemd_unit(unit)
+    # Keep the user instance (and thus the unit) alive after logout / reboot.
+    subprocess.run(["loginctl", "enable-linger"], capture_output=True, text=True)
+    _systemctl_user("daemon-reload")
+    # The stack oneshot is boot-only: enabling it should register it for boot, not
+    # trigger a full `start --all` as a side effect of install (./start.sh owns the
+    # running stack). The agent enables --now so it comes up immediately.
+    enable_now = _SYSTEMD_UNITS[unit].get("enable_now", True)
+    enable_args = ["enable", "--now", unit] if enable_now else ["enable", unit]
+    result = _systemctl_user(*enable_args, capture=False)
+    if result.returncode != 0:
+        console.print(f"[red]❌ Failed to enable {unit}[/red]")
+        return False
+    suffix = "& started" if enable_now else "(will start on boot)"
+    console.print(f"[green]✅ Installed {suffix} {unit} (systemd user service)[/green]")
+    console.print(f"[dim]   Unit: {path}[/dim]")
+    return True
+
+
+def _uninstall_systemd_unit(unit: str) -> bool:
+    if shutil.which("systemctl") is None:
+        console.print("[dim]systemctl not found — nothing to uninstall[/dim]")
+        return False
+    _systemctl_user("disable", "--now", unit, capture=False)
+    (_SYSTEMD_USER_DIR / f"{unit}.service").unlink(missing_ok=True)
+    _systemctl_user("daemon-reload")
+    console.print(f"[green]✅ Removed {unit} systemd user service[/green]")
+    return True
+
+
+def _print_systemd_unavailable_help():
+    console.print(
+        "[yellow]⚠️  No systemd user instance available — cannot install services.[/yellow]"
+    )
+    console.print(
+        "[dim]   On WSL, enable it: add a '[boot]' section with 'systemd=true' to "
+        "/etc/wsl.conf, run 'wsl --shutdown', then reopen the terminal.[/dim]"
+    )
+
+
+def install_systemd_agents(units=None) -> bool:
+    """Install the given agent units (default: all) as systemd user services."""
+    units = units or list(_SYSTEMD_UNITS)
+    if not _systemd_user_available():
+        _print_systemd_unavailable_help()
+        return False
+    ok = True
+    for unit in units:
+        ok = _install_systemd_unit(unit) and ok
+    if ok:
+        console.print(
+            "[dim]These agents will now auto-start on boot. Manage them with "
+            "'systemctl --user status/stop/restart <unit>'.[/dim]"
+        )
+    return ok
+
+
+def uninstall_systemd_agents(units=None) -> bool:
+    units = units or list(_SYSTEMD_UNITS)
+    ok = True
+    for unit in units:
+        ok = _uninstall_systemd_unit(unit) and ok
+    return ok
+
+
+def _cleanup_legacy_discovery() -> None:
+    """Remove the old standalone discovery agent, now folded into the node agent.
+
+    Older installs ran a separate ``chronicle-discovery`` systemd user unit and/or
+    a native ``edge/.discovery-agent.pid`` process. The node agent (service
+    manager) now does the advertising, so a leftover discovery agent would
+    double-advertise — and its unit's ExecStart (``services.py discovery run``) no
+    longer exists, so it would crash-loop. Disable + remove it. Idempotent.
+    """
+    unit = "chronicle-discovery"
+    unit_file = _SYSTEMD_USER_DIR / f"{unit}.service"
+    if shutil.which("systemctl") and (_unit_enabled(unit) or unit_file.exists()):
+        _systemctl_user("disable", "--now", unit)
+        unit_file.unlink(missing_ok=True)
+        _systemctl_user("daemon-reload")
+        console.print("[dim]🧹 Removed legacy chronicle-discovery systemd unit[/dim]")
+
+    pid_file = Path(__file__).parent / "edge" / ".discovery-agent.pid"
+    if pid_file.exists():
+        try:
+            pid = int(pid_file.read_text().strip())
+            os.killpg(pid, signal.SIGTERM)
+            console.print(f"[dim]🧹 Stopped legacy discovery agent (PID {pid})[/dim]")
+        except (ValueError, OSError):
+            pass
+        pid_file.unlink(missing_ok=True)
+
+
+def _service_manager_exec():
+    """Foreground exec of the service manager agent (for systemd ExecStart)."""
+    agent_script = _REPO_ROOT / "edge" / "service_manager.py"
+    if not agent_script.exists():
+        console.print("[red]❌ edge/service_manager.py not found[/red]")
+        sys.exit(1)
+    os.environ["SERVICE_MANAGER_TOKEN"] = _ensure_service_manager_token()
+    os.environ.setdefault("SERVICE_MANAGER_PORT", _SERVICE_MANAGER_PORT)
+    os.chdir(_REPO_ROOT)
+    # Absolute uv path: a systemd user unit's PATH does not include ~/.local/bin.
+    uv = shutil.which("uv") or "uv"
+    os.execv(
+        uv,
+        [
+            uv,
+            "run",
+            "--with-requirements",
+            "setup-requirements.txt",
+            "--with",
+            "fastapi",
+            "--with",
+            "uvicorn",
+            "python",
+            str(agent_script),
+        ],
+    )
+
+
+# --- Claude remote-control session (control Claude Code from your phone) ---
+#
+# `claude remote-control` runs a persistent server that accepts multiple sessions
+# you spawn from the Claude mobile app / claude.ai/code. It is an interactive TUI,
+# so it needs a pty — we run it inside a detached tmux session on a dedicated
+# socket (attach at the desktop with `tmux -L chronicle-rc attach -t
+# chronicle-rc`). Persistence is via a systemd user
+# unit that runs a supervisor wrapper (Type=simple, Restart=always) so it both
+# survives reboot and auto-restarts if the server dies, with a WebUI start/stop
+# toggle.
+
+_CLAUDE_RC_UNIT = "chronicle-remote-control"
+_CLAUDE_RC_SESSION = os.environ.get("CLAUDE_RC_SESSION", "chronicle-rc")
+# Run on a DEDICATED tmux socket, never the user's default one. The tmux server
+# spawns inside the systemd unit's cgroup, so a stop/restart (KillMode=control-
+# group) tears down that whole server. On the shared default socket that would
+# also kill the user's own working sessions; on a private socket it only affects
+# remote-control. Attach with `tmux -L chronicle-rc attach -t chronicle-rc`.
+_CLAUDE_RC_SOCKET = os.environ.get("CLAUDE_RC_SOCKET", "chronicle-rc")
+
+
+def _rc_tmux_base() -> list[str]:
+    """tmux argv prefix pinned to the remote-control's private socket."""
+    return [shutil.which("tmux") or "tmux", "-L", _CLAUDE_RC_SOCKET]
+
+
+def _claude_rc_dir() -> Path:
+    """Directory the remote-control server (and its spawned sessions) runs in."""
+    return Path(os.environ.get("CLAUDE_RC_DIR") or _REPO_ROOT)
+
+
+def _claude_rc_name() -> str:
+    """Session name shown in claude.ai/code (defaults to the hostname)."""
+    return os.environ.get("CLAUDE_RC_NAME") or os.uname().nodename
+
+
+def _claude_rc_command() -> list[str]:
+    """The `claude remote-control` argv (same-dir spawn, default permission mode)."""
+    claude = shutil.which("claude") or "claude"
+    return [
+        claude,
+        "remote-control",
+        "--spawn=same-dir",
+        "--permission-mode=default",
+        "--name",
+        _claude_rc_name(),
+    ]
+
+
+def _tmux_session_running(session: str) -> bool:
+    if shutil.which("tmux") is None:
+        return False
+    return (
+        subprocess.run(
+            [*_rc_tmux_base(), "has-session", "-t", session],
+            capture_output=True,
+            text=True,
+        ).returncode
+        == 0
+    )
+
+
+def _remote_control_managed() -> bool:
+    return _unit_enabled(_CLAUDE_RC_UNIT)
+
+
+def remote_control_status() -> dict:
+    """Current state of the Claude remote-control session."""
+    return {
+        "running": _tmux_session_running(_CLAUDE_RC_SESSION),
+        "managed": _remote_control_managed(),
+        "session": _CLAUDE_RC_SESSION,
+        "dir": str(_claude_rc_dir()),
+        "name": _claude_rc_name(),
+        "tmux_available": shutil.which("tmux") is not None,
+        "claude_available": shutil.which("claude") is not None,
+    }
+
+
+def _start_remote_control_tmux() -> bool:
+    """Launch the remote-control server in a detached tmux session (idempotent)."""
+    if shutil.which("tmux") is None:
+        console.print(
+            "[red]❌ tmux not found — install tmux to run remote-control[/red]"
+        )
+        return False
+    if shutil.which("claude") is None:
+        console.print(
+            "[red]❌ claude CLI not found — install Claude Code and log in first[/red]"
+        )
+        return False
+    if _tmux_session_running(_CLAUDE_RC_SESSION):
+        console.print(
+            f"[dim]📱 Claude remote-control already running (tmux: {_CLAUDE_RC_SESSION})[/dim]"
+        )
+        return True
+    rc_dir = _claude_rc_dir()
+    # Pass the claude command as one string so tmux's shell runs it; when it exits
+    # the session ends, so `has-session` faithfully reflects whether it is alive.
+    cmd = " ".join(shlex.quote(part) for part in _claude_rc_command())
+    result = subprocess.run(
+        [
+            *_rc_tmux_base(),
+            "new-session",
+            "-d",
+            "-s",
+            _CLAUDE_RC_SESSION,
+            "-c",
+            str(rc_dir),
+            cmd,
+        ],
+        capture_output=True,
+        text=True,
+    )
+    if result.returncode != 0:
+        console.print(
+            f"[red]❌ Failed to start remote-control: {result.stderr.strip()}[/red]"
+        )
+        return False
+    console.print(
+        f"[green]✅ Claude remote-control started in {rc_dir} "
+        f"(tmux: {_CLAUDE_RC_SESSION}, name: {_claude_rc_name()})[/green]"
+    )
+    console.print(
+        "[dim]   Spawn sessions from the Claude mobile app / claude.ai/code → Code tab.[/dim]"
+    )
+    return True
+
+
+def _stop_remote_control_tmux() -> bool:
+    if not _tmux_session_running(_CLAUDE_RC_SESSION):
+        console.print("[dim]📱 Claude remote-control already stopped[/dim]")
+        return True
+    subprocess.run(
+        [*_rc_tmux_base(), "kill-session", "-t", _CLAUDE_RC_SESSION],
+        capture_output=True,
+        text=True,
+    )
+    console.print("[green]✅ Claude remote-control stopped[/green]")
+    return True
+
+
+def start_remote_control() -> bool:
+    """Start remote-control, deferring to systemd when it manages the unit."""
+    if _remote_control_managed():
+        _systemctl_user("start", _CLAUDE_RC_UNIT, capture=False)
+        console.print(
+            "[dim]📱 Remote-control managed by systemd (ensured started)[/dim]"
+        )
+        return True
+    return _start_remote_control_tmux()
+
+
+def stop_remote_control() -> bool:
+    if _remote_control_managed():
+        _systemctl_user("stop", _CLAUDE_RC_UNIT, capture=False)
+        console.print("[dim]📱 Remote-control (systemd) stopped[/dim]")
+        return True
+    return _stop_remote_control_tmux()
+
+
+def _write_remote_control_supervisor() -> Path:
+    """Write the supervisor wrapper the systemd unit runs as its main process.
+
+    The wrapper starts the detached tmux session (which gives the TUI its pty)
+    and then *blocks* polling ``has-session``, so it stays alive exactly as long
+    as the ``claude remote-control`` process does. When that process dies the
+    session ends, the wrapper exits, and ``Restart=always`` brings it back. A
+    plain ``tmux new-session -d`` could not be supervised this way: it returns 0
+    immediately, so systemd lost track of the real process and never restarted
+    it when it died.
+    """
+    tmux = shutil.which("tmux") or "/usr/bin/tmux"
+    rc_dir = _claude_rc_dir()
+    cmd_line = shlex.join(_claude_rc_command())
+    _SYSTEMD_USER_DIR.mkdir(parents=True, exist_ok=True)
+    script_path = _SYSTEMD_USER_DIR / f"{_CLAUDE_RC_UNIT}.sh"
+    # `tmux -L <socket>`: a PRIVATE server, so killing this unit's cgroup never
+    # touches the user's default-socket sessions.
+    script_path.write_text(
+        f"""#!/bin/sh
+# Auto-generated by services.py (_write_remote_control_supervisor). Do not edit.
+set -u
+SESSION={shlex.quote(_CLAUDE_RC_SESSION)}
+# tmux pinned to a dedicated socket (-L) so this never disturbs other tmux servers.
+TMUX="{shlex.quote(tmux)} -L {shlex.quote(_CLAUDE_RC_SOCKET)}"
+# Clear any stale session of this name, then start fresh.
+$TMUX kill-session -t "$SESSION" 2>/dev/null || true
+$TMUX new-session -d -s "$SESSION" -c {shlex.quote(str(rc_dir))} {cmd_line} || exit 1
+# Block while the remote-control TUI is alive; exit (-> systemd Restart) once it dies.
+while $TMUX has-session -t "$SESSION" 2>/dev/null; do
+    sleep 5
+done
+"""
+    )
+    script_path.chmod(0o755)
+    return script_path
+
+
+def _write_remote_control_unit() -> Path:
+    """Write the chronicle-remote-control systemd user unit (supervised tmux)."""
+    tmux = shutil.which("tmux") or "/usr/bin/tmux"
+    rc_dir = _claude_rc_dir()
+    script_path = _write_remote_control_supervisor()
+    uv_dir = str(Path(shutil.which("uv") or "uv").parent)
+    unit_path_env = ":".join(
+        [
+            uv_dir,
+            str(Path.home() / ".local" / "bin"),
+            "/usr/local/sbin",
+            "/usr/local/bin",
+            "/usr/sbin",
+            "/usr/bin",
+            "/sbin",
+            "/bin",
+        ]
+    )
+    _SYSTEMD_USER_DIR.mkdir(parents=True, exist_ok=True)
+    unit_path = _SYSTEMD_USER_DIR / f"{_CLAUDE_RC_UNIT}.service"
+    # Type=simple: the supervisor wrapper is the tracked main process and lives as
+    # long as the tmux session does, so Restart=always genuinely restarts the
+    # remote-control server whenever it dies (crash, network drop, claude update).
+    # StartLimitIntervalSec=0 disables the start-rate cap so it never gives up.
+    unit_path.write_text(
+        f"""[Unit]
+Description=Chronicle Claude remote-control session (control Claude Code from your phone)
+StartLimitIntervalSec=0
+
+[Service]
+Type=simple
+WorkingDirectory={rc_dir}
+Environment=PATH={unit_path_env}
+ExecStart=/bin/sh {script_path}
+ExecStop={tmux} -L {_CLAUDE_RC_SOCKET} kill-session -t {_CLAUDE_RC_SESSION}
+Restart=always
+RestartSec=10
+
+[Install]
+WantedBy=default.target
+"""
+    )
+    return unit_path
+
+
+def install_remote_control() -> bool:
+    """Install + start the remote-control session as a systemd user service."""
+    if shutil.which("claude") is None:
+        console.print(
+            "[red]❌ claude CLI not found — install Claude Code and log in first[/red]"
+        )
+        return False
+    if shutil.which("tmux") is None:
+        console.print("[red]❌ tmux not found — install tmux first[/red]")
+        return False
+    if not _systemd_user_available():
+        _print_systemd_unavailable_help()
+        return False
+    # Drop any manual tmux instance so the unit owns the session name.
+    _stop_remote_control_tmux()
+    path = _write_remote_control_unit()
+    subprocess.run(["loginctl", "enable-linger"], capture_output=True, text=True)
+    _systemctl_user("daemon-reload")
+    result = _systemctl_user("enable", "--now", _CLAUDE_RC_UNIT, capture=False)
+    if result.returncode != 0:
+        console.print(f"[red]❌ Failed to enable {_CLAUDE_RC_UNIT}[/red]")
+        return False
+    console.print(
+        f"[green]✅ Installed & started {_CLAUDE_RC_UNIT} (systemd user service)[/green]"
+    )
+    console.print(f"[dim]   Unit: {path}[/dim]")
+    console.print(
+        f"[dim]   Sessions run in {_claude_rc_dir()}; spawn them from the Claude app "
+        "(Code tab). Override dir/name with CLAUDE_RC_DIR / CLAUDE_RC_NAME.[/dim]"
+    )
+    return True
+
+
+def uninstall_remote_control() -> bool:
+    if shutil.which("systemctl") is None:
+        console.print("[dim]systemctl not found — nothing to uninstall[/dim]")
+        return False
+    _systemctl_user("disable", "--now", _CLAUDE_RC_UNIT, capture=False)
+    (_SYSTEMD_USER_DIR / f"{_CLAUDE_RC_UNIT}.service").unlink(missing_ok=True)
+    _systemctl_user("daemon-reload")
+    console.print(f"[green]✅ Removed {_CLAUDE_RC_UNIT} systemd user service[/green]")
+    return True
+
+
+def start_services(services, build=False, force_recreate=False):
     """Start specified services"""
     console.print(f"🚀 [bold]Starting {len(services)} services...[/bold]")
 
@@ -419,28 +1842,39 @@ def start_services(services, build=False):
         if service_name not in SERVICES:
             console.print(f"[red]❌ Unknown service: {service_name}[/red]")
             continue
-            
+
         if service_name == "langfuse" and not _ensure_langfuse_env():
             console.print("[yellow]⚠️  LangFuse not configured, skipping[/yellow]")
             continue
 
-        if not check_service_configured(service_name):
-            console.print(f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]")
+        if not check_service_enabled(service_name):
+            console.print(
+                f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]"
+            )
             continue
-            
+
         console.print(f"\n🔧 Starting {service_name}...")
-        if run_compose_command(service_name, 'up', build):
+        if run_compose_command(service_name, "up", build, force_recreate):
             console.print(f"[green]✅ {service_name} started[/green]")
             success_count += 1
         else:
             console.print(f"[red]❌ Failed to start {service_name}[/red]")
-    
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services started successfully[/green]")
+
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services started successfully[/green]"
+    )
+
+    # Start the node agent (WebUI control + Tailnet advertising) on any start.
+    # It advertises this node's enabled services regardless of whether the
+    # backend runs here, so service-only nodes (e.g. a GPU/RPi box) advertise too.
+    _start_service_manager()
 
     # Show access URLs if backend was started
-    if 'backend' in services and check_service_configured('backend'):
+    if "backend" in services and check_service_enabled("backend"):
         backend_env = _get_backend_env_path()
-        https_enabled = (read_env_value(backend_env, "HTTPS_ENABLED") or "").lower() == "true"
+        https_enabled = (
+            read_env_value(backend_env, "HTTPS_ENABLED") or ""
+        ).lower() == "true"
         server_ip = read_env_value(backend_env, "SERVER_IP") or ""
 
         if https_enabled and server_ip:
@@ -459,14 +1893,28 @@ def start_services(services, build=False):
         console.print(f"   API:            {api_url}")
 
     # Show LangFuse prompt management tip if langfuse was started
-    if 'langfuse' in services and check_service_configured('langfuse'):
-        langfuse_url = "http://localhost:3002/project/chronicle/prompts"
+    if "langfuse" in services and check_service_enabled("langfuse"):
+        backend_env = _get_backend_env_path()
+        langfuse_host = read_env_value(backend_env, "SERVER_IP") or "localhost"
+        langfuse_base_url = service_ui_url("langfuse", langfuse_host)
+        langfuse_url = f"{langfuse_base_url}/project/chronicle/prompts"
         console.print(f"   Prompt Mgmt:    {langfuse_url}")
 
-def stop_services(services):
-    """Stop specified services"""
+
+def stop_services(services, stop_manager=False):
+    """Stop specified services.
+
+    The service manager agent is only stopped on a full ``stop --all`` —
+    otherwise it stays up so individual services can be restarted from the UI.
+    """
     console.print(f"🛑 [bold]Stopping {len(services)} services...[/bold]")
 
+    # The node agent (advertiser + control) is decoupled from the backend — it
+    # only stops on a full ``stop --all`` so individual services can still be
+    # restarted from the UI and advertising survives a backend-only stop.
+    if stop_manager:
+        _stop_service_manager()
+
     success_count = 0
     for service_name in services:
         if service_name not in SERVICES:
@@ -474,22 +1922,30 @@ def stop_services(services):
             continue
 
         console.print(f"\n🔧 Stopping {service_name}...")
-        if run_compose_command(service_name, 'down'):
+        if run_compose_command(service_name, "down"):
             console.print(f"[green]✅ {service_name} stopped[/green]")
             success_count += 1
         else:
             console.print(f"[red]❌ Failed to stop {service_name}[/red]")
 
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services stopped successfully[/green]")
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services stopped successfully[/green]"
+    )
+
 
 def restart_services(services, recreate=False):
     """Restart specified services"""
     console.print(f"🔄 [bold]Restarting {len(services)} services...[/bold]")
 
     if recreate:
-        console.print("[dim]Using down + up to recreate containers (fixes WSL2 bind mount issues)[/dim]\n")
+        console.print(
+            "[dim]Using down + up to recreate containers (fixes WSL2 bind mount issues)[/dim]\n"
+        )
     else:
-        console.print("[dim]Quick restart (use --recreate to fix bind mount issues)[/dim]\n")
+        console.print(
+            "[dim]Recreating containers in place (picks up .env/config + mounted code; "
+            "use --recreate for a full down+up)[/dim]\n"
+        )
 
     success_count = 0
     for service_name in services:
@@ -497,149 +1953,381 @@ def restart_services(services, recreate=False):
             console.print(f"[red]❌ Unknown service: {service_name}[/red]")
             continue
 
-        if not check_service_configured(service_name):
-            console.print(f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]")
+        if not check_service_enabled(service_name):
+            console.print(
+                f"[yellow]⚠️  {service_name} not configured, skipping[/yellow]"
+            )
             continue
 
         console.print(f"\n🔧 Restarting {service_name}...")
 
         if recreate:
             # Full recreation: down + up (fixes bind mount issues)
-            if not run_compose_command(service_name, 'down'):
+            if not run_compose_command(service_name, "down"):
                 console.print(f"[red]❌ Failed to stop {service_name}[/red]")
                 continue
 
-            if run_compose_command(service_name, 'up'):
+            if run_compose_command(service_name, "up"):
                 console.print(f"[green]✅ {service_name} restarted[/green]")
                 success_count += 1
             else:
                 console.print(f"[red]❌ Failed to start {service_name}[/red]")
         else:
-            # Quick restart: docker compose restart
-            if run_compose_command(service_name, 'restart'):
+            # Recreate containers in place. NOT `compose restart`: that doesn't re-read
+            # .env/config, and podman-compose's `restart` is flaky — it silently leaves
+            # some containers (e.g. a slow-to-SIGTERM backend) untouched. `up
+            # --force-recreate` reliably recreates every container in the project and
+            # picks up env/config + volume-mounted code changes. The service-manager
+            # agent already restarts via down+up for the same reason.
+            if run_compose_command(service_name, "up", force_recreate=True):
                 console.print(f"[green]✅ {service_name} restarted[/green]")
                 success_count += 1
             else:
                 console.print(f"[red]❌ Failed to restart {service_name}[/red]")
 
-    console.print(f"\n[green]🎉 {success_count}/{len(services)} services restarted successfully[/green]")
+    console.print(
+        f"\n[green]🎉 {success_count}/{len(services)} services restarted successfully[/green]"
+    )
+
+    # Ensure the node agent (control + advertising) is running
+    _start_service_manager()
+
 
 def show_status():
     """Show status of all services"""
     console.print("📊 [bold]Service Status:[/bold]\n")
-    
+
     table = Table()
     table.add_column("Service", style="cyan")
     table.add_column("Configured", justify="center")
+    table.add_column("Running", justify="center")
     table.add_column("Description", style="dim")
     table.add_column("Ports", style="green")
-    
+
     for service_name, service_info in SERVICES.items():
-        configured = "✅" if check_service_configured(service_name) else "❌"
-        ports = ", ".join(service_info['ports'])
+        configured = "✅" if check_service_enabled(service_name) else "❌"
+        ports = ", ".join(service_info["ports"])
+
+        # Check runtime health
+        status, detail = check_service_health(service_name)
+        if status == "healthy":
+            running = "[green]✅ healthy[/green]"
+        elif status == "partial":
+            running = f"[yellow]⚠ partial[/yellow] [dim]({detail})[/dim]"
+        elif status == "unhealthy":
+            running = "[red]⚠ unhealthy[/red]"
+        else:
+            running = "[dim]— stopped[/dim]"
+
         table.add_row(
-            service_name,
-            configured, 
-            service_info['description'],
-            ports
+            service_name, configured, running, service_info["description"], ports
         )
-    
+
     console.print(table)
-    
+
+    # Node agent status (control + Tailnet advertising)
+    if _service_manager_managed():
+        state = "running" if _unit_active("chronicle-service-manager") else "stopped"
+        console.print(
+            f"[green]🛠  Service manager {state} (systemd user service, port {_SERVICE_MANAGER_PORT})[/green]"
+        )
+    elif _service_manager_running():
+        pid = int(_SERVICE_MANAGER_PID.read_text().strip())
+        console.print(
+            f"[green]🛠  Service manager running (PID {pid}, port {_SERVICE_MANAGER_PORT})[/green]"
+        )
+    else:
+        console.print("[dim]🛠  Service manager not running[/dim]")
+
+    # Stack-on-boot oneshot (Podman has no daemon to revive containers on reboot)
+    if _unit_enabled("chronicle-stack"):
+        console.print(
+            "[green]🔁 Stack auto-start on boot enabled (systemd user service)[/green]"
+        )
+
     console.print("\n💡 [dim]Use './start.sh' to start all configured services[/dim]")
 
+
 def main():
     parser = argparse.ArgumentParser(description="Chronicle Service Management")
-    subparsers = parser.add_subparsers(dest='command', help='Available commands')
-    
+    subparsers = parser.add_subparsers(dest="command", help="Available commands")
+
     # Start command
-    start_parser = subparsers.add_parser('start', help='Start services')
-    start_parser.add_argument('services', nargs='*', 
-                            help='Services to start: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    start_parser.add_argument('--all', action='store_true', help='Start all configured services')
-    start_parser.add_argument('--build', action='store_true', help='Build images before starting')
-    
+    start_parser = subparsers.add_parser("start", help="Start services")
+    start_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to start: backend, speaker-recognition, asr-services (or use --all)",
+    )
+    start_parser.add_argument(
+        "--all", action="store_true", help="Start all configured services"
+    )
+    start_parser.add_argument(
+        "--build", action="store_true", help="Build images before starting"
+    )
+    start_parser.add_argument(
+        "--force-recreate",
+        action="store_true",
+        help="Force recreate containers even if unchanged",
+    )
+    start_parser.add_argument(
+        "--use-prebuilt",
+        metavar="TAG",
+        help="Use prebuilt images from GHCR (or custom registry via CHRONICLE_REGISTRY env var)",
+    )
+
     # Stop command
-    stop_parser = subparsers.add_parser('stop', help='Stop services')
-    stop_parser.add_argument('services', nargs='*',
-                           help='Services to stop: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    stop_parser.add_argument('--all', action='store_true', help='Stop all services')
+    stop_parser = subparsers.add_parser("stop", help="Stop services")
+    stop_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to stop: backend, speaker-recognition, asr-services (or use --all)",
+    )
+    stop_parser.add_argument("--all", action="store_true", help="Stop all services")
 
     # Restart command
-    restart_parser = subparsers.add_parser('restart', help='Restart services')
-    restart_parser.add_argument('services', nargs='*',
-                               help='Services to restart: backend, speaker-recognition, asr-services, openmemory-mcp (or use --all)')
-    restart_parser.add_argument('--all', action='store_true', help='Restart all services')
-    restart_parser.add_argument('--recreate', action='store_true',
-                               help='Recreate containers (down + up) instead of quick restart - fixes WSL2 bind mount issues')
+    restart_parser = subparsers.add_parser("restart", help="Restart services")
+    restart_parser.add_argument(
+        "services",
+        nargs="*",
+        help="Services to restart: backend, speaker-recognition, asr-services (or use --all)",
+    )
+    restart_parser.add_argument(
+        "--all", action="store_true", help="Restart all services"
+    )
+    restart_parser.add_argument(
+        "--recreate",
+        action="store_true",
+        help="Recreate containers (down + up) instead of quick restart - fixes WSL2 bind mount issues",
+    )
 
     # Status command
-    subparsers.add_parser('status', help='Show service status')
-    
+    subparsers.add_parser("status", help="Show service status")
+
+    # Update command — move the git checkout and restart services from it
+    update_parser = subparsers.add_parser(
+        "update", help="Update this node's code and restart its services"
+    )
+    update_parser.add_argument(
+        "--check",
+        action="store_true",
+        help="Only check whether an update is available",
+    )
+    update_parser.add_argument(
+        "--tag",
+        metavar="REF",
+        help="Update to a specific tag/ref (default: upstream branch, else latest release tag)",
+    )
+    update_parser.add_argument(
+        "--prebuilt",
+        metavar="TAG",
+        help="Use prebuilt images at TAG instead of building locally",
+    )
+    update_parser.add_argument(
+        "--no-restart",
+        action="store_true",
+        help="Move the checkout only; don't restart services",
+    )
+
+    # Service manager agent command
+    manager_parser = subparsers.add_parser(
+        "manager", help="Manage the service manager agent (WebUI start/stop control)"
+    )
+    manager_parser.add_argument(
+        "manager_action",
+        choices=["start", "stop", "restart", "run", "install", "uninstall"],
+        help="Agent action ('run' = foreground, for systemd; 'install'/'uninstall' = systemd user service)",
+    )
+
+    # Client-node components: native user units (tray, ScreenPipe collector).
+    # A "client node" only captures/streams data — no compose services, no GPU.
+    client_parser = subparsers.add_parser(
+        "client",
+        help="Manage client-node components (desktop tray, ScreenPipe collector)",
+    )
+    client_parser.add_argument(
+        "client_action", choices=["install", "uninstall", "status"]
+    )
+    client_parser.add_argument(
+        "components",
+        nargs="*",
+        help=f"Components ({', '.join(clients.CLIENT_COMPONENTS)}); default: tray",
+    )
+    client_parser.add_argument(
+        "--pendant",
+        action="store_true",
+        help="Tray: include BLE wearable (pendant) streaming support",
+    )
+    client_parser.add_argument(
+        "--no-agent",
+        action="store_true",
+        help="Skip installing the node agent (no WebUI control / remote updates)",
+    )
+
+    # Claude remote-control session command
+    rc_parser = subparsers.add_parser(
+        "remote-control",
+        help="Manage the Claude remote-control session (control Claude Code from your phone)",
+    )
+    rc_parser.add_argument(
+        "remote_control_action",
+        choices=["start", "stop", "restart", "status", "install", "uninstall"],
+        help="Action ('install'/'uninstall' = systemd user service for boot persistence)",
+    )
+
     args = parser.parse_args()
-    
+
     if not args.command:
         show_status()
         return
-    
-    if args.command == 'status':
+
+    if args.command == "status":
         show_status()
-        
-    elif args.command == 'start':
+
+    elif args.command == "start":
         if args.all:
             services = [
-                s for s in SERVICES.keys()
-                if check_service_configured(s)
+                s
+                for s in SERVICES.keys()
+                if check_service_enabled(s)
                 or (s == "langfuse" and _langfuse_enabled_in_backend())
             ]
         elif args.services:
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
-            
-        start_services(services, args.build)
-        
-    elif args.command == 'stop':
+
+        if args.use_prebuilt:
+            if os.environ.get("CHRONICLE_REGISTRY"):
+                registry = os.environ["CHRONICLE_REGISTRY"]
+            elif os.environ.get("DOCKERHUB_USERNAME"):
+                registry = f"{os.environ['DOCKERHUB_USERNAME']}/"
+            else:
+                registry = "ghcr.io/simpleopensoftware/"
+            os.environ["CHRONICLE_REGISTRY"] = registry
+            os.environ["CHRONICLE_TAG"] = args.use_prebuilt
+            console.print(
+                f"[cyan]ℹ️  Using prebuilt images: {registry}*:{args.use_prebuilt}[/cyan]"
+            )
+            build_flag = False
+        else:
+            build_flag = args.build
+
+        start_services(services, build_flag, args.force_recreate)
+
+    elif args.command == "stop":
         if args.all:
             # Only stop configured services (like start --all does)
-            services = [s for s in SERVICES.keys() if check_service_configured(s)]
+            services = [s for s in SERVICES.keys() if check_service_enabled(s)]
         elif args.services:
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
 
-        stop_services(services)
+        stop_services(services, stop_manager=args.all)
 
-    elif args.command == 'restart':
+    elif args.command == "restart":
         if args.all:
-            services = [s for s in SERVICES.keys() if check_service_configured(s)]
+            services = [s for s in SERVICES.keys() if check_service_enabled(s)]
         elif args.services:
             # Validate service names
             invalid_services = [s for s in args.services if s not in SERVICES]
             if invalid_services:
-                console.print(f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]")
+                console.print(
+                    f"[red]❌ Invalid service names: {', '.join(invalid_services)}[/red]"
+                )
                 console.print(f"Available services: {', '.join(SERVICES.keys())}")
                 return
             services = args.services
         else:
-            console.print("[red]❌ No services specified. Use --all or specify service names.[/red]")
+            console.print(
+                "[red]❌ No services specified. Use --all or specify service names.[/red]"
+            )
             return
 
         restart_services(services, recreate=args.recreate)
 
+    elif args.command == "update":
+        import updates  # lazy: updates.py imports this module
+
+        if args.check:
+            info = updates.check_update(target=args.tag)
+            cur, tgt = info["current"], info.get("target")
+            where = f" (branch {cur['branch']})" if cur["branch"] else " (detached)"
+            console.print(f"Current: {cur['describe']}{where}")
+            if info.get("error"):
+                console.print(f"[red]❌ {info['error']}[/red]")
+                sys.exit(1)
+            elif info["update_available"]:
+                console.print(
+                    f"[yellow]⬆️  Update available → {tgt['ref']} ({tgt['commit']})[/yellow]"
+                )
+            else:
+                console.print("[green]✅ Up to date[/green]")
+        else:
+            ok = updates.perform_update(
+                target=args.tag,
+                prebuilt=args.prebuilt,
+                restart_services=not args.no_restart,
+            )
+            sys.exit(0 if ok else 1)
+
+    elif args.command == "manager":
+        if args.manager_action == "start":
+            _start_service_manager()
+        elif args.manager_action == "stop":
+            _stop_service_manager()
+        elif args.manager_action == "restart":
+            _stop_service_manager()
+            _start_service_manager()
+        elif args.manager_action == "run":
+            _service_manager_exec()
+        elif args.manager_action == "install":
+            # Installs the node agent AND the stack-on-boot oneshot.
+            install_systemd_agents()
+        elif args.manager_action == "uninstall":
+            uninstall_systemd_agents()
+
+    elif args.command == "client":
+        handle_client_command(args)
+
+    elif args.command == "remote-control":
+        if args.remote_control_action == "start":
+            start_remote_control()
+        elif args.remote_control_action == "stop":
+            stop_remote_control()
+        elif args.remote_control_action == "restart":
+            stop_remote_control()
+            start_remote_control()
+        elif args.remote_control_action == "status":
+            console.print(remote_control_status())
+        elif args.remote_control_action == "install":
+            install_remote_control()
+        elif args.remote_control_action == "uninstall":
+            uninstall_remote_control()
+
+
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/setup-requirements.txt b/setup-requirements.txt
index 9d1ab4a6..8f9fd8fe 100644
--- a/setup-requirements.txt
+++ b/setup-requirements.txt
@@ -4,4 +4,5 @@ python-dotenv>=1.0.0
 requests>=2.31.0
 pyyaml>=6.0.0
 ruamel-yaml>=0.18.0
-omegaconf>=2.3.0
\ No newline at end of file
+omegaconf>=2.3.0
+minidisc-python>=0.1.0
diff --git a/setup_utils.py b/setup_utils.py
index 8a906c7b..c3bde887 100644
--- a/setup_utils.py
+++ b/setup_utils.py
@@ -7,9 +7,12 @@
 
 import getpass
 import json
+import os
 import re
 import secrets
+import shutil
 import subprocess
+import sys
 from pathlib import Path
 from typing import List, Optional, Tuple
 
@@ -40,6 +43,48 @@ def read_env_value(env_file_path: str, key: str) -> Optional[str]:
     return value if value else None
 
 
+def resolve_ingest_config(
+    search_paths: list,
+    host: str = "host.docker.internal",
+    default_port: str = "8000",
+) -> Tuple[Optional[str], Optional[str]]:
+    """Resolve the cross-service System-Errors ingest URL + token for a sidecar.
+
+    Sidecar services (ASR, speaker-recognition) push their ERROR/CRITICAL logs to the
+    backend's ``POST /api/admin/system-events/ingest`` so failures surface on the admin
+    "System Errors" page instead of being buried in container logs. This sources the
+    backend address + auth token the same way other shared secrets are sourced: from
+    the backend .env (canonical hub on a main machine) or the repo-root .env (per-node
+    store), in the given order.
+
+    The token prefers a dedicated ``SYSTEM_EVENT_INGEST_TOKEN`` and falls back to
+    ``SERVICE_MANAGER_TOKEN`` (which the backend accepts as the ingest fallback).
+
+    Returns ``(ingest_url, ingest_token)``. Both are ``None`` when no backend config is
+    found locally (e.g. a remote service node with no backend .env) — the reporter is
+    opt-in and stays a no-op until both are set, so callers should only write non-None
+    values and leave the keys untouched otherwise.
+
+    Args:
+        search_paths: .env paths to search, in priority order.
+        host: Hostname the sidecar uses to reach the backend (default reaches the
+            host gateway from inside a container).
+        default_port: Backend HTTP port to use when ``BACKEND_PUBLIC_PORT`` is absent.
+
+    Example:
+        >>> url, token = resolve_ingest_config(["../../backends/advanced/.env", "../../.env"])
+    """
+    for path in search_paths:
+        token = read_env_value(path, "SYSTEM_EVENT_INGEST_TOKEN") or read_env_value(
+            path, "SERVICE_MANAGER_TOKEN"
+        )
+        if token:
+            port = read_env_value(path, "BACKEND_PUBLIC_PORT") or default_port
+            url = f"http://{host}:{port}/api/admin/system-events/ingest"
+            return url, token
+    return None, None
+
+
 def is_placeholder(value: str, *placeholder_variants: str) -> bool:
     """
     Check if a value is a placeholder.
@@ -63,10 +108,10 @@ def is_placeholder(value: str, *placeholder_variants: str) -> bool:
         return True
 
     # Normalize by replacing hyphens with underscores
-    normalized_value = value.replace('-', '_').lower()
+    normalized_value = value.replace("-", "_").lower()
 
     for placeholder in placeholder_variants:
-        normalized_placeholder = placeholder.replace('-', '_').lower()
+        normalized_placeholder = placeholder.replace("-", "_").lower()
         if normalized_value == normalized_placeholder:
             return True
 
@@ -126,9 +171,7 @@ def prompt_value(prompt_text: str, default: str = "") -> str:
 
 
 def prompt_password(
-    prompt_text: str,
-    min_length: int = 8,
-    allow_generated: bool = False
+    prompt_text: str, min_length: int = 8, allow_generated: bool = False
 ) -> str:
     """
     Prompt user for a password (hidden input).
@@ -171,7 +214,7 @@ def prompt_with_existing_masked(
     is_password: bool = False,
     default: str = "",
     env_file_path: Optional[str] = None,
-    env_key: Optional[str] = None
+    env_key: Optional[str] = None,
 ) -> str:
     """
     Prompt for a value, showing masked existing value if present.
@@ -228,15 +271,21 @@ def prompt_with_existing_masked(
         existing_value = read_env_value(env_file_path, env_key)
 
     # Check if we have a valid existing value (not a placeholder)
-    has_valid_existing = existing_value and not is_placeholder(existing_value, *placeholders)
+    has_valid_existing = existing_value and not is_placeholder(
+        existing_value, *placeholders
+    )
 
     if has_valid_existing:
         # Show masked value with option to reuse
         if is_password:
             masked = mask_value(existing_value)
-            display_prompt = f"{prompt_text} ({masked}) [press Enter to reuse, or enter new]"
+            display_prompt = (
+                f"{prompt_text} ({masked}) [press Enter to reuse, or enter new]"
+            )
         else:
-            display_prompt = f"{prompt_text} ({existing_value}) [press Enter to reuse, or enter new]"
+            display_prompt = (
+                f"{prompt_text} ({existing_value}) [press Enter to reuse, or enter new]"
+            )
 
         if is_password:
             user_input = prompt_password(display_prompt, min_length=0)
@@ -255,11 +304,12 @@ def prompt_with_existing_masked(
 
 # Convenience functions for common patterns
 
+
 def prompt_api_key(
     service_name: str,
     env_file_path: str = ".env",
     env_key: Optional[str] = None,
-    placeholders: Optional[List[str]] = None
+    placeholders: Optional[List[str]] = None,
 ) -> str:
     """
     Convenience function for prompting API keys.
@@ -278,9 +328,9 @@ def prompt_api_key(
     """
     env_key = env_key or f"{service_name.upper().replace(' ', '_')}_API_KEY"
     placeholders = placeholders or [
-        'your-api-key-here',
-        'your_api_key_here',
-        f'your-{service_name.lower()}-key-here'
+        "your-api-key-here",
+        "your_api_key_here",
+        f"your-{service_name.lower()}-key-here",
     ]
 
     return prompt_with_existing_masked(
@@ -288,7 +338,7 @@ def prompt_api_key(
         env_file_path=env_file_path,
         env_key=env_key,
         placeholders=placeholders,
-        is_password=True
+        is_password=True,
     )
 
 
@@ -296,7 +346,7 @@ def prompt_token(
     service_name: str,
     env_file_path: str = ".env",
     env_key: Optional[str] = None,
-    placeholders: Optional[List[str]] = None
+    placeholders: Optional[List[str]] = None,
 ) -> str:
     """
     Convenience function for prompting authentication tokens.
@@ -315,9 +365,9 @@ def prompt_token(
     """
     env_key = env_key or f"{service_name.upper().replace(' ', '_')}_TOKEN"
     placeholders = placeholders or [
-        'your-token-here',
-        'your_token_here',
-        f'your-{service_name.lower()}-token-here'
+        "your-token-here",
+        "your_token_here",
+        f"your-{service_name.lower()}-token-here",
     ]
 
     return prompt_with_existing_masked(
@@ -325,7 +375,7 @@ def prompt_token(
         env_file_path=env_file_path,
         env_key=env_key,
         placeholders=placeholders,
-        is_password=True
+        is_password=True,
     )
 
 
@@ -344,10 +394,7 @@ def detect_tailscale_info() -> Tuple[Optional[str], Optional[str]]:
     # Get MagicDNS name from tailscale status --json
     try:
         result = subprocess.run(
-            ["tailscale", "status", "--json"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["tailscale", "status", "--json"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
             status = json.loads(result.stdout)
@@ -361,10 +408,7 @@ def detect_tailscale_info() -> Tuple[Optional[str], Optional[str]]:
     # Get IPv4 address as fallback
     try:
         result = subprocess.run(
-            ["tailscale", "ip", "-4"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["tailscale", "ip", "-4"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
             ip = result.stdout.strip()
@@ -374,6 +418,214 @@ def detect_tailscale_info() -> Tuple[Optional[str], Optional[str]]:
     return dns_name, ip
 
 
+def generate_tailscale_certs(certs_dir: str) -> bool:
+    """
+    Generate trusted TLS certificates via Tailscale.
+
+    Uses `tailscale cert` to obtain certs signed by the Tailscale CA, which are
+    automatically trusted on devices in the same tailnet. Tries without sudo first
+    (works when the Tailscale operator is set to the current user via
+    `tailscale set --operator=$USER`); falls back to `sudo` otherwise.
+
+    Args:
+        certs_dir: Directory to write server.crt and server.key into.
+
+    Returns:
+        True if certificates were generated successfully, False otherwise.
+    """
+    dns_name, _ = detect_tailscale_info()
+    if not dns_name:
+        return False
+
+    certs_path = Path(certs_dir)
+    certs_path.mkdir(parents=True, exist_ok=True)
+
+    cert_file = certs_path / "server.crt"
+    key_file = certs_path / "server.key"
+
+    cert_cmd = [
+        "tailscale",
+        "cert",
+        "--cert-file",
+        str(cert_file),
+        "--key-file",
+        str(key_file),
+        dns_name,
+    ]
+
+    try:
+        # Try without sudo first (operator configured). Fall back to non-interactive
+        # sudo (-n avoids hanging on a password prompt in unattended contexts).
+        result = subprocess.run(cert_cmd, capture_output=True, text=True, timeout=30)
+        used_sudo = False
+        if result.returncode != 0:
+            result = subprocess.run(
+                ["sudo", "-n", *cert_cmd], capture_output=True, text=True, timeout=30
+            )
+            used_sudo = True
+        if result.returncode != 0:
+            return False
+
+        if used_sudo:
+            # sudo wrote the files as root; fix ownership so Docker (and our user) can read them
+            uid = os.getuid()
+            gid = os.getgid()
+            subprocess.run(
+                ["sudo", "-n", "chown", f"{uid}:{gid}", str(cert_file), str(key_file)],
+                capture_output=True,
+                timeout=10,
+            )
+        return True
+    except (subprocess.SubprocessError, FileNotFoundError, OSError):
+        return False
+
+
+def cert_needs_renewal(certs_dir: str, within_days: int = 21) -> bool:
+    """
+    Check whether the TLS cert in certs_dir is missing or expiring soon.
+
+    Cheap, local-only check (no network): inspects the cert file's expiry via
+    `openssl x509 -checkend`, which exits 0 if the cert is valid beyond the window
+    and non-zero if it expires within it (or is already expired).
+
+    Args:
+        certs_dir: Directory containing server.crt.
+        within_days: Treat the cert as needing renewal if it expires within this many days.
+
+    Returns:
+        True if the cert is missing or expires within `within_days`, False otherwise.
+    """
+    cert_file = Path(certs_dir) / "server.crt"
+    if not cert_file.exists():
+        return True
+
+    try:
+        result = subprocess.run(
+            [
+                "openssl",
+                "x509",
+                "-checkend",
+                str(within_days * 86400),
+                "-noout",
+                "-in",
+                str(cert_file),
+            ],
+            capture_output=True,
+            timeout=10,
+        )
+        return result.returncode != 0
+    except (subprocess.SubprocessError, FileNotFoundError, OSError):
+        # If expiry can't be determined, err toward renewing.
+        return True
+
+
+def ensure_tailscale_cert(certs_dir: str, within_days: int = 21) -> Optional[bool]:
+    """
+    Renew the Tailscale TLS cert only if it is missing or near expiry.
+
+    No-op in the common case: just checks the local cert file's expiry and returns
+    without contacting Tailscale unless renewal is actually due. This keeps the
+    expensive `tailscale cert` call (and Let's Encrypt issuance) to roughly once
+    per certificate lifetime regardless of how often it is invoked.
+
+    Args:
+        certs_dir: Directory containing/receiving server.crt and server.key.
+        within_days: Renew if the cert expires within this many days.
+
+    Returns:
+        None if no renewal was needed, True if renewed successfully,
+        False if renewal was needed but failed.
+    """
+    if not cert_needs_renewal(certs_dir, within_days):
+        return None
+    return generate_tailscale_certs(certs_dir)
+
+
+def tailscale_socket_path() -> Optional[str]:
+    """
+    Return the path to the local tailscaled Unix socket if present, else None.
+
+    Used to decide whether Caddy can manage the Tailscale TLS cert itself (socket
+    mounted into the container) or whether we must fall back to a host-issued cert
+    file (e.g. Docker Desktop on macOS, where the socket isn't reachable from the VM).
+    """
+    for path in (
+        "/var/run/tailscale/tailscaled.sock",
+        "/run/tailscale/tailscaled.sock",
+    ):
+        if Path(path).exists():
+            return path
+    return None
+
+
+def tailscaled_enabled_at_boot() -> Optional[bool]:
+    """
+    Whether the tailscaled systemd unit is enabled to start on boot.
+
+    Returns:
+        True  — `systemctl is-enabled tailscaled` reports enabled (it'll come back
+                after a reboot).
+        False — the unit exists but is disabled/static (started manually only;
+                won't survive a reboot — the classic "Tailscale gone after reboot").
+        None  — can't tell: not Linux, no systemd/systemctl, or no tailscaled unit
+                (e.g. Tailscale.app on macOS, or a non-systemd init). Nothing to offer.
+    """
+    if sys.platform != "linux" or shutil.which("systemctl") is None:
+        return None
+    try:
+        result = subprocess.run(
+            ["systemctl", "is-enabled", "tailscaled"],
+            capture_output=True,
+            text=True,
+            timeout=5,
+        )
+    except (subprocess.SubprocessError, OSError):
+        return None
+    state = result.stdout.strip()
+    if state == "enabled":
+        return True
+    # "disabled" / "static" → won't auto-start. Unknown unit → systemctl prints
+    # nothing to stdout (message goes to stderr, rc=1) → treat as "can't tell".
+    if state in ("disabled", "static"):
+        return False
+    return None
+
+
+def enable_tailscaled_at_boot() -> bool:
+    """
+    Enable (and start) the tailscaled unit so it survives reboots.
+
+    Runs `sudo systemctl enable --now tailscaled`. Returns True on success. Uses sudo
+    because enabling a system unit needs root; the user may be prompted for a password.
+    """
+    try:
+        return (
+            subprocess.run(
+                ["sudo", "systemctl", "enable", "--now", "tailscaled"]
+            ).returncode
+            == 0
+        )
+    except OSError:
+        return False
+
+
+def decide_cert_mode(server_address: str) -> str:
+    """
+    Decide how the HTTPS certificate is managed for the given server address.
+
+    Returns:
+        "static" — host issues the cert file and Caddy serves it. Only for a Tailscale
+            (*.ts.net) address when no tailscaled socket is available to mount into
+            Caddy (e.g. Docker Desktop on macOS). Renewed by the services.py startup hook.
+        "caddy"  — Caddy obtains and auto-renews the cert itself: *.ts.net via the
+            mounted tailscaled socket, a real domain via Let's Encrypt, and an IP or
+            localhost via Caddy's internal CA. No host cert file, no renewal cron.
+    """
+    if server_address.endswith(".ts.net") and not tailscale_socket_path():
+        return "static"
+    return "caddy"
+
+
 def detect_cuda_version(default: str = "cu126") -> str:
     """
     Detect system CUDA version from nvidia-smi output.
@@ -384,25 +636,20 @@ def detect_cuda_version(default: str = "cu126") -> str:
         default: Default CUDA version if detection fails (default: "cu126")
 
     Returns:
-        PyTorch CUDA version string: "cu121", "cu126", or "cu128"
+        PyTorch CUDA version string: "cu126" or "cu128"
     """
     try:
         result = subprocess.run(
-            ["nvidia-smi"],
-            capture_output=True,
-            text=True,
-            timeout=5
+            ["nvidia-smi"], capture_output=True, text=True, timeout=5
         )
         if result.returncode == 0:
-            match = re.search(r'CUDA Version:\s*(\d+)\.(\d+)', result.stdout)
+            match = re.search(r"CUDA Version:\s*(\d+)\.(\d+)", result.stdout)
             if match:
                 major, minor = int(match.group(1)), int(match.group(2))
                 if (major, minor) >= (12, 8):
                     return "cu128"
-                elif (major, minor) >= (12, 6):
-                    return "cu126"
-                elif (major, minor) >= (12, 1):
-                    return "cu121"
+                # cu126 is the lowest supported build (torch>=2.7 dropped cu121)
+                return "cu126"
     except (subprocess.SubprocessError, FileNotFoundError):
         pass
     return default
diff --git a/skaffold.env.template b/skaffold.env.template
index 1e4c54a3..e566b242 100644
--- a/skaffold.env.template
+++ b/skaffold.env.template
@@ -12,7 +12,7 @@ REGISTRY=192.168.1.42:32000
 # =============================================================================
 # KUBERNETES NAMESPACE CONFIGURATION
 # =============================================================================
-# Namespace for infrastructure services (MongoDB, Qdrant)
+# Namespace for infrastructure services (MongoDB, FalkorDB, Redis)
 INFRASTRUCTURE_NAMESPACE=root
 # Namespace for application services (Backend, WebUI)
 APPLICATION_NAMESPACE=friend-lite
diff --git a/skaffold.yaml b/skaffold.yaml
index 718e61a3..2740fd8e 100644
--- a/skaffold.yaml
+++ b/skaffold.yaml
@@ -99,13 +99,6 @@ profiles:
               persistence.size: "10Gi"
               persistence.storageClass: "openebs-hostpath"
               service.nameOverride: "mongodb"
-              
-          - name: qdrant
-            chartPath: backends/charts/qdrant
-            namespace: "{{.INFRASTRUCTURE_NAMESPACE}}"
-            setValueTemplates:
-              persistence.size: "10Gi"
-              persistence.storageClass: "openebs-hostpath"
 
           - name: redis
             remoteChart: oci://registry-1.docker.io/bitnamicharts/redis
@@ -150,7 +143,6 @@ profiles:
               image.tag: "{{.IMAGE_TAG_advanced_backend}}"
               # Override specific Kubernetes-specific values (not in env file)
               env.MONGODB_URI: "mongodb://mongodb.{{.INFRASTRUCTURE_NAMESPACE}}.svc.cluster.local:27017/chronicle"
-              env.QDRANT_BASE_URL: "qdrant.{{.INFRASTRUCTURE_NAMESPACE}}.svc.cluster.local"
               env.REDIS_URL: "redis://redis-master.{{.INFRASTRUCTURE_NAMESPACE}}.svc.cluster.local:6379/0"
               persistence.storageClass: "openebs-hostpath"
               persistence.size: "10Gi"
@@ -187,7 +179,7 @@ profiles:
         - image: chronicle-backend-test
           context: backends/advanced
           docker:
-            dockerfile: Dockerfile          
+            dockerfile: Dockerfile
         - image: webui-test
           context: backends/advanced/webui
           docker:
@@ -195,9 +187,9 @@ profiles:
 
     deploy:
       docker:
-        images: [chronicle-backend-test, webui-test, mongo-test, qdrant-test, redis-test]
-          
-   
+        images: [chronicle-backend-test, webui-test, mongo-test, redis-test]
+
+
 
   - name: speaker-recognition-gtx1070
     build:
@@ -229,5 +221,3 @@ profiles:
               global.sharedModels.useHostPath: "true"
               global.sharedModels.size: "20Gi"
               global.sharedModels.hostPath: "/shared/models"
-
-
diff --git a/skills/screenshots/SKILL.md b/skills/screenshots/SKILL.md
new file mode 100644
index 00000000..5d93b1e2
--- /dev/null
+++ b/skills/screenshots/SKILL.md
@@ -0,0 +1,77 @@
+---
+name: screenshots
+description: Captures consistent screenshots of every Chronicle web or Expo screen with Playwright, including authenticated routes and dynamic pages. Use when documenting UI, reviewing visual regressions, or asked to screenshot all pages.
+---
+
+# Screenshot skill
+
+Capture screenshots from a running app; do not add Playwright or other browser tooling to a project dependency file for a one-off capture. Use the repository rule:
+
+```bash
+uv run --with playwright python - <<'PY'
+from playwright.sync_api import sync_playwright
+print("browser automation runs ephemerally")
+PY
+```
+
+## Playwright with uv
+
+Use `uv run --with playwright` for Python browser automation. If Chromium is not already available, install it ephemerally with `uvx --from playwright playwright install chromium`; do not add Playwright to `package.json` or a Python project environment. Use the exact dashboard host allowed by Chronicle CORS—normally `http://localhost:5173`, not `127.0.0.1`.
+
+Use a 1440×1000 viewport, a fixed device scale factor, `full_page=True`, and wait for `networkidle` plus any page-specific loading indicator. Save images to `artifacts/screenshots/` unless the task requests a committed asset. For a LAN deployment with a self-signed development certificate, pass `--ignore-https-errors`; never use it for an untrusted public host.
+
+## Chronicle authentication
+
+The web dashboard is protected by a JWT. Prefer UI login when testing authentication. For screenshot-only work, an API login is faster:
+
+1. Read `ADMIN_EMAIL` and `ADMIN_PASSWORD` from `backends/advanced/.env` or the process environment without printing them.
+2. `POST {backend}/auth/jwt/login` as form fields `username` and `password`.
+3. Before navigating to a protected route, inject the returned `access_token` into local storage. The key is `{base-path-or-root}_token` (`root_token` for the normal `/` base path).
+4. Load the route and verify it did not redirect to `/login`. The app verifies the token through `GET /users/me`.
+
+Never put a token, password, or authenticated screenshot with personal data in a commit.
+
+## Dashboard workflow
+
+1. Start the dashboard and backend using the repository’s normal commands. Confirm the actual URL and port.
+2. Read `backends/advanced/webui/src/App.tsx` and build the route inventory from its `<Route>` entries. At present the inventory includes `/login`, `/`, `/live-record`, `/chat`, `/conversations`, `/conversations/:id`, `/memory-ledger`, `/users`, `/system`, `/system-errors`, `/settings`, `/upload`, `/queue`, `/plugins`, `/finetuning`, `/network`, `/data-audit`, `/speaker-enrollment`, and `/wakeword-lab`.
+3. Use a real conversation ID for `/conversations/:id`; discover one through the UI or an authenticated API request. Never invent an ID and call that page complete.
+4. Capture `/login` unauthenticated. Log in through the UI, then capture every protected route with the same viewport, theme, and browser state.
+5. Wait for the page heading/content and loading indicators to settle. Use `full_page=True`, and save predictable names such as `01-login.png`, `02-conversations.png`, and `03-conversation-detail-<id>.png`.
+6. Record failures separately. A redirect to login, error boundary, blank page, missing fixture, or unresolved loading state is a failed capture—not a screenshot of the requested page.
+
+Use the generic framework for any set of public or authenticated routes:
+
+```bash
+uv run --with playwright python skills/screenshots/scripts/capture_dashboard.py \
+  --base-url http://localhost:5173 \
+  --authenticate \
+  --route speaker-enrollment=/speaker-enrollment \
+  --route system=/system
+```
+
+For public pages, omit `--authenticate`. Use `--backend-url`, `--env-file`, and `--output-dir` when the deployment differs. It rejects login redirects and blank pages rather than saving misleading screenshots.
+
+For a same-origin HTTPS proxy such as Chronicle's LAN deployment, point both URLs at the proxy and allow its development certificate:
+
+```bash
+uv run --with playwright python skills/screenshots/scripts/capture_dashboard.py \
+  --base-url https://192.168.0.110 \
+  --backend-url https://192.168.0.110 \
+  --ignore-https-errors \
+  --authenticate \
+  --route conversation=/conversations/<conversation-id>
+```
+
+## Expo screens
+
+The file-based screens are `app/app/index.tsx`, `app/app/diagnostics.tsx`, and `app/app/settings.tsx`. Capture them with Expo’s supported target (`npm run web`, simulator, or device); Playwright can drive the web target, but native-only Bluetooth, audio, share, and permission states must be supplied with fixtures or captured manually on a simulator/device. Include both light and dark themes when visual coverage is the goal.
+
+## Review checklist
+
+- Every route in `App.tsx` and every Expo screen has a result.
+- Dynamic routes use valid fixture data.
+- Authenticated and unauthenticated states are intentional.
+- Screenshots use the same viewport, scale, and theme.
+- No secrets, tokens, or personal data appear in committed images.
+- Output artifacts are stored outside source directories and are ignored unless explicitly requested for commit.
diff --git a/skills/screenshots/scripts/capture_dashboard.py b/skills/screenshots/scripts/capture_dashboard.py
new file mode 100644
index 00000000..af4ca4b7
--- /dev/null
+++ b/skills/screenshots/scripts/capture_dashboard.py
@@ -0,0 +1,111 @@
+"""Capture arbitrary Chronicle dashboard routes with optional API authentication."""
+
+from __future__ import annotations
+
+import argparse
+import os
+import re
+from pathlib import Path
+from urllib.parse import urlsplit
+
+from playwright.sync_api import TimeoutError as PlaywrightTimeoutError
+from playwright.sync_api import sync_playwright
+
+
+def env_values(path: Path) -> dict[str, str]:
+    values: dict[str, str] = {}
+    if not path.exists():
+        return values
+    for line in path.read_text().splitlines():
+        match = re.match(r"^([A-Za-z_][A-Za-z0-9_]*)=(.*)$", line.strip())
+        if match:
+            values[match.group(1)] = match.group(2).strip().strip("'\"")
+    return values
+
+
+def parse_route(value: str) -> tuple[str, str]:
+    try:
+        name, route = value.split("=", 1)
+    except ValueError as error:
+        raise argparse.ArgumentTypeError("routes must be NAME=/path") from error
+    if not name or not route.startswith("/"):
+        raise argparse.ArgumentTypeError("routes must be NAME=/path")
+    return name, route
+
+
+def default_backend_url(base_url: str) -> str:
+    parsed = urlsplit(base_url)
+    return f"{parsed.scheme}://{parsed.hostname}:8000"
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--base-url", default="http://localhost:5173")
+    parser.add_argument("--backend-url")
+    parser.add_argument("--env-file", default="backends/advanced/.env")
+    parser.add_argument("--authenticate", action="store_true")
+    parser.add_argument(
+        "--ignore-https-errors",
+        action="store_true",
+        help="Accept a self-signed development certificate for the browser and login request",
+    )
+    parser.add_argument("--output-dir", default="artifacts/screenshots")
+    parser.add_argument("--route", type=parse_route, action="append", required=True)
+    args = parser.parse_args()
+
+    base_url = args.base_url.rstrip("/")
+    output_dir = Path(args.output_dir)
+    output_dir.mkdir(parents=True, exist_ok=True)
+
+    with sync_playwright() as playwright:
+        browser = playwright.chromium.launch()
+        page = browser.new_page(
+            viewport={"width": 1440, "height": 1000},
+            device_scale_factor=1,
+            ignore_https_errors=args.ignore_https_errors,
+        )
+
+        if args.authenticate:
+            env = env_values(Path(args.env_file))
+            email = os.getenv("ADMIN_EMAIL", env.get("ADMIN_EMAIL"))
+            password = os.getenv("ADMIN_PASSWORD", env.get("ADMIN_PASSWORD"))
+            if not email or not password:
+                raise RuntimeError("ADMIN_EMAIL and ADMIN_PASSWORD are required")
+            request = playwright.request.new_context(
+                base_url=args.backend_url or default_backend_url(base_url),
+                ignore_https_errors=args.ignore_https_errors,
+            )
+            response = request.post(
+                "/auth/jwt/login", form={"username": email, "password": password}
+            )
+            if not response.ok:
+                raise RuntimeError(f"login failed with HTTP {response.status}")
+            token = response.json()["access_token"]
+            base_path = urlsplit(base_url).path.strip("/") or "root"
+            page.add_init_script(
+                f"localStorage.setItem({base_path!r} + '_token', {token!r})"
+            )
+            request.dispose()
+
+        for name, route in args.route:
+            page.goto(f"{base_url}{route}", wait_until="domcontentloaded")
+            try:
+                page.wait_for_load_state("networkidle", timeout=10_000)
+            except PlaywrightTimeoutError:
+                # Dashboards with persistent SSE/HMR connections may never become idle.
+                pass
+            page.wait_for_timeout(1_000)
+            body = " ".join(page.locator("body").inner_text().split())
+            if "/login" in page.url and route != "/login":
+                raise RuntimeError(f"{route} redirected to login")
+            if not body:
+                raise RuntimeError(f"{route} rendered a blank page")
+            path = output_dir / f"{name}.png"
+            page.screenshot(path=str(path), full_page=True)
+            print(f"saved {path} ({page.url})")
+
+        browser.close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/start.sh b/start.sh
index b01ef87a..6f064929 100755
--- a/start.sh
+++ b/start.sh
@@ -1 +1,13 @@
-uv run --with-requirements setup-requirements.txt python services.py start --all "$@"
+#!/bin/bash
+source "$(dirname "$0")/scripts/check_uv.sh"
+
+# If the first argument is a known subcommand, pass it directly to services.py
+# instead of prepending "start --all". This lets "./start.sh status" work correctly.
+case "${1:-}" in
+    status|stop|restart)
+        uv run --with-requirements setup-requirements.txt python services.py "$@"
+        ;;
+    *)
+        uv run --with-requirements setup-requirements.txt python services.py start --all "$@"
+        ;;
+esac
diff --git a/status.py b/status.py
index 90322cbc..e72c8cc2 100644
--- a/status.py
+++ b/status.py
@@ -5,31 +5,24 @@
 """
 
 import argparse
-import subprocess
-import sys
 import json
-import requests
+import subprocess
 from pathlib import Path
-from typing import Dict, List, Any, Optional
+from typing import Any, Dict, List, Optional
 
-from rich import print as rprint
+import requests
 from rich.console import Console
 from rich.table import Table
-from rich.panel import Panel
-from rich.live import Live
-from rich.layout import Layout
-from dotenv import dotenv_values
 
 # Import service definitions from services.py
-from services import SERVICES, check_service_configured
+from services import SERVICES, check_service_enabled, compose_ps_json, container_engine
 
 console = Console()
 
 # Health check endpoints
 HEALTH_ENDPOINTS = {
-    'backend': 'http://localhost:8000/health',
-    'speaker-recognition': 'http://localhost:8085/health',
-    'openmemory-mcp': 'http://localhost:8765/docs',  # No health endpoint, check docs
+    "backend": "http://localhost:8000/health",
+    "speaker-recognition": "http://localhost:8085/health",
 }
 
 
@@ -39,17 +32,18 @@ def get_restart_counts(container_names: List[str]) -> Dict[str, int]:
         return {}
     try:
         result = subprocess.run(
-            ['docker', 'inspect', '--format', '{{.Name}} {{.RestartCount}}'] + container_names,
+            [container_engine(), "inspect", "--format", "{{.Name}} {{.RestartCount}}"]
+            + container_names,
             capture_output=True,
             text=True,
-            timeout=10
+            timeout=10,
         )
         counts = {}
-        for line in result.stdout.strip().split('\n'):
+        for line in result.stdout.strip().split("\n"):
             if line.strip():
-                parts = line.strip().rsplit(' ', 1)
+                parts = line.strip().rsplit(" ", 1)
                 if len(parts) == 2:
-                    name = parts[0].lstrip('/')
+                    name = parts[0].lstrip("/")
                     try:
                         counts[name] = int(parts[1])
                     except ValueError:
@@ -62,74 +56,49 @@ def get_restart_counts(container_names: List[str]) -> Dict[str, int]:
 def get_container_status(service_name: str) -> Dict[str, Any]:
     """Get Docker container status for a service"""
     service = SERVICES[service_name]
-    service_path = Path(service['path'])
+    service_path = Path(service["path"])
 
     if not service_path.exists():
-        return {'status': 'not_found', 'containers': []}
+        return {"status": "not_found", "containers": []}
 
     try:
-        # Get container status using docker compose ps
-        # Only check containers from active profiles (excludes inactive profile services)
-        cmd = ['docker', 'compose', 'ps', '--format', 'json']
+        # Get container status (engine-aware: docker compose ps vs podman ps by
+        # compose project label). Only active-profile containers are reported.
+        raw_containers = compose_ps_json(service_path)
 
-        result = subprocess.run(
-            cmd,
-            cwd=service_path,
-            capture_output=True,
-            text=True,
-            timeout=10
-        )
-
-        if result.returncode != 0:
-            return {'status': 'error', 'containers': [], 'error': result.stderr}
-
-        # Parse JSON output (one JSON object per line)
         containers = []
-        for line in result.stdout.strip().split('\n'):
-            if line:
-                try:
-                    container = json.loads(line)
-                    container_name = container.get('Name', 'unknown')
-
-                    # Skip test containers - they're not part of production services
-                    if '-test-' in container_name.lower():
-                        continue
-
-                    containers.append({
-                        'name': container_name,
-                        'state': container.get('State', 'unknown'),
-                        'status': container.get('Status', 'unknown'),
-                        'health': container.get('Health', 'none')
-                    })
-                except json.JSONDecodeError:
-                    continue
+        for container in raw_containers:
+            # Skip test containers - they're not part of production services
+            if "-test-" in container["name"].lower():
+                continue
+            containers.append(container)
 
         if not containers:
-            return {'status': 'stopped', 'containers': []}
+            return {"status": "stopped", "containers": []}
 
         # Fetch restart counts via docker inspect
-        container_names = [c['name'] for c in containers]
+        container_names = [c["name"] for c in containers]
         restart_counts = get_restart_counts(container_names)
         for container in containers:
-            container['restart_count'] = restart_counts.get(container['name'], 0)
+            container["restart_count"] = restart_counts.get(container["name"], 0)
 
         # Determine overall status
-        all_running = all(c['state'] == 'running' for c in containers)
-        any_running = any(c['state'] == 'running' for c in containers)
+        all_running = all(c["state"] == "running" for c in containers)
+        any_running = any(c["state"] == "running" for c in containers)
 
         if all_running:
-            status = 'running'
+            status = "running"
         elif any_running:
-            status = 'partial'
+            status = "partial"
         else:
-            status = 'stopped'
+            status = "stopped"
 
-        return {'status': status, 'containers': containers}
+        return {"status": status, "containers": containers}
 
     except subprocess.TimeoutExpired:
-        return {'status': 'timeout', 'containers': []}
+        return {"status": "timeout", "containers": []}
     except Exception as e:
-        return {'status': 'error', 'containers': [], 'error': str(e)}
+        return {"status": "error", "containers": [], "error": str(e)}
 
 
 def check_http_health(url: str, timeout: int = 5) -> Dict[str, Any]:
@@ -141,28 +110,28 @@ def check_http_health(url: str, timeout: int = 5) -> Dict[str, Any]:
             # Try to parse JSON response
             try:
                 data = response.json()
-                return {'healthy': True, 'status_code': 200, 'data': data}
+                return {"healthy": True, "status_code": 200, "data": data}
             except json.JSONDecodeError:
-                return {'healthy': True, 'status_code': 200, 'data': None}
+                return {"healthy": True, "status_code": 200, "data": None}
         else:
-            return {'healthy': False, 'status_code': response.status_code, 'data': None}
+            return {"healthy": False, "status_code": response.status_code, "data": None}
 
     except requests.exceptions.ConnectionError:
-        return {'healthy': False, 'error': 'Connection refused'}
+        return {"healthy": False, "error": "Connection refused"}
     except requests.exceptions.Timeout:
-        return {'healthy': False, 'error': 'Timeout'}
+        return {"healthy": False, "error": "Timeout"}
     except Exception as e:
-        return {'healthy': False, 'error': str(e)}
+        return {"healthy": False, "error": str(e)}
 
 
 def get_service_health(service_name: str) -> Dict[str, Any]:
     """Get comprehensive health status for a service"""
     # Check if configured
-    if not check_service_configured(service_name):
+    if not check_service_enabled(service_name):
         return {
-            'configured': False,
-            'container_status': 'not_configured',
-            'health': None
+            "configured": False,
+            "container_status": "not_configured",
+            "health": None,
         }
 
     # Get container status
@@ -175,10 +144,10 @@ def get_service_health(service_name: str) -> Dict[str, Any]:
         health_check = check_http_health(url)
 
     return {
-        'configured': True,
-        'container_status': container_info['status'],
-        'containers': container_info.get('containers', []),
-        'health': health_check
+        "configured": True,
+        "container_status": container_info["status"],
+        "containers": container_info.get("containers", []),
+        "health": health_check,
     }
 
 
@@ -189,15 +158,15 @@ def get_backend_worker_health() -> Optional[Dict[str, Any]]:
     This catches internal worker crash loops that Docker restart counts miss.
     """
     try:
-        response = requests.get('http://localhost:8000/health', timeout=5)
+        response = requests.get("http://localhost:8000/health", timeout=5)
         if response.status_code == 200:
             data = response.json()
-            redis_info = data.get('services', {}).get('redis', {})
+            redis_info = data.get("services", {}).get("redis", {})
             return {
-                'worker_count': redis_info.get('worker_count', 0),
-                'active_workers': redis_info.get('active_workers', 0),
-                'idle_workers': redis_info.get('idle_workers', 0),
-                'queues': redis_info.get('queues', {}),
+                "worker_count": redis_info.get("worker_count", 0),
+                "active_workers": redis_info.get("active_workers", 0),
+                "idle_workers": redis_info.get("idle_workers", 0),
+                "queues": redis_info.get("queues", {}),
             }
     except Exception:
         pass
@@ -220,28 +189,30 @@ def show_quick_status():
         status = get_service_health(service_name)
 
         # Config status
-        config_icon = "✅" if status['configured'] else "❌"
+        config_icon = "✅" if status["configured"] else "❌"
 
         # Container status
-        if not status['configured']:
+        if not status["configured"]:
             container_icon = "⚪"
-        elif status['container_status'] == 'running':
+        elif status["container_status"] == "running":
             container_icon = "🟢"
-        elif status['container_status'] == 'partial':
+        elif status["container_status"] == "partial":
             container_icon = "🟡"
-        elif status['container_status'] == 'stopped':
+        elif status["container_status"] == "stopped":
             container_icon = "🔴"
-        elif status['container_status'] == 'not_found':
+        elif status["container_status"] == "not_found":
             container_icon = "⚪"
-        elif status['container_status'] in ['error', 'timeout']:
+        elif status["container_status"] in ["error", "timeout"]:
             container_icon = "⚫"
         else:
             # Unknown status - log it for debugging
             container_icon = "⚫"
 
         # Restart count
-        total_restarts = sum(c.get('restart_count', 0) for c in status.get('containers', []))
-        if not status['configured'] or not status.get('containers'):
+        total_restarts = sum(
+            c.get("restart_count", 0) for c in status.get("containers", [])
+        )
+        if not status["configured"] or not status.get("containers"):
             restart_text = "⚪"
         elif total_restarts > 0:
             restart_text = f"[bold red]⚠️  {total_restarts}[/bold red]"
@@ -249,9 +220,9 @@ def show_quick_status():
             restart_text = "[green]0[/green]"
 
         # Health status
-        if status['health'] is None:
+        if status["health"] is None:
             health_icon = "⚪"
-        elif status['health'].get('healthy'):
+        elif status["health"].get("healthy"):
             health_icon = "✅"
         else:
             health_icon = "❌"
@@ -262,7 +233,7 @@ def show_quick_status():
             container_icon,
             restart_text,
             health_icon,
-            service_info['description']
+            service_info["description"],
         )
 
     console.print(table)
@@ -270,20 +241,32 @@ def show_quick_status():
     # Worker health note (from backend /health endpoint)
     worker_health = get_backend_worker_health()
     if worker_health is not None:
-        wc = worker_health['worker_count']
-        active = worker_health['active_workers']
-        total_failed = sum(q.get('failed_count', 0) for q in worker_health['queues'].values())
+        wc = worker_health["worker_count"]
+        active = worker_health["active_workers"]
+        total_failed = sum(
+            q.get("failed_count", 0) for q in worker_health["queues"].values()
+        )
         if wc == 0:
-            console.print("\n[bold red]  ❌ RQ Workers: 0 registered — workers may be crash-looping. Check: docker compose logs workers[/bold red]")
+            console.print(
+                "\n[bold red]  ❌ RQ Workers: 0 registered — workers may be crash-looping. Check: docker compose logs workers[/bold red]"
+            )
         elif total_failed > 0:
-            console.print(f"\n  [yellow]⚠️  RQ Workers: {wc} registered ({active} active), {total_failed} failed job(s) in queues[/yellow]")
+            console.print(
+                f"\n  [yellow]⚠️  RQ Workers: {wc} registered ({active} active), {total_failed} failed job(s) in queues[/yellow]"
+            )
         else:
-            console.print(f"\n  [green]✅ RQ Workers: {wc} registered ({active} active)[/green]")
+            console.print(
+                f"\n  [green]✅ RQ Workers: {wc} registered ({active} active)[/green]"
+            )
 
     # Legend
     console.print("\n[dim]Legend:[/dim]")
-    console.print("[dim]  Containers: 🟢 Running | 🟡 Partial | 🔴 Stopped | ⚪ Not Configured | ⚫ Error[/dim]")
-    console.print("[dim]  Restarts: 0 = stable | ⚠️  N = container crashed N times (restart loop)[/dim]")
+    console.print(
+        "[dim]  Containers: 🟢 Running | 🟡 Partial | 🔴 Stopped | ⚪ Not Configured | ⚫ Error[/dim]"
+    )
+    console.print(
+        "[dim]  Restarts: 0 = stable | ⚠️  N = container crashed N times (restart loop)[/dim]"
+    )
     console.print("[dim]  Health: ✅ Healthy | ❌ Unhealthy | ⚪ No Endpoint[/dim]")
 
 
@@ -296,7 +279,7 @@ def show_detailed_status():
         status = get_service_health(service_name)
 
         # Service header
-        if status['configured']:
+        if status["configured"]:
             header = f"📦 {service_name.upper()}"
         else:
             header = f"📦 {service_name.upper()} (Not Configured)"
@@ -304,81 +287,110 @@ def show_detailed_status():
         console.print(f"\n[bold cyan]{header}[/bold cyan]")
         console.print(f"[dim]{service_info['description']}[/dim]")
 
-        if not status['configured']:
+        if not status["configured"]:
             console.print("[yellow]  ⚠️  Not configured (no .env file)[/yellow]")
             continue
 
         # Container status
         console.print(f"\n  [bold]Containers:[/bold]")
-        if status['container_status'] == 'running':
+        if status["container_status"] == "running":
             console.print(f"    [green]🟢 All containers running[/green]")
-        elif status['container_status'] == 'partial':
+        elif status["container_status"] == "partial":
             console.print(f"    [yellow]🟡 Some containers running[/yellow]")
-        elif status['container_status'] == 'stopped':
+        elif status["container_status"] == "stopped":
             console.print(f"    [red]🔴 All containers stopped[/red]")
         else:
             console.print(f"    [red]⚫ Error checking containers[/red]")
 
         # Show container details
-        for container in status.get('containers', []):
-            state_icon = "🟢" if container['state'] == 'running' else "🔴"
-            health_status = f" ({container['health']})" if container['health'] != 'none' else ""
-            restart_count = container.get('restart_count', 0)
-            restart_info = f" [bold red]⚠️  {restart_count} restarts[/bold red]" if restart_count > 0 else ""
-            console.print(f"      {state_icon} {container['name']}: {container['status']}{health_status}{restart_info}")
+        for container in status.get("containers", []):
+            state_icon = "🟢" if container["state"] == "running" else "🔴"
+            health_status = (
+                f" ({container['health']})" if container["health"] != "none" else ""
+            )
+            restart_count = container.get("restart_count", 0)
+            restart_info = (
+                f" [bold red]⚠️  {restart_count} restarts[/bold red]"
+                if restart_count > 0
+                else ""
+            )
+            console.print(
+                f"      {state_icon} {container['name']}: {container['status']}{health_status}{restart_info}"
+            )
 
         # HTTP Health check
-        if status['health'] is not None:
+        if status["health"] is not None:
             console.print(f"\n  [bold]HTTP Health:[/bold]")
 
-            if status['health'].get('healthy'):
+            if status["health"].get("healthy"):
                 console.print(f"    [green]✅ Healthy[/green]")
 
                 # For backend, show detailed health data
-                if service_name == 'backend' and status['health'].get('data'):
-                    health_data = status['health']['data']
+                if service_name == "backend" and status["health"].get("data"):
+                    health_data = status["health"]["data"]
 
                     # Overall status
-                    overall_status = health_data.get('status', 'unknown')
-                    if overall_status == 'healthy':
+                    overall_status = health_data.get("status", "unknown")
+                    if overall_status == "healthy":
                         console.print(f"      Overall: [green]{overall_status}[/green]")
-                    elif overall_status == 'degraded':
-                        console.print(f"      Overall: [yellow]{overall_status}[/yellow]")
+                    elif overall_status == "degraded":
+                        console.print(
+                            f"      Overall: [yellow]{overall_status}[/yellow]"
+                        )
                     else:
                         console.print(f"      Overall: [red]{overall_status}[/red]")
 
                     # Critical services
-                    services = health_data.get('services', {})
+                    services = health_data.get("services", {})
                     console.print(f"\n      [bold]Critical Services:[/bold]")
 
-                    for svc_name in ['mongodb', 'redis']:
+                    for svc_name in ["mongodb", "redis"]:
                         if svc_name in services:
                             svc = services[svc_name]
-                            if svc.get('healthy'):
-                                console.print(f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]")
+                            if svc.get("healthy"):
+                                console.print(
+                                    f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]"
+                                )
                             else:
-                                console.print(f"        [red]❌ {svc_name}: {svc.get('status', 'error')}[/red]")
+                                console.print(
+                                    f"        [red]❌ {svc_name}: {svc.get('status', 'error')}[/red]"
+                                )
 
                     # Optional services
                     console.print(f"\n      [bold]Optional Services:[/bold]")
-                    optional_services = ['audioai', 'memory_service', 'speech_to_text', 'speaker_recognition', 'openmemory_mcp']
+                    optional_services = [
+                        "audioai",
+                        "memory_service",
+                        "speech_to_text",
+                        "speaker_recognition",
+                    ]
                     for svc_name in optional_services:
                         if svc_name in services:
                             svc = services[svc_name]
-                            if svc.get('healthy'):
-                                console.print(f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]")
+                            if svc.get("healthy"):
+                                console.print(
+                                    f"        [green]✅ {svc_name}: {svc.get('status', 'ok')}[/green]"
+                                )
                             else:
-                                console.print(f"        [yellow]⚠️  {svc_name}: {svc.get('status', 'degraded')}[/yellow]")
+                                console.print(
+                                    f"        [yellow]⚠️  {svc_name}: {svc.get('status', 'degraded')}[/yellow]"
+                                )
 
                     # Configuration info
-                    config = health_data.get('config', {})
+                    config = health_data.get("config", {})
                     if config:
                         console.print(f"\n      [bold]Configuration:[/bold]")
-                        console.print(f"        LLM: {config.get('llm_provider', 'unknown')} ({config.get('llm_model', 'unknown')})")
-                        console.print(f"        Transcription: {config.get('transcription_service', 'unknown')}")
-                        console.print(f"        Active Clients: {config.get('active_clients', 0)}")
+                        console.print(
+                            f"        LLM: {config.get('llm_provider', 'unknown')} ({config.get('llm_model', 'unknown')})"
+                        )
+                        console.print(
+                            f"        Transcription: {config.get('transcription_service', 'unknown')}"
+                        )
+                        console.print(
+                            f"        Active Clients: {config.get('active_clients', 0)}"
+                        )
             else:
-                error = status['health'].get('error', 'Unknown error')
+                error = status["health"].get("error", "Unknown error")
                 console.print(f"    [red]❌ Unhealthy: {error}[/red]")
 
         console.print("")  # Spacing
@@ -403,19 +415,18 @@ def main():
   ./status.sh              Show quick status overview
   ./status.sh --detailed   Show detailed health information
   ./status.sh --json       Output status in JSON format
-        """
+        """,
     )
 
     parser.add_argument(
-        '--detailed', '-d',
-        action='store_true',
-        help='Show detailed health information including backend service breakdown'
+        "--detailed",
+        "-d",
+        action="store_true",
+        help="Show detailed health information including backend service breakdown",
     )
 
     parser.add_argument(
-        '--json', '-j',
-        action='store_true',
-        help='Output status in JSON format'
+        "--json", "-j", action="store_true", help="Output status in JSON format"
     )
 
     args = parser.parse_args()
@@ -427,7 +438,9 @@ def main():
     else:
         show_quick_status()
 
-    console.print("\n💡 [dim]Tip: Use './status.sh --detailed' for comprehensive health checks[/dim]\n")
+    console.print(
+        "\n💡 [dim]Tip: Use './status.sh --detailed' for comprehensive health checks[/dim]\n"
+    )
 
 
 if __name__ == "__main__":
diff --git a/status.sh b/status.sh
index a66fe459..6ded4c94 100755
--- a/status.sh
+++ b/status.sh
@@ -1,2 +1,3 @@
 #!/bin/bash
+source "$(dirname "$0")/scripts/check_uv.sh"
 uv run --with-requirements setup-requirements.txt python status.py "$@"
diff --git a/stop.sh b/stop.sh
index 0f49add7..0fc033d4 100755
--- a/stop.sh
+++ b/stop.sh
@@ -1 +1,3 @@
+#!/bin/bash
+source "$(dirname "$0")/scripts/check_uv.sh"
 uv run --with-requirements setup-requirements.txt python services.py stop --all
diff --git a/tests/.env.test b/tests/.env.test
index b26c757c..9b7b1d0c 100644
--- a/tests/.env.test
+++ b/tests/.env.test
@@ -17,4 +17,4 @@ MEMORY_PROVIDER=chronicle
 
 # MongoDB Configuration (test environment)
 MONGODB_URI=mongodb://localhost:27018
-TEST_DB_NAME=test_db
\ No newline at end of file
+TEST_DB_NAME=test_db
diff --git a/tests/DEBUG_GUIDE.md b/tests/DEBUG_GUIDE.md
index e13050d4..f3d641b8 100644
--- a/tests/DEBUG_GUIDE.md
+++ b/tests/DEBUG_GUIDE.md
@@ -213,7 +213,6 @@ uv run ruff check src/
 | Workers | `advanced-backend-test-workers-test-1` | `docker logs <name>` |
 | MongoDB | `advanced-backend-test-mongo-test-1` | `docker logs <name>` |
 | Redis | `advanced-backend-test-redis-test-1` | `docker logs <name>` |
-| Qdrant | `advanced-backend-test-qdrant-test-1` | `docker logs <name>` |
 
 ## Tips for Faster Debugging
 
diff --git a/tests/Makefile b/tests/Makefile
index 2992c3a1..627e7fb3 100644
--- a/tests/Makefile
+++ b/tests/Makefile
@@ -1,17 +1,17 @@
 # Chronicle Test Makefile
 # Shortcuts for running tests and managing test containers
 
-.PHONY: help all clean configure \
+.PHONY: help all endpoints integration infra configuration clean configure validate-tags \
         containers-start containers-stop containers-restart containers-rebuild \
         containers-start-rebuild containers-clean containers-status containers-logs \
         start stop restart rebuild start-rebuild status logs \
-        test test-quick test-slow test-sdk test-no-api test-with-api-keys test-all-with-slow-and-sdk clean-all \
-        test-asr test-asr-gpu \
+        test test-quick test-custom test-slow test-sdk test-no-api test-with-api-keys test-all-with-slow-and-sdk clean-all \
+        test-asr test-asr-gpu test-asr-strix-parakeet \
         results results-path results-detailed
 
 # Default output directory
 OUTPUTDIR ?= results
-TEST_DIR = endpoints integration infrastructure asr
+TEST_DIR = endpoints integration infrastructure asr configuration
 SERVICE ?= chronicle-backend-test
 
 # Test configuration file (set this to use different configs)
@@ -47,14 +47,22 @@ help:
 	@echo "  make status        - Show container status"
 	@echo ""
 	@echo "Running Tests:"
+	@echo "  make validate-tags - Validate Robot tags without starting containers"
 	@echo "  make all         - Run all tests (excludes slow/sdk/requires-gpu)"
 	@echo "  make endpoints   - Run only endpoint tests"
 	@echo "  make integration - Run only integration tests"
 	@echo "  make infra       - Run only infrastructure tests"
+	@echo "  make configuration - Run container-independent configuration tests"
 	@echo ""
 	@echo "ASR Tests:"
 	@echo "  make test-asr      - Run ASR protocol tests (no GPU required)"
 	@echo "  make test-asr-gpu  - Run ASR GPU tests (requires NVIDIA GPU)"
+	@echo "  make test-asr-strix-parakeet - Run Parakeet Strix Halo ROCm integration test"
+	@echo ""
+	@echo "Running Specific Tests:"
+	@echo "  make test-custom T=\"Test Name\"     - Run a single test by name"
+	@echo "  make test-custom TAG=audio-streaming - Run tests by tag"
+	@echo "  make test-custom F=integration/foo.robot - Run a specific file"
 	@echo ""
 	@echo "Special Test Tags:"
 	@echo "  make test-slow                    - Run ONLY slow tests (backend restarts)"
@@ -102,7 +110,7 @@ help:
 
 # Run all tests (excludes slow, sdk, and requires-gpu tests for faster feedback)
 # Creates a persistent fixture conversation that won't be deleted between suites
-all:
+all: validate-tags
 	@echo "Running all tests (excluding slow, sdk, and requires-gpu tests)..."
 	CREATE_FIXTURE=true uv run --with-requirements test-requirements.txt robot --outputdir $(OUTPUTDIR) \
 		--name "All Tests" \
@@ -114,7 +122,7 @@ all:
 		$(TEST_DIR)
 
 # Run only endpoint tests
-endpoints:
+endpoints: validate-tags
 	@echo "Running endpoint tests..."
 	uv run --with-requirements test-requirements.txt robot --outputdir $(OUTPUTDIR) \
 		--name "Endpoint Tests" \
@@ -123,7 +131,7 @@ endpoints:
 		endpoints
 
 # Run only integration tests
-integration:
+integration: validate-tags
 	@echo "Running integration tests..."
 	CREATE_FIXTURE=true uv run --with-requirements test-requirements.txt robot --outputdir $(OUTPUTDIR) \
 		--name "Integration Tests" \
@@ -132,7 +140,7 @@ integration:
 		integration
 
 # Run only infrastructure tests
-infra:
+infra: validate-tags
 	@echo "Running infrastructure tests..."
 	uv run --with-requirements test-requirements.txt robot --outputdir $(OUTPUTDIR) \
 		--name "Infrastructure Tests" \
@@ -140,6 +148,15 @@ infra:
 		--loglevel INFO:INFO \
 		infrastructure
 
+# Run container-independent configuration tests
+configuration: validate-tags
+	@echo "Running configuration tests..."
+	uv run --with-requirements test-requirements.txt robot --outputdir $(OUTPUTDIR) \
+		--name "Configuration Tests" \
+		--console verbose \
+		--loglevel INFO:INFO \
+		configuration
+
 # Show current test configuration
 show-config:
 	@echo "Current Test Configuration:"
@@ -149,6 +166,10 @@ show-config:
 	@echo "  make test CONFIG=deepgram-openai.yml"
 	@echo "  make test CONFIG=/path/to/custom.yml"
 
+# Validate suite metadata before spending time starting the composed environment.
+validate-tags:
+	@uv run --with-requirements test-requirements.txt python3 scripts/validate_robot_tags.py
+
 # Clean up test output files
 clean:
 	@echo "Cleaning test outputs..."
@@ -213,18 +234,22 @@ logs: containers-logs
 # ============================================================================
 
 # Full workflow: start containers + run all tests
-# If CONFIG is specified and differs from running containers, recreates them
+# Auto-detects config mismatch and recreates containers if needed
 test:
-	@if docker compose -f ../backends/advanced/docker-compose-test.yml ps chronicle-backend-test 2>/dev/null | grep -q "Up"; then \
-		echo "ℹ️  Containers already running"; \
-		if [ "$(CONFIG)" != "" ]; then \
-			echo "🔄 CONFIG specified - will recreate containers to apply new config"; \
+	@RUNNING_CONFIG=$$(docker inspect --format '{{range .Config.Env}}{{println .}}{{end}}' \
+		$$(docker compose -f ../backends/advanced/docker-compose-test.yml ps -q chronicle-backend-test 2>/dev/null) 2>/dev/null \
+		| grep '^CONFIG_FILE=' | cut -d= -f2); \
+	if [ -n "$$RUNNING_CONFIG" ]; then \
+		if [ "$$RUNNING_CONFIG" != "$(TEST_CONFIG_FILE)" ]; then \
+			echo "⚠️  Container config mismatch: running=$$RUNNING_CONFIG expected=$(TEST_CONFIG_FILE)"; \
+			echo "🔄 Recreating containers with correct config..."; \
 			$(MAKE) containers-stop; \
 			$(MAKE) containers-start; \
 		else \
-			echo "✅ Using existing containers (use CONFIG=... to switch config)"; \
-		fi \
+			echo "✅ Containers running with correct config: $$RUNNING_CONFIG"; \
+		fi; \
 	else \
+		echo "🚀 Starting containers..."; \
 		$(MAKE) containers-start; \
 	fi
 	@$(MAKE) all
@@ -232,6 +257,14 @@ test:
 # Quick workflow: run tests on existing containers (ignores CONFIG changes)
 test-quick: all
 
+# Run specific test by name, tag, or file
+# Usage:
+#   make test-custom T="Chunk Count Increments In Redis Session"
+#   make test-custom TAG=audio-streaming
+#   make test-custom F=integration/audio_streaming_integration_tests.robot
+test-custom:
+	@./run-custom.sh $(if $(T),--test "$(T)") $(if $(TAG),--tag $(TAG)) $(if $(F),$(F))
+
 # Run ONLY slow tests (backend restarts, long timeouts)
 test-slow:
 	@echo "Running slow tests only..."
@@ -271,7 +304,7 @@ test-with-api-keys:
 
 # Run tests without API keys (CI mode)
 # Switches to mock-services.yml config and excludes requires-api-keys tests
-test-no-api:
+test-no-api: validate-tags
 	@echo "🔄 Running tests without API keys (CI mode)..."
 	@$(MAKE) containers-stop
 	@TEST_CONFIG_FILE=/app/test-configs/mock-services.yml $(MAKE) containers-start
@@ -321,6 +354,17 @@ test-asr-gpu:
 		--include requires-gpu \
 		asr
 
+# Run Parakeet ROCm integration test for AMD Strix Halo
+test-asr-strix-parakeet:
+	@echo "Running Parakeet Strix Halo ROCm integration test..."
+	@echo "Using extras/asr-services/docker-compose-test-strixhalo.yml"
+	PARAKEET_TEST_COMPOSE_FILE=docker-compose-test-strixhalo.yml \
+	PARAKEET_TEST_SERVICE=parakeet-asr-strixhalo-test \
+	PARAKEET_SERVICE_URL=http://localhost:8768 \
+	PARAKEET_HEALTH_TIMEOUT=420 \
+	PARAKEET_REQUEST_TIMEOUT=300 \
+	uv run --directory ../extras/asr-services pytest tests/test_parakeet_service.py -v -s
+
 # ============================================================================
 # View Test Results
 # ============================================================================
diff --git a/tests/README.md b/tests/README.md
index 89b8882b..523ffcb4 100644
--- a/tests/README.md
+++ b/tests/README.md
@@ -5,13 +5,19 @@
 Start containers and run tests:
 ```bash
 cd tests
-make test           # Start containers + run all tests (excludes slow/sdk)
+make test           # Start containers + run tests (excludes slow/sdk/GPU)
+```
+
+Validate suite tags without starting containers:
+
+```bash
+make validate-tags
 ```
 
 Or step by step:
 ```bash
 make start          # Start test containers
-make test-all       # Run all tests (excludes slow/sdk)
+make all            # Run all tests (excludes slow/sdk/GPU)
 make stop           # Stop containers
 ```
 
@@ -22,9 +28,10 @@ make stop           # Stop containers
 Run specific test suites:
 
 ```bash
-make test-endpoints     # API endpoint tests (~40 tests, fast)
-make test-integration   # End-to-end workflows (~15 tests, slower)
-make test-infra         # Infrastructure resilience tests (~5 tests)
+make endpoints          # API endpoint tests
+make integration        # End-to-end workflows
+make infra              # Infrastructure resilience tests
+make configuration      # Container-independent configuration tests
 ```
 
 ### Special Test Categories
@@ -77,7 +84,6 @@ make logs SERVICE=chronicle-backend-test   # Main backend service
 make logs SERVICE=workers-test              # RQ workers
 make logs SERVICE=mongo-test                # MongoDB
 make logs SERVICE=redis-test                # Redis
-make logs SERVICE=qdrant-test               # Vector database
 make logs SERVICE=speaker-service-test      # Speaker recognition
 ```
 
@@ -112,8 +118,6 @@ Test services run on separate ports from production to avoid conflicts:
 | Backend API | `8001` | `8000` |
 | MongoDB | `27018` | `27017` |
 | Redis | `6380` | `6379` |
-| Qdrant HTTP | `6337` | `6333` |
-| Qdrant gRPC | `6338` | `6334` |
 
 **Test Database:** Uses `test_db` database (isolated from production)
 
@@ -204,7 +208,7 @@ cat tests/logs/2026-01-17_14-30-45/chronicle-backend-test.log
 
 Chronicle tests are separated into two execution paths:
 
-### 1. No API Keys Required (~70% of tests)
+### 1. No API Keys Required
 These tests run without external API dependencies:
 - Endpoint tests (CRUD operations, permissions)
 - Infrastructure tests (workers, queues, health checks)
@@ -234,7 +238,7 @@ OPENAI_API_KEY=your-key-here
 
 **Faster iteration:**
 1. Start containers once: `make start`
-2. Run specific test suite: `make test-endpoints`
+2. Run specific test suite: `make endpoints`
 3. Keep containers running between test runs
 4. Only rebuild when code changes: `make rebuild`
 
@@ -255,7 +259,7 @@ uv run --with-requirements test-requirements.txt robot \
 make rebuild
 
 # 3. Run specific test suite
-make test-endpoints
+make endpoints
 
 # 4. View logs if needed
 make logs SERVICE=chronicle-backend-test
diff --git a/tests/TESTING_GUIDELINES.md b/tests/TESTING_GUIDELINES.md
index 481b8017..9f4f0bad 100644
--- a/tests/TESTING_GUIDELINES.md
+++ b/tests/TESTING_GUIDELINES.md
@@ -266,7 +266,7 @@ Full Pipeline Integration Test
 ```bash
 # Excludes tests tagged with requires-api-keys
 cd tests
-./run-no-api-tests.sh
+make test-no-api
 ```
 - Uses `configs/mock-services.yml`
 - No external API calls
@@ -297,7 +297,7 @@ For tests that don't require API keys, use the mock services config:
 
 **Features**:
 - Disables external transcription and LLM services
-- Keeps core services operational (MongoDB, Redis, Qdrant)
+- Keeps core services operational (MongoDB, Redis, FalkorDB)
 - No API keys required
 - Fast test execution
 
@@ -375,7 +375,7 @@ Audio Upload Produces Quality Transcript
 **Running Tests Locally Without API Keys**:
 ```bash
 cd tests
-./run-no-api-tests.sh
+make test-no-api
 ```
 - Works without any API key configuration
 - Fast feedback for most development
@@ -532,4 +532,4 @@ As we develop more conventions and encounter new patterns, we will add them to t
 - Continuous integration considerations
 - Test reporting and metrics
 - Parallel test execution patterns
-- Test data isolation strategies
\ No newline at end of file
+- Test data isolation strategies
diff --git a/tests/TESTING_USER_GUIDE.md b/tests/TESTING_USER_GUIDE.md
index 5dc6bf6d..e93c0831 100644
--- a/tests/TESTING_USER_GUIDE.md
+++ b/tests/TESTING_USER_GUIDE.md
@@ -98,7 +98,7 @@ cd tests/
 
 This script will:
 1. Check for required API keys
-2. Start all required services (MongoDB, Redis, Qdrant, Backend)
+2. Start all required services (MongoDB, Redis, FalkorDB, Backend)
 3. Run all Robot Framework tests
 4. Generate test reports
 5. Clean up (by default)
diff --git a/tests/asr/gpu_integration_tests.robot b/tests/asr/gpu_integration_tests.robot
index b339bc56..0e064e5d 100644
--- a/tests/asr/gpu_integration_tests.robot
+++ b/tests/asr/gpu_integration_tests.robot
@@ -26,7 +26,7 @@ ${GPU_ASR_URL}       http://localhost:8767
 ${TEST_AUDIO_FILE}   ${CURDIR}/../test_assets/DIY_Experts_Glass_Blowing_16khz_mono_1min.wav
 # ASR service configuration
 ${ASR_SERVICE}       transformers-asr
-${ASR_MODEL}         microsoft/VibeVoice-ASR
+${ASR_MODEL}         microsoft/VibeVoice-ASR-HF
 ${ASR_PORT}          8767
 
 *** Keywords ***
diff --git a/tests/bin/_engine.sh b/tests/bin/_engine.sh
new file mode 100644
index 00000000..3e18b8e0
--- /dev/null
+++ b/tests/bin/_engine.sh
@@ -0,0 +1,30 @@
+# shellcheck shell=bash
+# Resolve the container engine + compose command for the test harness so it runs
+# under Podman as well as Docker. Source this from the bin/ scripts:
+#
+#     source "$(dirname "$0")/_engine.sh"
+#     $COMPOSE -f docker-compose-test.yml up -d      # docker compose | podman-compose
+#     $ENGINE inspect ...                            # docker | podman
+#
+# Precedence: CONTAINER_ENGINE / COMPOSE_CMD env  →  config/config.yml
+# container_engine  →  docker default. Mirrors services.py's engine selection.
+
+_engine_repo_root="$(cd "$(dirname "${BASH_SOURCE[0]}")/../.." && pwd)"
+_engine_config="$_engine_repo_root/config/config.yml"
+
+if [ -z "${CONTAINER_ENGINE:-}" ] && [ -f "$_engine_config" ]; then
+    CONTAINER_ENGINE="$(grep -E '^container_engine:' "$_engine_config" \
+        | head -1 | awk '{print $2}' | tr -d "\"'")"
+fi
+
+ENGINE="${CONTAINER_ENGINE:-docker}"
+
+if [ -n "${COMPOSE_CMD:-}" ]; then
+    COMPOSE="$COMPOSE_CMD"
+elif [ "$ENGINE" = "podman" ]; then
+    COMPOSE="podman-compose"
+else
+    COMPOSE="docker compose"
+fi
+
+export ENGINE COMPOSE
diff --git a/tests/bin/clean-containers.sh b/tests/bin/clean-containers.sh
index 8a4c748a..9ced936b 100755
--- a/tests/bin/clean-containers.sh
+++ b/tests/bin/clean-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/clean-containers.sh
 # ALWAYS saves logs before removing containers
 
@@ -18,7 +19,7 @@ echo ""
 # Now safe to remove
 echo "🗑️  Step 2/2: Removing containers and volumes..."
 cd "$BACKEND_DIR"
-docker compose -f docker-compose-test.yml down -v
+$COMPOSE -f docker-compose-test.yml down -v
 
 echo ""
 echo "✅ Cleanup complete!"
diff --git a/tests/bin/logs-containers.sh b/tests/bin/logs-containers.sh
index fe76a20f..7502256a 100755
--- a/tests/bin/logs-containers.sh
+++ b/tests/bin/logs-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/logs-containers.sh
 # View logs for specific service
 
@@ -14,7 +15,6 @@ if [ -z "$SERVICE" ]; then
     echo "   - workers-test"
     echo "   - mongo-test"
     echo "   - redis-test"
-    echo "   - qdrant-test"
     echo "   - speaker-service-test"
     echo ""
     echo "Usage: make containers-logs SERVICE=<service-name>"
@@ -28,4 +28,4 @@ echo "📜 Viewing logs for: $SERVICE"
 echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
 echo ""
 
-docker compose -f docker-compose-test.yml logs --tail=100 -f "$SERVICE"
+$COMPOSE -f docker-compose-test.yml logs --tail=100 -f "$SERVICE"
diff --git a/tests/bin/rebuild-containers.sh b/tests/bin/rebuild-containers.sh
index 827e544e..2853746e 100755
--- a/tests/bin/rebuild-containers.sh
+++ b/tests/bin/rebuild-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/rebuild-containers.sh
 # Rebuild test container images (does not start containers)
 
@@ -16,7 +17,7 @@ echo ""
 
 # Build images
 echo "🏗️  Building images..."
-docker compose -f docker-compose-test.yml build
+$COMPOSE -f docker-compose-test.yml build
 
 echo "✅ Test container images rebuilt successfully"
 echo "   Run 'make start' to start the containers"
diff --git a/tests/bin/restart-containers.sh b/tests/bin/restart-containers.sh
index c6d12846..c056b1ce 100755
--- a/tests/bin/restart-containers.sh
+++ b/tests/bin/restart-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/restart-containers.sh
 # Restart test containers without rebuilding
 
@@ -10,7 +11,7 @@ BACKEND_DIR="$SCRIPT_DIR/../../backends/advanced"
 cd "$BACKEND_DIR"
 
 echo "🔄 Restarting test containers..."
-docker compose -f docker-compose-test.yml restart
+$COMPOSE -f docker-compose-test.yml restart
 
 echo "⏳ Waiting for services to be ready..."
 sleep 5
diff --git a/tests/bin/save-container-logs.sh b/tests/bin/save-container-logs.sh
index 14f68be9..3165fae3 100755
--- a/tests/bin/save-container-logs.sh
+++ b/tests/bin/save-container-logs.sh
@@ -1,6 +1,7 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/save-container-logs.sh
-# CRITICAL: Always called before docker compose down -v
+# CRITICAL: Always called before $COMPOSE down -v
 # Saves all container logs to timestamped directory
 
 set -e
@@ -18,22 +19,22 @@ echo "📝 Saving container logs to logs/$TIMESTAMP/"
 PROJECT_NAME="backend-test"
 
 # Service list (based on docker-compose-test.yml)
-SERVICES="chronicle-backend-test workers-test mongo-test redis-test qdrant-test speaker-service-test"
+SERVICES="chronicle-backend-test workers-test mongo-test redis-test speaker-service-test"
 
 # Save logs for each service
 for service in $SERVICES; do
     CONTAINER="${PROJECT_NAME}-${service}-1"
     echo "  - Saving $service logs..."
-    docker logs "$CONTAINER" > "$LOG_DIR/$service.log" 2>&1 || echo "    Warning: Could not save logs for $CONTAINER"
+    $ENGINE logs "$CONTAINER" > "$LOG_DIR/$service.log" 2>&1 || echo "    Warning: Could not save logs for $CONTAINER"
 done
 
 # Save container status
 echo "  - Saving container status..."
-docker ps -a --filter "name=$PROJECT_NAME" > "$LOG_DIR/container-status.txt" 2>&1 || true
+$ENGINE ps -a --filter "name=$PROJECT_NAME" > "$LOG_DIR/container-status.txt" 2>&1 || true
 
 # Save container stats (resource usage)
 echo "  - Saving container stats..."
-docker stats --no-stream --no-trunc --filter "name=$PROJECT_NAME" > "$LOG_DIR/container-stats.txt" 2>&1 || true
+$ENGINE stats --no-stream --no-trunc --filter "name=$PROJECT_NAME" > "$LOG_DIR/container-stats.txt" 2>&1 || true
 
 # Copy test results if they exist
 if [ -d "$SCRIPT_DIR/../results" ]; then
diff --git a/tests/bin/start-containers.sh b/tests/bin/start-containers.sh
index a01d8110..233c3aa0 100755
--- a/tests/bin/start-containers.sh
+++ b/tests/bin/start-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/start-containers.sh
 # Start test containers with health checks
 
@@ -42,7 +43,7 @@ fi
 
 # Start containers
 echo "🐳 Starting Docker containers..."
-docker compose -f docker-compose-test.yml up -d
+$COMPOSE -f docker-compose-test.yml up -d
 
 # Wait for services to be healthy
 echo "⏳ Waiting for services to be healthy..."
@@ -87,9 +88,15 @@ echo "🔍 Checking container stability (waiting 5s)..."
 sleep 5
 
 RESTART_ISSUES=""
-for CONTAINER_ID in $(docker compose -f docker-compose-test.yml ps -q); do
-    NAME=$(docker inspect --format '{{.Name}}' "$CONTAINER_ID" | sed 's/^\///')
-    RESTART_COUNT=$(docker inspect --format '{{.RestartCount}}' "$CONTAINER_ID")
+# `$COMPOSE ps -q` is docker-compatible under docker; under podman-compose it may not
+# emit clean IDs, so this supplementary loop must never abort startup (the curl
+# health/readiness checks above are the real gate). Tolerate query failures.
+for CONTAINER_ID in $($COMPOSE -f docker-compose-test.yml ps -q 2>/dev/null || true); do
+    NAME=$($ENGINE inspect --format '{{.Name}}' "$CONTAINER_ID" 2>/dev/null | sed 's/^\///')
+    RESTART_COUNT=$($ENGINE inspect --format '{{.RestartCount}}' "$CONTAINER_ID" 2>/dev/null)
+    case "$RESTART_COUNT" in
+        ''|*[!0-9]*) continue ;;  # non-numeric / unavailable → skip
+    esac
     if [ "$RESTART_COUNT" -gt 0 ]; then
         RESTART_ISSUES="${RESTART_ISSUES}   ⚠️  ${NAME} has restarted ${RESTART_COUNT} times\n"
     fi
@@ -100,7 +107,7 @@ if [ -n "$RESTART_ISSUES" ]; then
     echo "❌ Container stability check FAILED - restart loops detected:"
     echo ""
     echo -e "$RESTART_ISSUES"
-    echo "   Check logs: docker compose -f docker-compose-test.yml logs <service>"
+    echo "   Check logs: $COMPOSE -f docker-compose-test.yml logs <service>"
     echo "   Common causes: missing env vars, import errors, dependency crashes"
     exit 1
 fi
@@ -111,4 +118,3 @@ echo "✅ Test containers are running and healthy"
 echo "   Backend: http://localhost:8001"
 echo "   MongoDB: localhost:27018"
 echo "   Redis: localhost:6380"
-echo "   Qdrant: localhost:6337/6338"
diff --git a/tests/bin/start-rebuild-containers.sh b/tests/bin/start-rebuild-containers.sh
index 39dbfb1e..8ccce1d5 100755
--- a/tests/bin/start-rebuild-containers.sh
+++ b/tests/bin/start-rebuild-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/start-rebuild-containers.sh
 # Stop, rebuild, and start containers (full sequence for code changes)
 
@@ -27,11 +28,11 @@ fi
 
 # Stop containers
 echo "🛑 Stopping containers..."
-docker compose -f docker-compose-test.yml stop
+$COMPOSE -f docker-compose-test.yml stop
 
 # Rebuild and start
 echo "🏗️  Rebuilding images..."
-docker compose -f docker-compose-test.yml up -d --build
+$COMPOSE -f docker-compose-test.yml up -d --build
 
 # Flush Redis to clear stale keys from previous test runs.
 # Redis uses appendonly persistence with a bind mount, so data survives
@@ -39,7 +40,7 @@ docker compose -f docker-compose-test.yml up -d --build
 # failures when the audio persistence job finds a Redis key pointing to
 # a MongoDB document that no longer exists.
 echo "🗑️  Flushing Redis for clean test state..."
-docker compose -f docker-compose-test.yml exec -T redis-test redis-cli FLUSHALL > /dev/null 2>&1 || true
+$COMPOSE -f docker-compose-test.yml exec -T redis-test redis-cli FLUSHALL > /dev/null 2>&1 || true
 
 # Wait for services
 echo "⏳ Waiting for services to be ready..."
diff --git a/tests/bin/status-containers.sh b/tests/bin/status-containers.sh
index e1311508..42b678f5 100755
--- a/tests/bin/status-containers.sh
+++ b/tests/bin/status-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/status-containers.sh
 # Show container health and status
 
@@ -16,7 +17,7 @@ echo "━━━━━━━━━━━━━━━━━━━━━━━━
 echo ""
 
 # Show container status
-docker ps -a --filter "name=$PROJECT_NAME" --format "table {{.Names}}\t{{.Status}}\t{{.Ports}}"
+$ENGINE ps -a --filter "name=$PROJECT_NAME" --format "table {{.Names}}\t{{.Status}}\t{{.Ports}}"
 
 echo ""
 echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
@@ -25,9 +26,9 @@ echo "━━━━━━━━━━━━━━━━━━━━━━━━
 echo ""
 echo "🔄 Restart Counts:"
 HAS_RESTARTS=false
-for CONTAINER_ID in $(docker ps -q --filter "name=$PROJECT_NAME" 2>/dev/null); do
-    NAME=$(docker inspect --format '{{.Name}}' "$CONTAINER_ID" | sed 's/^\///')
-    RESTART_COUNT=$(docker inspect --format '{{.RestartCount}}' "$CONTAINER_ID")
+for CONTAINER_ID in $($ENGINE ps -q --filter "name=$PROJECT_NAME" 2>/dev/null); do
+    NAME=$($ENGINE inspect --format '{{.Name}}' "$CONTAINER_ID" | sed 's/^\///')
+    RESTART_COUNT=$($ENGINE inspect --format '{{.RestartCount}}' "$CONTAINER_ID")
     if [ "$RESTART_COUNT" -gt 0 ]; then
         echo "   ⚠️  ${NAME}: ${RESTART_COUNT} restarts"
         HAS_RESTARTS=true
diff --git a/tests/bin/stop-containers.sh b/tests/bin/stop-containers.sh
index 6b893b23..8f40e49a 100755
--- a/tests/bin/stop-containers.sh
+++ b/tests/bin/stop-containers.sh
@@ -1,4 +1,5 @@
 #!/bin/bash
+source "$(dirname "$0")/_engine.sh"
 # tests/bin/stop-containers.sh
 # Stop test containers (preserves volumes)
 
@@ -10,7 +11,7 @@ BACKEND_DIR="$SCRIPT_DIR/../../backends/advanced"
 cd "$BACKEND_DIR"
 
 echo "🛑 Stopping test containers..."
-docker compose -f docker-compose-test.yml stop
+$COMPOSE -f docker-compose-test.yml stop
 
 echo "✅ Test containers stopped (volumes preserved)"
 echo "   Use 'make start' to restart"
diff --git a/tests/browser/browser_auth.robot b/tests/browser/browser_auth.robot
index 90820c71..42af3b9c 100644
--- a/tests/browser/browser_auth.robot
+++ b/tests/browser/browser_auth.robot
@@ -3,6 +3,7 @@ Documentation    Browser Authentication Tests
 Library          Browser
 Resource            ../setup/setup_keywords.robot
 Suite Setup      Suite Setup
+Test Tags        permissions    e2e
 
 
 
@@ -18,7 +19,7 @@ Test Browser Can Access Login Page
 
     # Use the backend URL from test.env
     ${backend_url}=    Set Variable    ${WEB_URL}
-    
+
     Open Browser    ${backend_url}/login    chromium
     Wait For Elements State    id=email    visible    timeout=10s
     Fill Text    id=email    ${ADMIN_EMAIL}
@@ -29,4 +30,4 @@ Test Browser Can Access Login Page
     Log    Successfully accessed login page and logged in    INFO
 
 
-    Close Browser
\ No newline at end of file
+    Close Browser
diff --git a/tests/config/plugins.test.yml b/tests/config/plugins.test.yml
index 89772a56..36352220 100644
--- a/tests/config/plugins.test.yml
+++ b/tests/config/plugins.test.yml
@@ -12,3 +12,14 @@ plugins:
     condition:
       type: always  # Capture all events without filtering
     db_path: /app/debug/test_plugin_events.db
+
+  button_control:
+    enabled: true
+    events:
+      - button.single_press
+      - button.double_press
+    condition:
+      type: always
+    # NOTE: only enabled/events/condition are read from this file (orchestration).
+    # Button->action mapping comes from plugins/button_control/config.yml:
+    #   single_press -> stop_playback, double_press -> close_conversation
diff --git a/tests/configs/README.md b/tests/configs/README.md
index 0b6ff73d..98df4125 100644
--- a/tests/configs/README.md
+++ b/tests/configs/README.md
@@ -74,7 +74,6 @@ defaults:
   llm: provider-llm
   embedding: provider-embed
   stt: stt-provider
-  vector_store: vs-qdrant
 
 models:
   - name: provider-llm
diff --git a/tests/configs/deepgram-openai.yml b/tests/configs/deepgram-openai.yml
index 9e039a9a..9f2848ef 100644
--- a/tests/configs/deepgram-openai.yml
+++ b/tests/configs/deepgram-openai.yml
@@ -6,7 +6,6 @@ defaults:
   llm: openai-llm
   stt: stt-deepgram
   stt_stream: stt-deepgram-stream
-  vector_store: vs-qdrant
 memory:
   extraction:
     enabled: true
@@ -44,16 +43,6 @@ models:
   model_type: embedding
   model_url: https://api.openai.com/v1
   name: openai-embed
-- api_family: qdrant
-  description: Qdrant vector database
-  model_params:
-    collection_name: omi_memories
-    host: ${oc.env:QDRANT_BASE_URL,qdrant}
-    port: ${oc.env:QDRANT_PORT,6333}
-  model_provider: qdrant
-  model_type: vector_store
-  model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-  name: vs-qdrant
 - api_family: http
   api_key: ${oc.env:DEEPGRAM_API_KEY,}
   description: Deepgram Nova 3 (batch)
@@ -114,11 +103,6 @@ models:
       smart_format: true
     start:
       message: {}
-backend:
-  audio:
-    # Enable always_persist for testing - creates placeholder conversations immediately
-    always_persist_enabled: true
-
 speaker_recognition:
   enabled: true  # Using mock client by default (USE_MOCK_SPEAKER_CLIENT=true in docker-compose-test.yml)
   timeout: 60
diff --git a/tests/configs/mock-services.yml b/tests/configs/mock-services.yml
index 6db03401..1e1e47c9 100644
--- a/tests/configs/mock-services.yml
+++ b/tests/configs/mock-services.yml
@@ -3,10 +3,15 @@ chat:
     memories and conversation history.
 defaults:
   embedding: mock-embed
+  # Without a fallback the memory agent's note-guarantee recovery pass
+  # (force_fallback=True) raises "No fallback LLM is configured" and the whole
+  # memory job fails before the source-preserving fallback note can be written.
+  # Must be a DIFFERENT model name than defaults.llm — a fallback identical to
+  # the primary is rejected as pointless (llm_client._get_fallback_model_def).
+  fallback_llm: mock-llm-fallback
   llm: mock-llm
   stt: mock-stt
   stt_stream: mock-stt-stream
-  vector_store: vs-qdrant
 memory:
   extraction:
     enabled: true
@@ -26,6 +31,19 @@ models:
   model_type: llm
   model_url: http://host.docker.internal:11435/v1
   name: mock-llm
+- api_family: openai
+  api_key: dummy-key-not-used
+  description: Same mock LLM server under a distinct name, so it passes the
+    fallback!=primary check and the recovery pass actually runs in tests
+  model_name: gpt-4o-mini
+  model_output: json
+  model_params:
+    max_tokens: 2000
+    temperature: 0.2
+  model_provider: openai
+  model_type: llm
+  model_url: http://host.docker.internal:11435/v1
+  name: mock-llm-fallback
 - api_family: openai
   api_key: dummy-key-not-used
   description: Mock embedding server for testing (local)
@@ -36,16 +54,6 @@ models:
   model_type: embedding
   model_url: http://host.docker.internal:11435/v1
   name: mock-embed
-- api_family: qdrant
-  description: Qdrant vector database (local)
-  model_params:
-    collection_name: omi_memories
-    host: ${oc.env:QDRANT_BASE_URL,qdrant}
-    port: ${oc.env:QDRANT_PORT,6333}
-  model_provider: qdrant
-  model_type: vector_store
-  model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-  name: vs-qdrant
 - api_family: mock
   api_key: mock-key-not-used
   description: Mock STT for testing (batch)
@@ -88,11 +96,9 @@ models:
     start:
       message: {}
 backend:
-  audio:
-    # Enable always_persist for testing - creates placeholder conversations immediately
-    always_persist_enabled: true
-  transcription:
-    use_provider_segments: true
+  diarization:
+    # Trust provider segments (mock provider returns pre-built segments)
+    diarization_source: provider
 speaker_recognition:
   enabled: false
   timeout: 60
diff --git a/tests/configs/mock-transcription-failure.yml b/tests/configs/mock-transcription-failure.yml
index f9b03575..3a180132 100644
--- a/tests/configs/mock-transcription-failure.yml
+++ b/tests/configs/mock-transcription-failure.yml
@@ -6,7 +6,6 @@ defaults:
   llm: mock-llm
   stt: stt-deepgram-invalid
   stt_stream: stt-deepgram-stream-invalid
-  vector_store: vs-qdrant
 memory:
   extraction:
     enabled: false
@@ -35,16 +34,6 @@ models:
   model_type: embedding
   model_url: https://api.openai.com/v1
   name: mock-embed
-- api_family: qdrant
-  description: Qdrant vector database (local)
-  model_params:
-    collection_name: omi_memories
-    host: ${oc.env:QDRANT_BASE_URL,qdrant}
-    port: ${oc.env:QDRANT_PORT,6333}
-  model_provider: qdrant
-  model_type: vector_store
-  model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-  name: vs-qdrant
 # Deepgram with invalid API key to trigger transcription failures
 - api_family: http
   api_key: invalid-key-for-testing
diff --git a/tests/configs/mock-vibevoice.yml b/tests/configs/mock-vibevoice.yml
index 7fe67884..96249b0f 100644
--- a/tests/configs/mock-vibevoice.yml
+++ b/tests/configs/mock-vibevoice.yml
@@ -14,7 +14,6 @@ defaults:
   embedding: mock-embed
   stt: stt-vibevoice
   stt_stream: mock-stt-stream
-  vector_store: vs-qdrant
 
 models:
   - name: mock-llm
@@ -41,17 +40,6 @@ models:
     embedding_dimensions: 1536
     model_output: vector
 
-  - name: vs-qdrant
-    description: Qdrant vector database (local)
-    model_type: vector_store
-    model_provider: qdrant
-    api_family: qdrant
-    model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-    model_params:
-      host: ${oc.env:QDRANT_BASE_URL,qdrant}
-      port: ${oc.env:QDRANT_PORT,6333}
-      collection_name: omi_memories
-
   - name: stt-vibevoice
     description: Mock VibeVoice ASR with built-in speaker diarization
     model_type: stt
@@ -107,11 +95,9 @@ memory:
     prompt: ''
 
 backend:
-  audio:
-    always_persist_enabled: true
-  transcription:
-    # Use segments from provider (VibeVoice provides pre-diarized segments)
-    use_provider_segments: true
+  diarization:
+    # Trust provider segments (VibeVoice provides pre-diarized segments)
+    diarization_source: provider
 
 # Speaker recognition should skip diarization step for VibeVoice
 # but can still run speaker identification if enrolled speakers exist
diff --git a/tests/configs/parakeet-ollama.yml b/tests/configs/parakeet-ollama.yml
index 99dd7362..b10cfaa5 100644
--- a/tests/configs/parakeet-ollama.yml
+++ b/tests/configs/parakeet-ollama.yml
@@ -5,7 +5,6 @@ defaults:
   llm: local-llm
   embedding: local-embed
   stt: stt-parakeet-batch
-  vector_store: vs-qdrant
 
 models:
   - name: local-llm
@@ -32,17 +31,6 @@ models:
     embedding_dimensions: 768
     model_output: vector
 
-  - name: vs-qdrant
-    description: Qdrant vector database
-    model_type: vector_store
-    model_provider: qdrant
-    api_family: qdrant
-    model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-    model_params:
-      host: ${oc.env:QDRANT_BASE_URL,qdrant}
-      port: ${oc.env:QDRANT_PORT,6333}
-      collection_name: omi_memories
-
   - name: stt-parakeet-batch
     description: Parakeet NeMo ASR (batch) - local offline transcription
     model_type: stt
diff --git a/tests/configs/parakeet-openai.yml b/tests/configs/parakeet-openai.yml
index c0d7b40a..8e72b0c7 100644
--- a/tests/configs/parakeet-openai.yml
+++ b/tests/configs/parakeet-openai.yml
@@ -5,7 +5,6 @@ defaults:
   llm: openai-llm
   embedding: openai-embed
   stt: stt-parakeet-batch
-  vector_store: vs-qdrant
 
 models:
   - name: openai-llm
@@ -32,17 +31,6 @@ models:
     embedding_dimensions: 1536
     model_output: vector
 
-  - name: vs-qdrant
-    description: Qdrant vector database
-    model_type: vector_store
-    model_provider: qdrant
-    api_family: qdrant
-    model_url: http://${oc.env:QDRANT_BASE_URL,qdrant}:${oc.env:QDRANT_PORT,6333}
-    model_params:
-      host: ${oc.env:QDRANT_BASE_URL,qdrant}
-      port: ${oc.env:QDRANT_PORT,6333}
-      collection_name: omi_memories
-
   - name: stt-parakeet-batch
     description: Parakeet NeMo ASR (batch) - local offline transcription
     model_type: stt
diff --git a/tests/configuration/test_llm_custom_provider.robot b/tests/configuration/test_llm_custom_provider.robot
new file mode 100644
index 00000000..7d4e5ee9
--- /dev/null
+++ b/tests/configuration/test_llm_custom_provider.robot
@@ -0,0 +1,259 @@
+*** Settings ***
+Documentation   Tests for LLM Custom Provider Setup (ConfigManager)
+Library         OperatingSystem
+Library         Collections
+Library         String
+Library         ../libs/ConfigTestHelper.py
+Test Tags       infra
+
+*** Keywords ***
+Setup Temp Config
+    [Documentation]  Creates a temporary configuration environment
+    ${random_suffix}=  Generate Random String  8  [NUMBERS]
+    ${temp_path}=  Join Path  ${OUTPUT DIR}  temp_config_${random_suffix}
+    Create Directory  ${temp_path}
+
+    # Create initial default config content
+    ${defaults}=  Create Dictionary  llm=openai-llm  embedding=openai-embed  stt=stt-deepgram
+    ${model1_params}=  Create Dictionary  temperature=${0.2}  max_tokens=${2000}
+    ${model1}=  Create Dictionary
+    ...  name=openai-llm
+    ...  description=OpenAI GPT-4o-mini
+    ...  model_type=llm
+    ...  model_provider=openai
+    ...  api_family=openai
+    ...  model_name=gpt-4o-mini
+    ...  model_url=https://api.openai.com/v1
+    ...  api_key=\${oc.env:OPENAI_API_KEY,''}
+    ...  model_params=${model1_params}
+    ...  model_output=json
+
+    ${model2}=  Create Dictionary
+    ...  name=local-embed
+    ...  description=Local embeddings via Ollama
+    ...  model_type=embedding
+    ...  model_provider=ollama
+    ...  api_family=openai
+    ...  model_name=nomic-embed-text:latest
+    ...  model_url=http://localhost:11434/v1
+    ...  api_key=\${oc.env:OPENAI_API_KEY,ollama}
+    ...  embedding_dimensions=${768}
+    ...  model_output=vector
+
+    ${models}=  Create List  ${model1}  ${model2}
+    ${memory}=  Create Dictionary  provider=chronicle
+    ${config}=  Create Dictionary  defaults=${defaults}  models=${models}  memory=${memory}
+
+    Create Temp Config Structure  ${temp_path}  ${config}
+    Set Test Variable  ${TEMP_PATH}  ${temp_path}
+
+Cleanup Temp Config
+    Remove Directory  ${TEMP_PATH}  recursive=True
+
+*** Test Cases ***
+Add New Model To Config
+    [Documentation]  add_or_update_model() should append a new model when name doesn't exist.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${params}=  Create Dictionary  temperature=${0.2}  max_tokens=${2000}
+    ${new_model}=  Create Dictionary
+    ...  name=custom-llm
+    ...  description=Custom OpenAI-compatible LLM
+    ...  model_type=llm
+    ...  model_provider=openai
+    ...  api_family=openai
+    ...  model_name=llama-3.1-70b-versatile
+    ...  model_url=https://api.groq.com/openai/v1
+    ...  api_key=\${oc.env:CUSTOM_LLM_API_KEY,''}
+    ...  model_params=${params}
+    ...  model_output=json
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+    Add Model To Config Manager  ${cm}  ${new_model}
+
+    ${config}=  Call Method  ${cm}  get_full_config
+    ${models}=  Get From Dictionary  ${config}  models
+
+    ${target_model}=  Set Variable  ${None}
+    FOR  ${m}  IN  @{models}
+        Run Keyword If  '${m["name"]}' == 'custom-llm'  Set Test Variable  ${target_model}  ${m}
+    END
+
+    Should Not Be Equal  ${target_model}  ${None}
+    Should Be Equal  ${target_model["model_name"]}  llama-3.1-70b-versatile
+    Should Be Equal  ${target_model["model_url"]}  https://api.groq.com/openai/v1
+    Should Be Equal  ${target_model["model_type"]}  llm
+
+Update Existing Model
+    [Documentation]  add_or_update_model() should replace an existing model with the same name.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+
+    # First add
+    ${model_v1}=  Create Dictionary  name=custom-llm  model_type=llm  model_name=model-v1  model_url=https://example.com/v1
+    Add Model To Config Manager  ${cm}  ${model_v1}
+
+    # Then update
+    ${model_v2}=  Create Dictionary  name=custom-llm  model_type=llm  model_name=model-v2  model_url=https://example.com/v2
+    Add Model To Config Manager  ${cm}  ${model_v2}
+
+    ${config}=  Call Method  ${cm}  get_full_config
+    ${models}=  Get From Dictionary  ${config}  models
+
+    ${count}=  Set Variable  0
+    ${target_model}=  Set Variable  ${None}
+    FOR  ${m}  IN  @{models}
+        IF  '${m["name"]}' == 'custom-llm'
+            Set Test Variable  ${target_model}  ${m}
+            ${count}=  Evaluate  ${count} + 1
+        END
+    END
+
+    Should Be Equal As Integers  ${count}  1
+    Should Be Equal  ${target_model["model_name"]}  model-v2
+    Should Be Equal  ${target_model["model_url"]}  https://example.com/v2
+
+Add Model To Empty Models List
+    [Documentation]  add_or_update_model() should create models list if it doesn't exist.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    # Overwrite config with empty models
+    ${defaults}=  Create Dictionary  llm=openai-llm
+    ${empty_config}=  Create Dictionary  defaults=${defaults}
+    Create Temp Config Structure  ${TEMP_PATH}  ${empty_config}
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+    ${test_model}=  Create Dictionary  name=test-model  model_type=llm
+    Add Model To Config Manager  ${cm}  ${test_model}
+
+    ${config}=  Call Method  ${cm}  get_full_config
+    Dictionary Should Contain Key  ${config}  models
+    ${models}=  Get From Dictionary  ${config}  models
+    Length Should Be  ${models}  1
+    Should Be Equal  ${models[0]["name"]}  test-model
+
+Custom LLM And Embedding Model Added
+    [Documentation]  Both LLM and embedding models should be created when embedding model is provided.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+
+    ${params}=  Create Dictionary  temperature=${0.2}  max_tokens=${2000}
+    ${llm_model}=  Create Dictionary
+    ...  name=custom-llm
+    ...  model_type=llm
+    ...  model_provider=openai
+    ...  api_family=openai
+    ...  model_name=llama-3.1-70b-versatile
+    ...  model_url=https://api.groq.com/openai/v1
+    ...  api_key=\${oc.env:CUSTOM_LLM_API_KEY,''}
+    ...  model_params=${params}
+    ...  model_output=json
+
+    ${embed_model}=  Create Dictionary
+    ...  name=custom-embed
+    ...  description=Custom OpenAI-compatible embeddings
+    ...  model_type=embedding
+    ...  model_provider=openai
+    ...  api_family=openai
+    ...  model_name=text-embedding-3-small
+    ...  model_url=https://api.groq.com/openai/v1
+    ...  api_key=\${oc.env:CUSTOM_LLM_API_KEY,''}
+    ...  embedding_dimensions=${1536}
+    ...  model_output=vector
+
+    Add Model To Config Manager  ${cm}  ${llm_model}
+    Add Model To Config Manager  ${cm}  ${embed_model}
+
+    ${config}=  Call Method  ${cm}  get_full_config
+    ${models}=  Get From Dictionary  ${config}  models
+    ${model_names}=  Create List
+    FOR  ${m}  IN  @{models}
+        Append To List  ${model_names}  ${m["name"]}
+    END
+
+    List Should Contain Value  ${model_names}  custom-llm
+    List Should Contain Value  ${model_names}  custom-embed
+
+    ${target_embed}=  Set Variable  ${None}
+    FOR  ${m}  IN  @{models}
+        Run Keyword If  '${m["name"]}' == 'custom-embed'  Set Test Variable  ${target_embed}  ${m}
+    END
+
+    Should Be Equal  ${target_embed["model_type"]}  embedding
+    Should Be Equal  ${target_embed["model_name"]}  text-embedding-3-small
+    Should Be Equal As Integers  ${target_embed["embedding_dimensions"]}  1536
+
+Custom LLM Without Embedding Falls Back To Local
+    [Documentation]  defaults.embedding should be local-embed when no custom embedding is provided.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+
+    ${llm_model}=  Create Dictionary
+    ...  name=custom-llm
+    ...  model_type=llm
+    ...  model_name=some-model
+    ...  model_url=https://api.example.com/v1
+
+    Add Model To Config Manager  ${cm}  ${llm_model}
+    ${defaults_update}=  Create Dictionary  llm=custom-llm  embedding=local-embed
+    Update Defaults In Config Manager  ${cm}  ${defaults_update}
+
+    ${defaults}=  Call Method  ${cm}  get_config_defaults
+    Should Be Equal  ${defaults["llm"]}  custom-llm
+    Should Be Equal  ${defaults["embedding"]}  local-embed
+
+Custom LLM Updates Defaults With Embedding
+    [Documentation]  defaults.llm and defaults.embedding should be updated correctly with custom embed.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+
+    ${defaults_update}=  Create Dictionary  llm=custom-llm  embedding=custom-embed
+    Update Defaults In Config Manager  ${cm}  ${defaults_update}
+
+    ${defaults}=  Call Method  ${cm}  get_config_defaults
+    Should Be Equal  ${defaults["llm"]}  custom-llm
+    Should Be Equal  ${defaults["embedding"]}  custom-embed
+
+Existing Models Preserved After Adding Custom
+    [Documentation]  Adding a custom model should not remove existing models.
+    [Setup]    Setup Temp Config
+    [Teardown]  Cleanup Temp Config
+
+    ${cm}=  Get Config Manager Instance  ${TEMP_PATH}
+    ${config_before}=  Call Method  ${cm}  get_full_config
+    ${models_before}=  Get From Dictionary  ${config_before}  models
+    ${original_count}=  Get Length  ${models_before}
+
+    ${new_model}=  Create Dictionary
+    ...  name=custom-llm
+    ...  model_type=llm
+    ...  model_name=test-model
+    ...  model_url=https://example.com/v1
+
+    Add Model To Config Manager  ${cm}  ${new_model}
+
+    ${config_after}=  Call Method  ${cm}  get_full_config
+    ${models_after}=  Get From Dictionary  ${config_after}  models
+    ${new_count}=  Get Length  ${models_after}
+    ${expected_count}=  Evaluate  ${original_count} + 1
+
+    Should Be Equal As Integers  ${new_count}  ${expected_count}
+
+    ${model_names}=  Create List
+    FOR  ${m}  IN  @{models_after}
+        Append To List  ${model_names}  ${m["name"]}
+    END
+
+    List Should Contain Value  ${model_names}  openai-llm
+    List Should Contain Value  ${model_names}  local-embed
+    List Should Contain Value  ${model_names}  custom-llm
diff --git a/tests/configuration/test_transcription_url.robot b/tests/configuration/test_transcription_url.robot
new file mode 100644
index 00000000..ea5edb6b
--- /dev/null
+++ b/tests/configuration/test_transcription_url.robot
@@ -0,0 +1,127 @@
+*** Settings ***
+Documentation   Tests for Transcription Service URL Configuration
+Library         Collections
+Library         ../libs/ConfigTestHelper.py
+Test Tags       infra
+
+*** Test Cases ***
+Vibevoice Url Without Http Prefix
+    [Documentation]  Test that VIBEVOICE_ASR_URL without http:// prefix works correctly.
+    ${config_template}=  Create Dictionary  model_url=http://\${oc.env:VIBEVOICE_ASR_URL,host.docker.internal:8767}
+    ${env_vars}=  Create Dictionary  VIBEVOICE_ASR_URL=host.docker.internal:8767
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    Should Be Equal  ${resolved["model_url"]}  http://host.docker.internal:8767
+    Should Not Contain  ${resolved["model_url"]}  http://http://
+
+Vibevoice Url With Http Prefix Causes Double Prefix
+    [Documentation]  Test that VIBEVOICE_ASR_URL WITH http:// causes double prefix (bug scenario).
+    ${config_template}=  Create Dictionary  model_url=http://\${oc.env:VIBEVOICE_ASR_URL,host.docker.internal:8767}
+    ${env_vars}=  Create Dictionary  VIBEVOICE_ASR_URL=http://host.docker.internal:8767
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    Should Be Equal  ${resolved["model_url"]}  http://http://host.docker.internal:8767
+    Should Contain  ${resolved["model_url"]}  http://http://
+
+Vibevoice Url Default Fallback
+    [Documentation]  Test that default fallback works when VIBEVOICE_ASR_URL is not set.
+    ${config_template}=  Create Dictionary  model_url=http://\${oc.env:VIBEVOICE_ASR_URL,host.docker.internal:8767}
+    ${env_vars}=  Create Dictionary
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    Should Be Equal  ${resolved["model_url"]}  http://host.docker.internal:8767
+
+Parakeet Url Configuration
+    [Documentation]  Test that PARAKEET_ASR_URL follows same pattern.
+    ${config_template}=  Create Dictionary  model_url=http://\${oc.env:PARAKEET_ASR_URL,172.17.0.1:8767}
+    ${env_vars}=  Create Dictionary  PARAKEET_ASR_URL=host.docker.internal:8767
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    Should Be Equal  ${resolved["model_url"]}  http://host.docker.internal:8767
+    Should Not Contain  ${resolved["model_url"]}  http://http://
+
+Url Parsing Removes Double Slashes
+    [Documentation]  Test that URL with double http:// causes connection failures (simulated by parsing check).
+
+    # Valid URL
+    ${valid_url}=  Set Variable  http://host.docker.internal:8767/transcribe
+    ${parsed_valid}=  Check Url Parsing  ${valid_url}
+    Should Be Equal  ${parsed_valid["scheme"]}  http
+    Should Be Equal  ${parsed_valid["netloc"]}  host.docker.internal:8767
+
+    # Invalid URL
+    ${invalid_url}=  Set Variable  http://http://host.docker.internal:8767/transcribe
+    ${parsed_invalid}=  Check Url Parsing  ${invalid_url}
+    Should Be Equal  ${parsed_invalid["scheme"]}  http
+    # In python urlparse, 'http:' becomes the netloc for 'http://http://...'
+    Should Be Equal  ${parsed_invalid["netloc"]}  http:
+    Should Not Be Equal  ${parsed_invalid["netloc"]}  host.docker.internal:8767
+
+Diarization Source Defaults To Provider
+    [Documentation]  Test that diarization_source defaults to provider (trust provider diarization, fall back to pyannote).
+    ${diarization}=  Create Dictionary
+    ${backend}=  Create Dictionary  diarization=${diarization}
+    ${config_template}=  Create Dictionary  backend=${backend}
+    ${env_vars}=  Create Dictionary
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    ${val}=  Evaluate  $resolved.get('backend', {}).get('diarization', {}).get('diarization_source', 'provider')
+    Should Be Equal  ${val}  provider
+
+Diarization Source Explicit Pyannote
+    [Documentation]  Test that diarization_source can be set to pyannote (always re-diarize).
+    ${diarization}=  Create Dictionary  diarization_source=pyannote
+    ${backend}=  Create Dictionary  diarization=${diarization}
+    ${config_template}=  Create Dictionary  backend=${backend}
+    ${env_vars}=  Create Dictionary
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    ${val}=  Evaluate  $resolved['backend']['diarization']['diarization_source']
+    Should Be Equal  ${val}  pyannote
+
+Vibevoice Provider Diarization Is Trusted
+    [Documentation]  Test that a provider with segments + diarization capabilities qualifies for provider-sourced diarization.
+    # Logic simulation
+    ${vibevoice_capabilities}=  Create List  segments  diarization
+    ${has_diarization}=  Evaluate  "diarization" in $vibevoice_capabilities
+    ${has_segments}=  Evaluate  "segments" in $vibevoice_capabilities
+    ${provider_diarized}=  Evaluate  $has_diarization and $has_segments
+    Should Be Equal  ${provider_diarized}  ${TRUE}
+
+Model Registry Url Resolution With Env Var
+    [Documentation]  Test that model URLs resolve correctly from environment.
+    ${model_def}=  Create Dictionary
+    ...  name=stt-vibevoice
+    ...  model_type=stt
+    ...  model_provider=vibevoice
+    ...  model_url=http://\${oc.env:VIBEVOICE_ASR_URL,host.docker.internal:8767}
+
+    ${models}=  Create List  ${model_def}
+    ${defaults}=  Create Dictionary  stt=stt-vibevoice
+    ${config_template}=  Create Dictionary  defaults=${defaults}  models=${models}
+
+    ${env_vars}=  Create Dictionary  VIBEVOICE_ASR_URL=host.docker.internal:8767
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    ${resolved_models}=  Get From Dictionary  ${resolved}  models
+    Should Be Equal  ${resolved_models[0]["model_url"]}  http://host.docker.internal:8767
+
+Multiple Asr Providers Url Resolution
+    [Documentation]  Test that multiple ASR providers can use different URL patterns.
+    ${m1}=  Create Dictionary  name=stt-vibevoice  model_url=http://\${oc.env:VIBEVOICE_ASR_URL,host.docker.internal:8767}
+    ${m2}=  Create Dictionary  name=stt-parakeet  model_url=http://\${oc.env:PARAKEET_ASR_URL,172.17.0.1:8767}
+    ${m3}=  Create Dictionary  name=stt-deepgram  model_url=https://api.deepgram.com/v1
+
+    ${models}=  Create List  ${m1}  ${m2}  ${m3}
+    ${config_template}=  Create Dictionary  models=${models}
+
+    ${env_vars}=  Create Dictionary
+    ...  VIBEVOICE_ASR_URL=host.docker.internal:8767
+    ...  PARAKEET_ASR_URL=localhost:8080
+
+    ${resolved}=  Resolve Omega Config  ${config_template}  ${env_vars}
+    ${resolved_models}=  Get From Dictionary  ${resolved}  models
+
+    Should Be Equal  ${resolved_models[0]["model_url"]}  http://host.docker.internal:8767
+    Should Be Equal  ${resolved_models[1]["model_url"]}  http://localhost:8080
+    Should Be Equal  ${resolved_models[2]["model_url"]}  https://api.deepgram.com/v1
diff --git a/tests/endpoints/annotation_suggestions_tests.robot b/tests/endpoints/annotation_suggestions_tests.robot
new file mode 100644
index 00000000..4a600b7d
--- /dev/null
+++ b/tests/endpoints/annotation_suggestions_tests.robot
@@ -0,0 +1,68 @@
+*** Settings ***
+Documentation    Annotation Suggestions Endpoint Tests
+...
+...              Tests for the GET /annotations/suggestions endpoint
+...              used by the User Loop swipe review UI.
+Library          RequestsLibrary
+Library          Collections
+Resource         ../setup/setup_keywords.robot
+Resource         ../setup/teardown_keywords.robot
+Resource         ../resources/session_keywords.robot
+Resource         ../resources/user_keywords.robot
+Suite Setup      Suite Setup
+Suite Teardown   Suite Teardown
+Test Setup       Test Cleanup
+
+*** Test Cases ***
+
+Get Suggestions Returns Empty List When No Suggestions Exist
+    [Documentation]    Verify suggestions endpoint returns empty list for a fresh user
+    [Tags]    infra
+
+    ${session}=    Get Admin API Session
+    ${response}=    GET On Session    ${session}    /api/annotations/suggestions
+    Should Be Equal As Integers    ${response.status_code}    200
+
+    ${suggestions}=    Set Variable    ${response.json()}
+    Should Be Equal As Integers    ${suggestions.__len__()}    0
+
+Get Suggestions Requires Authentication
+    [Documentation]    Verify suggestions endpoint returns 401 without auth token
+    [Tags]    infra
+
+    Get Anonymous Session    anon_session
+    ${response}=    GET On Session    anon_session    /api/annotations/suggestions    expected_status=401
+    Should Be Equal As Integers    ${response.status_code}    401
+
+Get Suggestions Respects Limit Parameter
+    [Documentation]    Verify suggestions endpoint accepts limit query parameter
+    [Tags]    infra
+
+    ${session}=    Get Admin API Session
+    &{params}=    Create Dictionary    limit=5
+    ${response}=    GET On Session    ${session}    /api/annotations/suggestions    params=${params}
+    Should Be Equal As Integers    ${response.status_code}    200
+
+    ${suggestions}=    Set Variable    ${response.json()}
+    ${count}=    Get Length    ${suggestions}
+    Should Be True    ${count} <= 5    Suggestions count should respect limit parameter
+
+Non Admin User Can Access Own Suggestions
+    [Documentation]    Verify non-admin users can access the suggestions endpoint
+    [Tags]    infra	permissions
+
+    # Create a regular test user (random email so leftover users from an
+    # aborted run can't collide with a 409)
+    ${session}=    Get Admin API Session
+    ${user}=    Create Test User    ${session}
+
+    # Login as the test user
+    Create API Session    user_session    ${user}[email]    ${TEST_USER_PASSWORD}
+
+    ${response}=    GET On Session    user_session    /api/annotations/suggestions
+    Should Be Equal As Integers    ${response.status_code}    200
+
+    ${suggestions}=    Set Variable    ${response.json()}
+    Should Be Equal As Integers    ${suggestions.__len__()}    0
+
+    [Teardown]    Run Keyword And Ignore Error    Delete User    ${session}    ${user}[id]
diff --git a/tests/endpoints/auth_tests.robot b/tests/endpoints/auth_tests.robot
index ac5d829f..ed74b5d8 100644
--- a/tests/endpoints/auth_tests.robot
+++ b/tests/endpoints/auth_tests.robot
@@ -136,4 +136,3 @@ Delete User Test
 
     ${response}=       POST On Session    api    /auth/jwt/login    data=${auth_data}    headers=${headers}    expected_status=400
     Should Be Equal As Integers    ${response.status_code}    400
-
diff --git a/tests/endpoints/chat_tests.robot b/tests/endpoints/chat_tests.robot
index e2846904..06f75021 100644
--- a/tests/endpoints/chat_tests.robot
+++ b/tests/endpoints/chat_tests.robot
@@ -40,7 +40,7 @@ Create Chat Session With Custom Title Test
     ${session}=        Set Variable    ${response.json()}
     Should Be Equal    ${session}[title]    ${custom_title}
 
-    
+
 Get Chat Sessions Test
     [Documentation]    Test getting all chat sessions for user
     [Tags]    chat
@@ -239,4 +239,3 @@ User Isolation Test
     Should Be Equal As Integers    ${count}    0
 
     Delete User    api    ${test_user}[id]
-
diff --git a/tests/endpoints/client_queue_tests.robot b/tests/endpoints/client_queue_tests.robot
index b161b7fa..225fdffe 100644
--- a/tests/endpoints/client_queue_tests.robot
+++ b/tests/endpoints/client_queue_tests.robot
@@ -13,7 +13,7 @@ Suite Teardown   Delete All Sessions
 
 Get Active Clients Test
     [Documentation]    Test getting active client information
-    [Tags]             client    active    positive
+    [Tags]    infra
 
     Create API Session    admin_session
     ${response}=       GET On Session    admin_session    /api/clients/active
@@ -31,7 +31,7 @@ Get Active Clients Test
 
 Get Queue Jobs Test
     [Documentation]    Test getting queue jobs with pagination
-    [Tags]             queue    jobs    positive
+    [Tags]    queue
 
     Create API Session    admin_session
     &{params}=         Create Dictionary    limit=20    offset=0
@@ -53,7 +53,7 @@ Get Queue Jobs Test
 
 Get Queue Jobs With Different Limits Test
     [Documentation]    Test queue jobs pagination with different limits
-    [Tags]             queue    jobs    pagination    positive
+    [Tags]    queue
     Get Anonymous Session    anon_session
 
     Create API Session    admin_session
@@ -78,7 +78,7 @@ Get Queue Jobs With Different Limits Test
 
 Get Queue Statistics Test
     [Documentation]    Test getting queue statistics
-    [Tags]             queue    statistics    positive
+    [Tags]    queue
     Get Anonymous Session    anon_session
 
     Create API Session    admin_session
@@ -95,7 +95,7 @@ Get Queue Statistics Test
 
 Get Queue Health Test
     [Documentation]    Test getting queue health status
-    [Tags]             queue    health    positive
+    [Tags]    queue	health
     Get Anonymous Session    anon_session
 
     Create API Session    admin_session
@@ -112,7 +112,7 @@ Get Queue Health Test
 
 Queue Jobs User Isolation Test
     [Documentation]    Test that regular users only see their own queue jobs
-    [Tags]             queue    security    isolation
+    [Tags]    queue	permissions
     Get Anonymous Session    anon_session
 
     Create API Session    admin_session
@@ -140,7 +140,7 @@ Queue Jobs User Isolation Test
 
 Invalid Queue Parameters Test
     [Documentation]    Test queue endpoints with invalid parameters
-    [Tags]             queue    negative    validation
+    [Tags]    queue
     Get Anonymous Session    anon_session
 
     Create API Session    admin_session
@@ -162,7 +162,7 @@ Invalid Queue Parameters Test
 
 Unauthorized Client Access Test
     [Documentation]    Test that client endpoints require authentication
-    [Tags]             client    security    negative
+    [Tags]    infra	permissions
     ${session}=    Get Anonymous Session    session
 
 
@@ -172,9 +172,9 @@ Unauthorized Client Access Test
 
 Unauthorized Queue Access Test
     [Documentation]    Test that queue endpoints require authentication
-    [Tags]             queue    security    negative
+    [Tags]    queue	permissions
     ${session}=    Get Anonymous Session    session
-    
+
     # Try to access queue jobs without token
     ${response}=    GET On Session    ${session}    /api/queue/jobs    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
@@ -186,7 +186,7 @@ Unauthorized Queue Access Test
 
 Client Manager Integration Test
     [Documentation]    Test client manager functionality
-    [Tags]             client    manager    integration
+    [Tags]    infra
 
     Create API Session    admin_session
 
@@ -197,4 +197,3 @@ Client Manager Integration Test
     ${clients}=        Set Variable    ${response.json()}
     # Verify structure - should be a valid JSON response
     Should Be True     isinstance($clients, (dict, list))
-
diff --git a/tests/endpoints/conversation_tests.robot b/tests/endpoints/conversation_tests.robot
index 565d5416..f7b72050 100644
--- a/tests/endpoints/conversation_tests.robot
+++ b/tests/endpoints/conversation_tests.robot
@@ -21,7 +21,7 @@ Get User Conversations Test
     ${conversations_data}=        Get User Conversations
 
     # Verify conversation structure if any exist
-   
+
     IF    isinstance($conversations_data, dict) and len($conversations_data) > 0
         ${client_ids}=    Get Dictionary Keys    ${conversations_data}
         FOR    ${client_id}    IN    @{client_ids}
@@ -66,7 +66,7 @@ Reprocess test and get Conversation Versions Test
 
     ${expected_count}=    Evaluate    ${start_num_versions} + 1
     Should Be Equal As Integers     ${conversation}[transcript_version_count]    ${expected_count}
-    Should be equal as strings     ${conversation}[active_transcript_version]      ${updated_versions}[-1][version_id]    
+    Should be equal as strings     ${conversation}[active_transcript_version]      ${updated_versions}[-1][version_id]
 
 
 Unauthorized Conversation Access Test
@@ -97,9 +97,10 @@ Reprocess Memory Test
 
     ${conversation_id}=    Set Variable    ${test_conversation}[conversation_id]
 
-    # Get initial memory version count
-    ${initial_memory_count}=    Set Variable    ${test_conversation}[memory_version_count]
-    Log    Initial memory version count: ${initial_memory_count}
+    # Get initial memory audit ledger size
+    ${initial_audit}=    Get Conversation Memory Audit    ${conversation_id}
+    ${initial_count}=    Get Length    ${initial_audit}
+    Log    Initial memory audit entries: ${initial_count}
 
     # Trigger memory reprocessing
     ${response}=    Reprocess Memory    ${conversation_id}
@@ -113,21 +114,18 @@ Reprocess Memory Test
     ${job_id}=    Set Variable    ${response}[job_id]
     Wait For Job Status    ${job_id}    finished    timeout=60s    interval=5s
 
-    # Verify new memory version was created
-    ${updated_conversation}=    Get Conversation By ID    ${conversation_id}
-    ${new_memory_count}=    Set Variable    ${updated_conversation}[memory_version_count]
-    Log    New memory version count: ${new_memory_count}
+    # Verify the reprocess recorded a new vault change in the audit ledger
+    ${updated_audit}=    Get Conversation Memory Audit    ${conversation_id}
+    ${new_count}=    Get Length    ${updated_audit}
+    Log    New memory audit entries: ${new_count}
 
-    Should Be True    ${new_memory_count} > ${initial_memory_count}    Expected memory version count to increase
+    Should Be True    ${new_count} > ${initial_count}    Expected memory audit ledger to grow after reprocessing
 
-    ${memory_versions}=    Get conversation memory versions    ${conversation_id}
-    Length Should Be    ${memory_versions}    ${new_memory_count}
-  
 
 Close Conversation Test
     [Documentation]    Test closing current conversation for a client
     [Tags]    conversation
-    
+
     Skip     msg=Close conversation needs to be evaluated as to it's purpose from the client side
 
     Get Anonymous Session    anon_session
@@ -181,16 +179,9 @@ Transcript Version activate Test
     # Test activating a different version (activate version index 1)
     ${target_version}=    Set Variable    ${versions}[1][version_id]
     ${response}=       Activate Transcript Version      ${conversation_id}    ${target_version}
-    Should Be Equal As Strings    ${response}[active_transcript_version]   ${target_version}  
+    Should Be Equal As Strings    ${response}[active_transcript_version]   ${target_version}
 
 
-        # ${active_memory}=     Get memory versions  
-        # ...    ${test}[active_memory_version]
-        # IF    '${active_memory}' != '${None}' and '${active_memory}' != 'null'
-        #     ${response}=       Activate Memory Version       ${conversation_id}    ${active_memory}
-        #     Should Be Equal As Integers    ${response.status_code}    200
-        # END
-
 Get conversation permission Test
     [Documentation]    Test that users can only access their own conversations
     [Tags]    conversation	permissions
@@ -264,4 +255,3 @@ Filter Starred Conversations
     IF    ${conv_check}[starred]
         Star Conversation    ${conversation_id}
     END
-
diff --git a/tests/endpoints/data_audit_tests.robot b/tests/endpoints/data_audit_tests.robot
new file mode 100644
index 00000000..23d49668
--- /dev/null
+++ b/tests/endpoints/data_audit_tests.robot
@@ -0,0 +1,129 @@
+*** Settings ***
+Documentation       Data Audit API Tests
+...
+...                 Tests for the data-audit endpoints:
+...                 - Filtered conversation listing with VAD speech metrics
+...                 - Silence-gap detection (split candidates)
+...                 - Conversation split (chunk reassignment + transcript slicing)
+...                 - Conversation merge (adjacent conversations)
+
+Library             RequestsLibrary
+Library             Collections
+Resource            ../setup/setup_keywords.robot
+Resource            ../setup/teardown_keywords.robot
+Resource            ../resources/conversation_keywords.robot
+Resource            ../resources/queue_keywords.robot
+
+Suite Setup         Suite Setup
+Suite Teardown      Suite Teardown
+
+Test Tags           conversation
+
+
+*** Test Cases ***
+Data Audit List Returns Speech Metrics
+    [Documentation]    The audit listing responds with VAD-based fields and paging metadata
+
+    ${response}=    GET On Session    api    /api/data-audit/conversations    expected_status=200
+    ${body}=    Set Variable    ${response.json()}
+    Dictionary Should Contain Key    ${body}    conversations
+    Dictionary Should Contain Key    ${body}    total
+    Dictionary Should Contain Key    ${body}    speech_threshold
+    Dictionary Should Contain Key    ${body}    scan_capped
+
+Silence Gaps On Unknown Conversation Returns Not Found
+    [Documentation]    Gap detection on a nonexistent conversation is a 404
+
+    GET On Session    api    /api/data-audit/conversations/nonexistent-conversation/silence-gaps
+    ...    expected_status=404
+
+Split On Unknown Conversation Returns Not Found
+    [Documentation]    Splitting a nonexistent conversation is a 404
+
+    ${payload}=    Create Dictionary    split_points=${{[30.0]}}
+    POST On Session    api    /api/data-audit/conversations/nonexistent-conversation/split
+    ...    json=${payload}    expected_status=404
+
+Merge Requires At Least Two Conversations
+    [Documentation]    Request validation rejects a single-conversation merge
+
+    ${payload}=    Create Dictionary    conversation_ids=${{['only-one-id']}}
+    POST On Session    api    /api/data-audit/merge    json=${payload}    expected_status=422
+
+Full Split And Merge Round Trip
+    [Documentation]    Upload audio → VAD analyze → split at the midpoint → verify two
+    ...                children with reassigned chunks and re-timed transcripts → merge
+    ...                the children back and verify totals and source soft-deletion.
+    [Tags]    conversation	requires-api-keys
+    [Timeout]    600s
+
+    # Arrange — create a conversation with audio chunks and a transcript
+    ${conversation}=    Create Test Conversation    device_name=audit-split
+    ${conversation_id}=    Set Variable    ${conversation}[conversation_id]
+
+    # Act — force VAD analysis and wait for the job to finish
+    ${analyze_payload}=    Create Dictionary
+    ...    conversation_ids=${{['${conversation_id}']}}    force=${True}
+    ${analyze_response}=    POST On Session    api    /api/data-audit/analyze
+    ...    json=${analyze_payload}    expected_status=200
+    ${job_id}=    Set Variable    ${analyze_response.json()}[job_id]
+    Wait For Job Status    ${job_id}    finished    timeout=180s    interval=3s
+
+    # Assert — gap endpoint now reports the conversation as analyzed
+    ${gaps_response}=    GET On Session    api
+    ...    /api/data-audit/conversations/${conversation_id}/silence-gaps
+    ...    expected_status=200
+    Should Be True    ${gaps_response.json()}[analyzed]    Conversation should be analyzed after the VAD job
+    ${duration}=    Set Variable    ${gaps_response.json()}[duration_seconds]
+    Should Be True    ${duration} > 20    Test asset should be longer than 20s, got ${duration}
+
+    # Act — split at the midpoint (split points are caller-supplied, so no
+    # real 15-minute silence gap is needed for the mechanics to be exercised)
+    ${midpoint}=    Evaluate    round(${duration} / 2, 1)
+    ${split_payload}=    Create Dictionary    split_points=${{[${midpoint}]}}
+    ${split_response}=    POST On Session    api
+    ...    /api/data-audit/conversations/${conversation_id}/split
+    ...    json=${split_payload}    expected_status=200
+    ${children}=    Set Variable    ${split_response.json()}[children]
+    ${child_count}=    Get Length    ${children}
+    Should Be Equal As Integers    ${child_count}    2    Split at one point should produce two children
+
+    # Assert — children have chunks and re-timed transcripts starting near zero
+    ${total_child_chunks}=    Set Variable    ${0}
+    FOR    ${child}    IN    @{children}
+        Should Be True    ${child}[chunk_count] > 0    Child should own at least one audio chunk
+        ${total_child_chunks}=    Evaluate    ${total_child_chunks} + ${child}[chunk_count]
+        ${child_doc}=    Get Conversation By ID    ${child}[conversation_id]
+        Should Be Equal    ${child_doc}[conversation_id]    ${child}[conversation_id]
+    END
+
+    # Assert — the parent no longer appears in the active conversation list
+    ${remaining}=    Get Conversations By Client ID    ${conversation}[client_id]
+    FOR    ${conv}    IN    @{remaining}
+        Should Not Be Equal    ${conv}[conversation_id]    ${conversation_id}
+        ...    Soft-deleted parent should not be listed
+    END
+
+    # Assert — a re-split of the already-split parent is rejected
+    POST On Session    api    /api/data-audit/conversations/${conversation_id}/split
+    ...    json=${split_payload}    expected_status=409
+
+    # Act — merge the two children back together
+    ${child_ids}=    Evaluate    [c['conversation_id'] for c in ${children}]
+    ${merge_payload}=    Create Dictionary    conversation_ids=${child_ids}
+    ${merge_response}=    POST On Session    api    /api/data-audit/merge
+    ...    json=${merge_payload}    expected_status=200
+    ${merged}=    Set Variable    ${merge_response.json()}
+
+    # Assert — merged conversation owns all the chunks and the sources are gone
+    Should Be Equal As Integers    ${merged}[chunk_count]    ${total_child_chunks}
+    ...    Merged conversation should own every child chunk
+    ${merged_doc}=    Get Conversation By ID    ${merged}[merged_conversation_id]
+    Should Be Equal    ${merged_doc}[conversation_id]    ${merged}[merged_conversation_id]
+    ${after_merge}=    Get Conversations By Client ID    ${conversation}[client_id]
+    FOR    ${conv}    IN    @{after_merge}
+        Should Not Contain    ${child_ids}    ${conv}[conversation_id]
+        ...    Soft-deleted merge sources should not be listed
+    END
+
+    Log To Console    ✅ Split ${conversation_id} into 2 parts and merged them back
diff --git a/tests/endpoints/health_tests.robot b/tests/endpoints/health_tests.robot
index dc734496..06a6cf6a 100644
--- a/tests/endpoints/health_tests.robot
+++ b/tests/endpoints/health_tests.robot
@@ -37,20 +37,19 @@ Health Check Test
     Dictionary Should Contain Key    ${health}    services
     Dictionary Should Contain Key    ${health}    overall_healthy
     Dictionary Should Contain Key    ${health}    critical_services_healthy
-    
+
     ${services}=    Set Variable    ${health}[services]
     Log To Console    \n
-    Log To Console    Mongodb: ${services}[mongodb][status]    
-    Log To Console    AudioAI: ${services}[audioai][status]
+    Log To Console    Mongodb: ${services}[mongodb][status]
+    Log To Console    LLM: ${services}[llm][status]
     Log To Console    Memory Service: ${services}[memory_service][status]
     Log To Console    Speech to Text: ${services}[speech_to_text][status]
     Log To Console    Speaker recognition: ${services}[speaker_recognition][status]
     # Verify status is one of expected values
     Should Be True    '${health}[status]' in ['healthy', 'degraded', 'critical']
-    
+
     ${config}=    Set Variable    ${health}[config]
     Dictionary Should Contain Key    ${config}    mongodb_uri
-    Dictionary Should Contain Key    ${config}    qdrant_url
     Dictionary Should Contain Key    ${config}    transcription_service
     Dictionary Should Contain Key    ${config}    asr_uri
     Dictionary Should Contain Key    ${config}    provider_type
@@ -63,7 +62,6 @@ Health Check Test
 
     # Verify config values are not empty
     Should Not Be Empty    ${config}[mongodb_uri]
-    Should Not Be Empty    ${config}[qdrant_url]
     Should Not Be Empty    ${config}[transcription_service]
     Should Not Be Empty    ${config}[asr_uri]
     Should Not Be Empty    ${config}[provider_type]
@@ -168,7 +166,7 @@ Health Check Service Details Test
     ${services}=    Set Variable    ${health}[services]
 
     # Check for expected services
-    ${expected_services}=    Create List    mongodb    redis    audioai    memory_service    speech_to_text
+    ${expected_services}=    Create List    mongodb    redis    llm    memory_service    speech_to_text
 
     FOR    ${service}    IN    @{expected_services}
         IF    '${service}' in $services
@@ -212,4 +210,3 @@ Unauthorized Health Access Test
     # Admin-only endpoints should require authentication
     ${response}=    GET On Session    session    /api/metrics    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
-
diff --git a/tests/endpoints/memory_tests.robot b/tests/endpoints/memory_tests.robot
index b12a4ff6..d109dafe 100644
--- a/tests/endpoints/memory_tests.robot
+++ b/tests/endpoints/memory_tests.robot
@@ -37,11 +37,8 @@ Get User Memories Test
             Dictionary Should Contain Key    ${memory}    memory
             Dictionary Should Contain Key    ${memory}    created_at
             Dictionary Should Contain Key    ${memory}    updated_at
-            Dictionary Should Contain Key    ${metadata}    source
-            Dictionary Should Contain Key    ${metadata}    client_id
-            Dictionary Should Contain Key    ${metadata}    source_id
             Dictionary Should Contain Key    ${metadata}    user_id
-            Dictionary Should Contain Key    ${metadata}    user_email
+            Dictionary Should Contain Key    ${metadata}    conversation_id
 
             # Verify timestamps are valid (not "Invalid Date", not empty)
             Should Not Be Equal    ${memory}[created_at]    ${EMPTY}    created_at should not be empty
@@ -49,11 +46,9 @@ Get User Memories Test
             Should Not Be Equal    ${memory}[created_at]    Invalid Date    created_at should not be "Invalid Date"
             Should Not Be Equal    ${memory}[updated_at]    Invalid Date    updated_at should not be "Invalid Date"
 
-            # Verify timestamps are numeric strings (Unix timestamps)
-            ${created_timestamp}=    Convert To Integer    ${memory}[created_at]
-            ${updated_timestamp}=    Convert To Integer    ${memory}[updated_at]
-            Should Be True    ${created_timestamp} > 0    created_at should be a positive timestamp
-            Should Be True    ${updated_timestamp} > 0    updated_at should be a positive timestamp
+            # Verify timestamps are present and non-empty
+            Should Not Be Equal    ${memory}[created_at]    ${NONE}    created_at should not be None
+            Should Not Be Equal    ${memory}[updated_at]    ${NONE}    updated_at should not be None
 
             # Check if memory contains "trumpet flower"
             ${memory_text}=    Convert To String    ${memory}[memory]
@@ -153,4 +148,3 @@ Unauthorized Memory Access Test
     &{params}=     Create Dictionary    query=test
     ${response}=   GET On Session    session    /api/memories/search    params=${params}    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
-
diff --git a/tests/endpoints/rq_queue_tests.robot b/tests/endpoints/rq_queue_tests.robot
index cbd58d96..e0573dbe 100644
--- a/tests/endpoints/rq_queue_tests.robot
+++ b/tests/endpoints/rq_queue_tests.robot
@@ -194,4 +194,4 @@ Test Queue API Authentication
     ${response}=    GET On Session    anon_session    /api/queue/stats    expected_status=401
     Should Be Equal As Integers    ${response.status_code}    401
 
-    Log    Queue API authentication properly enforced
\ No newline at end of file
+    Log    Queue API authentication properly enforced
diff --git a/tests/endpoints/system_admin_tests.robot b/tests/endpoints/system_admin_tests.robot
index eb33c039..b86be360 100644
--- a/tests/endpoints/system_admin_tests.robot
+++ b/tests/endpoints/system_admin_tests.robot
@@ -149,82 +149,6 @@ Delete All User Memories Test
     Dictionary Should Contain Key    ${result}    message
 
 
-Get Chat Configuration Test
-    [Documentation]    Test getting chat system prompt (admin only)
-    [Tags]    infra	permissions
-
-    # First ensure default prompt is set (cleanup from previous test runs)
-    ${default_prompt}=    Set Variable    You are a helpful AI assistant with access to the user's personal memories and conversation history.
-    &{headers}=        Create Dictionary    Content-Type=text/plain
-    ${response}=       POST On Session    api    /api/admin/chat/config
-    ...                data=${default_prompt}
-    ...                headers=${headers}
-    Should Be Equal As Integers    ${response.status_code}    200
-
-    # Now test getting the default prompt
-    ${response}=       GET On Session    api    /api/admin/chat/config
-    Should Be Equal As Integers    ${response.status_code}    200
-
-    # Response should be plain text
-    ${prompt}=         Set Variable    ${response.text}
-    Should Not Be Empty    ${prompt}
-    Should Not Contain     ${prompt}    system_prompt:    msg=Should not contain YAML key
-    Should Contain         ${prompt}    helpful AI assistant    msg=Should contain default prompt content
-
-Validate Chat Configuration Test
-    [Documentation]    Test chat configuration validation
-    [Tags]    infra	permissions
-
-    # Valid prompt should pass
-    ${valid_prompt}=   Set Variable    You are a friendly AI assistant that helps users with their daily tasks.
-    &{headers}=        Create Dictionary    Content-Type=text/plain
-    ${response}=       POST On Session    api    /api/admin/chat/config/validate
-    ...                data=${valid_prompt}
-    ...                headers=${headers}
-    Should Be Equal As Integers    ${response.status_code}    200
-    ${result}=         Set Variable    ${response.json()}
-    Should Be True     ${result}[valid] == $True
-
-    # Too short should fail
-    ${short_prompt}=   Set Variable    Hi
-    ${response}=       POST On Session    api    /api/admin/chat/config/validate
-    ...                data=${short_prompt}
-    ...                headers=${headers}
-    Should Be Equal As Integers    ${response.status_code}    200
-    ${result}=         Set Variable    ${response.json()}
-    Should Be True     ${result}[valid] == $False
-    Should Contain     ${result}[error]    too short    msg=Error should mention prompt is too short
-
-Save And Retrieve Chat Configuration Test
-    [Documentation]    Test saving and retrieving chat configuration
-    [Tags]    infra	permissions
-
-    # Define known default prompt for restoration (from system_controller.py and chat_service.py)
-    ${default_prompt}=    Set Variable    You are a helpful AI assistant with access to the user's personal memories and conversation history.
-
-    # Save custom prompt
-    ${custom_prompt}=  Set Variable    You are a specialized AI assistant for technical support and troubleshooting.
-    &{headers}=        Create Dictionary    Content-Type=text/plain
-    ${response}=       POST On Session    api    /api/admin/chat/config
-    ...                data=${custom_prompt}
-    ...                headers=${headers}
-    Should Be Equal As Integers    ${response.status_code}    200
-    ${result}=         Set Variable    ${response.json()}
-    Should Be True     ${result}[success] == $True
-
-    # Retrieve and verify
-    ${response}=       GET On Session    api    /api/admin/chat/config
-    Should Be Equal As Integers    ${response.status_code}    200
-    ${retrieved}=      Set Variable    ${response.text}
-    Should Be Equal    ${retrieved}    ${custom_prompt}    msg=Retrieved prompt should match saved prompt
-
-    # Restore default prompt to avoid test interference
-    ${response}=       POST On Session    api    /api/admin/chat/config
-    ...                data=${default_prompt}
-    ...                headers=${headers}
-    Should Be Equal As Integers    ${response.status_code}    200
-
-
 Non-Admin Cannot Access Admin Endpoints Test
     [Documentation]    Test that non-admin users cannot access admin endpoints
     [Tags]    infra	permissions
@@ -239,7 +163,6 @@ Non-Admin Cannot Access Admin Endpoints Test
     ...                /api/speaker-service-status
     ...                /api/admin/memory/config/raw
     ...                /api/admin/memory/config/reload
-    ...                /api/admin/chat/config
     ...                /api/process-audio-files/jobs
 
     FOR    ${endpoint}    IN    @{endpoints}
@@ -329,4 +252,3 @@ Speaker Configuration Workflow Test
     ${speakers_list}=  Set Variable    ${updated_config}[primary_speakers]
     ${length}=         Get Length    ${speakers_list}
     Should Be Equal As Integers    ${length}    0
-
diff --git a/tests/infrastructure/infra_tests.robot b/tests/infrastructure/infra_tests.robot
index 53d90f3a..262d7ed4 100644
--- a/tests/infrastructure/infra_tests.robot
+++ b/tests/infrastructure/infra_tests.robot
@@ -256,10 +256,10 @@ Worker Count Validation Test
     Log To Console    Idle workers: ${idle_workers}
 
     # Verify exact worker count
-    # Expected: 9 RQ workers (6 general workers + 3 audio persistence workers)
+    # Expected: 10 RQ workers (6 general + 1 memory + 3 audio persistence)
     # Note: Audio stream workers (Deepgram/Parakeet) are NOT RQ workers - they don't register
     # We wait up to 20s for registration, so all workers should be present
-    Should Be Equal As Integers    ${worker_count}    9    msg=Expected exactly 9 RQ workers (6 general + 3 audio persistence)
+    Should Be Equal As Integers    ${worker_count}    10    msg=Expected exactly 10 RQ workers (6 general + 1 memory + 3 audio persistence)
 
     # Verify active + idle = total
     ${sum}=    Evaluate    ${active_workers} + ${idle_workers}
@@ -300,70 +300,51 @@ Redis Connection Resilience Test
     Log To Console    \n✅ Redis health check working correctly
 
 WebSocket Disconnect Conversation End Reason Test
-    [Documentation]    Test that WebSocket disconnects are tracked with proper end_reason
+    [Documentation]    Test that abrupt WebSocket disconnects produce end_reason='websocket_disconnect'.
     ...
-    ...                This test simulates a Bluetooth/network dropout scenario:
-    ...                1. Start streaming audio and create conversation
-    ...                2. Keep sending audio to prevent inactivity timeout
-    ...                3. Abruptly close WebSocket (simulating disconnect)
-    ...                4. Verify job exits gracefully (no 3600s timeout)
-    ...                5. Verify conversation has end_reason='websocket_disconnect'
+    ...                Simulates a Bluetooth/network dropout:
+    ...                1. Stream audio in small bursts while waiting for conversation
+    ...                2. Once conversation is created, abruptly close WebSocket
+    ...                3. Verify conversation closes with end_reason=websocket_disconnect
     [Tags]    infra	audio-streaming
+    [Timeout]    180s
 
-    # Start audio stream and send chunks to trigger conversation
+    # Arrange
     ${device_name}=    Set Variable    disconnect
     ${client_id}=    Get Client ID From Device Name    ${device_name}
     ${stream_id}=    Open Audio Stream    device_name=${device_name}
 
-    # Send audio fast (no realtime pacing) to trigger conversation creation
-    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=200
-
-    # Initialize conversation_id to None (will be set when found)
-    ${conversation_id}=    Set Variable    ${None}
-
-    # Keep sending audio in a loop to prevent inactivity timeout while waiting for conversation
-    # We need to continuously send audio because SPEECH_INACTIVITY_THRESHOLD_SECONDS=2
-    FOR    ${i}    IN RANGE    20    # Send 20 batches while waiting
-        # Try to get conversation job
-        ${conv_jobs}=    Get Jobs By Type And Client    open_conversation    ${client_id}
-        ${has_job}=    Evaluate    len($conv_jobs) > 0
-
-        IF    ${has_job}
-            # Conversation job exists, try to get conversation_id
-            TRY
-                ${conversation_id}=    Get Conversation ID From Job Meta    open_conversation    ${client_id}
-                # Got conversation_id! Close websocket immediately to trigger disconnect
-                Log To Console    Conversation created (${conversation_id}), closing websocket NOW
-                Close Audio Stream    ${stream_id}
+    # Baseline: track existing jobs so we only look at the NEW one
+    ${baseline_jobs}=    Get Jobs By Type And Client    open_conversation    ${client_id}
+    ${baseline_count}=    Get Length    ${baseline_jobs}
+
+    # Send audio in small bursts interleaved with job checks.
+    # realtime_pacing + small batches lets Deepgram produce streaming results
+    # while we poll for the conversation job between bursts.
+    ${conversation_id}=    Set Variable    ${EMPTY}
+    FOR    ${i}    IN RANGE    30
+        Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}
+        ...    num_chunks=50    realtime_pacing=True
+
+        ${status}=    Run Keyword And Return Status
+        ...    Wait For New Job To Appear    open_conversation    ${client_id}    ${baseline_count}
+        IF    ${status}
+            ${jobs}=    Get Jobs By Type And Client    open_conversation    ${client_id}
+            ${current_count}=    Get Length    ${jobs}
+            IF    ${current_count} > ${baseline_count}
+                ${conversation_id}=    Evaluate    $jobs[0]['meta'].get('conversation_id', '')
                 BREAK
-            EXCEPT
-                # conversation_id not set yet, keep sending audio
-                Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=50
-                Sleep    1s
             END
-        ELSE
-            # No conversation job yet, keep sending audio
-            Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=50
-            Sleep    1s
         END
     END
+    Should Not Be Empty    ${conversation_id}    msg=Conversation never created within timeout
 
-    # Verify we got the conversation_id before loop ended
-    Should Not Be Equal    ${conversation_id}    ${None}    Failed to get conversation_id within timeout
-
-    # Wait for job to complete (should be fast, not 3600s timeout)
-    ${conv_jobs}=    Get Jobs By Type And Client    open_conversation    ${device_name}
-    ${conv_job}=    Get Most Recent Job    ${conv_jobs}
-    Wait For Job Status    ${conv_job}[job_id]    finished    timeout=60s    interval=2s
+    # Act: abrupt disconnect (no audio-stop event → triggers websocket_disconnect)
+    Log To Console    Conversation ${conversation_id} active, disconnecting NOW
+    Close Audio Stream Without Stop Event    ${stream_id}
 
-    # Wait for end_reason to be saved to database (retry with timeout)
-    ${conversation}=    Wait Until Keyword Succeeds    10s    0.5s
-    ...    Check Conversation Has End Reason    ${conversation_id}
-
-    # Verify conversation was saved with correct end_reason
-    ${end_reason}=    Set Variable    ${conversation}[end_reason]
-    Should Be Equal As Strings    ${end_reason}    websocket_disconnect
-    Should Not Be Equal    ${conversation}[completed_at]    ${None}
+    # Assert: conversation closes with correct end_reason
+    Wait Until Keyword Succeeds    30s    2s
+    ...    Conversation Should Have End Reason    ${conversation_id}    websocket_disconnect
 
     [Teardown]    Run Keyword And Ignore Error    Close Audio Stream    ${stream_id}
-
diff --git a/tests/integration/always_persist_audio_tests.robot b/tests/integration/always_persist_audio_tests.robot
index d27dee81..a94455f7 100644
--- a/tests/integration/always_persist_audio_tests.robot
+++ b/tests/integration/always_persist_audio_tests.robot
@@ -1,14 +1,13 @@
 *** Settings ***
-Documentation    Always Persist Audio Feature Tests
+Documentation    Durable Audio Persistence Tests
 ...
-...              Tests that verify the always_persist flag ensures audio is saved
-...              to MongoDB even when transcription fails.
+...              Tests that verify raw audio is saved to MongoDB independently of
+...              transcription success.
 ...
 ...              Critical scenarios:
 ...              - Placeholder conversation created immediately
 ...              - Audio chunks persisted despite transcription failure
 ...              - Processing status transitions correctly
-...              - Normal behavior preserved when always_persist=false
 
 Resource         ../resources/websocket_keywords.robot
 Resource         ../resources/conversation_keywords.robot
@@ -46,10 +45,10 @@ Test Cleanup
 
 *** Test Cases ***
 
-Placeholder Conversation Created Immediately With Always Persist
-    [Documentation]    Verify that when always_persist=true, a conversation is created
+Placeholder Conversation Created Before Audio Ingress
+    [Documentation]    Verify that a durable conversation owner is created
     ...                immediately (before speech detection) with placeholder title and
-    ...                processing_status="pending_transcription".
+    ...                processing_status="active".
     [Tags]    conversation	audio-streaming
 
     ${device_name}=    Set Variable    test-placeholder
@@ -60,8 +59,7 @@ Placeholder Conversation Created Immediately With Always Persist
     ${count_before}=    Get Length    ${convs_before}
     ${expected_count}=    Evaluate    ${count_before} + 1
 
-    # Start stream with always_persist=true
-    ${stream_id}=    Open Audio Stream With Always Persist    device_name=${device_name}
+    ${stream_id}=    Open Durable Audio Stream    device_name=${device_name}
 
     # Poll for conversation to be created by audio persistence job (may take 10-15s to start)
     ${convs_after}=    Wait Until Keyword Succeeds    30s    2s
@@ -79,60 +77,20 @@ Placeholder Conversation Created Immediately With Always Persist
     # Verify placeholder title
     Verify Placeholder Conversation Title    ${conversation_id}
 
-    # Verify processing_status
-    Verify Conversation Processing Status    ${conversation_id}    pending_transcription
+    # Verify processing_status (3-state machine: still in flight -> active)
+    Verify Conversation Processing Status    ${conversation_id}    active
 
-    # Verify always_persist flag
-    Verify Conversation Always Persist Flag    ${conversation_id}
+    Verify Durable Audio Placeholder Flag    ${conversation_id}
 
     # Close stream
     Close Audio Stream    ${stream_id}
 
-    Log    ✅ Placeholder conversation created immediately with always_persist=true
-
-
-Normal Behavior Preserved When Always Persist Disabled
-    [Documentation]    Verify that when always_persist=false, the system
-    ...                behaves as before: no conversation created until speech detected.
-    ...                This test temporarily disables the global always_persist setting.
-    [Tags]    conversation	audio-streaming
-
-    ${device_name}=    Set Variable    test-normal
-    ${client_id}=    Get Client ID From Device Name    ${device_name}
-
-    # Temporarily disable always_persist for this test
-    Set Always Persist Enabled    ${API_SESSION}    ${False}
+    Log    ✅ Durable placeholder conversation created before ingress
 
-    TRY
-        # Get baseline conversation count for THIS client_id only
-        ${convs_before}=    Get Conversations By Client ID    ${client_id}
-        ${count_before}=    Get Length    ${convs_before}
 
-        # Start stream with always_persist=false (disabled via API above)
-        ${stream_id}=    Open Audio Stream    device_name=${device_name}
-
-        # Conversation should NOT exist immediately for this client
-        Sleep    3s
-        ${convs_after}=    Get Conversations By Client ID    ${client_id}
-        ${count_after}=    Get Length    ${convs_after}
-
-        # Verify no new conversation created yet for this client
-        Should Be Equal As Integers    ${count_after}    ${count_before}
-        ...    Expected no conversation for client ${client_id}, but found ${count_after} - ${count_before} new conversations
-
-        Log    ✅ No placeholder conversation created (always_persist=false)
-
-        # Close stream
-        Close Audio Stream    ${stream_id}
-    FINALLY
-        # Re-enable always_persist for other tests
-        Set Always Persist Enabled    ${API_SESSION}    ${True}
-    END
-
-
-Redis Key Set Immediately With Always Persist
+Redis Owner Key Set Before Audio Ingress
     [Documentation]    Verify that conversation:current:{session_id} Redis key is set
-    ...                immediately when always_persist=true, allowing audio persistence
+    ...                immediately, allowing audio persistence
     ...                job to start saving chunks.
     [Tags]    audio-streaming	infra
 
@@ -144,11 +102,11 @@ Redis Key Set Immediately With Always Persist
     ${count_before}=    Get Length    ${convs_before}
     ${expected_count}=    Evaluate    ${count_before} + 1
 
-    # Start stream with always_persist=true
-    ${stream_id}=    Open Audio Stream With Always Persist    device_name=${device_name}
+    ${stream_id}=    Open Durable Audio Stream    device_name=${device_name}
 
-    # session_id == client_id for streaming mode (not stream_id!)
-    ${session_id}=    Set Variable    ${client_id}
+    # Every recording attempt has its own immutable session/WAL.
+    ${session_id}=    Wait Until Keyword Succeeds    10s    250ms
+    ...    Get Active Session ID For Client    ${client_id}
 
     # Poll for conversation to be created by audio persistence job
     ${convs_after}=    Wait Until Keyword Succeeds    30s    2s
@@ -200,11 +158,11 @@ Multiple Sessions Create Separate Conversations
     ${expected_count_3}=    Evaluate    ${count_before_3} + 1
 
     # Start 3 separate sessions
-    ${stream_1}=    Open Audio Stream With Always Persist    device_name=multi-1
+    ${stream_1}=    Open Durable Audio Stream    device_name=multi-1
     Sleep    1s
-    ${stream_2}=    Open Audio Stream With Always Persist    device_name=multi-2
+    ${stream_2}=    Open Durable Audio Stream    device_name=multi-2
     Sleep    1s
-    ${stream_3}=    Open Audio Stream With Always Persist    device_name=multi-3
+    ${stream_3}=    Open Durable Audio Stream    device_name=multi-3
 
     # Poll for each conversation to be created (audio persistence jobs may take 10-15s)
     ${convs_after_1}=    Wait Until Keyword Succeeds    30s    2s
@@ -259,7 +217,7 @@ Audio Chunks Persisted Despite Transcription Failure
     ${client_id}=    Get Client ID From Device Name    ${device_name}
 
     # Start stream with always_persist=true
-    ${stream_id}=    Open Audio Stream With Always Persist    device_name=${device_name}
+    ${stream_id}=    Open Durable Audio Stream    device_name=${device_name}
 
     # Poll for conversation to be created by audio persistence job
     ${conversations}=    Wait Until Keyword Succeeds    30s    2s
@@ -303,7 +261,7 @@ Audio Chunks Persisted Despite Transcription Failure
 
 Conversation Updates To Completed When Transcription Succeeds
     [Documentation]    Verify that when transcription succeeds, the placeholder conversation
-    ...                updates from processing_status="pending_transcription" to "completed",
+    ...                updates from processing_status="active" to "completed",
     ...                and the title updates from placeholder to actual summary.
     [Tags]    conversation	audio-streaming	requires-api-keys
 
@@ -316,7 +274,7 @@ Conversation Updates To Completed When Transcription Succeeds
     ${expected_count}=    Evaluate    ${count_before} + 1
 
     # Start stream with always_persist=true
-    ${stream_id}=    Open Audio Stream With Always Persist    device_name=${device_name}
+    ${stream_id}=    Open Durable Audio Stream    device_name=${device_name}
 
     # Poll for placeholder conversation to be created by audio persistence job
     ${convs_after}=    Wait Until Keyword Succeeds    30s    2s
@@ -324,8 +282,8 @@ Conversation Updates To Completed When Transcription Succeeds
     ${conversation}=    Set Variable    ${convs_after}[0]
     ${conversation_id}=    Set Variable    ${conversation}[conversation_id]
 
-    # Verify initial placeholder state
-    Verify Conversation Processing Status    ${conversation_id}    pending_transcription
+    # Verify initial placeholder state (3-state machine: still in flight -> active)
+    Verify Conversation Processing Status    ${conversation_id}    active
     Verify Placeholder Conversation Title    ${conversation_id}
 
     # Send audio chunks with speech (transcription will succeed)
diff --git a/tests/integration/audio_streaming_integration_tests.robot b/tests/integration/audio_streaming_integration_tests.robot
index f34b7984..3ae29331 100644
--- a/tests/integration/audio_streaming_integration_tests.robot
+++ b/tests/integration/audio_streaming_integration_tests.robot
@@ -65,29 +65,33 @@ Redis Session Schema Contains All Required Fields
 
 
 Chunk Count Increments In Redis Session
-    [Documentation]    Verify chunk count is tracked in Redis (not ClientState)
+    [Documentation]    Verify chunk count is tracked in Redis (not ClientState).
+    ...                Note: The producer re-chunks client audio into 250ms fixed-size chunks
+    ...                (8000 bytes at 16kHz/16-bit/mono). Client sends 100ms chunks (3200 bytes).
+    ...                So N client chunks produce floor(N * 3200 / 8000) published chunks.
     [Tags]    infra	audio-streaming
 
     ${device_name}=    Set Variable    chunk-count-test
     ${stream_id}=    Open Audio Stream    device_name=${device_name}
     ${client_id}=    Get Client ID From Device Name    ${device_name}
 
-    # Send chunks and verify count increases
-    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=3
+    # Send first batch: 10 client chunks (10 * 3200 = 32000 bytes → 4 published chunks)
+    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=10
     Sleep    1s    # Allow chunk counter to update
     ${session1}=    Get Redis Session Data    ${client_id}
     ${count1}=    Convert To Integer    ${session1}[chunks_published]
+    Should Be True    ${count1} > 0    First batch should produce at least 1 published chunk
 
-    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=5
+    # Send second batch: 10 more client chunks
+    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=10
     Sleep    1s    # Allow chunk counter to update
     ${session2}=    Get Redis Session Data    ${client_id}
     ${count2}=    Convert To Integer    ${session2}[chunks_published]
 
-    # Verify count increased (should be at least 8)
-    Should Be True    ${count2} > ${count1}
-    Should Be True    ${count2} >= 8
+    # Verify count increased between batches
+    Should Be True    ${count2} > ${count1}    Chunk count should increase after sending more audio (${count1} → ${count2})
 
-    Log    ✅ Chunk count tracked in Redis: ${count1} → ${count2}
+    Log    Chunk count tracked in Redis: ${count1} → ${count2}
 
     # Close stream after test completes
     ${total_chunks}=    Close Audio Stream    ${stream_id}
diff --git a/tests/integration/conversation_queue.robot b/tests/integration/conversation_queue.robot
index e0a3b283..29a215b9 100644
--- a/tests/integration/conversation_queue.robot
+++ b/tests/integration/conversation_queue.robot
@@ -27,7 +27,7 @@ Test Upload audio creates transcription job
 
     # Verify queue is empty
     ${initial_job_count}=    Get queue length
-   
+
 
     # Upload audio file to create conversation and trigger transcription job
     ${conversation}=    Upload Audio File   ${TEST_AUDIO_FILE}    ${TEST_DEVICE_NAME}
@@ -102,11 +102,10 @@ Test Reprocess Conversation Job Queue
 
     # Verify conversation was updated with new transcript version
     ${updated_conversation}=    Get Conversation By ID    ${conversation_id}
-    ${transcript_versions}=    Get Conversation Versions    ${conversation_id}  
+    ${transcript_versions}=    Get Conversation Versions    ${conversation_id}
     Length Should Be    ${transcript_versions}    ${initial_version_count + 1}    Expected transcript versions to increase by 1
 
     # Verify transcript versions array exists and has correct count
     Should Not Be Equal    ${updated_conversation}[active_transcript_version]    ${active_version}
 
     Log    Reprocess Job Queue Test Completed Successfully    INFO
-
diff --git a/tests/integration/integration_test.robot b/tests/integration/integration_test.robot
index a9b1230f..a43b54e6 100644
--- a/tests/integration/integration_test.robot
+++ b/tests/integration/integration_test.robot
@@ -28,7 +28,7 @@ Full Pipeline Integration Test
 
     Log    Starting Full Pipeline Integration Test    INFO
 
-   
+
     # Phase 4: Audio Processing - Upload and wait for conversation completion
     Log    Starting audio upload and started    INFO
     ${conversation}=    Upload Audio File    ${TEST_AUDIO_FILE}    ${TEST_DEVICE_NAME}
@@ -66,12 +66,20 @@ Audio Playback And Segment Timing Test
     # Refresh conversation data
     ${conversation}=    Get Conversation By ID    ${conversation_id}
 
-    # Verify original audio is accessible
+    # Verify default audio format is opus/ogg
     ${audio_response}=    GET On Session    api    /api/audio/get_audio/${conversation_id}    expected_status=200
-    Should Be Equal As Strings    ${audio_response.headers}[content-type]    audio/wav
+    Should Be Equal As Strings    ${audio_response.headers}[content-type]    audio/ogg
     ${original_audio_size}=    Get Length    ${audio_response.content}
     Should Be True    ${original_audio_size} > 1000    Original audio file too small: ${original_audio_size} bytes
-    Log    Original audio accessible: ${original_audio_size} bytes    INFO
+    Log    Original audio (opus) accessible: ${original_audio_size} bytes    INFO
+
+    # Verify explicit wav format returns audio/wav
+    ${wav_params}=    Create Dictionary    format=wav
+    ${wav_response}=    GET On Session    api    /api/audio/get_audio/${conversation_id}    params=${wav_params}    expected_status=200
+    Should Be Equal As Strings    ${wav_response.headers}[content-type]    audio/wav
+    ${wav_audio_size}=    Get Length    ${wav_response.content}
+    Should Be True    ${wav_audio_size} > 1000    WAV audio file too small: ${wav_audio_size} bytes
+    Log    WAV audio accessible: ${wav_audio_size} bytes    INFO
 
     # Verify segments exist and have valid timestamps
     Dictionary Should Contain Key    ${conversation}    segments
@@ -252,5 +260,3 @@ Verify Chat Integration
     Should Be True    ${response.status_code} in [200, 204]    Chat session deletion failed with status ${response.status_code}
 
     Log    Chat integration verification finished    INFO
-
-
diff --git a/tests/integration/mobile_client_tests.robot b/tests/integration/mobile_client_tests.robot
index cd3d2997..4155642b 100644
--- a/tests/integration/mobile_client_tests.robot
+++ b/tests/integration/mobile_client_tests.robot
@@ -3,7 +3,7 @@ Documentation    Debug Pipeline Step by Step
 Resource         ../setup/setup_keywords.robot
 Resource         ../setup/teardown_keywords.robot
 Suite Setup      Suite Setup
-Suite Teardown   Suite Teardown 
+Suite Teardown   Suite Teardown
 Test Setup       Test Cleanup
 *** Test Cases ***
 
diff --git a/tests/integration/reconnect_resilience_tests.robot b/tests/integration/reconnect_resilience_tests.robot
new file mode 100644
index 00000000..26ca80a3
--- /dev/null
+++ b/tests/integration/reconnect_resilience_tests.robot
@@ -0,0 +1,99 @@
+*** Settings ***
+Documentation    Reconnect resilience and leading-silence trimming (always_persist).
+...
+...              These exercise the audio-capture lifecycle that the unit/DB tests
+...              cover in isolation:
+...
+...              1. A mid-session reconnect (abrupt disconnect, then reopen the same
+...                 device) must NOT strand a transcript on a conversation that gets
+...                 deleted for missing audio. Guards the single-flight persistence job
+...                 + the salvage guard.
+...
+...              2. With always_persist on, a long silence before speech is recorded on
+...                 the placeholder. At finalize the leading silence is split off onto a
+...                 soft-deleted remnant (audio kept in Mongo) so the visible conversation
+...                 begins at the first speech.
+...
+...              Both need real streaming transcription (the no-API mock is batch only),
+...              so they are tagged requires-api-keys and slow.
+
+Resource         ../resources/websocket_keywords.robot
+Resource         ../resources/conversation_keywords.robot
+Resource         ../resources/mongodb_keywords.robot
+Resource         ../resources/session_keywords.robot
+Variables        ../setup/test_env.py
+
+Suite Setup      Get Admin API Session
+Test Teardown    Cleanup All Audio Streams
+
+*** Variables ***
+${SPEECH_AUDIO}      ${CURDIR}/../test_assets/DIY_Experts_Glass_Blowing_16khz_mono_1min.wav
+${SILENCE_AUDIO}     ${CURDIR}/../test_assets/silence_60s_16khz_mono.wav
+
+*** Test Cases ***
+
+Reconnect Mid Session Does Not Orphan Transcripts
+    [Documentation]    An abrupt disconnect followed by a reconnect on the same device
+    ...                must not leave a transcript-bearing conversation soft-deleted as
+    ...                audio_chunks_not_ready. Reproduces the reconnect orphaning bug.
+    [Tags]    e2e	audio-streaming	requires-api-keys	slow
+    [Timeout]    300s
+
+    ${device}=    Set Variable    test-reconnect
+    ${client_id}=    Get Client ID From Device Name    ${device}
+
+    # Arrange + Act — first leg: speak, so the placeholder gains a real transcript.
+    ${stream}=    Open Durable Audio Stream    device_name=${device}
+    Send Audio Chunks To Stream    ${stream}    ${SPEECH_AUDIO}    num_chunks=60
+    Sleep    8s    # let streaming transcription land a transcript on the conversation
+
+    # Abrupt disconnect (network drop), then reconnect on the SAME device.
+    Close Audio Stream Without Stop Event    ${stream}
+    Sleep    3s
+    ${stream2}=    Open Durable Audio Stream    device_name=${device}
+    Send Audio Chunks To Stream    ${stream2}    ${SPEECH_AUDIO}    num_chunks=60
+    Sleep    5s
+    Close Audio Stream    ${stream2}
+
+    # Let post-conversation processing (and any audio_chunks_not_ready deletions) settle.
+    Sleep    20s
+
+    # Assert — no transcript was stranded on a deleted conversation.
+    ${orphans}=    Get Orphaned Transcript Count    ${client_id}
+    Should Be Equal As Integers    ${orphans}    0
+    ...    Reconnect stranded ${orphans} transcript(s) on audio_chunks_not_ready conversations
+
+Leading Silence Is Trimmed Off The Conversation
+    [Documentation]    With always_persist on, a long silence before speech is split off
+    ...                onto a soft-deleted "leading_silence" remnant so the visible
+    ...                conversation begins at the speech (silence audio stays in Mongo).
+    [Tags]    e2e	audio-streaming	requires-api-keys	slow
+    [Timeout]    300s
+
+    ${device}=    Set Variable    test-silence
+    ${client_id}=    Get Client ID From Device Name    ${device}
+
+    # Arrange + Act — 60s of silence, then speech, in one continuous session.
+    ${stream}=    Open Durable Audio Stream    device_name=${device}
+    Send Audio Chunks To Stream    ${stream}    ${SILENCE_AUDIO}
+    Send Audio Chunks To Stream    ${stream}    ${SPEECH_AUDIO}    num_chunks=60
+    Sleep    8s
+    Close Audio Stream    ${stream}
+    Sleep    20s
+
+    # Assert — a soft-deleted leading-silence remnant exists, and the visible
+    # conversation does NOT carry the full ~60s+ of leading silence.
+    ${conversations}=    Get Client Conversations Including Deleted    ${client_id}
+    ${silence_remnants}=    Create List
+    ${visible_durations}=    Create List
+    FOR    ${conv}    IN    @{conversations}
+        IF    '${conv}[deletion_reason]' == 'leading_silence'
+            Append To List    ${silence_remnants}    ${conv}
+        END
+        IF    not ${conv}[deleted]
+            Append To List    ${visible_durations}    ${conv}[audio_total_duration]
+        END
+    END
+    ${remnant_count}=    Get Length    ${silence_remnants}
+    Should Be True    ${remnant_count} >= 1
+    ...    Expected a soft-deleted leading_silence remnant; found none (silence not trimmed)
diff --git a/tests/integration/sdk_tests.robot b/tests/integration/sdk_tests.robot
index 3f71247f..0d5d1780 100644
--- a/tests/integration/sdk_tests.robot
+++ b/tests/integration/sdk_tests.robot
@@ -16,6 +16,7 @@ Variables        ../setup/test_env.py
 
 Suite Setup      Suite Setup
 Suite Teardown   Suite Teardown
+Test Tags        sdk
 
 *** Variables ***
 ${BACKEND_URL}        http://localhost:8001
diff --git a/tests/integration/websocket_streaming_tests.robot b/tests/integration/websocket_streaming_tests.robot
index 63baadf8..c5e80ec1 100644
--- a/tests/integration/websocket_streaming_tests.robot
+++ b/tests/integration/websocket_streaming_tests.robot
@@ -34,12 +34,12 @@ Streaming jobs created on stream start
     Sleep     2s
     # Check speech detection job
     ${jobs}=    Get Jobs By Type    speech_detection
-    Should Not Be Empty    ${jobs} 
+    Should Not Be Empty    ${jobs}
     ${speech_job}=    Find Job For Client    ${jobs}    ${device_name}
     Should Not Be Equal    ${speech_job}    ${None}    Speech detection job not created
 
     # Check audio persistence job
-    ${persist_job}=    Find Job For Client    ${jobs}    ${device_name}   
+    ${persist_job}=    Find Job For Client    ${jobs}    ${device_name}
     Should Not Be Equal    ${persist_job}    ${None}    Audio persistence job not created
 
     Log    Both jobs active during streaming
@@ -73,7 +73,9 @@ Conversation Job Created After Speech Detection
 
     # Wait for open_conversation job to be created (transcription + speech analysis takes time)
     # Deepgram/OpenAI API calls + job started can take 30-60s with queue
-    Wait Until Keyword Succeeds    60s    3s
+    # Use 120s timeout: previous test's stream cleanup can trigger post-conversation jobs
+    # that occupy workers, delaying this test's speech detection pipeline
+    Wait Until Keyword Succeeds    120s    3s
     ...    Job Type Exists For Client    open_conversation    ${client_id}
 
     Log To Console    Open conversation job created after speech detection
@@ -102,6 +104,44 @@ Conversation Job Created After Speech Detection
     Log    Closed stream, sent ${total_chunks} total chunks
 
 
+Button Press Should Close Active Conversation
+    [Documentation]    Verify that a button double press during an active conversation
+    ...                closes it with end_reason=close_requested and triggers post-processing.
+    ...                (Double press: the button_control plugin maps single_press to
+    ...                stop_playback and double_press to close_conversation — see
+    ...                plugins/button_control/config.yml.)
+    [Tags]    audio-streaming	conversation
+    [Timeout]    120s
+
+    # Arrange: Open stream and get enough speech to start a conversation
+    ${device_name}=    Set Variable    ws-button-close
+    ${stream_id}=    Open Audio Stream    device_name=${device_name}
+    ${client_id}=    Get Client ID From Device Name    ${device_name}
+
+    # Get baseline conversation jobs
+    ${baseline_jobs}=    Get Jobs By Type And Client    open_conversation    ${client_id}
+    ${baseline_count}=    Get Length    ${baseline_jobs}
+
+    # Send audio with speech (realtime pacing for Deepgram to finalize segments)
+    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=200    realtime_pacing=True
+
+    # Wait for open_conversation_job to start (speech detected -> conversation opened)
+    ${jobs}=    Wait Until Keyword Succeeds    60s    3s
+    ...    Wait For New Job To Appear    open_conversation    ${client_id}    ${baseline_count}
+    ${conversation_id}=    Evaluate    $jobs[0]['meta'].get('conversation_id', '')
+    Should Not Be Empty    ${conversation_id}    msg=Conversation ID not found in job meta
+
+    # Act: Send button double press to close the conversation
+    # (single press is mapped to stop_playback since the button_control rework)
+    Send Button Event To Stream    ${stream_id}    DOUBLE_PRESS
+
+    # Assert: Conversation should close with end_reason=close_requested
+    Wait Until Keyword Succeeds    30s    2s
+    ...    Conversation Should Have End Reason    ${conversation_id}    close_requested
+
+    # Cleanup
+    [Teardown]    Run Keyword And Ignore Error    Close Audio Stream    ${stream_id}
+
 Conversation Closes On Inactivity Timeout And Restarts Speech Detection
     [Documentation]    Verify that after SPEECH_INACTIVITY_THRESHOLD_SECONDS of silence (audio time),
     ...                the open_conversation job closes with timeout_triggered=True,
@@ -170,4 +210,89 @@ Conversation Closes On Inactivity Timeout And Restarts Speech Detection
     Log To Console    Memory jobs found: ${memory_jobs.__len__()}
 
 
+Live Transcript Available During Active Recording
+    [Documentation]    Verify that conversation has live-v0 transcript version
+    ...                while audio is still being streamed. The monitoring loop
+    ...                should create and update the live version in MongoDB.
+    ...
+    ...                Strategy: Send audio fast (no realtime pacing) to quickly
+    ...                trigger speech detection and conversation creation. Then keep
+    ...                sending small batches to keep the conversation alive while
+    ...                checking for live-v0 transcript in the database.
+    [Tags]    audio-streaming	conversation	requires-api-keys
+    [Timeout]    180s
+
+    ${device_name}=    Set Variable    ws-live-tx
+    ${stream_id}=    Open Audio Stream    device_name=${device_name}
+    ${client_id}=    Get Client ID From Device Name    ${device_name}
+
+    # Send initial batch fast to trigger speech detection quickly
+    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=200
+
+    # Wait for conversation to be created (speech detection → open_conversation_job)
+    ${jobs}=    Wait Until Keyword Succeeds    60s    3s
+    ...    Job Type Exists For Client    open_conversation    ${client_id}
+    ${conv_meta}=    Set Variable    ${jobs}[0][meta]
+    ${conversation_id}=    Evaluate    $conv_meta.get('conversation_id', '')
+    Should Not Be Empty    ${conversation_id}    msg=Conversation ID not found in job meta
+
+    # Keep conversation alive by sending more audio while we check for live-v0
+    # Send audio in small bursts with polling between
+    FOR    ${i}    IN RANGE    10
+        # Send more audio to keep conversation active (prevents inactivity timeout)
+        Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=50
+
+        # Check if live transcript has appeared
+        ${status}=    Run Keyword And Return Status
+        ...    Conversation Should Have Live Transcript    ${conversation_id}
+        IF    ${status}
+            ${conversation}=    Conversation Should Have Live Transcript    ${conversation_id}
+            Log To Console    Live transcript found on iteration ${i}
+
+            # Verify transcript has actual content
+            Should Not Be Empty    ${conversation}[transcript]
+            ...    Live transcript should have text content
+
+            Log To Console    Live transcript verified: ${conversation}[transcript][:80]...
+            BREAK
+        END
+        Sleep    2s
+    END
+
+    Should Be True    ${status}    Live transcript (live-v0) was never created during active recording
+
+    [Teardown]    Run Keyword And Ignore Error    Close Audio Stream    ${stream_id}
+
+
+API Close Request Stops Active Conversation
+    [Documentation]    Verify that POST /api/conversations/{client_id}/close
+    ...                stops an active streaming conversation with end_reason=close_requested
+    [Tags]    audio-streaming	conversation	requires-api-keys
+    [Timeout]    120s
+
+    ${device_name}=    Set Variable    ws-api-close
+    ${stream_id}=    Open Audio Stream    device_name=${device_name}
+    ${client_id}=    Get Client ID From Device Name    ${device_name}
+
+    # Get baseline conversation jobs
+    ${baseline_jobs}=    Get Jobs By Type And Client    open_conversation    ${client_id}
+    ${baseline_count}=    Get Length    ${baseline_jobs}
+
+    # Send audio to create conversation
+    Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}
+    ...    num_chunks=200    realtime_pacing=True
+
+    # Wait for conversation job
+    ${jobs}=    Wait Until Keyword Succeeds    60s    3s
+    ...    Wait For New Job To Appear    open_conversation    ${client_id}    ${baseline_count}
+    ${conversation_id}=    Evaluate    $jobs[0]['meta'].get('conversation_id', '')
+    Should Not Be Empty    ${conversation_id}    msg=Conversation ID not found in job meta
+
+    # Close via API (POST directly on the admin session)
+    ${response}=    POST On Session    api    /api/conversations/${client_id}/close    expected_status=200
+
+    # Verify end_reason
+    Wait Until Keyword Succeeds    30s    2s
+    ...    Conversation Should Have End Reason    ${conversation_id}    close_requested
 
+    [Teardown]    Run Keyword And Ignore Error    Close Audio Stream    ${stream_id}
diff --git a/tests/integration/websocket_transcription_e2e_test.robot b/tests/integration/websocket_transcription_e2e_test.robot
index 3711ac54..05b61366 100644
--- a/tests/integration/websocket_transcription_e2e_test.robot
+++ b/tests/integration/websocket_transcription_e2e_test.robot
@@ -48,21 +48,20 @@ WebSocket Stream Produces Final Transcripts In Redis
     # Open stream and send audio
     ${stream_id}=    Open Audio Stream    device_name=${device_name}
     Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=100
+    ${session_id}=    Wait Until Keyword Succeeds    10s    250ms
+    ...    Get Active Session ID For Client    ${client_id}
 
     # Critical: Close stream triggers the entire finalization flow
     Log    Closing stream - should trigger: end_marker → CloseStream → final results
     Close Audio Stream    ${stream_id}
 
-    # Allow time for streaming consumer to process end_marker and get final results
-    Sleep    5s
+    # Wait for streaming consumer to process end_marker and write final results to Redis
+    # Use retry loop instead of fixed sleep - consumer processing time varies
+    ${stream_name}=    Set Variable    transcription:results:${session_id}
+    Wait Until Keyword Succeeds    30s    2s
+    ...    Redis Stream Should Not Be Empty    ${stream_name}
 
-    # Verify Redis stream transcription:results:{client_id} has entries
-    ${stream_name}=    Set Variable    transcription:results:${client_id}
     ${stream_length}=    Redis Command    XLEN    ${stream_name}
-
-    Should Be True    ${stream_length} > 0
-    ...    Redis stream ${stream_name} is empty - no final transcripts received! This means end_marker was not sent or CloseStream failed.
-
     Log    ✅ Redis stream has ${stream_length} final transcript(s)
 
 
@@ -188,29 +187,23 @@ Stream Close Sends End Marker To Redis Stream
     # Open stream and send some audio
     ${stream_id}=    Open Audio Stream    device_name=${device_name}
     Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=50
-
-    # Get the audio stream name (where chunks are sent)
-    ${audio_stream_name}=    Set Variable    audio:stream:${client_id}
+    ${session_id}=    Wait Until Keyword Succeeds    10s    250ms
+    ...    Get Active Session ID For Client    ${client_id}
 
     # Close stream - this MUST send end_marker
     Close Audio Stream    ${stream_id}
 
-    # Allow time for end_marker to be written
-    Sleep    2s
-
-    # Read all messages from audio stream to find end_marker
-    # Note: Redis Command returns string output from redis-cli, not a list
-    ${xrange_output}=    Redis Command    XRANGE    ${audio_stream_name}    -    +
-
-    # Search for end_marker in the redis-cli output string
-    # redis-cli XRANGE returns text with field names, so we just check if end_marker appears
-    ${found_end_marker}=    Run Keyword And Return Status
-    ...    Should Contain    ${xrange_output}    end_marker
-    ...    ignore_case=True
+    # Verify via transcription:complete, which is set only after the streaming
+    # consumer processes this session's end marker.
+    ${completion_key}=    Set Variable    transcription:complete:${session_id}
+    Wait Until Keyword Succeeds    30s    1s
+    ...    Verify Redis Key Exists    ${completion_key}
 
-    Should Be True    ${found_end_marker}    end_marker NOT found in Redis stream ${audio_stream_name}! Producer.finalize_session() did not send end_marker. XRANGE output: ${xrange_output}
+    ${signal_value}=    Redis Command    GET    ${completion_key}
+    Should Be Equal As Strings    ${signal_value}    1
+    ...    Completion signal should be "1" (clean close), got: ${signal_value}
 
-    Log    ✅ end_marker successfully sent to Redis stream
+    Log    ✅ end_marker was processed by streaming consumer (transcription:complete=${signal_value})
 
 
 Streaming Consumer Closes Deepgram Connection On End Marker
@@ -224,6 +217,8 @@ Streaming Consumer Closes Deepgram Connection On End Marker
     # Stream and close
     ${stream_id}=    Open Audio Stream    device_name=${device_name}
     Send Audio Chunks To Stream    ${stream_id}    ${TEST_AUDIO_FILE}    num_chunks=100
+    ${session_id}=    Wait Until Keyword Succeeds    10s    250ms
+    ...    Get Active Session ID For Client    ${client_id}
     Close Audio Stream    ${stream_id}
 
     # Wait for streaming consumer to process end_marker
@@ -375,7 +370,7 @@ Streaming Completion Signal Is Set Before Transcript Read
     Close Audio Stream    ${stream_id}
 
     # Wait for streaming consumer to complete and set the completion signal
-    ${completion_key}=    Set Variable    transcription:complete:${client_id}
+    ${completion_key}=    Set Variable    transcription:complete:${session_id}
     Wait Until Keyword Succeeds    30s    1s
     ...    Verify Redis Key Exists    ${completion_key}
 
@@ -387,3 +382,13 @@ Streaming Completion Signal Is Set Before Transcript Read
     Log    ✅ Completion signal ${completion_key} = ${signal_value} (consumer completed before job reads)
 
 
+*** Keywords ***
+
+Redis Stream Should Not Be Empty
+    [Documentation]    Assert that a Redis stream has at least one entry.
+    ...                Used with Wait Until Keyword Succeeds for retry-based checks.
+    [Arguments]    ${stream_name}
+
+    ${stream_length}=    Redis Command    XLEN    ${stream_name}
+    Should Be True    ${stream_length} > 0
+    ...    Redis stream ${stream_name} is empty - no final transcripts received! This means end_marker was not sent or CloseStream failed.
diff --git a/tests/libs/ConfigTestHelper.py b/tests/libs/ConfigTestHelper.py
new file mode 100644
index 00000000..c0a95233
--- /dev/null
+++ b/tests/libs/ConfigTestHelper.py
@@ -0,0 +1,77 @@
+import os
+import sys
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+from unittest.mock import patch
+from urllib.parse import urlparse
+
+import yaml
+from omegaconf import OmegaConf
+
+# Add repo root to path to import config_manager
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent.parent))
+from config_manager import ConfigManager
+
+
+class ConfigTestHelper:
+    """Helper library for testing configuration logic."""
+
+    def _to_dict(self, obj: Any) -> Any:
+        """Recursively converts Robot Framework DotDict to standard dict."""
+        if isinstance(obj, dict):
+            return {k: self._to_dict(v) for k, v in obj.items()}
+        if isinstance(obj, list):
+            return [self._to_dict(v) for v in obj]
+        return obj
+
+    def resolve_omega_config(
+        self, config_template: Dict[str, Any], env_vars: Dict[str, str]
+    ) -> Dict[str, Any]:
+        """
+        Resolves an OmegaConf configuration template with provided environment variables.
+        """
+        config_template = self._to_dict(config_template)
+        # We need to ensure values are strings for os.environ
+        str_env_vars = {k: str(v) for k, v in env_vars.items()}
+
+        with patch.dict(os.environ, str_env_vars):
+            conf = OmegaConf.create(config_template)
+            resolved = OmegaConf.to_container(conf, resolve=True)
+            return resolved
+
+    def check_url_parsing(self, url: str) -> Dict[str, Any]:
+        """
+        Parses a URL and returns its components to verify correct parsing.
+        """
+        parsed = urlparse(url)
+        return {"scheme": parsed.scheme, "netloc": parsed.netloc, "path": parsed.path}
+
+    def create_temp_config_structure(
+        self, base_path: str, content: Dict[str, Any]
+    ) -> str:
+        """
+        Creates the config folder structure and config.yml within the given base path.
+        """
+        content = self._to_dict(content)
+        path = Path(base_path) / "config"
+        path.mkdir(parents=True, exist_ok=True)
+        config_file = path / "config.yml"
+        with open(config_file, "w") as f:
+            yaml.dump(content, f, default_flow_style=False, sort_keys=False)
+        return str(base_path)
+
+    def get_config_manager_instance(self, repo_root: str) -> ConfigManager:
+        """Returns a ConfigManager instance configured with the given repo_root."""
+        return ConfigManager(service_path=None, repo_root=Path(repo_root))
+
+    def add_model_to_config_manager(self, cm: ConfigManager, model_def: Dict[str, Any]):
+        """Wrapper for add_or_update_model that converts arguments."""
+        model_def = self._to_dict(model_def)
+        cm.add_or_update_model(model_def)
+
+    def update_defaults_in_config_manager(
+        self, cm: ConfigManager, updates: Dict[str, str]
+    ):
+        """Wrapper for update_config_defaults that converts arguments."""
+        updates = self._to_dict(updates)
+        cm.update_config_defaults(updates)
diff --git a/tests/libs/audio_stream_library.py b/tests/libs/audio_stream_library.py
index e14a174e..ab16614e 100644
--- a/tests/libs/audio_stream_library.py
+++ b/tests/libs/audio_stream_library.py
@@ -17,6 +17,7 @@
     Stop Audio Stream    ${stream_id}
 """
 
+import asyncio
 import sys
 from pathlib import Path
 from typing import Optional
@@ -27,7 +28,10 @@
     sys.path.insert(0, str(backend_src))
 
 from advanced_omi_backend.clients import AudioStreamClient
-from advanced_omi_backend.clients.audio_stream_client import StreamManager, stream_audio_file as _stream_audio_file
+from advanced_omi_backend.clients.audio_stream_client import StreamManager
+from advanced_omi_backend.clients.audio_stream_client import (
+    stream_audio_file as _stream_audio_file,
+)
 
 # Module-level manager for non-blocking streams
 _manager = StreamManager()
@@ -37,6 +41,7 @@
 # Blocking Mode (simple, streams entire file)
 # =============================================================================
 
+
 def stream_audio_file(
     base_url: str,
     token: str,
@@ -60,6 +65,7 @@ def stream_audio_file(
 # Non-blocking Mode (for testing during stream)
 # =============================================================================
 
+
 def start_audio_stream(
     base_url: str,
     token: str,
@@ -113,8 +119,6 @@ def send_audio_stop_event(stream_id: str) -> None:
     if not session:
         raise ValueError(f"Stream {stream_id} not found")
 
-    import asyncio
-
     async def _send_stop():
         try:
             await session.client.send_audio_stop()
@@ -145,6 +149,16 @@ def close_audio_stream_without_stop(stream_id: str) -> int:
     return _manager.close_stream_without_stop(stream_id)
 
 
+def send_button_event(stream_id: str, button_state: str = "SINGLE_PRESS") -> None:
+    """Send a button event to an open stream.
+
+    Args:
+        stream_id: Stream session ID
+        button_state: Button state ("SINGLE_PRESS" or "DOUBLE_PRESS")
+    """
+    _manager.send_button_event(stream_id, button_state)
+
+
 def cleanup_all_streams():
     """Stop all active streams."""
     _manager.cleanup_all()
@@ -154,6 +168,7 @@ def cleanup_all_streams():
 # Advanced Usage
 # =============================================================================
 
+
 def get_audio_stream_client(
     base_url: str,
     token: str,
diff --git a/tests/libs/auth_helpers.py b/tests/libs/auth_helpers.py
index e9625d85..f4e6e8fa 100644
--- a/tests/libs/auth_helpers.py
+++ b/tests/libs/auth_helpers.py
@@ -20,21 +20,23 @@ def get_user_id_from_token(jwt_token: str) -> str:
         ${user_id}=    Get User ID From Token    ${token}
     """
     # Split token into parts
-    parts = jwt_token.split('.')
+    parts = jwt_token.split(".")
     if len(parts) != 3:
-        raise ValueError(f"Invalid JWT token format: expected 3 parts, got {len(parts)}")
+        raise ValueError(
+            f"Invalid JWT token format: expected 3 parts, got {len(parts)}"
+        )
 
     # Decode payload (add padding if needed)
     payload_b64 = parts[1]
     padding = (4 - len(payload_b64) % 4) % 4
-    payload_b64_padded = payload_b64 + ('=' * padding)
+    payload_b64_padded = payload_b64 + ("=" * padding)
 
     # Base64 decode and parse JSON
     payload_bytes = base64.urlsafe_b64decode(payload_b64_padded)
-    payload = json.loads(payload_bytes.decode('utf-8'))
+    payload = json.loads(payload_bytes.decode("utf-8"))
 
     # Extract user ID from 'sub' field
-    user_id = payload.get('sub')
+    user_id = payload.get("sub")
     if not user_id:
         raise ValueError("Token payload does not contain 'sub' field")
 
diff --git a/tests/libs/mock_asr_server.py b/tests/libs/mock_asr_server.py
index d03c0c1b..d33f217c 100644
--- a/tests/libs/mock_asr_server.py
+++ b/tests/libs/mock_asr_server.py
@@ -24,12 +24,11 @@
 from typing import Optional
 
 import uvicorn
-from fastapi import FastAPI, File, UploadFile, HTTPException
+from fastapi import FastAPI, File, HTTPException, UploadFile
 from pydantic import BaseModel
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -77,7 +76,7 @@ class TranscriptionResult(BaseModel):
         "has_word_timestamps": True,
     },
     "vibevoice": {
-        "model_id": "microsoft/VibeVoice-ASR",
+        "model_id": "microsoft/VibeVoice-ASR-HF",
         "provider": "vibevoice",
         "capabilities": ["segments", "diarization", "timestamps"],
         "has_diarization": True,
@@ -120,7 +119,12 @@ def get_provider_config():
 
 # Mock diarized segments (for providers with built-in diarization)
 MOCK_DIARIZED_SEGMENTS = [
-    {"speaker": "Speaker 0", "start": 0.0, "end": 1.2, "text": "This is a mock transcription"},
+    {
+        "speaker": "Speaker 0",
+        "start": 0.0,
+        "end": 1.2,
+        "text": "This is a mock transcription",
+    },
     {"speaker": "Speaker 1", "start": 1.25, "end": 2.2, "text": "for testing purposes"},
 ]
 
@@ -131,9 +135,7 @@ async def health():
     config = get_provider_config()
     logger.debug(f"Health check requested (provider: {config['provider']})")
     return HealthResponse(
-        status="healthy",
-        model=config["model_id"],
-        provider=config["provider"]
+        status="healthy", model=config["model_id"], provider=config["provider"]
     )
 
 
@@ -146,7 +148,7 @@ async def info():
         model_id=config["model_id"],
         provider=config["provider"],
         capabilities=config["capabilities"],
-        supported_languages=None
+        supported_languages=None,
     )
 
 
@@ -165,7 +167,9 @@ async def transcribe(file: UploadFile = File(...)):
     file_size = len(content)
     config = get_provider_config()
 
-    logger.info(f"Received file: {file.filename}, size: {file_size} bytes (provider: {config['provider']})")
+    logger.info(
+        f"Received file: {file.filename}, size: {file_size} bytes (provider: {config['provider']})"
+    )
 
     # Basic validation - reject empty files
     if file_size == 0:
@@ -181,11 +185,7 @@ async def transcribe(file: UploadFile = File(...)):
     if config["has_diarization"]:
         segments = MOCK_DIARIZED_SEGMENTS
 
-    return TranscriptionResult(
-        text=MOCK_TRANSCRIPT,
-        words=words,
-        segments=segments
-    )
+    return TranscriptionResult(text=MOCK_TRANSCRIPT, words=words, segments=segments)
 
 
 def main(host: str, port: int, provider: str = "mock", debug: bool = False):
@@ -203,23 +203,22 @@ def main(host: str, port: int, provider: str = "mock", debug: bool = False):
     logger.info(f"Has word timestamps: {config['has_word_timestamps']}")
     logger.info("Endpoints: /health, /info, /transcribe")
 
-    uvicorn.run(
-        app,
-        host=host,
-        port=port,
-        log_level=log_level
-    )
+    uvicorn.run(app, host=host, port=port, log_level=log_level)
 
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock ASR Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=8765, help="Server port (default: 8765)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=8765, help="Server port (default: 8765)"
+    )
     parser.add_argument(
         "--provider",
         default="mock",
         choices=["mock", "parakeet", "vibevoice", "deepgram"],
-        help="Provider mode - determines reported capabilities (default: mock)"
+        help="Provider mode - determines reported capabilities (default: mock)",
     )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
diff --git a/tests/libs/mock_llm_server.py b/tests/libs/mock_llm_server.py
index e00b0b06..ba6688ab 100755
--- a/tests/libs/mock_llm_server.py
+++ b/tests/libs/mock_llm_server.py
@@ -14,18 +14,18 @@
 - Memory updates: system prompt contains "UPDATE_MEMORY_PROMPT" or "memory manager"
 """
 
+import argparse
 import asyncio
+import hashlib
 import json
 import logging
-import argparse
-import hashlib
 from typing import List
-from aiohttp import web
+
 import numpy as np
+from aiohttp import web
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -38,8 +38,8 @@ def generate_deterministic_embedding(text: str, dimensions: int = 1536) -> List[
     Generates unit vector for cosine similarity compatibility.
     """
     # Use SHA-256 hash as seed
-    hash_bytes = hashlib.sha256(text.encode('utf-8')).digest()
-    seed = int.from_bytes(hash_bytes[:4], 'big')
+    hash_bytes = hashlib.sha256(text.encode("utf-8")).digest()
+    seed = int.from_bytes(hash_bytes[:4], "big")
 
     # Generate reproducible random vector
     rng = np.random.default_rng(seed)
@@ -83,7 +83,7 @@ def create_fact_extraction_response() -> dict:
         "User met with John",
         "Discussed project timeline",
         "User prefers morning meetings",
-        "User is working on Chronicle project"
+        "User is working on Chronicle project",
     ]
 
     content = json.dumps({"facts": facts})
@@ -93,19 +93,14 @@ def create_fact_extraction_response() -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": content
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 100,
-            "completion_tokens": 50,
-            "total_tokens": 150
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": content},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 100, "completion_tokens": 50, "total_tokens": 150},
     }
 
 
@@ -136,19 +131,14 @@ def create_memory_update_response() -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": xml_content
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 150,
-            "completion_tokens": 80,
-            "total_tokens": 230
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": xml_content},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 150, "completion_tokens": 80, "total_tokens": 230},
     }
 
 
@@ -161,19 +151,14 @@ def create_general_response(user_message: str) -> dict:
         "object": "chat.completion",
         "created": 1234567890,
         "model": "gpt-4o-mini",
-        "choices": [{
-            "index": 0,
-            "message": {
-                "role": "assistant",
-                "content": response_text
-            },
-            "finish_reason": "stop"
-        }],
-        "usage": {
-            "prompt_tokens": 50,
-            "completion_tokens": 20,
-            "total_tokens": 70
-        }
+        "choices": [
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": response_text},
+                "finish_reason": "stop",
+            }
+        ],
+        "usage": {"prompt_tokens": 50, "completion_tokens": 20, "total_tokens": 70},
     }
 
 
@@ -206,8 +191,7 @@ async def handle_chat_completions(request: web.Request) -> web.Response:
     except Exception as e:
         logger.error(f"Error handling chat completions: {e}", exc_info=True)
         return web.json_response(
-            {"error": {"message": str(e), "type": "server_error"}},
-            status=500
+            {"error": {"message": str(e), "type": "server_error"}}, status=500
         )
 
 
@@ -225,11 +209,9 @@ async def handle_embeddings(request: web.Request) -> web.Response:
         embeddings_data = []
         for idx, text in enumerate(input_texts):
             embedding = generate_deterministic_embedding(text, dimensions=1536)
-            embeddings_data.append({
-                "object": "embedding",
-                "embedding": embedding,
-                "index": idx
-            })
+            embeddings_data.append(
+                {"object": "embedding", "embedding": embedding, "index": idx}
+            )
 
         logger.info(f"Generated {len(embeddings_data)} embeddings")
 
@@ -239,8 +221,8 @@ async def handle_embeddings(request: web.Request) -> web.Response:
             "model": "text-embedding-3-small",
             "usage": {
                 "prompt_tokens": len(input_texts) * 10,
-                "total_tokens": len(input_texts) * 10
-            }
+                "total_tokens": len(input_texts) * 10,
+            },
         }
 
         return web.json_response(response)
@@ -248,8 +230,7 @@ async def handle_embeddings(request: web.Request) -> web.Response:
     except Exception as e:
         logger.error(f"Error handling embeddings: {e}", exc_info=True)
         return web.json_response(
-            {"error": {"message": str(e), "type": "server_error"}},
-            status=500
+            {"error": {"message": str(e), "type": "server_error"}}, status=500
         )
 
 
@@ -262,15 +243,15 @@ async def handle_models(request: web.Request) -> web.Response:
                 "id": "gpt-4o-mini",
                 "object": "model",
                 "created": 1234567890,
-                "owned_by": "mock-llm"
+                "owned_by": "mock-llm",
             },
             {
                 "id": "text-embedding-3-small",
                 "object": "model",
                 "created": 1234567890,
-                "owned_by": "mock-llm"
-            }
-        ]
+                "owned_by": "mock-llm",
+            },
+        ],
     }
 
     logger.info("Returning available models")
@@ -287,12 +268,12 @@ def create_app() -> web.Application:
     app = web.Application()
 
     # OpenAI-compatible routes
-    app.router.add_post('/v1/chat/completions', handle_chat_completions)
-    app.router.add_post('/v1/embeddings', handle_embeddings)
-    app.router.add_get('/v1/models', handle_models)
+    app.router.add_post("/v1/chat/completions", handle_chat_completions)
+    app.router.add_post("/v1/embeddings", handle_embeddings)
+    app.router.add_get("/v1/models", handle_models)
 
     # Health check
-    app.router.add_get('/health', handle_health)
+    app.router.add_get("/health", handle_health)
 
     return app
 
@@ -313,8 +294,12 @@ def main(host: str, port: int):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock LLM Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=11435, help="Server port (default: 11435)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=11435, help="Server port (default: 11435)"
+    )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
     args = parser.parse_args()
diff --git a/tests/libs/mock_streaming_stt_server.py b/tests/libs/mock_streaming_stt_server.py
index 65c02f93..b5f54865 100755
--- a/tests/libs/mock_streaming_stt_server.py
+++ b/tests/libs/mock_streaming_stt_server.py
@@ -16,17 +16,17 @@
 - This matches production behavior and tests will catch offset accumulation bugs
 """
 
+import argparse
 import asyncio
 import json
 import logging
-import argparse
 from typing import Optional
+
 import websockets
 from websockets.server import WebSocketServerProtocol
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+    level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -40,7 +40,7 @@ def create_deepgram_response(
     is_final: bool,
     words: Optional[list] = None,
     confidence: float = 0.99,
-    cumulative_offset: float = 0.0
+    cumulative_offset: float = 0.0,
 ) -> tuple[dict, float]:
     """
     Create Deepgram-compatible nested response format.
@@ -69,12 +69,15 @@ def create_deepgram_response(
         words = []
         local_time = 0.0
         for word in transcript.split():
-            words.append({
-                "word": word,
-                "start": cumulative_offset + local_time,  # Cumulative from stream start
-                "end": cumulative_offset + local_time + 0.3,
-                "confidence": confidence
-            })
+            words.append(
+                {
+                    "word": word,
+                    "start": cumulative_offset
+                    + local_time,  # Cumulative from stream start
+                    "end": cumulative_offset + local_time + 0.3,
+                    "confidence": confidence,
+                }
+            )
             local_time += 0.35  # 0.3s word + 0.05s gap
 
         # Update cumulative offset for next chunk
@@ -84,12 +87,10 @@ def create_deepgram_response(
         "type": "Results",
         "is_final": is_final,
         "channel": {
-            "alternatives": [{
-                "transcript": transcript,
-                "confidence": confidence,
-                "words": words
-            }]
-        }
+            "alternatives": [
+                {"transcript": transcript, "confidence": confidence, "words": words}
+            ]
+        },
     }
     return response, new_offset
 
@@ -114,12 +115,14 @@ def create_final_response(cumulative_offset: float = 0.0) -> tuple[dict, float]:
 
     local_time = 0.0
     for word in transcript_words:
-        words.append({
-            "word": word,
-            "start": cumulative_offset + local_time,  # Cumulative from stream start
-            "end": cumulative_offset + local_time + 0.35,
-            "confidence": 0.99
-        })
+        words.append(
+            {
+                "word": word,
+                "start": cumulative_offset + local_time,  # Cumulative from stream start
+                "end": cumulative_offset + local_time + 0.35,
+                "confidence": 0.99,
+            }
+        )
         local_time += 0.4  # 0.35s word + 0.05s gap
 
     # Final timestamp should be >2.0s from start of this segment
@@ -132,12 +135,10 @@ def create_final_response(cumulative_offset: float = 0.0) -> tuple[dict, float]:
         "type": "Results",
         "is_final": True,
         "channel": {
-            "alternatives": [{
-                "transcript": transcript,
-                "confidence": 0.99,
-                "words": words
-            }]
-        }
+            "alternatives": [
+                {"transcript": transcript, "confidence": 0.99, "words": words}
+            ]
+        },
     }
     return response, new_offset
 
@@ -155,7 +156,9 @@ async def handle_client(websocket: WebSocketServerProtocol):
 
     try:
         # Send initial empty result (no timestamp advancement for empty result)
-        initial, _ = create_deepgram_response(transcript="", is_final=False, cumulative_offset=0.0)
+        initial, _ = create_deepgram_response(
+            transcript="", is_final=False, cumulative_offset=0.0
+        )
         await websocket.send(json.dumps(initial))
         logger.debug(f"Sent initial result to {client_id}")
 
@@ -169,22 +172,28 @@ async def handle_client(websocket: WebSocketServerProtocol):
                 # Speech detection relies on is_final=True results stored in transcription:results stream
                 if chunk_count % 50 == 0:
                     current_offset = connection_state[client_id]["cumulative_offset"]
-                    final, new_offset = create_final_response(cumulative_offset=current_offset)
+                    final, new_offset = create_final_response(
+                        cumulative_offset=current_offset
+                    )
                     connection_state[client_id]["cumulative_offset"] = new_offset
                     await websocket.send(json.dumps(final))
-                    logger.info(f"Sent periodic final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)")
+                    logger.info(
+                        f"Sent periodic final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)"
+                    )
                 # Send interim results every 10 chunks
                 elif chunk_count % 10 == 0:
                     current_offset = connection_state[client_id]["cumulative_offset"]
                     interim, new_offset = create_deepgram_response(
                         transcript=f"This is interim transcription for chunk {chunk_count // 10}",
                         is_final=False,
-                        cumulative_offset=current_offset
+                        cumulative_offset=current_offset,
                     )
                     # Update cumulative offset for next chunk
                     connection_state[client_id]["cumulative_offset"] = new_offset
                     await websocket.send(json.dumps(interim))
-                    logger.debug(f"Sent interim result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)")
+                    logger.debug(
+                        f"Sent interim result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s)"
+                    )
 
             # Handle control messages
             elif isinstance(message, str):
@@ -196,17 +205,25 @@ async def handle_client(websocket: WebSocketServerProtocol):
                         logger.info(f"Received CloseStream from {client_id}")
 
                         # Send final result with cumulative timestamps
-                        current_offset = connection_state[client_id]["cumulative_offset"]
-                        final, new_offset = create_final_response(cumulative_offset=current_offset)
+                        current_offset = connection_state[client_id][
+                            "cumulative_offset"
+                        ]
+                        final, new_offset = create_final_response(
+                            cumulative_offset=current_offset
+                        )
                         await websocket.send(json.dumps(final))
-                        logger.info(f"Sent final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s): {final['channel']['alternatives'][0]['transcript']}")
+                        logger.info(
+                            f"Sent final result to {client_id} (offset: {current_offset:.2f}s → {new_offset:.2f}s): {final['channel']['alternatives'][0]['transcript']}"
+                        )
 
                         # Close connection gracefully
                         await websocket.close()
                         break
 
                     else:
-                        logger.warning(f"Unknown message type from {client_id}: {msg_type}")
+                        logger.warning(
+                            f"Unknown message type from {client_id}: {msg_type}"
+                        )
 
                 except json.JSONDecodeError:
                     logger.error(f"Invalid JSON from {client_id}: {message}")
@@ -222,9 +239,13 @@ async def handle_client(websocket: WebSocketServerProtocol):
         if client_id in connection_state:
             final_offset = connection_state[client_id]["cumulative_offset"]
             del connection_state[client_id]
-            logger.info(f"Connection closed: {client_id}, processed {chunk_count} chunks, final cumulative offset: {final_offset:.2f}s")
+            logger.info(
+                f"Connection closed: {client_id}, processed {chunk_count} chunks, final cumulative offset: {final_offset:.2f}s"
+            )
         else:
-            logger.info(f"Connection closed: {client_id}, processed {chunk_count} chunks")
+            logger.info(
+                f"Connection closed: {client_id}, processed {chunk_count} chunks"
+            )
 
 
 async def main(host: str, port: int):
@@ -240,8 +261,12 @@ async def main(host: str, port: int):
 
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Mock Streaming STT Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=9999, help="Server port (default: 9999)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Server host (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=9999, help="Server port (default: 9999)"
+    )
     parser.add_argument("--debug", action="store_true", help="Enable debug logging")
 
     args = parser.parse_args()
diff --git a/tests/libs/mongodb_helper.py b/tests/libs/mongodb_helper.py
index aaa91cd0..59a59cdf 100644
--- a/tests/libs/mongodb_helper.py
+++ b/tests/libs/mongodb_helper.py
@@ -6,8 +6,9 @@
 
 import os
 from pathlib import Path
-from pymongo import MongoClient
+
 from dotenv import load_dotenv
+from pymongo import MongoClient
 
 # Load test environment variables
 tests_dir = Path(__file__).parent.parent
@@ -39,10 +40,11 @@ def get_audio_chunks(conversation_id):
 
     try:
         # Query audio_chunks collection
-        chunks = list(db.audio_chunks.find(
-            {"conversation_id": conversation_id},
-            sort=[("chunk_index", 1)]
-        ))
+        chunks = list(
+            db.audio_chunks.find(
+                {"conversation_id": conversation_id}, sort=[("chunk_index", 1)]
+            )
+        )
 
         # Convert ObjectId to string and Binary to bytes length for Robot Framework
         for chunk in chunks:
@@ -104,3 +106,57 @@ def verify_chunks_exist(conversation_id, min_chunks=1):
         )
 
     return True
+
+
+def _active_transcript_chars(conv):
+    """Length of the active transcript version's text (handles list schema)."""
+    active = conv.get("active_transcript_version")
+    for version in conv.get("transcript_versions") or []:
+        if version.get("version_id") == active:
+            return len(version.get("transcript") or version.get("text") or "")
+    return 0
+
+
+def find_client_conversations(client_id, include_deleted=True):
+    """All conversations for a client (optionally including soft-deleted ones).
+
+    Returns a flat list of dicts with the fields the reconnect/silence e2e asserts
+    on: conversation_id, deleted, deletion_reason, end_reason, audio_chunks_count,
+    audio_total_duration, and transcript_chars (active version text length). The API
+    hides soft-deleted conversations, so these are read straight from Mongo.
+    """
+    client = MongoClient(get_mongodb_uri())
+    db = client[get_db_name()]
+    try:
+        query = {"client_id": client_id}
+        if not include_deleted:
+            query["deleted"] = {"$ne": True}
+        out = []
+        for conv in db.conversations.find(query):
+            out.append(
+                {
+                    "conversation_id": conv.get("conversation_id"),
+                    "deleted": bool(conv.get("deleted")),
+                    "deletion_reason": conv.get("deletion_reason") or "",
+                    "end_reason": conv.get("end_reason") or "",
+                    "always_persist": bool(conv.get("always_persist")),
+                    "audio_chunks_count": conv.get("audio_chunks_count"),
+                    "audio_total_duration": conv.get("audio_total_duration"),
+                    "transcript_chars": _active_transcript_chars(conv),
+                }
+            )
+        return out
+    finally:
+        client.close()
+
+
+def count_orphaned_transcripts(client_id):
+    """Conversations soft-deleted as audio_chunks_not_ready that still carry a
+    transcript — the exact data-loss the reconnect fix prevents. Should be 0."""
+    return sum(
+        1
+        for c in find_client_conversations(client_id, include_deleted=True)
+        if c["deleted"]
+        and c["deletion_reason"] == "audio_chunks_not_ready"
+        and c["transcript_chars"] > 0
+    )
diff --git a/tests/mocks/mock_speaker_client.py b/tests/mocks/mock_speaker_client.py
index e53a556e..ae595876 100644
--- a/tests/mocks/mock_speaker_client.py
+++ b/tests/mocks/mock_speaker_client.py
@@ -33,7 +33,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "The pumpkin that'll last for forever. Finally. Does it count? Today, we're taking a glass blowing class.",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 10.28,
@@ -41,7 +41,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "I'm sweating already. We've worked with a lot of materials before, but we've only scratched the surface",
-                "confidence": 0.93
+                "confidence": 0.93,
             },
             {
                 "start": 20.455,
@@ -49,7 +49,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "when it comes to glass",
-                "confidence": 0.91
+                "confidence": 0.91,
             },
             {
                 "start": 22.095,
@@ -57,7 +57,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "and that's because",
-                "confidence": 0.94
+                "confidence": 0.94,
             },
             {
                 "start": 23.815,
@@ -65,7 +65,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "a little intimidating. We've got about 400 pounds",
-                "confidence": 0.92
+                "confidence": 0.92,
             },
             {
                 "start": 28.335,
@@ -73,7 +73,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "of liquid glass in this furnace right here. Nick's gonna really help us out. Nick, I'm excited and nervous. Me too.",
-                "confidence": 0.96
+                "confidence": 0.96,
             },
             {
                 "start": 43.28,
@@ -81,7 +81,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 1,
                 "identified_as": "Unknown",
                 "text": "So we're gonna",
-                "confidence": 0.90
+                "confidence": 0.90,
             },
             {
                 "start": 44.68,
@@ -89,7 +89,7 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "make what's called a trumpet",
-                "confidence": 0.95
+                "confidence": 0.95,
             },
             {
                 "start": 46.96,
@@ -97,8 +97,8 @@ class MockSpeakerRecognitionClient:
                 "speaker": 0,
                 "identified_as": "Unknown",
                 "text": "flower. We're using gravity as a tool.",
-                "confidence": 0.93
-            }
+                "confidence": 0.93,
+            },
         ]
     }
 
@@ -111,7 +111,7 @@ async def diarize_identify_match(
         conversation_id: str,
         backend_token: str,
         transcript_data: Dict,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> Dict:
         """
         Return pre-computed mock segments for known test audio files.
@@ -125,7 +125,9 @@ async def diarize_identify_match(
         Returns:
             Dictionary with 'segments' array matching speaker service format
         """
-        logger.info(f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}...")
+        logger.info(
+            f"🎤 Mock speaker client processing conversation: {conversation_id[:12]}..."
+        )
 
         # Try to identify which test audio this is from the transcript
         transcript_text = transcript_data.get("text", "").lower()
@@ -135,11 +137,15 @@ async def diarize_identify_match(
             filename = "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
             if filename in self.MOCK_SEGMENTS:
                 segments = self.MOCK_SEGMENTS[filename]
-                logger.info(f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio")
+                logger.info(
+                    f"🎤 Mock returning {len(segments)} segments for DIY Glass Blowing audio"
+                )
                 return {"segments": segments}
 
         # Fallback: Create single generic segment
-        logger.warning(f"🎤 Mock: No pre-computed segments found, creating generic segment")
+        logger.warning(
+            f"🎤 Mock: No pre-computed segments found, creating generic segment"
+        )
 
         # Get duration from words if available
         words = transcript_data.get("words", [])
@@ -149,12 +155,14 @@ async def diarize_identify_match(
             duration = 60.0
 
         return {
-            "segments": [{
-                "start": 0.0,
-                "end": duration,
-                "speaker": 0,
-                "identified_as": "Unknown",
-                "text": transcript_data.get("text", ""),
-                "confidence": 0.85
-            }]
+            "segments": [
+                {
+                    "start": 0.0,
+                    "end": duration,
+                    "speaker": 0,
+                    "identified_as": "Unknown",
+                    "text": transcript_data.get("text", ""),
+                    "confidence": 0.85,
+                }
+            ]
         }
diff --git a/tests/resources/asr_keywords.robot b/tests/resources/asr_keywords.robot
index 5cf95afe..fec7e031 100644
--- a/tests/resources/asr_keywords.robot
+++ b/tests/resources/asr_keywords.robot
@@ -139,4 +139,3 @@ Remove GPU ASR Service
     ELSE
         Log To Console    ✅ ${service} removed
     END
-
diff --git a/tests/resources/audio_keywords.robot b/tests/resources/audio_keywords.robot
index c752e511..8e14e1ce 100644
--- a/tests/resources/audio_keywords.robot
+++ b/tests/resources/audio_keywords.robot
@@ -17,7 +17,7 @@ Upload Audio File
       File Should Exist    ${audio_file_path}
 
       # Debug the request being sent
-      
+
       Log    Sending file: ${audio_file_path}
       Log    Device name: ${device_name}
       Log    Folder: ${folder}
diff --git a/tests/resources/chat_keywords.robot b/tests/resources/chat_keywords.robot
index 38c2f39c..89d5bcf6 100644
--- a/tests/resources/chat_keywords.robot
+++ b/tests/resources/chat_keywords.robot
@@ -85,6 +85,3 @@ Send Chat Message
     ${response}=        POST On Session    api    /api/chat/completions    json=${body}    expected_status=${expected_status}
 
     RETURN    ${response}
-
-
-
diff --git a/tests/resources/conversation_keywords.robot b/tests/resources/conversation_keywords.robot
index 9d393025..807c2d80 100644
--- a/tests/resources/conversation_keywords.robot
+++ b/tests/resources/conversation_keywords.robot
@@ -56,14 +56,14 @@ Get Conversation By ID
 Get Conversation Versions
     [Documentation]    Get version history for a conversation
     [Arguments]    ${conversation_id}
-    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/versions 
+    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/versions
     RETURN    ${response.json()}[transcript_versions]
 
-Get conversation memory versions
-    [Documentation]    Get memory version history for a conversation
+Get Conversation Memory Audit
+    [Documentation]    Get the memory vault change ledger (audit history) for a conversation
     [Arguments]    ${conversation_id}
-    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/versions/memory
-    RETURN    ${response.json()}[memory_versions]
+    ${response}=    GET On Session    api    /api/conversations/${conversation_id}/memory-audit
+    RETURN    ${response.json()}[entries]
 
 Reprocess Transcript
     [Documentation]    Trigger transcript reprocessing for a conversation
@@ -95,14 +95,7 @@ Activate Transcript Version
     [Documentation]    Activate a specific transcript version
     [Arguments]    ${conversation_id}    ${version_id}
 
-    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-transcript/${version_id}  
-    RETURN    ${response.json()}
-
-Activate Memory Version
-    [Documentation]    Activate a specific memory version
-    [Arguments]     ${conversation_id}    ${version_id}
-
-    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-memory/${version_id}  
+    ${response}=    POST On Session    api    /api/conversations/${conversation_id}/activate-transcript/${version_id}
     RETURN    ${response.json()}
 
 Delete Conversation
@@ -220,10 +213,20 @@ Verify Conversation Processing Status
     Should Be Equal As Strings    ${conversation}[processing_status]    ${expected_status}
     ...    Expected processing_status='${expected_status}', got '${conversation}[processing_status]'
 
-    Log    ✅ Conversation ${conversation_id} has processing_status='${expected_status}'
+    Log    ��� Conversation ${conversation_id} has processing_status='${expected_status}'
+
+Conversation Should Have Live Transcript
+    [Documentation]    Verify conversation has active live-v0 transcript version with content.
+    ...                Returns the conversation dict if successful.
+    [Arguments]    ${conversation_id}
+
+    ${conversation}=    Get Conversation By ID    ${conversation_id}
+    Should Be Equal As Strings    ${conversation}[active_transcript_version]    live-v0
+    ...    msg=Expected active_transcript_version='live-v0', got '${conversation}[active_transcript_version]'
+    RETURN    ${conversation}
 
-Verify Conversation Always Persist Flag
-    [Documentation]    Verify conversation has always_persist=True
+Verify Durable Audio Placeholder Flag
+    [Documentation]    Verify conversation is the session's durable audio placeholder
     [Arguments]    ${conversation_id}
 
     ${conversation}=    Get Conversation By ID    ${conversation_id}
diff --git a/tests/resources/mongodb_keywords.robot b/tests/resources/mongodb_keywords.robot
index 58a1f991..4f8adf55 100644
--- a/tests/resources/mongodb_keywords.robot
+++ b/tests/resources/mongodb_keywords.robot
@@ -19,6 +19,25 @@ Get Audio Chunks For Conversation
     RETURN    ${chunks}
 
 
+Get Client Conversations Including Deleted
+    [Documentation]    All conversations for a client (incl. soft-deleted) with
+    ...                deletion_reason / audio fields / transcript char count. The API
+    ...                hides soft-deleted conversations, so this reads from Mongo.
+    [Arguments]    ${client_id}
+
+    ${conversations}=    Find Client Conversations    ${client_id}
+    RETURN    ${conversations}
+
+
+Get Orphaned Transcript Count
+    [Documentation]    Count conversations soft-deleted as audio_chunks_not_ready that
+    ...                still carry a transcript (the data-loss the reconnect fix prevents).
+    [Arguments]    ${client_id}
+
+    ${count}=    Count Orphaned Transcripts    ${client_id}
+    RETURN    ${count}
+
+
 Verify Audio Chunks Exist
     [Documentation]    Verify that audio chunks exist in MongoDB for a conversation
     [Arguments]    ${conversation_id}    ${min_chunks}=1
diff --git a/tests/resources/plugin_keywords.robot b/tests/resources/plugin_keywords.robot
index 4e8d52d0..6c20e7cb 100644
--- a/tests/resources/plugin_keywords.robot
+++ b/tests/resources/plugin_keywords.robot
@@ -66,7 +66,7 @@ Verify Event Matches Subscription
 
 Get Test Plugins Config Path
     [Documentation]    Get path to test plugins configuration
-    RETURN    ${CURDIR}/../../config/plugins.yml
+    RETURN    ${CURDIR}/../config/plugins.test.yml
 
 Verify HA Plugin Uses Events
     [Documentation]    Verify HomeAssistant plugin config uses event events
diff --git a/tests/resources/queue_keywords.robot b/tests/resources/queue_keywords.robot
index b6678bf7..1e8e5255 100644
--- a/tests/resources/queue_keywords.robot
+++ b/tests/resources/queue_keywords.robot
@@ -375,4 +375,4 @@ Get Job Result
     ${job_data}=    Set Variable    ${response.json()}
     ${result}=    Set Variable    ${job_data}[result]
 
-    RETURN    ${result}
\ No newline at end of file
+    RETURN    ${result}
diff --git a/tests/resources/redis_keywords.robot b/tests/resources/redis_keywords.robot
index e6179afd..4872abaa 100644
--- a/tests/resources/redis_keywords.robot
+++ b/tests/resources/redis_keywords.robot
@@ -14,6 +14,7 @@ Documentation    Redis session management and verification keywords
 ...              - API session management (belong in session_resources.robot)
 Library          Process
 Library          Collections
+Library          String
 Variables        ../setup/test_env.py
 
 *** Keywords ***
@@ -24,7 +25,7 @@ Get Redis Session Data
 
     # Use redis-cli to get session hash
     ${redis_key}=    Set Variable    audio:session:${session_id}
-    ${result}=    Run Process    docker    exec    ${REDIS_CONTAINER}
+    ${result}=    Run Process    ${CONTAINER_ENGINE}    exec    ${REDIS_CONTAINER}
     ...    redis-cli    HGETALL    ${redis_key}
 
     Should Be Equal As Integers    ${result.rc}    0
@@ -81,7 +82,7 @@ Redis Command
     [Arguments]    ${command}    @{args}
 
     # Execute redis-cli command
-    ${result}=    Run Process    docker    exec    ${REDIS_CONTAINER}
+    ${result}=    Run Process    ${CONTAINER_ENGINE}    exec    ${REDIS_CONTAINER}
     ...    redis-cli    ${command}    @{args}
 
     Should Be Equal As Integers    ${result.rc}    0
@@ -99,6 +100,28 @@ Redis Command
     RETURN    ${return_value}
 
 
+Get Active Session ID For Client
+    [Documentation]    Return the unique active recording session for a client
+    [Arguments]    ${client_id}
+
+    ${result}=    Run Process    ${CONTAINER_ENGINE}    exec    ${REDIS_CONTAINER}
+    ...    redis-cli    --scan    --pattern    audio:session:*
+    Should Be Equal As Integers    ${result.rc}    0
+
+    @{session_keys}=    Split String    ${result.stdout}    \n
+    FOR    ${session_key}    IN    @{session_keys}
+        IF    '${session_key}' == ''    CONTINUE
+        ${stored_client}=    Redis Command    HGET    ${session_key}    client_id
+        ${status}=    Redis Command    HGET    ${session_key}    status
+        IF    '${stored_client}' == '${client_id}' and '${status}' == 'active'
+            ${session_id}=    Replace String    ${session_key}    audio:session:    ${EMPTY}
+            RETURN    ${session_id}
+        END
+    END
+
+    Fail    No active recording session found for client ${client_id}
+
+
 Get Backend Logs
     [Documentation]    Get backend container logs for debugging
     [Arguments]    ${since}=5m
@@ -127,7 +150,7 @@ Verify Conversation Current Key
 
     # Use KEYS pattern to find matching key (handles counter suffixes like -2, -3)
     ${pattern}=    Set Variable    conversation:current:${session_id}*
-    ${result}=    Run Process    docker    exec    ${REDIS_CONTAINER}
+    ${result}=    Run Process    ${CONTAINER_ENGINE}    exec    ${REDIS_CONTAINER}
     ...    redis-cli    KEYS    ${pattern}
     Should Be Equal As Integers    ${result.rc}    0
 
diff --git a/tests/resources/session_keywords.robot b/tests/resources/session_keywords.robot
index bb4d4444..de892cf8 100644
--- a/tests/resources/session_keywords.robot
+++ b/tests/resources/session_keywords.robot
@@ -166,4 +166,4 @@ DELETE On Session
 Get Random ID
     [Documentation]    Generate a unique random ID for test data (call each time for new ID)
     ${random_id}=    Generate Random String    8    [LETTERS][NUMBERS]
-    RETURN    ${random_id}
\ No newline at end of file
+    RETURN    ${random_id}
diff --git a/tests/resources/system_keywords.robot b/tests/resources/system_keywords.robot
index c084b2d0..6fb6b3d4 100644
--- a/tests/resources/system_keywords.robot
+++ b/tests/resources/system_keywords.robot
@@ -78,26 +78,3 @@ Stop Mock Transcription Server
     ELSE
         Log    ⚠️ Mock Transcription Server handle not found (may not have been started)
     END
-
-
-Set Always Persist Enabled
-    [Documentation]    Set the always_persist_enabled setting via API.
-    ...                Requires admin session.
-    [Arguments]    ${session}    ${enabled}=${True}
-
-    ${settings}=    Create Dictionary    always_persist_enabled=${enabled}
-    ${response}=    POST On Session    ${session}    /api/misc-settings    json=${settings}
-    Should Be Equal As Integers    ${response.status_code}    200
-    Log    ✅ Set always_persist_enabled=${enabled}
-
-
-Get Always Persist Enabled
-    [Documentation]    Get the current always_persist_enabled setting via API.
-    ...                Requires admin session.
-    [Arguments]    ${session}
-
-    ${response}=    GET On Session    ${session}    /api/misc-settings
-    Should Be Equal As Integers    ${response.status_code}    200
-    ${settings}=    Set Variable    ${response.json()}
-    ${enabled}=    Set Variable    ${settings}[always_persist_enabled]
-    RETURN    ${enabled}
diff --git a/tests/resources/transcript_verification.robot b/tests/resources/transcript_verification.robot
index 74195565..51cbe4f3 100644
--- a/tests/resources/transcript_verification.robot
+++ b/tests/resources/transcript_verification.robot
@@ -254,8 +254,8 @@ Verify Segments Match Expected Timestamps
 
     Log    All ${actual_count} segments matched expected timestamps within ${tolerance}s tolerance    INFO
 
-   
-    
+
+
 Verify Transcript Content
     [Documentation]    Verify transcript contains expected content and quality
     [Arguments]    ${conversation}    ${expected_keywords}    ${min_length}=50
@@ -282,4 +282,3 @@ Verify Transcript Content
     Should Be True    ${segment_count} > 0    No segments found
 
     Log    Transcript verification passed: ${transcript_length} chars, ${segment_count} segments    INFO
-
diff --git a/tests/resources/user_keywords.robot b/tests/resources/user_keywords.robot
index b2ef9806..8a46c6a4 100644
--- a/tests/resources/user_keywords.robot
+++ b/tests/resources/user_keywords.robot
@@ -81,5 +81,3 @@ Update User
 
     ${response}=    PUT On Session    ${session}    /api/users/${user_id}    json=${updates}    expected_status=200
     RETURN    ${response.json()}
-
-
diff --git a/tests/resources/websocket_keywords.robot b/tests/resources/websocket_keywords.robot
index 2eb9381b..fb88fc25 100644
--- a/tests/resources/websocket_keywords.robot
+++ b/tests/resources/websocket_keywords.robot
@@ -98,29 +98,23 @@ Open Audio Stream
     Log    Started audio stream ${stream_id} for device ${device_name}
     RETURN    ${stream_id}
 
-Open Audio Stream With Always Persist
-    [Documentation]    Start a WebSocket audio stream with always_persist enabled.
-    ...                always_persist is a backend-level setting (not per-session).
-    ...                This keyword ensures the setting is enabled before opening the stream.
+Open Durable Audio Stream
+    [Documentation]    Start a WebSocket stream on the mandatory durable-audio path.
     ...                Returns stream_id for sending chunks.
     [Arguments]    ${device_name}=robot-test    ${recording_mode}=streaming
 
-    # Open a regular stream - always_persist is read from backend config at enqueue time
     ${stream_id}=    Open Audio Stream    device_name=${device_name}    recording_mode=${recording_mode}
 
-    Log    Started audio stream ${stream_id} (always_persist is a backend setting)
+    Log    Started durable audio stream ${stream_id}
     RETURN    ${stream_id}
 
-Stream Audio File With Always Persist
-    [Documentation]    Stream a WAV file via WebSocket with always_persist enabled.
-    ...                always_persist is a backend-level setting (not per-session).
-    ...                Caller should ensure the setting is enabled via API before calling.
+Stream Audio File Durably
+    [Documentation]    Stream a WAV file through the mandatory durable-audio path.
     [Arguments]    ${audio_file_path}    ${device_name}=robot-test    ${recording_mode}=streaming
 
-    # Stream normally - always_persist is read from backend config at enqueue time
     ${chunks_sent}=    Stream Audio File Via WebSocket    ${audio_file_path}    device_name=${device_name}    recording_mode=${recording_mode}
 
-    Log    Streamed ${chunks_sent} chunks (always_persist is a backend setting)
+    Log    Streamed ${chunks_sent} durable chunks
     Should Be True    ${chunks_sent} > 0
     RETURN    ${chunks_sent}
 
@@ -158,6 +152,12 @@ Close Audio Stream
     Log    Stopped stream ${stream_id}, total chunks: ${total_chunks}
     RETURN    ${total_chunks}
 
+Send Button Event To Stream
+    [Documentation]    Send a button event (SINGLE_PRESS, DOUBLE_PRESS) to an open stream
+    [Arguments]    ${stream_id}    ${button_state}=SINGLE_PRESS
+    Send Button Event    ${stream_id}    ${button_state}
+    Log    Sent button event ${button_state} to stream ${stream_id}
+
 Close Audio Stream Without Stop Event
     [Documentation]    Close WebSocket connection without sending audio-stop event.
     ...                This simulates abrupt disconnection (network failure, client crash)
diff --git a/tests/robot-tags.json b/tests/robot-tags.json
new file mode 100644
index 00000000..be784042
--- /dev/null
+++ b/tests/robot-tags.json
@@ -0,0 +1,21 @@
+{
+  "business": [
+    "permissions",
+    "conversation",
+    "memory",
+    "chat",
+    "queue",
+    "health",
+    "infra",
+    "audio-upload",
+    "audio-batch",
+    "audio-streaming",
+    "e2e"
+  ],
+  "execution": [
+    "requires-api-keys",
+    "slow",
+    "sdk",
+    "requires-gpu"
+  ]
+}
diff --git a/tests/run-no-api-tests.sh b/tests/run-no-api-tests.sh
deleted file mode 100755
index b5c5a505..00000000
--- a/tests/run-no-api-tests.sh
+++ /dev/null
@@ -1,176 +0,0 @@
-#!/bin/bash
-
-# Robot Framework Test Runner (No API Keys Required)
-# Runs tests that don't require external API services (Deepgram, OpenAI)
-# Excludes tests tagged with 'requires-api-keys'
-
-set -e
-
-# Colors for output
-RED='\033[0;31m'
-GREEN='\033[0;32m'
-YELLOW='\033[1;33m'
-BLUE='\033[0;34m'
-NC='\033[0m' # No Color
-
-print_info() {
-    echo -e "${BLUE}[INFO]${NC} $1"
-}
-
-print_success() {
-    echo -e "${GREEN}[SUCCESS]${NC} $1"
-}
-
-print_warning() {
-    echo -e "${YELLOW}[WARNING]${NC} $1"
-}
-
-print_error() {
-    echo -e "${RED}[ERROR]${NC} $1"
-}
-
-# Check if we're in the right directory
-if [ ! -f "Makefile" ] || [ ! -d "endpoints" ]; then
-    print_error "Please run this script from the tests/ directory"
-    exit 1
-fi
-
-# Set absolute paths for consistent directory references
-TESTS_DIR="$(pwd)"
-BACKEND_DIR="$(cd ../backends/advanced && pwd)"
-
-print_info "Robot Framework Test Runner (No API Keys)"
-print_info "=========================================="
-print_info "This runner executes tests that don't require external API services"
-print_info "Tests tagged with 'requires-api-keys', 'slow', and 'sdk' are excluded"
-
-# Configuration
-CLEANUP_CONTAINERS="${CLEANUP_CONTAINERS:-false}"
-OUTPUTDIR="${OUTPUTDIR:-results-no-api}"
-
-# Use mock services config (no API keys needed)
-# Set TEST_CONFIG_FILE to point to mock-services.yml inside the container
-export TEST_CONFIG_FILE="/app/test-configs/mock-services.yml"
-
-print_info "Using config file: ${TEST_CONFIG_FILE}"
-print_warning "Memory extraction and transcription are disabled in this mode"
-
-# Load environment variables if available (but don't require them)
-if [ -f "setup/.env.test" ]; then
-    print_info "Loading environment variables from setup/.env.test..."
-    set -a
-    source setup/.env.test
-    set +a
-fi
-
-# Create test environment file if it doesn't exist (without API keys)
-if [ ! -f "setup/.env.test" ]; then
-    print_info "Creating test environment file..."
-    mkdir -p setup
-
-    cat > setup/.env.test << EOF
-# API URLs
-API_URL=http://localhost:8001
-BACKEND_URL=http://localhost:8001
-FRONTEND_URL=http://localhost:3001
-
-# Test Admin Credentials
-ADMIN_EMAIL=test-admin@example.com
-ADMIN_PASSWORD=test-admin-password-123
-
-# Test Configuration
-TEST_TIMEOUT=120
-TEST_DEVICE_NAME=robot-test
-
-# Note: No API keys required for this test mode
-# OPENAI_API_KEY and DEEPGRAM_API_KEY are not needed
-EOF
-    print_success "Created setup/.env.test"
-fi
-
-# Start test containers using dedicated startup script
-FRESH_BUILD=true "$TESTS_DIR/setup-test-containers.sh"
-
-# Run Robot Framework tests via Makefile with tag exclusion
-# Exclude tests that require API keys, slow tests, and SDK tests
-print_info "Running Robot Framework tests (excluding requires-api-keys, slow, sdk tags)..."
-print_info "Output directory: $OUTPUTDIR"
-
-# Run tests with tag exclusion
-if timeout 30m uv run --with-requirements test-requirements.txt \
-    robot --exclude requires-api-keys \
-    --exclude slow \
-    --exclude sdk \
-    --outputdir "$OUTPUTDIR" \
-    --loglevel INFO \
-    --consolecolors on \
-    --consolemarkers on \
-    .; then
-    TEST_EXIT_CODE=0
-else
-    TEST_EXIT_CODE=$?
-fi
-
-# Show service logs if tests failed
-if [ $TEST_EXIT_CODE -ne 0 ]; then
-    print_info "Showing service logs..."
-    cd "$BACKEND_DIR"
-    echo "=== Backend Logs (last 50 lines) ==="
-    docker compose -f docker-compose-test.yml logs --tail=50 chronicle-backend-test
-    echo ""
-    echo "=== Worker Logs (last 50 lines) ==="
-    docker compose -f docker-compose-test.yml logs --tail=50 workers-test
-    cd "$TESTS_DIR"
-fi
-
-# Display test results summary
-if [ -f "$OUTPUTDIR/output.xml" ]; then
-    print_info "Test Results Summary:"
-    uv run python3 << 'PYTHON_SCRIPT'
-import xml.etree.ElementTree as ET
-import os
-
-output_file = os.getenv('OUTPUTDIR', 'results-no-api') + '/output.xml'
-try:
-    tree = ET.parse(output_file)
-    root = tree.getroot()
-
-    # Get overall stats
-    stats = root.find('.//total/stat')
-    if stats is not None:
-        passed = stats.get("pass", "0")
-        failed = stats.get("fail", "0")
-        print(f'✅ Passed: {passed}')
-        print(f'❌ Failed: {failed}')
-        print(f'📊 Total: {int(passed) + int(failed)}')
-
-        # Show failed tests if any
-        if int(failed) > 0:
-            print('\n❌ Failed Tests:')
-            failed_tests = root.findall('.//test')
-            for test in failed_tests:
-                status = test.find('status')
-                if status is not None and status.get('status') == 'FAIL':
-                    test_name = test.get('name', 'Unknown')
-                    print(f'  - {test_name}')
-except Exception as e:
-    print(f'Error parsing results: {e}')
-PYTHON_SCRIPT
-fi
-
-# Cleanup containers if requested
-if [ "$CLEANUP_CONTAINERS" = "true" ]; then
-    print_info "Cleaning up test containers..."
-    cd "$BACKEND_DIR"
-    docker compose -f docker-compose-test.yml down -v --remove-orphans
-    cd "$TESTS_DIR"
-    print_success "Cleanup completed"
-fi
-
-# Final status
-if [ $TEST_EXIT_CODE -eq 0 ]; then
-    print_success "All tests passed! ✅"
-else
-    print_error "Some tests failed ❌"
-    exit $TEST_EXIT_CODE
-fi
diff --git a/tests/run-robot-tests.sh b/tests/run-robot-tests.sh
index 7f7cd5c4..190ee2d2 100755
--- a/tests/run-robot-tests.sh
+++ b/tests/run-robot-tests.sh
@@ -237,7 +237,7 @@ for i, worker in enumerate(workers, 1):
 
 # Capture logs from all services
 print_info "Capturing service logs..."
-SERVICES=(chronicle-backend-test workers-test mongo-test redis-test qdrant-test speaker-service-test)
+SERVICES=(chronicle-backend-test workers-test mongo-test redis-test speaker-service-test)
 for service in "${SERVICES[@]}"; do
     docker compose -f docker-compose-test.yml logs --tail=200 "$service" > "$LOG_DIR/${service}.log" 2>&1 || true
 done
diff --git a/tests/scripts/mock_transcription_server.py b/tests/scripts/mock_transcription_server.py
index d4d25e6a..a7ed6505 100755
--- a/tests/scripts/mock_transcription_server.py
+++ b/tests/scripts/mock_transcription_server.py
@@ -8,6 +8,7 @@
 Usage:
     python mock_transcription_server.py [--port PORT] [--host HOST]
 """
+import argparse
 import asyncio
 import json
 import logging
@@ -15,14 +16,15 @@
 
 try:
     import websockets
-    from websockets.server import serve, WebSocketServerProtocol
+    from websockets.server import WebSocketServerProtocol, serve
 except ImportError:
-    print("ERROR: websockets package not found. Install with: uv pip install websockets")
+    print(
+        "ERROR: websockets package not found. Install with: uv pip install websockets"
+    )
     exit(1)
 
 logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s [%(levelname)s] %(message)s'
+    level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s"
 )
 logger = logging.getLogger(__name__)
 
@@ -42,13 +44,17 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
 
         try:
             # Send initial connection acknowledgment (simplified format for mock config)
-            await websocket.send(json.dumps({
-                "type": "Results",
-                "is_final": False,
-                "text": "",
-                "words": [],
-                "segments": []
-            }))
+            await websocket.send(
+                json.dumps(
+                    {
+                        "type": "Results",
+                        "is_final": False,
+                        "text": "",
+                        "words": [],
+                        "segments": [],
+                    }
+                )
+            )
 
             chunk_count = 0
             duration = 0.0
@@ -61,39 +67,102 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
 
                     # Every 10 chunks, send an interim result (simplified format)
                     if chunk_count % 10 == 0:
-                        await websocket.send(json.dumps({
-                            "type": "Results",
-                            "is_final": False,
-                            "text": f"This is mock transcription chunk {chunk_count // 10}",
-                            "confidence": 0.95,
-                            "words": [
-                                {"word": "This", "start": 0.0, "end": 0.1, "confidence": 0.95},
-                                {"word": "is", "start": 0.1, "end": 0.2, "confidence": 0.95},
-                                {"word": "mock", "start": 0.2, "end": 0.3, "confidence": 0.95},
-                                {"word": "transcription", "start": 0.3, "end": 0.5, "confidence": 0.95},
-                            ],
-                            "segments": []
-                        }))
+                        await websocket.send(
+                            json.dumps(
+                                {
+                                    "type": "Results",
+                                    "is_final": False,
+                                    "text": f"This is mock transcription chunk {chunk_count // 10}",
+                                    "confidence": 0.95,
+                                    "words": [
+                                        {
+                                            "word": "This",
+                                            "start": 0.0,
+                                            "end": 0.1,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "is",
+                                            "start": 0.1,
+                                            "end": 0.2,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "mock",
+                                            "start": 0.2,
+                                            "end": 0.3,
+                                            "confidence": 0.95,
+                                        },
+                                        {
+                                            "word": "transcription",
+                                            "start": 0.3,
+                                            "end": 0.5,
+                                            "confidence": 0.95,
+                                        },
+                                    ],
+                                    "segments": [],
+                                }
+                            )
+                        )
 
                     # Every 50 chunks, send a final result (simplified format)
                     # Make sure words span at least 2 seconds for speech detection
                     if chunk_count % 50 == 0:
-                        await websocket.send(json.dumps({
-                            "type": "Results",
-                            "is_final": True,
-                            "text": "This is a final mock transcription segment.",
-                            "confidence": 0.98,
-                            "words": [
-                                {"word": "This", "start": 0.0, "end": 0.3, "confidence": 0.98},
-                                {"word": "is", "start": 0.3, "end": 0.6, "confidence": 0.98},
-                                {"word": "a", "start": 0.6, "end": 0.8, "confidence": 0.98},
-                                {"word": "final", "start": 0.8, "end": 1.2, "confidence": 0.98},
-                                {"word": "mock", "start": 1.2, "end": 1.5, "confidence": 0.98},
-                                {"word": "transcription", "start": 1.5, "end": 2.0, "confidence": 0.98},
-                                {"word": "segment", "start": 2.0, "end": 2.5, "confidence": 0.98},
-                            ],
-                            "segments": []
-                        }))
+                        await websocket.send(
+                            json.dumps(
+                                {
+                                    "type": "Results",
+                                    "is_final": True,
+                                    "text": "This is a final mock transcription segment.",
+                                    "confidence": 0.98,
+                                    "words": [
+                                        {
+                                            "word": "This",
+                                            "start": 0.0,
+                                            "end": 0.3,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "is",
+                                            "start": 0.3,
+                                            "end": 0.6,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "a",
+                                            "start": 0.6,
+                                            "end": 0.8,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "final",
+                                            "start": 0.8,
+                                            "end": 1.2,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "mock",
+                                            "start": 1.2,
+                                            "end": 1.5,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "transcription",
+                                            "start": 1.5,
+                                            "end": 2.0,
+                                            "confidence": 0.98,
+                                        },
+                                        {
+                                            "word": "segment",
+                                            "start": 2.0,
+                                            "end": 2.5,
+                                            "confidence": 0.98,
+                                        },
+                                    ],
+                                    "segments": [],
+                                }
+                            )
+                        )
 
                 elif isinstance(message, str):
                     # Control message received
@@ -102,22 +171,61 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
                         if msg.get("type") == "CloseStream":
                             logger.info(f"📴 Received CloseStream from {client_id}")
                             # Send final results (simplified format) with words spanning >2s
-                            await websocket.send(json.dumps({
-                                "type": "Results",
-                                "is_final": True,
-                                "text": "This is the complete mock transcription result.",
-                                "confidence": 0.98,
-                                "words": [
-                                    {"word": "This", "start": 0.0, "end": 0.4, "confidence": 0.98},
-                                    {"word": "is", "start": 0.4, "end": 0.7, "confidence": 0.98},
-                                    {"word": "the", "start": 0.7, "end": 1.0, "confidence": 0.98},
-                                    {"word": "complete", "start": 1.0, "end": 1.5, "confidence": 0.98},
-                                    {"word": "mock", "start": 1.5, "end": 1.9, "confidence": 0.98},
-                                    {"word": "transcription", "start": 1.9, "end": 2.5, "confidence": 0.98},
-                                    {"word": "result", "start": 2.5, "end": 3.0, "confidence": 0.98},
-                                ],
-                                "segments": []
-                            }))
+                            await websocket.send(
+                                json.dumps(
+                                    {
+                                        "type": "Results",
+                                        "is_final": True,
+                                        "text": "This is the complete mock transcription result.",
+                                        "confidence": 0.98,
+                                        "words": [
+                                            {
+                                                "word": "This",
+                                                "start": 0.0,
+                                                "end": 0.4,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "is",
+                                                "start": 0.4,
+                                                "end": 0.7,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "the",
+                                                "start": 0.7,
+                                                "end": 1.0,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "complete",
+                                                "start": 1.0,
+                                                "end": 1.5,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "mock",
+                                                "start": 1.5,
+                                                "end": 1.9,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "transcription",
+                                                "start": 1.9,
+                                                "end": 2.5,
+                                                "confidence": 0.98,
+                                            },
+                                            {
+                                                "word": "result",
+                                                "start": 2.5,
+                                                "end": 3.0,
+                                                "confidence": 0.98,
+                                            },
+                                        ],
+                                        "segments": [],
+                                    }
+                                )
+                            )
                             break
                     except json.JSONDecodeError:
                         logger.warning(f"⚠️ Invalid JSON from {client_id}: {message}")
@@ -127,19 +235,19 @@ async def handle_connection(self, websocket: WebSocketServerProtocol):
         except Exception as e:
             logger.error(f"❌ Error handling connection from {client_id}: {e}")
         finally:
-            logger.info(f"✅ Cleaned up connection from {client_id} (received {chunk_count} chunks)")
+            logger.info(
+                f"✅ Cleaned up connection from {client_id} (received {chunk_count} chunks)"
+            )
 
     async def start(self):
         """Start the WebSocket server."""
         logger.info(f"🚀 Starting Mock Transcription Server on {self.host}:{self.port}")
 
-        self.server = await serve(
-            self.handle_connection,
-            self.host,
-            self.port
-        )
+        self.server = await serve(self.handle_connection, self.host, self.port)
 
-        logger.info(f"✅ Mock Transcription Server ready at ws://{self.host}:{self.port}")
+        logger.info(
+            f"✅ Mock Transcription Server ready at ws://{self.host}:{self.port}"
+        )
 
     async def run_forever(self):
         """Start the server and run until interrupted."""
@@ -158,11 +266,13 @@ async def stop(self):
 
 async def main():
     """Main entry point."""
-    import argparse
-
     parser = argparse.ArgumentParser(description="Mock WebSocket Transcription Server")
-    parser.add_argument("--host", default="0.0.0.0", help="Host to bind to (default: 0.0.0.0)")
-    parser.add_argument("--port", type=int, default=9999, help="Port to bind to (default: 9999)")
+    parser.add_argument(
+        "--host", default="0.0.0.0", help="Host to bind to (default: 0.0.0.0)"
+    )
+    parser.add_argument(
+        "--port", type=int, default=9999, help="Port to bind to (default: 9999)"
+    )
     args = parser.parse_args()
 
     server = MockTranscriptionServer(host=args.host, port=args.port)
diff --git a/tests/scripts/validate_robot_tags.py b/tests/scripts/validate_robot_tags.py
new file mode 100644
index 00000000..6ea6899e
--- /dev/null
+++ b/tests/scripts/validate_robot_tags.py
@@ -0,0 +1,112 @@
+#!/usr/bin/env python3
+"""Validate Robot test tags against Chronicle's canonical allowlist."""
+
+import argparse
+import json
+from pathlib import Path
+
+from robot.api.parsing import get_model
+from robot.parsing.model.blocks import TestCase, TestCaseSection
+from robot.parsing.model.statements import Tags, TestTags
+
+TEST_SUITE_DIRS = (
+    "endpoints",
+    "integration",
+    "infrastructure",
+    "asr",
+    "browser",
+    "configuration",
+)
+
+
+def load_allowed_tags(config_path: Path) -> set[str]:
+    groups = json.loads(config_path.read_text())
+    return {tag for tags in groups.values() for tag in tags}
+
+
+def validate_file(path: Path, allowed_tags: set[str]) -> list[str]:
+    errors: list[str] = []
+    model = get_model(path)
+    suite_tags: set[str] = set()
+
+    for section in model.sections:
+        for node in getattr(section, "body", ()):
+            if isinstance(node, TestTags):
+                suite_tags.update(node.values)
+
+    invalid_suite_tags = suite_tags - allowed_tags
+    if invalid_suite_tags:
+        errors.append(
+            f"{path}: invalid suite tags: {', '.join(sorted(invalid_suite_tags))}"
+        )
+
+    for section in model.sections:
+        if not isinstance(section, TestCaseSection):
+            continue
+        for test in section.body:
+            if not isinstance(test, TestCase):
+                continue
+            tag_statement = next(
+                (node for node in test.body if isinstance(node, Tags)), None
+            )
+            test_tags = set(tag_statement.values) if tag_statement else set()
+            invalid_tags = test_tags - allowed_tags
+            location = f"{path}:{test.lineno} ({test.name})"
+
+            if invalid_tags:
+                errors.append(
+                    f"{location}: invalid tags: {', '.join(sorted(invalid_tags))}"
+                )
+            if not suite_tags and not test_tags:
+                errors.append(f"{location}: no business or execution tag")
+
+    return errors
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument(
+        "paths",
+        nargs="*",
+        type=Path,
+        default=[Path(name) for name in TEST_SUITE_DIRS],
+        help="Robot files or suite directories (defaults to all test suite directories)",
+    )
+    parser.add_argument(
+        "--config",
+        type=Path,
+        default=Path(__file__).resolve().parents[1] / "robot-tags.json",
+        help="Path to the canonical tag allowlist",
+    )
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    allowed_tags = load_allowed_tags(args.config)
+    files: set[Path] = set()
+
+    for path in args.paths:
+        if path.is_dir():
+            files.update(path.rglob("*.robot"))
+        elif path.suffix == ".robot" and path.is_file():
+            files.add(path)
+        else:
+            print(f"Tag validation path does not exist or is not a Robot file: {path}")
+            return 2
+
+    errors = [
+        error for path in sorted(files) for error in validate_file(path, allowed_tags)
+    ]
+    if errors:
+        print("Robot tag validation failed:")
+        for error in errors:
+            print(f"- {error}")
+        return 1
+
+    print(f"Validated {len(files)} Robot suites against {len(allowed_tags)} tags")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/scripts/verify_mock_servers.py b/tests/scripts/verify_mock_servers.py
index e40aae4e..8983e125 100755
--- a/tests/scripts/verify_mock_servers.py
+++ b/tests/scripts/verify_mock_servers.py
@@ -14,6 +14,7 @@
 import json
 import sys
 import urllib.request
+
 import websockets
 
 
@@ -21,7 +22,7 @@ def test_llm_models():
     """Test mock LLM models endpoint."""
     print("Testing Mock LLM - Models endpoint...")
     try:
-        with urllib.request.urlopen('http://localhost:11435/v1/models') as response:
+        with urllib.request.urlopen("http://localhost:11435/v1/models") as response:
             data = json.loads(response.read())
             assert "data" in data
             assert len(data["data"]) == 2
@@ -43,14 +44,14 @@ def test_llm_fact_extraction():
             "model": "gpt-4o-mini",
             "messages": [
                 {"role": "system", "content": "FACT_RETRIEVAL_PROMPT extract facts"},
-                {"role": "user", "content": "I like hiking"}
-            ]
+                {"role": "user", "content": "I like hiking"},
+            ],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/chat/completions',
+            "http://localhost:11435/v1/chat/completions",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -74,14 +75,14 @@ def test_llm_memory_update():
             "model": "gpt-4o-mini",
             "messages": [
                 {"role": "system", "content": "UPDATE_MEMORY_PROMPT memory manager"},
-                {"role": "user", "content": "User now likes apple pie"}
-            ]
+                {"role": "user", "content": "User now likes apple pie"},
+            ],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/chat/completions',
+            "http://localhost:11435/v1/chat/completions",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -103,13 +104,13 @@ def test_llm_embeddings():
     try:
         request_data = {
             "model": "text-embedding-3-small",
-            "input": ["test text 1", "test text 2"]
+            "input": ["test text 1", "test text 2"],
         }
 
         req = urllib.request.Request(
-            'http://localhost:11435/v1/embeddings',
+            "http://localhost:11435/v1/embeddings",
             data=json.dumps(request_data).encode(),
-            headers={'Content-Type': 'application/json'}
+            headers={"Content-Type": "application/json"},
         )
 
         with urllib.request.urlopen(req) as response:
@@ -178,9 +179,9 @@ async def test_streaming_stt():
 
 def main():
     """Run all verification tests."""
-    print("\n" + "="*60)
+    print("\n" + "=" * 60)
     print("Mock Servers Verification")
-    print("="*60 + "\n")
+    print("=" * 60 + "\n")
 
     results = []
 
@@ -194,11 +195,11 @@ def main():
     results.append(asyncio.run(test_streaming_stt()))
 
     # Summary
-    print("\n" + "="*60)
+    print("\n" + "=" * 60)
     passed = sum(results)
     total = len(results)
     print(f"Results: {passed}/{total} tests passed")
-    print("="*60 + "\n")
+    print("=" * 60 + "\n")
 
     if passed == total:
         print("✅ All mock servers are working correctly!")
diff --git a/tests/setup-test-containers.sh b/tests/setup-test-containers.sh
index 8ff3ff45..745c3ce2 100755
--- a/tests/setup-test-containers.sh
+++ b/tests/setup-test-containers.sh
@@ -79,4 +79,3 @@ print_success "All services ready!"
 print_info "Backend: http://localhost:8001"
 print_info "MongoDB: localhost:27018"
 print_info "Redis: localhost:6380"
-print_info "Qdrant: localhost:6337"
diff --git a/tests/setup/README.md b/tests/setup/README.md
index 3e9ba561..99fff19c 100644
--- a/tests/setup/README.md
+++ b/tests/setup/README.md
@@ -23,7 +23,7 @@ Setup keywords with dev/prod modes:
 - **Dev Mode Setup** (default): Reuse containers, clear data only (~5s)
 - **Dev Mode Setup With Rebuild**: Rebuild containers in dev mode (~60s)
 - **Prod Mode Setup**: Complete teardown and rebuild for CI/CD (~90s)
-- **Clear Test Databases**: Clear MongoDB, Qdrant, Redis, and audio files
+- **Clear Test Databases**: Clear MongoDB, FalkorDB, Redis, and audio files
 - **Readiness Check**: Verify service availability
 - **Health Check**: Verify service health
 
@@ -105,7 +105,7 @@ robot tests/
 ```
 - **Default behavior** - no environment variable needed
 - Reuses existing containers if available
-- Only clears test data (MongoDB, Qdrant, Redis, audio files)
+- Only clears test data (MongoDB, FalkorDB, Redis, audio files)
 - Keeps containers running after tests
 - **Fastest** for rapid iteration (~5s, instant if containers up)
 - Best for: local development, rapid testing
@@ -233,6 +233,6 @@ FRESH_RUN=true robot tests/
 
 ## Related Documentation
 
-- **[@CLAUDE.md](../../CLAUDE.md)**: Project overview and development guide
+- **[@AGENTS.md](../../AGENTS.md)**: Project overview and development guide
 - **[@tests/README.md](../README.md)**: Testing overview (if exists)
 - **[@backends/advanced/README.md](../../backends/advanced/README.md)**: Backend service documentation
diff --git a/tests/setup/init.py b/tests/setup/init.py
index 8223e619..61e25d28 100644
--- a/tests/setup/init.py
+++ b/tests/setup/init.py
@@ -50,9 +50,7 @@ def main():
 
     # Ensure template exists
     if not ENV_TEST_TEMPLATE.exists():
-        console.print(
-            f"[red][ERROR][/red] Template not found: {ENV_TEST_TEMPLATE}"
-        )
+        console.print(f"[red][ERROR][/red] Template not found: {ENV_TEST_TEMPLATE}")
         sys.exit(1)
 
     # Copy template to .env.test if it doesn't exist
diff --git a/tests/setup/setup_keywords.robot b/tests/setup/setup_keywords.robot
index b0cb87b7..a082c985 100644
--- a/tests/setup/setup_keywords.robot
+++ b/tests/setup/setup_keywords.robot
@@ -85,7 +85,7 @@ Prod Mode Setup
     Log To Console    Tearing down existing containers and volumes...
 
     Stop Docker Services    remove_volumes=${True}
-    Run Process    rm    -rf    data/test_mongo_data    data/test_qdrant_data    data/test_audio_chunks    cwd=${BACKEND_DIR}    shell=True
+    Run Process    rm    -rf    data/test_mongo_data    data/test_audio_chunks    cwd=${BACKEND_DIR}    shell=True
 
     Log To Console    Building and starting fresh containers...
     Start Docker Services    build=${True}
@@ -109,7 +109,7 @@ Start Docker Services
 
     # Clean up any stopped/stuck containers first
     Run Process    docker    compose    -f    ${compose_file}    down    -v    cwd=${working_dir}    shell=True
-    Run Process    docker    rm    -f    ${MONGO_CONTAINER}    ${REDIS_CONTAINER}    ${QDRANT_CONTAINER}    ${BACKEND_CONTAINER}    ${WORKERS_CONTAINER}    ${WEBUI_CONTAINER}    shell=True
+    Run Process    docker    rm    -f    ${MONGO_CONTAINER}    ${REDIS_CONTAINER}    ${BACKEND_CONTAINER}    ${WORKERS_CONTAINER}    ${WEBUI_CONTAINER}    shell=True
 
     # Start containers with HF_TOKEN passed through if available
     IF    ${build}
@@ -210,4 +210,3 @@ Check Environment Variables
         END
     END
     RETURN    ${missing_vars}
-
diff --git a/tests/setup/teardown_keywords.robot b/tests/setup/teardown_keywords.robot
index cd4b2b5a..3bdfb7fc 100644
--- a/tests/setup/teardown_keywords.robot
+++ b/tests/setup/teardown_keywords.robot
@@ -53,7 +53,6 @@ Prod Mode Teardown
 
     # Clean up any remaining volumes
     Run Process    rm    -rf    ${BACKEND_DIR}/data/test_mongo_data    shell=True
-    Run Process    rm    -rf    ${BACKEND_DIR}/data/test_qdrant_data    shell=True
     Run Process    rm    -rf    ${BACKEND_DIR}/data/test_audio_chunks    shell=True
 
     # Delete all HTTP sessions
@@ -136,4 +135,3 @@ Prod Mode Teardown
 #     ELSE
 #         Log To Console    Skipping speaker recognition cleanup (dev mode)
 #     END
-
diff --git a/tests/setup/test_data.py b/tests/setup/test_data.py
index e1821796..61776b48 100644
--- a/tests/setup/test_data.py
+++ b/tests/setup/test_data.py
@@ -1,6 +1,7 @@
 """
 Test data for Robot Framework tests
 """
+
 import os
 
 # Test Data
@@ -8,29 +9,25 @@
     {
         "id": "conv_001",
         "transcript": "This is a test conversation about AI development.",
-        "created_at": "2025-01-15T10:00:00Z"
+        "created_at": "2025-01-15T10:00:00Z",
     },
     {
         "id": "conv_002",
         "transcript": "Another test conversation discussing machine learning.",
-        "created_at": "2025-01-15T11:00:00Z"
-    }
+        "created_at": "2025-01-15T11:00:00Z",
+    },
 ]
 
 SAMPLE_MEMORIES = [
-    {
-        "text": "User prefers AI discussions in the morning",
-        "importance": 0.8
-    },
-    {
-        "text": "User is interested in machine learning applications",
-        "importance": 0.7
-    }
+    {"text": "User prefers AI discussions in the morning", "importance": 0.8},
+    {"text": "User is interested in machine learning applications", "importance": 0.7},
 ]
 
 # Construct path relative to the tests directory (works from any working directory)
 _tests_dir = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
-TEST_AUDIO_FILE = os.path.join(_tests_dir, "test_assets", "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav")
+TEST_AUDIO_FILE = os.path.join(
+    _tests_dir, "test_assets", "DIY_Experts_Glass_Blowing_16khz_mono_1min.wav"
+)
 TEST_DEVICE_NAME = "Robot-test-device"
 
 # Expected content for transcript quality verification
@@ -47,7 +44,7 @@
     "Class involves making a trumpet flower",
     "Gravity is used as a tool in glass blowing",
     "Nick did most of the turning during the demonstration",
-    "The video is sponsored by Squarespace."
+    "The video is sponsored by Squarespace.",
 ]
 
 # Expected segment timestamps for DIY Glass Blowing audio (4-minute version, 500 chunks)
diff --git a/tests/setup/test_env.py b/tests/setup/test_env.py
index 924d0592..f5c86129 100644
--- a/tests/setup/test_env.py
+++ b/tests/setup/test_env.py
@@ -1,6 +1,7 @@
 # Test Environment Configuration
 import os
 from pathlib import Path
+
 from dotenv import load_dotenv
 
 # Load environment files with correct precedence:
@@ -30,34 +31,29 @@
 # Final precedence: environment variables > .env.test > .env
 
 # API Configuration
-API_URL = 'http://localhost:8001'  # Use BACKEND_URL from test.env
-API_BASE = 'http://localhost:8001/api'
-SPEAKER_RECOGNITION_URL = 'http://localhost:8085'  # Speaker recognition service
+API_URL = "http://localhost:8001"  # Use BACKEND_URL from test.env
+API_BASE = "http://localhost:8001/api"
+SPEAKER_RECOGNITION_URL = "http://localhost:8085"  # Speaker recognition service
 
-WEB_URL = os.getenv('FRONTEND_URL', 'http://localhost:3001')  # Use FRONTEND_URL from test.env
+WEB_URL = os.getenv(
+    "FRONTEND_URL", "http://localhost:3001"
+)  # Use FRONTEND_URL from test.env
 
 # Test-specific credentials (override any values from .env)
 # These are the credentials used in docker-compose-test.yml
-ADMIN_EMAIL = 'test-admin@example.com'
-ADMIN_PASSWORD = 'test-admin-password-123'
+ADMIN_EMAIL = "test-admin@example.com"
+ADMIN_PASSWORD = "test-admin-password-123"
 
 # Admin user credentials (Robot Framework format)
-ADMIN_USER = {
-    "email": ADMIN_EMAIL,
-    "password": ADMIN_PASSWORD
-}
+ADMIN_USER = {"email": ADMIN_EMAIL, "password": ADMIN_PASSWORD}
 
-TEST_USER = {
-    "email": "test@example.com",
-    "password": "test-password"
-}
+TEST_USER = {"email": "test@example.com", "password": "test-password"}
 
 # Individual variables for Robot Framework
 TEST_USER_EMAIL = "test@example.com"
 TEST_USER_PASSWORD = "test-password"
 
 
-
 # API Endpoints
 ENDPOINTS = {
     "health": "/health",
@@ -66,25 +62,31 @@
     "conversations": "/api/conversations",
     "memories": "/api/memories",
     "memory_search": "/api/memories/search",
-    "users": "/api/users"
+    "users": "/api/users",
 }
 
 # API Keys (loaded from test.env)
-OPENAI_API_KEY = os.getenv('OPENAI_API_KEY')
-DEEPGRAM_API_KEY = os.getenv('DEEPGRAM_API_KEY')
-HF_TOKEN = os.getenv('HF_TOKEN')
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+DEEPGRAM_API_KEY = os.getenv("DEEPGRAM_API_KEY")
+HF_TOKEN = os.getenv("HF_TOKEN")
 
 # Test Configuration
-TEST_CONFIG = {
-    "retry_count": 3,
-    "retry_delay": 1,
-    "default_timeout": 30
-}
+TEST_CONFIG = {"retry_count": 3, "retry_delay": 1, "default_timeout": 30}
+
+# Container engine: docker in CI; export CONTAINER_ENGINE=podman on podman machines.
+CONTAINER_ENGINE = os.getenv("CONTAINER_ENGINE", "docker")
+
+# Container names (docker-compose-test.yml project name: backend-test).
+# docker compose joins with "-", podman-compose with "_".
+_SEP = "_" if CONTAINER_ENGINE == "podman" else "-"
+
+
+def _container_name(service: str) -> str:
+    return f"backend-test{_SEP}{service}{_SEP}1"
+
 
-# Docker Container Names (based on docker-compose-test.yml project name: backend-test)
-BACKEND_CONTAINER = "backend-test-chronicle-backend-test-1"
-WORKERS_CONTAINER = "backend-test-workers-test-1"
-MONGO_CONTAINER = "backend-test-mongo-test-1"
-REDIS_CONTAINER = "backend-test-redis-test-1"
-QDRANT_CONTAINER = "backend-test-qdrant-test-1"
-WEBUI_CONTAINER = "backend-test-webui-test-1"
+BACKEND_CONTAINER = _container_name("chronicle-backend-test")
+WORKERS_CONTAINER = _container_name("workers-test")
+MONGO_CONTAINER = _container_name("mongo-test")
+REDIS_CONTAINER = _container_name("redis-test")
+WEBUI_CONTAINER = _container_name("webui-test")
diff --git a/tests/setup/test_manager_keywords.robot b/tests/setup/test_manager_keywords.robot
index ae2a0afa..af974ba7 100644
--- a/tests/setup/test_manager_keywords.robot
+++ b/tests/setup/test_manager_keywords.robot
@@ -63,12 +63,6 @@ Clear Test Databases
     # Clear admin user's registered_clients dict to prevent client_id counter increments
     Run Process    docker exec ${MONGO_CONTAINER} mongosh test_db --eval "db.users.updateOne({'email':'${ADMIN_EMAIL}'}, {\\$set: {'registered_clients': {}}})"    shell=True
 
-    # Clear Qdrant collections
-    # Note: Fixture memories will be lost here unless we implement Qdrant metadata filtering
-    Run Process    curl    -s    -X    DELETE    http://localhost:6337/collections/memories    shell=True
-    Run Process    curl    -s    -X    DELETE    http://localhost:6337/collections/conversations    shell=True
-    Log To Console    Qdrant collections cleared
-
     # Clear audio files (except fixtures subfolder)
     Run Process    bash    -c    find ${BACKEND_DIR}/data/test_audio_chunks -maxdepth 1 -name "*.wav" -delete || true    shell=True
     # Don't delete plugin database - just clear its contents later via Clear Plugin Events keyword
@@ -96,10 +90,6 @@ Clear All Test Data
     Run Process    docker exec ${MONGO_CONTAINER} mongosh test_db --eval "db.audio_chunks.deleteMany({})"    shell=True
     Log To Console    MongoDB completely cleared
 
-    # Clear Qdrant
-    Run Process    curl    -s    -X    DELETE    http://localhost:6337/collections/memories    shell=True
-    Run Process    curl    -s    -X    DELETE    http://localhost:6337/collections/conversations    shell=True
-
     # Clear all audio files
     Run Process    bash    -c    rm -rf ${BACKEND_DIR}/data/test_audio_chunks/* || true    shell=True
     Run Process    bash    -c    rm -rf ${BACKEND_DIR}/data/test_debug_dir/* || true    shell=True
diff --git a/tests/show_results.py b/tests/show_results.py
index 0d2e1b2c..991ec1a7 100755
--- a/tests/show_results.py
+++ b/tests/show_results.py
@@ -8,9 +8,9 @@
 
 import argparse
 import sys
+from datetime import datetime
 from pathlib import Path
 from xml.etree import ElementTree as ET
-from datetime import datetime
 
 
 # ANSI color codes
@@ -132,12 +132,14 @@ def parse_results(xml_file):
                 except (ValueError, TypeError):
                     pass
 
-            failed_tests.append({
-                "name": test.get("name"),
-                "suite": " > ".join(suite_path) if suite_path else "Unknown Suite",
-                "error": error_msg.strip(),
-                "duration": test_duration
-            })
+            failed_tests.append(
+                {
+                    "name": test.get("name"),
+                    "suite": " > ".join(suite_path) if suite_path else "Unknown Suite",
+                    "error": error_msg.strip(),
+                    "duration": test_duration,
+                }
+            )
 
     return {
         "passed": passed,
@@ -145,7 +147,7 @@ def parse_results(xml_file):
         "skipped": skipped,
         "total": total,
         "duration_seconds": duration_seconds,
-        "failed_tests": failed_tests
+        "failed_tests": failed_tests,
     }
 
 
@@ -187,32 +189,46 @@ def print_summary(results, xml_file, show_detailed=False):
 
     # File info
     file_mtime = datetime.fromtimestamp(xml_file.stat().st_mtime)
-    print(f"Results from: {colorize(str(xml_file.relative_to(Path.cwd())), Colors.BLUE)}")
+    print(
+        f"Results from: {colorize(str(xml_file.relative_to(Path.cwd())), Colors.BLUE)}"
+    )
     print(f"Last modified: {file_mtime.strftime('%Y-%m-%d %H:%M:%S')}")
     print(f"Total duration: {format_duration(results['duration_seconds'])}")
     print()
 
     # Statistics
     print(colorize("Test Statistics:", Colors.BOLD))
-    print(f"  {colorize('✓', Colors.GREEN)} Passed:  {colorize(str(results['passed']), Colors.GREEN)}")
-    print(f"  {colorize('✗', Colors.RED)} Failed:  {colorize(str(results['failed']), Colors.RED)}")
-    if results['skipped'] > 0:
-        print(f"  {colorize('○', Colors.YELLOW)} Skipped: {colorize(str(results['skipped']), Colors.YELLOW)}")
+    print(
+        f"  {colorize('✓', Colors.GREEN)} Passed:  {colorize(str(results['passed']), Colors.GREEN)}"
+    )
+    print(
+        f"  {colorize('✗', Colors.RED)} Failed:  {colorize(str(results['failed']), Colors.RED)}"
+    )
+    if results["skipped"] > 0:
+        print(
+            f"  {colorize('○', Colors.YELLOW)} Skipped: {colorize(str(results['skipped']), Colors.YELLOW)}"
+        )
     print(f"  Total:    {results['total']}")
 
-    if results['total'] > 0:
-        pass_rate = (results['passed'] / results['total']) * 100
-        color = Colors.GREEN if pass_rate == 100 else Colors.YELLOW if pass_rate >= 90 else Colors.RED
+    if results["total"] > 0:
+        pass_rate = (results["passed"] / results["total"]) * 100
+        color = (
+            Colors.GREEN
+            if pass_rate == 100
+            else Colors.YELLOW if pass_rate >= 90 else Colors.RED
+        )
         print(f"  Pass rate: {colorize(f'{pass_rate:.1f}%', color)}")
     print()
 
     # Failed tests
-    if results['failed'] > 0:
+    if results["failed"] > 0:
         print(colorize(f"Failed Tests ({results['failed']}):", Colors.BOLD))
         print()
 
-        for i, test in enumerate(results['failed_tests'], 1):
-            print(f"{colorize(f'{i}.', Colors.RED)} {colorize(test['name'], Colors.BOLD)}")
+        for i, test in enumerate(results["failed_tests"], 1):
+            print(
+                f"{colorize(f'{i}.', Colors.RED)} {colorize(test['name'], Colors.BOLD)}"
+            )
             print(f"   Suite: {test['suite']}")
 
             if show_detailed:
@@ -221,13 +237,15 @@ def print_summary(results, xml_file, show_detailed=False):
                 print(f"   Duration: {format_duration(test['duration'])}")
             else:
                 # Truncate error in summary mode
-                error_lines = test['error'].split('\n')
+                error_lines = test["error"].split("\n")
                 first_line = error_lines[0]
                 if len(first_line) > 100:
                     first_line = first_line[:97] + "..."
                 print(f"   Error: {first_line}")
                 if len(error_lines) > 1:
-                    print(f"   {colorize('(Use --detailed for full error)', Colors.YELLOW)}")
+                    print(
+                        f"   {colorize('(Use --detailed for full error)', Colors.YELLOW)}"
+                    )
             print()
     else:
         print(colorize("🎉 All tests passed!", Colors.GREEN))
@@ -273,24 +291,24 @@ def main():
   %(prog)s --path            # Print path to HTML report
   %(prog)s --detailed        # Detailed terminal output with full errors
   %(prog)s --dir results-no-api  # Specific result directory
-        """
+        """,
     )
 
     parser.add_argument(
         "--dir",
-        help="Specific result directory to use (default: auto-find most recent)"
+        help="Specific result directory to use (default: auto-find most recent)",
     )
 
     parser.add_argument(
         "--path",
         action="store_true",
-        help="Print path to HTML report instead of showing summary"
+        help="Print path to HTML report instead of showing summary",
     )
 
     parser.add_argument(
         "--detailed",
         action="store_true",
-        help="Show detailed output with full error messages"
+        help="Show detailed output with full error messages",
     )
 
     args = parser.parse_args()
@@ -300,7 +318,12 @@ def main():
 
     if xml_file is None:
         if args.dir:
-            print(colorize(f"Error: No test results found in '{args.dir}' directory", Colors.RED))
+            print(
+                colorize(
+                    f"Error: No test results found in '{args.dir}' directory",
+                    Colors.RED,
+                )
+            )
         else:
             print(colorize("Error: No test results found", Colors.RED))
         print()
@@ -331,7 +354,7 @@ def main():
     print_summary(results, xml_file, show_detailed=args.detailed)
 
     # Return exit code based on test results
-    return 1 if results['failed'] > 0 else 0
+    return 1 if results["failed"] > 0 else 0
 
 
 if __name__ == "__main__":
diff --git a/tests/tags.md b/tests/tags.md
index 514dcc08..8024ce4d 100644
--- a/tests/tags.md
+++ b/tests/tags.md
@@ -4,7 +4,8 @@ This document defines the standard tags used across the Chronicle test suite.
 
 ## Simplified Tag Set
 
-Chronicle uses a **minimal, focused tag set** for test organization. Only 15 tags are permitted.
+Chronicle uses 11 business tags and four execution-requirement tags. The 15 permitted tags are
+defined in [`robot-tags.json`](robot-tags.json), which is the canonical machine-readable allowlist.
 
 ## Tag Format
 
@@ -102,7 +103,7 @@ Chronicle uses a **minimal, focused tag set** for test organization. Only 15 tag
 - Connection resilience tests
 - Heavy integration tests with multiple service restarts
 - Excluded from default `make test` runs for faster feedback
-- Run explicitly with `make test-slow` or `make test-all-with-slow`
+- Run explicitly with `make test-slow` or `make test-all-with-slow-and-sdk`
 
 **`sdk`** - Tests for unreleased SDK functionality
 - SDK integration tests
@@ -197,7 +198,7 @@ Use 2-3 tags only when testing interactions between components:
 
 ## Prohibited Tags
 
-**DO NOT create or use any tags other than the 14 approved tags above.**
+**DO NOT create or use any tags other than the 15 approved tags above.**
 
 Commonly misused tags that should NOT be used:
 - ❌ `positive`, `negative` - Test outcome is in the results, not tags
@@ -233,9 +234,10 @@ robot --include audio-upload --include audio-streaming tests/
 ### Before Adding a New Tag
 
 **STOP!** Ask yourself:
-1. Can I use one of the existing 11 tags?
-2. Is this tag really necessary for test organization?
-3. Have I checked with the team?
+1. Can I use one of the 11 business tags?
+2. Does the test genuinely need one of the four execution-requirement tags?
+3. Is a new tag really necessary for test selection?
+4. Have I checked with the team?
 
 **New tags require team approval and must be added to this document first.**
 
@@ -243,9 +245,10 @@ robot --include audio-upload --include audio-streaming tests/
 
 When updating tags across test files:
 1. Update all affected test files
-2. Update this document (tags.md)
-3. Update TESTING_GUIDELINES.md if rules changed
-4. Document the change in the commit message
+2. Update `robot-tags.json`
+3. Update this document (tags.md)
+4. Update TESTING_GUIDELINES.md if rules changed
+5. Document the change in the commit message
 
 ## Tag Statistics
 
diff --git a/tests/test-requirements.txt b/tests/test-requirements.txt
index f32614e0..ed431460 100644
--- a/tests/test-requirements.txt
+++ b/tests/test-requirements.txt
@@ -6,4 +6,6 @@ robotframework-databaselibrary
 python-dotenv
 websockets
 pymongo
- 
\ No newline at end of file
+omegaconf
+pyyaml
+ruamel-yaml
diff --git a/tests/unit/test_config_loading.py b/tests/unit/test_config_loading.py
index 28477462..abd51682 100644
--- a/tests/unit/test_config_loading.py
+++ b/tests/unit/test_config_loading.py
@@ -1,199 +1,98 @@
-"""Test configuration loading and merging.
+"""Tests for the OmegaConf-backed configuration loader."""
 
-Tests for the configuration system that merges defaults.yml with config.yml
-and provides proper caching and reload mechanisms.
-"""
-
-import pytest
 from pathlib import Path
-from advanced_omi_backend.config import get_config, merge_configs, reload_config
-
 
-def test_merge_configs_basic():
-    """Test basic config merging."""
-    defaults = {"a": 1, "b": 2}
-    overrides = {"b": 3, "c": 4}
+import pytest
+from omegaconf import OmegaConf
 
-    result = merge_configs(defaults, overrides)
+from advanced_omi_backend.config import get_config, reload_config
 
-    assert result["a"] == 1  # From defaults
-    assert result["b"] == 3  # Override
-    assert result["c"] == 4  # New key
 
+@pytest.fixture
+def config_dir(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> Path:
+    monkeypatch.setenv("CONFIG_DIR", str(tmp_path))
+    monkeypatch.delenv("CONFIG_FILE", raising=False)
+    return tmp_path
 
-def test_merge_configs_nested():
-    """Test nested dictionary merging."""
-    defaults = {
-        "memory": {
-            "provider": "chronicle",
-            "timeout": 120
-        }
-    }
-    overrides = {
-        "memory": {
-            "provider": "openmemory_mcp"
-        }
-    }
 
-    result = merge_configs(defaults, overrides)
-
-    assert result["memory"]["provider"] == "openmemory_mcp"  # Override
-    assert result["memory"]["timeout"] == 120  # Preserved from defaults
+def test_get_config_merges_defaults_and_user_overrides(config_dir: Path):
+    OmegaConf.save(
+        {
+            "defaults": {"llm": "openai-llm", "stt": "stt-deepgram"},
+            "backend": {"cleanup": {"enabled": False, "retention_days": 30}},
+        },
+        config_dir / "defaults.yml",
+    )
+    OmegaConf.save(
+        {
+            "defaults": {"llm": "local-llm"},
+            "backend": {"cleanup": {"retention_days": 14}},
+        },
+        config_dir / "config.yml",
+    )
 
+    config = get_config(force_reload=True)
 
-def test_merge_configs_deep_nested():
-    """Test deeply nested dictionary merging."""
-    defaults = {
-        "models": {
-            "llm": {
-                "openai": {
-                    "model": "gpt-4o-mini",
-                    "temperature": 0.2,
-                    "max_tokens": 2000
-                }
-            }
-        }
-    }
-    overrides = {
-        "models": {
-            "llm": {
-                "openai": {
-                    "temperature": 0.5
-                }
-            }
-        }
+    assert config["defaults"] == {"llm": "local-llm", "stt": "stt-deepgram"}
+    assert config["backend"]["cleanup"] == {
+        "enabled": False,
+        "retention_days": 14,
     }
 
-    result = merge_configs(defaults, overrides)
-
-    assert result["models"]["llm"]["openai"]["model"] == "gpt-4o-mini"  # Preserved
-    assert result["models"]["llm"]["openai"]["temperature"] == 0.5  # Override
-    assert result["models"]["llm"]["openai"]["max_tokens"] == 2000  # Preserved
-
-
-def test_merge_configs_list_replacement():
-    """Test that lists are replaced, not merged."""
-    defaults = {"items": [1, 2, 3]}
-    overrides = {"items": [4, 5]}
-
-    result = merge_configs(defaults, overrides)
-
-    assert result["items"] == [4, 5]  # List replaced entirely
-
-
-def test_merge_configs_empty_override():
-    """Test merging with empty override dictionary."""
-    defaults = {"a": 1, "b": 2}
-    overrides = {}
-
-    result = merge_configs(defaults, overrides)
-
-    assert result["a"] == 1
-    assert result["b"] == 2
-
 
-def test_merge_configs_empty_defaults():
-    """Test merging with empty defaults dictionary."""
-    defaults = {}
-    overrides = {"a": 1, "b": 2}
-
-    result = merge_configs(defaults, overrides)
-
-    assert result["a"] == 1
-    assert result["b"] == 2
-
-
-def test_get_config_structure():
-    """Test that get_config returns expected structure."""
-    config = get_config()
-
-    # Should have main sections
-    assert isinstance(config, dict)
-    assert "defaults" in config or "models" in config  # At least one of these should exist
-
-
-def test_get_config_caching():
-    """Test config caching mechanism."""
-    config1 = get_config()
-    config2 = get_config()
-
-    # Should return cached instance (same object)
-    assert config1 is config2
-
-
-def test_reload_config():
-    """Test config reload invalidates cache."""
-    config1 = get_config()
-    config2 = reload_config()
-
-    # Should be different instances after reload
-    # (Note: Content might be the same, but object should be different)
-    # We check that reload returns a config object
-    assert isinstance(config2, dict)
-
-
-def test_merge_configs_none_handling():
-    """Test handling of None values in merging."""
-    defaults = {"a": 1, "b": None}
-    overrides = {"b": 2, "c": None}
+def test_get_config_merges_models_by_name(config_dir: Path):
+    OmegaConf.save(
+        {
+            "models": [
+                {"name": "default-llm", "model_type": "llm"},
+                {"name": "default-stt", "model_type": "stt"},
+            ]
+        },
+        config_dir / "defaults.yml",
+    )
+    OmegaConf.save(
+        {
+            "models": [
+                {
+                    "name": "default-llm",
+                    "model_type": "llm",
+                    "model_name": "custom-model",
+                }
+            ]
+        },
+        config_dir / "config.yml",
+    )
 
-    result = merge_configs(defaults, overrides)
+    config = get_config(force_reload=True)
 
-    assert result["a"] == 1
-    assert result["b"] == 2  # Override None with value
-    assert result["c"] is None  # New key with None
+    assert config["models"] == [
+        {
+            "name": "default-llm",
+            "model_type": "llm",
+            "model_name": "custom-model",
+        },
+        {"name": "default-stt", "model_type": "stt"},
+    ]
 
 
-def test_merge_configs_complex_scenario():
-    """Test complex real-world scenario with mixed types."""
-    defaults = {
-        "defaults": {
-            "llm": "openai-llm",
-            "stt": "stt-deepgram"
-        },
-        "models": [
-            {"name": "model1", "type": "llm"},
-            {"name": "model2", "type": "embedding"}
-        ],
-        "memory": {
-            "provider": "chronicle",
-            "timeout_seconds": 1200,
-            "extraction": {
-                "enabled": True,
-                "prompt": "Default prompt"
-            }
-        }
-    }
-    overrides = {
-        "defaults": {
-            "llm": "local-llm"
-        },
-        "models": [
-            {"name": "model3", "type": "llm"}
-        ],
-        "memory": {
-            "extraction": {
-                "prompt": "Custom prompt"
-            }
-        }
-    }
+def test_reload_config_reads_changes_from_disk(config_dir: Path):
+    config_path = config_dir / "config.yml"
+    OmegaConf.save({"defaults": {"llm": "openai-llm"}}, config_path)
+    assert get_config(force_reload=True)["defaults"]["llm"] == "openai-llm"
 
-    result = merge_configs(defaults, overrides)
+    OmegaConf.save({"defaults": {"llm": "local-llm"}}, config_path)
+    reload_config()
 
-    # Defaults section merged
-    assert result["defaults"]["llm"] == "local-llm"  # Override
-    assert result["defaults"]["stt"] == "stt-deepgram"  # Preserved
+    assert get_config()["defaults"]["llm"] == "local-llm"
 
-    # Models list replaced
-    assert len(result["models"]) == 1
-    assert result["models"][0]["name"] == "model3"
 
-    # Memory section deeply merged
-    assert result["memory"]["provider"] == "chronicle"  # Preserved
-    assert result["memory"]["timeout_seconds"] == 1200  # Preserved
-    assert result["memory"]["extraction"]["enabled"] is True  # Preserved
-    assert result["memory"]["extraction"]["prompt"] == "Custom prompt"  # Override
+def test_get_config_supports_absolute_config_file(
+    config_dir: Path, tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+):
+    alternate_config = tmp_path / "alternate.yml"
+    OmegaConf.save({"defaults": {"stt": "stt-smallest"}}, alternate_config)
+    monkeypatch.setenv("CONFIG_FILE", str(alternate_config))
 
+    config = get_config(force_reload=True)
 
-if __name__ == "__main__":
-    pytest.main([__file__, "-v"])
+    assert config["defaults"]["stt"] == "stt-smallest"
diff --git a/tests/unit/test_docker_image_versioning.py b/tests/unit/test_docker_image_versioning.py
new file mode 100644
index 00000000..3df90433
--- /dev/null
+++ b/tests/unit/test_docker_image_versioning.py
@@ -0,0 +1,380 @@
+"""Tests for the Docker image versioning & GHCR deployment feature.
+
+Covers three areas without requiring Docker or network access:
+  1. services.py  --use-prebuilt flag (argument parsing + env-var injection)
+  2. docker-compose.yml files contain the expected image: fields
+  3. push-images.sh / pull-images.sh reject missing inputs
+"""
+
+import importlib
+import os
+import subprocess
+import sys
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import pytest
+import yaml
+
+REPO_ROOT = Path(__file__).resolve().parents[2]
+SCRIPTS_DIR = REPO_ROOT / "scripts"
+
+# ---------------------------------------------------------------------------
+# Helper: import services.py from the repo root (it lives there, not in a pkg).
+# services.py depends on python-dotenv and rich which may not be installed in
+# the lightweight test environment, so we stub them at sys.modules level.
+# ---------------------------------------------------------------------------
+
+
+def _stub_missing(name: str, attrs: dict):
+    """Insert a minimal fake module under *name* if it isn't already importable."""
+    if name in sys.modules:
+        return
+    fake = MagicMock()
+    for k, v in attrs.items():
+        setattr(fake, k, v)
+    sys.modules[name] = fake
+
+
+def _import_services():
+    # Stub third-party deps that aren't installed in the bare test runner
+    _stub_missing("dotenv", {"dotenv_values": lambda path: {}})
+    _stub_missing("rich", {})
+    _stub_missing("rich.console", {"Console": MagicMock})
+    _stub_missing("rich.table", {"Table": MagicMock})
+    _stub_missing("setup_utils", {"read_env_value": lambda *a, **kw: None})
+
+    spec = importlib.util.spec_from_file_location("services", REPO_ROOT / "services.py")
+    module = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(module)
+    return module
+
+
+# ===========================================================================
+# 1. services.py — --use-prebuilt flag
+# ===========================================================================
+
+
+class TestUsePrebuiltFlag:
+    """Test the --use-prebuilt TAG argument added to services.py start command."""
+
+    def _run_start(self, argv, env_override=None):
+        """Import and run services.main() with given argv + env, mocking side effects."""
+        services_mod = _import_services()
+
+        override = env_override or {}
+        env = {**os.environ, **override}
+        # Remove CHRONICLE_* vars so we start clean, unless explicitly provided
+        if "CHRONICLE_REGISTRY" not in override:
+            env.pop("CHRONICLE_REGISTRY", None)
+        if "CHRONICLE_TAG" not in override:
+            env.pop("CHRONICLE_TAG", None)
+
+        captured_calls = {}
+
+        def fake_start_services(service_list, build, force_recreate):
+            captured_calls["service_list"] = service_list
+            captured_calls["build"] = build
+            captured_calls["force_recreate"] = force_recreate
+            # Capture env vars here while patch.dict is still active
+            captured_calls["CHRONICLE_REGISTRY"] = os.environ.get("CHRONICLE_REGISTRY")
+            captured_calls["CHRONICLE_TAG"] = os.environ.get("CHRONICLE_TAG")
+
+        with (
+            patch.object(
+                services_mod, "start_services", side_effect=fake_start_services
+            ),
+            patch.object(services_mod, "check_service_enabled", return_value=True),
+            patch.object(services_mod, "ensure_docker_network", return_value=True),
+            patch.object(
+                services_mod, "_langfuse_enabled_in_backend", return_value=False
+            ),
+            patch.dict(os.environ, env, clear=True),
+            patch.object(sys, "argv", argv),
+        ):
+            services_mod.main()
+
+        return captured_calls
+
+    def test_use_prebuilt_argument_is_accepted(self):
+        """--use-prebuilt is a valid argument that doesn't cause a parse error."""
+        services_mod = _import_services()
+        # Drive it through argparse without executing side effects
+        with (
+            patch.object(services_mod, "start_services"),
+            patch.object(services_mod, "check_service_enabled", return_value=True),
+            patch.object(services_mod, "ensure_docker_network", return_value=True),
+            patch.object(
+                services_mod, "_langfuse_enabled_in_backend", return_value=False
+            ),
+            patch.dict(os.environ, {}, clear=False),
+            patch.object(
+                sys,
+                "argv",
+                ["services.py", "start", "backend", "--use-prebuilt", "v1.0.0"],
+            ),
+        ):
+            # Should not raise
+            services_mod.main()
+
+    def test_use_prebuilt_defaults_to_ghcr(self):
+        """Without DOCKERHUB_USERNAME or CHRONICLE_REGISTRY, defaults to GHCR."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--use-prebuilt", "v1.0.0"],
+            env_override={},
+        )
+        assert calls.get("CHRONICLE_REGISTRY") == "ghcr.io/simpleopensoftware/"
+
+    def test_use_prebuilt_dockerhub_username_backward_compat(self):
+        """DOCKERHUB_USERNAME still works as fallback for --use-prebuilt."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--use-prebuilt", "v1.0.0"],
+            env_override={"DOCKERHUB_USERNAME": "myuser"},
+        )
+        assert calls.get("CHRONICLE_REGISTRY") == "myuser/"
+
+    def test_use_prebuilt_chronicle_registry_takes_precedence(self):
+        """CHRONICLE_REGISTRY overrides both DOCKERHUB_USERNAME and the default."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--use-prebuilt", "v1.0.0"],
+            env_override={
+                "CHRONICLE_REGISTRY": "ghcr.io/custom/",
+                "DOCKERHUB_USERNAME": "myuser",
+            },
+        )
+        assert calls.get("CHRONICLE_REGISTRY") == "ghcr.io/custom/"
+
+    def test_use_prebuilt_sets_chronicle_tag_env_var(self):
+        """CHRONICLE_TAG is set to the supplied tag when --use-prebuilt is used."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--use-prebuilt", "v2.3.4"],
+            env_override={},
+        )
+        assert calls.get("CHRONICLE_TAG") == "v2.3.4"
+
+    def test_use_prebuilt_disables_build_flag(self):
+        """start_services is called with build=False when --use-prebuilt is used."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--use-prebuilt", "v1.0.0"],
+            env_override={},
+        )
+        assert calls.get("build") is False
+
+    def test_build_flag_still_works_without_use_prebuilt(self):
+        """--build flag still passes build=True to start_services when --use-prebuilt is absent."""
+        calls = self._run_start(
+            ["services.py", "start", "--all", "--build"],
+            env_override={},
+        )
+        assert calls.get("build") is True
+
+    def test_normal_start_without_prebuilt_does_not_set_chronicle_vars(self):
+        """CHRONICLE_REGISTRY and CHRONICLE_TAG are NOT set for a normal start."""
+        env = {**os.environ}
+        env.pop("CHRONICLE_REGISTRY", None)
+        env.pop("CHRONICLE_TAG", None)
+
+        with patch.dict(os.environ, env, clear=True):
+            self._run_start(["services.py", "start", "--all"])
+            assert "CHRONICLE_REGISTRY" not in os.environ
+            assert "CHRONICLE_TAG" not in os.environ
+
+
+# ===========================================================================
+# 2. docker-compose YAML validation
+# ===========================================================================
+
+
+def _load_compose(relative_path: str) -> dict:
+    path = REPO_ROOT / relative_path
+    with open(path) as f:
+        return yaml.safe_load(f)
+
+
+def _image_for(compose: dict, service: str) -> str | None:
+    return compose.get("services", {}).get(service, {}).get("image")
+
+
+def _has_chronicle_vars(image_str: str | None) -> bool:
+    """True when the image field uses both CHRONICLE_REGISTRY and CHRONICLE_TAG."""
+    if image_str is None:
+        return False
+    return "CHRONICLE_REGISTRY" in image_str and "CHRONICLE_TAG" in image_str
+
+
+class TestBackendDockerComposeImages:
+    COMPOSE = _load_compose("backends/advanced/docker-compose.yml")
+
+    def test_chronicle_backend_has_image_field(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "chronicle-backend"))
+
+    def test_workers_has_image_field(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "workers"))
+
+    def test_annotation_cron_has_image_field(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "annotation-cron"))
+
+    def test_webui_dev_is_built_locally(self):
+        webui = self.COMPOSE["services"]["webui-dev"]
+        assert "build" in webui
+        assert "image" not in webui
+
+    def test_backend_services_share_same_image_name(self):
+        """chronicle-backend, workers, and annotation-cron should use the same image."""
+        backend_img = _image_for(self.COMPOSE, "chronicle-backend")
+        workers_img = _image_for(self.COMPOSE, "workers")
+        cron_img = _image_for(self.COMPOSE, "annotation-cron")
+        assert backend_img == workers_img == cron_img
+
+    def test_image_names_with_defaults_are_local(self):
+        """With empty env vars the image names should have no registry prefix."""
+        for service in ("chronicle-backend", "workers", "annotation-cron"):
+            image = _image_for(self.COMPOSE, service)
+            # The default expansion of ${CHRONICLE_REGISTRY:-} is ""
+            # so the name should start with "chronicle-"
+            assert image is not None
+            assert "chronicle-" in image
+
+
+class TestSpeakerRecognitionDockerComposeImages:
+    COMPOSE = _load_compose("extras/speaker-recognition/docker-compose.yml")
+
+    def test_speaker_service_has_chronicle_image(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "speaker-service"))
+
+    def test_web_ui_has_chronicle_image(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "web-ui"))
+
+    def test_caddy_image_is_not_changed(self):
+        """Third-party caddy image must stay unchanged (no chronicle vars)."""
+        caddy_img = _image_for(self.COMPOSE, "caddy")
+        assert caddy_img is not None
+        assert "CHRONICLE_REGISTRY" not in (caddy_img or "")
+
+
+class TestAsrServicesDockerComposeImages:
+    COMPOSE = _load_compose("extras/asr-services/docker-compose.yml")
+
+    @pytest.mark.parametrize(
+        "service",
+        [
+            "nemo-asr",
+            "faster-whisper-asr",
+            "vibevoice-asr",
+            "transformers-asr",
+            "qwen3-asr-wrapper",
+            "qwen3-asr-bridge",
+        ],
+    )
+    def test_asr_service_has_chronicle_image(self, service):
+        assert _has_chronicle_vars(
+            _image_for(self.COMPOSE, service)
+        ), f"Service '{service}' is missing CHRONICLE_REGISTRY/CHRONICLE_TAG in image: field"
+
+    def test_all_asr_images_are_distinct(self):
+        """Each ASR service must resolve to a different image name."""
+        services = [
+            "nemo-asr",
+            "faster-whisper-asr",
+            "vibevoice-asr",
+            "transformers-asr",
+            "qwen3-asr-wrapper",
+            "qwen3-asr-bridge",
+        ]
+        images = [_image_for(self.COMPOSE, s) for s in services]
+        assert len(images) == len(
+            set(images)
+        ), "ASR service image names must all be unique"
+
+
+class TestHavpeRelayDockerComposeImages:
+    COMPOSE = _load_compose("extras/havpe-relay/docker-compose.yml")
+
+    def test_havpe_relay_has_chronicle_image(self):
+        assert _has_chronicle_vars(_image_for(self.COMPOSE, "havpe-relay"))
+
+
+# ===========================================================================
+# 3. Bash script input validation
+# ===========================================================================
+
+
+class TestPushScriptValidation:
+    """push-images.sh must reject missing inputs without running docker."""
+
+    SCRIPT = SCRIPTS_DIR / "push-images.sh"
+
+    def _run(self, args: list[str], env_override: dict | None = None):
+        env = {**os.environ, **(env_override or {})}
+        env.pop("DOCKERHUB_USERNAME", None)  # start clean
+        env.pop("CHRONICLE_PUSH_REGISTRY", None)  # start clean
+        if env_override:
+            env.update(env_override)
+        return subprocess.run(
+            ["bash", str(self.SCRIPT)] + args,
+            env=env,
+            capture_output=True,
+            text=True,
+        )
+
+    def test_exits_nonzero_without_any_registry_env(self):
+        result = self._run(["v1.0.0"])
+        assert result.returncode != 0
+
+    def test_error_message_mentions_registry_options(self):
+        result = self._run(["v1.0.0"])
+        assert (
+            "CHRONICLE_PUSH_REGISTRY" in result.stderr
+            or "DOCKERHUB_USERNAME" in result.stderr
+        )
+
+    def test_exits_nonzero_without_tag(self):
+        result = self._run([], env_override={"DOCKERHUB_USERNAME": "testuser"})
+        assert result.returncode != 0
+
+    def test_error_message_mentions_tag_when_tag_missing(self):
+        result = self._run([], env_override={"DOCKERHUB_USERNAME": "testuser"})
+        assert "TAG" in result.stderr
+
+    def test_script_is_executable(self):
+        assert os.access(self.SCRIPT, os.X_OK), "push-images.sh must be executable"
+
+
+class TestPullScriptValidation:
+    """pull-images.sh defaults to GHCR and rejects missing TAG."""
+
+    SCRIPT = SCRIPTS_DIR / "pull-images.sh"
+
+    def _run(self, args: list[str], env_override: dict | None = None):
+        env = {**os.environ, **(env_override or {})}
+        env.pop("DOCKERHUB_USERNAME", None)
+        env.pop("CHRONICLE_REGISTRY", None)
+        if env_override:
+            env.update(env_override)
+        return subprocess.run(
+            ["bash", str(self.SCRIPT)] + args,
+            env=env,
+            capture_output=True,
+            text=True,
+        )
+
+    def test_exits_nonzero_without_tag(self):
+        result = self._run([])
+        assert result.returncode != 0
+
+    def test_error_message_mentions_tag_when_tag_missing(self):
+        result = self._run([])
+        assert "TAG" in result.stderr
+
+    def test_defaults_to_ghcr_without_env_vars(self):
+        """pull-images.sh should NOT error when no DOCKERHUB_USERNAME is set (GHCR default)."""
+        # We can't actually pull, but we can verify the script doesn't exit
+        # at the validation stage. It will fail at docker pull which is fine.
+        result = self._run(["v1.0.0"])
+        # Should not fail at the input validation stage (returncode 1 with our error message)
+        # It will fail later at docker pull, but the stderr should not contain our validation errors
+        assert "DOCKERHUB_USERNAME" not in result.stderr
+        assert "env var is required" not in result.stderr
+
+    def test_script_is_executable(self):
+        assert os.access(self.SCRIPT, os.X_OK), "pull-images.sh must be executable"
diff --git a/tests/unit/test_updates.py b/tests/unit/test_updates.py
new file mode 100644
index 00000000..621c0bc6
--- /dev/null
+++ b/tests/unit/test_updates.py
@@ -0,0 +1,261 @@
+"""Tests for updates.py — node version reporting + self-update.
+
+Exercises the git orchestration against scratch repos (a local "origin" plus a
+clone standing in for a node checkout). No Docker and no network: service
+restarts are stubbed out, so perform_update()'s checkout/rollback logic is
+what's under test.
+"""
+
+import subprocess
+import sys
+from pathlib import Path
+from unittest.mock import MagicMock
+
+import pytest
+
+REPO_ROOT = Path(__file__).resolve().parents[2]
+sys.path.insert(0, str(REPO_ROOT))
+
+
+def _stub_missing(name: str, attrs: dict):
+    """Insert a minimal fake module under *name* if it isn't already importable."""
+    if name in sys.modules:
+        return
+    try:
+        __import__(name)
+    except ImportError:
+        fake = MagicMock()
+        for k, v in attrs.items():
+            setattr(fake, k, v)
+        sys.modules[name] = fake
+
+
+# Stub third-party deps services.py needs that aren't in the bare test runner
+# (same set as test_docker_image_versioning.py).
+_stub_missing("dotenv", {"dotenv_values": lambda path: {}})
+_stub_missing("rich", {})
+_stub_missing("rich.console", {"Console": MagicMock})
+_stub_missing("rich.markup", {"escape": lambda s: s})
+_stub_missing("rich.table", {"Table": MagicMock})
+_stub_missing("setup_utils", {"read_env_value": lambda *a, **kw: None})
+
+import updates  # noqa: E402  (needs the stubs + sys.path above)
+
+
+def _git(cwd: Path, *args: str) -> str:
+    result = subprocess.run(
+        ["git", *args], cwd=cwd, capture_output=True, text=True, check=True
+    )
+    return result.stdout.strip()
+
+
+def _commit(repo: Path, filename: str, message: str):
+    (repo / filename).write_text(message)
+    _git(repo, "add", "-A")
+    _git(repo, "commit", "-m", message)
+
+
+@pytest.fixture()
+def origin_and_clone(tmp_path, monkeypatch):
+    """A local origin with one commit + tag v0.1.0, and a clone of it.
+
+    updates.REPO_ROOT is pointed at the clone (the "node checkout").
+    """
+    origin = tmp_path / "origin"
+    origin.mkdir()
+    _git(origin, "init", "-b", "main")
+    _git(origin, "config", "user.email", "test@test")
+    _git(origin, "config", "user.name", "test")
+    _commit(origin, "file.txt", "one")
+    _git(origin, "tag", "v0.1.0")
+
+    clone = tmp_path / "clone"
+    _git(tmp_path, "clone", str(origin), str(clone))
+    _git(clone, "config", "user.email", "test@test")
+    _git(clone, "config", "user.name", "test")
+
+    monkeypatch.setattr(updates, "REPO_ROOT", clone)
+    return origin, clone
+
+
+class TestRepoVersion:
+    def test_branch_checkout(self, origin_and_clone):
+        _origin, clone = origin_and_clone
+        v = updates.repo_version()
+        assert v["describe"] == "v0.1.0"
+        assert v["branch"] == "main"
+        assert v["dirty"] is False
+        assert v["commit"] == _git(clone, "rev-parse", "--short", "HEAD")
+
+    def test_detached_and_dirty(self, origin_and_clone):
+        _origin, clone = origin_and_clone
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        (clone / "file.txt").write_text("local edit")
+        v = updates.repo_version()
+        assert v["branch"] is None
+        assert v["dirty"] is True
+        assert v["describe"].endswith("-dirty")
+
+
+class TestCheckUpdate:
+    def test_branch_mode_up_to_date(self, origin_and_clone):
+        info = updates.check_update()
+        assert info["target"]["kind"] == "branch"
+        assert info["target"]["ref"] == "origin/main"
+        assert info["update_available"] is False
+        assert "error" not in info
+
+    def test_branch_mode_behind(self, origin_and_clone):
+        origin, _clone = origin_and_clone
+        _commit(origin, "file.txt", "two")
+        info = updates.check_update()
+        assert info["update_available"] is True
+
+    def test_branch_mode_ahead_only(self, origin_and_clone):
+        """Local unpushed commits don't count as an available update."""
+        _origin, clone = origin_and_clone
+        _commit(clone, "local.txt", "local work")
+        info = updates.check_update()
+        assert info["update_available"] is False
+
+    def test_release_mode_new_tag(self, origin_and_clone):
+        origin, clone = origin_and_clone
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        _commit(origin, "file.txt", "two")
+        _git(origin, "tag", "v0.2.0")
+        info = updates.check_update()
+        assert info["target"] == {
+            "ref": "v0.2.0",
+            "kind": "tag",
+            "commit": _git(origin, "rev-parse", "--short", "v0.2.0"),
+        }
+        assert info["update_available"] is True
+
+    def test_semver_ordering_not_lexicographic(self, origin_and_clone):
+        origin, clone = origin_and_clone
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        for tag in ("v0.2.0", "v0.10.0", "v0.9.1"):
+            _commit(origin, "file.txt", tag)
+            _git(origin, "tag", tag)
+        info = updates.check_update()
+        assert info["target"]["ref"] == "v0.10.0"
+
+    def test_explicit_target(self, origin_and_clone):
+        origin, _clone = origin_and_clone
+        _commit(origin, "file.txt", "two")
+        _git(origin, "tag", "v0.2.0")
+        _commit(origin, "file.txt", "three")
+        _git(origin, "tag", "v0.3.0")
+        info = updates.check_update(target="v0.2.0")
+        assert info["target"]["ref"] == "v0.2.0"
+        assert info["update_available"] is True
+
+    def test_unknown_target_reports_error(self, origin_and_clone):
+        info = updates.check_update(target="v9.9.9")
+        assert "error" in info
+        assert info["update_available"] is False
+
+
+class TestPerformUpdate:
+    def _quiet(self, monkeypatch):
+        """Silence console output and stub the service-restart layer."""
+        monkeypatch.setattr(updates.services, "console", MagicMock())
+
+    def test_branch_pull(self, origin_and_clone, monkeypatch):
+        origin, clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _commit(origin, "file.txt", "two")
+        ok = updates.perform_update(restart_services=False)
+        assert ok is True
+        assert (clone / "file.txt").read_text() == "two"
+        # Still on the branch (pull, not a detached checkout).
+        assert updates.repo_version()["branch"] == "main"
+
+    def test_release_checkout(self, origin_and_clone, monkeypatch):
+        origin, clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        _commit(origin, "file.txt", "two")
+        _git(origin, "tag", "v0.2.0")
+        ok = updates.perform_update(restart_services=False)
+        assert ok is True
+        assert updates.repo_version()["describe"] == "v0.2.0"
+
+    def test_already_up_to_date_skips_restarts(self, origin_and_clone, monkeypatch):
+        self._quiet(monkeypatch)
+        restarts = MagicMock()
+        monkeypatch.setattr(updates, "_restart_enabled_services", restarts)
+        ok = updates.perform_update(restart_services=True)
+        assert ok is True
+        restarts.assert_not_called()
+
+    def test_dirty_release_checkout_refused(self, origin_and_clone, monkeypatch):
+        origin, clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        _commit(origin, "file.txt", "two")
+        _git(origin, "tag", "v0.2.0")
+        (clone / "file.txt").write_text("uncommitted")
+        prev = _git(clone, "rev-parse", "HEAD")
+        ok = updates.perform_update(restart_services=False)
+        assert ok is False
+        assert _git(clone, "rev-parse", "HEAD") == prev
+        # The dirty tree is untouched.
+        assert (clone / "file.txt").read_text() == "uncommitted"
+
+    def test_rollback_on_service_failure(self, origin_and_clone, monkeypatch):
+        origin, clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _git(clone, "checkout", "--detach", "v0.1.0")
+        _commit(origin, "file.txt", "two")
+        _git(origin, "tag", "v0.2.0")
+        prev = _git(clone, "rev-parse", "HEAD")
+
+        monkeypatch.setattr(updates, "_enabled_services", lambda: ["backend"])
+        monkeypatch.setattr(
+            updates.services, "run_compose_command", lambda *a, **kw: False
+        )
+        ok = updates.perform_update()
+        assert ok is False
+        # Checkout was rolled back to the pre-update commit.
+        assert _git(clone, "rev-parse", "HEAD") == prev
+
+    def test_service_success_keeps_new_code(self, origin_and_clone, monkeypatch):
+        origin, clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _commit(origin, "file.txt", "two")
+
+        calls = []
+        monkeypatch.setattr(updates, "_enabled_services", lambda: ["backend"])
+        monkeypatch.setattr(
+            updates.services,
+            "run_compose_command",
+            lambda name, cmd, **kw: calls.append((name, cmd, kw)) or True,
+        )
+        ok = updates.perform_update()
+        assert ok is True
+        assert calls == [("backend", "up", {"build": True})]
+        assert (clone / "file.txt").read_text() == "two"
+
+    def test_prebuilt_uses_registry_env(self, origin_and_clone, monkeypatch):
+        origin, _clone = origin_and_clone
+        self._quiet(monkeypatch)
+        _commit(origin, "file.txt", "two")
+        monkeypatch.delenv("CHRONICLE_REGISTRY", raising=False)
+        monkeypatch.delenv("CHRONICLE_TAG", raising=False)
+
+        calls = []
+        monkeypatch.setattr(updates, "_enabled_services", lambda: ["backend"])
+        monkeypatch.setattr(
+            updates.services,
+            "run_compose_command",
+            lambda name, cmd, **kw: calls.append(kw) or True,
+        )
+        ok = updates.perform_update(prebuilt="v0.2.0")
+        assert ok is True
+        # Prebuilt → no local build, registry env set for compose to consume.
+        assert calls == [{"build": False}]
+        import os
+
+        assert os.environ["CHRONICLE_TAG"] == "v0.2.0"
+        assert os.environ["CHRONICLE_REGISTRY"].startswith("ghcr.io/")
diff --git a/tests/unit/test_wizard_defaults.py b/tests/unit/test_wizard_defaults.py
new file mode 100644
index 00000000..34e9d954
--- /dev/null
+++ b/tests/unit/test_wizard_defaults.py
@@ -0,0 +1,190 @@
+"""Test wizard.py helper functions for loading previous config as defaults.
+
+Tests for the functions that read config/config.yml to pre-populate wizard
+prompts with previously-configured values, so re-runs default to existing
+settings.
+"""
+
+import importlib.util
+import sys
+from pathlib import Path
+from unittest.mock import patch
+
+import pytest
+
+# ---------------------------------------------------------------------------
+# Import the pure helper functions directly from wizard.py.
+# wizard.py lives at the project root, not inside a package, so we import
+# via importlib with an explicit path to avoid adding the root to sys.path
+# permanently.
+# ---------------------------------------------------------------------------
+
+
+WIZARD_PATH = Path(__file__).parent.parent.parent / "wizard.py"
+PROJECT_ROOT = str(WIZARD_PATH.parent)
+
+
+def _load_wizard():
+    # wizard.py and setup_utils.py both live in the project root.
+    # Add the root to sys.path so the relative import resolves.
+    if PROJECT_ROOT not in sys.path:
+        sys.path.insert(0, PROJECT_ROOT)
+    spec = importlib.util.spec_from_file_location("wizard", WIZARD_PATH)
+    mod = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(mod)
+    return mod
+
+
+# Load once and reuse
+_wizard = _load_wizard()
+
+get_existing_stt_provider = _wizard.get_existing_stt_provider
+get_existing_stream_provider = _wizard.get_existing_stream_provider
+select_llm_provider = _wizard.select_llm_provider
+select_setup_type = _wizard.select_setup_type
+derive_langfuse_public_url = _wizard.derive_langfuse_public_url
+
+
+# ---------------------------------------------------------------------------
+# get_existing_stt_provider
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.parametrize(
+    "stt_value, expected",
+    [
+        ("stt-deepgram", "deepgram"),
+        ("stt-deepgram-stream", "deepgram"),
+        ("stt-parakeet-batch", "parakeet"),
+        ("stt-vibevoice", "vibevoice"),
+        ("stt-qwen3-asr", "qwen3-asr"),
+        ("stt-smallest", "smallest"),
+        ("stt-smallest-stream", "smallest"),
+    ],
+)
+def test_get_existing_stt_provider_known_values(stt_value, expected):
+    """Maps known config.yml stt values to wizard provider names."""
+    config = {"defaults": {"stt": stt_value}}
+    assert get_existing_stt_provider(config) == expected
+
+
+def test_get_existing_stt_provider_unknown_returns_none():
+    """Returns None for unknown stt values (e.g. custom providers)."""
+    config = {"defaults": {"stt": "stt-unknown-provider"}}
+    assert get_existing_stt_provider(config) is None
+
+
+def test_get_existing_stt_provider_missing_key():
+    """Returns None when defaults.stt key is absent."""
+    assert get_existing_stt_provider({}) is None
+    assert get_existing_stt_provider({"defaults": {}}) is None
+
+
+# ---------------------------------------------------------------------------
+# get_existing_stream_provider
+# ---------------------------------------------------------------------------
+
+
+@pytest.mark.parametrize(
+    "stt_stream_value, expected",
+    [
+        ("stt-deepgram-stream", "deepgram"),
+        ("stt-smallest-stream", "smallest"),
+        ("stt-qwen3-asr", "qwen3-asr"),
+        ("stt-qwen3-asr-stream", "qwen3-asr"),
+    ],
+)
+def test_get_existing_stream_provider_known_values(stt_stream_value, expected):
+    """Maps known config.yml stt_stream values to wizard streaming provider names."""
+    config = {"defaults": {"stt_stream": stt_stream_value}}
+    assert get_existing_stream_provider(config) == expected
+
+
+def test_get_existing_stream_provider_unknown_returns_none():
+    """Returns None for unknown stt_stream values."""
+    config = {"defaults": {"stt_stream": "stt-unknown"}}
+    assert get_existing_stream_provider(config) is None
+
+
+def test_get_existing_stream_provider_missing_key():
+    """Returns None when defaults.stt_stream is absent."""
+    assert get_existing_stream_provider({}) is None
+    assert get_existing_stream_provider({"defaults": {}}) is None
+
+
+# ---------------------------------------------------------------------------
+# select_llm_provider — test default resolution logic via EOFError path
+# ---------------------------------------------------------------------------
+
+
+def _select_llm_with_eof(config_yml):
+    """Drive select_llm_provider in non-interactive mode by injecting EOFError."""
+    with (
+        patch.object(_wizard, "Confirm") as mock_confirm,
+        patch.object(_wizard, "Prompt") as mock_prompt,
+    ):
+        mock_confirm.ask.side_effect = EOFError
+        mock_prompt.ask.side_effect = EOFError
+        return select_llm_provider(config_yml)
+
+
+def test_select_llm_provider_defaults_to_openai_when_no_config():
+    """Defaults to openai when config is empty."""
+    result = _select_llm_with_eof({})
+    assert result == "openai"
+
+
+def test_select_llm_provider_defaults_to_openai_for_openai_llm():
+    """Picks openai when existing config has defaults.llm = openai-llm."""
+    config = {"defaults": {"llm": "openai-llm"}}
+    result = _select_llm_with_eof(config)
+    assert result == "openai"
+
+
+def test_select_llm_provider_defaults_to_ollama_for_local_llm():
+    """Picks ollama when existing config has defaults.llm = local-llm."""
+    config = {"defaults": {"llm": "local-llm"}}
+    result = _select_llm_with_eof(config)
+    assert result == "ollama"
+
+
+def test_select_llm_provider_none_config():
+    """Treats None config_yml as empty dict (defaults to openai)."""
+    result = _select_llm_with_eof(None)
+    assert result == "openai"
+
+
+@pytest.mark.parametrize(
+    "choice, expected", [("1", "main"), ("2", "join"), ("3", "capture")]
+)
+def test_select_setup_type(choice, expected):
+    with patch.object(_wizard.Prompt, "ask", return_value=choice):
+        assert select_setup_type() == expected
+
+
+# ---------------------------------------------------------------------------
+# Langfuse public browser URL
+# ---------------------------------------------------------------------------
+
+
+def test_local_langfuse_uses_caddy_https_when_https_is_enabled():
+    assert (
+        derive_langfuse_public_url("local", {}, "node.example.ts.net", True)
+        == "https://node.example.ts.net:3443"
+    )
+
+
+def test_local_langfuse_uses_direct_http_without_https():
+    assert (
+        derive_langfuse_public_url("local", {}, "chronicle.local", False)
+        == "http://chronicle.local:3002"
+    )
+
+
+def test_external_langfuse_keeps_its_configured_url():
+    assert (
+        derive_langfuse_public_url(
+            "external", {"host": "https://cloud.langfuse.com"}, None, True
+        )
+        == "https://cloud.langfuse.com"
+    )
diff --git a/tests/unit/test_wizard_strixhalo.py b/tests/unit/test_wizard_strixhalo.py
new file mode 100644
index 00000000..852c6775
--- /dev/null
+++ b/tests/unit/test_wizard_strixhalo.py
@@ -0,0 +1,187 @@
+import argparse
+import importlib.util
+import sys
+import types
+from pathlib import Path
+
+
+def _install_rich_stubs():
+    rich_mod = types.ModuleType("rich")
+    rich_console_mod = types.ModuleType("rich.console")
+    rich_prompt_mod = types.ModuleType("rich.prompt")
+
+    class _Console:
+        def print(self, *args, **kwargs):
+            return None
+
+    class _Confirm:
+        @staticmethod
+        def ask(*args, **kwargs):
+            return kwargs.get("default", False)
+
+    class _Prompt:
+        @staticmethod
+        def ask(*args, **kwargs):
+            return kwargs.get("default", "")
+
+    rich_console_mod.Console = _Console
+    rich_prompt_mod.Confirm = _Confirm
+    rich_prompt_mod.Prompt = _Prompt
+
+    sys.modules.setdefault("rich", rich_mod)
+    sys.modules.setdefault("rich.console", rich_console_mod)
+    sys.modules.setdefault("rich.prompt", rich_prompt_mod)
+
+
+def _install_setup_utils_stub():
+    setup_utils_mod = types.ModuleType("setup_utils")
+    setup_utils_mod.detect_tailscale_info = lambda: (None, None)
+    setup_utils_mod.decide_cert_mode = lambda *_: "caddy"
+    setup_utils_mod.generate_tailscale_certs = lambda *_: False
+    setup_utils_mod.is_placeholder = lambda value, *placeholders: value in placeholders
+    setup_utils_mod.mask_value = lambda value, *_: value
+    setup_utils_mod.prompt_password = lambda *_, **__: ""
+    setup_utils_mod.prompt_with_existing_masked = (
+        lambda *_, existing_value=None, default="", **__: existing_value or default
+    )
+    setup_utils_mod.read_env_value = lambda *_: None
+    sys.modules.setdefault("setup_utils", setup_utils_mod)
+
+
+def _load_wizard_module():
+    _install_rich_stubs()
+    _install_setup_utils_stub()
+    module_path = Path(__file__).resolve().parents[2] / "wizard.py"
+    repo_root = str(module_path.parent)
+    if repo_root not in sys.path:
+        sys.path.insert(0, repo_root)
+    spec = importlib.util.spec_from_file_location("wizard_module", module_path)
+    module = importlib.util.module_from_spec(spec)
+    assert spec is not None and spec.loader is not None
+    spec.loader.exec_module(module)
+    return module
+
+
+wizard = _load_wizard_module()
+
+
+def _mock_read_env_value(path, key):
+    if key == "PYTORCH_CUDA_VERSION":
+        return "cu126"
+    if key == "COMPUTE_MODE":
+        return "cpu"
+    return None
+
+
+def test_run_service_setup_asr_uses_strix_provider_and_runtime(monkeypatch):
+    captured = {}
+
+    def fake_run(cmd, cwd, check, timeout):
+        captured["cmd"] = cmd
+        return argparse.Namespace(returncode=0)
+
+    monkeypatch.setattr(wizard, "check_service_exists", lambda *_: (True, "OK"))
+    monkeypatch.setattr(wizard, "read_env_value", _mock_read_env_value)
+    monkeypatch.setattr(wizard.subprocess, "run", fake_run)
+
+    ok = wizard.run_service_setup(
+        service_name="asr-services",
+        selected_services=["advanced", "asr-services"],
+        transcription_provider="parakeet",
+        hardware_profile="strixhalo",
+    )
+
+    assert ok is True
+    cmd = captured["cmd"]
+    assert "--provider" in cmd
+    provider_idx = cmd.index("--provider") + 1
+    assert cmd[provider_idx] == "nemo-strixhalo"
+    assert cmd[provider_idx] != "nemo"
+    assert "--pytorch-cuda-version" in cmd
+    runtime_idx = cmd.index("--pytorch-cuda-version") + 1
+    assert cmd[runtime_idx] == "strixhalo"
+    assert cmd[runtime_idx] != "cu126"
+
+
+def test_run_service_setup_asr_vibevoice_uses_strix_variant(monkeypatch):
+    captured = {}
+
+    def fake_run(cmd, cwd, check, timeout):
+        captured["cmd"] = cmd
+        return argparse.Namespace(returncode=0)
+
+    monkeypatch.setattr(wizard, "check_service_exists", lambda *_: (True, "OK"))
+    monkeypatch.setattr(wizard, "read_env_value", _mock_read_env_value)
+    monkeypatch.setattr(wizard.subprocess, "run", fake_run)
+
+    ok = wizard.run_service_setup(
+        service_name="asr-services",
+        selected_services=["advanced", "asr-services"],
+        transcription_provider="vibevoice",
+        hardware_profile="strixhalo",
+    )
+
+    assert ok is True
+    cmd = captured["cmd"]
+    assert "--provider" in cmd
+    provider_idx = cmd.index("--provider") + 1
+    assert cmd[provider_idx] == "vibevoice-strixhalo"
+    assert cmd[provider_idx] != "vibevoice"
+    assert "--pytorch-cuda-version" in cmd
+    runtime_idx = cmd.index("--pytorch-cuda-version") + 1
+    assert cmd[runtime_idx] == "strixhalo"
+    assert cmd[runtime_idx] != "cu126"
+
+
+def test_run_service_setup_speaker_forces_strix_compute(monkeypatch):
+    captured = {}
+
+    def fake_run(cmd, cwd, check, timeout):
+        captured["cmd"] = cmd
+        return argparse.Namespace(returncode=0)
+
+    monkeypatch.setattr(wizard, "check_service_exists", lambda *_: (True, "OK"))
+    monkeypatch.setattr(wizard, "read_env_value", _mock_read_env_value)
+    monkeypatch.setattr(wizard.subprocess, "run", fake_run)
+
+    ok = wizard.run_service_setup(
+        service_name="speaker-recognition",
+        selected_services=["advanced", "speaker-recognition"],
+        hf_token="hf_token",
+        hardware_profile="strixhalo",
+    )
+
+    assert ok is True
+    cmd = captured["cmd"]
+    assert "--pytorch-cuda-version" in cmd
+    runtime_idx = cmd.index("--pytorch-cuda-version") + 1
+    assert cmd[runtime_idx] == "strixhalo"
+    compute_pairs = [
+        cmd[i + 1] for i, v in enumerate(cmd[:-1]) if v == "--compute-mode"
+    ]
+    assert "gpu" in compute_pairs
+    assert "cpu" not in compute_pairs
+
+
+def test_select_hardware_profile_returns_strix(monkeypatch):
+    monkeypatch.setattr(wizard.Prompt, "ask", lambda *args, **kwargs: "2")
+
+    result = wizard.select_hardware_profile(
+        selected_services=["speaker-recognition"],
+        transcription_provider="deepgram",
+        streaming_provider=None,
+    )
+
+    assert result == "strixhalo"
+
+
+def test_select_hardware_profile_skips_when_not_needed(monkeypatch):
+    monkeypatch.setattr(wizard.Prompt, "ask", lambda *args, **kwargs: "2")
+
+    result = wizard.select_hardware_profile(
+        selected_services=["advanced"],
+        transcription_provider="deepgram",
+        streaming_provider=None,
+    )
+
+    assert result is None
diff --git a/updates.py b/updates.py
new file mode 100644
index 00000000..bfca7aa2
--- /dev/null
+++ b/updates.py
@@ -0,0 +1,307 @@
+"""
+Node code-version reporting + self-update.
+
+A Chronicle node is a git checkout driven by services.py, so version truth is
+``git describe`` on the checkout. Updates move the checkout, then rebuild and
+restart the enabled services from the new code. Two modes, mirroring how nodes
+are installed:
+
+  - branch mode:  HEAD is on a branch with an upstream (dev checkouts,
+                  edge/install.sh --branch installs) → ``git pull --rebase
+                  --autostash`` on that branch.
+  - release mode: HEAD is detached (the root install.sh clones a release tag)
+                  or an explicit target tag was given → fetch tags and check
+                  out the target (latest ``v*`` tag by default).
+
+On a compose failure after the checkout moved, the checkout is rolled back to
+the previous commit (detached, so local branches are never rewritten) and the
+services are restarted from the old code.
+
+Native client components (tray, ScreenPipe collector — see clients.py) also run
+from this checkout via user units; after either outcome they're restarted
+best-effort so they pick up whatever code the checkout ends on. On client-only
+nodes there are no compose services at all — the update is just checkout move +
+client-unit restarts.
+
+Used by ``services.py update`` (CLI) and the node agent's ``/update`` routes
+(edge/service_manager.py), which the hub fans out across the cluster.
+"""
+
+import os
+import re
+import subprocess
+from pathlib import Path
+
+import clients
+import services
+
+REPO_ROOT = Path(__file__).resolve().parent
+
+# Fetches hit the network; builds after an update can take minutes and stream
+# through services.py's own machinery, so only git itself needs a timeout here.
+_GIT_TIMEOUT = 60
+
+_RELEASE_TAG_RE = re.compile(r"^v(\d+(?:\.\d+)*)$")
+
+
+class UpdateError(Exception):
+    """A git step failed in a way that should abort the update."""
+
+
+def _git(*args: str, check: bool = False) -> subprocess.CompletedProcess:
+    result = subprocess.run(
+        ["git", *args],
+        cwd=REPO_ROOT,
+        capture_output=True,
+        text=True,
+        timeout=_GIT_TIMEOUT,
+    )
+    if check and result.returncode != 0:
+        raise UpdateError(
+            f"git {' '.join(args)} failed: {(result.stderr or result.stdout).strip()}"
+        )
+    return result
+
+
+def _git_out(*args: str) -> str:
+    """Stdout of a git command, '' on failure."""
+    result = _git(*args)
+    return result.stdout.strip() if result.returncode == 0 else ""
+
+
+def repo_version() -> dict:
+    """This checkout's identity: {describe, commit, branch, dirty}.
+
+    ``branch`` is None when HEAD is detached (release-tag installs). ``describe``
+    falls back to the short commit on tagless clones (--always).
+    """
+    branch = _git_out("rev-parse", "--abbrev-ref", "HEAD")
+    return {
+        "describe": _git_out("describe", "--tags", "--always", "--dirty"),
+        "commit": _git_out("rev-parse", "--short", "HEAD"),
+        "branch": None if branch in ("", "HEAD") else branch,
+        "dirty": bool(_git_out("status", "--porcelain")),
+    }
+
+
+def _latest_release_tag() -> str | None:
+    """Highest ``vX[.Y[.Z]]`` tag known locally (fetch tags first)."""
+    tags = [t for t in _git_out("tag", "-l", "v*").splitlines() if t]
+    versioned = [
+        (tuple(int(p) for p in m.group(1).split(".")), t)
+        for t in tags
+        if (m := _RELEASE_TAG_RE.match(t))
+    ]
+    return max(versioned)[1] if versioned else None
+
+
+def _resolve_target(target: str | None) -> dict:
+    """What this node should update to: {ref, kind, commit}.
+
+    Explicit ``target`` wins (a tag or any ref). Otherwise branch mode when HEAD
+    has an upstream, else the latest release tag. Raises UpdateError when no
+    target can be determined (tagless clone with no upstream).
+    """
+    if target:
+        commit = _git_out("rev-parse", "--short", f"{target}^{{commit}}")
+        if not commit:
+            raise UpdateError(f"Unknown update target {target!r} (not a ref or tag)")
+        kind = (
+            "tag" if _git_out("rev-parse", "--verify", f"refs/tags/{target}") else "ref"
+        )
+        return {"ref": target, "kind": kind, "commit": commit}
+
+    upstream = _git_out("rev-parse", "--abbrev-ref", "@{u}")
+    if repo_version()["branch"] and upstream:
+        return {
+            "ref": upstream,
+            "kind": "branch",
+            "commit": _git_out("rev-parse", "--short", upstream),
+        }
+
+    latest = _latest_release_tag()
+    if not latest:
+        raise UpdateError(
+            "No update target: HEAD has no upstream branch and no v* release tags exist"
+        )
+    return {
+        "ref": latest,
+        "kind": "tag",
+        "commit": _git_out("rev-parse", "--short", f"{latest}^{{commit}}"),
+    }
+
+
+def check_update(target: str | None = None, fetch: bool = True) -> dict:
+    """Compare this checkout against its update target (fetches by default).
+
+    Returns {current, target, update_available} and never raises — an ``error``
+    key reports fetch/resolution problems instead, so agent /update checks stay
+    a clean JSON round-trip even on offline nodes.
+    """
+    result: dict = {
+        "current": repo_version(),
+        "target": None,
+        "update_available": False,
+    }
+    try:
+        if fetch:
+            # --force: take origin's tags as truth — git ≥2.20 otherwise refuses
+            # to move a local tag that diverged ("would clobber existing tag"),
+            # which stale tags from renamed/forked origins trigger.
+            fetched = _git("fetch", "--tags", "--force", "origin")
+            if fetched.returncode != 0:
+                result["error"] = (
+                    f"git fetch failed: {(fetched.stderr or fetched.stdout).strip()}"
+                )
+                return result
+        resolved = _resolve_target(target)
+    except (UpdateError, subprocess.TimeoutExpired) as e:
+        result["error"] = str(e)
+        return result
+
+    result["target"] = resolved
+    head = _git_out("rev-parse", "--short", "HEAD")
+    if resolved["kind"] == "branch":
+        behind = _git_out("rev-list", "--count", f"HEAD..{resolved['ref']}")
+        result["update_available"] = bool(behind) and int(behind) > 0
+    else:
+        result["update_available"] = (
+            bool(resolved["commit"]) and resolved["commit"] != head
+        )
+    return result
+
+
+def _enabled_services() -> list[str]:
+    """The services this node runs — same set ``services.py start --all`` uses."""
+    return [
+        s
+        for s in services.SERVICES
+        if services.check_service_enabled(s)
+        or (s == "langfuse" and services._langfuse_enabled_in_backend())
+    ]
+
+
+def _apply_checkout(resolved: dict, progress) -> None:
+    """Move the checkout to the resolved target. Raises UpdateError on failure."""
+    if resolved["kind"] == "branch":
+        # Rebase + autostash mirrors edge/install.sh: local commits are replayed,
+        # uncommitted changes are stashed around the pull.
+        progress(f"Pulling {resolved['ref']}…")
+        _git("pull", "--rebase", "--autostash", check=True)
+    else:
+        # A tag/ref checkout can't carry uncommitted changes across safely —
+        # refuse instead of guessing (branch mode handles the dirty case).
+        if repo_version()["dirty"]:
+            raise UpdateError(
+                "Checkout has uncommitted changes — commit/stash them, or update "
+                "a branch checkout instead"
+            )
+        progress(f"Checking out {resolved['ref']}…")
+        _git("checkout", "--detach", resolved["ref"], check=True)
+
+
+def _restart_enabled_services(build: bool, progress) -> str | None:
+    """``up`` every enabled service; returns the first failing service or None."""
+    for name in _enabled_services():
+        progress(f"Restarting {name}…")
+        if not services.run_compose_command(name, "up", build=build):
+            return name
+    return None
+
+
+def _restart_client_units(progress) -> None:
+    """Restart installed client components (tray, collector — see clients.py).
+
+    They ``uv run`` straight from this checkout, so restarting is all an update
+    needs. Best-effort: a tray that fails to relaunch is reported but never
+    fails (or rolls back) the node update — on client-only nodes there may be
+    nothing else to restart at all.
+    """
+    for unit, ok in clients.restart_installed(progress):
+        if ok:
+            services.console.print(f"[green]✅ Restarted {unit}[/green]")
+        else:
+            services.console.print(
+                f"[yellow]⚠️  {unit} failed to restart — check it manually "
+                f"(systemctl --user / launchctl)[/yellow]"
+            )
+
+
+def perform_update(
+    target: str | None = None,
+    prebuilt: str | None = None,
+    restart_services: bool = True,
+    progress=None,
+) -> bool:
+    """Update this node's code and restart its services from the new checkout.
+
+    ``target``   — explicit tag/ref; default resolves per _resolve_target().
+    ``prebuilt`` — image tag: pull ``CHRONICLE_REGISTRY`` images at that tag
+                   instead of building locally (same env contract as
+                   ``services.py start --use-prebuilt``).
+    ``progress`` — optional callable(str) for step-by-step phase reporting
+                   (the node agent surfaces it to the WebUI).
+
+    Rollback: if a service fails to come up on the new code, the checkout is
+    restored to the previous commit (detached — local branches are never
+    rewritten) and the services are restarted from the old code.
+    """
+    progress = progress or (lambda msg: services.console.print(f"[cyan]{msg}[/cyan]"))
+
+    progress("Fetching updates…")
+    try:
+        # --force: take origin's tags as truth (see check_update).
+        _git("fetch", "--tags", "--force", "origin", check=True)
+        resolved = _resolve_target(target)
+        prev_commit = _git_out("rev-parse", "HEAD")
+
+        head_before = _git_out("rev-parse", "--short", "HEAD")
+        if resolved["commit"] == head_before:
+            progress(f"Already up to date at {repo_version()['describe']}")
+            return True
+
+        _apply_checkout(resolved, progress)
+    except (UpdateError, subprocess.TimeoutExpired) as e:
+        services.console.print(f"[red]❌ Update failed: {e}[/red]")
+        return False
+
+    services.console.print(
+        f"[green]✅ Code updated to {repo_version()['describe']}[/green]"
+    )
+    if not restart_services:
+        return True
+
+    if prebuilt:
+        # Same env contract the compose files consume for prebuilt images.
+        os.environ.setdefault("CHRONICLE_REGISTRY", "ghcr.io/simpleopensoftware/")
+        os.environ["CHRONICLE_TAG"] = prebuilt
+
+    failed = _restart_enabled_services(build=not prebuilt, progress=progress)
+    if failed is None:
+        _restart_client_units(progress)
+        return True
+
+    # Roll back: old code, old services. Best-effort — report both outcomes.
+    services.console.print(
+        f"[red]❌ {failed} failed to start on the new code — rolling back to "
+        f"{prev_commit[:8]}[/red]"
+    )
+    progress(f"Rolling back to {prev_commit[:8]}…")
+    rollback = _git("checkout", "--detach", prev_commit)
+    if rollback.returncode != 0:
+        services.console.print(
+            f"[red]❌ Rollback checkout failed: {rollback.stderr.strip()} — "
+            "manual intervention needed[/red]"
+        )
+        return False
+    refailed = _restart_enabled_services(build=not prebuilt, progress=progress)
+    # Client units run from the checkout too — put them back on the old code.
+    _restart_client_units(progress)
+    if refailed:
+        services.console.print(
+            f"[red]❌ {refailed} also failed on the previous code — the update "
+            "did not cause this; check the service logs[/red]"
+        )
+    else:
+        services.console.print("[yellow]↩️  Rolled back; services restored[/yellow]")
+    return False
diff --git a/wizard.py b/wizard.py
index b04f028c..2d120cc4 100755
--- a/wizard.py
+++ b/wizard.py
@@ -6,58 +6,173 @@
 
 import shutil
 import subprocess
-from datetime import datetime
 from pathlib import Path
 
-import yaml
+import discovery
+import services
+from config_manager import ConfigManager
+from dotenv import set_key
 from rich.console import Console
 from rich.prompt import Confirm, Prompt
 
 # Import shared setup utilities
 from setup_utils import (
+    decide_cert_mode,
     detect_tailscale_info,
+    enable_tailscaled_at_boot,
+    generate_tailscale_certs,
     is_placeholder,
     mask_value,
     prompt_password,
     prompt_with_existing_masked,
     read_env_value,
+    tailscaled_enabled_at_boot,
 )
 
 console = Console()
 
+
+def get_existing_stt_provider(config_yml: dict):
+    """Map config.yml defaults.stt value back to wizard provider name, or None."""
+    stt = config_yml.get("defaults", {}).get("stt", "")
+    mapping = {
+        "stt-deepgram": "deepgram",
+        "stt-deepgram-stream": "deepgram",
+        "stt-parakeet-batch": "parakeet",
+        "stt-vibevoice": "vibevoice",
+        "stt-qwen3-asr": "qwen3-asr",
+        "stt-smallest": "smallest",
+        "stt-smallest-stream": "smallest",
+        "stt-gemma4": "gemma4",
+        "stt-af-next": "af-next",
+        "stt-granite": "granite",
+    }
+    return mapping.get(stt)
+
+
+def get_existing_stream_provider(config_yml: dict):
+    """Map config.yml defaults.stt_stream value back to wizard streaming provider name, or None."""
+    stt_stream = config_yml.get("defaults", {}).get("stt_stream", "")
+    mapping = {
+        "stt-deepgram-stream": "deepgram",
+        "stt-smallest-stream": "smallest",
+        "stt-qwen3-asr": "qwen3-asr",
+        "stt-qwen3-asr-stream": "qwen3-asr",
+        "stt-gemma4-stream": "gemma4",
+        "stt-nemotron-stream": "nemotron",
+    }
+    return mapping.get(stt_stream)
+
+
 SERVICES = {
-    'backend': {
-        'advanced': {
-            'path': 'backends/advanced',
-            'cmd': ['uv', 'run', '--with-requirements', '../../setup-requirements.txt', 'python', 'init.py'],
-            'description': 'Advanced AI backend with full feature set',
-            'required': True
+    "backend": {
+        "advanced": {
+            "path": "backends/advanced",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Advanced AI backend with full feature set",
+            "required": True,
         }
     },
-    'extras': {
-        'speaker-recognition': {
-            'path': 'extras/speaker-recognition',
-            'cmd': ['uv', 'run', '--with-requirements', '../../setup-requirements.txt', 'python', 'init.py'],
-            'description': 'Speaker identification and enrollment'
+    "extras": {
+        "speaker-recognition": {
+            "path": "extras/speaker-recognition",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Speaker identification and enrollment",
         },
-        'asr-services': {
-            'path': 'extras/asr-services',
-            'cmd': ['uv', 'run', '--with-requirements', '../../setup-requirements.txt', 'python', 'init.py'],
-            'description': 'Offline speech-to-text'
+        "asr-services": {
+            "path": "extras/asr-services",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Offline speech-to-text",
         },
-        'openmemory-mcp': {
-            'path': 'extras/openmemory-mcp',
-            'cmd': ['./setup.sh'],
-            'description': 'OpenMemory MCP server'
+        "langfuse": {
+            "path": "extras/langfuse",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "LLM observability and prompt management (local)",
         },
-        'langfuse': {
-            'path': 'extras/langfuse',
-            'cmd': ['uv', 'run', '--with-requirements', '../../setup-requirements.txt', 'python', 'init.py'],
-            'description': 'LLM observability and prompt management (local)'
-        }
-    }
+        "llm-services": {
+            "path": "extras/llm-services",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Local LLM via llama.cpp (chat + embeddings)",
+        },
+        "wakeword-service": {
+            "path": "extras/wakeword-service",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Hermes acoustic wake-word detection",
+        },
+        "tts": {
+            "path": "extras/tts",
+            "cmd": [
+                "uv",
+                "run",
+                "--with-requirements",
+                "../../setup-requirements.txt",
+                "python",
+                "init.py",
+            ],
+            "description": "Text-to-speech (TADA / Fish Speech / KittenTTS)",
+        },
+    },
+}
+
+# Repo-root .env is the canonical store for the shared Hugging Face token: the wizard
+# reads/writes it here, and each service's init.py also falls back to it. So a token
+# set once (here or by hand) flows to every service that pulls models from HF.
+ROOT_ENV_PATH = ".env"
+
+# Services whose containers pull (possibly gated) models from HuggingFace and thus
+# benefit from an HF token (avoids 429 IP rate-limits, unlocks gated repos). The
+# wizard prompts once if any of these is selected and passes --hf-token to each.
+HF_TOKEN_SERVICES = {
+    "speaker-recognition",
+    "asr-services",
+    "llm-services",
+    "tts",
+    "wakeword-service",
 }
 
+
 def discover_available_plugins():
     """
     Discover plugins by scanning plugins directory.
@@ -75,11 +190,13 @@ def discover_available_plugins():
     plugins_dir = Path("backends/advanced/src/advanced_omi_backend/plugins")
 
     if not plugins_dir.exists():
-        console.print(f"[yellow]Warning: Plugins directory not found: {plugins_dir}[/yellow]")
+        console.print(
+            f"[yellow]Warning: Plugins directory not found: {plugins_dir}[/yellow]"
+        )
         return {}
 
     discovered = {}
-    skip_dirs = {'__pycache__', '__init__.py', 'base.py', 'router.py'}
+    skip_dirs = {"__pycache__", "__init__.py", "base.py", "router.py"}
 
     for plugin_dir in plugins_dir.iterdir():
         if not plugin_dir.is_dir() or plugin_dir.name in skip_dirs:
@@ -89,34 +206,53 @@ def discover_available_plugins():
         setup_script = plugin_dir / "setup.py"
 
         discovered[plugin_id] = {
-            'has_setup': setup_script.exists(),
-            'setup_path': setup_script if setup_script.exists() else None,
-            'dir': plugin_dir
+            "has_setup": setup_script.exists(),
+            "setup_path": setup_script if setup_script.exists() else None,
+            "dir": plugin_dir,
         }
 
     return discovered
 
+
 def check_service_exists(service_name, service_config):
     """Check if service directory and script exist"""
-    service_path = Path(service_config['path'])
+    service_path = Path(service_config["path"])
     if not service_path.exists():
         return False, f"Directory {service_path} does not exist"
 
     # For services with Python init scripts, check if init.py exists
-    if service_name in ['advanced', 'speaker-recognition', 'asr-services', 'langfuse']:
-        script_path = service_path / 'init.py'
+    if service_name in [
+        "advanced",
+        "speaker-recognition",
+        "asr-services",
+        "langfuse",
+        "llm-services",
+        "wakeword-service",
+        "tts",
+    ]:
+        script_path = service_path / "init.py"
         if not script_path.exists():
             return False, f"Script {script_path} does not exist"
     else:
         # For other extras, check if setup.sh exists
-        script_path = service_path / 'setup.sh'
+        script_path = service_path / "setup.sh"
         if not script_path.exists():
-            return False, f"Script {script_path} does not exist (will be created in Phase 2)"
+            return (
+                False,
+                f"Script {script_path} does not exist (will be created in Phase 2)",
+            )
 
     return True, "OK"
 
-def select_services(transcription_provider=None):
+
+def select_services(
+    transcription_provider=None,
+    config_yml=None,
+    memory_provider=None,
+    llm_provider=None,
+):
     """Let user select which services to setup"""
+    config_yml = config_yml or {}
     console.print("🚀 [bold cyan]Chronicle Service Setup[/bold cyan]")
     console.print("Select which services to configure:\n")
 
@@ -125,24 +261,45 @@ def select_services(transcription_provider=None):
     # Backend is required
     console.print("📱 [bold]Backend (Required):[/bold]")
     console.print("  ✅ Advanced Backend - Full AI features")
-    selected.append('advanced')
+    selected.append("advanced")
 
-    # Services that will be auto-added based on transcription provider choice
+    # Services that will be auto-added based on provider choices
     auto_added = set()
-    if transcription_provider in ("parakeet", "vibevoice", "qwen3-asr"):
-        auto_added.add('asr-services')
+    if transcription_provider in (
+        "parakeet",
+        "vibevoice",
+        "qwen3-asr",
+        "gemma4",
+        "af-next",
+        "granite",
+    ):
+        auto_added.add("asr-services")
+    if llm_provider == "llamacpp":
+        auto_added.add("llm-services")
 
     # Optional extras
     console.print("\n🔧 [bold]Optional Services:[/bold]")
-    for service_name, service_config in SERVICES['extras'].items():
+    for service_name, service_config in SERVICES["extras"].items():
         # Skip services that will be auto-added based on earlier choices
         if service_name in auto_added:
-            provider_label = {"vibevoice": "VibeVoice", "parakeet": "Parakeet", "qwen3-asr": "Qwen3-ASR"}.get(transcription_provider, transcription_provider)
-            console.print(f"  ✅ {service_config['description']} ({provider_label}) [dim](auto-selected)[/dim]")
+            if service_name == "llm-services":
+                label = "llama.cpp"
+            else:
+                label = {
+                    "vibevoice": "VibeVoice",
+                    "parakeet": "Parakeet",
+                    "qwen3-asr": "Qwen3-ASR",
+                    "gemma4": "Gemma 4",
+                    "af-next": "Audio Flamingo Next",
+                    "granite": "Granite Speech",
+                }.get(transcription_provider, transcription_provider)
+            console.print(
+                f"  ✅ {service_config['description']} ({label}) [dim](auto-selected)[/dim]"
+            )
             continue
 
         # LangFuse is handled separately via setup_langfuse_choice()
-        if service_name == 'langfuse':
+        if service_name == "langfuse":
             continue
 
         # Check if service exists
@@ -151,11 +308,34 @@ def select_services(transcription_provider=None):
             console.print(f"  ⏸️  {service_config['description']} - [dim]{msg}[/dim]")
             continue
 
-        # Speaker recognition is recommended by default
-        default_enable = service_name == 'speaker-recognition'
+        # Default to whatever was enabled last time (config.yml services map is the
+        # source of truth) so a re-run is press-Enter-through. Smart per-service
+        # heuristics below can still flip a never-configured service on.
+        prior_enabled = bool(
+            (config_yml.get("services") or {}).get(service_name, False)
+        )
+
+        # Determine smart default based on existing config
+        if service_name == "speaker-recognition":
+            # Also default True if speaker-recognition .env has a valid HF_TOKEN
+            speaker_env = "extras/speaker-recognition/.env"
+            existing_hf = read_env_value(speaker_env, "HF_TOKEN")
+            default_enable = prior_enabled or bool(
+                existing_hf
+                and not is_placeholder(
+                    existing_hf,
+                    "your_huggingface_token_here",
+                    "your-huggingface-token-here",
+                    "hf_xxxxx",
+                )
+            )
+        else:
+            default_enable = prior_enabled
 
         try:
-            enable_service = Confirm.ask(f"  Setup {service_config['description']}?", default=default_enable)
+            enable_service = Confirm.ask(
+                f"  Setup {service_config['description']}?", default=default_enable
+            )
         except EOFError:
             console.print(f"Using default: {'Yes' if default_enable else 'No'}")
             enable_service = default_enable
@@ -165,213 +345,334 @@ def select_services(transcription_provider=None):
 
     return selected
 
-def cleanup_unselected_services(selected_services):
-    """Backup and remove .env files from services that weren't selected"""
-    
-    all_services = list(SERVICES['backend'].keys()) + list(SERVICES['extras'].keys())
-    
-    for service_name in all_services:
-        if service_name not in selected_services:
-            if service_name == 'advanced':
-                service_path = Path(SERVICES['backend'][service_name]['path'])
-            else:
-                service_path = Path(SERVICES['extras'][service_name]['path'])
-            
-            env_file = service_path / '.env'
-            if env_file.exists():
-                # Create backup with timestamp
-                timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
-                backup_file = service_path / f'.env.backup.{timestamp}.unselected'
-                env_file.rename(backup_file)
-                console.print(f"🧹 [dim]Backed up {service_name} configuration to {backup_file.name} (service not selected)[/dim]")
-
-def run_service_setup(service_name, selected_services, https_enabled=False, server_ip=None,
-                     obsidian_enabled=False, neo4j_password=None, hf_token=None,
-                     transcription_provider='deepgram', admin_email=None, admin_password=None,
-                     langfuse_public_key=None, langfuse_secret_key=None, langfuse_host=None,
-                     streaming_provider=None):
+
+def persist_enabled_services(selected_services):
+    """Write the enabled-services map to config.yml — the source of truth for the
+    lifecycle (services.py ``--all``).
+
+    Replaces the old approach of renaming an unselected service's ``.env`` away to
+    signal "disabled". Enabled/disabled is now declared explicitly in
+    config/config.yml ``services:``, decoupled from whether a ``.env`` exists, so a
+    stale or half-written ``.env`` never counts as "configured". Secrets in ``.env``
+    are left untouched.
+    """
+    # Lifecycle service names = services.py registry keys. The wizard calls the
+    # backend "advanced"; the lifecycle calls it "backend".
+    lifecycle_names = ["backend"] + list(SERVICES["extras"].keys())
+    wizard_to_lifecycle = {"advanced": "backend"}
+    selected_lifecycle = {wizard_to_lifecycle.get(s, s) for s in selected_services}
+
+    enabled = {name: (name in selected_lifecycle) for name in lifecycle_names}
+    ConfigManager().set_enabled_services(enabled)
+
+    on = ", ".join(name for name, is_on in enabled.items() if is_on)
+    console.print(f"🧩 [dim]Enabled services written to config.yml: {on}[/dim]")
+
+
+def run_service_setup(
+    service_name,
+    selected_services,
+    https_enabled=False,
+    server_ip=None,
+    hf_token=None,
+    transcription_provider="deepgram",
+    admin_email=None,
+    admin_password=None,
+    langfuse_public_key=None,
+    langfuse_secret_key=None,
+    langfuse_host=None,
+    langfuse_public_url=None,
+    streaming_provider=None,
+    llm_provider=None,
+    memory_provider=None,
+    hardware_profile=None,
+    live_segmentation="streaming_stt",
+    asr_url=None,
+    asr_discover=False,
+    llm_base_url=None,
+    llm_discover=False,
+    speaker_url=None,
+    speaker_discover=False,
+    tts_url=None,
+    tts_discover=False,
+):
     """Execute individual service setup script"""
-    if service_name == 'advanced':
-        service = SERVICES['backend'][service_name]
+    if service_name == "advanced":
+        service = SERVICES["backend"][service_name]
 
         # For advanced backend, pass URLs of other selected services and HTTPS config
-        cmd = service['cmd'].copy()
-        if 'speaker-recognition' in selected_services:
-            cmd.extend(['--speaker-service-url', 'http://speaker-service:8085'])
-        if 'asr-services' in selected_services:
-            cmd.extend(['--parakeet-asr-url', 'http://host.docker.internal:8767'])
+        cmd = service["cmd"].copy()
+        # Speaker Recognition URL: local service → compose DNS name; otherwise honor
+        # the wizard's source choice (remote endpoint, or discover on the Tailnet).
+        if "speaker-recognition" in selected_services:
+            cmd.extend(["--speaker-service-url", "http://speaker-service:8085"])
+        elif speaker_discover:
+            cmd.append("--speaker-discover")
+        elif speaker_url:
+            cmd.extend(["--speaker-service-url", speaker_url])
+
+        # TTS endpoint source (own/remote/Tailnet/discover).
+        if tts_discover:
+            cmd.append("--tts-discover")
+        elif tts_url:
+            cmd.extend(["--tts-url", tts_url])
+
+        # Legacy local-parakeet wiring — skipped when the wizard chose an ASR source
+        # (own/Tailnet/discover), which drives the URL via --asr-url/--asr-discover.
+        if "asr-services" in selected_services and not (asr_url or asr_discover):
+            cmd.extend(["--parakeet-asr-url", "host.docker.internal:8767"])
 
         # Pass transcription provider choice from wizard
         if transcription_provider:
-            cmd.extend(['--transcription-provider', transcription_provider])
+            cmd.extend(["--transcription-provider", transcription_provider])
+
+        # ASR source (where the offline provider runs): discover on the Tailnet,
+        # or pin an own/remote/picked URL. Overrides the local default above.
+        if asr_discover:
+            cmd.append("--asr-discover")
+        elif asr_url:
+            cmd.extend(["--asr-url", asr_url])
+
+        # LLM source for the Chronicle-managed llama.cpp endpoint.
+        if llm_discover:
+            cmd.append("--llm-discover")
+        elif llm_base_url:
+            cmd.extend(["--llm-base-url", llm_base_url])
 
         # Pass streaming provider (different from batch) for re-transcription setup
         if streaming_provider:
-            cmd.extend(['--streaming-provider', streaming_provider])
+            cmd.extend(["--streaming-provider", streaming_provider])
+
+        # Pass live-segmentation mode (windowed_batch when no streaming ASR)
+        if live_segmentation:
+            cmd.extend(["--live-segmentation", live_segmentation])
 
         # Add HTTPS configuration
         if https_enabled and server_ip:
-            cmd.extend(['--enable-https', '--server-ip', server_ip])
-
-        # Always pass Neo4j password (neo4j is a required service)
-        if neo4j_password:
-            cmd.extend(['--neo4j-password', neo4j_password])
+            cmd.extend(["--enable-https", "--server-ip", server_ip])
 
-        # Add Obsidian configuration
-        if obsidian_enabled:
-            cmd.extend(['--enable-obsidian'])
+        # Pass LLM provider choice
+        if llm_provider:
+            cmd.extend(["--llm-provider", llm_provider])
 
         # Pass LangFuse keys from langfuse init or external config
         if langfuse_public_key and langfuse_secret_key:
-            cmd.extend(['--langfuse-public-key', langfuse_public_key])
-            cmd.extend(['--langfuse-secret-key', langfuse_secret_key])
+            cmd.extend(["--langfuse-public-key", langfuse_public_key])
+            cmd.extend(["--langfuse-secret-key", langfuse_secret_key])
             if langfuse_host:
-                cmd.extend(['--langfuse-host', langfuse_host])
+                cmd.extend(["--langfuse-host", langfuse_host])
+            if langfuse_public_url:
+                cmd.extend(["--langfuse-public-url", langfuse_public_url])
 
     else:
-        service = SERVICES['extras'][service_name]
-        cmd = service['cmd'].copy()
-        
+        service = SERVICES["extras"][service_name]
+        cmd = service["cmd"].copy()
+
+        # Centralized HF token: every HuggingFace-backed service gets the same token
+        # (resolved once by setup_hf_token_if_needed / join_cluster) so its init.py
+        # writes it into that service's .env.
+        if service_name in HF_TOKEN_SERVICES and hf_token:
+            cmd.extend(["--hf-token", hf_token])
+
         # Add HTTPS configuration for services that support it
-        if service_name == 'speaker-recognition' and https_enabled and server_ip:
-            cmd.extend(['--enable-https', '--server-ip', server_ip])
+        if service_name == "speaker-recognition" and https_enabled and server_ip:
+            cmd.extend(["--enable-https", "--server-ip", server_ip])
 
-        # For speaker-recognition, pass HF_TOKEN from centralized configuration
-        if service_name == 'speaker-recognition':
+        # For speaker-recognition, pass remaining centralized configuration
+        if service_name == "speaker-recognition":
             # Define the speaker env path
-            speaker_env_path = 'extras/speaker-recognition/.env'
+            speaker_env_path = "extras/speaker-recognition/.env"
 
-            # HF Token should have been provided via setup_hf_token_if_needed()
-            if hf_token:
-                cmd.extend(['--hf-token', hf_token])
-            else:
-                console.print("[yellow][WARNING][/yellow] No HF_TOKEN provided - speaker recognition may fail to download models")
+            # Pass explicit hardware profile selection when provided by wizard
+            if hardware_profile == "strixhalo":
+                cmd.extend(["--pytorch-cuda-version", "strixhalo"])
+                cmd.extend(["--compute-mode", "gpu"])
+                console.print(
+                    "[blue][INFO][/blue] Using AMD Strix Halo profile for speaker recognition"
+                )
+
+            if not hf_token:
+                console.print(
+                    "[yellow][WARNING][/yellow] No HF_TOKEN provided - speaker recognition may fail to download models"
+                )
 
             # Pass Deepgram API key from backend if available
-            backend_env_path = 'backends/advanced/.env'
-            deepgram_key = read_env_value(backend_env_path, 'DEEPGRAM_API_KEY')
-            if deepgram_key and not is_placeholder(deepgram_key, 'your_deepgram_api_key_here', 'your-deepgram-api-key-here'):
-                cmd.extend(['--deepgram-api-key', deepgram_key])
-                console.print("[blue][INFO][/blue] Found existing DEEPGRAM_API_KEY from backend config, reusing")
+            backend_env_path = "backends/advanced/.env"
+            deepgram_key = read_env_value(backend_env_path, "DEEPGRAM_API_KEY")
+            if deepgram_key and not is_placeholder(
+                deepgram_key, "your_deepgram_api_key_here", "your-deepgram-api-key-here"
+            ):
+                cmd.extend(["--deepgram-api-key", deepgram_key])
+                console.print(
+                    "[blue][INFO][/blue] Found existing DEEPGRAM_API_KEY from backend config, reusing"
+                )
 
             # Pass compute mode from existing .env if available
-            compute_mode = read_env_value(speaker_env_path, 'COMPUTE_MODE')
-            if compute_mode in ['cpu', 'gpu']:
-                cmd.extend(['--compute-mode', compute_mode])
-                console.print(f"[blue][INFO][/blue] Found existing COMPUTE_MODE ({compute_mode}), reusing")
-        
+            compute_mode = read_env_value(speaker_env_path, "COMPUTE_MODE")
+            if hardware_profile != "strixhalo" and compute_mode in ["cpu", "gpu"]:
+                cmd.extend(["--compute-mode", compute_mode])
+                console.print(
+                    f"[blue][INFO][/blue] Found existing COMPUTE_MODE ({compute_mode}), reusing"
+                )
+
         # For asr-services, pass provider from wizard's transcription choice and reuse CUDA version
-        if service_name == 'asr-services':
+        if service_name == "asr-services":
             # Map wizard transcription provider to asr-services provider name
-            wizard_to_asr_provider = {
-                'vibevoice': 'vibevoice',
-                'parakeet': 'nemo',
-                'qwen3-asr': 'qwen3-asr',
-            }
-            asr_provider = wizard_to_asr_provider.get(transcription_provider)
+            if hardware_profile == "strixhalo":
+                wizard_to_asr_provider = {
+                    "vibevoice": "vibevoice-strixhalo",
+                    "parakeet": "nemo-strixhalo",
+                    "qwen3-asr": "qwen3-asr",
+                    "gemma4": "gemma4",
+                    "af-next": "af-next",
+                }
+            else:
+                wizard_to_asr_provider = {
+                    "vibevoice": "vibevoice",
+                    "parakeet": "nemo",
+                    "qwen3-asr": "qwen3-asr",
+                    "gemma4": "gemma4",
+                    "af-next": "af-next",
+                    "granite": "granite",
+                    "nemotron": "nemotron",
+                }
+            # Prefer the batch provider; fall back to the streaming provider when the
+            # batch one is cloud (no local container) but streaming is local — e.g.
+            # batch=deepgram + streaming=nemotron must still configure the nemotron
+            # container in asr-services.
+            asr_provider = wizard_to_asr_provider.get(
+                transcription_provider
+            ) or wizard_to_asr_provider.get(streaming_provider)
             if asr_provider:
-                cmd.extend(['--provider', asr_provider])
-                console.print(f"[blue][INFO][/blue] Pre-selecting ASR provider: {asr_provider} (from wizard choice: {transcription_provider})")
-
-            speaker_env_path = 'extras/speaker-recognition/.env'
-            cuda_version = read_env_value(speaker_env_path, 'PYTORCH_CUDA_VERSION')
-            if cuda_version and cuda_version in ['cu121', 'cu126', 'cu128']:
-                cmd.extend(['--pytorch-cuda-version', cuda_version])
-                console.print(f"[blue][INFO][/blue] Found existing PYTORCH_CUDA_VERSION ({cuda_version}) from speaker-recognition, reusing")
+                cmd.extend(["--provider", asr_provider])
+                console.print(
+                    f"[blue][INFO][/blue] Pre-selecting ASR provider: {asr_provider}"
+                )
+
+            speaker_env_path = "extras/speaker-recognition/.env"
+            cuda_version = read_env_value(speaker_env_path, "PYTORCH_CUDA_VERSION")
+            if hardware_profile == "strixhalo":
+                cmd.extend(["--pytorch-cuda-version", "strixhalo"])
+                console.print(
+                    "[blue][INFO][/blue] Using AMD Strix Halo profile for ASR services"
+                )
+            elif cuda_version and cuda_version in [
+                "cu126",
+                "cu128",
+                "strixhalo",
+            ]:
+                cmd.extend(["--pytorch-cuda-version", cuda_version])
+                console.print(
+                    f"[blue][INFO][/blue] Found existing PYTORCH_CUDA_VERSION ({cuda_version}) from speaker-recognition, reusing"
+                )
 
         # For langfuse, pass admin credentials from backend
-        if service_name == 'langfuse':
+        if service_name == "langfuse":
             if admin_email:
-                cmd.extend(['--admin-email', admin_email])
+                cmd.extend(["--admin-email", admin_email])
             if admin_password:
-                cmd.extend(['--admin-password', admin_password])
-
-        # For openmemory-mcp, try to pass OpenAI API key from backend if available
-        if service_name == 'openmemory-mcp':
-            backend_env_path = 'backends/advanced/.env'
-            openai_key = read_env_value(backend_env_path, 'OPENAI_API_KEY')
-            if openai_key and not is_placeholder(openai_key, 'your_openai_api_key_here', 'your-openai-api-key-here', 'your_openai_key_here', 'your-openai-key-here'):
-                cmd.extend(['--openai-api-key', openai_key])
-                console.print("[blue][INFO][/blue] Found existing OPENAI_API_KEY from backend config, reusing")
-    
+                cmd.extend(["--admin-password", admin_password])
+            if langfuse_public_url:
+                cmd.extend(["--public-url", langfuse_public_url])
+
     console.print(f"\n🔧 [bold]Setting up {service_name}...[/bold]")
-    
+
     # Check if service exists before running
     exists, msg = check_service_exists(service_name, service)
     if not exists:
         console.print(f"❌ {service_name} setup failed: {msg}")
         return False
-    
+
     try:
         result = subprocess.run(
-            cmd, 
-            cwd=service['path'],
+            cmd,
+            cwd=service["path"],
             check=True,
-            timeout=300  # 5 minute timeout for service setup
+            timeout=300,  # 5 minute timeout for service setup
         )
-        
+
         console.print(f"✅ {service_name} setup completed")
         return True
-            
+
     except FileNotFoundError as e:
         console.print(f"❌ {service_name} setup failed: {e}")
-        console.print(f"[yellow]   Check that the service directory exists: {service['path']}[/yellow]")
-        console.print(f"[yellow]   And that 'uv' is installed and on your PATH[/yellow]")
+        console.print(
+            f"[yellow]   Check that the service directory exists: {service['path']}[/yellow]"
+        )
+        console.print(
+            f"[yellow]   And that 'uv' is installed and on your PATH[/yellow]"
+        )
         return False
     except subprocess.TimeoutExpired as e:
         console.print(f"❌ {service_name} setup timed out after {e.timeout}s")
         console.print(f"[yellow]   Configuration may be partially written.[/yellow]")
         console.print(f"[yellow]   To retry just this service:[/yellow]")
-        console.print(f"[yellow]   cd {service['path']} && {' '.join(service['cmd'])}[/yellow]")
+        console.print(
+            f"[yellow]   cd {service['path']} && {' '.join(service['cmd'])}[/yellow]"
+        )
         return False
     except subprocess.CalledProcessError as e:
         console.print(f"❌ {service_name} setup failed with exit code {e.returncode}")
         console.print(f"[yellow]   Check the error output above for details.[/yellow]")
         console.print(f"[yellow]   To retry just this service:[/yellow]")
-        console.print(f"[yellow]   cd {service['path']} && {' '.join(service['cmd'])}[/yellow]")
+        console.print(
+            f"[yellow]   cd {service['path']} && {' '.join(service['cmd'])}[/yellow]"
+        )
         return False
     except Exception as e:
         console.print(f"❌ {service_name} setup failed: {e}")
         return False
 
+
 def show_service_status():
     """Show which services are available"""
     console.print("\n📋 [bold]Service Status:[/bold]")
-    
+
     # Check backend
-    exists, msg = check_service_exists('advanced', SERVICES['backend']['advanced'])
+    exists, msg = check_service_exists("advanced", SERVICES["backend"]["advanced"])
     status = "✅" if exists else "❌"
     console.print(f"  {status} Advanced Backend - {msg}")
-    
+
     # Check extras
-    for service_name, service_config in SERVICES['extras'].items():
+    for service_name, service_config in SERVICES["extras"].items():
         exists, msg = check_service_exists(service_name, service_config)
         status = "✅" if exists else "⏸️"
         console.print(f"  {status} {service_config['description']} - {msg}")
 
+
 def run_plugin_setup(plugin_id, plugin_info):
     """Run a plugin's setup.py script"""
-    setup_path = plugin_info['setup_path']
+    setup_path = plugin_info["setup_path"]
 
     try:
         # Run plugin setup script interactively (don't capture output)
         # This allows the plugin to prompt for user input
         result = subprocess.run(
-            ['uv', 'run', '--with-requirements', 'setup-requirements.txt', 'python', str(setup_path)],
-            cwd=str(Path.cwd())
+            [
+                "uv",
+                "run",
+                "--with-requirements",
+                "setup-requirements.txt",
+                "python",
+                str(setup_path),
+            ],
+            cwd=str(Path.cwd()),
         )
 
         if result.returncode == 0:
             console.print(f"\n[green]✅ {plugin_id} configured successfully[/green]")
             return True
         else:
-            console.print(f"\n[red]❌ {plugin_id} setup failed with exit code {result.returncode}[/red]")
+            console.print(
+                f"\n[red]❌ {plugin_id} setup failed with exit code {result.returncode}[/red]"
+            )
             return False
 
     except Exception as e:
         console.print(f"[red]❌ Error running {plugin_id} setup: {e}[/red]")
         return False
 
+
 def setup_plugins():
     """Discover and setup plugins via delegation"""
     console.print("\n🔌 [bold cyan]Plugin Configuration[/bold cyan]")
@@ -386,10 +687,7 @@ def setup_plugins():
 
     # Ask about enabling community plugins
     try:
-        enable_plugins = Confirm.ask(
-            "Enable community plugins?",
-            default=True
-        )
+        enable_plugins = Confirm.ask("Enable community plugins?", default=True)
     except EOFError:
         console.print("Using default: Yes")
         enable_plugins = True
@@ -401,16 +699,15 @@ def setup_plugins():
     # For each plugin with setup script
     configured_count = 0
     for plugin_id, plugin_info in available_plugins.items():
-        if not plugin_info['has_setup']:
-            console.print(f"[dim]  {plugin_id}: No setup wizard available (configure manually)[/dim]")
+        if not plugin_info["has_setup"]:
+            console.print(
+                f"[dim]  {plugin_id}: No setup wizard available (configure manually)[/dim]"
+            )
             continue
 
         # Ask if user wants to configure this plugin
         try:
-            configure = Confirm.ask(
-                f"  Configure {plugin_id} plugin?",
-                default=False
-            )
+            configure = Confirm.ask(f"  Configure {plugin_id} plugin?", default=False)
         except EOFError:
             configure = False
 
@@ -423,38 +720,92 @@ def setup_plugins():
 
     console.print(f"\n[green]✅ Configured {configured_count} plugin(s)[/green]")
 
+
 def setup_git_hooks():
     """Setup pre-commit hooks for development"""
     console.print("\n🔧 [bold]Setting up development environment...[/bold]")
 
+    # Check if git is available
+    if not shutil.which("git"):
+        console.print(
+            "⚠️  [yellow]git not found, skipping git hooks setup (optional)[/yellow]"
+        )
+        return
+
     try:
-        # Install pre-commit if not already installed
-        subprocess.run(['pip', 'install', 'pre-commit'],
-                      stdout=subprocess.DEVNULL,
-                      stderr=subprocess.DEVNULL,
-                      check=False)
+        # Install pre-commit via uv tool (uv is our package manager)
+        subprocess.run(
+            ["uv", "tool", "install", "pre-commit"],
+            stdout=subprocess.DEVNULL,
+            stderr=subprocess.DEVNULL,
+            check=False,
+        )
 
         # Install git hooks
-        result = subprocess.run(['pre-commit', 'install', '--hook-type', 'pre-push'],
-                              capture_output=True,
-                              text=True)
+        result = subprocess.run(
+            ["pre-commit", "install", "--hook-type", "pre-push"],
+            capture_output=True,
+            text=True,
+        )
 
         if result.returncode == 0:
-            console.print("✅ [green]Git hooks installed (tests will run before push)[/green]")
+            console.print(
+                "✅ [green]Git hooks installed (tests will run before push)[/green]"
+            )
         else:
             console.print("⚠️  [yellow]Could not install git hooks (optional)[/yellow]")
 
         # Also install pre-commit hook
-        subprocess.run(['pre-commit', 'install', '--hook-type', 'pre-commit'],
-                      stdout=subprocess.DEVNULL,
-                      stderr=subprocess.DEVNULL,
-                      check=False)
+        subprocess.run(
+            ["pre-commit", "install", "--hook-type", "pre-commit"],
+            stdout=subprocess.DEVNULL,
+            stderr=subprocess.DEVNULL,
+            check=False,
+        )
 
     except Exception as e:
         console.print(f"⚠️  [yellow]Could not setup git hooks: {e} (optional)[/yellow]")
 
+
+def _existing_hf_token():
+    """Existing HF token, sourced like other shared secrets: backend .env first
+    (the canonical hub on a main machine), then the repo-root .env (the per-node
+    store for backend-less join nodes), then the legacy speaker-recognition .env.
+    """
+    for path in (
+        "backends/advanced/.env",
+        ROOT_ENV_PATH,
+        "extras/speaker-recognition/.env",
+    ):
+        value = read_env_value(path, "HF_TOKEN")
+        if value and not is_placeholder(
+            value,
+            "your_huggingface_token_here",
+            "your-huggingface-token-here",
+            "hf_xxxxx",
+        ):
+            return value
+    return None
+
+
+def _persist_hf_token(hf_token):
+    """Write the resolved token to the canonical store: backend .env if it exists
+    (main machine), else the repo-root .env (backend-less join node). Both are
+    gitignored. Each service's init.py reads from the same locations.
+    """
+    backend_env = Path("backends/advanced/.env")
+    target = str(backend_env) if backend_env.exists() else ROOT_ENV_PATH
+    Path(target).touch(mode=0o600, exist_ok=True)
+    set_key(target, "HF_TOKEN", hf_token, quote_mode="never")
+    return target
+
+
 def setup_hf_token_if_needed(selected_services):
-    """Prompt for Hugging Face token if needed by selected services.
+    """Prompt once for a shared Hugging Face token if any selected service needs it.
+
+    Sources/stores it like other shared secrets (backend .env, falling back to the
+    repo-root .env for join nodes) and returns it so run_service_setup can pass it to
+    each service's init.py.
 
     Args:
         selected_services: List of service names selected by user
@@ -462,76 +813,288 @@ def setup_hf_token_if_needed(selected_services):
     Returns:
         HF_TOKEN string if provided, None otherwise
     """
-    # Check if any selected services need HF_TOKEN
-    needs_hf_token = 'speaker-recognition' in selected_services
-
-    if not needs_hf_token:
+    needing = [s for s in selected_services if s in HF_TOKEN_SERVICES]
+    if not needing:
         return None
 
     console.print("\n🤗 [bold cyan]Hugging Face Token Configuration[/bold cyan]")
-    console.print("Required for speaker recognition (PyAnnote models)")
-    console.print("\n[blue][INFO][/blue] Get your token from: https://huggingface.co/settings/tokens")
-    console.print()
-    console.print("[yellow]⚠️  You must also accept the model agreements for these gated models:[/yellow]")
-    console.print("   1. [cyan]Speaker Diarization[/cyan]")
-    console.print("      https://huggingface.co/pyannote/speaker-diarization-community-1")
-    console.print("   2. [cyan]Segmentation Model[/cyan]")
-    console.print("      https://huggingface.co/pyannote/segmentation-3.0")
-    console.print("   3. [cyan]Segmentation Model[/cyan]")
-    console.print("      https://huggingface.co/pyannote/segmentation-3.1")
-    console.print("   4. [cyan]Embedding Model[/cyan]")
-    console.print("      https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM")
-    console.print()
-    console.print("[yellow]→[/yellow] Open each link and click 'Agree and access repository'")
-    console.print("[yellow]→[/yellow] Use the same Hugging Face account as your token")
-    console.print()
+    console.print(
+        "Used by HuggingFace-backed services ([cyan]"
+        + ", ".join(needing)
+        + "[/cyan]) — unlocks gated models and avoids download rate-limits."
+    )
+    console.print(
+        "\n[blue][INFO][/blue] Get your token from: https://huggingface.co/settings/tokens"
+    )
 
-    # Check for existing token from speaker-recognition service
-    speaker_env_path = 'extras/speaker-recognition/.env'
-    existing_token = read_env_value(speaker_env_path, 'HF_TOKEN')
+    # The pyannote models are gated and need explicit per-model agreement; only show
+    # this when speaker-recognition is among the selected services.
+    if "speaker-recognition" in needing:
+        console.print()
+        console.print(
+            "[yellow]⚠️  Speaker recognition also needs you to accept these gated model agreements:[/yellow]"
+        )
+        console.print("   1. [cyan]Speaker Diarization[/cyan]")
+        console.print(
+            "      https://huggingface.co/pyannote/speaker-diarization-community-1"
+        )
+        console.print("   2. [cyan]Segmentation Model[/cyan]")
+        console.print("      https://huggingface.co/pyannote/segmentation-3.0")
+        console.print("   3. [cyan]Segmentation Model[/cyan]")
+        console.print("      https://huggingface.co/pyannote/segmentation-3.1")
+        console.print("   4. [cyan]Embedding Model[/cyan]")
+        console.print(
+            "      https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM"
+        )
+        console.print()
+        console.print(
+            "[yellow]→[/yellow] Open each link and click 'Agree and access repository'"
+        )
+        console.print(
+            "[yellow]→[/yellow] Use the same Hugging Face account as your token"
+        )
+    console.print()
 
-    # Use the masked prompt function
     hf_token = prompt_with_existing_masked(
         prompt_text="Hugging Face Token",
-        existing_value=existing_token,
-        placeholders=['your_huggingface_token_here', 'your-huggingface-token-here', 'hf_xxxxx'],
+        existing_value=_existing_hf_token(),
+        placeholders=[
+            "your_huggingface_token_here",
+            "your-huggingface-token-here",
+            "hf_xxxxx",
+        ],
         is_password=True,
-        default=""
+        default="",
     )
 
     if hf_token:
-        masked = mask_value(hf_token)
-        console.print(f"[green]✅ HF_TOKEN configured: {masked}[/green]\n")
+        target = _persist_hf_token(hf_token)
+        console.print(
+            f"[green]✅ HF_TOKEN configured: {mask_value(hf_token)}[/green] "
+            f"[dim](saved to {target})[/dim]\n"
+        )
         return hf_token
     else:
-        console.print("[yellow]⚠️  No HF_TOKEN provided - speaker recognition may fail[/yellow]\n")
+        console.print(
+            "[yellow]⚠️  No HF_TOKEN provided — gated/large HuggingFace models may fail to download[/yellow]\n"
+        )
         return None
 
-def setup_config_file():
-    """Setup config/config.yml from template if it doesn't exist"""
-    config_file = Path("config/config.yml")
-    config_template = Path("config/config.yml.template")
-
-    if not config_file.exists():
-        if config_template.exists():
-            # Ensure config/ directory exists
-            config_file.parent.mkdir(parents=True, exist_ok=True)
-            shutil.copy(config_template, config_file)
-            console.print("✅ [green]Created config/config.yml from template[/green]")
-        else:
-            console.print("⚠️  [yellow]config/config.yml.template not found, skipping config setup[/yellow]")
-    else:
-        console.print("ℹ️  [blue]config/config.yml already exists, keeping existing configuration[/blue]")
 
 # Providers that support real-time streaming
-STREAMING_CAPABLE = {"deepgram", "smallest", "qwen3-asr"}
+STREAMING_CAPABLE = {"deepgram", "smallest", "qwen3-asr", "gemma4", "nemotron"}
+
+# STT providers that can also serve as LLM (unified multimodal models)
+UNIFIED_CAPABLE_STT = {"gemma4"}
+
+
+def _scan_tailnet_services(discovery_name: str) -> list:
+    """Advertised instances of a chronicle-* service on the Tailnet as [{host, url}].
+
+    Empty when Tailscale/minidisc is unavailable or nothing is advertised.
+    """
+    try:
+        found = []
+        for svc in discovery.list_all_services() or []:
+            if svc.get("name") != discovery_name:
+                continue
+            addr, port = svc.get("address"), svc.get("port")
+            host = (svc.get("labels") or {}).get("host", addr)
+            if addr and port:
+                found.append({"host": host, "url": f"http://{addr}:{port}"})
+        return found
+    except Exception:
+        return []
+
+
+def _infer_source_mode(current):
+    """Infer a prior source mode from an existing URL value (for press-Enter defaults).
+
+    ``None`` = not configured before; ``""`` = was set empty (discover/later); a local
+    host → local; a Tailscale address → tailnet; anything else → own.
+    """
+    if current is None:
+        return None
+    if current == "":
+        return "later"
+    low = current.lower()
+    if any(
+        h in low
+        for h in (
+            "host.docker.internal",
+            "localhost",
+            "127.0.0.1",
+            "172.17.0.1",
+            "speaker-service",
+        )
+    ):
+        return "local"
+    if ".ts.net" in low or any(
+        low.split("://")[-1].startswith(p) for p in ("100.", "fd7a:")
+    ):
+        return "tailnet"
+    return "own"
+
+
+def select_service_source(
+    label: str,
+    discovery_name: str,
+    allow_later: bool = True,
+    allow_local: bool = True,
+    current: str = None,
+):
+    """Ask WHERE a remote-capable service runs (hub default), returning a source dict.
+
+    Returns one of:
+      {"mode": "local"}                       — run it on this hub (caller's default flow)
+      {"mode": "own",     "url": "<url>"}     — an existing/external endpoint
+      {"mode": "tailnet", "url": "<url>"}     — pin a node advertised on the Tailnet now
+      {"mode": "later"}                       — leave unset; backend discovers it at runtime
+
+    ``allow_local=False`` drops the on-this-hub option (used when the service was
+    already declined for local setup), defaulting to discover-later. ``current`` is the
+    previously-configured URL ('' = was discover) used to default the menu + prefill, so
+    a re-run is press-Enter-through.
+    """
+    console.print(f"\n🛰️  [bold cyan]{label} — where does it run?[/bold cyan]")
+    # Stable choice keys regardless of which options are shown.
+    options: dict[str, tuple[str, str]] = {}
+    if allow_local:
+        options["1"] = ("local", "On this hub (run it here)")
+    options["2"] = ("own", "My own / external endpoint (enter a URL)")
+    options["3"] = ("tailnet", "Pick a node advertised on the Tailnet now")
+    if allow_later:
+        options["4"] = (
+            "later",
+            "Configure from the Tailnet later (auto-discover at runtime)",
+        )
+    for k, (_mode, desc) in options.items():
+        console.print(f"  {k}) {desc}")
+
+    default_choice = "1" if allow_local else ("4" if allow_later else "2")
+    # Default to the previously-configured source so a re-run is press-Enter-through.
+    prior_mode = _infer_source_mode(current)
+    mode_to_key = {m: k for k, (m, _d) in options.items()}
+    if prior_mode in mode_to_key:
+        default_choice = mode_to_key[prior_mode]
+        console.print(f"[dim]  (previously: {prior_mode})[/dim]")
+
+    # No-op fallback when a sub-step is abandoned: prefer local, else discover-later.
+    _fallback = {"mode": "local"} if allow_local else {"mode": "later"}
+    try:
+        choice = Prompt.ask("Enter choice", default=default_choice)
+    except EOFError:
+        choice = default_choice
+    if choice not in options:
+        choice = default_choice
+
+    if choice == "2":
+        own_default = current if _infer_source_mode(current) == "own" else ""
+        try:
+            url = Prompt.ask(
+                f"{label} endpoint URL (e.g. http://host:8767)", default=own_default
+            ).strip()
+        except EOFError:
+            url = own_default
+        if url:
+            return {"mode": "own", "url": url}
+        console.print("[yellow]No URL entered — falling back.[/yellow]")
+        return _fallback
+
+    if choice == "3":
+        found = _scan_tailnet_services(discovery_name)
+        if not found:
+            console.print(
+                f"[yellow]No '{discovery_name}' advertised on the Tailnet.[/yellow] "
+                + (
+                    "Falling back to 'configure later'."
+                    if allow_later
+                    else "Using fallback."
+                )
+            )
+            return {"mode": "later"} if allow_later else _fallback
+        console.print(f"[green]Found {len(found)} on the Tailnet:[/green]")
+        for i, a in enumerate(found, 1):
+            console.print(f"  {i}) {a['host']} — {a['url']}")
+        # Pre-select the previously-pinned node if it's still advertised.
+        default_pick = "1"
+        if current:
+            base = current.rstrip("/").removesuffix("/v1")
+            for i, a in enumerate(found, 1):
+                if a["url"].rstrip("/") == base:
+                    default_pick = str(i)
+                    break
+        try:
+            pick = Prompt.ask("Pick one", default=default_pick)
+            idx = int(pick) - 1
+        except (EOFError, ValueError):
+            idx = int(default_pick) - 1
+        if 0 <= idx < len(found):
+            console.print(f"[green]✅[/green] Using {found[idx]['url']}")
+            return {"mode": "tailnet", "url": found[idx]["url"]}
+        return {"mode": "later"} if allow_later else _fallback
+
+    if choice == "4" and allow_later:
+        console.print(
+            "[green]✅[/green] Will auto-discover on the Tailnet at runtime (no URL pinned)"
+        )
+        return {"mode": "later"}
+
+    return _fallback
 
 
-def select_transcription_provider():
-    """Ask user which transcription provider they want (batch/primary)."""
+def select_transcription_provider(
+    config_yml: dict = None, default_provider: str = None
+):
+    """Ask user which transcription (batch/high-quality) provider they want.
+
+    ``default_provider`` (the streaming provider chosen first) pre-selects the
+    matching batch option when that provider can also do batch — the user can still
+    pick a different provider for higher-quality batch transcription.
+    """
+    config_yml = config_yml or {}
+    existing_provider = get_existing_stt_provider(config_yml)
+
+    provider_to_choice = {
+        "deepgram": "1",
+        "parakeet": "2",
+        "vibevoice": "3",
+        "qwen3-asr": "4",
+        "smallest": "5",
+        "gemma4": "6",
+        "af-next": "7",
+        "granite": "8",
+        "none": "9",
+    }
+    choice_to_provider = {v: k for k, v in provider_to_choice.items()}
+
+    # Prefer the streaming provider (it can also do batch), else existing config.
+    preferred = default_provider if default_provider in provider_to_choice else None
+    default_choice = provider_to_choice.get(preferred or existing_provider, "1")
+
     console.print("\n🎤 [bold cyan]Transcription Provider[/bold cyan]")
-    console.print("Choose your speech-to-text provider (used for [bold]batch[/bold]/high-quality transcription):")
-    console.print("[dim]If it also supports streaming, it will be used for real-time too by default.[/dim]")
+    console.print(
+        "Choose your speech-to-text provider for [bold]batch[/bold]/high-quality transcription:"
+    )
+    if preferred:
+        console.print(
+            f"[dim]Defaulting to {preferred} (your streaming choice — it does batch too). "
+            f"Pick another for a different/higher-quality batch engine.[/dim]"
+        )
+    elif existing_provider:
+        provider_labels = {
+            "deepgram": "Deepgram",
+            "parakeet": "Parakeet ASR",
+            "vibevoice": "VibeVoice ASR",
+            "qwen3-asr": "Qwen3-ASR",
+            "smallest": "Smallest.ai Pulse",
+            "gemma4": "Gemma 4",
+            "af-next": "Audio Flamingo Next",
+            "granite": "Granite Speech",
+        }
+        console.print(
+            f"[blue][INFO][/blue] Current: {provider_labels.get(existing_provider, existing_provider)}"
+        )
     console.print()
 
     choices = {
@@ -540,96 +1103,159 @@ def select_transcription_provider():
         "3": "VibeVoice ASR (offline, batch only, built-in diarization, GPU)",
         "4": "Qwen3-ASR (offline, streaming + batch, 52 languages, GPU)",
         "5": "Smallest.ai Pulse (cloud, streaming + batch)",
-        "6": "None (skip transcription setup)"
+        "6": "Gemma 4 (offline, streaming + batch, prompt-based diarization, MTP, GPU)",
+        "7": "Audio Flamingo Next (offline, batch, timestamped diarization, GPU; noncommercial license)",
+        "8": "IBM Granite Speech (offline, batch, LLM-backbone, en/fr/de/es/pt, GPU)",
+        "9": "None (skip transcription setup)",
     }
 
     for key, desc in choices.items():
-        console.print(f"  {key}) {desc}")
+        marker = " [dim](default)[/dim]" if key == default_choice else ""
+        console.print(f"  {key}) {desc}{marker}")
     console.print()
 
     while True:
         try:
-            choice = Prompt.ask("Enter choice", default="1")
+            choice = Prompt.ask("Enter choice", default=default_choice)
             if choice in choices:
-                if choice == "1":
-                    return "deepgram"
-                elif choice == "2":
-                    return "parakeet"
-                elif choice == "3":
-                    return "vibevoice"
-                elif choice == "4":
-                    return "qwen3-asr"
-                elif choice == "5":
-                    return "smallest"
-                elif choice == "6":
-                    return "none"
-            console.print(f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]")
+                return choice_to_provider[choice]
+            console.print(
+                f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+            )
         except EOFError:
-            console.print("Using default: Deepgram")
-            return "deepgram"
+            console.print(f"Using default: {choices.get(default_choice, 'Deepgram')}")
+            return choice_to_provider.get(default_choice, "deepgram")
 
 
-def select_streaming_provider(batch_provider):
-    """Ask if user wants a different provider for real-time streaming.
+def select_streaming_provider(config_yml: dict = None):
+    """Ask which real-time streaming provider to use (or skip).
 
-    If the batch provider supports streaming, offer to use the same (saves a step).
-    If it's batch-only, the user must pick a streaming provider or skip.
+    Asked BEFORE the batch provider so a streaming-capable choice can default the
+    batch selection — the common case is one provider doing both, but the user can
+    still pick a different (e.g. higher-quality) batch engine next.
 
     Returns:
-        Streaming provider name if different from batch, or None (same / skipped).
+        Streaming provider name, or None if streaming is skipped.
     """
-    if batch_provider in ("none", None):
-        return None
-
-    if batch_provider in STREAMING_CAPABLE:
-        # Batch provider can already stream — just confirm
-        console.print(f"\n🔊 [bold cyan]Streaming[/bold cyan]")
-        console.print(f"{batch_provider} supports both batch and streaming.")
-        try:
-            use_different = Confirm.ask("Use a different provider for real-time streaming?", default=False)
-        except EOFError:
-            return None
-        if not use_different:
-            return None
-    else:
-        # Batch-only provider — need to pick a streaming provider
-        console.print(f"\n🔊 [bold cyan]Streaming[/bold cyan]")
-        console.print(f"{batch_provider} is batch-only. Pick a streaming provider for real-time transcription:")
+    config_yml = config_yml or {}
+    existing_stream = get_existing_stream_provider(config_yml)
 
-    # Show streaming-capable providers (excluding the batch provider)
-    streaming_choices = {}
-    provider_map = {}
-    idx = 1
+    console.print("\n🔊 [bold cyan]Real-time Streaming Transcription[/bold cyan]")
+    console.print(
+        "Choose a provider for [bold]real-time[/bold] (live) transcription. "
+        "You'll pick the batch/high-quality provider next."
+    )
+    console.print(
+        "[dim]A provider that also does batch will be offered as the batch default too.[/dim]"
+    )
+    console.print()
 
-    for name, desc in [
+    options = [
         ("deepgram", "Deepgram (cloud, streaming)"),
         ("smallest", "Smallest.ai Pulse (cloud, streaming)"),
-        ("qwen3-asr", "Qwen3-ASR (offline, streaming)"),
-    ]:
-        if name != batch_provider:
-            streaming_choices[str(idx)] = desc
-            provider_map[str(idx)] = name
-            idx += 1
-
-    skip_key = str(idx)
+        ("qwen3-asr", "Qwen3-ASR (offline, streaming, GPU)"),
+        (
+            "gemma4",
+            "Gemma 4 (offline, streaming-ish, prompt-based diarization, MTP, GPU)",
+        ),
+        (
+            "nemotron",
+            "Nemotron 3.5 (offline, true cache-aware streaming ~100ms, GPU)",
+        ),
+    ]
+    streaming_choices = {}
+    provider_map = {}
+    for idx, (name, desc) in enumerate(options, start=1):
+        streaming_choices[str(idx)] = desc
+        provider_map[str(idx)] = name
+    skip_key = str(len(options) + 1)
     streaming_choices[skip_key] = "Skip (no real-time streaming)"
     provider_map[skip_key] = None
 
+    # Default to the previously-configured streaming provider, else skip.
+    default_stream_choice = skip_key
+    for k, v in provider_map.items():
+        if v and v == existing_stream:
+            default_stream_choice = k
+            break
+
     for key, desc in streaming_choices.items():
-        console.print(f"  {key}) {desc}")
+        marker = " [dim](current)[/dim]" if key == default_stream_choice else ""
+        console.print(f"  {key}) {desc}{marker}")
     console.print()
 
     while True:
         try:
-            choice = Prompt.ask("Enter choice", default="1")
+            choice = Prompt.ask("Enter choice", default=default_stream_choice)
             if choice in streaming_choices:
                 result = provider_map[choice]
                 if result:
-                    console.print(f"[green]✅[/green] Streaming: {result}, Batch: {batch_provider}")
+                    console.print(f"[green]✅[/green] Streaming: {result}")
+                else:
+                    console.print("[blue][INFO][/blue] No real-time streaming")
                 return result
-            console.print(f"[red]Invalid choice. Please select from {list(streaming_choices.keys())}[/red]")
+            console.print(
+                f"[red]Invalid choice. Please select from {list(streaming_choices.keys())}[/red]"
+            )
         except EOFError:
-            return None
+            return provider_map.get(default_stream_choice)
+
+
+def select_live_segmentation(batch_provider):
+    """When there's no streaming ASR, offer windowed-batch live transcription.
+
+    Without a streaming ASR, a continuously-streaming source is only transcribed when
+    it disconnects (24h+ for always-on sources). Windowed batch transcribes fixed
+    ~30s windows so conversations are created incrementally as audio streams in.
+
+    Returns:
+        "windowed_batch" or "streaming_stt".
+    """
+    console.print(
+        "\n🪟 [bold cyan]Live transcription without streaming ASR[/bold cyan]"
+    )
+    console.print(
+        f"{batch_provider} is batch-only and you skipped streaming. Without live "
+        "transcription, a continuously-streaming source is only transcribed when it "
+        "disconnects."
+    )
+    try:
+        enable = Confirm.ask(
+            "Enable windowed batch transcription (transcribe ~every 30s as audio streams in)?",
+            default=True,
+        )
+    except EOFError:
+        return "streaming_stt"
+
+    if enable:
+        console.print("[green]✅[/green] Live segmentation: windowed_batch")
+        return "windowed_batch"
+    return "streaming_stt"
+
+
+def derive_langfuse_public_url(
+    langfuse_mode, langfuse_external, server_ip, https_enabled
+):
+    """Derive the browser-accessible LangFuse URL used for dashboard deep-links.
+
+    This becomes ``observability.langfuse.public_url`` in config.yml, which the
+    backend serves to the web UI for Langfuse trace/session links.
+
+    - external mode: the host the user entered is already browser-accessible.
+    - local mode with Chronicle HTTPS: Caddy serves the bundled instance on 3443.
+    - local mode without HTTPS: fall back to the directly-published HTTP port 3002.
+      In both cases use the selected/detected Tailscale name when available.
+    """
+    if langfuse_mode == "external":
+        return langfuse_external.get("host")
+
+    host = server_ip
+    if not host:
+        ts_dns, ts_ip = detect_tailscale_info()
+        host = ts_dns or ts_ip or "localhost"
+    scheme = "https" if https_enabled else "http"
+    port = "3443" if https_enabled else "3002"
+    return f"{scheme}://{host}:{port}"
 
 
 def setup_langfuse_choice():
@@ -648,31 +1274,36 @@ def setup_langfuse_choice():
     console.print()
 
     try:
-        has_existing = Confirm.ask("Use an existing external LangFuse instance instead of local?", default=False)
+        has_existing = Confirm.ask(
+            "Use an existing external LangFuse instance instead of local?",
+            default=False,
+        )
     except EOFError:
         console.print("Using default: No (will set up locally)")
         has_existing = False
 
     if not has_existing:
         # Check if the local langfuse directory exists
-        exists, msg = check_service_exists('langfuse', SERVICES['extras']['langfuse'])
+        exists, msg = check_service_exists("langfuse", SERVICES["extras"]["langfuse"])
         if exists:
             console.print("[green]✅[/green] Will set up local LangFuse instance")
-            return 'local', {}
+            return "local", {}
         else:
             console.print(f"[yellow]⚠️  Local LangFuse not available: {msg}[/yellow]")
-            console.print("[yellow]   Will proceed without LangFuse — add it later when available[/yellow]")
-            return 'local', {}
+            console.print(
+                "[yellow]   Will proceed without LangFuse — add it later when available[/yellow]"
+            )
+            return "local", {}
 
     # External LangFuse — collect connection details
     console.print()
     console.print("[bold]Enter your external LangFuse connection details:[/bold]")
 
-    backend_env_path = 'backends/advanced/.env'
+    backend_env_path = "backends/advanced/.env"
 
-    existing_host = read_env_value(backend_env_path, 'LANGFUSE_HOST')
+    existing_host = read_env_value(backend_env_path, "LANGFUSE_HOST")
     # Don't treat the local docker host as an existing external value
-    if existing_host and 'langfuse-web' in existing_host:
+    if existing_host and "langfuse-web" in existing_host:
         existing_host = None
 
     host = prompt_with_existing_masked(
@@ -680,48 +1311,581 @@ def setup_langfuse_choice():
         existing_value=existing_host,
         placeholders=[""],
         is_password=False,
-        default="https://cloud.langfuse.com"
+        default="https://cloud.langfuse.com",
     )
 
-    existing_pub = read_env_value(backend_env_path, 'LANGFUSE_PUBLIC_KEY')
+    existing_pub = read_env_value(backend_env_path, "LANGFUSE_PUBLIC_KEY")
     public_key = prompt_with_existing_masked(
         prompt_text="LangFuse public key",
         existing_value=existing_pub,
         placeholders=[""],
         is_password=False,
-        default=""
+        default="",
     )
 
-    existing_sec = read_env_value(backend_env_path, 'LANGFUSE_SECRET_KEY')
+    existing_sec = read_env_value(backend_env_path, "LANGFUSE_SECRET_KEY")
     secret_key = prompt_with_existing_masked(
         prompt_text="LangFuse secret key",
         existing_value=existing_sec,
         placeholders=[""],
         is_password=True,
-        default=""
+        default="",
     )
 
     if not (host and public_key and secret_key):
-        console.print("[yellow]⚠️  Incomplete LangFuse configuration — skipping[/yellow]")
+        console.print(
+            "[yellow]⚠️  Incomplete LangFuse configuration — skipping[/yellow]"
+        )
         return None, {}
 
     console.print(f"[green]✅[/green] External LangFuse configured: {host}")
-    return 'external', {
-        'host': host,
-        'public_key': public_key,
-        'secret_key': secret_key,
+    return "external", {
+        "host": host,
+        "public_key": public_key,
+        "secret_key": secret_key,
+    }
+
+
+def select_hardware_profile(
+    selected_services, transcription_provider, streaming_provider
+):
+    """Select hardware profile for GPU-backed optional services.
+
+    Returns:
+        "strixhalo" for AMD Strix Halo profile, otherwise None.
+    """
+    strix_capable_providers = {"parakeet", "vibevoice"}
+    needs_hardware_choice = (
+        "speaker-recognition" in selected_services
+        or transcription_provider in strix_capable_providers
+        or streaming_provider in strix_capable_providers
+    )
+
+    if not needs_hardware_choice:
+        return None
+
+    console.print("\n🧠 [bold cyan]Hardware Profile[/bold cyan]")
+    console.print(
+        "Choose target hardware for GPU services (speaker recognition and offline ASR):"
+    )
+    choices = {
+        "1": "Standard (CPU/NVIDIA CUDA)",
+        "2": "AMD Strix Halo (ROCm, gfx1151 / Ryzen AI Max)",
     }
+    for key, desc in choices.items():
+        console.print(f"  {key}) {desc}")
+    console.print()
+
+    while True:
+        try:
+            choice = Prompt.ask("Enter choice", default="1")
+            if choice == "1":
+                return None
+            if choice == "2":
+                console.print(
+                    "[green]✅[/green] Using AMD Strix Halo profile where supported"
+                )
+                return "strixhalo"
+            console.print(
+                f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+            )
+        except EOFError:
+            return None
+
+
+def select_llm_provider(
+    config_yml: dict = None, transcription_provider: str = None
+) -> str:
+    """Ask user which LLM provider to use for memory extraction.
+
+    Uses Langfuse-style flow: "Do you have your own LLM?" → Yes: custom URL → No: pick managed option.
+    When transcription_provider is a unified-capable model (e.g. Gemma 4), offers to reuse
+    it for LLM tasks too.
+
+    Returns:
+        "openai", "ollama", "llamacpp", "gemma4-unified", or "none"
+    """
+    config_yml = config_yml or {}
+    existing_llm = config_yml.get("defaults", {}).get("llm", "")
+    existing_is_custom = existing_llm in ("custom-llm",)
+    existing_is_unified = existing_llm == "gemma4-llm"
+
+    console.print("\n🤖 [bold cyan]LLM Provider[/bold cyan]")
+    console.print(
+        "Choose your language model provider for memory extraction and analysis:"
+    )
+    console.print()
+
+    # If the STT provider is a unified-capable model, offer to reuse it for LLM
+    if transcription_provider in UNIFIED_CAPABLE_STT:
+        provider_labels = {"gemma4": "Gemma 4"}
+        label = provider_labels.get(transcription_provider, transcription_provider)
+        console.print(
+            f"[green]💡[/green] {label} is a multimodal model that can also handle LLM tasks "
+            "(memory extraction, chat, summaries)."
+        )
+        console.print(
+            f"[dim]This reuses the same model already loaded for STT — no extra GPU memory needed.[/dim]"
+        )
+        default_unified = existing_is_unified or True
+        try:
+            use_unified = Confirm.ask(
+                f"Use {label} for both STT and LLM?",
+                default=default_unified,
+            )
+        except EOFError:
+            use_unified = default_unified
+        if use_unified:
+            console.print(
+                f"[green]✅[/green] {label} will handle both STT and LLM (unified mode)"
+            )
+            return "gemma4-unified"
+        console.print(f"[dim]OK, choosing a separate LLM provider instead.[/dim]")
+        console.print()
+
+    # Step 1: Do you have your own LLM endpoint?
+    try:
+        has_own = Confirm.ask(
+            "Do you have your own OpenAI-compatible LLM endpoint?",
+            default=existing_is_custom,
+        )
+    except EOFError:
+        has_own = existing_is_custom
+
+    if has_own:
+        # User has their own endpoint — this maps to the existing "custom" flow in init.py
+        console.print(
+            "[green]✅[/green] Will configure custom LLM endpoint in backend setup"
+        )
+        return "custom"
+
+    # Step 2: Pick from managed options
+    llm_to_choice = {
+        "openai-llm": "1",
+        "local-llm": "2",
+        "llamacpp-llm": "3",
+    }
+    default_choice = llm_to_choice.get(existing_llm, "1")
+
+    choices = {
+        "1": "OpenAI (GPT-4o-mini, requires API key)",
+        "2": "Ollama (local models, runs on your machine)",
+        "3": "llama.cpp (Chronicle-managed, local GGUF models, GPU recommended)",
+        "4": "None (skip memory extraction)",
+    }
+
+    for key, desc in choices.items():
+        marker = " [dim](current)[/dim]" if key == default_choice else ""
+        console.print(f"  {key}) {desc}{marker}")
+    console.print()
+
+    while True:
+        try:
+            choice = Prompt.ask("Enter choice", default=default_choice)
+            if choice in choices:
+                return {"1": "openai", "2": "ollama", "3": "llamacpp", "4": "none"}[
+                    choice
+                ]
+            console.print(
+                f"[red]Invalid choice. Please select from {list(choices.keys())}[/red]"
+            )
+        except EOFError:
+            console.print(f"Using default: {choices.get(default_choice, 'OpenAI')}")
+            return {"1": "openai", "2": "ollama", "3": "llamacpp", "4": "none"}.get(
+                default_choice, "openai"
+            )
+
+
+def maybe_install_agent_services():
+    """Offer to install the boot-persistence systemd user services.
+
+    Installs two units (with linger): the native node agent (:8775 — WebUI control
+    + Tailnet advertising), which runs on the host and so doesn't survive a reboot
+    on its own; and a oneshot that runs ``start --all`` on boot to bring the
+    container stack back. The latter matters under rootless Podman, which — unlike
+    Docker — has no daemon to re-apply ``restart:`` policies after a reboot.
+    """
+    console.print("\n🔁 [bold cyan]Auto-start on boot (Optional)[/bold cyan]")
+    console.print(
+        "Installs systemd user services so both the node agent (:8775) and your"
+    )
+    console.print(
+        "container stack come back after a reboot. (Rootless Podman, unlike Docker,"
+    )
+    console.print(
+        "has no daemon to revive containers on boot, so this is needed there.)"
+    )
+
+    if not services._systemd_user_available():
+        services._print_systemd_unavailable_help()
+        return
+
+    try:
+        install = Confirm.ask(
+            "Install it as a systemd user service so it auto-starts on boot?",
+            default=True,
+        )
+    except EOFError:
+        console.print("Using default: Yes")
+        install = True
+
+    if install:
+        services.install_systemd_agents()
+
+
+def maybe_enable_remote_control():
+    """Offer to run a Claude remote-control session so you can start Claude Code
+    sessions on this machine from the Claude mobile app.
+
+    Off by default: this launches `claude remote-control` (in tmux) and, if you
+    accept, installs it as a systemd user service so it survives reboots. Requires
+    the claude CLI (logged in) and tmux on the host.
+    """
+    console.print("\n📱 [bold cyan]Claude Code from your phone (Optional)[/bold cyan]")
+    console.print(
+        "Run a `claude remote-control` server on this host so you can spawn new"
+    )
+    console.print(
+        "Claude Code sessions from the Claude mobile app (Code tab). It runs in tmux"
+    )
+    console.print(
+        "and can auto-start on boot. Toggle it any time from the WebUI System page."
+    )
+
+    if shutil.which("claude") is None:
+        console.print(
+            "[dim]claude CLI not found — skipping. Install Claude Code and log in, "
+            "then run: services.py remote-control install[/dim]"
+        )
+        return
+    if shutil.which("tmux") is None:
+        console.print("[dim]tmux not found — skipping (install tmux first).[/dim]")
+        return
+
+    try:
+        enable = Confirm.ask(
+            "Enable Claude remote-control (start new sessions from your phone)?",
+            default=False,
+        )
+    except EOFError:
+        console.print("Using default: No")
+        enable = False
+
+    if not enable:
+        return
+
+    if services._systemd_user_available():
+        services.install_remote_control()
+    else:
+        # No systemd user instance (e.g. WSL without systemd=true) — start it now
+        # in tmux; it won't survive a reboot.
+        services._print_systemd_unavailable_help()
+        services.start_remote_control()
+
+
+# Services that make sense to run on a service-only node joining a cluster
+# (the compute-heavy / GPU ones the backend reaches over the Tailnet).
+JOINABLE_SERVICES = {
+    "asr-services": "Offline speech-to-text (ASR) — GPU",
+    "speaker-recognition": "Speaker identification — GPU",
+    "tts": "Text-to-speech — GPU",
+    "llm-services": "Local LLM via llama.cpp — GPU",
+    "wakeword-service": "Acoustic wake-word detection",
+}
+
+
+def select_setup_type():
+    """Ask whether this machine is the main hub or is joining an existing cluster.
+
+    Returns ``"join"`` for a service-only node that contributes a service to an
+    existing backend, else ``"main"`` (the normal full single-machine / hub setup).
+    Defaults to ``"main"`` so re-running the wizard on the hub is unchanged.
+    """
+    console.print("\n🏗️  [bold cyan]Setup type[/bold cyan]")
+    console.print(
+        "  1) Main machine — run the Chronicle backend here (single machine or cluster hub)"
+    )
+    console.print(
+        "  2) Join a cluster — this machine only runs a service (e.g. GPU ASR) and"
+    )
+    console.print(
+        "     advertises it to an existing backend on your Tailnet (no backend here)"
+    )
+    console.print(
+        "  3) Capture node — run ScreenPipe + the Chronicle companion (no containers)"
+    )
+    console.print()
+    choice = Prompt.ask("Enter choice", default="1")
+    if choice.strip() == "2":
+        return "join"
+    if choice.strip() == "3":
+        return "capture"
+    return "main"
+
+
+def setup_capture_node():
+    """Delegate ScreenPipe capture-node setup to its separate companion."""
+    init_script = Path("extras/screenpipe-collector/init.py")
+    if not init_script.exists():
+        console.print(f"[red]✗ Capture-node setup is missing: {init_script}[/red]")
+        return False
+
+    backend_url = discovery.discover_service(discovery.CHRONICLE_BACKEND)
+    cmd = [
+        "uv",
+        "run",
+        "--with-requirements",
+        "../../setup-requirements.txt",
+        "python",
+        "init.py",
+    ]
+    if backend_url:
+        console.print(f"[green]✅[/green] Found Chronicle at [cyan]{backend_url}[/cyan]")
+        cmd.extend(["--backend", backend_url])
+    try:
+        subprocess.run(cmd, cwd=init_script.parent, check=True)
+        return True
+    except (OSError, subprocess.CalledProcessError) as exc:
+        console.print(f"[red]✗ Capture-node setup failed: {exc}[/red]")
+        return False
+
+
+def join_cluster():
+    """Configure THIS machine as a service-only node joining an existing cluster.
+
+    Discovers the hub (backend) on the Tailnet, lets you pick which service(s) this
+    box provides, runs their init wizards, starts them, and runs the node agent so
+    they advertise on the Tailnet — the hub discovers and uses them automatically.
+    This box does NOT run the backend.
+    """
+    console.print("\n🔗 [bold cyan]Join an existing Chronicle cluster[/bold cyan]")
+    console.print(
+        "This machine will run one or more services (e.g. GPU ASR) and advertise them on\n"
+        "your Tailnet. Your main Chronicle backend then discovers and uses them.\n"
+    )
+
+    # 0. Tailscale prereq — discovery AND advertising both need it. Check up front so
+    # a missing/down Tailscale gives the real cause, not a misleading "no backend found".
+    if shutil.which("tailscale") is None:
+        console.print(
+            "[red]✗ Tailscale isn't installed.[/red] A join node finds the hub and advertises\n"
+            "  its services over your Tailnet. Install it (https://tailscale.com/download),\n"
+            "  run [cyan]sudo tailscale up[/cyan], then re-run this wizard."
+        )
+        return
+    try:
+        ts_connected = (
+            subprocess.run(["tailscale", "status"], capture_output=True).returncode == 0
+        )
+    except OSError:
+        ts_connected = False
+    if not ts_connected:
+        console.print(
+            "[red]✗ Tailscale is installed but not connected.[/red] Run "
+            "[cyan]sudo tailscale up[/cyan]\n  (approve this device on your tailnet), then re-run."
+        )
+        if not Confirm.ask(
+            "Continue anyway? (discovery/advertising won't work — you'd wire service URLs manually)",
+            default=False,
+        ):
+            return
+
+    # 0b. Tailscale running now ≠ Tailscale after a reboot. If the unit is started but
+    # not enabled, it silently won't come back on boot and the node drops off the
+    # Tailnet (services unreachable) until someone notices. Offer to make it stick.
+    if tailscaled_enabled_at_boot() is False:
+        console.print(
+            "[yellow]⚠️  Tailscale is running but not enabled to start on boot.[/yellow]\n"
+            "   After a reboot this node would silently drop off the Tailnet (services\n"
+            "   unreachable) until you start it again manually."
+        )
+        if Confirm.ask(
+            "Enable tailscaled to start on boot now? (sudo systemctl enable --now tailscaled)",
+            default=True,
+        ):
+            if enable_tailscaled_at_boot():
+                console.print(
+                    "[green]✅[/green] tailscaled enabled — it'll survive reboots now."
+                )
+            else:
+                console.print(
+                    "[red]✗ Couldn't enable it.[/red] Run it yourself: "
+                    "[cyan]sudo systemctl enable --now tailscaled[/cyan]"
+                )
+
+    # 1. Discover the hub + what's already advertised in the cluster.
+    console.print("🔍 Looking for your Chronicle backend on the Tailnet…")
+    backend_url = discovery.discover_service(discovery.CHRONICLE_BACKEND)
+    claimed = {s.get("name") for s in discovery.list_all_services()}
+    if backend_url:
+        console.print(f"[green]✅[/green] Found backend at [cyan]{backend_url}[/cyan]")
+    else:
+        console.print(
+            "[yellow]⚠️  No backend discovered on the Tailnet.[/yellow] Make sure your main\n"
+            "   machine is running with Tailscale and this box is on the same Tailnet."
+        )
+        if not Confirm.ask("Continue anyway?", default=True):
+            return
+    if claimed:
+        console.print("\n[dim]Already advertised on the Tailnet:[/dim]")
+        for name in sorted(n for n in claimed if n):
+            console.print(f"   [dim]• {name}[/dim]")
+
+    # 2. Pick the service(s) this node will provide.
+    disc_names = services._DISCOVERY_NAMES  # lifecycle name → chronicle-* name
+    console.print("\n📦 [bold]Which service(s) will THIS machine provide?[/bold]")
+    keys = list(JOINABLE_SERVICES)
+    for i, svc in enumerate(keys, 1):
+        taken = disc_names.get(svc) in claimed
+        tag = (
+            "  [yellow](already in cluster — a 2nd one is usually unnecessary)[/yellow]"
+            if taken
+            else ""
+        )
+        console.print(f"  {i}) {svc} — {JOINABLE_SERVICES[svc]}{tag}")
+    raw = Prompt.ask("Enter number(s), comma-separated", default="1")
+    chosen: list[str] = []
+    for part in raw.split(","):
+        part = part.strip()
+        if part.isdigit() and 1 <= int(part) <= len(keys):
+            svc = keys[int(part) - 1]
+            if svc not in chosen:
+                chosen.append(svc)
+    if not chosen:
+        console.print("[red]No valid services selected. Aborting.[/red]")
+        return
+    console.print(f"[green]✅[/green] This node will provide: {', '.join(chosen)}")
+
+    # 3. Hardware profile (e.g. Strix Halo) for GPU services.
+    hardware_profile = select_hardware_profile(chosen, None, None)
+
+    # 4. Enable ONLY these services in config.yml — a join node runs no backend.
+    persist_enabled_services(chosen)
+
+    # 4b. A join node has no backend .env, so the shared HF token lives in the repo-root
+    #     .env here. Prompt once (if any chosen service needs it) and pass it through.
+    hf_token = setup_hf_token_if_needed(chosen)
+
+    # 5. Configure each chosen service (runs its init.py interactively).
+    for svc in chosen:
+        run_service_setup(
+            svc, chosen, hf_token=hf_token, hardware_profile=hardware_profile
+        )
+
+    # 6. Start the service(s) + the node agent (which advertises on the Tailnet).
+    #    build=True because images won't exist yet on a fresh node.
+    console.print("\n🚀 Starting services + node agent…")
+    services.start_services(chosen, build=True)
+
+    # 7. Offer boot persistence for the node agent (systemd user service).
+    maybe_install_agent_services()
+
+    # 8. Next steps + the one wiring gotcha.
+    console.print("\n🎉 [bold green]This node has joined the cluster![/bold green]")
+    console.print(
+        "   • It's advertising on your Tailnet — it'll appear on the backend's Network page."
+    )
+    console.print(
+        "   • [yellow]Wiring note:[/yellow] if your backend pins the service URL to "
+        "host.docker.internal/localhost"
+    )
+    console.print(
+        "     (e.g. PARAKEET_ASR_URL), clear it or point it at this box's Tailscale name so the"
+    )
+    console.print(
+        "     backend uses THIS node; otherwise minidisc discovery wires it automatically."
+    )
+
+
+def check_container_engine() -> bool:
+    """Container-engine prereq — Chronicle runs everything in containers.
+
+    Resolves the configured engine (docker default, or podman via config.yml /
+    CONTAINER_ENGINE) and verifies both the engine binary and its compose front-end
+    are installed and the runtime is reachable. Mirrors the Tailscale prereq style:
+    on any problem we explain it and let the user continue at their own risk, since
+    there is no container-less install path.
+
+    Returns True to proceed, False to abort the wizard.
+    """
+    engine = services.container_engine()
+    compose = (
+        services.compose_base()
+    )  # e.g. ['docker', 'compose'] or ['podman-compose']
+
+    if shutil.which(engine) is None:
+        console.print(
+            f"[red]✗ {engine} isn't installed.[/red] Chronicle runs every service in "
+            "containers —\n"
+            "  there is no install path without a container engine. Install "
+            f"[cyan]{engine}[/cyan]\n"
+            "  (https://docs.docker.com/engine/install/ or https://podman.io/docs/installation),\n"
+            "  then re-run this wizard."
+        )
+        return Confirm.ask(
+            "Continue anyway? (nothing will start until a container engine is installed)",
+            default=False,
+        )
+
+    # compose front-end: docker ships it as a plugin (`docker compose`), podman as a
+    # separate `podman-compose` binary — check whichever the resolved command needs.
+    compose_bin = compose[0]
+    if shutil.which(compose_bin) is None:
+        hint = (
+            "It ships with Docker Desktop / the docker-compose-plugin package."
+            if compose_bin == "docker"
+            else "Install it with [cyan]pip install podman-compose[/cyan] (or your package manager)."
+        )
+        console.print(
+            f"[red]✗ {' '.join(compose)} isn't available.[/red] Chronicle uses it to "
+            "build and run\n"
+            f"  the service stack. {hint}"
+        )
+        return Confirm.ask("Continue anyway?", default=False)
+
+    # Runtime liveness: `<engine> info` exits non-zero if the daemon/runtime is down
+    # (e.g. Docker Desktop not started, dockerd not running).
+    try:
+        up = (
+            subprocess.run([engine, "info"], capture_output=True, timeout=20).returncode
+            == 0
+        )
+    except (OSError, subprocess.TimeoutExpired):
+        up = False
+    if not up:
+        console.print(
+            f"[red]✗ {engine} is installed but the runtime isn't reachable.[/red] "
+            f"Start it\n"
+            "  (e.g. launch Docker Desktop, or run [cyan]sudo systemctl start docker[/cyan]) "
+            "and re-run."
+        )
+        return Confirm.ask(
+            "Continue anyway? (services won't start until the engine is running)",
+            default=False,
+        )
+
+    console.print(
+        f"[green]✅[/green] Container engine: [cyan]{engine}[/cyan] "
+        f"(compose: [cyan]{' '.join(compose)}[/cyan])"
+    )
+    return True
 
 
 def main():
     """Main orchestration logic"""
     console.print("🎉 [bold green]Welcome to Chronicle![/bold green]\n")
     console.print("[dim]This wizard is safe to run as many times as you like.[/dim]")
-    console.print("[dim]It backs up your existing config and preserves previously entered values.[/dim]")
-    console.print("[dim]When unsure, just press Enter — the defaults will work.[/dim]\n")
+    console.print(
+        "[dim]It backs up your existing config and preserves previously entered values.[/dim]"
+    )
+    console.print(
+        "[dim]When unsure, just press Enter — the defaults will work.[/dim]\n"
+    )
 
-    # Setup config file from template
-    setup_config_file()
+    # Ensure config.yml exists (create from template if needed) — also resolves which
+    # container engine (docker/podman) the rest of the wizard will use.
+    config_mgr = ConfigManager()
+    config_mgr.ensure_config_yml()
 
     # Setup git hooks first
     setup_git_hooks()
@@ -729,22 +1893,199 @@ def main():
     # Show what's available
     show_service_status()
 
-    # Ask about transcription provider FIRST (determines which services are needed)
-    transcription_provider = select_transcription_provider()
+    # Read existing config.yml once — used as defaults for ALL wizard questions below
+    config_yml = config_mgr.get_full_config()
+
+    # Capture nodes are host-native and intentionally do not require containers.
+    setup_type = select_setup_type()
+    if setup_type == "capture":
+        setup_capture_node()
+        return
+
+    # All hub and compute-node services below run in containers.
+    if not check_container_engine():
+        return
 
-    # Ask about streaming provider (if batch provider doesn't stream, or user wants a different one)
-    streaming_provider = select_streaming_provider(transcription_provider)
+    if setup_type == "join":
+        join_cluster()
+        return
 
-    # Service Selection (pass transcription_provider so we skip asking about ASR when already chosen)
-    selected_services = select_services(transcription_provider)
+    # Ask about the real-time STREAMING provider FIRST.
+    streaming_provider = select_streaming_provider(config_yml)
 
-    # Auto-add asr-services if any local ASR was chosen (batch or streaming)
-    local_asr_providers = ("parakeet", "vibevoice", "qwen3-asr")
-    needs_asr = transcription_provider in local_asr_providers or (streaming_provider and streaming_provider in local_asr_providers)
-    if needs_asr and 'asr-services' not in selected_services:
-        reason = transcription_provider if transcription_provider in local_asr_providers else streaming_provider
-        console.print(f"[blue][INFO][/blue] Auto-adding ASR services for {reason} transcription")
-        selected_services.append('asr-services')
+    # Then the batch/high-quality provider, defaulting to the streaming provider
+    # when it can also do batch (one provider for both is the simple common case,
+    # but the user can still choose a different/higher-quality batch engine).
+    transcription_provider = select_transcription_provider(
+        config_yml, default_provider=streaming_provider
+    )
+
+    # If batch and streaming are the same provider there is no separate streaming
+    # engine to wire — setup_transcription sets both defaults.stt and stt_stream.
+    # Only pass streaming_provider to init.py when it actually differs from batch.
+    if streaming_provider == transcription_provider:
+        streaming_provider = None
+        console.print(
+            f"[green]✅[/green] Using {transcription_provider} for both batch and streaming"
+        )
+    elif streaming_provider:
+        console.print(
+            f"[blue][INFO][/blue] Batch: {transcription_provider}, "
+            f"streaming: {streaming_provider} (batch-retranscribe enabled)"
+        )
+
+    # No streaming ASR (batch-only provider + streaming skipped) → offer windowed batch
+    live_segmentation = "streaming_stt"
+    if (
+        transcription_provider not in ("none", None)
+        and transcription_provider not in STREAMING_CAPABLE
+        and streaming_provider is None
+    ):
+        live_segmentation = select_live_segmentation(transcription_provider)
+
+    # LLM Provider selection (asked once here, passed to init.py — avoids double-ask)
+    llm_provider = select_llm_provider(config_yml, transcription_provider)
+
+    # Chronicle's agentic Markdown vault is the only memory provider — no choice.
+    memory_provider = "chronicle"
+
+    # Service Selection (pass provider choices so we skip asking about auto-added services)
+    selected_services = select_services(
+        transcription_provider, config_yml, memory_provider, llm_provider
+    )
+
+    # ── Service source: where each remote-capable compute service runs ──────────
+    # Hub flow defaults to "on this hub", but offers own/external endpoint, pinning a
+    # Tailnet-advertised node, or deferring to runtime discovery. A *remote* ASR/LLM
+    # choice (own/Tailnet/later) also suppresses auto-adding the local service below.
+    backend_env = "backends/advanced/.env"
+    OFFLINE_DISCOVERABLE_ASR = {"parakeet", "qwen3-asr", "gemma4", "af-next"}
+    _ASR_ENV_KEY = {
+        "parakeet": "PARAKEET_ASR_URL",
+        "qwen3-asr": "QWEN3_ASR_URL",
+        "gemma4": "GEMMA4_ASR_URL",
+        "af-next": "AF_NEXT_ASR_URL",
+    }
+    asr_url, asr_discover, asr_remote = None, False, False
+    if transcription_provider in OFFLINE_DISCOVERABLE_ASR:
+        asr_current = read_env_value(backend_env, _ASR_ENV_KEY[transcription_provider])
+        src = select_service_source("ASR", "chronicle-asr", current=asr_current)
+        asr_remote = src["mode"] != "local"
+        if src["mode"] == "local":
+            asr_url = "http://host.docker.internal:8767"
+        elif src["mode"] in ("own", "tailnet"):
+            asr_url = src["url"]
+        elif src["mode"] == "later":
+            asr_discover = True
+
+    llm_base_url, llm_discover, llm_remote = None, False, False
+    if llm_provider == "llamacpp":
+        llm_current = read_env_value(backend_env, "LLM_BASE_URL")
+        src = select_service_source(
+            "Local LLM (llama.cpp)", "chronicle-llm", current=llm_current
+        )
+        llm_remote = src["mode"] != "local"
+        if src["mode"] == "local":
+            llm_base_url = "http://host.docker.internal:8083/v1"
+        elif src["mode"] in ("own", "tailnet"):
+            # Discovered/picked URLs are bare host:port → ensure the OpenAI /v1 path.
+            u = src["url"].rstrip("/")
+            llm_base_url = u if u.endswith("/v1") else u + "/v1"
+        elif src["mode"] == "later":
+            llm_discover = True
+
+    # Speaker Recognition + TTS: when NOT run locally, optionally point the backend at
+    # a remote/own endpoint or let it auto-discover one on the Tailnet.
+    speaker_url, speaker_discover = None, False
+    if "speaker-recognition" not in selected_services:
+        speaker_current = read_env_value(backend_env, "SPEAKER_SERVICE_URL")
+        prior_remote = _infer_source_mode(speaker_current) in (
+            "own",
+            "tailnet",
+            "later",
+        )
+        try:
+            if Confirm.ask(
+                "Use a remote / external Speaker Recognition service?",
+                default=prior_remote,
+            ):
+                src = select_service_source(
+                    "Speaker Recognition",
+                    "chronicle-speaker",
+                    allow_local=False,
+                    current=speaker_current,
+                )
+                if src["mode"] in ("own", "tailnet"):
+                    speaker_url = src["url"]
+                else:
+                    speaker_discover = True
+        except EOFError:
+            pass
+
+    tts_url, tts_discover = None, False
+    if "tts" in selected_services:
+        # Running TTS locally on the host — pin the local endpoint (the compose no
+        # longer defaults CHRONICLE_TTS_URL, so an unset value would mean 'discover').
+        tts_url = "http://host.docker.internal:8770"
+    else:
+        tts_current = read_env_value(backend_env, "CHRONICLE_TTS_URL")
+        prior_set = _infer_source_mode(tts_current) in ("own", "tailnet", "later")
+        try:
+            if Confirm.ask(
+                "Configure a Text-to-Speech (TTS) endpoint?", default=prior_set
+            ):
+                src = select_service_source(
+                    "Text-to-Speech",
+                    "chronicle-tts",
+                    allow_local=False,
+                    current=tts_current,
+                )
+                if src["mode"] in ("own", "tailnet"):
+                    tts_url = src["url"]
+                else:
+                    tts_discover = True
+        except EOFError:
+            pass
+
+    # Auto-add asr-services if a LOCAL ASR was chosen (not a remote/discover source)
+    local_asr_providers = (
+        "parakeet",
+        "vibevoice",
+        "qwen3-asr",
+        "gemma4",
+        "af-next",
+        "granite",
+        "nemotron",
+    )
+    needs_asr = not asr_remote and (
+        transcription_provider in local_asr_providers
+        or (streaming_provider and streaming_provider in local_asr_providers)
+    )
+    if needs_asr and "asr-services" not in selected_services:
+        reason = (
+            transcription_provider
+            if transcription_provider in local_asr_providers
+            else streaming_provider
+        )
+        console.print(
+            f"[blue][INFO][/blue] Auto-adding ASR services for {reason} transcription"
+        )
+        selected_services.append("asr-services")
+
+    # Auto-add llm-services if llama.cpp runs LOCALLY (not a remote/discover source)
+    if (
+        llm_provider == "llamacpp"
+        and not llm_remote
+        and "llm-services" not in selected_services
+    ):
+        exists, _ = check_service_exists(
+            "llm-services", SERVICES["extras"]["llm-services"]
+        )
+        if exists:
+            console.print(
+                "[blue][INFO][/blue] LLM provider is llama.cpp — auto-adding llm-services"
+            )
+            selected_services.append("llm-services")
 
     if not selected_services:
         console.print("\n[yellow]No services selected. Exiting.[/yellow]")
@@ -752,53 +2093,82 @@ def main():
 
     # LangFuse Configuration (before service setup so keys can be passed to backend)
     langfuse_mode, langfuse_external = setup_langfuse_choice()
-    if langfuse_mode == 'local' and 'langfuse' not in selected_services:
-        selected_services.append('langfuse')
+    if langfuse_mode == "local" and "langfuse" not in selected_services:
+        selected_services.append("langfuse")
 
     # HF Token Configuration (if services require it)
+    hardware_profile = select_hardware_profile(
+        selected_services, transcription_provider, streaming_provider
+    )
+
     hf_token = setup_hf_token_if_needed(selected_services)
 
     # HTTPS Configuration (for services that need it)
     https_enabled = False
     server_ip = None
-    
+
     # Check if we have services that benefit from HTTPS
-    https_services = {'advanced', 'speaker-recognition'} # advanced will always need https then
+    https_services = {
+        "advanced",
+        "speaker-recognition",
+    }  # advanced will always need https then
     needs_https = bool(https_services.intersection(selected_services))
-    
+
     if needs_https:
         console.print("\n🔒 [bold cyan]HTTPS Configuration[/bold cyan]")
-        console.print("HTTPS enables microphone access in browsers and secure connections")
+        console.print(
+            "HTTPS enables microphone access in browsers and secure connections"
+        )
+
+        # Default to existing HTTPS_ENABLED setting
+        existing_https = read_env_value("backends/advanced/.env", "HTTPS_ENABLED")
+        default_https = existing_https == "true"
 
         try:
-            https_enabled = Confirm.ask("Enable HTTPS for selected services?", default=False)
+            https_enabled = Confirm.ask(
+                "Enable HTTPS for selected services?", default=default_https
+            )
         except EOFError:
-            console.print("Using default: No")
-            https_enabled = False
+            console.print(f"Using default: {'Yes' if default_https else 'No'}")
+            https_enabled = default_https
 
         if https_enabled:
             # Try to auto-detect Tailscale address
             ts_dns, ts_ip = detect_tailscale_info()
 
             if ts_dns:
-                console.print(f"\n[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}")
+                console.print(
+                    f"\n[green][AUTO-DETECTED][/green] Tailscale DNS: {ts_dns}"
+                )
                 if ts_ip:
-                    console.print(f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}")
+                    console.print(
+                        f"[green][AUTO-DETECTED][/green] Tailscale IP:  {ts_ip}"
+                    )
+                console.print(
+                    "[green][AUTO-DETECTED][/green] Minidisc service discovery enabled — "
+                    "cross-machine services will find each other automatically"
+                )
                 default_address = ts_dns
             elif ts_ip:
                 console.print(f"\n[green][AUTO-DETECTED][/green] Tailscale IP: {ts_ip}")
+                console.print(
+                    "[green][AUTO-DETECTED][/green] Minidisc service discovery enabled — "
+                    "cross-machine services will find each other automatically"
+                )
                 default_address = ts_ip
             else:
                 console.print("\n[blue][INFO][/blue] Tailscale not detected")
-                console.print("[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'")
+                console.print(
+                    "[blue][INFO][/blue] To find your Tailscale address: tailscale status --json | jq -r '.Self.DNSName'"
+                )
                 default_address = None
 
             console.print("[blue][INFO][/blue] For local-only access, use 'localhost'")
             console.print("Examples: localhost, myhost.tail1234.ts.net, 100.64.1.2")
 
             # Check for existing SERVER_IP from backend .env
-            backend_env_path = 'backends/advanced/.env'
-            existing_ip = read_env_value(backend_env_path, 'SERVER_IP')
+            backend_env_path = "backends/advanced/.env"
+            existing_ip = read_env_value(backend_env_path, "SERVER_IP")
 
             # Use existing value, or auto-detected address, or localhost as default
             effective_default = default_address or "localhost"
@@ -806,92 +2176,153 @@ def main():
             server_ip = prompt_with_existing_masked(
                 prompt_text="Server IP/Domain for SSL certificates",
                 existing_value=existing_ip,
-                placeholders=['localhost', 'your-server-ip-here'],
+                placeholders=["localhost", "your-server-ip-here"],
                 is_password=False,
-                default=effective_default
+                default=effective_default,
             )
 
             console.print(f"[green]✅[/green] HTTPS configured for: {server_ip}")
 
-    # Neo4j Configuration (always required - used by Knowledge Graph)
-    neo4j_password = None
-    obsidian_enabled = False
-
-    if 'advanced' in selected_services:
-        console.print("\n🗄️ [bold cyan]Neo4j Configuration[/bold cyan]")
-        console.print("Neo4j is used for Knowledge Graph (entity/relationship extraction from conversations)")
-        console.print()
-
-        # Always prompt for Neo4j password (masked input)
-        try:
-            console.print("Neo4j password (min 8 chars) [leave empty for default: neo4jpassword]")
-            neo4j_password = prompt_password("Neo4j password", min_length=8)
-        except (EOFError, KeyboardInterrupt):
-            neo4j_password = "neo4jpassword"
-            console.print("Using default password")
-        if not neo4j_password:
-            neo4j_password = "neo4jpassword"
-
-        console.print("[green]✅[/green] Neo4j configured")
-
-        # Obsidian is optional (graph-based knowledge management for vault notes)
-        console.print("\n🗂️ [bold cyan]Obsidian Integration (Optional)[/bold cyan]")
-        console.print("Enable graph-based knowledge management for Obsidian vault notes")
-        console.print()
-
-        try:
-            obsidian_enabled = Confirm.ask("Enable Obsidian integration?", default=False)
-        except EOFError:
-            console.print("Using default: No")
-            obsidian_enabled = False
-
-        if obsidian_enabled:
-            console.print("[green]✅[/green] Obsidian integration will be configured")
+            # Decide how the TLS cert is managed. The per-service init scripts derive
+            # the same mode (from server_ip + tailscaled socket) and render their
+            # Caddyfile/compose to match, so nothing needs to be threaded through here.
+            cert_mode = decide_cert_mode(server_ip)
+            if cert_mode == "static":
+                # *.ts.net with no mountable tailscaled socket (e.g. Docker Desktop on
+                # macOS): issue the cert on the host now. The services.py startup hook
+                # renews it on restart — no cron needed.
+                console.print(
+                    "\n[blue][INFO][/blue] Generating host-issued TLS certificate..."
+                )
+                if generate_tailscale_certs("certs"):
+                    console.print(
+                        f"[green]✅[/green] Tailscale cert generated in certs/ for {server_ip}"
+                    )
+                else:
+                    console.print(
+                        "[yellow]⚠️  Certificate generation failed; it will be retried "
+                        "automatically on the next service start.[/yellow]"
+                    )
+            else:
+                # Caddy obtains and auto-renews the cert itself: *.ts.net via the mounted
+                # tailscaled socket, a real domain via Let's Encrypt, IP/localhost via
+                # Caddy's internal CA. No host cert file, no renewal cron.
+                console.print(
+                    f"\n[green]✅[/green] Caddy will obtain and auto-renew the TLS "
+                    f"certificate for {server_ip} (no host cert file, no renewal cron)"
+                )
+                console.print(
+                    "[blue][INFO][/blue] Trusted automatically for *.ts.net and real "
+                    "domains; IP/localhost get a self-signed cert you accept in the browser."
+                )
+
+            # If this box is served over a Tailscale address, both reachability and
+            # (Caddy-managed) cert renewal depend on tailscaled being up. Started-but-
+            # not-enabled means it silently won't come back after a reboot — offer to
+            # make it stick, same as the join-node path.
+            served_over_tailscale = server_ip.endswith(".ts.net") or (
+                bool(ts_ip) and server_ip == ts_ip
+            )
+            if served_over_tailscale and tailscaled_enabled_at_boot() is False:
+                console.print(
+                    "\n[yellow]⚠️  Tailscale is running but not enabled to start on boot.[/yellow]\n"
+                    "   After a reboot this box would silently drop off the Tailnet —\n"
+                    "   the dashboard/API would be unreachable and the TLS cert wouldn't renew."
+                )
+                if Confirm.ask(
+                    "Enable tailscaled to start on boot now? (sudo systemctl enable --now tailscaled)",
+                    default=True,
+                ):
+                    if enable_tailscaled_at_boot():
+                        console.print(
+                            "[green]✅[/green] tailscaled enabled — it'll survive reboots now."
+                        )
+                    else:
+                        console.print(
+                            "[red]✗ Couldn't enable it.[/red] Run it yourself: "
+                            "[cyan]sudo systemctl enable --now tailscaled[/cyan]"
+                        )
 
     # Pure Delegation - Run Each Service Setup
     console.print(f"\n📋 [bold]Setting up {len(selected_services)} services...[/bold]")
 
-    # Clean up .env files from unselected services (creates backups)
-    cleanup_unselected_services(selected_services)
+    # Record which services are enabled (config.yml is the lifecycle source of truth)
+    persist_enabled_services(selected_services)
 
     success_count = 0
     failed_services = []
 
     # Pre-populate langfuse keys from external config (if user chose external mode)
-    langfuse_public_key = langfuse_external.get('public_key')
-    langfuse_secret_key = langfuse_external.get('secret_key')
-    langfuse_host = langfuse_external.get('host')  # None for local (backend defaults to langfuse-web)
+    langfuse_public_key = langfuse_external.get("public_key")
+    langfuse_secret_key = langfuse_external.get("secret_key")
+    langfuse_host = langfuse_external.get(
+        "host"
+    )  # None for local (backend defaults to langfuse-web)
+
+    # Browser-accessible URL for Langfuse dashboard deep-links (stored in config.yml).
+    # Derived from server_ip/Tailscale so links don't hardcode localhost.
+    langfuse_public_url = derive_langfuse_public_url(
+        langfuse_mode, langfuse_external, server_ip, https_enabled
+    )
 
     # Determine setup order: langfuse first (to get API keys), then backend (with langfuse keys), then others
     setup_order = []
-    if 'langfuse' in selected_services:
-        setup_order.append('langfuse')
-    if 'advanced' in selected_services:
-        setup_order.append('advanced')
+    if "langfuse" in selected_services:
+        setup_order.append("langfuse")
+    if "advanced" in selected_services:
+        setup_order.append("advanced")
     for service in selected_services:
         if service not in setup_order:
             setup_order.append(service)
 
     # Read admin credentials from existing backend .env (for langfuse init reuse)
-    backend_env_path = 'backends/advanced/.env'
-    wizard_admin_email = read_env_value(backend_env_path, 'ADMIN_EMAIL')
-    wizard_admin_password = read_env_value(backend_env_path, 'ADMIN_PASSWORD')
+    backend_env_path = "backends/advanced/.env"
+    wizard_admin_email = read_env_value(backend_env_path, "ADMIN_EMAIL")
+    wizard_admin_password = read_env_value(backend_env_path, "ADMIN_PASSWORD")
 
     for service in setup_order:
-        if run_service_setup(service, selected_services, https_enabled, server_ip,
-                            obsidian_enabled, neo4j_password, hf_token, transcription_provider,
-                            admin_email=wizard_admin_email, admin_password=wizard_admin_password,
-                            langfuse_public_key=langfuse_public_key, langfuse_secret_key=langfuse_secret_key,
-                            langfuse_host=langfuse_host, streaming_provider=streaming_provider):
+        if run_service_setup(
+            service,
+            selected_services,
+            https_enabled,
+            server_ip,
+            hf_token,
+            transcription_provider,
+            admin_email=wizard_admin_email,
+            admin_password=wizard_admin_password,
+            langfuse_public_key=langfuse_public_key,
+            langfuse_secret_key=langfuse_secret_key,
+            langfuse_host=langfuse_host,
+            langfuse_public_url=langfuse_public_url,
+            streaming_provider=streaming_provider,
+            llm_provider=llm_provider,
+            memory_provider=memory_provider,
+            hardware_profile=hardware_profile,
+            live_segmentation=live_segmentation,
+            asr_url=asr_url,
+            asr_discover=asr_discover,
+            llm_base_url=llm_base_url,
+            llm_discover=llm_discover,
+            speaker_url=speaker_url,
+            speaker_discover=speaker_discover,
+            tts_url=tts_url,
+            tts_discover=tts_discover,
+        ):
             success_count += 1
 
             # After local langfuse setup, read generated API keys for backend
-            if service == 'langfuse':
-                langfuse_env_path = 'extras/langfuse/.env'
-                langfuse_public_key = read_env_value(langfuse_env_path, 'LANGFUSE_INIT_PROJECT_PUBLIC_KEY')
-                langfuse_secret_key = read_env_value(langfuse_env_path, 'LANGFUSE_INIT_PROJECT_SECRET_KEY')
+            if service == "langfuse":
+                langfuse_env_path = "extras/langfuse/.env"
+                langfuse_public_key = read_env_value(
+                    langfuse_env_path, "LANGFUSE_INIT_PROJECT_PUBLIC_KEY"
+                )
+                langfuse_secret_key = read_env_value(
+                    langfuse_env_path, "LANGFUSE_INIT_PROJECT_SECRET_KEY"
+                )
                 if langfuse_public_key and langfuse_secret_key:
-                    console.print("[blue][INFO][/blue] LangFuse API keys will be passed to backend configuration")
+                    console.print(
+                        "[blue][INFO][/blue] LangFuse API keys will be passed to backend configuration"
+                    )
         else:
             failed_services.append(service)
 
@@ -900,13 +2331,23 @@ def main():
     # without the backend init overwriting them
     setup_plugins()
 
+    # Optional: install the native host agents (service manager + discovery) as
+    # systemd user services so they auto-start on boot like the containers do.
+    if "advanced" in selected_services:
+        maybe_install_agent_services()
+        # Optional (off by default): a Claude remote-control session so you can
+        # start Claude Code sessions on this host from the Claude mobile app.
+        maybe_enable_remote_control()
+
     # Final Summary
     console.print(f"\n🎊 [bold green]Setup Complete![/bold green]")
-    console.print(f"✅ {success_count}/{len(selected_services)} services configured successfully")
+    console.print(
+        f"✅ {success_count}/{len(selected_services)} services configured successfully"
+    )
 
     if failed_services:
         console.print(f"❌ Failed services: {', '.join(failed_services)}")
-    
+
     # Next Steps
     console.print("\n📖 [bold]Next Steps:[/bold]")
 
@@ -914,68 +2355,104 @@ def main():
     console.print("")
     console.print("📝 [bold cyan]Configuration Files Updated:[/bold cyan]")
     console.print("   • [green].env files[/green] - API keys and service URLs")
-    console.print("   • [green]config.yml[/green] - Model definitions and memory provider settings")
+    console.print(
+        "   • [green]config.yml[/green] - Model definitions and memory provider settings"
+    )
     console.print("")
 
     # Development Environment Setup
     console.print("1. Setup development environment (git hooks, testing):")
     console.print("   [cyan]make setup-dev[/cyan]")
-    console.print("   [dim]This installs pre-commit hooks to run tests before pushing[/dim]")
+    console.print(
+        "   [dim]This installs pre-commit hooks to run tests before pushing[/dim]"
+    )
     console.print("")
 
     # Service Management Commands
     console.print("2. Start all configured services:")
     console.print("   [cyan]./start.sh[/cyan]")
-    console.print("   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py start --all --build[/dim]")
+    console.print(
+        "   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py start --all --build[/dim]"
+    )
     console.print("")
     console.print("3. Or start individual services:")
-    
+
     configured_services = []
-    if 'advanced' in selected_services and 'advanced' not in failed_services:
+    if "advanced" in selected_services and "advanced" not in failed_services:
         configured_services.append("backend")
-    if 'speaker-recognition' in selected_services and 'speaker-recognition' not in failed_services:
-        configured_services.append("speaker-recognition") 
-    if 'asr-services' in selected_services and 'asr-services' not in failed_services:
+    if (
+        "speaker-recognition" in selected_services
+        and "speaker-recognition" not in failed_services
+    ):
+        configured_services.append("speaker-recognition")
+    if "asr-services" in selected_services and "asr-services" not in failed_services:
         configured_services.append("asr-services")
-    if 'openmemory-mcp' in selected_services and 'openmemory-mcp' not in failed_services:
-        configured_services.append("openmemory-mcp")
-    if 'langfuse' in selected_services and 'langfuse' not in failed_services:
+    if "langfuse" in selected_services and "langfuse" not in failed_services:
         configured_services.append("langfuse")
 
     # LangFuse prompt management info
-    if langfuse_mode == 'local' and 'langfuse' not in failed_services:
+    if langfuse_mode == "local" and "langfuse" not in failed_services:
         console.print("")
-        console.print("[bold cyan]Prompt Management:[/bold cyan] Once services are running, edit AI prompts at:")
-        if https_enabled and server_ip:
-            console.print(f"   [link=https://{server_ip}:3443/project/chronicle/prompts]https://{server_ip}:3443/project/chronicle/prompts[/link]")
-        else:
-            console.print("   [link=http://localhost:3002/project/chronicle/prompts]http://localhost:3002/project/chronicle/prompts[/link]")
-    elif langfuse_mode == 'external' and langfuse_host:
+        console.print(
+            "[bold cyan]Prompt Management:[/bold cyan] Once services are running, edit AI prompts at:"
+        )
+        prompts_url = f"{langfuse_public_url.rstrip('/')}/project/chronicle/prompts"
+        console.print(f"   [link={prompts_url}]{prompts_url}[/link]")
+    elif langfuse_mode == "external" and langfuse_host:
         console.print("")
-        console.print(f"[bold cyan]Prompt Management:[/bold cyan] Edit AI prompts at your LangFuse instance:")
+        console.print(
+            f"[bold cyan]Prompt Management:[/bold cyan] Edit AI prompts at your LangFuse instance:"
+        )
         console.print(f"   {langfuse_host}")
 
     if configured_services:
         service_list = " ".join(configured_services)
-        console.print(f"   [cyan]uv run --with-requirements setup-requirements.txt python services.py start {service_list}[/cyan]")
-    
+        console.print(
+            f"   [cyan]uv run --with-requirements setup-requirements.txt python services.py start {service_list}[/cyan]"
+        )
+
     console.print("")
     console.print("3. Check service status:")
     console.print("   [cyan]./status.sh[/cyan]")
-    console.print("   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py status[/dim]")
+    console.print(
+        "   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py status[/dim]"
+    )
 
     console.print("")
     console.print("4. Stop services when done:")
     console.print("   [cyan]./stop.sh[/cyan]")
-    console.print("   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py stop --all[/dim]")
-    
+    console.print(
+        "   [dim]Or: uv run --with-requirements setup-requirements.txt python services.py stop --all[/dim]"
+    )
+
+    # Show minidisc discovery info if Tailscale is available
+    ts_dns_final, ts_ip_final = detect_tailscale_info()
+    if ts_dns_final or ts_ip_final:
+        console.print("")
+        console.print(
+            "🔍 [bold cyan]Distributed Setup:[/bold cyan] Minidisc service discovery is active"
+        )
+        console.print(
+            "   Services on other Tailnet machines (HAVPE relay, ASR, etc.) will"
+        )
+        console.print(
+            "   auto-discover this backend — no manual URL configuration needed"
+        )
+
     console.print(f"\n🚀 [bold]Enjoy Chronicle![/bold]")
-    
+
     # Show individual service usage
     console.print(f"\n💡 [dim]Tip: You can also setup services individually:[/dim]")
-    console.print(f"[dim]   cd backends/advanced && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]")
-    console.print(f"[dim]   cd extras/speaker-recognition && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]")
-    console.print(f"[dim]   cd extras/asr-services && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]")
+    console.print(
+        f"[dim]   cd backends/advanced && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
+    )
+    console.print(
+        f"[dim]   cd extras/speaker-recognition && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
+    )
+    console.print(
+        f"[dim]   cd extras/asr-services && uv run --with-requirements ../../setup-requirements.txt python init.py[/dim]"
+    )
+
 
 if __name__ == "__main__":
-    main()
\ No newline at end of file
+    main()
diff --git a/wizard.sh b/wizard.sh
index 02942349..fb749554 100755
--- a/wizard.sh
+++ b/wizard.sh
@@ -1 +1,3 @@
+#!/bin/bash
+source "$(dirname "$0")/scripts/check_uv.sh"
 uv run --with-requirements setup-requirements.txt wizard.py